[2024-01-14 12:18:03 det.util.misc] INFO: Rank of current process: 0, World size: 2 [2024-01-14 12:18:03 det.util.misc] INFO: Environment info: ------------------------------- ---------------------------------------------------------------- sys.platform linux Python 3.8.10 (default, Nov 14 2022, 12:59:47) [GCC 9.4.0] numpy 1.22.2 PyTorch 2.1.0+cu118 @/usr/local/lib/python3.8/dist-packages/torch PyTorch debug build False torch._C._GLIBCXX_USE_CXX11_ABI False GPU available Yes GPU 0,1 NVIDIA A800 80GB PCIe (arch=8.0) Driver version 525.105.17 CUDA_HOME /usr/local/cuda TORCH_CUDA_ARCH_LIST 5.2 6.0 6.1 7.0 7.5 8.0 8.6 9.0+PTX Pillow 9.2.0 torchvision 0.16.0+cu118 @/usr/local/lib/python3.8/dist-packages/torchvision torchvision arch flags 3.5, 5.0, 6.0, 7.0, 7.5, 8.0, 8.6 fvcore 0.1.5.post20221221 iopath 0.1.10 cv2 4.8.1 ------------------------------- ---------------------------------------------------------------- PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 11.8 - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_90,code=sm_90 - CuDNN 8.7 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.8, CUDNN_VERSION=8.7.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, [2024-01-14 12:18:03 det.util.misc] INFO: Command line arguments: Namespace(accumulate_steps=1, config_file='configs/train_config.py', dynamo_backend='no', mixed_precision='bf16', seed=None, use_deterministic_algorithms=False) [2024-01-14 12:18:04 det.util.misc] INFO: Contents of args.config_file=configs/train_config.py: from torch import optim from datasets.coco import CocoDetection from transforms import presets from util.lazy_load import LazyConfig from optimizer import param_dict # training configurations num_epochs = 12 batch_size = 5 # total_batch_size = #GPU x batch_size num_workers = 10 print_freq = 50 # frequency to print logs starting_epoch = 0 max_norm = 0.1 pin_memory = True output_dir = "/opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel" # if None, will be set to checkpoints/{model_name} # basic configuration, define dataset, model, optimizer and lr_scheduler coco_path = "data/coco" model_path = "configs/relation_detr_resnet50_800_1333.py" train_transform = "detr_transform" # lookup transforms.presets to define transform resume_from_checkpoint = None # continue from a checkpoint folder, or load weight from a .pth" # NOTE: instantiate dataset, models, optimizer, lr_scheduler learning_rate = 1e-4 optimizer = optim.AdamW(lr=learning_rate, weight_decay=1e-4, betas=(0.9, 0.999)) param_dicts = param_dict.finetune_backbone_and_linear_projection(lr=learning_rate) lr_scheduler = optim.lr_scheduler.MultiStepLR(milestones=[10], gamma=0.1) train_dataset = CocoDetection( img_folder=f"{coco_path}/train2017", ann_file=f"{coco_path}/annotations/instances_train2017.json", transforms=getattr(presets, train_transform), train=True, ) test_dataset = CocoDetection( img_folder=f"{coco_path}/val2017", ann_file=f"{coco_path}/annotations/instances_val2017.json", transforms=None, # the eval_transform is integrated in the model ) model = LazyConfig(model_path).model [2024-01-14 12:18:04 det.util.misc] INFO: Using the random seed: 4065891 [2024-01-14 12:18:07 det.__main__] INFO: model parameters: 48646912 [2024-01-14 12:18:07 det.__main__] INFO: optimizer: AcceleratedOptimizer ( Parameter Group 0 amsgrad: False betas: (0.9, 0.999) capturable: False differentiable: False eps: 1e-08 foreach: None fused: None initial_lr: 0.0001 lr: 0.0001 maximize: False weight_decay: 0.0001 Parameter Group 1 amsgrad: False betas: (0.9, 0.999) capturable: False differentiable: False eps: 1e-08 foreach: None fused: None initial_lr: 1e-05 lr: 1e-05 maximize: False weight_decay: 0.0001 Parameter Group 2 amsgrad: False betas: (0.9, 0.999) capturable: False differentiable: False eps: 1e-08 foreach: None fused: None initial_lr: 1e-05 lr: 1e-05 maximize: False weight_decay: 0 Parameter Group 3 amsgrad: False betas: (0.9, 0.999) capturable: False differentiable: False eps: 1e-08 foreach: None fused: None initial_lr: 1e-05 lr: 1e-05 maximize: False weight_decay: 0.0001 Parameter Group 4 amsgrad: False betas: (0.9, 0.999) capturable: False differentiable: False eps: 1e-08 foreach: None fused: None initial_lr: 1e-05 lr: 1e-05 maximize: False weight_decay: 0 Parameter Group 5 amsgrad: False betas: (0.9, 0.999) capturable: False differentiable: False eps: 1e-08 foreach: None fused: None initial_lr: 0.0001 lr: 0.0001 maximize: False weight_decay: 0 ) [2024-01-14 12:18:07 det.__main__] INFO: lr_scheduler: {'_get_lr_called_within_step': False, '_last_lr': [0.0001, 1e-05, 1e-05, 1e-05, 1e-05, 0.0001], '_step_count': 1, 'base_lrs': [0.0001, 1e-05, 1e-05, 1e-05, 1e-05, 0.0001], 'gamma': 0.1, 'last_epoch': 0, 'milestones': Counter({10: 1}), 'verbose': False} [2024-01-14 12:18:07 det.__main__] INFO: Label names is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/label_names.txt [2024-01-14 12:18:07 det.__main__] INFO: Start training [2024-01-14 12:18:13 det.util.engine] INFO: Epoch: [0] [0/11727] eta: 9:22:11 lr: 0.000000 data_time: 0.0067 iter_time: 2.8764 loss: 62.9852 (62.9852) loss_class: 0.8556 (0.8556) loss_bbox: 0.9181 (0.9181) loss_giou: 1.3507 (1.3507) loss_class_0: 0.7899 (0.7899) loss_bbox_0: 0.9508 (0.9508) loss_giou_0: 1.4037 (1.4037) loss_class_1: 0.8529 (0.8529) loss_bbox_1: 0.9134 (0.9134) loss_giou_1: 1.3776 (1.3776) loss_class_2: 0.8927 (0.8927) loss_bbox_2: 0.9147 (0.9147) loss_giou_2: 1.3613 (1.3613) loss_class_3: 0.8629 (0.8629) loss_bbox_3: 0.9205 (0.9205) loss_giou_3: 1.3512 (1.3512) loss_class_4: 0.9000 (0.9000) loss_bbox_4: 0.9009 (0.9009) loss_giou_4: 1.3638 (1.3638) loss_class_enc: 0.9377 (0.9377) loss_bbox_enc: 0.9146 (0.9146) loss_giou_enc: 1.3730 (1.3730) loss_class_dn: 0.8052 (0.8052) loss_bbox_dn: 0.8189 (0.8189) loss_giou_dn: 1.3532 (1.3532) loss_class_dn_0: 0.8381 (0.8381) loss_bbox_dn_0: 0.8189 (0.8189) loss_giou_dn_0: 1.3532 (1.3532) loss_class_dn_1: 0.8704 (0.8704) loss_bbox_dn_1: 0.8189 (0.8189) loss_giou_dn_1: 1.3532 (1.3532) loss_class_dn_2: 0.8753 (0.8753) loss_bbox_dn_2: 0.8189 (0.8189) loss_giou_dn_2: 1.3532 (1.3532) loss_class_dn_3: 0.8430 (0.8430) loss_bbox_dn_3: 0.8189 (0.8189) loss_giou_dn_3: 1.3532 (1.3532) loss_class_dn_4: 0.8693 (0.8693) loss_bbox_dn_4: 0.8189 (0.8189) loss_giou_dn_4: 1.3532 (1.3532) loss_class_hybrid: 0.3983 (0.3983) loss_bbox_hybrid: 1.1726 (1.1726) loss_giou_hybrid: 1.6495 (1.6495) loss_class_0_hybrid: 0.3941 (0.3941) loss_bbox_0_hybrid: 1.1982 (1.1982) loss_giou_0_hybrid: 1.6693 (1.6693) loss_class_1_hybrid: 0.4128 (0.4128) loss_bbox_1_hybrid: 1.1862 (1.1862) loss_giou_1_hybrid: 1.6576 (1.6576) loss_class_2_hybrid: 0.4251 (0.4251) loss_bbox_2_hybrid: 1.1823 (1.1823) loss_giou_2_hybrid: 1.6503 (1.6503) loss_class_3_hybrid: 0.4165 (0.4165) loss_bbox_3_hybrid: 1.1774 (1.1774) loss_giou_3_hybrid: 1.6471 (1.6471) loss_class_4_hybrid: 0.4353 (0.4353) loss_bbox_4_hybrid: 1.1732 (1.1732) loss_giou_4_hybrid: 1.6507 (1.6507) loss_class_enc_hybrid: 0.3997 (0.3997) loss_bbox_enc_hybrid: 1.1915 (1.1915) loss_giou_enc_hybrid: 1.6581 (1.6581) mem: 1030 max mem: 21732 [2024-01-14 12:18:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:19:02 det.util.engine] INFO: Epoch: [0] [50/11727] eta: 3:19:31 lr: 0.000005 data_time: 0.0033 iter_time: 0.9802 loss: 64.6505 (68.8112) loss_class: 0.7092 (0.6929) loss_bbox: 1.1284 (1.2668) loss_giou: 1.4539 (1.4690) loss_class_0: 0.6484 (0.6301) loss_bbox_0: 1.1765 (1.3073) loss_giou_0: 1.5019 (1.5069) loss_class_1: 0.6552 (0.6724) loss_bbox_1: 1.1517 (1.2881) loss_giou_1: 1.4745 (1.4852) loss_class_2: 0.6651 (0.6769) loss_bbox_2: 1.1440 (1.2761) loss_giou_2: 1.4640 (1.4757) loss_class_3: 0.6778 (0.6757) loss_bbox_3: 1.1398 (1.2701) loss_giou_3: 1.4648 (1.4723) loss_class_4: 0.6666 (0.7050) loss_bbox_4: 1.1359 (1.2675) loss_giou_4: 1.4561 (1.4701) loss_class_enc: 0.6922 (0.7252) loss_bbox_enc: 1.1408 (1.2935) loss_giou_enc: 1.4740 (1.4873) loss_class_dn: 0.7985 (0.8435) loss_bbox_dn: 0.9099 (0.9944) loss_giou_dn: 1.3288 (1.3232) loss_class_dn_0: 0.7952 (0.8483) loss_bbox_dn_0: 0.9014 (0.9935) loss_giou_dn_0: 1.3303 (1.3241) loss_class_dn_1: 0.8445 (0.8863) loss_bbox_dn_1: 0.9028 (0.9937) loss_giou_dn_1: 1.3298 (1.3239) loss_class_dn_2: 0.7870 (0.8498) loss_bbox_dn_2: 0.9047 (0.9938) loss_giou_dn_2: 1.3288 (1.3237) loss_class_dn_3: 0.7992 (0.8467) loss_bbox_dn_3: 0.9065 (0.9940) loss_giou_dn_3: 1.3282 (1.3235) loss_class_dn_4: 0.8218 (0.8836) loss_bbox_dn_4: 0.9081 (0.9942) loss_giou_dn_4: 1.3285 (1.3233) loss_class_hybrid: 0.3741 (0.3376) loss_bbox_hybrid: 1.3344 (1.5754) loss_giou_hybrid: 1.6864 (1.7312) loss_class_0_hybrid: 0.3433 (0.3168) loss_bbox_0_hybrid: 1.3706 (1.6108) loss_giou_0_hybrid: 1.7174 (1.7578) loss_class_1_hybrid: 0.3574 (0.3332) loss_bbox_1_hybrid: 1.3568 (1.5922) loss_giou_1_hybrid: 1.6964 (1.7429) loss_class_2_hybrid: 0.3542 (0.3321) loss_bbox_2_hybrid: 1.3508 (1.5839) loss_giou_2_hybrid: 1.6939 (1.7371) loss_class_3_hybrid: 0.3626 (0.3337) loss_bbox_3_hybrid: 1.3454 (1.5801) loss_giou_3_hybrid: 1.6868 (1.7334) loss_class_4_hybrid: 0.3588 (0.3477) loss_bbox_4_hybrid: 1.3420 (1.5775) loss_giou_4_hybrid: 1.6872 (1.7317) loss_class_enc_hybrid: 0.3445 (0.3254) loss_bbox_enc_hybrid: 1.3762 (1.6051) loss_giou_enc_hybrid: 1.7048 (1.7478) mem: 1027 max mem: 30754 [2024-01-14 12:19:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:19:51 det.util.engine] INFO: Epoch: [0] [100/11727] eta: 3:14:07 lr: 0.000010 data_time: 0.0031 iter_time: 0.9796 loss: 66.1783 (67.6882) loss_class: 0.7329 (0.7253) loss_bbox: 1.2325 (1.2290) loss_giou: 1.4102 (1.4280) loss_class_0: 0.6431 (0.6567) loss_bbox_0: 1.2985 (1.2832) loss_giou_0: 1.4900 (1.4720) loss_class_1: 0.6897 (0.7013) loss_bbox_1: 1.2749 (1.2600) loss_giou_1: 1.4681 (1.4491) loss_class_2: 0.6850 (0.7033) loss_bbox_2: 1.2577 (1.2463) loss_giou_2: 1.4440 (1.4382) loss_class_3: 0.6783 (0.7057) loss_bbox_3: 1.2501 (1.2378) loss_giou_3: 1.4397 (1.4328) loss_class_4: 0.7038 (0.7292) loss_bbox_4: 1.2400 (1.2323) loss_giou_4: 1.4287 (1.4297) loss_class_enc: 0.6282 (0.7214) loss_bbox_enc: 1.2912 (1.2735) loss_giou_enc: 1.4711 (1.4573) loss_class_dn: 0.7010 (0.7870) loss_bbox_dn: 1.0313 (1.0086) loss_giou_dn: 1.3174 (1.3199) loss_class_dn_0: 0.7335 (0.8041) loss_bbox_dn_0: 0.9965 (0.9994) loss_giou_dn_0: 1.3209 (1.3213) loss_class_dn_1: 0.7204 (0.8252) loss_bbox_dn_1: 1.0021 (1.0004) loss_giou_dn_1: 1.3200 (1.3207) loss_class_dn_2: 0.7102 (0.7867) loss_bbox_dn_2: 1.0085 (1.0021) loss_giou_dn_2: 1.3178 (1.3201) loss_class_dn_3: 0.7049 (0.7931) loss_bbox_dn_3: 1.0153 (1.0042) loss_giou_dn_3: 1.3174 (1.3198) loss_class_dn_4: 0.7137 (0.8089) loss_bbox_dn_4: 1.0228 (1.0064) loss_giou_dn_4: 1.3173 (1.3198) loss_class_hybrid: 0.4357 (0.3811) loss_bbox_hybrid: 1.3857 (1.5125) loss_giou_hybrid: 1.5699 (1.6686) loss_class_0_hybrid: 0.3867 (0.3509) loss_bbox_0_hybrid: 1.4891 (1.5637) loss_giou_0_hybrid: 1.6413 (1.7087) loss_class_1_hybrid: 0.3985 (0.3691) loss_bbox_1_hybrid: 1.4541 (1.5419) loss_giou_1_hybrid: 1.6133 (1.6901) loss_class_2_hybrid: 0.4019 (0.3676) loss_bbox_2_hybrid: 1.4341 (1.5296) loss_giou_2_hybrid: 1.5988 (1.6812) loss_class_3_hybrid: 0.4099 (0.3731) loss_bbox_3_hybrid: 1.4120 (1.5218) loss_giou_3_hybrid: 1.5908 (1.6756) loss_class_4_hybrid: 0.4342 (0.3843) loss_bbox_4_hybrid: 1.3995 (1.5168) loss_giou_4_hybrid: 1.5800 (1.6713) loss_class_enc_hybrid: 0.3910 (0.3587) loss_bbox_enc_hybrid: 1.4892 (1.5612) loss_giou_enc_hybrid: 1.6351 (1.7002) mem: 1034 max mem: 30754 [2024-01-14 12:19:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:20:40 det.util.engine] INFO: Epoch: [0] [150/11727] eta: 3:11:11 lr: 0.000015 data_time: 0.0029 iter_time: 0.9692 loss: 64.6910 (67.0695) loss_class: 0.7466 (0.7306) loss_bbox: 1.1140 (1.2143) loss_giou: 1.3519 (1.4167) loss_class_0: 0.7108 (0.6589) loss_bbox_0: 1.1961 (1.2869) loss_giou_0: 1.4102 (1.4709) loss_class_1: 0.6959 (0.6992) loss_bbox_1: 1.1514 (1.2571) loss_giou_1: 1.3923 (1.4441) loss_class_2: 0.7371 (0.7066) loss_bbox_2: 1.1513 (1.2388) loss_giou_2: 1.3647 (1.4303) loss_class_3: 0.7298 (0.7111) loss_bbox_3: 1.1510 (1.2274) loss_giou_3: 1.3532 (1.4228) loss_class_4: 0.7604 (0.7310) loss_bbox_4: 1.1325 (1.2193) loss_giou_4: 1.3466 (1.4192) loss_class_enc: 0.6669 (0.6923) loss_bbox_enc: 1.2032 (1.2823) loss_giou_enc: 1.4127 (1.4617) loss_class_dn: 0.6146 (0.7391) loss_bbox_dn: 1.1089 (1.0440) loss_giou_dn: 1.3412 (1.3245) loss_class_dn_0: 0.7003 (0.7717) loss_bbox_dn_0: 0.9958 (1.0063) loss_giou_dn_0: 1.3106 (1.3201) loss_class_dn_1: 0.6691 (0.7821) loss_bbox_dn_1: 1.0332 (1.0114) loss_giou_dn_1: 1.3126 (1.3192) loss_class_dn_2: 0.6492 (0.7505) loss_bbox_dn_2: 1.0521 (1.0196) loss_giou_dn_2: 1.3163 (1.3197) loss_class_dn_3: 0.6400 (0.7553) loss_bbox_dn_3: 1.0740 (1.0285) loss_giou_dn_3: 1.3290 (1.3210) loss_class_dn_4: 0.6094 (0.7601) loss_bbox_dn_4: 1.0917 (1.0365) loss_giou_dn_4: 1.3350 (1.3225) loss_class_hybrid: 0.4977 (0.4260) loss_bbox_hybrid: 1.2847 (1.4586) loss_giou_hybrid: 1.4775 (1.6111) loss_class_0_hybrid: 0.4210 (0.3849) loss_bbox_0_hybrid: 1.3781 (1.5261) loss_giou_0_hybrid: 1.5634 (1.6638) loss_class_1_hybrid: 0.4545 (0.4023) loss_bbox_1_hybrid: 1.3376 (1.4983) loss_giou_1_hybrid: 1.5185 (1.6403) loss_class_2_hybrid: 0.4530 (0.4089) loss_bbox_2_hybrid: 1.3163 (1.4815) loss_giou_2_hybrid: 1.4979 (1.6279) loss_class_3_hybrid: 0.4735 (0.4179) loss_bbox_3_hybrid: 1.3014 (1.4707) loss_giou_3_hybrid: 1.4839 (1.6200) loss_class_4_hybrid: 0.4756 (0.4254) loss_bbox_4_hybrid: 1.3023 (1.4638) loss_giou_4_hybrid: 1.4827 (1.6147) loss_class_enc_hybrid: 0.4345 (0.3890) loss_bbox_enc_hybrid: 1.3792 (1.5272) loss_giou_enc_hybrid: 1.5538 (1.6575) mem: 1020 max mem: 31919 [2024-01-14 12:20:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:21:29 det.util.engine] INFO: Epoch: [0] [200/11727] eta: 3:09:56 lr: 0.000020 data_time: 0.0030 iter_time: 1.0158 loss: 64.9768 (66.6681) loss_class: 0.8548 (0.7642) loss_bbox: 1.0928 (1.1922) loss_giou: 1.3222 (1.3922) loss_class_0: 0.7725 (0.6877) loss_bbox_0: 1.1603 (1.2672) loss_giou_0: 1.3719 (1.4464) loss_class_1: 0.8513 (0.7345) loss_bbox_1: 1.1200 (1.2342) loss_giou_1: 1.3203 (1.4178) loss_class_2: 0.8388 (0.7402) loss_bbox_2: 1.0938 (1.2152) loss_giou_2: 1.3102 (1.4047) loss_class_3: 0.8225 (0.7454) loss_bbox_3: 1.0871 (1.2040) loss_giou_3: 1.3074 (1.3977) loss_class_4: 0.8473 (0.7630) loss_bbox_4: 1.0877 (1.1968) loss_giou_4: 1.3232 (1.3942) loss_class_enc: 0.7486 (0.7075) loss_bbox_enc: 1.1960 (1.2685) loss_giou_enc: 1.3664 (1.4400) loss_class_dn: 0.6004 (0.7066) loss_bbox_dn: 1.1532 (1.0803) loss_giou_dn: 1.3252 (1.3281) loss_class_dn_0: 0.6084 (0.7434) loss_bbox_dn_0: 1.0751 (1.0230) loss_giou_dn_0: 1.3175 (1.3192) loss_class_dn_1: 0.6086 (0.7454) loss_bbox_dn_1: 1.1067 (1.0356) loss_giou_dn_1: 1.3196 (1.3193) loss_class_dn_2: 0.6061 (0.7198) loss_bbox_dn_2: 1.1296 (1.0498) loss_giou_dn_2: 1.3229 (1.3211) loss_class_dn_3: 0.6155 (0.7233) loss_bbox_dn_3: 1.1412 (1.0625) loss_giou_dn_3: 1.3245 (1.3236) loss_class_dn_4: 0.6040 (0.7241) loss_bbox_dn_4: 1.1501 (1.0721) loss_giou_dn_4: 1.3254 (1.3258) loss_class_hybrid: 0.6154 (0.4744) loss_bbox_hybrid: 1.2393 (1.4200) loss_giou_hybrid: 1.3821 (1.5622) loss_class_0_hybrid: 0.5860 (0.4314) loss_bbox_0_hybrid: 1.2925 (1.4872) loss_giou_0_hybrid: 1.4258 (1.6152) loss_class_1_hybrid: 0.6079 (0.4501) loss_bbox_1_hybrid: 1.2780 (1.4571) loss_giou_1_hybrid: 1.3946 (1.5898) loss_class_2_hybrid: 0.6181 (0.4573) loss_bbox_2_hybrid: 1.2504 (1.4403) loss_giou_2_hybrid: 1.3878 (1.5776) loss_class_3_hybrid: 0.6287 (0.4672) loss_bbox_3_hybrid: 1.2461 (1.4303) loss_giou_3_hybrid: 1.3882 (1.5703) loss_class_4_hybrid: 0.6110 (0.4727) loss_bbox_4_hybrid: 1.2385 (1.4244) loss_giou_4_hybrid: 1.3808 (1.5654) loss_class_enc_hybrid: 0.6223 (0.4335) loss_bbox_enc_hybrid: 1.3033 (1.4927) loss_giou_enc_hybrid: 1.4401 (1.6125) mem: 1024 max mem: 31919 [2024-01-14 12:21:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:22:18 det.util.engine] INFO: Epoch: [0] [250/11727] eta: 3:09:02 lr: 0.000025 data_time: 0.0032 iter_time: 0.9855 loss: 64.2332 (66.1590) loss_class: 0.8629 (0.7869) loss_bbox: 1.0771 (1.1708) loss_giou: 1.3214 (1.3814) loss_class_0: 0.7887 (0.7111) loss_bbox_0: 1.1635 (1.2440) loss_giou_0: 1.3754 (1.4329) loss_class_1: 0.8093 (0.7560) loss_bbox_1: 1.1110 (1.2121) loss_giou_1: 1.3416 (1.4066) loss_class_2: 0.8235 (0.7598) loss_bbox_2: 1.0924 (1.1936) loss_giou_2: 1.3355 (1.3938) loss_class_3: 0.8278 (0.7659) loss_bbox_3: 1.0754 (1.1826) loss_giou_3: 1.3230 (1.3872) loss_class_4: 0.8708 (0.7840) loss_bbox_4: 1.0739 (1.1759) loss_giou_4: 1.3193 (1.3834) loss_class_enc: 0.7875 (0.7211) loss_bbox_enc: 1.1650 (1.2443) loss_giou_enc: 1.3711 (1.4267) loss_class_dn: 0.6088 (0.6872) loss_bbox_dn: 1.0952 (1.0734) loss_giou_dn: 1.3162 (1.3296) loss_class_dn_0: 0.6014 (0.7171) loss_bbox_dn_0: 1.1046 (1.0247) loss_giou_dn_0: 1.3098 (1.3196) loss_class_dn_1: 0.5881 (0.7167) loss_bbox_dn_1: 1.1096 (1.0382) loss_giou_dn_1: 1.3049 (1.3199) loss_class_dn_2: 0.6135 (0.6982) loss_bbox_dn_2: 1.1065 (1.0508) loss_giou_dn_2: 1.3032 (1.3218) loss_class_dn_3: 0.6292 (0.7026) loss_bbox_dn_3: 1.1024 (1.0608) loss_giou_dn_3: 1.3060 (1.3244) loss_class_dn_4: 0.6325 (0.7025) loss_bbox_dn_4: 1.0982 (1.0678) loss_giou_dn_4: 1.3109 (1.3266) loss_class_hybrid: 0.6033 (0.5012) loss_bbox_hybrid: 1.1915 (1.3814) loss_giou_hybrid: 1.3992 (1.5350) loss_class_0_hybrid: 0.5767 (0.4623) loss_bbox_0_hybrid: 1.2602 (1.4462) loss_giou_0_hybrid: 1.4371 (1.5857) loss_class_1_hybrid: 0.5745 (0.4790) loss_bbox_1_hybrid: 1.2249 (1.4173) loss_giou_1_hybrid: 1.4129 (1.5608) loss_class_2_hybrid: 0.5933 (0.4862) loss_bbox_2_hybrid: 1.2113 (1.4013) loss_giou_2_hybrid: 1.4047 (1.5487) loss_class_3_hybrid: 0.5984 (0.4952) loss_bbox_3_hybrid: 1.1965 (1.3915) loss_giou_3_hybrid: 1.4013 (1.5421) loss_class_4_hybrid: 0.6051 (0.4995) loss_bbox_4_hybrid: 1.1926 (1.3857) loss_giou_4_hybrid: 1.3958 (1.5379) loss_class_enc_hybrid: 0.5854 (0.4666) loss_bbox_enc_hybrid: 1.2898 (1.4505) loss_giou_enc_hybrid: 1.4267 (1.5829) mem: 1031 max mem: 31919 [2024-01-14 12:22:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:23:07 det.util.engine] INFO: Epoch: [0] [300/11727] eta: 3:07:58 lr: 0.000030 data_time: 0.0031 iter_time: 0.9708 loss: 61.3986 (65.7024) loss_class: 0.9024 (0.8135) loss_bbox: 0.9662 (1.1503) loss_giou: 1.2576 (1.3639) loss_class_0: 0.7712 (0.7340) loss_bbox_0: 1.1049 (1.2277) loss_giou_0: 1.3234 (1.4185) loss_class_1: 0.8126 (0.7793) loss_bbox_1: 1.0618 (1.1942) loss_giou_1: 1.2845 (1.3910) loss_class_2: 0.8579 (0.7846) loss_bbox_2: 1.0279 (1.1741) loss_giou_2: 1.2554 (1.3770) loss_class_3: 0.8604 (0.7916) loss_bbox_3: 1.0123 (1.1626) loss_giou_3: 1.2562 (1.3701) loss_class_4: 0.8883 (0.8101) loss_bbox_4: 0.9926 (1.1554) loss_giou_4: 1.2600 (1.3661) loss_class_enc: 0.7263 (0.7349) loss_bbox_enc: 1.0895 (1.2297) loss_giou_enc: 1.3329 (1.4127) loss_class_dn: 0.5657 (0.6707) loss_bbox_dn: 0.9615 (1.0724) loss_giou_dn: 1.3561 (1.3315) loss_class_dn_0: 0.5797 (0.6965) loss_bbox_dn_0: 0.9244 (1.0314) loss_giou_dn_0: 1.3188 (1.3179) loss_class_dn_1: 0.5856 (0.6956) loss_bbox_dn_1: 0.9367 (1.0434) loss_giou_dn_1: 1.3205 (1.3182) loss_class_dn_2: 0.6048 (0.6819) loss_bbox_dn_2: 0.9501 (1.0541) loss_giou_dn_2: 1.3254 (1.3206) loss_class_dn_3: 0.5671 (0.6849) loss_bbox_dn_3: 0.9514 (1.0618) loss_giou_dn_3: 1.3365 (1.3240) loss_class_dn_4: 0.5680 (0.6844) loss_bbox_dn_4: 0.9573 (1.0676) loss_giou_dn_4: 1.3493 (1.3274) loss_class_hybrid: 0.6122 (0.5276) loss_bbox_hybrid: 1.0240 (1.3406) loss_giou_hybrid: 1.3433 (1.5057) loss_class_0_hybrid: 0.6016 (0.4911) loss_bbox_0_hybrid: 1.1552 (1.4100) loss_giou_0_hybrid: 1.4076 (1.5570) loss_class_1_hybrid: 0.5994 (0.5064) loss_bbox_1_hybrid: 1.1017 (1.3800) loss_giou_1_hybrid: 1.3846 (1.5315) loss_class_2_hybrid: 0.5922 (0.5138) loss_bbox_2_hybrid: 1.0659 (1.3623) loss_giou_2_hybrid: 1.3710 (1.5191) loss_class_3_hybrid: 0.6120 (0.5216) loss_bbox_3_hybrid: 1.0411 (1.3517) loss_giou_3_hybrid: 1.3576 (1.5125) loss_class_4_hybrid: 0.6046 (0.5262) loss_bbox_4_hybrid: 1.0334 (1.3455) loss_giou_4_hybrid: 1.3457 (1.5082) loss_class_enc_hybrid: 0.6498 (0.4968) loss_bbox_enc_hybrid: 1.1765 (1.4148) loss_giou_enc_hybrid: 1.3954 (1.5544) mem: 1018 max mem: 31919 [2024-01-14 12:23:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:23:55 det.util.engine] INFO: Epoch: [0] [350/11727] eta: 3:06:24 lr: 0.000035 data_time: 0.0030 iter_time: 0.9530 loss: 60.0079 (65.1222) loss_class: 0.8912 (0.8342) loss_bbox: 0.8316 (1.1182) loss_giou: 1.2480 (1.3513) loss_class_0: 0.7736 (0.7496) loss_bbox_0: 0.9758 (1.2018) loss_giou_0: 1.3481 (1.4095) loss_class_1: 0.8497 (0.7973) loss_bbox_1: 0.9055 (1.1649) loss_giou_1: 1.2995 (1.3795) loss_class_2: 0.8533 (0.8031) loss_bbox_2: 0.8725 (1.1432) loss_giou_2: 1.2612 (1.3646) loss_class_3: 0.8696 (0.8131) loss_bbox_3: 0.8524 (1.1307) loss_giou_3: 1.2447 (1.3573) loss_class_4: 0.8875 (0.8313) loss_bbox_4: 0.8369 (1.1233) loss_giou_4: 1.2467 (1.3533) loss_class_enc: 0.7888 (0.7442) loss_bbox_enc: 1.0006 (1.2056) loss_giou_enc: 1.3667 (1.4053) loss_class_dn: 0.5040 (0.6500) loss_bbox_dn: 0.9902 (1.0650) loss_giou_dn: 1.3592 (1.3382) loss_class_dn_0: 0.5482 (0.6769) loss_bbox_dn_0: 0.9727 (1.0283) loss_giou_dn_0: 1.3176 (1.3176) loss_class_dn_1: 0.5323 (0.6747) loss_bbox_dn_1: 0.9623 (1.0380) loss_giou_dn_1: 1.3254 (1.3189) loss_class_dn_2: 0.5357 (0.6637) loss_bbox_dn_2: 0.9864 (1.0476) loss_giou_dn_2: 1.3419 (1.3231) loss_class_dn_3: 0.5148 (0.6647) loss_bbox_dn_3: 0.9853 (1.0547) loss_giou_dn_3: 1.3501 (1.3283) loss_class_dn_4: 0.5110 (0.6633) loss_bbox_dn_4: 0.9868 (1.0604) loss_giou_dn_4: 1.3533 (1.3329) loss_class_hybrid: 0.6539 (0.5454) loss_bbox_hybrid: 0.9558 (1.2976) loss_giou_hybrid: 1.3374 (1.4865) loss_class_0_hybrid: 0.6143 (0.5111) loss_bbox_0_hybrid: 1.0479 (1.3731) loss_giou_0_hybrid: 1.3853 (1.5388) loss_class_1_hybrid: 0.6473 (0.5254) loss_bbox_1_hybrid: 1.0073 (1.3397) loss_giou_1_hybrid: 1.3483 (1.5117) loss_class_2_hybrid: 0.6690 (0.5329) loss_bbox_2_hybrid: 0.9674 (1.3202) loss_giou_2_hybrid: 1.3310 (1.4991) loss_class_3_hybrid: 0.6280 (0.5406) loss_bbox_3_hybrid: 0.9745 (1.3091) loss_giou_3_hybrid: 1.3247 (1.4927) loss_class_4_hybrid: 0.6397 (0.5444) loss_bbox_4_hybrid: 0.9647 (1.3024) loss_giou_4_hybrid: 1.3328 (1.4887) loss_class_enc_hybrid: 0.6272 (0.5194) loss_bbox_enc_hybrid: 1.0916 (1.3790) loss_giou_enc_hybrid: 1.3872 (1.5373) mem: 1019 max mem: 31919 [2024-01-14 12:23:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:24:43 det.util.engine] INFO: Epoch: [0] [400/11727] eta: 3:05:08 lr: 0.000040 data_time: 0.0030 iter_time: 0.9631 loss: 60.2856 (64.5079) loss_class: 1.1611 (0.8715) loss_bbox: 0.7886 (1.0796) loss_giou: 1.1311 (1.3270) loss_class_0: 0.9510 (0.7784) loss_bbox_0: 0.9124 (1.1659) loss_giou_0: 1.1752 (1.3873) loss_class_1: 1.0552 (0.8306) loss_bbox_1: 0.8346 (1.1264) loss_giou_1: 1.1328 (1.3553) loss_class_2: 1.0234 (0.8383) loss_bbox_2: 0.8267 (1.1041) loss_giou_2: 1.1411 (1.3399) loss_class_3: 1.1409 (0.8503) loss_bbox_3: 0.8207 (1.0918) loss_giou_3: 1.1343 (1.3327) loss_class_4: 1.1170 (0.8675) loss_bbox_4: 0.8118 (1.0847) loss_giou_4: 1.1294 (1.3289) loss_class_enc: 0.9171 (0.7665) loss_bbox_enc: 0.9159 (1.1733) loss_giou_enc: 1.2216 (1.3855) loss_class_dn: 0.5411 (0.6358) loss_bbox_dn: 1.0882 (1.0630) loss_giou_dn: 1.3243 (1.3391) loss_class_dn_0: 0.5332 (0.6600) loss_bbox_dn_0: 1.0914 (1.0308) loss_giou_dn_0: 1.3010 (1.3163) loss_class_dn_1: 0.5280 (0.6574) loss_bbox_dn_1: 1.0954 (1.0385) loss_giou_dn_1: 1.3126 (1.3190) loss_class_dn_2: 0.5379 (0.6479) loss_bbox_dn_2: 1.1032 (1.0472) loss_giou_dn_2: 1.3164 (1.3241) loss_class_dn_3: 0.5481 (0.6490) loss_bbox_dn_3: 1.0953 (1.0534) loss_giou_dn_3: 1.3175 (1.3297) loss_class_dn_4: 0.5397 (0.6479) loss_bbox_dn_4: 1.0911 (1.0587) loss_giou_dn_4: 1.3184 (1.3340) loss_class_hybrid: 0.7297 (0.5704) loss_bbox_hybrid: 0.9505 (1.2515) loss_giou_hybrid: 1.2421 (1.4596) loss_class_0_hybrid: 0.7742 (0.5374) loss_bbox_0_hybrid: 1.0231 (1.3291) loss_giou_0_hybrid: 1.3009 (1.5121) loss_class_1_hybrid: 0.7661 (0.5512) loss_bbox_1_hybrid: 0.9816 (1.2932) loss_giou_1_hybrid: 1.2693 (1.4840) loss_class_2_hybrid: 0.7193 (0.5584) loss_bbox_2_hybrid: 0.9781 (1.2732) loss_giou_2_hybrid: 1.2609 (1.4718) loss_class_3_hybrid: 0.7709 (0.5661) loss_bbox_3_hybrid: 0.9644 (1.2622) loss_giou_3_hybrid: 1.2472 (1.4656) loss_class_4_hybrid: 0.7693 (0.5693) loss_bbox_4_hybrid: 0.9583 (1.2558) loss_giou_4_hybrid: 1.2438 (1.4619) loss_class_enc_hybrid: 0.7756 (0.5463) loss_bbox_enc_hybrid: 1.0465 (1.3386) loss_giou_enc_hybrid: 1.3023 (1.5130) mem: 1019 max mem: 31919 [2024-01-14 12:24:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:25:32 det.util.engine] INFO: Epoch: [0] [450/11727] eta: 3:04:03 lr: 0.000045 data_time: 0.0030 iter_time: 0.9620 loss: 59.6961 (63.9870) loss_class: 1.1370 (0.9026) loss_bbox: 0.7730 (1.0487) loss_giou: 1.1205 (1.3079) loss_class_0: 0.9644 (0.8029) loss_bbox_0: 0.8484 (1.1346) loss_giou_0: 1.1827 (1.3677) loss_class_1: 1.0451 (0.8571) loss_bbox_1: 0.8024 (1.0943) loss_giou_1: 1.1396 (1.3354) loss_class_2: 1.1178 (0.8671) loss_bbox_2: 0.7913 (1.0717) loss_giou_2: 1.1201 (1.3206) loss_class_3: 1.0638 (0.8787) loss_bbox_3: 0.7832 (1.0601) loss_giou_3: 1.1071 (1.3135) loss_class_4: 1.1216 (0.8967) loss_bbox_4: 0.7895 (1.0535) loss_giou_4: 1.1104 (1.3098) loss_class_enc: 0.9758 (0.7894) loss_bbox_enc: 0.8883 (1.1446) loss_giou_enc: 1.1676 (1.3669) loss_class_dn: 0.5424 (0.6257) loss_bbox_dn: 1.0311 (1.0584) loss_giou_dn: 1.3139 (1.3378) loss_class_dn_0: 0.5223 (0.6451) loss_bbox_dn_0: 1.0580 (1.0310) loss_giou_dn_0: 1.2908 (1.3145) loss_class_dn_1: 0.5290 (0.6437) loss_bbox_dn_1: 1.0422 (1.0363) loss_giou_dn_1: 1.2958 (1.3174) loss_class_dn_2: 0.5557 (0.6361) loss_bbox_dn_2: 1.0327 (1.0439) loss_giou_dn_2: 1.3004 (1.3226) loss_class_dn_3: 0.5634 (0.6376) loss_bbox_dn_3: 1.0312 (1.0494) loss_giou_dn_3: 1.2961 (1.3282) loss_class_dn_4: 0.5617 (0.6368) loss_bbox_dn_4: 1.0305 (1.0543) loss_giou_dn_4: 1.2952 (1.3327) loss_class_hybrid: 0.7226 (0.5888) loss_bbox_hybrid: 0.9534 (1.2167) loss_giou_hybrid: 1.2380 (1.4388) loss_class_0_hybrid: 0.7321 (0.5588) loss_bbox_0_hybrid: 0.9978 (1.2932) loss_giou_0_hybrid: 1.2629 (1.4900) loss_class_1_hybrid: 0.7202 (0.5710) loss_bbox_1_hybrid: 0.9566 (1.2568) loss_giou_1_hybrid: 1.2408 (1.4624) loss_class_2_hybrid: 0.7100 (0.5782) loss_bbox_2_hybrid: 0.9602 (1.2372) loss_giou_2_hybrid: 1.2364 (1.4504) loss_class_3_hybrid: 0.7165 (0.5843) loss_bbox_3_hybrid: 0.9583 (1.2267) loss_giou_3_hybrid: 1.2375 (1.4444) loss_class_4_hybrid: 0.7125 (0.5874) loss_bbox_4_hybrid: 0.9553 (1.2207) loss_giou_4_hybrid: 1.2381 (1.4409) loss_class_enc_hybrid: 0.7287 (0.5684) loss_bbox_enc_hybrid: 1.0337 (1.3042) loss_giou_enc_hybrid: 1.2815 (1.4925) mem: 1022 max mem: 31919 [2024-01-14 12:25:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:26:21 det.util.engine] INFO: Epoch: [0] [500/11727] eta: 3:03:16 lr: 0.000050 data_time: 0.0031 iter_time: 1.0022 loss: 58.0696 (63.2819) loss_class: 1.2222 (0.9348) loss_bbox: 0.6711 (1.0096) loss_giou: 1.0708 (1.2851) loss_class_0: 1.0458 (0.8274) loss_bbox_0: 0.7341 (1.0947) loss_giou_0: 1.1367 (1.3467) loss_class_1: 1.1032 (0.8824) loss_bbox_1: 0.7044 (1.0540) loss_giou_1: 1.0906 (1.3127) loss_class_2: 1.1480 (0.8952) loss_bbox_2: 0.6902 (1.0316) loss_giou_2: 1.0907 (1.2976) loss_class_3: 1.1785 (0.9087) loss_bbox_3: 0.6706 (1.0204) loss_giou_3: 1.0802 (1.2905) loss_class_4: 1.2428 (0.9285) loss_bbox_4: 0.6787 (1.0141) loss_giou_4: 1.0702 (1.2868) loss_class_enc: 1.0018 (0.8118) loss_bbox_enc: 0.7483 (1.1064) loss_giou_enc: 1.1564 (1.3472) loss_class_dn: 0.5408 (0.6171) loss_bbox_dn: 0.9077 (1.0454) loss_giou_dn: 1.2717 (1.3351) loss_class_dn_0: 0.5153 (0.6322) loss_bbox_dn_0: 0.9330 (1.0240) loss_giou_dn_0: 1.2762 (1.3125) loss_class_dn_1: 0.5386 (0.6325) loss_bbox_dn_1: 0.9092 (1.0263) loss_giou_dn_1: 1.2683 (1.3146) loss_class_dn_2: 0.5348 (0.6269) loss_bbox_dn_2: 0.9039 (1.0326) loss_giou_dn_2: 1.2779 (1.3197) loss_class_dn_3: 0.5452 (0.6281) loss_bbox_dn_3: 0.9051 (1.0373) loss_giou_dn_3: 1.2701 (1.3253) loss_class_dn_4: 0.5459 (0.6277) loss_bbox_dn_4: 0.9061 (1.0417) loss_giou_dn_4: 1.2707 (1.3298) loss_class_hybrid: 0.7675 (0.6062) loss_bbox_hybrid: 0.8266 (1.1740) loss_giou_hybrid: 1.1697 (1.4159) loss_class_0_hybrid: 0.7396 (0.5772) loss_bbox_0_hybrid: 0.8808 (1.2507) loss_giou_0_hybrid: 1.2460 (1.4685) loss_class_1_hybrid: 0.7694 (0.5898) loss_bbox_1_hybrid: 0.8464 (1.2134) loss_giou_1_hybrid: 1.2024 (1.4398) loss_class_2_hybrid: 0.7755 (0.5973) loss_bbox_2_hybrid: 0.8374 (1.1939) loss_giou_2_hybrid: 1.1809 (1.4274) loss_class_3_hybrid: 0.7742 (0.6025) loss_bbox_3_hybrid: 0.8290 (1.1836) loss_giou_3_hybrid: 1.1781 (1.4214) loss_class_4_hybrid: 0.7756 (0.6054) loss_bbox_4_hybrid: 0.8245 (1.1780) loss_giou_4_hybrid: 1.1704 (1.4179) loss_class_enc_hybrid: 0.7502 (0.5873) loss_bbox_enc_hybrid: 0.9364 (1.2635) loss_giou_enc_hybrid: 1.2701 (1.4729) mem: 1030 max mem: 32144 [2024-01-14 12:26:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:27:09 det.util.engine] INFO: Epoch: [0] [550/11727] eta: 3:02:10 lr: 0.000055 data_time: 0.0029 iter_time: 0.9420 loss: 55.8815 (62.6524) loss_class: 1.3582 (0.9724) loss_bbox: 0.5201 (0.9730) loss_giou: 1.0307 (1.2593) loss_class_0: 1.1264 (0.8567) loss_bbox_0: 0.6180 (1.0576) loss_giou_0: 1.0796 (1.3218) loss_class_1: 1.2215 (0.9133) loss_bbox_1: 0.5609 (1.0163) loss_giou_1: 1.0617 (1.2869) loss_class_2: 1.2277 (0.9273) loss_bbox_2: 0.5492 (0.9946) loss_giou_2: 1.0525 (1.2720) loss_class_3: 1.2744 (0.9435) loss_bbox_3: 0.5423 (0.9836) loss_giou_3: 1.0233 (1.2646) loss_class_4: 1.3225 (0.9638) loss_bbox_4: 0.5253 (0.9776) loss_giou_4: 1.0254 (1.2609) loss_class_enc: 1.0545 (0.8354) loss_bbox_enc: 0.6880 (1.0728) loss_giou_enc: 1.1230 (1.3259) loss_class_dn: 0.5582 (0.6111) loss_bbox_dn: 0.9152 (1.0377) loss_giou_dn: 1.2557 (1.3306) loss_class_dn_0: 0.5183 (0.6224) loss_bbox_dn_0: 0.9285 (1.0215) loss_giou_dn_0: 1.2573 (1.3083) loss_class_dn_1: 0.5186 (0.6240) loss_bbox_dn_1: 0.9144 (1.0211) loss_giou_dn_1: 1.2586 (1.3100) loss_class_dn_2: 0.5360 (0.6197) loss_bbox_dn_2: 0.9149 (1.0264) loss_giou_dn_2: 1.2714 (1.3149) loss_class_dn_3: 0.5525 (0.6211) loss_bbox_dn_3: 0.9114 (1.0304) loss_giou_dn_3: 1.2627 (1.3206) loss_class_dn_4: 0.5542 (0.6211) loss_bbox_dn_4: 0.9132 (1.0343) loss_giou_dn_4: 1.2649 (1.3252) loss_class_hybrid: 0.8580 (0.6285) loss_bbox_hybrid: 0.6854 (1.1332) loss_giou_hybrid: 1.1012 (1.3879) loss_class_0_hybrid: 0.8607 (0.6009) loss_bbox_0_hybrid: 0.7575 (1.2099) loss_giou_0_hybrid: 1.1704 (1.4416) loss_class_1_hybrid: 0.8871 (0.6138) loss_bbox_1_hybrid: 0.7148 (1.1716) loss_giou_1_hybrid: 1.1424 (1.4122) loss_class_2_hybrid: 0.8455 (0.6206) loss_bbox_2_hybrid: 0.7113 (1.1527) loss_giou_2_hybrid: 1.1198 (1.3993) loss_class_3_hybrid: 0.8588 (0.6253) loss_bbox_3_hybrid: 0.6941 (1.1426) loss_giou_3_hybrid: 1.1120 (1.3933) loss_class_4_hybrid: 0.8686 (0.6277) loss_bbox_4_hybrid: 0.6844 (1.1370) loss_giou_4_hybrid: 1.1056 (1.3899) loss_class_enc_hybrid: 0.8407 (0.6086) loss_bbox_enc_hybrid: 0.8298 (1.2263) loss_giou_enc_hybrid: 1.1821 (1.4499) mem: 1022 max mem: 32144 [2024-01-14 12:27:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:27:58 det.util.engine] INFO: Epoch: [0] [600/11727] eta: 3:01:24 lr: 0.000060 data_time: 0.0029 iter_time: 0.9931 loss: 55.0924 (62.0895) loss_class: 1.2391 (1.0037) loss_bbox: 0.5546 (0.9415) loss_giou: 0.9877 (1.2372) loss_class_0: 1.0684 (0.8827) loss_bbox_0: 0.6551 (1.0249) loss_giou_0: 1.0468 (1.3001) loss_class_1: 1.1487 (0.9396) loss_bbox_1: 0.5874 (0.9837) loss_giou_1: 1.0013 (1.2648) loss_class_2: 1.1587 (0.9552) loss_bbox_2: 0.5727 (0.9626) loss_giou_2: 0.9900 (1.2498) loss_class_3: 1.1739 (0.9731) loss_bbox_3: 0.5587 (0.9518) loss_giou_3: 0.9797 (1.2424) loss_class_4: 1.1976 (0.9935) loss_bbox_4: 0.5544 (0.9459) loss_giou_4: 0.9916 (1.2388) loss_class_enc: 1.0326 (0.8550) loss_bbox_enc: 0.7311 (1.0430) loss_giou_enc: 1.0915 (1.3084) loss_class_dn: 0.5414 (0.6062) loss_bbox_dn: 0.8592 (1.0298) loss_giou_dn: 1.2719 (1.3258) loss_class_dn_0: 0.5020 (0.6140) loss_bbox_dn_0: 0.8905 (1.0170) loss_giou_dn_0: 1.2701 (1.3040) loss_class_dn_1: 0.5242 (0.6171) loss_bbox_dn_1: 0.8718 (1.0149) loss_giou_dn_1: 1.2526 (1.3050) loss_class_dn_2: 0.5331 (0.6144) loss_bbox_dn_2: 0.8582 (1.0195) loss_giou_dn_2: 1.2498 (1.3097) loss_class_dn_3: 0.5311 (0.6156) loss_bbox_dn_3: 0.8578 (1.0230) loss_giou_dn_3: 1.2561 (1.3155) loss_class_dn_4: 0.5430 (0.6158) loss_bbox_dn_4: 0.8581 (1.0266) loss_giou_dn_4: 1.2662 (1.3204) loss_class_hybrid: 0.8142 (0.6483) loss_bbox_hybrid: 0.6463 (1.0969) loss_giou_hybrid: 1.0965 (1.3633) loss_class_0_hybrid: 0.8018 (0.6222) loss_bbox_0_hybrid: 0.7212 (1.1731) loss_giou_0_hybrid: 1.1720 (1.4180) loss_class_1_hybrid: 0.8295 (0.6355) loss_bbox_1_hybrid: 0.6800 (1.1346) loss_giou_1_hybrid: 1.1167 (1.3879) loss_class_2_hybrid: 0.8352 (0.6420) loss_bbox_2_hybrid: 0.6575 (1.1159) loss_giou_2_hybrid: 1.0979 (1.3748) loss_class_3_hybrid: 0.8152 (0.6463) loss_bbox_3_hybrid: 0.6556 (1.1060) loss_giou_3_hybrid: 1.0851 (1.3687) loss_class_4_hybrid: 0.8180 (0.6478) loss_bbox_4_hybrid: 0.6481 (1.1006) loss_giou_4_hybrid: 1.0889 (1.3652) loss_class_enc_hybrid: 0.7603 (0.6258) loss_bbox_enc_hybrid: 0.8110 (1.1936) loss_giou_enc_hybrid: 1.2499 (1.4308) mem: 1029 max mem: 32144 [2024-01-14 12:27:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:28:46 det.util.engine] INFO: Epoch: [0] [650/11727] eta: 3:00:20 lr: 0.000065 data_time: 0.0028 iter_time: 0.9787 loss: 54.7115 (61.5759) loss_class: 1.5059 (1.0414) loss_bbox: 0.5046 (0.9111) loss_giou: 0.8442 (1.2115) loss_class_0: 1.3356 (0.9125) loss_bbox_0: 0.5621 (0.9935) loss_giou_0: 0.9312 (1.2752) loss_class_1: 1.3785 (0.9692) loss_bbox_1: 0.5230 (0.9525) loss_giou_1: 0.8750 (1.2392) loss_class_2: 1.4065 (0.9880) loss_bbox_2: 0.5041 (0.9317) loss_giou_2: 0.8588 (1.2240) loss_class_3: 1.4442 (1.0063) loss_bbox_3: 0.5056 (0.9213) loss_giou_3: 0.8511 (1.2164) loss_class_4: 1.4755 (1.0289) loss_bbox_4: 0.5110 (0.9155) loss_giou_4: 0.8429 (1.2130) loss_class_enc: 1.2141 (0.8791) loss_bbox_enc: 0.6293 (1.0143) loss_giou_enc: 1.0080 (1.2873) loss_class_dn: 0.5813 (0.6039) loss_bbox_dn: 0.8836 (1.0242) loss_giou_dn: 1.2018 (1.3173) loss_class_dn_0: 0.5358 (0.6072) loss_bbox_dn_0: 0.9813 (1.0156) loss_giou_dn_0: 1.2311 (1.2985) loss_class_dn_1: 0.5657 (0.6126) loss_bbox_dn_1: 0.9203 (1.0115) loss_giou_dn_1: 1.1896 (1.2979) loss_class_dn_2: 0.5818 (0.6116) loss_bbox_dn_2: 0.8942 (1.0150) loss_giou_dn_2: 1.1747 (1.3016) loss_class_dn_3: 0.5779 (0.6127) loss_bbox_dn_3: 0.8855 (1.0180) loss_giou_dn_3: 1.1792 (1.3071) loss_class_dn_4: 0.5874 (0.6128) loss_bbox_dn_4: 0.8834 (1.0212) loss_giou_dn_4: 1.1913 (1.3120) loss_class_hybrid: 0.9719 (0.6728) loss_bbox_hybrid: 0.6028 (1.0621) loss_giou_hybrid: 0.9489 (1.3360) loss_class_0_hybrid: 0.9609 (0.6480) loss_bbox_0_hybrid: 0.6622 (1.1378) loss_giou_0_hybrid: 1.0247 (1.3912) loss_class_1_hybrid: 1.0024 (0.6615) loss_bbox_1_hybrid: 0.6240 (1.0991) loss_giou_1_hybrid: 0.9696 (1.3605) loss_class_2_hybrid: 0.9645 (0.6680) loss_bbox_2_hybrid: 0.6137 (1.0807) loss_giou_2_hybrid: 0.9486 (1.3472) loss_class_3_hybrid: 0.9840 (0.6719) loss_bbox_3_hybrid: 0.6112 (1.0710) loss_giou_3_hybrid: 0.9405 (1.3411) loss_class_4_hybrid: 0.9723 (0.6729) loss_bbox_4_hybrid: 0.6060 (1.0657) loss_giou_4_hybrid: 0.9434 (1.3378) loss_class_enc_hybrid: 0.8907 (0.6470) loss_bbox_enc_hybrid: 0.7432 (1.1621) loss_giou_enc_hybrid: 1.1436 (1.4088) mem: 1019 max mem: 32144 [2024-01-14 12:28:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:29:34 det.util.engine] INFO: Epoch: [0] [700/11727] eta: 2:59:23 lr: 0.000070 data_time: 0.0028 iter_time: 0.9437 loss: 52.6963 (61.0575) loss_class: 1.4197 (1.0715) loss_bbox: 0.4337 (0.8821) loss_giou: 0.8391 (1.1895) loss_class_0: 1.2552 (0.9369) loss_bbox_0: 0.4940 (0.9635) loss_giou_0: 0.9012 (1.2532) loss_class_1: 1.3088 (0.9937) loss_bbox_1: 0.4518 (0.9227) loss_giou_1: 0.8358 (1.2167) loss_class_2: 1.3140 (1.0143) loss_bbox_2: 0.4408 (0.9023) loss_giou_2: 0.8283 (1.2017) loss_class_3: 1.3404 (1.0334) loss_bbox_3: 0.4393 (0.8921) loss_giou_3: 0.8176 (1.1942) loss_class_4: 1.3962 (1.0580) loss_bbox_4: 0.4333 (0.8864) loss_giou_4: 0.8294 (1.1910) loss_class_enc: 1.1330 (0.8983) loss_bbox_enc: 0.5907 (0.9873) loss_giou_enc: 0.9950 (1.2694) loss_class_dn: 0.5620 (0.6006) loss_bbox_dn: 0.8643 (1.0151) loss_giou_dn: 1.1709 (1.3110) loss_class_dn_0: 0.5139 (0.5999) loss_bbox_dn_0: 0.9120 (1.0097) loss_giou_dn_0: 1.2127 (1.2940) loss_class_dn_1: 0.5437 (0.6075) loss_bbox_dn_1: 0.8764 (1.0040) loss_giou_dn_1: 1.1707 (1.2921) loss_class_dn_2: 0.5688 (0.6080) loss_bbox_dn_2: 0.8668 (1.0068) loss_giou_dn_2: 1.1595 (1.2952) loss_class_dn_3: 0.5670 (0.6090) loss_bbox_dn_3: 0.8647 (1.0093) loss_giou_dn_3: 1.1604 (1.3006) loss_class_dn_4: 0.5566 (0.6092) loss_bbox_dn_4: 0.8633 (1.0123) loss_giou_dn_4: 1.1710 (1.3056) loss_class_hybrid: 0.8988 (0.6912) loss_bbox_hybrid: 0.5767 (1.0308) loss_giou_hybrid: 0.9697 (1.3142) loss_class_0_hybrid: 0.9377 (0.6673) loss_bbox_0_hybrid: 0.6365 (1.1060) loss_giou_0_hybrid: 1.0382 (1.3704) loss_class_1_hybrid: 0.9207 (0.6817) loss_bbox_1_hybrid: 0.5952 (1.0669) loss_giou_1_hybrid: 0.9904 (1.3386) loss_class_2_hybrid: 0.9202 (0.6879) loss_bbox_2_hybrid: 0.5838 (1.0488) loss_giou_2_hybrid: 0.9823 (1.3252) loss_class_3_hybrid: 0.9455 (0.6915) loss_bbox_3_hybrid: 0.5787 (1.0394) loss_giou_3_hybrid: 0.9758 (1.3190) loss_class_4_hybrid: 0.9183 (0.6922) loss_bbox_4_hybrid: 0.5757 (1.0344) loss_giou_4_hybrid: 0.9685 (1.3158) loss_class_enc_hybrid: 0.8798 (0.6611) loss_bbox_enc_hybrid: 0.7192 (1.1343) loss_giou_enc_hybrid: 1.1278 (1.3926) mem: 1022 max mem: 32144 [2024-01-14 12:29:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:30:22 det.util.engine] INFO: Epoch: [0] [750/11727] eta: 2:58:26 lr: 0.000075 data_time: 0.0028 iter_time: 0.9526 loss: 53.6035 (60.5928) loss_class: 1.4959 (1.1024) loss_bbox: 0.4346 (0.8546) loss_giou: 0.8221 (1.1670) loss_class_0: 1.3620 (0.9620) loss_bbox_0: 0.5069 (0.9362) loss_giou_0: 0.9027 (1.2313) loss_class_1: 1.3845 (1.0191) loss_bbox_1: 0.4868 (0.8947) loss_giou_1: 0.8600 (1.1942) loss_class_2: 1.4049 (1.0413) loss_bbox_2: 0.4508 (0.8744) loss_giou_2: 0.8247 (1.1790) loss_class_3: 1.4568 (1.0620) loss_bbox_3: 0.4426 (0.8644) loss_giou_3: 0.8216 (1.1716) loss_class_4: 1.4815 (1.0869) loss_bbox_4: 0.4411 (0.8589) loss_giou_4: 0.8247 (1.1684) loss_class_enc: 1.2054 (0.9175) loss_bbox_enc: 0.5674 (0.9625) loss_giou_enc: 0.9691 (1.2514) loss_class_dn: 0.5559 (0.5986) loss_bbox_dn: 0.8939 (1.0079) loss_giou_dn: 1.1815 (1.3034) loss_class_dn_0: 0.4981 (0.5940) loss_bbox_dn_0: 0.9343 (1.0062) loss_giou_dn_0: 1.2160 (1.2889) loss_class_dn_1: 0.5350 (0.6038) loss_bbox_dn_1: 0.8965 (0.9986) loss_giou_dn_1: 1.1875 (1.2853) loss_class_dn_2: 0.5606 (0.6060) loss_bbox_dn_2: 0.8960 (1.0004) loss_giou_dn_2: 1.1784 (1.2877) loss_class_dn_3: 0.5678 (0.6069) loss_bbox_dn_3: 0.8959 (1.0025) loss_giou_dn_3: 1.1753 (1.2929) loss_class_dn_4: 0.5522 (0.6067) loss_bbox_dn_4: 0.8956 (1.0053) loss_giou_dn_4: 1.1772 (1.2980) loss_class_hybrid: 0.9555 (0.7103) loss_bbox_hybrid: 0.5832 (1.0021) loss_giou_hybrid: 0.9841 (1.2928) loss_class_0_hybrid: 0.9340 (0.6866) loss_bbox_0_hybrid: 0.6886 (1.0774) loss_giou_0_hybrid: 1.0737 (1.3502) loss_class_1_hybrid: 0.9263 (0.7015) loss_bbox_1_hybrid: 0.6258 (1.0379) loss_giou_1_hybrid: 1.0271 (1.3175) loss_class_2_hybrid: 0.9546 (0.7080) loss_bbox_2_hybrid: 0.5911 (1.0197) loss_giou_2_hybrid: 1.0004 (1.3036) loss_class_3_hybrid: 0.9737 (0.7118) loss_bbox_3_hybrid: 0.5859 (1.0103) loss_giou_3_hybrid: 0.9906 (1.2974) loss_class_4_hybrid: 0.9689 (0.7117) loss_bbox_4_hybrid: 0.5874 (1.0055) loss_giou_4_hybrid: 0.9910 (1.2943) loss_class_enc_hybrid: 0.8221 (0.6752) loss_bbox_enc_hybrid: 0.7245 (1.1094) loss_giou_enc_hybrid: 1.1409 (1.3766) mem: 1026 max mem: 32144 [2024-01-14 12:30:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:31:11 det.util.engine] INFO: Epoch: [0] [800/11727] eta: 2:57:35 lr: 0.000080 data_time: 0.0027 iter_time: 0.9745 loss: 52.4928 (60.1407) loss_class: 1.4823 (1.1307) loss_bbox: 0.4377 (0.8294) loss_giou: 0.8328 (1.1450) loss_class_0: 1.2807 (0.9842) loss_bbox_0: 0.5122 (0.9104) loss_giou_0: 0.8834 (1.2106) loss_class_1: 1.3253 (1.0428) loss_bbox_1: 0.4473 (0.8687) loss_giou_1: 0.8439 (1.1723) loss_class_2: 1.3599 (1.0665) loss_bbox_2: 0.4506 (0.8487) loss_giou_2: 0.8333 (1.1571) loss_class_3: 1.3870 (1.0878) loss_bbox_3: 0.4420 (0.8391) loss_giou_3: 0.8213 (1.1496) loss_class_4: 1.3782 (1.1135) loss_bbox_4: 0.4413 (0.8335) loss_giou_4: 0.8247 (1.1464) loss_class_enc: 1.1018 (0.9344) loss_bbox_enc: 0.5957 (0.9400) loss_giou_enc: 0.9785 (1.2345) loss_class_dn: 0.5802 (0.5983) loss_bbox_dn: 0.8050 (1.0009) loss_giou_dn: 1.1421 (1.2933) loss_class_dn_0: 0.5014 (0.5892) loss_bbox_dn_0: 0.8506 (1.0024) loss_giou_dn_0: 1.1999 (1.2832) loss_class_dn_1: 0.5586 (0.6018) loss_bbox_dn_1: 0.8196 (0.9929) loss_giou_dn_1: 1.1408 (1.2771) loss_class_dn_2: 0.5845 (0.6054) loss_bbox_dn_2: 0.8007 (0.9940) loss_giou_dn_2: 1.1253 (1.2784) loss_class_dn_3: 0.5843 (0.6064) loss_bbox_dn_3: 0.7997 (0.9958) loss_giou_dn_3: 1.1226 (1.2831) loss_class_dn_4: 0.5915 (0.6060) loss_bbox_dn_4: 0.8026 (0.9983) loss_giou_dn_4: 1.1300 (1.2880) loss_class_hybrid: 0.9447 (0.7287) loss_bbox_hybrid: 0.5806 (0.9758) loss_giou_hybrid: 0.9559 (1.2712) loss_class_0_hybrid: 0.9611 (0.7054) loss_bbox_0_hybrid: 0.6392 (1.0506) loss_giou_0_hybrid: 1.0222 (1.3298) loss_class_1_hybrid: 0.9537 (0.7217) loss_bbox_1_hybrid: 0.5801 (1.0107) loss_giou_1_hybrid: 0.9707 (1.2959) loss_class_2_hybrid: 0.9610 (0.7281) loss_bbox_2_hybrid: 0.5725 (0.9928) loss_giou_2_hybrid: 0.9651 (1.2819) loss_class_3_hybrid: 0.9421 (0.7312) loss_bbox_3_hybrid: 0.5770 (0.9837) loss_giou_3_hybrid: 0.9522 (1.2758) loss_class_4_hybrid: 0.9494 (0.7308) loss_bbox_4_hybrid: 0.5814 (0.9790) loss_giou_4_hybrid: 0.9522 (1.2727) loss_class_enc_hybrid: 0.8219 (0.6886) loss_bbox_enc_hybrid: 0.7404 (1.0861) loss_giou_enc_hybrid: 1.1228 (1.3607) mem: 1022 max mem: 32144 [2024-01-14 12:31:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:32:01 det.util.engine] INFO: Epoch: [0] [850/11727] eta: 2:57:02 lr: 0.000085 data_time: 0.0028 iter_time: 1.0019 loss: 53.9300 (59.7195) loss_class: 1.4679 (1.1528) loss_bbox: 0.4640 (0.8063) loss_giou: 0.8317 (1.1276) loss_class_0: 1.2495 (1.0029) loss_bbox_0: 0.5205 (0.8869) loss_giou_0: 0.8853 (1.1942) loss_class_1: 1.2470 (1.0614) loss_bbox_1: 0.4693 (0.8450) loss_giou_1: 0.8475 (1.1550) loss_class_2: 1.3118 (1.0867) loss_bbox_2: 0.4713 (0.8254) loss_giou_2: 0.8175 (1.1395) loss_class_3: 1.4354 (1.1085) loss_bbox_3: 0.4704 (0.8159) loss_giou_3: 0.8296 (1.1320) loss_class_4: 1.4605 (1.1347) loss_bbox_4: 0.4695 (0.8104) loss_giou_4: 0.8217 (1.1289) loss_class_enc: 1.1309 (0.9471) loss_bbox_enc: 0.6086 (0.9193) loss_giou_enc: 0.9774 (1.2218) loss_class_dn: 0.5998 (0.5977) loss_bbox_dn: 0.8591 (0.9917) loss_giou_dn: 1.1326 (1.2847) loss_class_dn_0: 0.5025 (0.5845) loss_bbox_dn_0: 0.9154 (0.9963) loss_giou_dn_0: 1.1972 (1.2780) loss_class_dn_1: 0.5638 (0.5997) loss_bbox_dn_1: 0.8790 (0.9850) loss_giou_dn_1: 1.1450 (1.2697) loss_class_dn_2: 0.5886 (0.6047) loss_bbox_dn_2: 0.8649 (0.9854) loss_giou_dn_2: 1.1256 (1.2704) loss_class_dn_3: 0.5962 (0.6057) loss_bbox_dn_3: 0.8583 (0.9869) loss_giou_dn_3: 1.1238 (1.2749) loss_class_dn_4: 0.6055 (0.6053) loss_bbox_dn_4: 0.8596 (0.9893) loss_giou_dn_4: 1.1298 (1.2796) loss_class_hybrid: 0.9707 (0.7437) loss_bbox_hybrid: 0.5694 (0.9517) loss_giou_hybrid: 0.9372 (1.2542) loss_class_0_hybrid: 0.9315 (0.7210) loss_bbox_0_hybrid: 0.6304 (1.0262) loss_giou_0_hybrid: 1.0268 (1.3141) loss_class_1_hybrid: 0.9399 (0.7382) loss_bbox_1_hybrid: 0.5811 (0.9859) loss_giou_1_hybrid: 0.9719 (1.2791) loss_class_2_hybrid: 0.9909 (0.7447) loss_bbox_2_hybrid: 0.5727 (0.9681) loss_giou_2_hybrid: 0.9557 (1.2647) loss_class_3_hybrid: 0.9978 (0.7476) loss_bbox_3_hybrid: 0.5707 (0.9593) loss_giou_3_hybrid: 0.9445 (1.2586) loss_class_4_hybrid: 0.9990 (0.7466) loss_bbox_4_hybrid: 0.5738 (0.9548) loss_giou_4_hybrid: 0.9395 (1.2556) loss_class_enc_hybrid: 0.8321 (0.6984) loss_bbox_enc_hybrid: 0.7447 (1.0653) loss_giou_enc_hybrid: 1.1409 (1.3496) mem: 1018 max mem: 32144 [2024-01-14 12:32:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:32:51 det.util.engine] INFO: Epoch: [0] [900/11727] eta: 2:56:31 lr: 0.000090 data_time: 0.0030 iter_time: 1.0029 loss: 51.3786 (59.3123) loss_class: 1.4668 (1.1753) loss_bbox: 0.3780 (0.7846) loss_giou: 0.7734 (1.1108) loss_class_0: 1.2416 (1.0201) loss_bbox_0: 0.4576 (0.8646) loss_giou_0: 0.8759 (1.1784) loss_class_1: 1.3129 (1.0801) loss_bbox_1: 0.4001 (0.8224) loss_giou_1: 0.7898 (1.1383) loss_class_2: 1.3665 (1.1065) loss_bbox_2: 0.3812 (0.8032) loss_giou_2: 0.7760 (1.1227) loss_class_3: 1.3941 (1.1292) loss_bbox_3: 0.3803 (0.7939) loss_giou_3: 0.7714 (1.1153) loss_class_4: 1.4863 (1.1560) loss_bbox_4: 0.3784 (0.7885) loss_giou_4: 0.7610 (1.1120) loss_class_enc: 1.1206 (0.9591) loss_bbox_enc: 0.5119 (0.8993) loss_giou_enc: 1.0007 (1.2092) loss_class_dn: 0.5850 (0.5967) loss_bbox_dn: 0.7360 (0.9820) loss_giou_dn: 1.1229 (1.2767) loss_class_dn_0: 0.4863 (0.5797) loss_bbox_dn_0: 0.7983 (0.9893) loss_giou_dn_0: 1.1861 (1.2733) loss_class_dn_1: 0.5473 (0.5970) loss_bbox_dn_1: 0.7512 (0.9763) loss_giou_dn_1: 1.1183 (1.2627) loss_class_dn_2: 0.5783 (0.6033) loss_bbox_dn_2: 0.7418 (0.9761) loss_giou_dn_2: 1.0918 (1.2627) loss_class_dn_3: 0.5807 (0.6047) loss_bbox_dn_3: 0.7368 (0.9774) loss_giou_dn_3: 1.0944 (1.2669) loss_class_dn_4: 0.5809 (0.6042) loss_bbox_dn_4: 0.7357 (0.9797) loss_giou_dn_4: 1.0990 (1.2716) loss_class_hybrid: 0.9637 (0.7579) loss_bbox_hybrid: 0.4773 (0.9285) loss_giou_hybrid: 0.9340 (1.2390) loss_class_0_hybrid: 0.9103 (0.7347) loss_bbox_0_hybrid: 0.5456 (1.0028) loss_giou_0_hybrid: 1.0204 (1.2997) loss_class_1_hybrid: 0.9679 (0.7531) loss_bbox_1_hybrid: 0.5055 (0.9621) loss_giou_1_hybrid: 0.9641 (1.2638) loss_class_2_hybrid: 0.9735 (0.7602) loss_bbox_2_hybrid: 0.5034 (0.9446) loss_giou_2_hybrid: 0.9478 (1.2493) loss_class_3_hybrid: 0.9652 (0.7631) loss_bbox_3_hybrid: 0.4894 (0.9360) loss_giou_3_hybrid: 0.9417 (1.2433) loss_class_4_hybrid: 0.9865 (0.7616) loss_bbox_4_hybrid: 0.4820 (0.9316) loss_giou_4_hybrid: 0.9321 (1.2403) loss_class_enc_hybrid: 0.8179 (0.7076) loss_bbox_enc_hybrid: 0.6290 (1.0447) loss_giou_enc_hybrid: 1.1412 (1.3391) mem: 1035 max mem: 32144 [2024-01-14 12:32:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:33:42 det.util.engine] INFO: Epoch: [0] [950/11727] eta: 2:56:03 lr: 0.000095 data_time: 0.0030 iter_time: 0.9985 loss: 50.2351 (58.9556) loss_class: 1.4203 (1.1943) loss_bbox: 0.4018 (0.7662) loss_giou: 0.8268 (1.0953) loss_class_0: 1.2126 (1.0361) loss_bbox_0: 0.4468 (0.8453) loss_giou_0: 0.9128 (1.1634) loss_class_1: 1.2799 (1.0959) loss_bbox_1: 0.4295 (0.8034) loss_giou_1: 0.8493 (1.1230) loss_class_2: 1.2959 (1.1230) loss_bbox_2: 0.4079 (0.7842) loss_giou_2: 0.8300 (1.1072) loss_class_3: 1.3200 (1.1460) loss_bbox_3: 0.4060 (0.7752) loss_giou_3: 0.8298 (1.0997) loss_class_4: 1.3073 (1.1728) loss_bbox_4: 0.4003 (0.7700) loss_giou_4: 0.8300 (1.0967) loss_class_enc: 1.1509 (0.9715) loss_bbox_enc: 0.5459 (0.8821) loss_giou_enc: 0.9884 (1.1967) loss_class_dn: 0.5913 (0.5970) loss_bbox_dn: 0.7609 (0.9753) loss_giou_dn: 1.1353 (1.2689) loss_class_dn_0: 0.4787 (0.5751) loss_bbox_dn_0: 0.8386 (0.9853) loss_giou_dn_0: 1.1873 (1.2685) loss_class_dn_1: 0.5337 (0.5949) loss_bbox_dn_1: 0.7836 (0.9708) loss_giou_dn_1: 1.1462 (1.2562) loss_class_dn_2: 0.5711 (0.6026) loss_bbox_dn_2: 0.7620 (0.9699) loss_giou_dn_2: 1.1327 (1.2555) loss_class_dn_3: 0.5784 (0.6042) loss_bbox_dn_3: 0.7592 (0.9709) loss_giou_dn_3: 1.1298 (1.2593) loss_class_dn_4: 0.5744 (0.6037) loss_bbox_dn_4: 0.7601 (0.9731) loss_giou_dn_4: 1.1337 (1.2639) loss_class_hybrid: 0.9676 (0.7727) loss_bbox_hybrid: 0.5066 (0.9081) loss_giou_hybrid: 0.9603 (1.2234) loss_class_0_hybrid: 0.9489 (0.7484) loss_bbox_0_hybrid: 0.5559 (0.9819) loss_giou_0_hybrid: 1.0247 (1.2848) loss_class_1_hybrid: 0.9694 (0.7679) loss_bbox_1_hybrid: 0.5125 (0.9412) loss_giou_1_hybrid: 0.9900 (1.2483) loss_class_2_hybrid: 0.9444 (0.7750) loss_bbox_2_hybrid: 0.5078 (0.9237) loss_giou_2_hybrid: 0.9775 (1.2336) loss_class_3_hybrid: 0.9403 (0.7777) loss_bbox_3_hybrid: 0.5095 (0.9153) loss_giou_3_hybrid: 0.9677 (1.2275) loss_class_4_hybrid: 0.9379 (0.7757) loss_bbox_4_hybrid: 0.5071 (0.9110) loss_giou_4_hybrid: 0.9623 (1.2247) loss_class_enc_hybrid: 0.8575 (0.7176) loss_bbox_enc_hybrid: 0.6475 (1.0265) loss_giou_enc_hybrid: 1.1465 (1.3275) mem: 1027 max mem: 32144 [2024-01-14 12:33:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:34:31 det.util.engine] INFO: Epoch: [0] [1000/11727] eta: 2:55:16 lr: 0.000100 data_time: 0.0030 iter_time: 0.9698 loss: 49.5855 (58.5861) loss_class: 1.5548 (1.2129) loss_bbox: 0.3701 (0.7477) loss_giou: 0.7387 (1.0794) loss_class_0: 1.2822 (1.0507) loss_bbox_0: 0.4339 (0.8267) loss_giou_0: 0.8395 (1.1486) loss_class_1: 1.3912 (1.1113) loss_bbox_1: 0.3888 (0.7846) loss_giou_1: 0.7903 (1.1075) loss_class_2: 1.3900 (1.1392) loss_bbox_2: 0.3837 (0.7655) loss_giou_2: 0.7427 (1.0915) loss_class_3: 1.4084 (1.1625) loss_bbox_3: 0.3800 (0.7567) loss_giou_3: 0.7329 (1.0839) loss_class_4: 1.4481 (1.1897) loss_bbox_4: 0.3687 (0.7514) loss_giou_4: 0.7344 (1.0808) loss_class_enc: 1.2470 (0.9833) loss_bbox_enc: 0.5377 (0.8661) loss_giou_enc: 0.9240 (1.1849) loss_class_dn: 0.6230 (0.5973) loss_bbox_dn: 0.7784 (0.9676) loss_giou_dn: 1.0723 (1.2601) loss_class_dn_0: 0.4979 (0.5711) loss_bbox_dn_0: 0.8727 (0.9804) loss_giou_dn_0: 1.1596 (1.2635) loss_class_dn_1: 0.5451 (0.5927) loss_bbox_dn_1: 0.8118 (0.9642) loss_giou_dn_1: 1.1049 (1.2490) loss_class_dn_2: 0.5885 (0.6022) loss_bbox_dn_2: 0.7892 (0.9627) loss_giou_dn_2: 1.0801 (1.2473) loss_class_dn_3: 0.6100 (0.6038) loss_bbox_dn_3: 0.7794 (0.9635) loss_giou_dn_3: 1.0744 (1.2508) loss_class_dn_4: 0.6059 (0.6033) loss_bbox_dn_4: 0.7787 (0.9655) loss_giou_dn_4: 1.0767 (1.2552) loss_class_hybrid: 1.0297 (0.7862) loss_bbox_hybrid: 0.4517 (0.8880) loss_giou_hybrid: 0.8543 (1.2078) loss_class_0_hybrid: 0.9932 (0.7605) loss_bbox_0_hybrid: 0.5408 (0.9619) loss_giou_0_hybrid: 0.9359 (1.2705) loss_class_1_hybrid: 1.0127 (0.7812) loss_bbox_1_hybrid: 0.4899 (0.9208) loss_giou_1_hybrid: 0.8933 (1.2330) loss_class_2_hybrid: 1.0383 (0.7893) loss_bbox_2_hybrid: 0.4625 (0.9033) loss_giou_2_hybrid: 0.8634 (1.2179) loss_class_3_hybrid: 1.0322 (0.7916) loss_bbox_3_hybrid: 0.4564 (0.8951) loss_giou_3_hybrid: 0.8558 (1.2118) loss_class_4_hybrid: 1.0084 (0.7893) loss_bbox_4_hybrid: 0.4543 (0.8910) loss_giou_4_hybrid: 0.8545 (1.2090) loss_class_enc_hybrid: 0.8780 (0.7263) loss_bbox_enc_hybrid: 0.6513 (1.0094) loss_giou_enc_hybrid: 1.0610 (1.3168) mem: 1013 max mem: 32144 [2024-01-14 12:34:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:35:20 det.util.engine] INFO: Epoch: [0] [1050/11727] eta: 2:54:27 lr: 0.000100 data_time: 0.0028 iter_time: 0.9739 loss: 49.9586 (58.1923) loss_class: 1.5320 (1.2302) loss_bbox: 0.3763 (0.7299) loss_giou: 0.7261 (1.0640) loss_class_0: 1.3012 (1.0631) loss_bbox_0: 0.4209 (0.8084) loss_giou_0: 0.8145 (1.1343) loss_class_1: 1.3394 (1.1247) loss_bbox_1: 0.4096 (0.7666) loss_giou_1: 0.7489 (1.0924) loss_class_2: 1.3901 (1.1542) loss_bbox_2: 0.3940 (0.7476) loss_giou_2: 0.7245 (1.0762) loss_class_3: 1.4323 (1.1780) loss_bbox_3: 0.3686 (0.7389) loss_giou_3: 0.7170 (1.0685) loss_class_4: 1.5034 (1.2062) loss_bbox_4: 0.3834 (0.7336) loss_giou_4: 0.7159 (1.0654) loss_class_enc: 1.1928 (0.9940) loss_bbox_enc: 0.5081 (0.8495) loss_giou_enc: 0.9003 (1.1730) loss_class_dn: 0.5706 (0.5967) loss_bbox_dn: 0.7574 (0.9572) loss_giou_dn: 1.0745 (1.2512) loss_class_dn_0: 0.4735 (0.5670) loss_bbox_dn_0: 0.8381 (0.9726) loss_giou_dn_0: 1.1614 (1.2584) loss_class_dn_1: 0.5325 (0.5904) loss_bbox_dn_1: 0.7900 (0.9548) loss_giou_dn_1: 1.0993 (1.2416) loss_class_dn_2: 0.5726 (0.6012) loss_bbox_dn_2: 0.7634 (0.9527) loss_giou_dn_2: 1.0720 (1.2389) loss_class_dn_3: 0.5919 (0.6029) loss_bbox_dn_3: 0.7579 (0.9533) loss_giou_dn_3: 1.0644 (1.2421) loss_class_dn_4: 0.5704 (0.6023) loss_bbox_dn_4: 0.7559 (0.9552) loss_giou_dn_4: 1.0688 (1.2464) loss_class_hybrid: 1.0327 (0.7976) loss_bbox_hybrid: 0.4659 (0.8687) loss_giou_hybrid: 0.8538 (1.1931) loss_class_0_hybrid: 0.9991 (0.7713) loss_bbox_0_hybrid: 0.5118 (0.9422) loss_giou_0_hybrid: 0.9356 (1.2568) loss_class_1_hybrid: 1.0267 (0.7930) loss_bbox_1_hybrid: 0.4830 (0.9013) loss_giou_1_hybrid: 0.8848 (1.2186) loss_class_2_hybrid: 1.0460 (0.8022) loss_bbox_2_hybrid: 0.4696 (0.8838) loss_giou_2_hybrid: 0.8629 (1.2032) loss_class_3_hybrid: 1.0451 (0.8044) loss_bbox_3_hybrid: 0.4630 (0.8757) loss_giou_3_hybrid: 0.8596 (1.1970) loss_class_4_hybrid: 1.0330 (0.8014) loss_bbox_4_hybrid: 0.4589 (0.8717) loss_giou_4_hybrid: 0.8572 (1.1943) loss_class_enc_hybrid: 0.9075 (0.7340) loss_bbox_enc_hybrid: 0.6097 (0.9922) loss_giou_enc_hybrid: 1.0298 (1.3065) mem: 1026 max mem: 32144 [2024-01-14 12:35:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:36:10 det.util.engine] INFO: Epoch: [0] [1100/11727] eta: 2:53:40 lr: 0.000100 data_time: 0.0029 iter_time: 0.9993 loss: 51.2606 (57.8857) loss_class: 1.5126 (1.2451) loss_bbox: 0.3918 (0.7149) loss_giou: 0.8466 (1.0508) loss_class_0: 1.1645 (1.0740) loss_bbox_0: 0.4675 (0.7937) loss_giou_0: 0.9590 (1.1224) loss_class_1: 1.3179 (1.1376) loss_bbox_1: 0.4337 (0.7516) loss_giou_1: 0.8973 (1.0799) loss_class_2: 1.3759 (1.1684) loss_bbox_2: 0.4138 (0.7326) loss_giou_2: 0.8795 (1.0633) loss_class_3: 1.3326 (1.1931) loss_bbox_3: 0.4041 (0.7238) loss_giou_3: 0.8619 (1.0555) loss_class_4: 1.4016 (1.2204) loss_bbox_4: 0.3938 (0.7186) loss_giou_4: 0.8618 (1.0524) loss_class_enc: 1.0945 (1.0036) loss_bbox_enc: 0.5800 (0.8361) loss_giou_enc: 1.0316 (1.1634) loss_class_dn: 0.5987 (0.5973) loss_bbox_dn: 0.6976 (0.9498) loss_giou_dn: 1.0967 (1.2424) loss_class_dn_0: 0.4598 (0.5634) loss_bbox_dn_0: 0.7763 (0.9677) loss_giou_dn_0: 1.1995 (1.2536) loss_class_dn_1: 0.5342 (0.5889) loss_bbox_dn_1: 0.7261 (0.9483) loss_giou_dn_1: 1.1162 (1.2344) loss_class_dn_2: 0.5918 (0.6015) loss_bbox_dn_2: 0.7042 (0.9456) loss_giou_dn_2: 1.0762 (1.2305) loss_class_dn_3: 0.6031 (0.6036) loss_bbox_dn_3: 0.6981 (0.9460) loss_giou_dn_3: 1.0773 (1.2335) loss_class_dn_4: 0.5983 (0.6027) loss_bbox_dn_4: 0.6975 (0.9478) loss_giou_dn_4: 1.0874 (1.2377) loss_class_hybrid: 0.9805 (0.8096) loss_bbox_hybrid: 0.5550 (0.8523) loss_giou_hybrid: 0.9654 (1.1801) loss_class_0_hybrid: 0.9029 (0.7818) loss_bbox_0_hybrid: 0.6404 (0.9256) loss_giou_0_hybrid: 1.0511 (1.2447) loss_class_1_hybrid: 0.9391 (0.8051) loss_bbox_1_hybrid: 0.5744 (0.8844) loss_giou_1_hybrid: 1.0045 (1.2058) loss_class_2_hybrid: 1.0107 (0.8152) loss_bbox_2_hybrid: 0.5683 (0.8670) loss_giou_2_hybrid: 0.9763 (1.1900) loss_class_3_hybrid: 0.9944 (0.8178) loss_bbox_3_hybrid: 0.5632 (0.8590) loss_giou_3_hybrid: 0.9676 (1.1838) loss_class_4_hybrid: 0.9856 (0.8139) loss_bbox_4_hybrid: 0.5622 (0.8552) loss_giou_4_hybrid: 0.9643 (1.1812) loss_class_enc_hybrid: 0.8029 (0.7419) loss_bbox_enc_hybrid: 0.7210 (0.9779) loss_giou_enc_hybrid: 1.2065 (1.2975) mem: 1016 max mem: 32144 [2024-01-14 12:36:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:36:59 det.util.engine] INFO: Epoch: [0] [1150/11727] eta: 2:52:52 lr: 0.000100 data_time: 0.0027 iter_time: 0.9689 loss: 50.5718 (57.5463) loss_class: 1.4703 (1.2587) loss_bbox: 0.3810 (0.7001) loss_giou: 0.7576 (1.0369) loss_class_0: 1.2585 (1.0856) loss_bbox_0: 0.4620 (0.7786) loss_giou_0: 0.8504 (1.1095) loss_class_1: 1.2729 (1.1501) loss_bbox_1: 0.4352 (0.7366) loss_giou_1: 0.7936 (1.0664) loss_class_2: 1.3459 (1.1811) loss_bbox_2: 0.4063 (0.7178) loss_giou_2: 0.7726 (1.0495) loss_class_3: 1.4146 (1.2050) loss_bbox_3: 0.3910 (0.7090) loss_giou_3: 0.7546 (1.0417) loss_class_4: 1.4295 (1.2324) loss_bbox_4: 0.3885 (0.7039) loss_giou_4: 0.7514 (1.0385) loss_class_enc: 1.1252 (1.0125) loss_bbox_enc: 0.5449 (0.8228) loss_giou_enc: 0.9521 (1.1528) loss_class_dn: 0.6060 (0.5977) loss_bbox_dn: 0.7404 (0.9416) loss_giou_dn: 1.0550 (1.2334) loss_class_dn_0: 0.4810 (0.5603) loss_bbox_dn_0: 0.7705 (0.9616) loss_giou_dn_0: 1.1514 (1.2485) loss_class_dn_1: 0.5478 (0.5875) loss_bbox_dn_1: 0.7445 (0.9410) loss_giou_dn_1: 1.0836 (1.2273) loss_class_dn_2: 0.5964 (0.6015) loss_bbox_dn_2: 0.7423 (0.9377) loss_giou_dn_2: 1.0589 (1.2222) loss_class_dn_3: 0.5999 (0.6036) loss_bbox_dn_3: 0.7408 (0.9379) loss_giou_dn_3: 1.0547 (1.2248) loss_class_dn_4: 0.6059 (0.6028) loss_bbox_dn_4: 0.7406 (0.9397) loss_giou_dn_4: 1.0544 (1.2289) loss_class_hybrid: 1.0138 (0.8213) loss_bbox_hybrid: 0.4802 (0.8358) loss_giou_hybrid: 0.8499 (1.1657) loss_class_0_hybrid: 0.9871 (0.7921) loss_bbox_0_hybrid: 0.5613 (0.9088) loss_giou_0_hybrid: 0.9512 (1.2315) loss_class_1_hybrid: 1.0460 (0.8170) loss_bbox_1_hybrid: 0.5246 (0.8676) loss_giou_1_hybrid: 0.8700 (1.1918) loss_class_2_hybrid: 1.0806 (0.8280) loss_bbox_2_hybrid: 0.4930 (0.8502) loss_giou_2_hybrid: 0.8530 (1.1756) loss_class_3_hybrid: 1.0714 (0.8303) loss_bbox_3_hybrid: 0.4906 (0.8424) loss_giou_3_hybrid: 0.8499 (1.1693) loss_class_4_hybrid: 1.0352 (0.8259) loss_bbox_4_hybrid: 0.4791 (0.8387) loss_giou_4_hybrid: 0.8503 (1.1668) loss_class_enc_hybrid: 0.8766 (0.7494) loss_bbox_enc_hybrid: 0.6606 (0.9634) loss_giou_enc_hybrid: 1.0693 (1.2871) mem: 1023 max mem: 32144 [2024-01-14 12:36:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:37:49 det.util.engine] INFO: Epoch: [0] [1200/11727] eta: 2:52:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0019 loss: 49.6500 (57.2210) loss_class: 1.6260 (1.2725) loss_bbox: 0.3646 (0.6862) loss_giou: 0.7182 (1.0233) loss_class_0: 1.2804 (1.0971) loss_bbox_0: 0.4125 (0.7642) loss_giou_0: 0.8246 (1.0967) loss_class_1: 1.3313 (1.1620) loss_bbox_1: 0.3946 (0.7223) loss_giou_1: 0.7658 (1.0532) loss_class_2: 1.3479 (1.1933) loss_bbox_2: 0.3771 (0.7038) loss_giou_2: 0.7627 (1.0361) loss_class_3: 1.4657 (1.2176) loss_bbox_3: 0.3725 (0.6950) loss_giou_3: 0.7234 (1.0282) loss_class_4: 1.4904 (1.2450) loss_bbox_4: 0.3692 (0.6900) loss_giou_4: 0.7175 (1.0250) loss_class_enc: 1.1659 (1.0219) loss_bbox_enc: 0.5092 (0.8099) loss_giou_enc: 0.9057 (1.1421) loss_class_dn: 0.5919 (0.5981) loss_bbox_dn: 0.7920 (0.9343) loss_giou_dn: 0.9869 (1.2240) loss_class_dn_0: 0.4906 (0.5575) loss_bbox_dn_0: 0.8361 (0.9568) loss_giou_dn_0: 1.1091 (1.2433) loss_class_dn_1: 0.5470 (0.5863) loss_bbox_dn_1: 0.8051 (0.9347) loss_giou_dn_1: 1.0295 (1.2197) loss_class_dn_2: 0.5763 (0.6014) loss_bbox_dn_2: 0.7980 (0.9307) loss_giou_dn_2: 0.9893 (1.2135) loss_class_dn_3: 0.5853 (0.6037) loss_bbox_dn_3: 0.7922 (0.9308) loss_giou_dn_3: 0.9861 (1.2157) loss_class_dn_4: 0.5903 (0.6031) loss_bbox_dn_4: 0.7924 (0.9324) loss_giou_dn_4: 0.9829 (1.2196) loss_class_hybrid: 1.0361 (0.8324) loss_bbox_hybrid: 0.4519 (0.8199) loss_giou_hybrid: 0.8518 (1.1518) loss_class_0_hybrid: 1.0012 (0.8017) loss_bbox_0_hybrid: 0.5014 (0.8926) loss_giou_0_hybrid: 0.9534 (1.2187) loss_class_1_hybrid: 1.0220 (0.8278) loss_bbox_1_hybrid: 0.4759 (0.8514) loss_giou_1_hybrid: 0.8888 (1.1783) loss_class_2_hybrid: 1.0393 (0.8395) loss_bbox_2_hybrid: 0.4617 (0.8341) loss_giou_2_hybrid: 0.8643 (1.1618) loss_class_3_hybrid: 1.0765 (0.8423) loss_bbox_3_hybrid: 0.4520 (0.8263) loss_giou_3_hybrid: 0.8574 (1.1554) loss_class_4_hybrid: 1.0560 (0.8374) loss_bbox_4_hybrid: 0.4523 (0.8227) loss_giou_4_hybrid: 0.8543 (1.1529) loss_class_enc_hybrid: 0.8541 (0.7564) loss_bbox_enc_hybrid: 0.6256 (0.9493) loss_giou_enc_hybrid: 1.0636 (1.2771) mem: 1017 max mem: 32144 [2024-01-14 12:37:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:38:41 det.util.engine] INFO: Epoch: [0] [1250/11727] eta: 2:51:46 lr: 0.000100 data_time: 0.0030 iter_time: 1.0432 loss: 47.4642 (56.8965) loss_class: 1.5085 (1.2836) loss_bbox: 0.3229 (0.6729) loss_giou: 0.6330 (1.0102) loss_class_0: 1.4261 (1.1082) loss_bbox_0: 0.3737 (0.7504) loss_giou_0: 0.7256 (1.0839) loss_class_1: 1.4794 (1.1727) loss_bbox_1: 0.3436 (0.7087) loss_giou_1: 0.6703 (1.0404) loss_class_2: 1.4164 (1.2037) loss_bbox_2: 0.3407 (0.6905) loss_giou_2: 0.6651 (1.0233) loss_class_3: 1.4243 (1.2274) loss_bbox_3: 0.3227 (0.6817) loss_giou_3: 0.6479 (1.0153) loss_class_4: 1.4416 (1.2550) loss_bbox_4: 0.3239 (0.6767) loss_giou_4: 0.6438 (1.0121) loss_class_enc: 1.2391 (1.0310) loss_bbox_enc: 0.4554 (0.7976) loss_giou_enc: 0.8359 (1.1313) loss_class_dn: 0.5971 (0.5980) loss_bbox_dn: 0.6799 (0.9276) loss_giou_dn: 0.9687 (1.2152) loss_class_dn_0: 0.4842 (0.5548) loss_bbox_dn_0: 0.7757 (0.9523) loss_giou_dn_0: 1.1042 (1.2382) loss_class_dn_1: 0.5362 (0.5846) loss_bbox_dn_1: 0.7039 (0.9288) loss_giou_dn_1: 1.0319 (1.2125) loss_class_dn_2: 0.5993 (0.6008) loss_bbox_dn_2: 0.6861 (0.9243) loss_giou_dn_2: 0.9724 (1.2051) loss_class_dn_3: 0.6035 (0.6032) loss_bbox_dn_3: 0.6813 (0.9242) loss_giou_dn_3: 0.9664 (1.2070) loss_class_dn_4: 0.5962 (0.6026) loss_bbox_dn_4: 0.6804 (0.9258) loss_giou_dn_4: 0.9675 (1.2109) loss_class_hybrid: 1.0758 (0.8435) loss_bbox_hybrid: 0.3900 (0.8046) loss_giou_hybrid: 0.7452 (1.1378) loss_class_0_hybrid: 1.0159 (0.8116) loss_bbox_0_hybrid: 0.4649 (0.8769) loss_giou_0_hybrid: 0.8451 (1.2054) loss_class_1_hybrid: 1.0557 (0.8386) loss_bbox_1_hybrid: 0.4156 (0.8358) loss_giou_1_hybrid: 0.7749 (1.1645) loss_class_2_hybrid: 1.0843 (0.8512) loss_bbox_2_hybrid: 0.4015 (0.8185) loss_giou_2_hybrid: 0.7423 (1.1477) loss_class_3_hybrid: 1.1219 (0.8542) loss_bbox_3_hybrid: 0.3891 (0.8108) loss_giou_3_hybrid: 0.7351 (1.1413) loss_class_4_hybrid: 1.1021 (0.8491) loss_bbox_4_hybrid: 0.3903 (0.8074) loss_giou_4_hybrid: 0.7434 (1.1390) loss_class_enc_hybrid: 0.9486 (0.7639) loss_bbox_enc_hybrid: 0.5509 (0.9357) loss_giou_enc_hybrid: 0.9737 (1.2666) mem: 1027 max mem: 32144 [2024-01-14 12:38:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:39:33 det.util.engine] INFO: Epoch: [0] [1300/11727] eta: 2:51:24 lr: 0.000100 data_time: 0.0032 iter_time: 1.0496 loss: 46.8251 (56.6021) loss_class: 1.3994 (1.2936) loss_bbox: 0.3135 (0.6611) loss_giou: 0.6437 (0.9978) loss_class_0: 1.3803 (1.1193) loss_bbox_0: 0.3619 (0.7381) loss_giou_0: 0.7390 (1.0717) loss_class_1: 1.3561 (1.1831) loss_bbox_1: 0.3519 (0.6967) loss_giou_1: 0.6938 (1.0281) loss_class_2: 1.3652 (1.2138) loss_bbox_2: 0.3314 (0.6785) loss_giou_2: 0.6849 (1.0110) loss_class_3: 1.3468 (1.2369) loss_bbox_3: 0.3263 (0.6698) loss_giou_3: 0.6585 (1.0030) loss_class_4: 1.3456 (1.2645) loss_bbox_4: 0.3153 (0.6649) loss_giou_4: 0.6636 (0.9998) loss_class_enc: 1.3161 (1.0413) loss_bbox_enc: 0.4508 (0.7870) loss_giou_enc: 0.8227 (1.1209) loss_class_dn: 0.6110 (0.5982) loss_bbox_dn: 0.7192 (0.9215) loss_giou_dn: 0.9697 (1.2062) loss_class_dn_0: 0.4914 (0.5524) loss_bbox_dn_0: 0.7927 (0.9486) loss_giou_dn_0: 1.1028 (1.2333) loss_class_dn_1: 0.5696 (0.5835) loss_bbox_dn_1: 0.7404 (0.9236) loss_giou_dn_1: 1.0181 (1.2052) loss_class_dn_2: 0.5911 (0.6007) loss_bbox_dn_2: 0.7245 (0.9185) loss_giou_dn_2: 0.9826 (1.1968) loss_class_dn_3: 0.5990 (0.6033) loss_bbox_dn_3: 0.7208 (0.9183) loss_giou_dn_3: 0.9685 (1.1983) loss_class_dn_4: 0.5961 (0.6027) loss_bbox_dn_4: 0.7201 (0.9198) loss_giou_dn_4: 0.9665 (1.2021) loss_class_hybrid: 1.0665 (0.8549) loss_bbox_hybrid: 0.4091 (0.7902) loss_giou_hybrid: 0.7823 (1.1239) loss_class_0_hybrid: 1.0273 (0.8217) loss_bbox_0_hybrid: 0.4555 (0.8623) loss_giou_0_hybrid: 0.8431 (1.1923) loss_class_1_hybrid: 1.0563 (0.8497) loss_bbox_1_hybrid: 0.4192 (0.8211) loss_giou_1_hybrid: 0.8055 (1.1508) loss_class_2_hybrid: 1.0618 (0.8626) loss_bbox_2_hybrid: 0.4186 (0.8039) loss_giou_2_hybrid: 0.7956 (1.1338) loss_class_3_hybrid: 1.0659 (0.8660) loss_bbox_3_hybrid: 0.4110 (0.7963) loss_giou_3_hybrid: 0.7843 (1.1274) loss_class_4_hybrid: 1.0401 (0.8609) loss_bbox_4_hybrid: 0.4057 (0.7930) loss_giou_4_hybrid: 0.7882 (1.1251) loss_class_enc_hybrid: 0.9681 (0.7722) loss_bbox_enc_hybrid: 0.5682 (0.9233) loss_giou_enc_hybrid: 0.9808 (1.2561) mem: 1027 max mem: 32144 [2024-01-14 12:39:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:40:25 det.util.engine] INFO: Epoch: [0] [1350/11727] eta: 2:50:50 lr: 0.000100 data_time: 0.0033 iter_time: 1.0251 loss: 49.3095 (56.3027) loss_class: 1.3945 (1.3001) loss_bbox: 0.3403 (0.6497) loss_giou: 0.7164 (0.9872) loss_class_0: 1.2927 (1.1274) loss_bbox_0: 0.4039 (0.7262) loss_giou_0: 0.7835 (1.0614) loss_class_1: 1.3023 (1.1904) loss_bbox_1: 0.3810 (0.6849) loss_giou_1: 0.7426 (1.0177) loss_class_2: 1.2958 (1.2205) loss_bbox_2: 0.3644 (0.6670) loss_giou_2: 0.7295 (1.0005) loss_class_3: 1.3428 (1.2430) loss_bbox_3: 0.3494 (0.6584) loss_giou_3: 0.7260 (0.9925) loss_class_4: 1.3696 (1.2705) loss_bbox_4: 0.3570 (0.6536) loss_giou_4: 0.7231 (0.9893) loss_class_enc: 1.1720 (1.0486) loss_bbox_enc: 0.4869 (0.7761) loss_giou_enc: 0.8930 (1.1122) loss_class_dn: 0.5872 (0.5978) loss_bbox_dn: 0.6776 (0.9146) loss_giou_dn: 0.9852 (1.1981) loss_class_dn_0: 0.4861 (0.5500) loss_bbox_dn_0: 0.7557 (0.9436) loss_giou_dn_0: 1.0980 (1.2286) loss_class_dn_1: 0.5275 (0.5820) loss_bbox_dn_1: 0.6934 (0.9175) loss_giou_dn_1: 1.0247 (1.1984) loss_class_dn_2: 0.5791 (0.6001) loss_bbox_dn_2: 0.6762 (0.9119) loss_giou_dn_2: 0.9916 (1.1891) loss_class_dn_3: 0.5800 (0.6026) loss_bbox_dn_3: 0.6767 (0.9115) loss_giou_dn_3: 0.9807 (1.1904) loss_class_dn_4: 0.5842 (0.6021) loss_bbox_dn_4: 0.6770 (0.9130) loss_giou_dn_4: 0.9848 (1.1940) loss_class_hybrid: 0.9952 (0.8633) loss_bbox_hybrid: 0.4029 (0.7770) loss_giou_hybrid: 0.8503 (1.1133) loss_class_0_hybrid: 1.0034 (0.8293) loss_bbox_0_hybrid: 0.4925 (0.8487) loss_giou_0_hybrid: 0.9033 (1.1821) loss_class_1_hybrid: 1.0372 (0.8583) loss_bbox_1_hybrid: 0.4251 (0.8075) loss_giou_1_hybrid: 0.8760 (1.1403) loss_class_2_hybrid: 1.0578 (0.8715) loss_bbox_2_hybrid: 0.4058 (0.7905) loss_giou_2_hybrid: 0.8534 (1.1231) loss_class_3_hybrid: 1.0568 (0.8749) loss_bbox_3_hybrid: 0.4042 (0.7829) loss_giou_3_hybrid: 0.8485 (1.1167) loss_class_4_hybrid: 1.0682 (0.8696) loss_bbox_4_hybrid: 0.4050 (0.7797) loss_giou_4_hybrid: 0.8574 (1.1144) loss_class_enc_hybrid: 0.9065 (0.7784) loss_bbox_enc_hybrid: 0.6059 (0.9115) loss_giou_enc_hybrid: 1.0706 (1.2478) mem: 1023 max mem: 32144 [2024-01-14 12:40:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:41:16 det.util.engine] INFO: Epoch: [0] [1400/11727] eta: 2:50:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0237 loss: 47.5743 (56.0122) loss_class: 1.4113 (1.3078) loss_bbox: 0.3342 (0.6388) loss_giou: 0.6701 (0.9758) loss_class_0: 1.3230 (1.1372) loss_bbox_0: 0.3831 (0.7144) loss_giou_0: 0.7368 (1.0501) loss_class_1: 1.3568 (1.1992) loss_bbox_1: 0.3490 (0.6735) loss_giou_1: 0.6897 (1.0063) loss_class_2: 1.3643 (1.2279) loss_bbox_2: 0.3448 (0.6560) loss_giou_2: 0.6798 (0.9893) loss_class_3: 1.3676 (1.2499) loss_bbox_3: 0.3398 (0.6476) loss_giou_3: 0.6698 (0.9813) loss_class_4: 1.3757 (1.2772) loss_bbox_4: 0.3350 (0.6427) loss_giou_4: 0.6699 (0.9781) loss_class_enc: 1.2385 (1.0574) loss_bbox_enc: 0.4541 (0.7651) loss_giou_enc: 0.8373 (1.1023) loss_class_dn: 0.5734 (0.5974) loss_bbox_dn: 0.7315 (0.9085) loss_giou_dn: 0.9829 (1.1898) loss_class_dn_0: 0.4857 (0.5478) loss_bbox_dn_0: 0.8006 (0.9395) loss_giou_dn_0: 1.1198 (1.2238) loss_class_dn_1: 0.5417 (0.5806) loss_bbox_dn_1: 0.7488 (0.9121) loss_giou_dn_1: 1.0192 (1.1916) loss_class_dn_2: 0.5707 (0.5993) loss_bbox_dn_2: 0.7328 (0.9060) loss_giou_dn_2: 0.9878 (1.1813) loss_class_dn_3: 0.5656 (0.6020) loss_bbox_dn_3: 0.7311 (0.9055) loss_giou_dn_3: 0.9824 (1.1823) loss_class_dn_4: 0.5711 (0.6014) loss_bbox_dn_4: 0.7316 (0.9069) loss_giou_dn_4: 0.9819 (1.1859) loss_class_hybrid: 1.0389 (0.8731) loss_bbox_hybrid: 0.4177 (0.7641) loss_giou_hybrid: 0.7753 (1.1010) loss_class_0_hybrid: 1.0154 (0.8389) loss_bbox_0_hybrid: 0.4690 (0.8351) loss_giou_0_hybrid: 0.8413 (1.1701) loss_class_1_hybrid: 1.0468 (0.8684) loss_bbox_1_hybrid: 0.4338 (0.7942) loss_giou_1_hybrid: 0.7948 (1.1280) loss_class_2_hybrid: 1.0606 (0.8812) loss_bbox_2_hybrid: 0.4213 (0.7773) loss_giou_2_hybrid: 0.7748 (1.1108) loss_class_3_hybrid: 1.0449 (0.8848) loss_bbox_3_hybrid: 0.4245 (0.7699) loss_giou_3_hybrid: 0.7728 (1.1043) loss_class_4_hybrid: 1.0594 (0.8794) loss_bbox_4_hybrid: 0.4200 (0.7667) loss_giou_4_hybrid: 0.7723 (1.1022) loss_class_enc_hybrid: 0.9190 (0.7859) loss_bbox_enc_hybrid: 0.5470 (0.8994) loss_giou_enc_hybrid: 0.9641 (1.2379) mem: 1026 max mem: 32144 [2024-01-14 12:41:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:42:05 det.util.engine] INFO: Epoch: [0] [1450/11727] eta: 2:49:24 lr: 0.000100 data_time: 0.0028 iter_time: 0.9593 loss: 47.4044 (55.7331) loss_class: 1.4262 (1.3130) loss_bbox: 0.3227 (0.6289) loss_giou: 0.6701 (0.9660) loss_class_0: 1.3254 (1.1443) loss_bbox_0: 0.3811 (0.7040) loss_giou_0: 0.7500 (1.0408) loss_class_1: 1.3755 (1.2052) loss_bbox_1: 0.3358 (0.6633) loss_giou_1: 0.7037 (0.9969) loss_class_2: 1.3203 (1.2328) loss_bbox_2: 0.3366 (0.6460) loss_giou_2: 0.6914 (0.9797) loss_class_3: 1.3737 (1.2544) loss_bbox_3: 0.3364 (0.6377) loss_giou_3: 0.6778 (0.9717) loss_class_4: 1.3499 (1.2814) loss_bbox_4: 0.3388 (0.6329) loss_giou_4: 0.6740 (0.9685) loss_class_enc: 1.2326 (1.0631) loss_bbox_enc: 0.4617 (0.7558) loss_giou_enc: 0.8516 (1.0945) loss_class_dn: 0.5526 (0.5964) loss_bbox_dn: 0.7236 (0.9026) loss_giou_dn: 0.9623 (1.1823) loss_class_dn_0: 0.4728 (0.5456) loss_bbox_dn_0: 0.8153 (0.9353) loss_giou_dn_0: 1.0912 (1.2195) loss_class_dn_1: 0.5162 (0.5789) loss_bbox_dn_1: 0.7396 (0.9068) loss_giou_dn_1: 1.0050 (1.1853) loss_class_dn_2: 0.5484 (0.5981) loss_bbox_dn_2: 0.7230 (0.9003) loss_giou_dn_2: 0.9670 (1.1742) loss_class_dn_3: 0.5577 (0.6008) loss_bbox_dn_3: 0.7240 (0.8997) loss_giou_dn_3: 0.9596 (1.1750) loss_class_dn_4: 0.5513 (0.6002) loss_bbox_dn_4: 0.7236 (0.9011) loss_giou_dn_4: 0.9612 (1.1784) loss_class_hybrid: 1.0771 (0.8802) loss_bbox_hybrid: 0.3881 (0.7526) loss_giou_hybrid: 0.7718 (1.0910) loss_class_0_hybrid: 1.0126 (0.8452) loss_bbox_0_hybrid: 0.4631 (0.8232) loss_giou_0_hybrid: 0.8656 (1.1606) loss_class_1_hybrid: 1.0373 (0.8756) loss_bbox_1_hybrid: 0.4212 (0.7824) loss_giou_1_hybrid: 0.8062 (1.1181) loss_class_2_hybrid: 1.0641 (0.8886) loss_bbox_2_hybrid: 0.4023 (0.7655) loss_giou_2_hybrid: 0.7768 (1.1006) loss_class_3_hybrid: 1.0742 (0.8920) loss_bbox_3_hybrid: 0.3986 (0.7582) loss_giou_3_hybrid: 0.7702 (1.0942) loss_class_4_hybrid: 1.0824 (0.8863) loss_bbox_4_hybrid: 0.3940 (0.7552) loss_giou_4_hybrid: 0.7718 (1.0921) loss_class_enc_hybrid: 0.9322 (0.7906) loss_bbox_enc_hybrid: 0.5705 (0.8892) loss_giou_enc_hybrid: 0.9826 (1.2304) mem: 1016 max mem: 32144 [2024-01-14 12:42:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:42:58 det.util.engine] INFO: Epoch: [0] [1500/11727] eta: 2:48:56 lr: 0.000100 data_time: 0.0027 iter_time: 1.0729 loss: 48.1587 (55.4748) loss_class: 1.4746 (1.3186) loss_bbox: 0.3071 (0.6197) loss_giou: 0.6599 (0.9565) loss_class_0: 1.3321 (1.1518) loss_bbox_0: 0.3629 (0.6943) loss_giou_0: 0.7582 (1.0315) loss_class_1: 1.3269 (1.2115) loss_bbox_1: 0.3396 (0.6537) loss_giou_1: 0.6900 (0.9874) loss_class_2: 1.3419 (1.2387) loss_bbox_2: 0.3222 (0.6366) loss_giou_2: 0.6788 (0.9703) loss_class_3: 1.3525 (1.2594) loss_bbox_3: 0.3115 (0.6285) loss_giou_3: 0.6891 (0.9624) loss_class_4: 1.4396 (1.2864) loss_bbox_4: 0.3066 (0.6237) loss_giou_4: 0.6787 (0.9591) loss_class_enc: 1.1936 (1.0702) loss_bbox_enc: 0.4397 (0.7467) loss_giou_enc: 0.8295 (1.0862) loss_class_dn: 0.5592 (0.5959) loss_bbox_dn: 0.6873 (0.8966) loss_giou_dn: 0.9626 (1.1747) loss_class_dn_0: 0.4739 (0.5437) loss_bbox_dn_0: 0.8024 (0.9313) loss_giou_dn_0: 1.1007 (1.2151) loss_class_dn_1: 0.5302 (0.5776) loss_bbox_dn_1: 0.7347 (0.9014) loss_giou_dn_1: 1.0146 (1.1791) loss_class_dn_2: 0.5514 (0.5973) loss_bbox_dn_2: 0.6933 (0.8945) loss_giou_dn_2: 0.9674 (1.1671) loss_class_dn_3: 0.5627 (0.6001) loss_bbox_dn_3: 0.6895 (0.8938) loss_giou_dn_3: 0.9603 (1.1676) loss_class_dn_4: 0.5695 (0.5995) loss_bbox_dn_4: 0.6877 (0.8951) loss_giou_dn_4: 0.9619 (1.1710) loss_class_hybrid: 1.0311 (0.8879) loss_bbox_hybrid: 0.3879 (0.7418) loss_giou_hybrid: 0.7493 (1.0807) loss_class_0_hybrid: 1.0016 (0.8524) loss_bbox_0_hybrid: 0.4539 (0.8122) loss_giou_0_hybrid: 0.8558 (1.1507) loss_class_1_hybrid: 1.0491 (0.8834) loss_bbox_1_hybrid: 0.4177 (0.7714) loss_giou_1_hybrid: 0.7964 (1.1080) loss_class_2_hybrid: 1.0764 (0.8969) loss_bbox_2_hybrid: 0.3953 (0.7545) loss_giou_2_hybrid: 0.7684 (1.0902) loss_class_3_hybrid: 1.0784 (0.9001) loss_bbox_3_hybrid: 0.3903 (0.7474) loss_giou_3_hybrid: 0.7621 (1.0839) loss_class_4_hybrid: 1.0730 (0.8943) loss_bbox_4_hybrid: 0.3866 (0.7444) loss_giou_4_hybrid: 0.7525 (1.0819) loss_class_enc_hybrid: 0.8978 (0.7960) loss_bbox_enc_hybrid: 0.5638 (0.8794) loss_giou_enc_hybrid: 0.9772 (1.2225) mem: 1029 max mem: 32144 [2024-01-14 12:42:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:43:47 det.util.engine] INFO: Epoch: [0] [1550/11727] eta: 2:48:07 lr: 0.000100 data_time: 0.0030 iter_time: 1.0055 loss: 46.3415 (55.2258) loss_class: 1.4332 (1.3243) loss_bbox: 0.3255 (0.6109) loss_giou: 0.6249 (0.9464) loss_class_0: 1.3299 (1.1609) loss_bbox_0: 0.3764 (0.6850) loss_giou_0: 0.6754 (1.0215) loss_class_1: 1.4365 (1.2187) loss_bbox_1: 0.3498 (0.6446) loss_giou_1: 0.6345 (0.9774) loss_class_2: 1.3691 (1.2448) loss_bbox_2: 0.3496 (0.6277) loss_giou_2: 0.6337 (0.9604) loss_class_3: 1.3313 (1.2650) loss_bbox_3: 0.3397 (0.6196) loss_giou_3: 0.6426 (0.9524) loss_class_4: 1.4250 (1.2915) loss_bbox_4: 0.3238 (0.6149) loss_giou_4: 0.6226 (0.9491) loss_class_enc: 1.2366 (1.0772) loss_bbox_enc: 0.4601 (0.7384) loss_giou_enc: 0.8082 (1.0779) loss_class_dn: 0.5732 (0.5956) loss_bbox_dn: 0.6780 (0.8918) loss_giou_dn: 0.9243 (1.1668) loss_class_dn_0: 0.4856 (0.5422) loss_bbox_dn_0: 0.7545 (0.9284) loss_giou_dn_0: 1.0662 (1.2105) loss_class_dn_1: 0.5446 (0.5766) loss_bbox_dn_1: 0.6917 (0.8973) loss_giou_dn_1: 0.9689 (1.1725) loss_class_dn_2: 0.5826 (0.5968) loss_bbox_dn_2: 0.6807 (0.8899) loss_giou_dn_2: 0.9337 (1.1597) loss_class_dn_3: 0.5685 (0.5996) loss_bbox_dn_3: 0.6787 (0.8891) loss_giou_dn_3: 0.9249 (1.1599) loss_class_dn_4: 0.5700 (0.5991) loss_bbox_dn_4: 0.6781 (0.8903) loss_giou_dn_4: 0.9257 (1.1631) loss_class_hybrid: 1.1222 (0.8966) loss_bbox_hybrid: 0.3726 (0.7311) loss_giou_hybrid: 0.7114 (1.0695) loss_class_0_hybrid: 0.9986 (0.8606) loss_bbox_0_hybrid: 0.4382 (0.8013) loss_giou_0_hybrid: 0.8175 (1.1400) loss_class_1_hybrid: 1.1058 (0.8920) loss_bbox_1_hybrid: 0.4008 (0.7604) loss_giou_1_hybrid: 0.7540 (1.0969) loss_class_2_hybrid: 1.0928 (0.9057) loss_bbox_2_hybrid: 0.3832 (0.7437) loss_giou_2_hybrid: 0.7155 (1.0790) loss_class_3_hybrid: 1.1273 (0.9091) loss_bbox_3_hybrid: 0.3724 (0.7366) loss_giou_3_hybrid: 0.7069 (1.0727) loss_class_4_hybrid: 1.1317 (0.9030) loss_bbox_4_hybrid: 0.3864 (0.7337) loss_giou_4_hybrid: 0.7072 (1.0706) loss_class_enc_hybrid: 0.9146 (0.8019) loss_bbox_enc_hybrid: 0.5483 (0.8700) loss_giou_enc_hybrid: 0.9460 (1.2140) mem: 1018 max mem: 33382 [2024-01-14 12:43:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:44:37 det.util.engine] INFO: Epoch: [0] [1600/11727] eta: 2:47:18 lr: 0.000100 data_time: 0.0027 iter_time: 0.9918 loss: 45.5687 (54.9667) loss_class: 1.4376 (1.3281) loss_bbox: 0.3139 (0.6025) loss_giou: 0.6452 (0.9379) loss_class_0: 1.3443 (1.1673) loss_bbox_0: 0.3517 (0.6757) loss_giou_0: 0.7326 (1.0128) loss_class_1: 1.3379 (1.2228) loss_bbox_1: 0.3366 (0.6359) loss_giou_1: 0.6921 (0.9688) loss_class_2: 1.3294 (1.2479) loss_bbox_2: 0.3335 (0.6193) loss_giou_2: 0.6665 (0.9520) loss_class_3: 1.3574 (1.2681) loss_bbox_3: 0.3184 (0.6112) loss_giou_3: 0.6579 (0.9439) loss_class_4: 1.3948 (1.2950) loss_bbox_4: 0.3108 (0.6065) loss_giou_4: 0.6486 (0.9406) loss_class_enc: 1.2407 (1.0829) loss_bbox_enc: 0.4339 (0.7297) loss_giou_enc: 0.8159 (1.0702) loss_class_dn: 0.5698 (0.5951) loss_bbox_dn: 0.6448 (0.8856) loss_giou_dn: 0.9174 (1.1594) loss_class_dn_0: 0.4881 (0.5406) loss_bbox_dn_0: 0.7464 (0.9239) loss_giou_dn_0: 1.0684 (1.2061) loss_class_dn_1: 0.5310 (0.5754) loss_bbox_dn_1: 0.6800 (0.8917) loss_giou_dn_1: 0.9758 (1.1663) loss_class_dn_2: 0.5592 (0.5958) loss_bbox_dn_2: 0.6513 (0.8839) loss_giou_dn_2: 0.9300 (1.1527) loss_class_dn_3: 0.5638 (0.5988) loss_bbox_dn_3: 0.6450 (0.8830) loss_giou_dn_3: 0.9193 (1.1527) loss_class_dn_4: 0.5693 (0.5984) loss_bbox_dn_4: 0.6449 (0.8842) loss_giou_dn_4: 0.9168 (1.1558) loss_class_hybrid: 1.1122 (0.9034) loss_bbox_hybrid: 0.3569 (0.7211) loss_giou_hybrid: 0.7323 (1.0602) loss_class_0_hybrid: 1.0612 (0.8667) loss_bbox_0_hybrid: 0.4195 (0.7907) loss_giou_0_hybrid: 0.8231 (1.1308) loss_class_1_hybrid: 1.1002 (0.8985) loss_bbox_1_hybrid: 0.3795 (0.7500) loss_giou_1_hybrid: 0.7652 (1.0875) loss_class_2_hybrid: 1.1132 (0.9124) loss_bbox_2_hybrid: 0.3580 (0.7334) loss_giou_2_hybrid: 0.7450 (1.0695) loss_class_3_hybrid: 1.1278 (0.9158) loss_bbox_3_hybrid: 0.3575 (0.7264) loss_giou_3_hybrid: 0.7362 (1.0633) loss_class_4_hybrid: 1.1048 (0.9098) loss_bbox_4_hybrid: 0.3574 (0.7236) loss_giou_4_hybrid: 0.7363 (1.0613) loss_class_enc_hybrid: 0.9171 (0.8064) loss_bbox_enc_hybrid: 0.5164 (0.8604) loss_giou_enc_hybrid: 0.9532 (1.2065) mem: 1023 max mem: 33382 [2024-01-14 12:44:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:45:26 det.util.engine] INFO: Epoch: [0] [1650/11727] eta: 2:46:26 lr: 0.000100 data_time: 0.0029 iter_time: 0.9808 loss: 45.8180 (54.7176) loss_class: 1.3730 (1.3323) loss_bbox: 0.3488 (0.5944) loss_giou: 0.6234 (0.9285) loss_class_0: 1.3712 (1.1749) loss_bbox_0: 0.3898 (0.6669) loss_giou_0: 0.6918 (1.0034) loss_class_1: 1.3388 (1.2280) loss_bbox_1: 0.3618 (0.6275) loss_giou_1: 0.6613 (0.9597) loss_class_2: 1.3512 (1.2520) loss_bbox_2: 0.3643 (0.6111) loss_giou_2: 0.6385 (0.9428) loss_class_3: 1.3474 (1.2718) loss_bbox_3: 0.3460 (0.6030) loss_giou_3: 0.6292 (0.9347) loss_class_4: 1.3907 (1.2988) loss_bbox_4: 0.3461 (0.5984) loss_giou_4: 0.6285 (0.9313) loss_class_enc: 1.2314 (1.0892) loss_bbox_enc: 0.4616 (0.7218) loss_giou_enc: 0.8150 (1.0623) loss_class_dn: 0.5737 (0.5947) loss_bbox_dn: 0.7318 (0.8808) loss_giou_dn: 0.8847 (1.1518) loss_class_dn_0: 0.4773 (0.5391) loss_bbox_dn_0: 0.8066 (0.9209) loss_giou_dn_0: 1.0484 (1.2016) loss_class_dn_1: 0.5265 (0.5741) loss_bbox_dn_1: 0.7426 (0.8875) loss_giou_dn_1: 0.9370 (1.1600) loss_class_dn_2: 0.5611 (0.5950) loss_bbox_dn_2: 0.7321 (0.8792) loss_giou_dn_2: 0.8939 (1.1455) loss_class_dn_3: 0.5691 (0.5983) loss_bbox_dn_3: 0.7313 (0.8783) loss_giou_dn_3: 0.8854 (1.1453) loss_class_dn_4: 0.5665 (0.5979) loss_bbox_dn_4: 0.7325 (0.8794) loss_giou_dn_4: 0.8855 (1.1483) loss_class_hybrid: 1.1311 (0.9107) loss_bbox_hybrid: 0.4044 (0.7113) loss_giou_hybrid: 0.6892 (1.0498) loss_class_0_hybrid: 1.0443 (0.8734) loss_bbox_0_hybrid: 0.4632 (0.7806) loss_giou_0_hybrid: 0.7850 (1.1209) loss_class_1_hybrid: 1.0847 (0.9055) loss_bbox_1_hybrid: 0.4224 (0.7400) loss_giou_1_hybrid: 0.7257 (1.0773) loss_class_2_hybrid: 1.1268 (0.9194) loss_bbox_2_hybrid: 0.4112 (0.7234) loss_giou_2_hybrid: 0.7005 (1.0591) loss_class_3_hybrid: 1.1426 (0.9229) loss_bbox_3_hybrid: 0.4049 (0.7165) loss_giou_3_hybrid: 0.6963 (1.0529) loss_class_4_hybrid: 1.1421 (0.9169) loss_bbox_4_hybrid: 0.4062 (0.7138) loss_giou_4_hybrid: 0.6916 (1.0509) loss_class_enc_hybrid: 0.9606 (0.8114) loss_bbox_enc_hybrid: 0.5805 (0.8518) loss_giou_enc_hybrid: 0.9347 (1.1986) mem: 1040 max mem: 33382 [2024-01-14 12:45:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:46:16 det.util.engine] INFO: Epoch: [0] [1700/11727] eta: 2:45:41 lr: 0.000100 data_time: 0.0029 iter_time: 0.9992 loss: 44.8016 (54.4687) loss_class: 1.3861 (1.3349) loss_bbox: 0.3039 (0.5865) loss_giou: 0.6825 (0.9205) loss_class_0: 1.2359 (1.1799) loss_bbox_0: 0.3329 (0.6583) loss_giou_0: 0.7462 (0.9954) loss_class_1: 1.2400 (1.2313) loss_bbox_1: 0.3251 (0.6193) loss_giou_1: 0.7124 (0.9518) loss_class_2: 1.3029 (1.2548) loss_bbox_2: 0.3288 (0.6031) loss_giou_2: 0.6955 (0.9349) loss_class_3: 1.3248 (1.2745) loss_bbox_3: 0.3286 (0.5950) loss_giou_3: 0.6846 (0.9267) loss_class_4: 1.3366 (1.3011) loss_bbox_4: 0.3228 (0.5905) loss_giou_4: 0.6825 (0.9233) loss_class_enc: 1.1578 (1.0942) loss_bbox_enc: 0.4186 (0.7138) loss_giou_enc: 0.8486 (1.0553) loss_class_dn: 0.5648 (0.5939) loss_bbox_dn: 0.6440 (0.8753) loss_giou_dn: 0.9313 (1.1450) loss_class_dn_0: 0.4836 (0.5377) loss_bbox_dn_0: 0.7513 (0.9170) loss_giou_dn_0: 1.0716 (1.1976) loss_class_dn_1: 0.5251 (0.5729) loss_bbox_dn_1: 0.6849 (0.8825) loss_giou_dn_1: 0.9711 (1.1543) loss_class_dn_2: 0.5566 (0.5941) loss_bbox_dn_2: 0.6471 (0.8738) loss_giou_dn_2: 0.9304 (1.1391) loss_class_dn_3: 0.5635 (0.5975) loss_bbox_dn_3: 0.6438 (0.8728) loss_giou_dn_3: 0.9291 (1.1387) loss_class_dn_4: 0.5599 (0.5971) loss_bbox_dn_4: 0.6443 (0.8740) loss_giou_dn_4: 0.9306 (1.1416) loss_class_hybrid: 1.0029 (0.9158) loss_bbox_hybrid: 0.3443 (0.7020) loss_giou_hybrid: 0.7831 (1.0413) loss_class_0_hybrid: 0.9529 (0.8790) loss_bbox_0_hybrid: 0.3888 (0.7708) loss_giou_0_hybrid: 0.8667 (1.1127) loss_class_1_hybrid: 1.0009 (0.9109) loss_bbox_1_hybrid: 0.3668 (0.7304) loss_giou_1_hybrid: 0.8097 (1.0688) loss_class_2_hybrid: 1.0312 (0.9244) loss_bbox_2_hybrid: 0.3530 (0.7140) loss_giou_2_hybrid: 0.7883 (1.0506) loss_class_3_hybrid: 1.0338 (0.9280) loss_bbox_3_hybrid: 0.3495 (0.7071) loss_giou_3_hybrid: 0.7836 (1.0443) loss_class_4_hybrid: 1.0232 (0.9219) loss_bbox_4_hybrid: 0.3522 (0.7045) loss_giou_4_hybrid: 0.7899 (1.0425) loss_class_enc_hybrid: 0.8350 (0.8153) loss_bbox_enc_hybrid: 0.4825 (0.8431) loss_giou_enc_hybrid: 1.0018 (1.1919) mem: 1018 max mem: 33382 [2024-01-14 12:46:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:47:07 det.util.engine] INFO: Epoch: [0] [1750/11727] eta: 2:44:57 lr: 0.000100 data_time: 0.0029 iter_time: 0.9980 loss: 45.0979 (54.2241) loss_class: 1.3578 (1.3370) loss_bbox: 0.3224 (0.5791) loss_giou: 0.6628 (0.9126) loss_class_0: 1.3238 (1.1850) loss_bbox_0: 0.3647 (0.6503) loss_giou_0: 0.7379 (0.9877) loss_class_1: 1.2895 (1.2346) loss_bbox_1: 0.3517 (0.6115) loss_giou_1: 0.7038 (0.9441) loss_class_2: 1.2956 (1.2574) loss_bbox_2: 0.3501 (0.5955) loss_giou_2: 0.6925 (0.9273) loss_class_3: 1.3090 (1.2766) loss_bbox_3: 0.3315 (0.5876) loss_giou_3: 0.6777 (0.9190) loss_class_4: 1.2897 (1.3029) loss_bbox_4: 0.3235 (0.5831) loss_giou_4: 0.6700 (0.9156) loss_class_enc: 1.2049 (1.0985) loss_bbox_enc: 0.4407 (0.7062) loss_giou_enc: 0.8473 (1.0486) loss_class_dn: 0.5412 (0.5927) loss_bbox_dn: 0.6312 (0.8700) loss_giou_dn: 0.9412 (1.1389) loss_class_dn_0: 0.4793 (0.5362) loss_bbox_dn_0: 0.7423 (0.9131) loss_giou_dn_0: 1.0661 (1.1939) loss_class_dn_1: 0.5157 (0.5714) loss_bbox_dn_1: 0.6530 (0.8777) loss_giou_dn_1: 0.9701 (1.1491) loss_class_dn_2: 0.5312 (0.5927) loss_bbox_dn_2: 0.6335 (0.8687) loss_giou_dn_2: 0.9427 (1.1332) loss_class_dn_3: 0.5431 (0.5961) loss_bbox_dn_3: 0.6313 (0.8677) loss_giou_dn_3: 0.9413 (1.1327) loss_class_dn_4: 0.5451 (0.5958) loss_bbox_dn_4: 0.6309 (0.8688) loss_giou_dn_4: 0.9411 (1.1355) loss_class_hybrid: 1.0119 (0.9204) loss_bbox_hybrid: 0.3888 (0.6932) loss_giou_hybrid: 0.7786 (1.0328) loss_class_0_hybrid: 1.0107 (0.8837) loss_bbox_0_hybrid: 0.4379 (0.7616) loss_giou_0_hybrid: 0.8485 (1.1043) loss_class_1_hybrid: 1.0094 (0.9156) loss_bbox_1_hybrid: 0.4117 (0.7212) loss_giou_1_hybrid: 0.8108 (1.0603) loss_class_2_hybrid: 1.0160 (0.9292) loss_bbox_2_hybrid: 0.3983 (0.7049) loss_giou_2_hybrid: 0.7917 (1.0420) loss_class_3_hybrid: 1.0146 (0.9326) loss_bbox_3_hybrid: 0.3917 (0.6981) loss_giou_3_hybrid: 0.7842 (1.0357) loss_class_4_hybrid: 1.0207 (0.9265) loss_bbox_4_hybrid: 0.3918 (0.6956) loss_giou_4_hybrid: 0.7827 (1.0339) loss_class_enc_hybrid: 0.9170 (0.8190) loss_bbox_enc_hybrid: 0.5239 (0.8345) loss_giou_enc_hybrid: 0.9892 (1.1849) mem: 1018 max mem: 33382 [2024-01-14 12:47:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:47:57 det.util.engine] INFO: Epoch: [0] [1800/11727] eta: 2:44:12 lr: 0.000100 data_time: 0.0032 iter_time: 0.9957 loss: 46.0372 (53.9809) loss_class: 1.4892 (1.3393) loss_bbox: 0.3219 (0.5717) loss_giou: 0.5786 (0.9051) loss_class_0: 1.3921 (1.1896) loss_bbox_0: 0.3915 (0.6423) loss_giou_0: 0.6485 (0.9801) loss_class_1: 1.3797 (1.2375) loss_bbox_1: 0.3570 (0.6039) loss_giou_1: 0.6075 (0.9367) loss_class_2: 1.3361 (1.2592) loss_bbox_2: 0.3422 (0.5882) loss_giou_2: 0.6027 (0.9200) loss_class_3: 1.3791 (1.2787) loss_bbox_3: 0.3338 (0.5802) loss_giou_3: 0.5948 (0.9116) loss_class_4: 1.4130 (1.3049) loss_bbox_4: 0.3333 (0.5758) loss_giou_4: 0.5837 (0.9082) loss_class_enc: 1.2897 (1.1026) loss_bbox_enc: 0.4471 (0.6987) loss_giou_enc: 0.7416 (1.0422) loss_class_dn: 0.5489 (0.5921) loss_bbox_dn: 0.7242 (0.8644) loss_giou_dn: 0.9045 (1.1323) loss_class_dn_0: 0.4939 (0.5349) loss_bbox_dn_0: 0.8044 (0.9088) loss_giou_dn_0: 1.0419 (1.1900) loss_class_dn_1: 0.5305 (0.5704) loss_bbox_dn_1: 0.7294 (0.8724) loss_giou_dn_1: 0.9537 (1.1436) loss_class_dn_2: 0.5498 (0.5919) loss_bbox_dn_2: 0.7171 (0.8632) loss_giou_dn_2: 0.9157 (1.1270) loss_class_dn_3: 0.5531 (0.5955) loss_bbox_dn_3: 0.7223 (0.8621) loss_giou_dn_3: 0.9051 (1.1262) loss_class_dn_4: 0.5511 (0.5951) loss_bbox_dn_4: 0.7235 (0.8631) loss_giou_dn_4: 0.9049 (1.1290) loss_class_hybrid: 1.1086 (0.9250) loss_bbox_hybrid: 0.3860 (0.6844) loss_giou_hybrid: 0.6754 (1.0246) loss_class_0_hybrid: 1.0706 (0.8879) loss_bbox_0_hybrid: 0.4498 (0.7523) loss_giou_0_hybrid: 0.7511 (1.0964) loss_class_1_hybrid: 1.1067 (0.9200) loss_bbox_1_hybrid: 0.4178 (0.7122) loss_giou_1_hybrid: 0.7013 (1.0522) loss_class_2_hybrid: 1.0999 (0.9334) loss_bbox_2_hybrid: 0.3990 (0.6960) loss_giou_2_hybrid: 0.6855 (1.0337) loss_class_3_hybrid: 1.0970 (0.9369) loss_bbox_3_hybrid: 0.3938 (0.6893) loss_giou_3_hybrid: 0.6740 (1.0275) loss_class_4_hybrid: 1.1008 (0.9308) loss_bbox_4_hybrid: 0.3916 (0.6868) loss_giou_4_hybrid: 0.6782 (1.0257) loss_class_enc_hybrid: 0.9541 (0.8221) loss_bbox_enc_hybrid: 0.5446 (0.8263) loss_giou_enc_hybrid: 0.8722 (1.1786) mem: 1019 max mem: 33418 [2024-01-14 12:47:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:48:48 det.util.engine] INFO: Epoch: [0] [1850/11727] eta: 2:43:25 lr: 0.000100 data_time: 0.0028 iter_time: 1.0162 loss: 46.0299 (53.7577) loss_class: 1.4338 (1.3416) loss_bbox: 0.3292 (0.5648) loss_giou: 0.6001 (0.8980) loss_class_0: 1.4833 (1.1949) loss_bbox_0: 0.3715 (0.6347) loss_giou_0: 0.6537 (0.9728) loss_class_1: 1.3898 (1.2408) loss_bbox_1: 0.3609 (0.5967) loss_giou_1: 0.6125 (0.9296) loss_class_2: 1.4090 (1.2616) loss_bbox_2: 0.3341 (0.5812) loss_giou_2: 0.6146 (0.9130) loss_class_3: 1.3900 (1.2808) loss_bbox_3: 0.3171 (0.5733) loss_giou_3: 0.6180 (0.9046) loss_class_4: 1.3889 (1.3070) loss_bbox_4: 0.3247 (0.5689) loss_giou_4: 0.6110 (0.9012) loss_class_enc: 1.3182 (1.1079) loss_bbox_enc: 0.4814 (0.6915) loss_giou_enc: 0.7558 (1.0356) loss_class_dn: 0.5824 (0.5915) loss_bbox_dn: 0.7002 (0.8591) loss_giou_dn: 0.8371 (1.1260) loss_class_dn_0: 0.5111 (0.5339) loss_bbox_dn_0: 0.8346 (0.9052) loss_giou_dn_0: 1.0030 (1.1863) loss_class_dn_1: 0.5444 (0.5695) loss_bbox_dn_1: 0.7441 (0.8678) loss_giou_dn_1: 0.8849 (1.1384) loss_class_dn_2: 0.5723 (0.5911) loss_bbox_dn_2: 0.7087 (0.8582) loss_giou_dn_2: 0.8457 (1.1211) loss_class_dn_3: 0.5850 (0.5948) loss_bbox_dn_3: 0.7010 (0.8569) loss_giou_dn_3: 0.8362 (1.1201) loss_class_dn_4: 0.5876 (0.5945) loss_bbox_dn_4: 0.7001 (0.8579) loss_giou_dn_4: 0.8366 (1.1228) loss_class_hybrid: 1.1150 (0.9298) loss_bbox_hybrid: 0.3496 (0.6761) loss_giou_hybrid: 0.6704 (1.0166) loss_class_0_hybrid: 1.1293 (0.8928) loss_bbox_0_hybrid: 0.4250 (0.7436) loss_giou_0_hybrid: 0.7398 (1.0885) loss_class_1_hybrid: 1.1486 (0.9251) loss_bbox_1_hybrid: 0.3737 (0.7036) loss_giou_1_hybrid: 0.6892 (1.0442) loss_class_2_hybrid: 1.1681 (0.9382) loss_bbox_2_hybrid: 0.3635 (0.6875) loss_giou_2_hybrid: 0.6700 (1.0257) loss_class_3_hybrid: 1.1511 (0.9416) loss_bbox_3_hybrid: 0.3513 (0.6809) loss_giou_3_hybrid: 0.6716 (1.0195) loss_class_4_hybrid: 1.1490 (0.9357) loss_bbox_4_hybrid: 0.3516 (0.6784) loss_giou_4_hybrid: 0.6694 (1.0178) loss_class_enc_hybrid: 1.0403 (0.8260) loss_bbox_enc_hybrid: 0.5736 (0.8184) loss_giou_enc_hybrid: 0.8808 (1.1721) mem: 1031 max mem: 33418 [2024-01-14 12:48:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:49:37 det.util.engine] INFO: Epoch: [0] [1900/11727] eta: 2:42:33 lr: 0.000100 data_time: 0.0029 iter_time: 0.9643 loss: 44.6300 (53.5143) loss_class: 1.3129 (1.3421) loss_bbox: 0.2973 (0.5582) loss_giou: 0.6260 (0.8910) loss_class_0: 1.3306 (1.1991) loss_bbox_0: 0.3719 (0.6274) loss_giou_0: 0.6946 (0.9656) loss_class_1: 1.2660 (1.2427) loss_bbox_1: 0.3322 (0.5899) loss_giou_1: 0.6498 (0.9226) loss_class_2: 1.2764 (1.2624) loss_bbox_2: 0.3272 (0.5746) loss_giou_2: 0.6363 (0.9061) loss_class_3: 1.3082 (1.2817) loss_bbox_3: 0.3048 (0.5667) loss_giou_3: 0.6356 (0.8976) loss_class_4: 1.2731 (1.3073) loss_bbox_4: 0.2976 (0.5624) loss_giou_4: 0.6332 (0.8942) loss_class_enc: 1.2279 (1.1110) loss_bbox_enc: 0.4585 (0.6847) loss_giou_enc: 0.7760 (1.0294) loss_class_dn: 0.5486 (0.5907) loss_bbox_dn: 0.6743 (0.8536) loss_giou_dn: 0.8661 (1.1196) loss_class_dn_0: 0.4890 (0.5328) loss_bbox_dn_0: 0.7991 (0.9009) loss_giou_dn_0: 1.0381 (1.1822) loss_class_dn_1: 0.5229 (0.5683) loss_bbox_dn_1: 0.7196 (0.8626) loss_giou_dn_1: 0.9303 (1.1329) loss_class_dn_2: 0.5519 (0.5900) loss_bbox_dn_2: 0.6802 (0.8527) loss_giou_dn_2: 0.8800 (1.1150) loss_class_dn_3: 0.5454 (0.5939) loss_bbox_dn_3: 0.6741 (0.8515) loss_giou_dn_3: 0.8668 (1.1138) loss_class_dn_4: 0.5476 (0.5936) loss_bbox_dn_4: 0.6742 (0.8524) loss_giou_dn_4: 0.8665 (1.1165) loss_class_hybrid: 1.0433 (0.9330) loss_bbox_hybrid: 0.3698 (0.6681) loss_giou_hybrid: 0.7250 (1.0088) loss_class_0_hybrid: 1.0063 (0.8966) loss_bbox_0_hybrid: 0.4513 (0.7352) loss_giou_0_hybrid: 0.7949 (1.0808) loss_class_1_hybrid: 1.0422 (0.9284) loss_bbox_1_hybrid: 0.4161 (0.6953) loss_giou_1_hybrid: 0.7480 (1.0364) loss_class_2_hybrid: 1.0608 (0.9414) loss_bbox_2_hybrid: 0.3786 (0.6793) loss_giou_2_hybrid: 0.7307 (1.0179) loss_class_3_hybrid: 1.0443 (0.9447) loss_bbox_3_hybrid: 0.3689 (0.6728) loss_giou_3_hybrid: 0.7216 (1.0117) loss_class_4_hybrid: 1.0654 (0.9388) loss_bbox_4_hybrid: 0.3703 (0.6704) loss_giou_4_hybrid: 0.7290 (1.0100) loss_class_enc_hybrid: 0.8758 (0.8281) loss_bbox_enc_hybrid: 0.5571 (0.8109) loss_giou_enc_hybrid: 0.9162 (1.1659) mem: 1025 max mem: 33418 [2024-01-14 12:49:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:50:26 det.util.engine] INFO: Epoch: [0] [1950/11727] eta: 2:41:42 lr: 0.000100 data_time: 0.0030 iter_time: 0.9792 loss: 45.1465 (53.2984) loss_class: 1.3408 (1.3436) loss_bbox: 0.2994 (0.5519) loss_giou: 0.6307 (0.8839) loss_class_0: 1.3884 (1.2040) loss_bbox_0: 0.3354 (0.6207) loss_giou_0: 0.7039 (0.9584) loss_class_1: 1.2429 (1.2454) loss_bbox_1: 0.2985 (0.5834) loss_giou_1: 0.6643 (0.9157) loss_class_2: 1.2402 (1.2643) loss_bbox_2: 0.2959 (0.5682) loss_giou_2: 0.6425 (0.8992) loss_class_3: 1.2633 (1.2833) loss_bbox_3: 0.2981 (0.5605) loss_giou_3: 0.6366 (0.8907) loss_class_4: 1.3052 (1.3088) loss_bbox_4: 0.2886 (0.5560) loss_giou_4: 0.6199 (0.8872) loss_class_enc: 1.1924 (1.1156) loss_bbox_enc: 0.4088 (0.6783) loss_giou_enc: 0.7998 (1.0230) loss_class_dn: 0.5479 (0.5902) loss_bbox_dn: 0.5975 (0.8488) loss_giou_dn: 0.8830 (1.1135) loss_class_dn_0: 0.4851 (0.5319) loss_bbox_dn_0: 0.6659 (0.8977) loss_giou_dn_0: 1.0316 (1.1785) loss_class_dn_1: 0.5114 (0.5675) loss_bbox_dn_1: 0.6178 (0.8584) loss_giou_dn_1: 0.9280 (1.1277) loss_class_dn_2: 0.5336 (0.5893) loss_bbox_dn_2: 0.5999 (0.8481) loss_giou_dn_2: 0.8920 (1.1092) loss_class_dn_3: 0.5427 (0.5933) loss_bbox_dn_3: 0.5974 (0.8468) loss_giou_dn_3: 0.8784 (1.1078) loss_class_dn_4: 0.5417 (0.5930) loss_bbox_dn_4: 0.5976 (0.8477) loss_giou_dn_4: 0.8796 (1.1104) loss_class_hybrid: 1.0386 (0.9374) loss_bbox_hybrid: 0.3530 (0.6604) loss_giou_hybrid: 0.7311 (1.0010) loss_class_0_hybrid: 1.0075 (0.9011) loss_bbox_0_hybrid: 0.4232 (0.7270) loss_giou_0_hybrid: 0.8095 (1.0730) loss_class_1_hybrid: 1.0029 (0.9328) loss_bbox_1_hybrid: 0.3689 (0.6874) loss_giou_1_hybrid: 0.7670 (1.0286) loss_class_2_hybrid: 0.9979 (0.9458) loss_bbox_2_hybrid: 0.3645 (0.6714) loss_giou_2_hybrid: 0.7395 (1.0100) loss_class_3_hybrid: 1.0197 (0.9489) loss_bbox_3_hybrid: 0.3597 (0.6650) loss_giou_3_hybrid: 0.7335 (1.0038) loss_class_4_hybrid: 1.0165 (0.9430) loss_bbox_4_hybrid: 0.3606 (0.6626) loss_giou_4_hybrid: 0.7337 (1.0022) loss_class_enc_hybrid: 0.8961 (0.8318) loss_bbox_enc_hybrid: 0.4990 (0.8036) loss_giou_enc_hybrid: 0.9395 (1.1595) mem: 1018 max mem: 33418 [2024-01-14 12:50:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:51:16 det.util.engine] INFO: Epoch: [0] [2000/11727] eta: 2:40:56 lr: 0.000100 data_time: 0.0028 iter_time: 0.9763 loss: 44.9679 (53.0883) loss_class: 1.3360 (1.3435) loss_bbox: 0.3229 (0.5464) loss_giou: 0.6080 (0.8779) loss_class_0: 1.3624 (1.2077) loss_bbox_0: 0.3474 (0.6143) loss_giou_0: 0.7032 (0.9522) loss_class_1: 1.2607 (1.2470) loss_bbox_1: 0.3467 (0.5775) loss_giou_1: 0.6617 (0.9097) loss_class_2: 1.3499 (1.2655) loss_bbox_2: 0.3196 (0.5625) loss_giou_2: 0.6489 (0.8931) loss_class_3: 1.3743 (1.2839) loss_bbox_3: 0.3296 (0.5548) loss_giou_3: 0.6125 (0.8846) loss_class_4: 1.3197 (1.3087) loss_bbox_4: 0.3262 (0.5505) loss_giou_4: 0.6090 (0.8812) loss_class_enc: 1.2624 (1.1185) loss_bbox_enc: 0.4348 (0.6722) loss_giou_enc: 0.7827 (1.0176) loss_class_dn: 0.5444 (0.5894) loss_bbox_dn: 0.6872 (0.8443) loss_giou_dn: 0.8779 (1.1078) loss_class_dn_0: 0.4856 (0.5309) loss_bbox_dn_0: 0.8084 (0.8946) loss_giou_dn_0: 1.0316 (1.1750) loss_class_dn_1: 0.5174 (0.5664) loss_bbox_dn_1: 0.7210 (0.8543) loss_giou_dn_1: 0.9290 (1.1229) loss_class_dn_2: 0.5378 (0.5884) loss_bbox_dn_2: 0.6873 (0.8438) loss_giou_dn_2: 0.8864 (1.1038) loss_class_dn_3: 0.5453 (0.5925) loss_bbox_dn_3: 0.6851 (0.8423) loss_giou_dn_3: 0.8782 (1.1023) loss_class_dn_4: 0.5361 (0.5922) loss_bbox_dn_4: 0.6872 (0.8432) loss_giou_dn_4: 0.8770 (1.1048) loss_class_hybrid: 1.0700 (0.9402) loss_bbox_hybrid: 0.3626 (0.6534) loss_giou_hybrid: 0.7092 (0.9941) loss_class_0_hybrid: 1.0437 (0.9047) loss_bbox_0_hybrid: 0.4005 (0.7195) loss_giou_0_hybrid: 0.7880 (1.0661) loss_class_1_hybrid: 1.0802 (0.9363) loss_bbox_1_hybrid: 0.3739 (0.6801) loss_giou_1_hybrid: 0.7469 (1.0217) loss_class_2_hybrid: 1.0887 (0.9490) loss_bbox_2_hybrid: 0.3740 (0.6642) loss_giou_2_hybrid: 0.7190 (1.0030) loss_class_3_hybrid: 1.0734 (0.9517) loss_bbox_3_hybrid: 0.3675 (0.6579) loss_giou_3_hybrid: 0.7103 (0.9969) loss_class_4_hybrid: 1.0717 (0.9457) loss_bbox_4_hybrid: 0.3677 (0.6556) loss_giou_4_hybrid: 0.7124 (0.9952) loss_class_enc_hybrid: 0.9326 (0.8342) loss_bbox_enc_hybrid: 0.5024 (0.7968) loss_giou_enc_hybrid: 0.9365 (1.1538) mem: 1025 max mem: 34360 [2024-01-14 12:51:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:52:07 det.util.engine] INFO: Epoch: [0] [2050/11727] eta: 2:40:09 lr: 0.000100 data_time: 0.0030 iter_time: 0.9940 loss: 45.3205 (52.8819) loss_class: 1.4083 (1.3437) loss_bbox: 0.2992 (0.5407) loss_giou: 0.6396 (0.8720) loss_class_0: 1.3353 (1.2108) loss_bbox_0: 0.3366 (0.6078) loss_giou_0: 0.6841 (0.9461) loss_class_1: 1.3184 (1.2484) loss_bbox_1: 0.3246 (0.5714) loss_giou_1: 0.6412 (0.9037) loss_class_2: 1.3159 (1.2665) loss_bbox_2: 0.3256 (0.5565) loss_giou_2: 0.6338 (0.8872) loss_class_3: 1.3026 (1.2846) loss_bbox_3: 0.3146 (0.5490) loss_giou_3: 0.6286 (0.8787) loss_class_4: 1.3542 (1.3088) loss_bbox_4: 0.3101 (0.5448) loss_giou_4: 0.6382 (0.8754) loss_class_enc: 1.2580 (1.1219) loss_bbox_enc: 0.4064 (0.6659) loss_giou_enc: 0.8065 (1.0123) loss_class_dn: 0.5571 (0.5886) loss_bbox_dn: 0.6866 (0.8397) loss_giou_dn: 0.8919 (1.1024) loss_class_dn_0: 0.4940 (0.5299) loss_bbox_dn_0: 0.7950 (0.8911) loss_giou_dn_0: 1.0384 (1.1717) loss_class_dn_1: 0.5244 (0.5655) loss_bbox_dn_1: 0.7214 (0.8500) loss_giou_dn_1: 0.9477 (1.1183) loss_class_dn_2: 0.5518 (0.5875) loss_bbox_dn_2: 0.6930 (0.8392) loss_giou_dn_2: 0.8997 (1.0987) loss_class_dn_3: 0.5567 (0.5916) loss_bbox_dn_3: 0.6858 (0.8377) loss_giou_dn_3: 0.8933 (1.0971) loss_class_dn_4: 0.5580 (0.5914) loss_bbox_dn_4: 0.6861 (0.8386) loss_giou_dn_4: 0.8934 (1.0995) loss_class_hybrid: 1.0462 (0.9432) loss_bbox_hybrid: 0.3685 (0.6464) loss_giou_hybrid: 0.7035 (0.9877) loss_class_0_hybrid: 1.0331 (0.9080) loss_bbox_0_hybrid: 0.4161 (0.7119) loss_giou_0_hybrid: 0.7857 (1.0597) loss_class_1_hybrid: 1.0693 (0.9394) loss_bbox_1_hybrid: 0.3931 (0.6728) loss_giou_1_hybrid: 0.7317 (1.0153) loss_class_2_hybrid: 1.0594 (0.9519) loss_bbox_2_hybrid: 0.3708 (0.6570) loss_giou_2_hybrid: 0.7082 (0.9965) loss_class_3_hybrid: 1.0412 (0.9545) loss_bbox_3_hybrid: 0.3728 (0.6508) loss_giou_3_hybrid: 0.7013 (0.9904) loss_class_4_hybrid: 1.0367 (0.9486) loss_bbox_4_hybrid: 0.3659 (0.6486) loss_giou_4_hybrid: 0.7020 (0.9888) loss_class_enc_hybrid: 0.9347 (0.8368) loss_bbox_enc_hybrid: 0.5161 (0.7899) loss_giou_enc_hybrid: 0.9366 (1.1485) mem: 1039 max mem: 34360 [2024-01-14 12:52:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:52:57 det.util.engine] INFO: Epoch: [0] [2100/11727] eta: 2:39:21 lr: 0.000100 data_time: 0.0030 iter_time: 1.0041 loss: 44.7666 (52.7072) loss_class: 1.3635 (1.3473) loss_bbox: 0.2989 (0.5355) loss_giou: 0.6226 (0.8659) loss_class_0: 1.3156 (1.2157) loss_bbox_0: 0.3278 (0.6019) loss_giou_0: 0.6946 (0.9398) loss_class_1: 1.2859 (1.2513) loss_bbox_1: 0.3270 (0.5658) loss_giou_1: 0.6640 (0.8976) loss_class_2: 1.2798 (1.2686) loss_bbox_2: 0.3220 (0.5511) loss_giou_2: 0.6550 (0.8812) loss_class_3: 1.3183 (1.2871) loss_bbox_3: 0.3068 (0.5437) loss_giou_3: 0.6372 (0.8728) loss_class_4: 1.3681 (1.3118) loss_bbox_4: 0.3091 (0.5396) loss_giou_4: 0.6344 (0.8694) loss_class_enc: 1.2412 (1.1260) loss_bbox_enc: 0.3883 (0.6601) loss_giou_enc: 0.7573 (1.0067) loss_class_dn: 0.5608 (0.5885) loss_bbox_dn: 0.6119 (0.8357) loss_giou_dn: 0.8842 (1.0970) loss_class_dn_0: 0.4891 (0.5292) loss_bbox_dn_0: 0.7300 (0.8885) loss_giou_dn_0: 1.0443 (1.1684) loss_class_dn_1: 0.5233 (0.5649) loss_bbox_dn_1: 0.6258 (0.8464) loss_giou_dn_1: 0.9290 (1.1137) loss_class_dn_2: 0.5539 (0.5870) loss_bbox_dn_2: 0.6054 (0.8354) loss_giou_dn_2: 0.8908 (1.0935) loss_class_dn_3: 0.5654 (0.5913) loss_bbox_dn_3: 0.6116 (0.8338) loss_giou_dn_3: 0.8842 (1.0917) loss_class_dn_4: 0.5675 (0.5911) loss_bbox_dn_4: 0.6123 (0.8346) loss_giou_dn_4: 0.8844 (1.0941) loss_class_hybrid: 1.0327 (0.9478) loss_bbox_hybrid: 0.3513 (0.6399) loss_giou_hybrid: 0.7344 (0.9809) loss_class_0_hybrid: 0.9622 (0.9123) loss_bbox_0_hybrid: 0.4004 (0.7050) loss_giou_0_hybrid: 0.8032 (1.0531) loss_class_1_hybrid: 1.0232 (0.9436) loss_bbox_1_hybrid: 0.3589 (0.6661) loss_giou_1_hybrid: 0.7555 (1.0086) loss_class_2_hybrid: 1.0868 (0.9560) loss_bbox_2_hybrid: 0.3548 (0.6504) loss_giou_2_hybrid: 0.7359 (0.9898) loss_class_3_hybrid: 1.0391 (0.9586) loss_bbox_3_hybrid: 0.3501 (0.6443) loss_giou_3_hybrid: 0.7357 (0.9837) loss_class_4_hybrid: 1.0371 (0.9529) loss_bbox_4_hybrid: 0.3556 (0.6421) loss_giou_4_hybrid: 0.7379 (0.9821) loss_class_enc_hybrid: 0.9189 (0.8400) loss_bbox_enc_hybrid: 0.4860 (0.7835) loss_giou_enc_hybrid: 0.9194 (1.1428) mem: 1020 max mem: 34360 [2024-01-14 12:52:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:53:46 det.util.engine] INFO: Epoch: [0] [2150/11727] eta: 2:38:31 lr: 0.000100 data_time: 0.0029 iter_time: 0.9787 loss: 43.7069 (52.5164) loss_class: 1.2979 (1.3482) loss_bbox: 0.2963 (0.5304) loss_giou: 0.6307 (0.8606) loss_class_0: 1.3853 (1.2192) loss_bbox_0: 0.3318 (0.5961) loss_giou_0: 0.6923 (0.9343) loss_class_1: 1.3320 (1.2534) loss_bbox_1: 0.3276 (0.5603) loss_giou_1: 0.6453 (0.8922) loss_class_2: 1.2990 (1.2699) loss_bbox_2: 0.3113 (0.5459) loss_giou_2: 0.6366 (0.8759) loss_class_3: 1.2701 (1.2881) loss_bbox_3: 0.3077 (0.5385) loss_giou_3: 0.6306 (0.8674) loss_class_4: 1.2703 (1.3124) loss_bbox_4: 0.3065 (0.5344) loss_giou_4: 0.6359 (0.8641) loss_class_enc: 1.2435 (1.1287) loss_bbox_enc: 0.4073 (0.6545) loss_giou_enc: 0.7796 (1.0021) loss_class_dn: 0.5540 (0.5881) loss_bbox_dn: 0.5881 (0.8306) loss_giou_dn: 0.8696 (1.0917) loss_class_dn_0: 0.4963 (0.5285) loss_bbox_dn_0: 0.6687 (0.8845) loss_giou_dn_0: 1.0358 (1.1653) loss_class_dn_1: 0.5258 (0.5642) loss_bbox_dn_1: 0.6227 (0.8416) loss_giou_dn_1: 0.9205 (1.1092) loss_class_dn_2: 0.5406 (0.5864) loss_bbox_dn_2: 0.6029 (0.8303) loss_giou_dn_2: 0.8800 (1.0885) loss_class_dn_3: 0.5578 (0.5908) loss_bbox_dn_3: 0.5893 (0.8287) loss_giou_dn_3: 0.8694 (1.0866) loss_class_dn_4: 0.5533 (0.5907) loss_bbox_dn_4: 0.5879 (0.8295) loss_giou_dn_4: 0.8687 (1.0889) loss_class_hybrid: 1.0039 (0.9505) loss_bbox_hybrid: 0.3730 (0.6336) loss_giou_hybrid: 0.7011 (0.9749) loss_class_0_hybrid: 1.0387 (0.9155) loss_bbox_0_hybrid: 0.4158 (0.6982) loss_giou_0_hybrid: 0.7832 (1.0471) loss_class_1_hybrid: 1.0160 (0.9466) loss_bbox_1_hybrid: 0.3899 (0.6594) loss_giou_1_hybrid: 0.7220 (1.0025) loss_class_2_hybrid: 1.0481 (0.9587) loss_bbox_2_hybrid: 0.3842 (0.6439) loss_giou_2_hybrid: 0.7049 (0.9837) loss_class_3_hybrid: 1.0118 (0.9613) loss_bbox_3_hybrid: 0.3726 (0.6379) loss_giou_3_hybrid: 0.7017 (0.9777) loss_class_4_hybrid: 1.0114 (0.9554) loss_bbox_4_hybrid: 0.3746 (0.6358) loss_giou_4_hybrid: 0.7031 (0.9761) loss_class_enc_hybrid: 0.8861 (0.8423) loss_bbox_enc_hybrid: 0.5075 (0.7771) loss_giou_enc_hybrid: 0.9390 (1.1379) mem: 1022 max mem: 34360 [2024-01-14 12:53:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:54:36 det.util.engine] INFO: Epoch: [0] [2200/11727] eta: 2:37:40 lr: 0.000100 data_time: 0.0029 iter_time: 0.9788 loss: 43.5195 (52.3542) loss_class: 1.3786 (1.3501) loss_bbox: 0.2973 (0.5257) loss_giou: 0.5735 (0.8548) loss_class_0: 1.2938 (1.2230) loss_bbox_0: 0.3465 (0.5909) loss_giou_0: 0.6721 (0.9285) loss_class_1: 1.2264 (1.2559) loss_bbox_1: 0.3265 (0.5554) loss_giou_1: 0.6302 (0.8865) loss_class_2: 1.2700 (1.2720) loss_bbox_2: 0.3222 (0.5412) loss_giou_2: 0.5985 (0.8701) loss_class_3: 1.2808 (1.2900) loss_bbox_3: 0.3126 (0.5339) loss_giou_3: 0.5936 (0.8617) loss_class_4: 1.3244 (1.3140) loss_bbox_4: 0.3063 (0.5299) loss_giou_4: 0.5985 (0.8584) loss_class_enc: 1.2070 (1.1321) loss_bbox_enc: 0.4130 (0.6497) loss_giou_enc: 0.7533 (0.9969) loss_class_dn: 0.5769 (0.5879) loss_bbox_dn: 0.6566 (0.8277) loss_giou_dn: 0.8642 (1.0864) loss_class_dn_0: 0.4937 (0.5279) loss_bbox_dn_0: 0.7419 (0.8829) loss_giou_dn_0: 1.0276 (1.1619) loss_class_dn_1: 0.5262 (0.5635) loss_bbox_dn_1: 0.6631 (0.8391) loss_giou_dn_1: 0.9167 (1.1047) loss_class_dn_2: 0.5587 (0.5859) loss_bbox_dn_2: 0.6578 (0.8276) loss_giou_dn_2: 0.8760 (1.0835) loss_class_dn_3: 0.5705 (0.5904) loss_bbox_dn_3: 0.6565 (0.8259) loss_giou_dn_3: 0.8647 (1.0814) loss_class_dn_4: 0.5735 (0.5904) loss_bbox_dn_4: 0.6567 (0.8267) loss_giou_dn_4: 0.8621 (1.0836) loss_class_hybrid: 1.0534 (0.9545) loss_bbox_hybrid: 0.3647 (0.6278) loss_giou_hybrid: 0.6629 (0.9682) loss_class_0_hybrid: 1.0018 (0.9195) loss_bbox_0_hybrid: 0.4070 (0.6921) loss_giou_0_hybrid: 0.7503 (1.0405) loss_class_1_hybrid: 1.0278 (0.9506) loss_bbox_1_hybrid: 0.3847 (0.6535) loss_giou_1_hybrid: 0.6943 (0.9959) loss_class_2_hybrid: 1.0303 (0.9627) loss_bbox_2_hybrid: 0.3712 (0.6380) loss_giou_2_hybrid: 0.6785 (0.9770) loss_class_3_hybrid: 1.0452 (0.9650) loss_bbox_3_hybrid: 0.3683 (0.6321) loss_giou_3_hybrid: 0.6650 (0.9710) loss_class_4_hybrid: 1.0379 (0.9593) loss_bbox_4_hybrid: 0.3654 (0.6300) loss_giou_4_hybrid: 0.6631 (0.9694) loss_class_enc_hybrid: 0.8859 (0.8451) loss_bbox_enc_hybrid: 0.4907 (0.7717) loss_giou_enc_hybrid: 0.9054 (1.1323) mem: 1030 max mem: 34360 [2024-01-14 12:54:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:55:25 det.util.engine] INFO: Epoch: [0] [2250/11727] eta: 2:36:48 lr: 0.000100 data_time: 0.0026 iter_time: 0.9806 loss: 44.1376 (52.1657) loss_class: 1.3306 (1.3502) loss_bbox: 0.3132 (0.5210) loss_giou: 0.5685 (0.8490) loss_class_0: 1.4317 (1.2264) loss_bbox_0: 0.3438 (0.5855) loss_giou_0: 0.6346 (0.9226) loss_class_1: 1.2606 (1.2576) loss_bbox_1: 0.3169 (0.5503) loss_giou_1: 0.6225 (0.8808) loss_class_2: 1.2985 (1.2729) loss_bbox_2: 0.3223 (0.5362) loss_giou_2: 0.5856 (0.8644) loss_class_3: 1.2976 (1.2905) loss_bbox_3: 0.3256 (0.5290) loss_giou_3: 0.5868 (0.8560) loss_class_4: 1.3113 (1.3142) loss_bbox_4: 0.3194 (0.5251) loss_giou_4: 0.5784 (0.8527) loss_class_enc: 1.2527 (1.1349) loss_bbox_enc: 0.4218 (0.6444) loss_giou_enc: 0.7433 (0.9916) loss_class_dn: 0.5660 (0.5873) loss_bbox_dn: 0.6602 (0.8240) loss_giou_dn: 0.8597 (1.0812) loss_class_dn_0: 0.4978 (0.5272) loss_bbox_dn_0: 0.8018 (0.8801) loss_giou_dn_0: 1.0113 (1.1587) loss_class_dn_1: 0.5349 (0.5627) loss_bbox_dn_1: 0.7076 (0.8357) loss_giou_dn_1: 0.9133 (1.1003) loss_class_dn_2: 0.5620 (0.5852) loss_bbox_dn_2: 0.6662 (0.8240) loss_giou_dn_2: 0.8713 (1.0785) loss_class_dn_3: 0.5654 (0.5898) loss_bbox_dn_3: 0.6603 (0.8222) loss_giou_dn_3: 0.8571 (1.0763) loss_class_dn_4: 0.5620 (0.5897) loss_bbox_dn_4: 0.6600 (0.8230) loss_giou_dn_4: 0.8590 (1.0784) loss_class_hybrid: 1.0291 (0.9573) loss_bbox_hybrid: 0.3379 (0.6216) loss_giou_hybrid: 0.6380 (0.9615) loss_class_0_hybrid: 1.1095 (0.9227) loss_bbox_0_hybrid: 0.3883 (0.6856) loss_giou_0_hybrid: 0.6980 (1.0338) loss_class_1_hybrid: 1.1090 (0.9537) loss_bbox_1_hybrid: 0.3697 (0.6471) loss_giou_1_hybrid: 0.6643 (0.9892) loss_class_2_hybrid: 1.1108 (0.9654) loss_bbox_2_hybrid: 0.3574 (0.6317) loss_giou_2_hybrid: 0.6412 (0.9703) loss_class_3_hybrid: 1.0614 (0.9677) loss_bbox_3_hybrid: 0.3462 (0.6259) loss_giou_3_hybrid: 0.6400 (0.9643) loss_class_4_hybrid: 1.0569 (0.9620) loss_bbox_4_hybrid: 0.3420 (0.6238) loss_giou_4_hybrid: 0.6400 (0.9628) loss_class_enc_hybrid: 0.9634 (0.8474) loss_bbox_enc_hybrid: 0.5043 (0.7656) loss_giou_enc_hybrid: 0.8629 (1.1267) mem: 1026 max mem: 34360 [2024-01-14 12:55:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:56:15 det.util.engine] INFO: Epoch: [0] [2300/11727] eta: 2:36:00 lr: 0.000100 data_time: 0.0027 iter_time: 1.0069 loss: 44.0078 (51.9805) loss_class: 1.2193 (1.3490) loss_bbox: 0.3332 (0.5164) loss_giou: 0.6216 (0.8443) loss_class_0: 1.3223 (1.2286) loss_bbox_0: 0.3519 (0.5802) loss_giou_0: 0.6778 (0.9175) loss_class_1: 1.2159 (1.2582) loss_bbox_1: 0.3521 (0.5455) loss_giou_1: 0.6418 (0.8759) loss_class_2: 1.1878 (1.2726) loss_bbox_2: 0.3444 (0.5316) loss_giou_2: 0.6390 (0.8597) loss_class_3: 1.1874 (1.2899) loss_bbox_3: 0.3484 (0.5244) loss_giou_3: 0.6250 (0.8513) loss_class_4: 1.2270 (1.3133) loss_bbox_4: 0.3423 (0.5205) loss_giou_4: 0.6253 (0.8479) loss_class_enc: 1.1696 (1.1369) loss_bbox_enc: 0.4259 (0.6393) loss_giou_enc: 0.7848 (0.9872) loss_class_dn: 0.5472 (0.5866) loss_bbox_dn: 0.6234 (0.8196) loss_giou_dn: 0.8507 (1.0763) loss_class_dn_0: 0.4962 (0.5265) loss_bbox_dn_0: 0.7164 (0.8770) loss_giou_dn_0: 0.9958 (1.1557) loss_class_dn_1: 0.5226 (0.5619) loss_bbox_dn_1: 0.6522 (0.8317) loss_giou_dn_1: 0.8953 (1.0962) loss_class_dn_2: 0.5337 (0.5844) loss_bbox_dn_2: 0.6264 (0.8198) loss_giou_dn_2: 0.8596 (1.0739) loss_class_dn_3: 0.5588 (0.5890) loss_bbox_dn_3: 0.6243 (0.8179) loss_giou_dn_3: 0.8498 (1.0715) loss_class_dn_4: 0.5520 (0.5890) loss_bbox_dn_4: 0.6234 (0.8187) loss_giou_dn_4: 0.8505 (1.0737) loss_class_hybrid: 1.0178 (0.9589) loss_bbox_hybrid: 0.3668 (0.6160) loss_giou_hybrid: 0.7173 (0.9562) loss_class_0_hybrid: 1.0006 (0.9252) loss_bbox_0_hybrid: 0.4210 (0.6794) loss_giou_0_hybrid: 0.7790 (1.0283) loss_class_1_hybrid: 0.9815 (0.9556) loss_bbox_1_hybrid: 0.3878 (0.6412) loss_giou_1_hybrid: 0.7476 (0.9838) loss_class_2_hybrid: 0.9798 (0.9670) loss_bbox_2_hybrid: 0.3719 (0.6259) loss_giou_2_hybrid: 0.7269 (0.9649) loss_class_3_hybrid: 1.0070 (0.9691) loss_bbox_3_hybrid: 0.3677 (0.6202) loss_giou_3_hybrid: 0.7192 (0.9589) loss_class_4_hybrid: 0.9875 (0.9635) loss_bbox_4_hybrid: 0.3694 (0.6182) loss_giou_4_hybrid: 0.7202 (0.9574) loss_class_enc_hybrid: 0.9174 (0.8490) loss_bbox_enc_hybrid: 0.5325 (0.7600) loss_giou_enc_hybrid: 0.9125 (1.1223) mem: 1018 max mem: 34360 [2024-01-14 12:56:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:57:04 det.util.engine] INFO: Epoch: [0] [2350/11727] eta: 2:35:09 lr: 0.000100 data_time: 0.0029 iter_time: 1.0014 loss: 43.9305 (51.7942) loss_class: 1.3450 (1.3482) loss_bbox: 0.3148 (0.5118) loss_giou: 0.5889 (0.8390) loss_class_0: 1.3389 (1.2319) loss_bbox_0: 0.3501 (0.5750) loss_giou_0: 0.6469 (0.9118) loss_class_1: 1.2732 (1.2591) loss_bbox_1: 0.3316 (0.5407) loss_giou_1: 0.6200 (0.8705) loss_class_2: 1.2680 (1.2728) loss_bbox_2: 0.3177 (0.5268) loss_giou_2: 0.5956 (0.8543) loss_class_3: 1.3041 (1.2895) loss_bbox_3: 0.3143 (0.5198) loss_giou_3: 0.5827 (0.8460) loss_class_4: 1.3070 (1.3126) loss_bbox_4: 0.3143 (0.5159) loss_giou_4: 0.5869 (0.8426) loss_class_enc: 1.2467 (1.1401) loss_bbox_enc: 0.4195 (0.6343) loss_giou_enc: 0.7454 (0.9822) loss_class_dn: 0.5515 (0.5860) loss_bbox_dn: 0.6625 (0.8156) loss_giou_dn: 0.8338 (1.0712) loss_class_dn_0: 0.4984 (0.5259) loss_bbox_dn_0: 0.7628 (0.8743) loss_giou_dn_0: 1.0066 (1.1526) loss_class_dn_1: 0.5157 (0.5611) loss_bbox_dn_1: 0.6781 (0.8281) loss_giou_dn_1: 0.8852 (1.0918) loss_class_dn_2: 0.5450 (0.5836) loss_bbox_dn_2: 0.6647 (0.8159) loss_giou_dn_2: 0.8456 (1.0690) loss_class_dn_3: 0.5517 (0.5884) loss_bbox_dn_3: 0.6627 (0.8140) loss_giou_dn_3: 0.8328 (1.0665) loss_class_dn_4: 0.5490 (0.5883) loss_bbox_dn_4: 0.6624 (0.8147) loss_giou_dn_4: 0.8341 (1.0686) loss_class_hybrid: 1.0504 (0.9612) loss_bbox_hybrid: 0.3629 (0.6102) loss_giou_hybrid: 0.6752 (0.9499) loss_class_0_hybrid: 1.0216 (0.9283) loss_bbox_0_hybrid: 0.4011 (0.6731) loss_giou_0_hybrid: 0.7577 (1.0221) loss_class_1_hybrid: 1.0326 (0.9582) loss_bbox_1_hybrid: 0.3768 (0.6352) loss_giou_1_hybrid: 0.6958 (0.9776) loss_class_2_hybrid: 1.0418 (0.9694) loss_bbox_2_hybrid: 0.3645 (0.6200) loss_giou_2_hybrid: 0.6806 (0.9586) loss_class_3_hybrid: 1.0461 (0.9712) loss_bbox_3_hybrid: 0.3595 (0.6143) loss_giou_3_hybrid: 0.6746 (0.9527) loss_class_4_hybrid: 1.0479 (0.9656) loss_bbox_4_hybrid: 0.3651 (0.6123) loss_giou_4_hybrid: 0.6728 (0.9512) loss_class_enc_hybrid: 0.9373 (0.8514) loss_bbox_enc_hybrid: 0.5248 (0.7544) loss_giou_enc_hybrid: 0.8863 (1.1172) mem: 1023 max mem: 34360 [2024-01-14 12:57:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:57:54 det.util.engine] INFO: Epoch: [0] [2400/11727] eta: 2:34:21 lr: 0.000100 data_time: 0.0029 iter_time: 1.0063 loss: 44.0695 (51.6380) loss_class: 1.3001 (1.3474) loss_bbox: 0.2746 (0.5077) loss_giou: 0.5848 (0.8346) loss_class_0: 1.3041 (1.2342) loss_bbox_0: 0.3105 (0.5703) loss_giou_0: 0.6534 (0.9071) loss_class_1: 1.3107 (1.2606) loss_bbox_1: 0.2933 (0.5363) loss_giou_1: 0.6036 (0.8661) loss_class_2: 1.2836 (1.2734) loss_bbox_2: 0.2821 (0.5225) loss_giou_2: 0.5845 (0.8499) loss_class_3: 1.2736 (1.2897) loss_bbox_3: 0.2798 (0.5156) loss_giou_3: 0.5799 (0.8415) loss_class_4: 1.2647 (1.3121) loss_bbox_4: 0.2747 (0.5118) loss_giou_4: 0.5853 (0.8383) loss_class_enc: 1.2190 (1.1422) loss_bbox_enc: 0.3743 (0.6298) loss_giou_enc: 0.7684 (0.9782) loss_class_dn: 0.5764 (0.5856) loss_bbox_dn: 0.6160 (0.8125) loss_giou_dn: 0.8204 (1.0666) loss_class_dn_0: 0.5004 (0.5255) loss_bbox_dn_0: 0.7129 (0.8721) loss_giou_dn_0: 0.9739 (1.1496) loss_class_dn_1: 0.5214 (0.5605) loss_bbox_dn_1: 0.6438 (0.8252) loss_giou_dn_1: 0.8773 (1.0880) loss_class_dn_2: 0.5574 (0.5831) loss_bbox_dn_2: 0.6210 (0.8128) loss_giou_dn_2: 0.8339 (1.0648) loss_class_dn_3: 0.5707 (0.5879) loss_bbox_dn_3: 0.6163 (0.8108) loss_giou_dn_3: 0.8211 (1.0620) loss_class_dn_4: 0.5767 (0.5878) loss_bbox_dn_4: 0.6159 (0.8115) loss_giou_dn_4: 0.8211 (1.0641) loss_class_hybrid: 1.0388 (0.9631) loss_bbox_hybrid: 0.3266 (0.6052) loss_giou_hybrid: 0.6727 (0.9449) loss_class_0_hybrid: 1.0527 (0.9310) loss_bbox_0_hybrid: 0.3707 (0.6677) loss_giou_0_hybrid: 0.7280 (1.0170) loss_class_1_hybrid: 1.0609 (0.9607) loss_bbox_1_hybrid: 0.3419 (0.6299) loss_giou_1_hybrid: 0.6882 (0.9725) loss_class_2_hybrid: 1.0492 (0.9715) loss_bbox_2_hybrid: 0.3285 (0.6149) loss_giou_2_hybrid: 0.6749 (0.9535) loss_class_3_hybrid: 1.0561 (0.9731) loss_bbox_3_hybrid: 0.3257 (0.6093) loss_giou_3_hybrid: 0.6713 (0.9477) loss_class_4_hybrid: 1.0423 (0.9674) loss_bbox_4_hybrid: 0.3267 (0.6073) loss_giou_4_hybrid: 0.6752 (0.9462) loss_class_enc_hybrid: 0.9412 (0.8534) loss_bbox_enc_hybrid: 0.4776 (0.7495) loss_giou_enc_hybrid: 0.8532 (1.1129) mem: 1034 max mem: 34360 [2024-01-14 12:57:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:58:44 det.util.engine] INFO: Epoch: [0] [2450/11727] eta: 2:33:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0056 loss: 43.2804 (51.4787) loss_class: 1.2467 (1.3466) loss_bbox: 0.3092 (0.5037) loss_giou: 0.6103 (0.8306) loss_class_0: 1.3390 (1.2363) loss_bbox_0: 0.3491 (0.5657) loss_giou_0: 0.6888 (0.9029) loss_class_1: 1.2824 (1.2616) loss_bbox_1: 0.3298 (0.5319) loss_giou_1: 0.6435 (0.8619) loss_class_2: 1.2295 (1.2737) loss_bbox_2: 0.3237 (0.5183) loss_giou_2: 0.6109 (0.8457) loss_class_3: 1.2025 (1.2895) loss_bbox_3: 0.3167 (0.5114) loss_giou_3: 0.6216 (0.8374) loss_class_4: 1.2139 (1.3114) loss_bbox_4: 0.3139 (0.5077) loss_giou_4: 0.6205 (0.8342) loss_class_enc: 1.2277 (1.1440) loss_bbox_enc: 0.4162 (0.6254) loss_giou_enc: 0.7971 (0.9745) loss_class_dn: 0.5734 (0.5852) loss_bbox_dn: 0.6009 (0.8086) loss_giou_dn: 0.8135 (1.0623) loss_class_dn_0: 0.4940 (0.5248) loss_bbox_dn_0: 0.7352 (0.8690) loss_giou_dn_0: 0.9892 (1.1469) loss_class_dn_1: 0.5301 (0.5598) loss_bbox_dn_1: 0.6290 (0.8216) loss_giou_dn_1: 0.8728 (1.0843) loss_class_dn_2: 0.5630 (0.5825) loss_bbox_dn_2: 0.6057 (0.8090) loss_giou_dn_2: 0.8262 (1.0606) loss_class_dn_3: 0.5655 (0.5875) loss_bbox_dn_3: 0.6016 (0.8070) loss_giou_dn_3: 0.8161 (1.0578) loss_class_dn_4: 0.5757 (0.5874) loss_bbox_dn_4: 0.6005 (0.8076) loss_giou_dn_4: 0.8123 (1.0598) loss_class_hybrid: 1.0387 (0.9646) loss_bbox_hybrid: 0.3631 (0.6004) loss_giou_hybrid: 0.6478 (0.9403) loss_class_0_hybrid: 1.0426 (0.9331) loss_bbox_0_hybrid: 0.3997 (0.6624) loss_giou_0_hybrid: 0.7271 (1.0123) loss_class_1_hybrid: 1.0244 (0.9625) loss_bbox_1_hybrid: 0.3756 (0.6248) loss_giou_1_hybrid: 0.6740 (0.9678) loss_class_2_hybrid: 1.0348 (0.9730) loss_bbox_2_hybrid: 0.3682 (0.6098) loss_giou_2_hybrid: 0.6530 (0.9488) loss_class_3_hybrid: 1.0151 (0.9743) loss_bbox_3_hybrid: 0.3670 (0.6044) loss_giou_3_hybrid: 0.6454 (0.9430) loss_class_4_hybrid: 1.0261 (0.9687) loss_bbox_4_hybrid: 0.3667 (0.6024) loss_giou_4_hybrid: 0.6484 (0.9415) loss_class_enc_hybrid: 0.9293 (0.8547) loss_bbox_enc_hybrid: 0.4897 (0.7445) loss_giou_enc_hybrid: 0.8978 (1.1091) mem: 1011 max mem: 34360 [2024-01-14 12:58:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 12:59:33 det.util.engine] INFO: Epoch: [0] [2500/11727] eta: 2:32:40 lr: 0.000100 data_time: 0.0028 iter_time: 0.9759 loss: 43.1101 (51.3175) loss_class: 1.3398 (1.3459) loss_bbox: 0.3010 (0.4998) loss_giou: 0.5648 (0.8258) loss_class_0: 1.4624 (1.2392) loss_bbox_0: 0.3269 (0.5613) loss_giou_0: 0.6176 (0.8978) loss_class_1: 1.3399 (1.2625) loss_bbox_1: 0.3032 (0.5277) loss_giou_1: 0.5957 (0.8571) loss_class_2: 1.2777 (1.2738) loss_bbox_2: 0.2994 (0.5142) loss_giou_2: 0.5821 (0.8410) loss_class_3: 1.3176 (1.2894) loss_bbox_3: 0.2940 (0.5074) loss_giou_3: 0.5822 (0.8327) loss_class_4: 1.2908 (1.3109) loss_bbox_4: 0.2970 (0.5038) loss_giou_4: 0.5690 (0.8295) loss_class_enc: 1.3189 (1.1464) loss_bbox_enc: 0.3892 (0.6212) loss_giou_enc: 0.7166 (0.9700) loss_class_dn: 0.5659 (0.5849) loss_bbox_dn: 0.5898 (0.8053) loss_giou_dn: 0.8151 (1.0576) loss_class_dn_0: 0.5110 (0.5245) loss_bbox_dn_0: 0.7494 (0.8668) loss_giou_dn_0: 0.9706 (1.1439) loss_class_dn_1: 0.5333 (0.5592) loss_bbox_dn_1: 0.6174 (0.8186) loss_giou_dn_1: 0.8679 (1.0802) loss_class_dn_2: 0.5522 (0.5821) loss_bbox_dn_2: 0.5903 (0.8058) loss_giou_dn_2: 0.8223 (1.0561) loss_class_dn_3: 0.5647 (0.5871) loss_bbox_dn_3: 0.5906 (0.8037) loss_giou_dn_3: 0.8200 (1.0532) loss_class_dn_4: 0.5693 (0.5871) loss_bbox_dn_4: 0.5895 (0.8044) loss_giou_dn_4: 0.8150 (1.0551) loss_class_hybrid: 1.0887 (0.9665) loss_bbox_hybrid: 0.3357 (0.5954) loss_giou_hybrid: 0.6233 (0.9349) loss_class_0_hybrid: 1.0775 (0.9359) loss_bbox_0_hybrid: 0.3638 (0.6570) loss_giou_0_hybrid: 0.6730 (1.0068) loss_class_1_hybrid: 1.1214 (0.9649) loss_bbox_1_hybrid: 0.3439 (0.6197) loss_giou_1_hybrid: 0.6476 (0.9623) loss_class_2_hybrid: 1.0830 (0.9750) loss_bbox_2_hybrid: 0.3416 (0.6048) loss_giou_2_hybrid: 0.6218 (0.9434) loss_class_3_hybrid: 1.0848 (0.9763) loss_bbox_3_hybrid: 0.3342 (0.5993) loss_giou_3_hybrid: 0.6225 (0.9376) loss_class_4_hybrid: 1.0867 (0.9705) loss_bbox_4_hybrid: 0.3328 (0.5975) loss_giou_4_hybrid: 0.6203 (0.9362) loss_class_enc_hybrid: 0.9901 (0.8567) loss_bbox_enc_hybrid: 0.4762 (0.7396) loss_giou_enc_hybrid: 0.8123 (1.1044) mem: 1031 max mem: 34360 [2024-01-14 12:59:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:00:23 det.util.engine] INFO: Epoch: [0] [2550/11727] eta: 2:31:51 lr: 0.000100 data_time: 0.0028 iter_time: 1.0177 loss: 43.1373 (51.1684) loss_class: 1.2613 (1.3450) loss_bbox: 0.2903 (0.4960) loss_giou: 0.6301 (0.8218) loss_class_0: 1.3075 (1.2411) loss_bbox_0: 0.3304 (0.5570) loss_giou_0: 0.6883 (0.8937) loss_class_1: 1.2602 (1.2633) loss_bbox_1: 0.3127 (0.5237) loss_giou_1: 0.6592 (0.8530) loss_class_2: 1.2170 (1.2740) loss_bbox_2: 0.2853 (0.5102) loss_giou_2: 0.6449 (0.8368) loss_class_3: 1.2547 (1.2895) loss_bbox_3: 0.2866 (0.5035) loss_giou_3: 0.6400 (0.8286) loss_class_4: 1.2409 (1.3103) loss_bbox_4: 0.2916 (0.4999) loss_giou_4: 0.6398 (0.8255) loss_class_enc: 1.2475 (1.1484) loss_bbox_enc: 0.3863 (0.6169) loss_giou_enc: 0.7744 (0.9664) loss_class_dn: 0.5489 (0.5846) loss_bbox_dn: 0.6773 (0.8019) loss_giou_dn: 0.8295 (1.0535) loss_class_dn_0: 0.4983 (0.5240) loss_bbox_dn_0: 0.7821 (0.8642) loss_giou_dn_0: 1.0004 (1.1413) loss_class_dn_1: 0.5213 (0.5587) loss_bbox_dn_1: 0.7203 (0.8154) loss_giou_dn_1: 0.8904 (1.0767) loss_class_dn_2: 0.5375 (0.5816) loss_bbox_dn_2: 0.6890 (0.8024) loss_giou_dn_2: 0.8346 (1.0523) loss_class_dn_3: 0.5498 (0.5868) loss_bbox_dn_3: 0.6777 (0.8003) loss_giou_dn_3: 0.8326 (1.0492) loss_class_dn_4: 0.5513 (0.5867) loss_bbox_dn_4: 0.6773 (0.8010) loss_giou_dn_4: 0.8297 (1.0511) loss_class_hybrid: 1.0649 (0.9683) loss_bbox_hybrid: 0.3413 (0.5907) loss_giou_hybrid: 0.6868 (0.9303) loss_class_0_hybrid: 1.0517 (0.9383) loss_bbox_0_hybrid: 0.3799 (0.6519) loss_giou_0_hybrid: 0.7675 (1.0022) loss_class_1_hybrid: 1.0109 (0.9667) loss_bbox_1_hybrid: 0.3558 (0.6148) loss_giou_1_hybrid: 0.7112 (0.9577) loss_class_2_hybrid: 1.0302 (0.9766) loss_bbox_2_hybrid: 0.3473 (0.6000) loss_giou_2_hybrid: 0.6935 (0.9388) loss_class_3_hybrid: 1.0692 (0.9779) loss_bbox_3_hybrid: 0.3441 (0.5946) loss_giou_3_hybrid: 0.6916 (0.9330) loss_class_4_hybrid: 1.0565 (0.9721) loss_bbox_4_hybrid: 0.3417 (0.5927) loss_giou_4_hybrid: 0.6908 (0.9316) loss_class_enc_hybrid: 0.9082 (0.8582) loss_bbox_enc_hybrid: 0.4812 (0.7349) loss_giou_enc_hybrid: 0.8960 (1.1006) mem: 1039 max mem: 34360 [2024-01-14 13:00:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:01:14 det.util.engine] INFO: Epoch: [0] [2600/11727] eta: 2:31:06 lr: 0.000100 data_time: 0.0029 iter_time: 1.0024 loss: 42.9999 (51.0019) loss_class: 1.3217 (1.3435) loss_bbox: 0.2629 (0.4920) loss_giou: 0.5734 (0.8179) loss_class_0: 1.4415 (1.2427) loss_bbox_0: 0.2975 (0.5524) loss_giou_0: 0.6237 (0.8896) loss_class_1: 1.3365 (1.2633) loss_bbox_1: 0.2809 (0.5194) loss_giou_1: 0.5744 (0.8490) loss_class_2: 1.3082 (1.2734) loss_bbox_2: 0.2737 (0.5060) loss_giou_2: 0.5697 (0.8329) loss_class_3: 1.3459 (1.2887) loss_bbox_3: 0.2718 (0.4993) loss_giou_3: 0.5722 (0.8247) loss_class_4: 1.2728 (1.3090) loss_bbox_4: 0.2679 (0.4958) loss_giou_4: 0.5719 (0.8216) loss_class_enc: 1.2798 (1.1497) loss_bbox_enc: 0.3654 (0.6124) loss_giou_enc: 0.6983 (0.9626) loss_class_dn: 0.5747 (0.5843) loss_bbox_dn: 0.6241 (0.7976) loss_giou_dn: 0.8133 (1.0493) loss_class_dn_0: 0.5027 (0.5235) loss_bbox_dn_0: 0.7219 (0.8607) loss_giou_dn_0: 0.9607 (1.1386) loss_class_dn_1: 0.5282 (0.5581) loss_bbox_dn_1: 0.6453 (0.8115) loss_giou_dn_1: 0.8608 (1.0731) loss_class_dn_2: 0.5594 (0.5811) loss_bbox_dn_2: 0.6269 (0.7983) loss_giou_dn_2: 0.8228 (1.0483) loss_class_dn_3: 0.5692 (0.5863) loss_bbox_dn_3: 0.6243 (0.7962) loss_giou_dn_3: 0.8179 (1.0451) loss_class_dn_4: 0.5649 (0.5864) loss_bbox_dn_4: 0.6244 (0.7968) loss_giou_dn_4: 0.8127 (1.0470) loss_class_hybrid: 1.1281 (0.9697) loss_bbox_hybrid: 0.3051 (0.5856) loss_giou_hybrid: 0.6323 (0.9258) loss_class_0_hybrid: 1.1067 (0.9403) loss_bbox_0_hybrid: 0.3421 (0.6463) loss_giou_0_hybrid: 0.6856 (0.9975) loss_class_1_hybrid: 1.1390 (0.9681) loss_bbox_1_hybrid: 0.3237 (0.6096) loss_giou_1_hybrid: 0.6567 (0.9532) loss_class_2_hybrid: 1.1020 (0.9777) loss_bbox_2_hybrid: 0.3130 (0.5948) loss_giou_2_hybrid: 0.6393 (0.9343) loss_class_3_hybrid: 1.1122 (0.9790) loss_bbox_3_hybrid: 0.3097 (0.5895) loss_giou_3_hybrid: 0.6351 (0.9285) loss_class_4_hybrid: 1.1194 (0.9733) loss_bbox_4_hybrid: 0.3055 (0.5876) loss_giou_4_hybrid: 0.6340 (0.9271) loss_class_enc_hybrid: 0.9583 (0.8594) loss_bbox_enc_hybrid: 0.4525 (0.7297) loss_giou_enc_hybrid: 0.8490 (1.0967) mem: 1016 max mem: 34360 [2024-01-14 13:01:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:02:04 det.util.engine] INFO: Epoch: [0] [2650/11727] eta: 2:30:17 lr: 0.000100 data_time: 0.0030 iter_time: 0.9959 loss: 44.0976 (50.8605) loss_class: 1.4004 (1.3439) loss_bbox: 0.2875 (0.4884) loss_giou: 0.5567 (0.8134) loss_class_0: 1.4284 (1.2456) loss_bbox_0: 0.3059 (0.5481) loss_giou_0: 0.6361 (0.8847) loss_class_1: 1.3853 (1.2650) loss_bbox_1: 0.3009 (0.5154) loss_giou_1: 0.6043 (0.8444) loss_class_2: 1.3266 (1.2743) loss_bbox_2: 0.3050 (0.5023) loss_giou_2: 0.5758 (0.8284) loss_class_3: 1.3389 (1.2893) loss_bbox_3: 0.2915 (0.4956) loss_giou_3: 0.5625 (0.8202) loss_class_4: 1.3665 (1.3096) loss_bbox_4: 0.2937 (0.4922) loss_giou_4: 0.5518 (0.8171) loss_class_enc: 1.2534 (1.1526) loss_bbox_enc: 0.4077 (0.6084) loss_giou_enc: 0.7186 (0.9583) loss_class_dn: 0.5814 (0.5843) loss_bbox_dn: 0.5854 (0.7945) loss_giou_dn: 0.8175 (1.0450) loss_class_dn_0: 0.5094 (0.5233) loss_bbox_dn_0: 0.7792 (0.8586) loss_giou_dn_0: 0.9824 (1.1357) loss_class_dn_1: 0.5403 (0.5579) loss_bbox_dn_1: 0.6251 (0.8086) loss_giou_dn_1: 0.8666 (1.0693) loss_class_dn_2: 0.5724 (0.5811) loss_bbox_dn_2: 0.5928 (0.7952) loss_giou_dn_2: 0.8295 (1.0441) loss_class_dn_3: 0.5789 (0.5863) loss_bbox_dn_3: 0.5865 (0.7931) loss_giou_dn_3: 0.8205 (1.0409) loss_class_dn_4: 0.5827 (0.5863) loss_bbox_dn_4: 0.5850 (0.7936) loss_giou_dn_4: 0.8170 (1.0426) loss_class_hybrid: 1.1208 (0.9722) loss_bbox_hybrid: 0.3321 (0.5810) loss_giou_hybrid: 0.6270 (0.9206) loss_class_0_hybrid: 1.1411 (0.9436) loss_bbox_0_hybrid: 0.3870 (0.6413) loss_giou_0_hybrid: 0.6870 (0.9921) loss_class_1_hybrid: 1.1166 (0.9708) loss_bbox_1_hybrid: 0.3532 (0.6048) loss_giou_1_hybrid: 0.6487 (0.9480) loss_class_2_hybrid: 1.0994 (0.9802) loss_bbox_2_hybrid: 0.3410 (0.5901) loss_giou_2_hybrid: 0.6376 (0.9291) loss_class_3_hybrid: 1.1274 (0.9813) loss_bbox_3_hybrid: 0.3383 (0.5848) loss_giou_3_hybrid: 0.6291 (0.9233) loss_class_4_hybrid: 1.1153 (0.9757) loss_bbox_4_hybrid: 0.3362 (0.5830) loss_giou_4_hybrid: 0.6289 (0.9219) loss_class_enc_hybrid: 0.9846 (0.8619) loss_bbox_enc_hybrid: 0.5085 (0.7251) loss_giou_enc_hybrid: 0.8309 (1.0921) mem: 1034 max mem: 34360 [2024-01-14 13:02:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:02:53 det.util.engine] INFO: Epoch: [0] [2700/11727] eta: 2:29:28 lr: 0.000100 data_time: 0.0034 iter_time: 1.0000 loss: 40.7526 (50.6969) loss_class: 1.1720 (1.3429) loss_bbox: 0.2663 (0.4846) loss_giou: 0.5999 (0.8094) loss_class_0: 1.2836 (1.2472) loss_bbox_0: 0.2860 (0.5437) loss_giou_0: 0.6402 (0.8803) loss_class_1: 1.2150 (1.2651) loss_bbox_1: 0.2776 (0.5114) loss_giou_1: 0.5954 (0.8402) loss_class_2: 1.1616 (1.2739) loss_bbox_2: 0.2667 (0.4983) loss_giou_2: 0.5970 (0.8243) loss_class_3: 1.1777 (1.2887) loss_bbox_3: 0.2651 (0.4917) loss_giou_3: 0.5940 (0.8161) loss_class_4: 1.1506 (1.3085) loss_bbox_4: 0.2647 (0.4884) loss_giou_4: 0.6118 (0.8131) loss_class_enc: 1.1917 (1.1539) loss_bbox_enc: 0.3345 (0.6040) loss_giou_enc: 0.7645 (0.9545) loss_class_dn: 0.5414 (0.5839) loss_bbox_dn: 0.5200 (0.7906) loss_giou_dn: 0.8034 (1.0408) loss_class_dn_0: 0.5031 (0.5229) loss_bbox_dn_0: 0.6168 (0.8556) loss_giou_dn_0: 0.9702 (1.1328) loss_class_dn_1: 0.5278 (0.5573) loss_bbox_dn_1: 0.5436 (0.8050) loss_giou_dn_1: 0.8558 (1.0656) loss_class_dn_2: 0.5417 (0.5805) loss_bbox_dn_2: 0.5216 (0.7914) loss_giou_dn_2: 0.8110 (1.0401) loss_class_dn_3: 0.5479 (0.5859) loss_bbox_dn_3: 0.5194 (0.7892) loss_giou_dn_3: 0.8054 (1.0367) loss_class_dn_4: 0.5427 (0.5859) loss_bbox_dn_4: 0.5200 (0.7897) loss_giou_dn_4: 0.8023 (1.0385) loss_class_hybrid: 0.9520 (0.9734) loss_bbox_hybrid: 0.2918 (0.5761) loss_giou_hybrid: 0.6656 (0.9159) loss_class_0_hybrid: 1.0000 (0.9453) loss_bbox_0_hybrid: 0.3317 (0.6361) loss_giou_0_hybrid: 0.7307 (0.9873) loss_class_1_hybrid: 0.9886 (0.9719) loss_bbox_1_hybrid: 0.3081 (0.5998) loss_giou_1_hybrid: 0.6849 (0.9433) loss_class_2_hybrid: 0.9728 (0.9811) loss_bbox_2_hybrid: 0.2951 (0.5852) loss_giou_2_hybrid: 0.6688 (0.9244) loss_class_3_hybrid: 0.9821 (0.9823) loss_bbox_3_hybrid: 0.2901 (0.5799) loss_giou_3_hybrid: 0.6647 (0.9186) loss_class_4_hybrid: 0.9602 (0.9767) loss_bbox_4_hybrid: 0.2926 (0.5782) loss_giou_4_hybrid: 0.6666 (0.9172) loss_class_enc_hybrid: 0.8659 (0.8630) loss_bbox_enc_hybrid: 0.4184 (0.7203) loss_giou_enc_hybrid: 0.8876 (1.0882) mem: 1020 max mem: 34360 [2024-01-14 13:02:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:03:43 det.util.engine] INFO: Epoch: [0] [2750/11727] eta: 2:28:39 lr: 0.000100 data_time: 0.0034 iter_time: 1.0048 loss: 41.9943 (50.5604) loss_class: 1.1756 (1.3412) loss_bbox: 0.2968 (0.4816) loss_giou: 0.5929 (0.8058) loss_class_0: 1.3122 (1.2494) loss_bbox_0: 0.3025 (0.5400) loss_giou_0: 0.6145 (0.8762) loss_class_1: 1.2419 (1.2655) loss_bbox_1: 0.2962 (0.5079) loss_giou_1: 0.6064 (0.8364) loss_class_2: 1.2046 (1.2736) loss_bbox_2: 0.2912 (0.4950) loss_giou_2: 0.5755 (0.8205) loss_class_3: 1.1775 (1.2879) loss_bbox_3: 0.2911 (0.4884) loss_giou_3: 0.5781 (0.8124) loss_class_4: 1.1685 (1.3072) loss_bbox_4: 0.2980 (0.4852) loss_giou_4: 0.5991 (0.8095) loss_class_enc: 1.1540 (1.1560) loss_bbox_enc: 0.3746 (0.6003) loss_giou_enc: 0.7237 (0.9506) loss_class_dn: 0.5515 (0.5836) loss_bbox_dn: 0.6039 (0.7880) loss_giou_dn: 0.8250 (1.0368) loss_class_dn_0: 0.4851 (0.5226) loss_bbox_dn_0: 0.7296 (0.8539) loss_giou_dn_0: 0.9915 (1.1302) loss_class_dn_1: 0.5124 (0.5568) loss_bbox_dn_1: 0.6283 (0.8026) loss_giou_dn_1: 0.8705 (1.0621) loss_class_dn_2: 0.5345 (0.5801) loss_bbox_dn_2: 0.6177 (0.7888) loss_giou_dn_2: 0.8332 (1.0363) loss_class_dn_3: 0.5463 (0.5855) loss_bbox_dn_3: 0.6055 (0.7866) loss_giou_dn_3: 0.8231 (1.0328) loss_class_dn_4: 0.5464 (0.5856) loss_bbox_dn_4: 0.6040 (0.7871) loss_giou_dn_4: 0.8239 (1.0345) loss_class_hybrid: 0.9753 (0.9749) loss_bbox_hybrid: 0.3326 (0.5720) loss_giou_hybrid: 0.6643 (0.9115) loss_class_0_hybrid: 1.0431 (0.9476) loss_bbox_0_hybrid: 0.3762 (0.6316) loss_giou_0_hybrid: 0.7154 (0.9828) loss_class_1_hybrid: 0.9942 (0.9736) loss_bbox_1_hybrid: 0.3525 (0.5956) loss_giou_1_hybrid: 0.6875 (0.9389) loss_class_2_hybrid: 1.0334 (0.9826) loss_bbox_2_hybrid: 0.3352 (0.5810) loss_giou_2_hybrid: 0.6672 (0.9200) loss_class_3_hybrid: 1.0185 (0.9837) loss_bbox_3_hybrid: 0.3274 (0.5758) loss_giou_3_hybrid: 0.6666 (0.9142) loss_class_4_hybrid: 0.9983 (0.9781) loss_bbox_4_hybrid: 0.3341 (0.5741) loss_giou_4_hybrid: 0.6642 (0.9128) loss_class_enc_hybrid: 0.8775 (0.8646) loss_bbox_enc_hybrid: 0.4659 (0.7162) loss_giou_enc_hybrid: 0.8567 (1.0843) mem: 1031 max mem: 34360 [2024-01-14 13:03:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:04:33 det.util.engine] INFO: Epoch: [0] [2800/11727] eta: 2:27:49 lr: 0.000100 data_time: 0.0028 iter_time: 1.0132 loss: 42.3980 (50.4175) loss_class: 1.2300 (1.3394) loss_bbox: 0.2828 (0.4784) loss_giou: 0.6089 (0.8027) loss_class_0: 1.3318 (1.2507) loss_bbox_0: 0.3088 (0.5362) loss_giou_0: 0.6576 (0.8727) loss_class_1: 1.3010 (1.2659) loss_bbox_1: 0.2872 (0.5042) loss_giou_1: 0.6212 (0.8331) loss_class_2: 1.2769 (1.2733) loss_bbox_2: 0.2828 (0.4915) loss_giou_2: 0.6110 (0.8172) loss_class_3: 1.2751 (1.2870) loss_bbox_3: 0.2796 (0.4851) loss_giou_3: 0.6092 (0.8092) loss_class_4: 1.2190 (1.3055) loss_bbox_4: 0.2918 (0.4820) loss_giou_4: 0.6090 (0.8064) loss_class_enc: 1.2048 (1.1573) loss_bbox_enc: 0.3733 (0.5964) loss_giou_enc: 0.7637 (0.9475) loss_class_dn: 0.5653 (0.5832) loss_bbox_dn: 0.5667 (0.7840) loss_giou_dn: 0.8152 (1.0331) loss_class_dn_0: 0.4981 (0.5222) loss_bbox_dn_0: 0.6469 (0.8508) loss_giou_dn_0: 0.9961 (1.1279) loss_class_dn_1: 0.5232 (0.5562) loss_bbox_dn_1: 0.5844 (0.7989) loss_giou_dn_1: 0.8766 (1.0589) loss_class_dn_2: 0.5537 (0.5796) loss_bbox_dn_2: 0.5679 (0.7850) loss_giou_dn_2: 0.8276 (1.0327) loss_class_dn_3: 0.5644 (0.5852) loss_bbox_dn_3: 0.5663 (0.7827) loss_giou_dn_3: 0.8150 (1.0292) loss_class_dn_4: 0.5621 (0.5851) loss_bbox_dn_4: 0.5666 (0.7832) loss_giou_dn_4: 0.8140 (1.0308) loss_class_hybrid: 0.9989 (0.9756) loss_bbox_hybrid: 0.3320 (0.5680) loss_giou_hybrid: 0.7104 (0.9079) loss_class_0_hybrid: 1.0007 (0.9489) loss_bbox_0_hybrid: 0.3731 (0.6270) loss_giou_0_hybrid: 0.7697 (0.9791) loss_class_1_hybrid: 1.0275 (0.9745) loss_bbox_1_hybrid: 0.3325 (0.5913) loss_giou_1_hybrid: 0.7410 (0.9352) loss_class_2_hybrid: 1.0161 (0.9833) loss_bbox_2_hybrid: 0.3274 (0.5768) loss_giou_2_hybrid: 0.7139 (0.9163) loss_class_3_hybrid: 1.0254 (0.9844) loss_bbox_3_hybrid: 0.3268 (0.5716) loss_giou_3_hybrid: 0.7086 (0.9106) loss_class_4_hybrid: 1.0009 (0.9787) loss_bbox_4_hybrid: 0.3289 (0.5699) loss_giou_4_hybrid: 0.7065 (0.9092) loss_class_enc_hybrid: 0.8971 (0.8656) loss_bbox_enc_hybrid: 0.4752 (0.7119) loss_giou_enc_hybrid: 0.9025 (1.0812) mem: 1022 max mem: 34360 [2024-01-14 13:04:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:05:23 det.util.engine] INFO: Epoch: [0] [2850/11727] eta: 2:27:00 lr: 0.000100 data_time: 0.0029 iter_time: 0.9789 loss: 41.7476 (50.2793) loss_class: 1.1780 (1.3373) loss_bbox: 0.3088 (0.4754) loss_giou: 0.6508 (0.7997) loss_class_0: 1.2791 (1.2516) loss_bbox_0: 0.3420 (0.5326) loss_giou_0: 0.6670 (0.8694) loss_class_1: 1.2512 (1.2659) loss_bbox_1: 0.3336 (0.5009) loss_giou_1: 0.6365 (0.8299) loss_class_2: 1.1822 (1.2723) loss_bbox_2: 0.3175 (0.4884) loss_giou_2: 0.6349 (0.8140) loss_class_3: 1.1597 (1.2857) loss_bbox_3: 0.3127 (0.4820) loss_giou_3: 0.6412 (0.8061) loss_class_4: 1.1285 (1.3037) loss_bbox_4: 0.3118 (0.4790) loss_giou_4: 0.6394 (0.8033) loss_class_enc: 1.2167 (1.1582) loss_bbox_enc: 0.3765 (0.5929) loss_giou_enc: 0.7596 (0.9446) loss_class_dn: 0.5344 (0.5827) loss_bbox_dn: 0.5822 (0.7806) loss_giou_dn: 0.8407 (1.0295) loss_class_dn_0: 0.4978 (0.5219) loss_bbox_dn_0: 0.6756 (0.8479) loss_giou_dn_0: 0.9871 (1.1255) loss_class_dn_1: 0.5118 (0.5557) loss_bbox_dn_1: 0.5993 (0.7957) loss_giou_dn_1: 0.8910 (1.0558) loss_class_dn_2: 0.5307 (0.5790) loss_bbox_dn_2: 0.5806 (0.7816) loss_giou_dn_2: 0.8434 (1.0293) loss_class_dn_3: 0.5273 (0.5846) loss_bbox_dn_3: 0.5805 (0.7793) loss_giou_dn_3: 0.8406 (1.0257) loss_class_dn_4: 0.5275 (0.5846) loss_bbox_dn_4: 0.5823 (0.7798) loss_giou_dn_4: 0.8405 (1.0273) loss_class_hybrid: 0.9965 (0.9762) loss_bbox_hybrid: 0.3655 (0.5642) loss_giou_hybrid: 0.6978 (0.9043) loss_class_0_hybrid: 1.0412 (0.9502) loss_bbox_0_hybrid: 0.4071 (0.6228) loss_giou_0_hybrid: 0.7435 (0.9754) loss_class_1_hybrid: 1.0104 (0.9753) loss_bbox_1_hybrid: 0.3814 (0.5874) loss_giou_1_hybrid: 0.7368 (0.9317) loss_class_2_hybrid: 1.0032 (0.9838) loss_bbox_2_hybrid: 0.3721 (0.5730) loss_giou_2_hybrid: 0.7070 (0.9127) loss_class_3_hybrid: 0.9774 (0.9848) loss_bbox_3_hybrid: 0.3670 (0.5678) loss_giou_3_hybrid: 0.7001 (0.9070) loss_class_4_hybrid: 0.9897 (0.9791) loss_bbox_4_hybrid: 0.3661 (0.5662) loss_giou_4_hybrid: 0.7009 (0.9057) loss_class_enc_hybrid: 0.9263 (0.8664) loss_bbox_enc_hybrid: 0.4990 (0.7079) loss_giou_enc_hybrid: 0.8869 (1.0782) mem: 1022 max mem: 34360 [2024-01-14 13:05:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:06:12 det.util.engine] INFO: Epoch: [0] [2900/11727] eta: 2:26:09 lr: 0.000100 data_time: 0.0030 iter_time: 0.9661 loss: 42.0478 (50.1479) loss_class: 1.2141 (1.3359) loss_bbox: 0.2803 (0.4725) loss_giou: 0.6125 (0.7964) loss_class_0: 1.3738 (1.2536) loss_bbox_0: 0.3106 (0.5291) loss_giou_0: 0.6488 (0.8656) loss_class_1: 1.2719 (1.2662) loss_bbox_1: 0.2958 (0.4977) loss_giou_1: 0.6185 (0.8262) loss_class_2: 1.2146 (1.2723) loss_bbox_2: 0.2822 (0.4852) loss_giou_2: 0.6133 (0.8105) loss_class_3: 1.1634 (1.2850) loss_bbox_3: 0.2897 (0.4790) loss_giou_3: 0.6078 (0.8027) loss_class_4: 1.1740 (1.3025) loss_bbox_4: 0.2839 (0.4760) loss_giou_4: 0.6140 (0.8000) loss_class_enc: 1.2245 (1.1597) loss_bbox_enc: 0.3829 (0.5895) loss_giou_enc: 0.7303 (0.9413) loss_class_dn: 0.5602 (0.5824) loss_bbox_dn: 0.6130 (0.7777) loss_giou_dn: 0.8036 (1.0259) loss_class_dn_0: 0.5017 (0.5215) loss_bbox_dn_0: 0.7170 (0.8457) loss_giou_dn_0: 0.9767 (1.1231) loss_class_dn_1: 0.5251 (0.5551) loss_bbox_dn_1: 0.6413 (0.7929) loss_giou_dn_1: 0.8710 (1.0527) loss_class_dn_2: 0.5642 (0.5786) loss_bbox_dn_2: 0.6218 (0.7787) loss_giou_dn_2: 0.8155 (1.0259) loss_class_dn_3: 0.5753 (0.5843) loss_bbox_dn_3: 0.6145 (0.7764) loss_giou_dn_3: 0.8047 (1.0222) loss_class_dn_4: 0.5641 (0.5842) loss_bbox_dn_4: 0.6130 (0.7769) loss_giou_dn_4: 0.8019 (1.0237) loss_class_hybrid: 0.9901 (0.9772) loss_bbox_hybrid: 0.3514 (0.5605) loss_giou_hybrid: 0.6946 (0.9004) loss_class_0_hybrid: 1.0027 (0.9519) loss_bbox_0_hybrid: 0.3772 (0.6186) loss_giou_0_hybrid: 0.7521 (0.9712) loss_class_1_hybrid: 0.9970 (0.9765) loss_bbox_1_hybrid: 0.3657 (0.5834) loss_giou_1_hybrid: 0.7087 (0.9276) loss_class_2_hybrid: 0.9955 (0.9848) loss_bbox_2_hybrid: 0.3598 (0.5691) loss_giou_2_hybrid: 0.7023 (0.9087) loss_class_3_hybrid: 0.9715 (0.9856) loss_bbox_3_hybrid: 0.3532 (0.5641) loss_giou_3_hybrid: 0.6896 (0.9030) loss_class_4_hybrid: 0.9893 (0.9801) loss_bbox_4_hybrid: 0.3552 (0.5624) loss_giou_4_hybrid: 0.6919 (0.9017) loss_class_enc_hybrid: 0.9112 (0.8676) loss_bbox_enc_hybrid: 0.4660 (0.7040) loss_giou_enc_hybrid: 0.9024 (1.0748) mem: 1037 max mem: 34360 [2024-01-14 13:06:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:07:02 det.util.engine] INFO: Epoch: [0] [2950/11727] eta: 2:25:20 lr: 0.000100 data_time: 0.0029 iter_time: 1.0029 loss: 41.5322 (50.0097) loss_class: 1.2070 (1.3347) loss_bbox: 0.2697 (0.4694) loss_giou: 0.6043 (0.7929) loss_class_0: 1.3235 (1.2550) loss_bbox_0: 0.2985 (0.5254) loss_giou_0: 0.6408 (0.8619) loss_class_1: 1.2626 (1.2665) loss_bbox_1: 0.2734 (0.4942) loss_giou_1: 0.6292 (0.8226) loss_class_2: 1.2456 (1.2719) loss_bbox_2: 0.2640 (0.4819) loss_giou_2: 0.6093 (0.8070) loss_class_3: 1.2195 (1.2844) loss_bbox_3: 0.2684 (0.4757) loss_giou_3: 0.6123 (0.7991) loss_class_4: 1.2061 (1.3015) loss_bbox_4: 0.2682 (0.4729) loss_giou_4: 0.6134 (0.7965) loss_class_enc: 1.2324 (1.1612) loss_bbox_enc: 0.3782 (0.5858) loss_giou_enc: 0.7544 (0.9380) loss_class_dn: 0.5468 (0.5820) loss_bbox_dn: 0.5867 (0.7744) loss_giou_dn: 0.8235 (1.0222) loss_class_dn_0: 0.4908 (0.5212) loss_bbox_dn_0: 0.7226 (0.8431) loss_giou_dn_0: 0.9891 (1.1206) loss_class_dn_1: 0.5137 (0.5546) loss_bbox_dn_1: 0.6353 (0.7898) loss_giou_dn_1: 0.8683 (1.0494) loss_class_dn_2: 0.5298 (0.5781) loss_bbox_dn_2: 0.6050 (0.7755) loss_giou_dn_2: 0.8365 (1.0223) loss_class_dn_3: 0.5428 (0.5839) loss_bbox_dn_3: 0.5879 (0.7732) loss_giou_dn_3: 0.8252 (1.0185) loss_class_dn_4: 0.5490 (0.5839) loss_bbox_dn_4: 0.5868 (0.7736) loss_giou_dn_4: 0.8233 (1.0200) loss_class_hybrid: 1.0269 (0.9781) loss_bbox_hybrid: 0.3062 (0.5566) loss_giou_hybrid: 0.6555 (0.8964) loss_class_0_hybrid: 1.0021 (0.9536) loss_bbox_0_hybrid: 0.3487 (0.6143) loss_giou_0_hybrid: 0.7077 (0.9671) loss_class_1_hybrid: 0.9800 (0.9778) loss_bbox_1_hybrid: 0.3187 (0.5794) loss_giou_1_hybrid: 0.6658 (0.9236) loss_class_2_hybrid: 1.0057 (0.9857) loss_bbox_2_hybrid: 0.3076 (0.5652) loss_giou_2_hybrid: 0.6583 (0.9047) loss_class_3_hybrid: 1.0181 (0.9864) loss_bbox_3_hybrid: 0.3061 (0.5601) loss_giou_3_hybrid: 0.6593 (0.8990) loss_class_4_hybrid: 1.0342 (0.9809) loss_bbox_4_hybrid: 0.3090 (0.5585) loss_giou_4_hybrid: 0.6575 (0.8977) loss_class_enc_hybrid: 0.9259 (0.8687) loss_bbox_enc_hybrid: 0.4793 (0.6999) loss_giou_enc_hybrid: 0.8777 (1.0713) mem: 1017 max mem: 34360 [2024-01-14 13:07:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:07:52 det.util.engine] INFO: Epoch: [0] [3000/11727] eta: 2:24:31 lr: 0.000100 data_time: 0.0028 iter_time: 0.9955 loss: 41.0901 (49.8741) loss_class: 1.1760 (1.3327) loss_bbox: 0.2837 (0.4665) loss_giou: 0.5768 (0.7897) loss_class_0: 1.2893 (1.2562) loss_bbox_0: 0.3058 (0.5220) loss_giou_0: 0.6322 (0.8584) loss_class_1: 1.3004 (1.2667) loss_bbox_1: 0.2945 (0.4910) loss_giou_1: 0.5894 (0.8191) loss_class_2: 1.2015 (1.2713) loss_bbox_2: 0.2942 (0.4788) loss_giou_2: 0.5853 (0.8036) loss_class_3: 1.1994 (1.2834) loss_bbox_3: 0.2805 (0.4727) loss_giou_3: 0.5743 (0.7958) loss_class_4: 1.1490 (1.2998) loss_bbox_4: 0.2815 (0.4699) loss_giou_4: 0.5814 (0.7932) loss_class_enc: 1.2552 (1.1625) loss_bbox_enc: 0.3552 (0.5825) loss_giou_enc: 0.7041 (0.9347) loss_class_dn: 0.5453 (0.5815) loss_bbox_dn: 0.5904 (0.7715) loss_giou_dn: 0.7931 (1.0184) loss_class_dn_0: 0.5046 (0.5209) loss_bbox_dn_0: 0.6699 (0.8409) loss_giou_dn_0: 0.9474 (1.1180) loss_class_dn_1: 0.5280 (0.5541) loss_bbox_dn_1: 0.6074 (0.7872) loss_giou_dn_1: 0.8433 (1.0461) loss_class_dn_2: 0.5452 (0.5776) loss_bbox_dn_2: 0.5920 (0.7727) loss_giou_dn_2: 0.7997 (1.0187) loss_class_dn_3: 0.5528 (0.5833) loss_bbox_dn_3: 0.5904 (0.7703) loss_giou_dn_3: 0.7931 (1.0148) loss_class_dn_4: 0.5438 (0.5833) loss_bbox_dn_4: 0.5907 (0.7708) loss_giou_dn_4: 0.7924 (1.0163) loss_class_hybrid: 0.9929 (0.9786) loss_bbox_hybrid: 0.3217 (0.5529) loss_giou_hybrid: 0.6258 (0.8926) loss_class_0_hybrid: 1.0099 (0.9549) loss_bbox_0_hybrid: 0.3403 (0.6102) loss_giou_0_hybrid: 0.6860 (0.9632) loss_class_1_hybrid: 1.0231 (0.9786) loss_bbox_1_hybrid: 0.3240 (0.5755) loss_giou_1_hybrid: 0.6571 (0.9198) loss_class_2_hybrid: 1.0023 (0.9862) loss_bbox_2_hybrid: 0.3233 (0.5614) loss_giou_2_hybrid: 0.6378 (0.9009) loss_class_3_hybrid: 0.9981 (0.9867) loss_bbox_3_hybrid: 0.3262 (0.5564) loss_giou_3_hybrid: 0.6306 (0.8952) loss_class_4_hybrid: 0.9916 (0.9813) loss_bbox_4_hybrid: 0.3263 (0.5548) loss_giou_4_hybrid: 0.6291 (0.8939) loss_class_enc_hybrid: 0.9246 (0.8696) loss_bbox_enc_hybrid: 0.4523 (0.6962) loss_giou_enc_hybrid: 0.8304 (1.0681) mem: 1025 max mem: 34360 [2024-01-14 13:07:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:08:43 det.util.engine] INFO: Epoch: [0] [3050/11727] eta: 2:23:45 lr: 0.000100 data_time: 0.0027 iter_time: 1.0092 loss: 40.4629 (49.7390) loss_class: 1.1834 (1.3308) loss_bbox: 0.2695 (0.4634) loss_giou: 0.5831 (0.7868) loss_class_0: 1.2870 (1.2569) loss_bbox_0: 0.2803 (0.5184) loss_giou_0: 0.6559 (0.8552) loss_class_1: 1.2427 (1.2664) loss_bbox_1: 0.2698 (0.4876) loss_giou_1: 0.5964 (0.8161) loss_class_2: 1.2452 (1.2705) loss_bbox_2: 0.2555 (0.4756) loss_giou_2: 0.5781 (0.8006) loss_class_3: 1.1838 (1.2822) loss_bbox_3: 0.2614 (0.4695) loss_giou_3: 0.5847 (0.7929) loss_class_4: 1.1592 (1.2982) loss_bbox_4: 0.2674 (0.4668) loss_giou_4: 0.5842 (0.7904) loss_class_enc: 1.1926 (1.1632) loss_bbox_enc: 0.3300 (0.5789) loss_giou_enc: 0.7533 (0.9320) loss_class_dn: 0.5366 (0.5808) loss_bbox_dn: 0.5241 (0.7682) loss_giou_dn: 0.8192 (1.0152) loss_class_dn_0: 0.4974 (0.5204) loss_bbox_dn_0: 0.6493 (0.8382) loss_giou_dn_0: 0.9910 (1.1158) loss_class_dn_1: 0.5119 (0.5535) loss_bbox_dn_1: 0.5416 (0.7840) loss_giou_dn_1: 0.8776 (1.0433) loss_class_dn_2: 0.5302 (0.5769) loss_bbox_dn_2: 0.5265 (0.7694) loss_giou_dn_2: 0.8284 (1.0156) loss_class_dn_3: 0.5343 (0.5828) loss_bbox_dn_3: 0.5248 (0.7670) loss_giou_dn_3: 0.8195 (1.0116) loss_class_dn_4: 0.5333 (0.5827) loss_bbox_dn_4: 0.5244 (0.7675) loss_giou_dn_4: 0.8194 (1.0131) loss_class_hybrid: 0.9807 (0.9788) loss_bbox_hybrid: 0.3063 (0.5492) loss_giou_hybrid: 0.6709 (0.8894) loss_class_0_hybrid: 1.0165 (0.9557) loss_bbox_0_hybrid: 0.3320 (0.6062) loss_giou_0_hybrid: 0.7574 (0.9599) loss_class_1_hybrid: 0.9998 (0.9790) loss_bbox_1_hybrid: 0.3246 (0.5717) loss_giou_1_hybrid: 0.7111 (0.9166) loss_class_2_hybrid: 0.9839 (0.9862) loss_bbox_2_hybrid: 0.3113 (0.5576) loss_giou_2_hybrid: 0.6735 (0.8977) loss_class_3_hybrid: 0.9611 (0.9868) loss_bbox_3_hybrid: 0.3089 (0.5527) loss_giou_3_hybrid: 0.6687 (0.8921) loss_class_4_hybrid: 0.9663 (0.9814) loss_bbox_4_hybrid: 0.3061 (0.5511) loss_giou_4_hybrid: 0.6699 (0.8908) loss_class_enc_hybrid: 0.9208 (0.8699) loss_bbox_enc_hybrid: 0.4278 (0.6924) loss_giou_enc_hybrid: 0.8991 (1.0654) mem: 1024 max mem: 34360 [2024-01-14 13:08:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:09:32 det.util.engine] INFO: Epoch: [0] [3100/11727] eta: 2:22:55 lr: 0.000100 data_time: 0.0027 iter_time: 0.9928 loss: 41.9146 (49.6103) loss_class: 1.2206 (1.3289) loss_bbox: 0.2941 (0.4607) loss_giou: 0.5813 (0.7840) loss_class_0: 1.3507 (1.2577) loss_bbox_0: 0.3319 (0.5151) loss_giou_0: 0.6437 (0.8520) loss_class_1: 1.2635 (1.2664) loss_bbox_1: 0.3044 (0.4846) loss_giou_1: 0.6198 (0.8131) loss_class_2: 1.2397 (1.2698) loss_bbox_2: 0.2993 (0.4727) loss_giou_2: 0.5920 (0.7976) loss_class_3: 1.2459 (1.2809) loss_bbox_3: 0.2934 (0.4667) loss_giou_3: 0.5888 (0.7899) loss_class_4: 1.2054 (1.2965) loss_bbox_4: 0.2933 (0.4641) loss_giou_4: 0.5875 (0.7875) loss_class_enc: 1.2691 (1.1643) loss_bbox_enc: 0.3804 (0.5756) loss_giou_enc: 0.7255 (0.9290) loss_class_dn: 0.5823 (0.5806) loss_bbox_dn: 0.5778 (0.7651) loss_giou_dn: 0.7874 (1.0118) loss_class_dn_0: 0.5045 (0.5203) loss_bbox_dn_0: 0.7005 (0.8357) loss_giou_dn_0: 0.9546 (1.1134) loss_class_dn_1: 0.5402 (0.5532) loss_bbox_dn_1: 0.6288 (0.7811) loss_giou_dn_1: 0.8542 (1.0403) loss_class_dn_2: 0.5714 (0.5766) loss_bbox_dn_2: 0.5826 (0.7664) loss_giou_dn_2: 0.7923 (1.0124) loss_class_dn_3: 0.5803 (0.5825) loss_bbox_dn_3: 0.5787 (0.7640) loss_giou_dn_3: 0.7863 (1.0083) loss_class_dn_4: 0.5820 (0.5825) loss_bbox_dn_4: 0.5779 (0.7644) loss_giou_dn_4: 0.7873 (1.0097) loss_class_hybrid: 1.0257 (0.9792) loss_bbox_hybrid: 0.3248 (0.5458) loss_giou_hybrid: 0.6201 (0.8860) loss_class_0_hybrid: 1.0582 (0.9568) loss_bbox_0_hybrid: 0.3730 (0.6024) loss_giou_0_hybrid: 0.7018 (0.9563) loss_class_1_hybrid: 1.0510 (0.9794) loss_bbox_1_hybrid: 0.3452 (0.5681) loss_giou_1_hybrid: 0.6507 (0.9131) loss_class_2_hybrid: 1.0508 (0.9866) loss_bbox_2_hybrid: 0.3306 (0.5541) loss_giou_2_hybrid: 0.6286 (0.8943) loss_class_3_hybrid: 1.0308 (0.9871) loss_bbox_3_hybrid: 0.3213 (0.5492) loss_giou_3_hybrid: 0.6303 (0.8886) loss_class_4_hybrid: 1.0141 (0.9817) loss_bbox_4_hybrid: 0.3247 (0.5477) loss_giou_4_hybrid: 0.6241 (0.8873) loss_class_enc_hybrid: 0.9459 (0.8707) loss_bbox_enc_hybrid: 0.4731 (0.6887) loss_giou_enc_hybrid: 0.8513 (1.0622) mem: 1017 max mem: 34360 [2024-01-14 13:09:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:10:22 det.util.engine] INFO: Epoch: [0] [3150/11727] eta: 2:22:04 lr: 0.000100 data_time: 0.0028 iter_time: 0.9803 loss: 42.0464 (49.4962) loss_class: 1.2227 (1.3272) loss_bbox: 0.3005 (0.4584) loss_giou: 0.6290 (0.7812) loss_class_0: 1.2888 (1.2586) loss_bbox_0: 0.3270 (0.5123) loss_giou_0: 0.6584 (0.8490) loss_class_1: 1.2317 (1.2666) loss_bbox_1: 0.3060 (0.4821) loss_giou_1: 0.6459 (0.8102) loss_class_2: 1.1998 (1.2691) loss_bbox_2: 0.3057 (0.4702) loss_giou_2: 0.6347 (0.7947) loss_class_3: 1.1895 (1.2799) loss_bbox_3: 0.3061 (0.4643) loss_giou_3: 0.6342 (0.7871) loss_class_4: 1.1986 (1.2949) loss_bbox_4: 0.3006 (0.4618) loss_giou_4: 0.6357 (0.7847) loss_class_enc: 1.1999 (1.1654) loss_bbox_enc: 0.3880 (0.5727) loss_giou_enc: 0.7596 (0.9262) loss_class_dn: 0.5744 (0.5803) loss_bbox_dn: 0.6081 (0.7626) loss_giou_dn: 0.8203 (1.0087) loss_class_dn_0: 0.4922 (0.5200) loss_bbox_dn_0: 0.7173 (0.8337) loss_giou_dn_0: 0.9779 (1.1113) loss_class_dn_1: 0.5211 (0.5528) loss_bbox_dn_1: 0.6316 (0.7787) loss_giou_dn_1: 0.8645 (1.0375) loss_class_dn_2: 0.5565 (0.5762) loss_bbox_dn_2: 0.6066 (0.7639) loss_giou_dn_2: 0.8251 (1.0094) loss_class_dn_3: 0.5611 (0.5821) loss_bbox_dn_3: 0.6085 (0.7615) loss_giou_dn_3: 0.8218 (1.0053) loss_class_dn_4: 0.5715 (0.5822) loss_bbox_dn_4: 0.6078 (0.7619) loss_giou_dn_4: 0.8203 (1.0067) loss_class_hybrid: 1.0190 (0.9798) loss_bbox_hybrid: 0.3294 (0.5427) loss_giou_hybrid: 0.6671 (0.8827) loss_class_0_hybrid: 1.0196 (0.9581) loss_bbox_0_hybrid: 0.3623 (0.5989) loss_giou_0_hybrid: 0.7305 (0.9528) loss_class_1_hybrid: 1.0006 (0.9803) loss_bbox_1_hybrid: 0.3404 (0.5649) loss_giou_1_hybrid: 0.6928 (0.9098) loss_class_2_hybrid: 1.0169 (0.9871) loss_bbox_2_hybrid: 0.3340 (0.5510) loss_giou_2_hybrid: 0.6843 (0.8909) loss_class_3_hybrid: 1.0061 (0.9876) loss_bbox_3_hybrid: 0.3311 (0.5461) loss_giou_3_hybrid: 0.6720 (0.8853) loss_class_4_hybrid: 0.9995 (0.9822) loss_bbox_4_hybrid: 0.3307 (0.5446) loss_giou_4_hybrid: 0.6680 (0.8840) loss_class_enc_hybrid: 0.8912 (0.8717) loss_bbox_enc_hybrid: 0.4836 (0.6853) loss_giou_enc_hybrid: 0.8634 (1.0593) mem: 1033 max mem: 34360 [2024-01-14 13:10:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:11:12 det.util.engine] INFO: Epoch: [0] [3200/11727] eta: 2:21:16 lr: 0.000100 data_time: 0.0030 iter_time: 1.0047 loss: 42.0034 (49.3757) loss_class: 1.1740 (1.3249) loss_bbox: 0.3117 (0.4559) loss_giou: 0.5665 (0.7786) loss_class_0: 1.2616 (1.2593) loss_bbox_0: 0.3312 (0.5093) loss_giou_0: 0.6118 (0.8461) loss_class_1: 1.2349 (1.2666) loss_bbox_1: 0.3004 (0.4792) loss_giou_1: 0.5786 (0.8074) loss_class_2: 1.1616 (1.2683) loss_bbox_2: 0.3020 (0.4675) loss_giou_2: 0.5790 (0.7920) loss_class_3: 1.1507 (1.2785) loss_bbox_3: 0.3150 (0.4616) loss_giou_3: 0.5797 (0.7845) loss_class_4: 1.1199 (1.2929) loss_bbox_4: 0.3120 (0.4592) loss_giou_4: 0.5652 (0.7821) loss_class_enc: 1.1586 (1.1662) loss_bbox_enc: 0.3739 (0.5698) loss_giou_enc: 0.7063 (0.9236) loss_class_dn: 0.5688 (0.5799) loss_bbox_dn: 0.5808 (0.7599) loss_giou_dn: 0.7950 (1.0055) loss_class_dn_0: 0.5016 (0.5197) loss_bbox_dn_0: 0.7066 (0.8315) loss_giou_dn_0: 0.9724 (1.1091) loss_class_dn_1: 0.5268 (0.5523) loss_bbox_dn_1: 0.5795 (0.7762) loss_giou_dn_1: 0.8508 (1.0347) loss_class_dn_2: 0.5499 (0.5757) loss_bbox_dn_2: 0.5802 (0.7612) loss_giou_dn_2: 0.7996 (1.0063) loss_class_dn_3: 0.5605 (0.5817) loss_bbox_dn_3: 0.5790 (0.7587) loss_giou_dn_3: 0.7965 (1.0021) loss_class_dn_4: 0.5692 (0.5817) loss_bbox_dn_4: 0.5806 (0.7591) loss_giou_dn_4: 0.7941 (1.0035) loss_class_hybrid: 1.0044 (0.9800) loss_bbox_hybrid: 0.3440 (0.5395) loss_giou_hybrid: 0.6375 (0.8795) loss_class_0_hybrid: 1.0310 (0.9591) loss_bbox_0_hybrid: 0.3812 (0.5953) loss_giou_0_hybrid: 0.6980 (0.9494) loss_class_1_hybrid: 1.0228 (0.9810) loss_bbox_1_hybrid: 0.3506 (0.5615) loss_giou_1_hybrid: 0.6516 (0.9065) loss_class_2_hybrid: 0.9835 (0.9875) loss_bbox_2_hybrid: 0.3549 (0.5476) loss_giou_2_hybrid: 0.6387 (0.8877) loss_class_3_hybrid: 0.9712 (0.9878) loss_bbox_3_hybrid: 0.3432 (0.5428) loss_giou_3_hybrid: 0.6363 (0.8821) loss_class_4_hybrid: 0.9921 (0.9825) loss_bbox_4_hybrid: 0.3425 (0.5413) loss_giou_4_hybrid: 0.6367 (0.8808) loss_class_enc_hybrid: 0.8879 (0.8723) loss_bbox_enc_hybrid: 0.4765 (0.6820) loss_giou_enc_hybrid: 0.8394 (1.0566) mem: 1023 max mem: 34360 [2024-01-14 13:11:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:12:03 det.util.engine] INFO: Epoch: [0] [3250/11727] eta: 2:20:28 lr: 0.000100 data_time: 0.0032 iter_time: 0.9949 loss: 40.7760 (49.2531) loss_class: 1.1388 (1.3231) loss_bbox: 0.2737 (0.4534) loss_giou: 0.5801 (0.7757) loss_class_0: 1.2945 (1.2602) loss_bbox_0: 0.2839 (0.5063) loss_giou_0: 0.6273 (0.8429) loss_class_1: 1.2181 (1.2664) loss_bbox_1: 0.2724 (0.4764) loss_giou_1: 0.6043 (0.8043) loss_class_2: 1.1565 (1.2675) loss_bbox_2: 0.2745 (0.4648) loss_giou_2: 0.5865 (0.7890) loss_class_3: 1.1521 (1.2775) loss_bbox_3: 0.2720 (0.4590) loss_giou_3: 0.5740 (0.7815) loss_class_4: 1.1485 (1.2913) loss_bbox_4: 0.2771 (0.4566) loss_giou_4: 0.5893 (0.7792) loss_class_enc: 1.2283 (1.1673) loss_bbox_enc: 0.3543 (0.5668) loss_giou_enc: 0.7702 (0.9207) loss_class_dn: 0.5513 (0.5797) loss_bbox_dn: 0.5195 (0.7570) loss_giou_dn: 0.7968 (1.0022) loss_class_dn_0: 0.4975 (0.5196) loss_bbox_dn_0: 0.5908 (0.8293) loss_giou_dn_0: 0.9856 (1.1069) loss_class_dn_1: 0.5169 (0.5520) loss_bbox_dn_1: 0.5303 (0.7735) loss_giou_dn_1: 0.8617 (1.0318) loss_class_dn_2: 0.5350 (0.5754) loss_bbox_dn_2: 0.5195 (0.7584) loss_giou_dn_2: 0.8043 (1.0032) loss_class_dn_3: 0.5449 (0.5815) loss_bbox_dn_3: 0.5217 (0.7559) loss_giou_dn_3: 0.7983 (0.9989) loss_class_dn_4: 0.5524 (0.5815) loss_bbox_dn_4: 0.5194 (0.7563) loss_giou_dn_4: 0.7968 (1.0002) loss_class_hybrid: 0.9762 (0.9805) loss_bbox_hybrid: 0.3011 (0.5362) loss_giou_hybrid: 0.6474 (0.8761) loss_class_0_hybrid: 1.0187 (0.9603) loss_bbox_0_hybrid: 0.3384 (0.5917) loss_giou_0_hybrid: 0.7115 (0.9458) loss_class_1_hybrid: 0.9677 (0.9816) loss_bbox_1_hybrid: 0.3218 (0.5581) loss_giou_1_hybrid: 0.6760 (0.9031) loss_class_2_hybrid: 0.9699 (0.9880) loss_bbox_2_hybrid: 0.3085 (0.5443) loss_giou_2_hybrid: 0.6528 (0.8843) loss_class_3_hybrid: 0.9400 (0.9881) loss_bbox_3_hybrid: 0.2993 (0.5396) loss_giou_3_hybrid: 0.6497 (0.8787) loss_class_4_hybrid: 0.9714 (0.9828) loss_bbox_4_hybrid: 0.3023 (0.5381) loss_giou_4_hybrid: 0.6501 (0.8774) loss_class_enc_hybrid: 0.8879 (0.8732) loss_bbox_enc_hybrid: 0.4298 (0.6786) loss_giou_enc_hybrid: 0.8544 (1.0535) mem: 1026 max mem: 34360 [2024-01-14 13:12:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:12:52 det.util.engine] INFO: Epoch: [0] [3300/11727] eta: 2:19:39 lr: 0.000100 data_time: 0.0029 iter_time: 1.0034 loss: 41.1795 (49.1377) loss_class: 1.1306 (1.3216) loss_bbox: 0.2767 (0.4511) loss_giou: 0.5772 (0.7727) loss_class_0: 1.2736 (1.2621) loss_bbox_0: 0.3006 (0.5034) loss_giou_0: 0.6246 (0.8395) loss_class_1: 1.2246 (1.2669) loss_bbox_1: 0.2780 (0.4738) loss_giou_1: 0.5955 (0.8010) loss_class_2: 1.1572 (1.2672) loss_bbox_2: 0.2743 (0.4623) loss_giou_2: 0.5837 (0.7858) loss_class_3: 1.1759 (1.2767) loss_bbox_3: 0.2746 (0.4565) loss_giou_3: 0.5781 (0.7784) loss_class_4: 1.1257 (1.2900) loss_bbox_4: 0.2698 (0.4542) loss_giou_4: 0.5749 (0.7762) loss_class_enc: 1.1754 (1.1691) loss_bbox_enc: 0.3542 (0.5639) loss_giou_enc: 0.7456 (0.9177) loss_class_dn: 0.5482 (0.5794) loss_bbox_dn: 0.4985 (0.7543) loss_giou_dn: 0.7564 (0.9987) loss_class_dn_0: 0.5067 (0.5196) loss_bbox_dn_0: 0.6011 (0.8274) loss_giou_dn_0: 0.9438 (1.1044) loss_class_dn_1: 0.5181 (0.5517) loss_bbox_dn_1: 0.5206 (0.7710) loss_giou_dn_1: 0.8229 (1.0287) loss_class_dn_2: 0.5422 (0.5751) loss_bbox_dn_2: 0.5024 (0.7557) loss_giou_dn_2: 0.7681 (0.9998) loss_class_dn_3: 0.5578 (0.5813) loss_bbox_dn_3: 0.4984 (0.7532) loss_giou_dn_3: 0.7582 (0.9954) loss_class_dn_4: 0.5580 (0.5813) loss_bbox_dn_4: 0.4988 (0.7535) loss_giou_dn_4: 0.7559 (0.9967) loss_class_hybrid: 0.9838 (0.9815) loss_bbox_hybrid: 0.3045 (0.5331) loss_giou_hybrid: 0.6618 (0.8724) loss_class_0_hybrid: 1.0010 (0.9623) loss_bbox_0_hybrid: 0.3309 (0.5882) loss_giou_0_hybrid: 0.7224 (0.9421) loss_class_1_hybrid: 0.9771 (0.9829) loss_bbox_1_hybrid: 0.3176 (0.5549) loss_giou_1_hybrid: 0.6878 (0.8994) loss_class_2_hybrid: 0.9722 (0.9890) loss_bbox_2_hybrid: 0.3021 (0.5412) loss_giou_2_hybrid: 0.6694 (0.8806) loss_class_3_hybrid: 0.9935 (0.9890) loss_bbox_3_hybrid: 0.2974 (0.5364) loss_giou_3_hybrid: 0.6640 (0.8750) loss_class_4_hybrid: 0.9602 (0.9837) loss_bbox_4_hybrid: 0.3012 (0.5349) loss_giou_4_hybrid: 0.6600 (0.8738) loss_class_enc_hybrid: 0.8592 (0.8745) loss_bbox_enc_hybrid: 0.4512 (0.6755) loss_giou_enc_hybrid: 0.8989 (1.0505) mem: 1029 max mem: 34360 [2024-01-14 13:12:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:13:43 det.util.engine] INFO: Epoch: [0] [3350/11727] eta: 2:18:51 lr: 0.000100 data_time: 0.0030 iter_time: 1.0188 loss: 40.5393 (49.0218) loss_class: 1.1538 (1.3199) loss_bbox: 0.2818 (0.4488) loss_giou: 0.5741 (0.7698) loss_class_0: 1.3519 (1.2633) loss_bbox_0: 0.2954 (0.5006) loss_giou_0: 0.5961 (0.8363) loss_class_1: 1.2342 (1.2670) loss_bbox_1: 0.2851 (0.4712) loss_giou_1: 0.5709 (0.7980) loss_class_2: 1.1901 (1.2665) loss_bbox_2: 0.2870 (0.4599) loss_giou_2: 0.5677 (0.7828) loss_class_3: 1.1468 (1.2756) loss_bbox_3: 0.2778 (0.4541) loss_giou_3: 0.5721 (0.7754) loss_class_4: 1.1285 (1.2885) loss_bbox_4: 0.2834 (0.4519) loss_giou_4: 0.5806 (0.7733) loss_class_enc: 1.2267 (1.1700) loss_bbox_enc: 0.3516 (0.5612) loss_giou_enc: 0.6894 (0.9149) loss_class_dn: 0.5555 (0.5791) loss_bbox_dn: 0.5278 (0.7517) loss_giou_dn: 0.7965 (0.9953) loss_class_dn_0: 0.5016 (0.5194) loss_bbox_dn_0: 0.6176 (0.8255) loss_giou_dn_0: 0.9521 (1.1021) loss_class_dn_1: 0.5173 (0.5513) loss_bbox_dn_1: 0.5498 (0.7686) loss_giou_dn_1: 0.8392 (1.0257) loss_class_dn_2: 0.5339 (0.5746) loss_bbox_dn_2: 0.5313 (0.7532) loss_giou_dn_2: 0.8070 (0.9966) loss_class_dn_3: 0.5471 (0.5808) loss_bbox_dn_3: 0.5270 (0.7506) loss_giou_dn_3: 0.7990 (0.9922) loss_class_dn_4: 0.5537 (0.5809) loss_bbox_dn_4: 0.5277 (0.7510) loss_giou_dn_4: 0.7972 (0.9934) loss_class_hybrid: 1.0164 (0.9824) loss_bbox_hybrid: 0.3080 (0.5300) loss_giou_hybrid: 0.6243 (0.8689) loss_class_0_hybrid: 1.0599 (0.9640) loss_bbox_0_hybrid: 0.3247 (0.5847) loss_giou_0_hybrid: 0.6590 (0.9384) loss_class_1_hybrid: 1.0390 (0.9837) loss_bbox_1_hybrid: 0.3232 (0.5516) loss_giou_1_hybrid: 0.6310 (0.8959) loss_class_2_hybrid: 1.0375 (0.9897) loss_bbox_2_hybrid: 0.3064 (0.5380) loss_giou_2_hybrid: 0.6323 (0.8772) loss_class_3_hybrid: 1.0272 (0.9897) loss_bbox_3_hybrid: 0.3059 (0.5333) loss_giou_3_hybrid: 0.6264 (0.8715) loss_class_4_hybrid: 0.9997 (0.9844) loss_bbox_4_hybrid: 0.3086 (0.5318) loss_giou_4_hybrid: 0.6267 (0.8703) loss_class_enc_hybrid: 0.9107 (0.8754) loss_bbox_enc_hybrid: 0.4449 (0.6723) loss_giou_enc_hybrid: 0.8385 (1.0474) mem: 1014 max mem: 34360 [2024-01-14 13:13:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:14:33 det.util.engine] INFO: Epoch: [0] [3400/11727] eta: 2:18:02 lr: 0.000100 data_time: 0.0028 iter_time: 1.0017 loss: 41.1014 (48.9066) loss_class: 1.1330 (1.3183) loss_bbox: 0.2991 (0.4464) loss_giou: 0.5883 (0.7672) loss_class_0: 1.2963 (1.2646) loss_bbox_0: 0.3088 (0.4976) loss_giou_0: 0.6086 (0.8333) loss_class_1: 1.1889 (1.2671) loss_bbox_1: 0.2938 (0.4684) loss_giou_1: 0.5817 (0.7951) loss_class_2: 1.1001 (1.2662) loss_bbox_2: 0.2950 (0.4572) loss_giou_2: 0.5858 (0.7800) loss_class_3: 1.0925 (1.2746) loss_bbox_3: 0.2957 (0.4516) loss_giou_3: 0.5918 (0.7727) loss_class_4: 1.1201 (1.2870) loss_bbox_4: 0.3012 (0.4494) loss_giou_4: 0.5993 (0.7707) loss_class_enc: 1.1796 (1.1709) loss_bbox_enc: 0.3641 (0.5583) loss_giou_enc: 0.7322 (0.9122) loss_class_dn: 0.5411 (0.5787) loss_bbox_dn: 0.4908 (0.7488) loss_giou_dn: 0.7782 (0.9923) loss_class_dn_0: 0.4999 (0.5193) loss_bbox_dn_0: 0.5772 (0.8231) loss_giou_dn_0: 0.9752 (1.1000) loss_class_dn_1: 0.5309 (0.5510) loss_bbox_dn_1: 0.5089 (0.7659) loss_giou_dn_1: 0.8285 (1.0230) loss_class_dn_2: 0.5445 (0.5743) loss_bbox_dn_2: 0.4952 (0.7504) loss_giou_dn_2: 0.7854 (0.9937) loss_class_dn_3: 0.5547 (0.5805) loss_bbox_dn_3: 0.4876 (0.7478) loss_giou_dn_3: 0.7785 (0.9892) loss_class_dn_4: 0.5392 (0.5806) loss_bbox_dn_4: 0.4910 (0.7481) loss_giou_dn_4: 0.7778 (0.9904) loss_class_hybrid: 0.9514 (0.9831) loss_bbox_hybrid: 0.3351 (0.5268) loss_giou_hybrid: 0.6298 (0.8658) loss_class_0_hybrid: 0.9970 (0.9654) loss_bbox_0_hybrid: 0.3555 (0.5812) loss_giou_0_hybrid: 0.6721 (0.9350) loss_class_1_hybrid: 0.9635 (0.9846) loss_bbox_1_hybrid: 0.3309 (0.5483) loss_giou_1_hybrid: 0.6448 (0.8927) loss_class_2_hybrid: 0.9532 (0.9903) loss_bbox_2_hybrid: 0.3291 (0.5347) loss_giou_2_hybrid: 0.6292 (0.8739) loss_class_3_hybrid: 0.9598 (0.9903) loss_bbox_3_hybrid: 0.3312 (0.5301) loss_giou_3_hybrid: 0.6327 (0.8683) loss_class_4_hybrid: 0.9510 (0.9851) loss_bbox_4_hybrid: 0.3358 (0.5286) loss_giou_4_hybrid: 0.6322 (0.8671) loss_class_enc_hybrid: 0.8944 (0.8762) loss_bbox_enc_hybrid: 0.4674 (0.6690) loss_giou_enc_hybrid: 0.8469 (1.0446) mem: 1024 max mem: 34360 [2024-01-14 13:14:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:15:22 det.util.engine] INFO: Epoch: [0] [3450/11727] eta: 2:17:12 lr: 0.000100 data_time: 0.0030 iter_time: 0.9790 loss: 41.2131 (48.7992) loss_class: 1.1518 (1.3169) loss_bbox: 0.2744 (0.4439) loss_giou: 0.5706 (0.7646) loss_class_0: 1.2898 (1.2659) loss_bbox_0: 0.2917 (0.4947) loss_giou_0: 0.6342 (0.8304) loss_class_1: 1.2730 (1.2676) loss_bbox_1: 0.2684 (0.4657) loss_giou_1: 0.5859 (0.7923) loss_class_2: 1.1780 (1.2659) loss_bbox_2: 0.2697 (0.4545) loss_giou_2: 0.5753 (0.7773) loss_class_3: 1.1711 (1.2738) loss_bbox_3: 0.2618 (0.4491) loss_giou_3: 0.5534 (0.7701) loss_class_4: 1.1442 (1.2859) loss_bbox_4: 0.2699 (0.4470) loss_giou_4: 0.5648 (0.7681) loss_class_enc: 1.1881 (1.1722) loss_bbox_enc: 0.3577 (0.5554) loss_giou_enc: 0.7160 (0.9095) loss_class_dn: 0.5370 (0.5786) loss_bbox_dn: 0.5874 (0.7463) loss_giou_dn: 0.7614 (0.9892) loss_class_dn_0: 0.5083 (0.5191) loss_bbox_dn_0: 0.6902 (0.8212) loss_giou_dn_0: 0.9275 (1.0979) loss_class_dn_1: 0.5192 (0.5507) loss_bbox_dn_1: 0.6081 (0.7636) loss_giou_dn_1: 0.8134 (1.0202) loss_class_dn_2: 0.5375 (0.5740) loss_bbox_dn_2: 0.5907 (0.7479) loss_giou_dn_2: 0.7649 (0.9907) loss_class_dn_3: 0.5457 (0.5803) loss_bbox_dn_3: 0.5867 (0.7453) loss_giou_dn_3: 0.7627 (0.9861) loss_class_dn_4: 0.5411 (0.5804) loss_bbox_dn_4: 0.5874 (0.7456) loss_giou_dn_4: 0.7597 (0.9873) loss_class_hybrid: 0.9940 (0.9840) loss_bbox_hybrid: 0.3111 (0.5237) loss_giou_hybrid: 0.6403 (0.8626) loss_class_0_hybrid: 1.0163 (0.9668) loss_bbox_0_hybrid: 0.3491 (0.5778) loss_giou_0_hybrid: 0.6778 (0.9318) loss_class_1_hybrid: 1.0073 (0.9857) loss_bbox_1_hybrid: 0.3344 (0.5451) loss_giou_1_hybrid: 0.6686 (0.8895) loss_class_2_hybrid: 0.9975 (0.9912) loss_bbox_2_hybrid: 0.3243 (0.5315) loss_giou_2_hybrid: 0.6422 (0.8708) loss_class_3_hybrid: 1.0041 (0.9910) loss_bbox_3_hybrid: 0.3145 (0.5269) loss_giou_3_hybrid: 0.6340 (0.8652) loss_class_4_hybrid: 0.9959 (0.9859) loss_bbox_4_hybrid: 0.3161 (0.5255) loss_giou_4_hybrid: 0.6363 (0.8639) loss_class_enc_hybrid: 0.8971 (0.8772) loss_bbox_enc_hybrid: 0.4565 (0.6658) loss_giou_enc_hybrid: 0.8273 (1.0419) mem: 1024 max mem: 34360 [2024-01-14 13:15:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:16:13 det.util.engine] INFO: Epoch: [0] [3500/11727] eta: 2:16:25 lr: 0.000100 data_time: 0.0030 iter_time: 1.0345 loss: 41.5451 (48.6928) loss_class: 1.1689 (1.3150) loss_bbox: 0.2711 (0.4417) loss_giou: 0.5628 (0.7620) loss_class_0: 1.3060 (1.2670) loss_bbox_0: 0.2851 (0.4921) loss_giou_0: 0.6359 (0.8275) loss_class_1: 1.2584 (1.2678) loss_bbox_1: 0.2783 (0.4632) loss_giou_1: 0.5872 (0.7895) loss_class_2: 1.2122 (1.2654) loss_bbox_2: 0.2697 (0.4521) loss_giou_2: 0.5510 (0.7745) loss_class_3: 1.1602 (1.2728) loss_bbox_3: 0.2715 (0.4467) loss_giou_3: 0.5633 (0.7674) loss_class_4: 1.1473 (1.2843) loss_bbox_4: 0.2719 (0.4447) loss_giou_4: 0.5696 (0.7655) loss_class_enc: 1.1655 (1.1732) loss_bbox_enc: 0.3564 (0.5528) loss_giou_enc: 0.7204 (0.9070) loss_class_dn: 0.5458 (0.5782) loss_bbox_dn: 0.5705 (0.7441) loss_giou_dn: 0.7949 (0.9862) loss_class_dn_0: 0.5025 (0.5189) loss_bbox_dn_0: 0.7312 (0.8197) loss_giou_dn_0: 0.9716 (1.0959) loss_class_dn_1: 0.5181 (0.5503) loss_bbox_dn_1: 0.5988 (0.7616) loss_giou_dn_1: 0.8451 (1.0176) loss_class_dn_2: 0.5295 (0.5736) loss_bbox_dn_2: 0.5775 (0.7458) loss_giou_dn_2: 0.8022 (0.9878) loss_class_dn_3: 0.5419 (0.5799) loss_bbox_dn_3: 0.5700 (0.7431) loss_giou_dn_3: 0.7939 (0.9832) loss_class_dn_4: 0.5434 (0.5800) loss_bbox_dn_4: 0.5705 (0.7434) loss_giou_dn_4: 0.7943 (0.9843) loss_class_hybrid: 1.0022 (0.9844) loss_bbox_hybrid: 0.3201 (0.5209) loss_giou_hybrid: 0.6196 (0.8596) loss_class_0_hybrid: 1.0015 (0.9680) loss_bbox_0_hybrid: 0.3432 (0.5747) loss_giou_0_hybrid: 0.6946 (0.9286) loss_class_1_hybrid: 0.9992 (0.9862) loss_bbox_1_hybrid: 0.3379 (0.5422) loss_giou_1_hybrid: 0.6501 (0.8864) loss_class_2_hybrid: 0.9953 (0.9917) loss_bbox_2_hybrid: 0.3290 (0.5287) loss_giou_2_hybrid: 0.6266 (0.8677) loss_class_3_hybrid: 0.9853 (0.9915) loss_bbox_3_hybrid: 0.3269 (0.5241) loss_giou_3_hybrid: 0.6234 (0.8622) loss_class_4_hybrid: 1.0023 (0.9863) loss_bbox_4_hybrid: 0.3254 (0.5226) loss_giou_4_hybrid: 0.6204 (0.8609) loss_class_enc_hybrid: 0.8840 (0.8781) loss_bbox_enc_hybrid: 0.4559 (0.6629) loss_giou_enc_hybrid: 0.8667 (1.0392) mem: 1023 max mem: 34360 [2024-01-14 13:16:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:17:03 det.util.engine] INFO: Epoch: [0] [3550/11727] eta: 2:15:36 lr: 0.000100 data_time: 0.0028 iter_time: 0.9917 loss: 40.9151 (48.5882) loss_class: 1.1920 (1.3132) loss_bbox: 0.3004 (0.4395) loss_giou: 0.5527 (0.7596) loss_class_0: 1.3526 (1.2677) loss_bbox_0: 0.3312 (0.4895) loss_giou_0: 0.5933 (0.8247) loss_class_1: 1.2808 (1.2680) loss_bbox_1: 0.2988 (0.4608) loss_giou_1: 0.5693 (0.7869) loss_class_2: 1.2005 (1.2648) loss_bbox_2: 0.2876 (0.4498) loss_giou_2: 0.5646 (0.7720) loss_class_3: 1.1807 (1.2717) loss_bbox_3: 0.3065 (0.4444) loss_giou_3: 0.5631 (0.7650) loss_class_4: 1.1595 (1.2827) loss_bbox_4: 0.2953 (0.4424) loss_giou_4: 0.5616 (0.7630) loss_class_enc: 1.2626 (1.1744) loss_bbox_enc: 0.3711 (0.5502) loss_giou_enc: 0.7039 (0.9044) loss_class_dn: 0.5543 (0.5780) loss_bbox_dn: 0.6157 (0.7417) loss_giou_dn: 0.7623 (0.9833) loss_class_dn_0: 0.5206 (0.5188) loss_bbox_dn_0: 0.7533 (0.8178) loss_giou_dn_0: 0.9285 (1.0939) loss_class_dn_1: 0.5313 (0.5500) loss_bbox_dn_1: 0.6315 (0.7594) loss_giou_dn_1: 0.8072 (1.0150) loss_class_dn_2: 0.5469 (0.5733) loss_bbox_dn_2: 0.6234 (0.7435) loss_giou_dn_2: 0.7685 (0.9851) loss_class_dn_3: 0.5540 (0.5797) loss_bbox_dn_3: 0.6162 (0.7408) loss_giou_dn_3: 0.7622 (0.9804) loss_class_dn_4: 0.5606 (0.5798) loss_bbox_dn_4: 0.6151 (0.7411) loss_giou_dn_4: 0.7615 (0.9815) loss_class_hybrid: 1.0250 (0.9848) loss_bbox_hybrid: 0.3328 (0.5181) loss_giou_hybrid: 0.6378 (0.8567) loss_class_0_hybrid: 1.0736 (0.9690) loss_bbox_0_hybrid: 0.3690 (0.5716) loss_giou_0_hybrid: 0.6826 (0.9256) loss_class_1_hybrid: 1.0192 (0.9869) loss_bbox_1_hybrid: 0.3327 (0.5393) loss_giou_1_hybrid: 0.6519 (0.8835) loss_class_2_hybrid: 1.0435 (0.9921) loss_bbox_2_hybrid: 0.3340 (0.5258) loss_giou_2_hybrid: 0.6301 (0.8649) loss_class_3_hybrid: 1.0396 (0.9917) loss_bbox_3_hybrid: 0.3270 (0.5213) loss_giou_3_hybrid: 0.6398 (0.8593) loss_class_4_hybrid: 1.0283 (0.9866) loss_bbox_4_hybrid: 0.3288 (0.5198) loss_giou_4_hybrid: 0.6330 (0.8581) loss_class_enc_hybrid: 0.9591 (0.8789) loss_bbox_enc_hybrid: 0.4593 (0.6599) loss_giou_enc_hybrid: 0.8265 (1.0366) mem: 1018 max mem: 34360 [2024-01-14 13:17:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:17:54 det.util.engine] INFO: Epoch: [0] [3600/11727] eta: 2:14:48 lr: 0.000100 data_time: 0.0029 iter_time: 1.0230 loss: 39.1165 (48.4752) loss_class: 1.1208 (1.3106) loss_bbox: 0.2523 (0.4373) loss_giou: 0.5795 (0.7575) loss_class_0: 1.2672 (1.2681) loss_bbox_0: 0.2788 (0.4869) loss_giou_0: 0.6068 (0.8222) loss_class_1: 1.2174 (1.2676) loss_bbox_1: 0.2531 (0.4584) loss_giou_1: 0.5717 (0.7844) loss_class_2: 1.1602 (1.2636) loss_bbox_2: 0.2528 (0.4474) loss_giou_2: 0.5741 (0.7697) loss_class_3: 1.1091 (1.2698) loss_bbox_3: 0.2558 (0.4422) loss_giou_3: 0.5890 (0.7628) loss_class_4: 1.1135 (1.2805) loss_bbox_4: 0.2476 (0.4402) loss_giou_4: 0.5846 (0.7608) loss_class_enc: 1.1983 (1.1749) loss_bbox_enc: 0.3350 (0.5475) loss_giou_enc: 0.6924 (0.9021) loss_class_dn: 0.5284 (0.5775) loss_bbox_dn: 0.5306 (0.7391) loss_giou_dn: 0.7744 (0.9804) loss_class_dn_0: 0.4985 (0.5187) loss_bbox_dn_0: 0.6117 (0.8156) loss_giou_dn_0: 0.9337 (1.0918) loss_class_dn_1: 0.5159 (0.5495) loss_bbox_dn_1: 0.5432 (0.7568) loss_giou_dn_1: 0.8205 (1.0124) loss_class_dn_2: 0.5334 (0.5728) loss_bbox_dn_2: 0.5312 (0.7409) loss_giou_dn_2: 0.7780 (0.9823) loss_class_dn_3: 0.5331 (0.5793) loss_bbox_dn_3: 0.5308 (0.7382) loss_giou_dn_3: 0.7771 (0.9775) loss_class_dn_4: 0.5261 (0.5793) loss_bbox_dn_4: 0.5302 (0.7384) loss_giou_dn_4: 0.7739 (0.9786) loss_class_hybrid: 0.9503 (0.9848) loss_bbox_hybrid: 0.2781 (0.5152) loss_giou_hybrid: 0.6355 (0.8540) loss_class_0_hybrid: 0.9619 (0.9696) loss_bbox_0_hybrid: 0.3186 (0.5685) loss_giou_0_hybrid: 0.7059 (0.9227) loss_class_1_hybrid: 0.9810 (0.9870) loss_bbox_1_hybrid: 0.2999 (0.5363) loss_giou_1_hybrid: 0.6661 (0.8808) loss_class_2_hybrid: 0.9791 (0.9920) loss_bbox_2_hybrid: 0.2828 (0.5229) loss_giou_2_hybrid: 0.6395 (0.8621) loss_class_3_hybrid: 0.9685 (0.9915) loss_bbox_3_hybrid: 0.2788 (0.5184) loss_giou_3_hybrid: 0.6382 (0.8566) loss_class_4_hybrid: 0.9574 (0.9864) loss_bbox_4_hybrid: 0.2805 (0.5169) loss_giou_4_hybrid: 0.6356 (0.8554) loss_class_enc_hybrid: 0.8872 (0.8792) loss_bbox_enc_hybrid: 0.4209 (0.6569) loss_giou_enc_hybrid: 0.8421 (1.0342) mem: 1018 max mem: 34360 [2024-01-14 13:17:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:18:45 det.util.engine] INFO: Epoch: [0] [3650/11727] eta: 2:14:00 lr: 0.000100 data_time: 0.0032 iter_time: 0.9970 loss: 41.2422 (48.3728) loss_class: 1.0919 (1.3085) loss_bbox: 0.2811 (0.4354) loss_giou: 0.6101 (0.7551) loss_class_0: 1.2402 (1.2687) loss_bbox_0: 0.2911 (0.4844) loss_giou_0: 0.6562 (0.8196) loss_class_1: 1.2105 (1.2674) loss_bbox_1: 0.2698 (0.4561) loss_giou_1: 0.6134 (0.7819) loss_class_2: 1.1701 (1.2629) loss_bbox_2: 0.2645 (0.4453) loss_giou_2: 0.6083 (0.7672) loss_class_3: 1.1152 (1.2682) loss_bbox_3: 0.2790 (0.4401) loss_giou_3: 0.6034 (0.7603) loss_class_4: 1.0843 (1.2786) loss_bbox_4: 0.2870 (0.4382) loss_giou_4: 0.6083 (0.7585) loss_class_enc: 1.1877 (1.1757) loss_bbox_enc: 0.3604 (0.5450) loss_giou_enc: 0.7202 (0.8996) loss_class_dn: 0.5590 (0.5773) loss_bbox_dn: 0.5123 (0.7368) loss_giou_dn: 0.7811 (0.9776) loss_class_dn_0: 0.5159 (0.5186) loss_bbox_dn_0: 0.6453 (0.8138) loss_giou_dn_0: 0.9481 (1.0898) loss_class_dn_1: 0.5400 (0.5493) loss_bbox_dn_1: 0.5546 (0.7547) loss_giou_dn_1: 0.8282 (1.0099) loss_class_dn_2: 0.5532 (0.5726) loss_bbox_dn_2: 0.5130 (0.7387) loss_giou_dn_2: 0.7850 (0.9796) loss_class_dn_3: 0.5707 (0.5790) loss_bbox_dn_3: 0.5108 (0.7360) loss_giou_dn_3: 0.7796 (0.9748) loss_class_dn_4: 0.5741 (0.5791) loss_bbox_dn_4: 0.5125 (0.7362) loss_giou_dn_4: 0.7811 (0.9758) loss_class_hybrid: 0.9752 (0.9852) loss_bbox_hybrid: 0.3206 (0.5126) loss_giou_hybrid: 0.6136 (0.8511) loss_class_0_hybrid: 1.0121 (0.9706) loss_bbox_0_hybrid: 0.3539 (0.5656) loss_giou_0_hybrid: 0.6863 (0.9197) loss_class_1_hybrid: 0.9971 (0.9875) loss_bbox_1_hybrid: 0.3305 (0.5336) loss_giou_1_hybrid: 0.6350 (0.8779) loss_class_2_hybrid: 1.0072 (0.9924) loss_bbox_2_hybrid: 0.3229 (0.5203) loss_giou_2_hybrid: 0.6229 (0.8593) loss_class_3_hybrid: 0.9798 (0.9918) loss_bbox_3_hybrid: 0.3227 (0.5157) loss_giou_3_hybrid: 0.6166 (0.8537) loss_class_4_hybrid: 0.9730 (0.9868) loss_bbox_4_hybrid: 0.3194 (0.5143) loss_giou_4_hybrid: 0.6138 (0.8525) loss_class_enc_hybrid: 0.8966 (0.8798) loss_bbox_enc_hybrid: 0.4370 (0.6542) loss_giou_enc_hybrid: 0.8447 (1.0317) mem: 1022 max mem: 34360 [2024-01-14 13:18:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:19:35 det.util.engine] INFO: Epoch: [0] [3700/11727] eta: 2:13:11 lr: 0.000100 data_time: 0.0027 iter_time: 0.9654 loss: 39.0794 (48.2688) loss_class: 1.0916 (1.3067) loss_bbox: 0.2423 (0.4335) loss_giou: 0.5451 (0.7525) loss_class_0: 1.3007 (1.2693) loss_bbox_0: 0.2578 (0.4820) loss_giou_0: 0.5666 (0.8166) loss_class_1: 1.1962 (1.2673) loss_bbox_1: 0.2520 (0.4539) loss_giou_1: 0.5400 (0.7791) loss_class_2: 1.1700 (1.2624) loss_bbox_2: 0.2423 (0.4432) loss_giou_2: 0.5387 (0.7644) loss_class_3: 1.1054 (1.2672) loss_bbox_3: 0.2396 (0.4381) loss_giou_3: 0.5609 (0.7577) loss_class_4: 1.0850 (1.2771) loss_bbox_4: 0.2423 (0.4363) loss_giou_4: 0.5612 (0.7558) loss_class_enc: 1.2386 (1.1767) loss_bbox_enc: 0.3045 (0.5425) loss_giou_enc: 0.6589 (0.8968) loss_class_dn: 0.5596 (0.5770) loss_bbox_dn: 0.4505 (0.7346) loss_giou_dn: 0.7341 (0.9747) loss_class_dn_0: 0.5048 (0.5185) loss_bbox_dn_0: 0.5759 (0.8120) loss_giou_dn_0: 0.9283 (1.0878) loss_class_dn_1: 0.5244 (0.5491) loss_bbox_dn_1: 0.4738 (0.7526) loss_giou_dn_1: 0.7890 (1.0073) loss_class_dn_2: 0.5475 (0.5722) loss_bbox_dn_2: 0.4578 (0.7365) loss_giou_dn_2: 0.7412 (0.9769) loss_class_dn_3: 0.5611 (0.5787) loss_bbox_dn_3: 0.4501 (0.7338) loss_giou_dn_3: 0.7420 (0.9720) loss_class_dn_4: 0.5646 (0.5788) loss_bbox_dn_4: 0.4505 (0.7340) loss_giou_dn_4: 0.7347 (0.9730) loss_class_hybrid: 0.9903 (0.9858) loss_bbox_hybrid: 0.2742 (0.5100) loss_giou_hybrid: 0.6069 (0.8481) loss_class_0_hybrid: 1.0334 (0.9717) loss_bbox_0_hybrid: 0.3057 (0.5627) loss_giou_0_hybrid: 0.6625 (0.9165) loss_class_1_hybrid: 0.9508 (0.9881) loss_bbox_1_hybrid: 0.2849 (0.5309) loss_giou_1_hybrid: 0.6152 (0.8747) loss_class_2_hybrid: 1.0008 (0.9930) loss_bbox_2_hybrid: 0.2786 (0.5176) loss_giou_2_hybrid: 0.6000 (0.8561) loss_class_3_hybrid: 0.9779 (0.9923) loss_bbox_3_hybrid: 0.2749 (0.5131) loss_giou_3_hybrid: 0.6075 (0.8506) loss_class_4_hybrid: 0.9630 (0.9873) loss_bbox_4_hybrid: 0.2751 (0.5117) loss_giou_4_hybrid: 0.6096 (0.8494) loss_class_enc_hybrid: 0.8825 (0.8804) loss_bbox_enc_hybrid: 0.3833 (0.6515) loss_giou_enc_hybrid: 0.7974 (1.0289) mem: 1017 max mem: 34360 [2024-01-14 13:19:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:20:25 det.util.engine] INFO: Epoch: [0] [3750/11727] eta: 2:12:23 lr: 0.000100 data_time: 0.0028 iter_time: 1.0106 loss: 41.8132 (48.1686) loss_class: 1.1928 (1.3052) loss_bbox: 0.2692 (0.4315) loss_giou: 0.5113 (0.7499) loss_class_0: 1.3781 (1.2704) loss_bbox_0: 0.3062 (0.4797) loss_giou_0: 0.5537 (0.8137) loss_class_1: 1.3694 (1.2675) loss_bbox_1: 0.2709 (0.4518) loss_giou_1: 0.5336 (0.7762) loss_class_2: 1.2767 (1.2622) loss_bbox_2: 0.2698 (0.4410) loss_giou_2: 0.5001 (0.7616) loss_class_3: 1.2074 (1.2664) loss_bbox_3: 0.2646 (0.4360) loss_giou_3: 0.5140 (0.7549) loss_class_4: 1.1793 (1.2758) loss_bbox_4: 0.2665 (0.4343) loss_giou_4: 0.5130 (0.7531) loss_class_enc: 1.2440 (1.1777) loss_bbox_enc: 0.3730 (0.5403) loss_giou_enc: 0.6711 (0.8942) loss_class_dn: 0.5561 (0.5767) loss_bbox_dn: 0.5961 (0.7327) loss_giou_dn: 0.7440 (0.9717) loss_class_dn_0: 0.5026 (0.5185) loss_bbox_dn_0: 0.7058 (0.8106) loss_giou_dn_0: 0.9243 (1.0856) loss_class_dn_1: 0.5299 (0.5488) loss_bbox_dn_1: 0.6167 (0.7509) loss_giou_dn_1: 0.8037 (1.0046) loss_class_dn_2: 0.5558 (0.5720) loss_bbox_dn_2: 0.6011 (0.7347) loss_giou_dn_2: 0.7532 (0.9740) loss_class_dn_3: 0.5692 (0.5784) loss_bbox_dn_3: 0.5966 (0.7319) loss_giou_dn_3: 0.7393 (0.9690) loss_class_dn_4: 0.5657 (0.5785) loss_bbox_dn_4: 0.5963 (0.7321) loss_giou_dn_4: 0.7460 (0.9700) loss_class_hybrid: 1.0414 (0.9865) loss_bbox_hybrid: 0.3069 (0.5074) loss_giou_hybrid: 0.5518 (0.8448) loss_class_0_hybrid: 1.0768 (0.9730) loss_bbox_0_hybrid: 0.3694 (0.5599) loss_giou_0_hybrid: 0.6455 (0.9130) loss_class_1_hybrid: 1.0937 (0.9890) loss_bbox_1_hybrid: 0.3364 (0.5282) loss_giou_1_hybrid: 0.5816 (0.8714) loss_class_2_hybrid: 1.0782 (0.9937) loss_bbox_2_hybrid: 0.3174 (0.5149) loss_giou_2_hybrid: 0.5605 (0.8528) loss_class_3_hybrid: 1.0314 (0.9929) loss_bbox_3_hybrid: 0.3102 (0.5105) loss_giou_3_hybrid: 0.5551 (0.8473) loss_class_4_hybrid: 1.0471 (0.9879) loss_bbox_4_hybrid: 0.3093 (0.5091) loss_giou_4_hybrid: 0.5563 (0.8461) loss_class_enc_hybrid: 0.9504 (0.8812) loss_bbox_enc_hybrid: 0.4517 (0.6489) loss_giou_enc_hybrid: 0.7746 (1.0260) mem: 1034 max mem: 34360 [2024-01-14 13:20:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:21:16 det.util.engine] INFO: Epoch: [0] [3800/11727] eta: 2:11:36 lr: 0.000100 data_time: 0.0029 iter_time: 0.9883 loss: 40.8943 (48.0727) loss_class: 1.1928 (1.3039) loss_bbox: 0.2594 (0.4294) loss_giou: 0.5502 (0.7475) loss_class_0: 1.3738 (1.2713) loss_bbox_0: 0.2780 (0.4773) loss_giou_0: 0.5882 (0.8109) loss_class_1: 1.2972 (1.2679) loss_bbox_1: 0.2620 (0.4495) loss_giou_1: 0.5650 (0.7736) loss_class_2: 1.2442 (1.2620) loss_bbox_2: 0.2606 (0.4387) loss_giou_2: 0.5417 (0.7590) loss_class_3: 1.1823 (1.2657) loss_bbox_3: 0.2520 (0.4338) loss_giou_3: 0.5554 (0.7524) loss_class_4: 1.1738 (1.2746) loss_bbox_4: 0.2557 (0.4321) loss_giou_4: 0.5343 (0.7507) loss_class_enc: 1.1996 (1.1789) loss_bbox_enc: 0.3407 (0.5378) loss_giou_enc: 0.6671 (0.8916) loss_class_dn: 0.5700 (0.5766) loss_bbox_dn: 0.5606 (0.7308) loss_giou_dn: 0.7792 (0.9690) loss_class_dn_0: 0.5141 (0.5184) loss_bbox_dn_0: 0.6490 (0.8091) loss_giou_dn_0: 0.9299 (1.0836) loss_class_dn_1: 0.5436 (0.5486) loss_bbox_dn_1: 0.5796 (0.7491) loss_giou_dn_1: 0.8182 (1.0021) loss_class_dn_2: 0.5591 (0.5717) loss_bbox_dn_2: 0.5641 (0.7328) loss_giou_dn_2: 0.7826 (0.9714) loss_class_dn_3: 0.5651 (0.5783) loss_bbox_dn_3: 0.5616 (0.7300) loss_giou_dn_3: 0.7764 (0.9663) loss_class_dn_4: 0.5686 (0.5784) loss_bbox_dn_4: 0.5610 (0.7302) loss_giou_dn_4: 0.7782 (0.9673) loss_class_hybrid: 1.0559 (0.9874) loss_bbox_hybrid: 0.2926 (0.5047) loss_giou_hybrid: 0.6021 (0.8417) loss_class_0_hybrid: 1.0705 (0.9743) loss_bbox_0_hybrid: 0.3053 (0.5569) loss_giou_0_hybrid: 0.6517 (0.9098) loss_class_1_hybrid: 1.1154 (0.9900) loss_bbox_1_hybrid: 0.2940 (0.5254) loss_giou_1_hybrid: 0.6215 (0.8683) loss_class_2_hybrid: 1.0641 (0.9946) loss_bbox_2_hybrid: 0.2941 (0.5121) loss_giou_2_hybrid: 0.6075 (0.8497) loss_class_3_hybrid: 1.0537 (0.9938) loss_bbox_3_hybrid: 0.2967 (0.5077) loss_giou_3_hybrid: 0.6000 (0.8442) loss_class_4_hybrid: 1.0618 (0.9887) loss_bbox_4_hybrid: 0.2960 (0.5064) loss_giou_4_hybrid: 0.5973 (0.8430) loss_class_enc_hybrid: 0.8948 (0.8822) loss_bbox_enc_hybrid: 0.4200 (0.6462) loss_giou_enc_hybrid: 0.7939 (1.0233) mem: 1023 max mem: 34360 [2024-01-14 13:21:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:22:07 det.util.engine] INFO: Epoch: [0] [3850/11727] eta: 2:10:48 lr: 0.000100 data_time: 0.0028 iter_time: 1.0380 loss: 39.6539 (47.9810) loss_class: 1.1211 (1.3018) loss_bbox: 0.2946 (0.4279) loss_giou: 0.5489 (0.7452) loss_class_0: 1.3245 (1.2719) loss_bbox_0: 0.2936 (0.4754) loss_giou_0: 0.5910 (0.8084) loss_class_1: 1.2533 (1.2679) loss_bbox_1: 0.2768 (0.4476) loss_giou_1: 0.5800 (0.7712) loss_class_2: 1.1930 (1.2614) loss_bbox_2: 0.2858 (0.4370) loss_giou_2: 0.5459 (0.7566) loss_class_3: 1.1354 (1.2643) loss_bbox_3: 0.2952 (0.4322) loss_giou_3: 0.5537 (0.7501) loss_class_4: 1.1298 (1.2728) loss_bbox_4: 0.2940 (0.4305) loss_giou_4: 0.5536 (0.7484) loss_class_enc: 1.2255 (1.1796) loss_bbox_enc: 0.3609 (0.5358) loss_giou_enc: 0.7132 (0.8893) loss_class_dn: 0.5503 (0.5762) loss_bbox_dn: 0.5041 (0.7291) loss_giou_dn: 0.7650 (0.9663) loss_class_dn_0: 0.5132 (0.5184) loss_bbox_dn_0: 0.6122 (0.8079) loss_giou_dn_0: 0.9218 (1.0817) loss_class_dn_1: 0.5278 (0.5483) loss_bbox_dn_1: 0.5367 (0.7475) loss_giou_dn_1: 0.8094 (0.9998) loss_class_dn_2: 0.5542 (0.5714) loss_bbox_dn_2: 0.5084 (0.7311) loss_giou_dn_2: 0.7730 (0.9688) loss_class_dn_3: 0.5531 (0.5779) loss_bbox_dn_3: 0.5046 (0.7283) loss_giou_dn_3: 0.7644 (0.9637) loss_class_dn_4: 0.5539 (0.5780) loss_bbox_dn_4: 0.5039 (0.7285) loss_giou_dn_4: 0.7644 (0.9646) loss_class_hybrid: 0.9941 (0.9877) loss_bbox_hybrid: 0.3058 (0.5025) loss_giou_hybrid: 0.6041 (0.8389) loss_class_0_hybrid: 1.0144 (0.9753) loss_bbox_0_hybrid: 0.3427 (0.5545) loss_giou_0_hybrid: 0.6487 (0.9069) loss_class_1_hybrid: 0.9854 (0.9904) loss_bbox_1_hybrid: 0.3247 (0.5232) loss_giou_1_hybrid: 0.6168 (0.8656) loss_class_2_hybrid: 1.0035 (0.9949) loss_bbox_2_hybrid: 0.3132 (0.5099) loss_giou_2_hybrid: 0.6066 (0.8469) loss_class_3_hybrid: 0.9964 (0.9939) loss_bbox_3_hybrid: 0.3065 (0.5055) loss_giou_3_hybrid: 0.6022 (0.8415) loss_class_4_hybrid: 1.0023 (0.9890) loss_bbox_4_hybrid: 0.3061 (0.5042) loss_giou_4_hybrid: 0.6035 (0.8402) loss_class_enc_hybrid: 0.9364 (0.8829) loss_bbox_enc_hybrid: 0.4450 (0.6439) loss_giou_enc_hybrid: 0.8176 (1.0207) mem: 1024 max mem: 34360 [2024-01-14 13:22:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:22:57 det.util.engine] INFO: Epoch: [0] [3900/11727] eta: 2:09:59 lr: 0.000100 data_time: 0.0028 iter_time: 1.0015 loss: 40.1025 (47.8906) loss_class: 1.0993 (1.2996) loss_bbox: 0.2674 (0.4262) loss_giou: 0.6051 (0.7435) loss_class_0: 1.2978 (1.2718) loss_bbox_0: 0.2868 (0.4733) loss_giou_0: 0.6406 (0.8063) loss_class_1: 1.1922 (1.2673) loss_bbox_1: 0.2805 (0.4457) loss_giou_1: 0.6163 (0.7692) loss_class_2: 1.1753 (1.2604) loss_bbox_2: 0.2643 (0.4352) loss_giou_2: 0.5909 (0.7547) loss_class_3: 1.1250 (1.2629) loss_bbox_3: 0.2557 (0.4304) loss_giou_3: 0.5893 (0.7483) loss_class_4: 1.0530 (1.2709) loss_bbox_4: 0.2737 (0.4288) loss_giou_4: 0.6032 (0.7466) loss_class_enc: 1.2012 (1.1797) loss_bbox_enc: 0.3305 (0.5336) loss_giou_enc: 0.7277 (0.8874) loss_class_dn: 0.5507 (0.5760) loss_bbox_dn: 0.5166 (0.7270) loss_giou_dn: 0.8014 (0.9641) loss_class_dn_0: 0.4991 (0.5182) loss_bbox_dn_0: 0.6515 (0.8062) loss_giou_dn_0: 0.9681 (1.0801) loss_class_dn_1: 0.5203 (0.5480) loss_bbox_dn_1: 0.5673 (0.7456) loss_giou_dn_1: 0.8529 (0.9978) loss_class_dn_2: 0.5407 (0.5710) loss_bbox_dn_2: 0.5275 (0.7291) loss_giou_dn_2: 0.8109 (0.9667) loss_class_dn_3: 0.5580 (0.5776) loss_bbox_dn_3: 0.5193 (0.7262) loss_giou_dn_3: 0.8008 (0.9615) loss_class_dn_4: 0.5497 (0.5777) loss_bbox_dn_4: 0.5164 (0.7264) loss_giou_dn_4: 0.8020 (0.9624) loss_class_hybrid: 1.0136 (0.9878) loss_bbox_hybrid: 0.2945 (0.5002) loss_giou_hybrid: 0.6378 (0.8367) loss_class_0_hybrid: 1.0249 (0.9758) loss_bbox_0_hybrid: 0.3339 (0.5520) loss_giou_0_hybrid: 0.7161 (0.9046) loss_class_1_hybrid: 1.0070 (0.9905) loss_bbox_1_hybrid: 0.3040 (0.5208) loss_giou_1_hybrid: 0.6639 (0.8633) loss_class_2_hybrid: 1.0223 (0.9949) loss_bbox_2_hybrid: 0.2952 (0.5076) loss_giou_2_hybrid: 0.6464 (0.8447) loss_class_3_hybrid: 1.0024 (0.9938) loss_bbox_3_hybrid: 0.2933 (0.5032) loss_giou_3_hybrid: 0.6359 (0.8392) loss_class_4_hybrid: 1.0169 (0.9889) loss_bbox_4_hybrid: 0.2938 (0.5019) loss_giou_4_hybrid: 0.6414 (0.8380) loss_class_enc_hybrid: 0.8986 (0.8830) loss_bbox_enc_hybrid: 0.4442 (0.6416) loss_giou_enc_hybrid: 0.8413 (1.0187) mem: 1023 max mem: 34360 [2024-01-14 13:22:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:23:48 det.util.engine] INFO: Epoch: [0] [3950/11727] eta: 2:09:11 lr: 0.000100 data_time: 0.0030 iter_time: 1.0243 loss: 39.4420 (47.7931) loss_class: 1.0557 (1.2972) loss_bbox: 0.2799 (0.4245) loss_giou: 0.6251 (0.7416) loss_class_0: 1.1895 (1.2719) loss_bbox_0: 0.2950 (0.4712) loss_giou_0: 0.6537 (0.8041) loss_class_1: 1.1672 (1.2668) loss_bbox_1: 0.2924 (0.4437) loss_giou_1: 0.6306 (0.7671) loss_class_2: 1.1436 (1.2594) loss_bbox_2: 0.2869 (0.4332) loss_giou_2: 0.6272 (0.7526) loss_class_3: 1.0768 (1.2613) loss_bbox_3: 0.2887 (0.4285) loss_giou_3: 0.6305 (0.7463) loss_class_4: 1.0420 (1.2687) loss_bbox_4: 0.2809 (0.4270) loss_giou_4: 0.6070 (0.7447) loss_class_enc: 1.1252 (1.1799) loss_bbox_enc: 0.3478 (0.5314) loss_giou_enc: 0.7389 (0.8853) loss_class_dn: 0.5457 (0.5757) loss_bbox_dn: 0.5059 (0.7247) loss_giou_dn: 0.7687 (0.9616) loss_class_dn_0: 0.5068 (0.5181) loss_bbox_dn_0: 0.5940 (0.8043) loss_giou_dn_0: 0.9509 (1.0784) loss_class_dn_1: 0.5298 (0.5478) loss_bbox_dn_1: 0.5276 (0.7433) loss_giou_dn_1: 0.8265 (0.9956) loss_class_dn_2: 0.5356 (0.5707) loss_bbox_dn_2: 0.5116 (0.7268) loss_giou_dn_2: 0.7839 (0.9643) loss_class_dn_3: 0.5426 (0.5773) loss_bbox_dn_3: 0.5058 (0.7239) loss_giou_dn_3: 0.7698 (0.9591) loss_class_dn_4: 0.5414 (0.5774) loss_bbox_dn_4: 0.5057 (0.7241) loss_giou_dn_4: 0.7690 (0.9600) loss_class_hybrid: 0.9438 (0.9877) loss_bbox_hybrid: 0.3234 (0.4979) loss_giou_hybrid: 0.6632 (0.8343) loss_class_0_hybrid: 0.9386 (0.9764) loss_bbox_0_hybrid: 0.3502 (0.5494) loss_giou_0_hybrid: 0.7267 (0.9020) loss_class_1_hybrid: 0.9366 (0.9906) loss_bbox_1_hybrid: 0.3277 (0.5184) loss_giou_1_hybrid: 0.6893 (0.8609) loss_class_2_hybrid: 0.9364 (0.9948) loss_bbox_2_hybrid: 0.3264 (0.5052) loss_giou_2_hybrid: 0.6737 (0.8423) loss_class_3_hybrid: 0.9139 (0.9937) loss_bbox_3_hybrid: 0.3247 (0.5009) loss_giou_3_hybrid: 0.6679 (0.8368) loss_class_4_hybrid: 0.9521 (0.9888) loss_bbox_4_hybrid: 0.3253 (0.4996) loss_giou_4_hybrid: 0.6673 (0.8356) loss_class_enc_hybrid: 0.8364 (0.8832) loss_bbox_enc_hybrid: 0.4309 (0.6390) loss_giou_enc_hybrid: 0.8748 (1.0165) mem: 1024 max mem: 34360 [2024-01-14 13:23:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:24:39 det.util.engine] INFO: Epoch: [0] [4000/11727] eta: 2:08:23 lr: 0.000100 data_time: 0.0027 iter_time: 1.0145 loss: 39.6864 (47.7014) loss_class: 1.1430 (1.2956) loss_bbox: 0.2839 (0.4227) loss_giou: 0.5429 (0.7395) loss_class_0: 1.3013 (1.2725) loss_bbox_0: 0.2865 (0.4690) loss_giou_0: 0.6017 (0.8017) loss_class_1: 1.2471 (1.2666) loss_bbox_1: 0.2824 (0.4417) loss_giou_1: 0.5832 (0.7648) loss_class_2: 1.1799 (1.2588) loss_bbox_2: 0.2870 (0.4313) loss_giou_2: 0.5473 (0.7503) loss_class_3: 1.1326 (1.2601) loss_bbox_3: 0.2825 (0.4266) loss_giou_3: 0.5548 (0.7441) loss_class_4: 1.1247 (1.2672) loss_bbox_4: 0.2881 (0.4252) loss_giou_4: 0.5428 (0.7426) loss_class_enc: 1.2773 (1.1806) loss_bbox_enc: 0.3257 (0.5291) loss_giou_enc: 0.6803 (0.8830) loss_class_dn: 0.5502 (0.5755) loss_bbox_dn: 0.5264 (0.7226) loss_giou_dn: 0.7028 (0.9590) loss_class_dn_0: 0.5146 (0.5181) loss_bbox_dn_0: 0.6342 (0.8025) loss_giou_dn_0: 0.9058 (1.0765) loss_class_dn_1: 0.5242 (0.5476) loss_bbox_dn_1: 0.5632 (0.7413) loss_giou_dn_1: 0.7716 (0.9932) loss_class_dn_2: 0.5457 (0.5705) loss_bbox_dn_2: 0.5357 (0.7247) loss_giou_dn_2: 0.7183 (0.9618) loss_class_dn_3: 0.5539 (0.5771) loss_bbox_dn_3: 0.5277 (0.7219) loss_giou_dn_3: 0.7081 (0.9566) loss_class_dn_4: 0.5442 (0.5772) loss_bbox_dn_4: 0.5267 (0.7220) loss_giou_dn_4: 0.7037 (0.9574) loss_class_hybrid: 1.0141 (0.9881) loss_bbox_hybrid: 0.3079 (0.4955) loss_giou_hybrid: 0.6395 (0.8318) loss_class_0_hybrid: 1.0238 (0.9773) loss_bbox_0_hybrid: 0.3349 (0.5468) loss_giou_0_hybrid: 0.6708 (0.8993) loss_class_1_hybrid: 1.0183 (0.9911) loss_bbox_1_hybrid: 0.3193 (0.5160) loss_giou_1_hybrid: 0.6638 (0.8583) loss_class_2_hybrid: 1.0204 (0.9952) loss_bbox_2_hybrid: 0.3085 (0.5028) loss_giou_2_hybrid: 0.6433 (0.8397) loss_class_3_hybrid: 1.0163 (0.9940) loss_bbox_3_hybrid: 0.3104 (0.4985) loss_giou_3_hybrid: 0.6410 (0.8343) loss_class_4_hybrid: 0.9941 (0.9891) loss_bbox_4_hybrid: 0.3097 (0.4972) loss_giou_4_hybrid: 0.6431 (0.8331) loss_class_enc_hybrid: 0.9379 (0.8838) loss_bbox_enc_hybrid: 0.4161 (0.6364) loss_giou_enc_hybrid: 0.7965 (1.0141) mem: 1026 max mem: 34360 [2024-01-14 13:24:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:25:30 det.util.engine] INFO: Epoch: [0] [4050/11727] eta: 2:07:35 lr: 0.000100 data_time: 0.0027 iter_time: 1.0138 loss: 40.4406 (47.6063) loss_class: 1.0827 (1.2935) loss_bbox: 0.2555 (0.4207) loss_giou: 0.5652 (0.7376) loss_class_0: 1.2688 (1.2726) loss_bbox_0: 0.2671 (0.4668) loss_giou_0: 0.6088 (0.7996) loss_class_1: 1.1685 (1.2661) loss_bbox_1: 0.2393 (0.4396) loss_giou_1: 0.5825 (0.7627) loss_class_2: 1.1504 (1.2579) loss_bbox_2: 0.2526 (0.4292) loss_giou_2: 0.5748 (0.7483) loss_class_3: 1.0728 (1.2586) loss_bbox_3: 0.2534 (0.4247) loss_giou_3: 0.5818 (0.7422) loss_class_4: 1.0655 (1.2653) loss_bbox_4: 0.2547 (0.4233) loss_giou_4: 0.5637 (0.7407) loss_class_enc: 1.1023 (1.1808) loss_bbox_enc: 0.3224 (0.5269) loss_giou_enc: 0.7397 (0.8810) loss_class_dn: 0.5559 (0.5753) loss_bbox_dn: 0.4955 (0.7204) loss_giou_dn: 0.7663 (0.9566) loss_class_dn_0: 0.5067 (0.5180) loss_bbox_dn_0: 0.6189 (0.8007) loss_giou_dn_0: 0.9267 (1.0747) loss_class_dn_1: 0.5260 (0.5474) loss_bbox_dn_1: 0.5319 (0.7392) loss_giou_dn_1: 0.8167 (0.9910) loss_class_dn_2: 0.5520 (0.5702) loss_bbox_dn_2: 0.5020 (0.7226) loss_giou_dn_2: 0.7750 (0.9595) loss_class_dn_3: 0.5554 (0.5769) loss_bbox_dn_3: 0.4966 (0.7197) loss_giou_dn_3: 0.7679 (0.9542) loss_class_dn_4: 0.5584 (0.5770) loss_bbox_dn_4: 0.4956 (0.7198) loss_giou_dn_4: 0.7672 (0.9550) loss_class_hybrid: 0.9430 (0.9883) loss_bbox_hybrid: 0.2757 (0.4931) loss_giou_hybrid: 0.6436 (0.8294) loss_class_0_hybrid: 0.9771 (0.9778) loss_bbox_0_hybrid: 0.3104 (0.5441) loss_giou_0_hybrid: 0.6868 (0.8969) loss_class_1_hybrid: 0.9680 (0.9914) loss_bbox_1_hybrid: 0.2903 (0.5134) loss_giou_1_hybrid: 0.6680 (0.8560) loss_class_2_hybrid: 0.9612 (0.9955) loss_bbox_2_hybrid: 0.2814 (0.5003) loss_giou_2_hybrid: 0.6452 (0.8373) loss_class_3_hybrid: 0.9334 (0.9941) loss_bbox_3_hybrid: 0.2760 (0.4960) loss_giou_3_hybrid: 0.6442 (0.8319) loss_class_4_hybrid: 0.9445 (0.9892) loss_bbox_4_hybrid: 0.2759 (0.4947) loss_giou_4_hybrid: 0.6444 (0.8307) loss_class_enc_hybrid: 0.8331 (0.8840) loss_bbox_enc_hybrid: 0.4181 (0.6339) loss_giou_enc_hybrid: 0.8490 (1.0120) mem: 1029 max mem: 34360 [2024-01-14 13:25:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:26:21 det.util.engine] INFO: Epoch: [0] [4100/11727] eta: 2:06:48 lr: 0.000100 data_time: 0.0031 iter_time: 1.0124 loss: 38.9682 (47.5188) loss_class: 1.0977 (1.2918) loss_bbox: 0.2617 (0.4191) loss_giou: 0.5378 (0.7355) loss_class_0: 1.3260 (1.2734) loss_bbox_0: 0.2619 (0.4648) loss_giou_0: 0.5606 (0.7972) loss_class_1: 1.2163 (1.2661) loss_bbox_1: 0.2558 (0.4377) loss_giou_1: 0.5353 (0.7604) loss_class_2: 1.1638 (1.2572) loss_bbox_2: 0.2589 (0.4274) loss_giou_2: 0.5277 (0.7460) loss_class_3: 1.0855 (1.2574) loss_bbox_3: 0.2645 (0.4229) loss_giou_3: 0.5350 (0.7400) loss_class_4: 1.0873 (1.2638) loss_bbox_4: 0.2644 (0.4216) loss_giou_4: 0.5352 (0.7386) loss_class_enc: 1.2035 (1.1815) loss_bbox_enc: 0.3144 (0.5248) loss_giou_enc: 0.6699 (0.8788) loss_class_dn: 0.5509 (0.5750) loss_bbox_dn: 0.4389 (0.7186) loss_giou_dn: 0.7344 (0.9541) loss_class_dn_0: 0.5191 (0.5181) loss_bbox_dn_0: 0.5717 (0.7992) loss_giou_dn_0: 0.9016 (1.0728) loss_class_dn_1: 0.5362 (0.5472) loss_bbox_dn_1: 0.4602 (0.7375) loss_giou_dn_1: 0.7954 (0.9887) loss_class_dn_2: 0.5487 (0.5700) loss_bbox_dn_2: 0.4465 (0.7207) loss_giou_dn_2: 0.7418 (0.9570) loss_class_dn_3: 0.5434 (0.5766) loss_bbox_dn_3: 0.4390 (0.7179) loss_giou_dn_3: 0.7355 (0.9517) loss_class_dn_4: 0.5549 (0.5767) loss_bbox_dn_4: 0.4392 (0.7180) loss_giou_dn_4: 0.7346 (0.9525) loss_class_hybrid: 0.9839 (0.9888) loss_bbox_hybrid: 0.2900 (0.4908) loss_giou_hybrid: 0.5759 (0.8269) loss_class_0_hybrid: 1.0227 (0.9790) loss_bbox_0_hybrid: 0.3148 (0.5416) loss_giou_0_hybrid: 0.6110 (0.8942) loss_class_1_hybrid: 1.0161 (0.9920) loss_bbox_1_hybrid: 0.3006 (0.5111) loss_giou_1_hybrid: 0.5936 (0.8534) loss_class_2_hybrid: 1.0144 (0.9959) loss_bbox_2_hybrid: 0.2953 (0.4980) loss_giou_2_hybrid: 0.5717 (0.8348) loss_class_3_hybrid: 0.9699 (0.9945) loss_bbox_3_hybrid: 0.2912 (0.4938) loss_giou_3_hybrid: 0.5667 (0.8294) loss_class_4_hybrid: 0.9689 (0.9896) loss_bbox_4_hybrid: 0.2946 (0.4925) loss_giou_4_hybrid: 0.5681 (0.8282) loss_class_enc_hybrid: 0.8829 (0.8847) loss_bbox_enc_hybrid: 0.3984 (0.6315) loss_giou_enc_hybrid: 0.7799 (1.0097) mem: 1024 max mem: 34360 [2024-01-14 13:26:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:27:12 det.util.engine] INFO: Epoch: [0] [4150/11727] eta: 2:06:01 lr: 0.000100 data_time: 0.0031 iter_time: 1.0354 loss: 39.3033 (47.4308) loss_class: 1.0765 (1.2895) loss_bbox: 0.2734 (0.4176) loss_giou: 0.5602 (0.7337) loss_class_0: 1.2638 (1.2736) loss_bbox_0: 0.2871 (0.4629) loss_giou_0: 0.5750 (0.7950) loss_class_1: 1.2228 (1.2658) loss_bbox_1: 0.2654 (0.4360) loss_giou_1: 0.5398 (0.7583) loss_class_2: 1.1786 (1.2562) loss_bbox_2: 0.2734 (0.4257) loss_giou_2: 0.5446 (0.7441) loss_class_3: 1.1273 (1.2559) loss_bbox_3: 0.2749 (0.4213) loss_giou_3: 0.5460 (0.7381) loss_class_4: 1.0602 (1.2617) loss_bbox_4: 0.2735 (0.4201) loss_giou_4: 0.5601 (0.7368) loss_class_enc: 1.1589 (1.1820) loss_bbox_enc: 0.3243 (0.5228) loss_giou_enc: 0.6749 (0.8767) loss_class_dn: 0.5249 (0.5748) loss_bbox_dn: 0.5255 (0.7167) loss_giou_dn: 0.7426 (0.9516) loss_class_dn_0: 0.5094 (0.5181) loss_bbox_dn_0: 0.6319 (0.7977) loss_giou_dn_0: 0.9196 (1.0709) loss_class_dn_1: 0.5199 (0.5470) loss_bbox_dn_1: 0.5518 (0.7357) loss_giou_dn_1: 0.7940 (0.9864) loss_class_dn_2: 0.5189 (0.5696) loss_bbox_dn_2: 0.5349 (0.7189) loss_giou_dn_2: 0.7584 (0.9546) loss_class_dn_3: 0.5295 (0.5763) loss_bbox_dn_3: 0.5283 (0.7160) loss_giou_dn_3: 0.7478 (0.9493) loss_class_dn_4: 0.5324 (0.5765) loss_bbox_dn_4: 0.5256 (0.7161) loss_giou_dn_4: 0.7431 (0.9500) loss_class_hybrid: 0.9871 (0.9890) loss_bbox_hybrid: 0.3044 (0.4888) loss_giou_hybrid: 0.6121 (0.8245) loss_class_0_hybrid: 0.9803 (0.9796) loss_bbox_0_hybrid: 0.3287 (0.5394) loss_giou_0_hybrid: 0.6631 (0.8917) loss_class_1_hybrid: 1.0133 (0.9924) loss_bbox_1_hybrid: 0.3108 (0.5090) loss_giou_1_hybrid: 0.6331 (0.8510) loss_class_2_hybrid: 0.9899 (0.9961) loss_bbox_2_hybrid: 0.3077 (0.4959) loss_giou_2_hybrid: 0.6191 (0.8324) loss_class_3_hybrid: 0.9826 (0.9946) loss_bbox_3_hybrid: 0.3067 (0.4917) loss_giou_3_hybrid: 0.6126 (0.8270) loss_class_4_hybrid: 0.9790 (0.9898) loss_bbox_4_hybrid: 0.3028 (0.4904) loss_giou_4_hybrid: 0.6132 (0.8258) loss_class_enc_hybrid: 0.8770 (0.8852) loss_bbox_enc_hybrid: 0.4097 (0.6293) loss_giou_enc_hybrid: 0.8052 (1.0074) mem: 1039 max mem: 34360 [2024-01-14 13:27:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:28:03 det.util.engine] INFO: Epoch: [0] [4200/11727] eta: 2:05:12 lr: 0.000100 data_time: 0.0027 iter_time: 1.0097 loss: 39.7409 (47.3451) loss_class: 1.0097 (1.2872) loss_bbox: 0.2741 (0.4161) loss_giou: 0.5419 (0.7320) loss_class_0: 1.1652 (1.2740) loss_bbox_0: 0.2962 (0.4610) loss_giou_0: 0.6042 (0.7929) loss_class_1: 1.1602 (1.2654) loss_bbox_1: 0.2832 (0.4343) loss_giou_1: 0.5742 (0.7564) loss_class_2: 1.1118 (1.2551) loss_bbox_2: 0.2869 (0.4241) loss_giou_2: 0.5376 (0.7422) loss_class_3: 1.0134 (1.2542) loss_bbox_3: 0.2761 (0.4197) loss_giou_3: 0.5494 (0.7363) loss_class_4: 1.0028 (1.2596) loss_bbox_4: 0.2694 (0.4186) loss_giou_4: 0.5459 (0.7351) loss_class_enc: 1.2153 (1.1825) loss_bbox_enc: 0.3546 (0.5208) loss_giou_enc: 0.6642 (0.8747) loss_class_dn: 0.5276 (0.5744) loss_bbox_dn: 0.5481 (0.7148) loss_giou_dn: 0.7560 (0.9493) loss_class_dn_0: 0.5101 (0.5180) loss_bbox_dn_0: 0.6710 (0.7961) loss_giou_dn_0: 0.9213 (1.0692) loss_class_dn_1: 0.5183 (0.5467) loss_bbox_dn_1: 0.5814 (0.7339) loss_giou_dn_1: 0.8057 (0.9843) loss_class_dn_2: 0.5268 (0.5693) loss_bbox_dn_2: 0.5582 (0.7170) loss_giou_dn_2: 0.7645 (0.9525) loss_class_dn_3: 0.5321 (0.5760) loss_bbox_dn_3: 0.5497 (0.7141) loss_giou_dn_3: 0.7573 (0.9470) loss_class_dn_4: 0.5308 (0.5762) loss_bbox_dn_4: 0.5483 (0.7142) loss_giou_dn_4: 0.7567 (0.9477) loss_class_hybrid: 0.9471 (0.9889) loss_bbox_hybrid: 0.3314 (0.4869) loss_giou_hybrid: 0.6283 (0.8224) loss_class_0_hybrid: 0.9451 (0.9801) loss_bbox_0_hybrid: 0.3501 (0.5371) loss_giou_0_hybrid: 0.6713 (0.8894) loss_class_1_hybrid: 0.9695 (0.9924) loss_bbox_1_hybrid: 0.3374 (0.5069) loss_giou_1_hybrid: 0.6477 (0.8489) loss_class_2_hybrid: 0.9360 (0.9960) loss_bbox_2_hybrid: 0.3323 (0.4939) loss_giou_2_hybrid: 0.6342 (0.8303) loss_class_3_hybrid: 0.9323 (0.9944) loss_bbox_3_hybrid: 0.3338 (0.4898) loss_giou_3_hybrid: 0.6332 (0.8249) loss_class_4_hybrid: 0.9421 (0.9896) loss_bbox_4_hybrid: 0.3339 (0.4885) loss_giou_4_hybrid: 0.6278 (0.8238) loss_class_enc_hybrid: 0.8621 (0.8856) loss_bbox_enc_hybrid: 0.4405 (0.6271) loss_giou_enc_hybrid: 0.7990 (1.0053) mem: 1026 max mem: 34360 [2024-01-14 13:28:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:28:54 det.util.engine] INFO: Epoch: [0] [4250/11727] eta: 2:04:24 lr: 0.000100 data_time: 0.0030 iter_time: 1.0006 loss: 40.7551 (47.2629) loss_class: 1.1008 (1.2854) loss_bbox: 0.2967 (0.4147) loss_giou: 0.5594 (0.7297) loss_class_0: 1.2881 (1.2751) loss_bbox_0: 0.3173 (0.4592) loss_giou_0: 0.5508 (0.7902) loss_class_1: 1.2460 (1.2656) loss_bbox_1: 0.2999 (0.4326) loss_giou_1: 0.5443 (0.7539) loss_class_2: 1.1914 (1.2548) loss_bbox_2: 0.2833 (0.4225) loss_giou_2: 0.5474 (0.7397) loss_class_3: 1.1653 (1.2533) loss_bbox_3: 0.2949 (0.4182) loss_giou_3: 0.5599 (0.7339) loss_class_4: 1.0940 (1.2582) loss_bbox_4: 0.2963 (0.4171) loss_giou_4: 0.5585 (0.7327) loss_class_enc: 1.2270 (1.1837) loss_bbox_enc: 0.3482 (0.5190) loss_giou_enc: 0.6683 (0.8721) loss_class_dn: 0.5333 (0.5742) loss_bbox_dn: 0.5449 (0.7134) loss_giou_dn: 0.7445 (0.9467) loss_class_dn_0: 0.5064 (0.5180) loss_bbox_dn_0: 0.6604 (0.7953) loss_giou_dn_0: 0.9207 (1.0673) loss_class_dn_1: 0.5159 (0.5465) loss_bbox_dn_1: 0.5676 (0.7327) loss_giou_dn_1: 0.8162 (0.9820) loss_class_dn_2: 0.5259 (0.5690) loss_bbox_dn_2: 0.5530 (0.7157) loss_giou_dn_2: 0.7623 (0.9499) loss_class_dn_3: 0.5337 (0.5757) loss_bbox_dn_3: 0.5470 (0.7127) loss_giou_dn_3: 0.7462 (0.9445) loss_class_dn_4: 0.5359 (0.5759) loss_bbox_dn_4: 0.5450 (0.7128) loss_giou_dn_4: 0.7446 (0.9451) loss_class_hybrid: 0.9924 (0.9893) loss_bbox_hybrid: 0.3206 (0.4849) loss_giou_hybrid: 0.5666 (0.8197) loss_class_0_hybrid: 1.0298 (0.9813) loss_bbox_0_hybrid: 0.3490 (0.5349) loss_giou_0_hybrid: 0.6281 (0.8865) loss_class_1_hybrid: 0.9955 (0.9931) loss_bbox_1_hybrid: 0.3396 (0.5049) loss_giou_1_hybrid: 0.5959 (0.8461) loss_class_2_hybrid: 1.0179 (0.9966) loss_bbox_2_hybrid: 0.3266 (0.4920) loss_giou_2_hybrid: 0.5721 (0.8275) loss_class_3_hybrid: 1.0053 (0.9949) loss_bbox_3_hybrid: 0.3275 (0.4878) loss_giou_3_hybrid: 0.5684 (0.8222) loss_class_4_hybrid: 0.9842 (0.9901) loss_bbox_4_hybrid: 0.3209 (0.4865) loss_giou_4_hybrid: 0.5692 (0.8210) loss_class_enc_hybrid: 0.9312 (0.8864) loss_bbox_enc_hybrid: 0.4440 (0.6251) loss_giou_enc_hybrid: 0.7961 (1.0026) mem: 1031 max mem: 34360 [2024-01-14 13:28:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:29:45 det.util.engine] INFO: Epoch: [0] [4300/11727] eta: 2:03:36 lr: 0.000100 data_time: 0.0029 iter_time: 1.0318 loss: 39.3194 (47.1716) loss_class: 1.0028 (1.2829) loss_bbox: 0.2677 (0.4131) loss_giou: 0.5962 (0.7281) loss_class_0: 1.2245 (1.2751) loss_bbox_0: 0.2774 (0.4573) loss_giou_0: 0.6150 (0.7882) loss_class_1: 1.1563 (1.2648) loss_bbox_1: 0.2583 (0.4308) loss_giou_1: 0.5849 (0.7521) loss_class_2: 1.1272 (1.2534) loss_bbox_2: 0.2492 (0.4207) loss_giou_2: 0.5794 (0.7380) loss_class_3: 1.0350 (1.2514) loss_bbox_3: 0.2650 (0.4166) loss_giou_3: 0.5809 (0.7323) loss_class_4: 1.0426 (1.2560) loss_bbox_4: 0.2645 (0.4155) loss_giou_4: 0.5919 (0.7311) loss_class_enc: 1.1622 (1.1838) loss_bbox_enc: 0.3069 (0.5168) loss_giou_enc: 0.7100 (0.8702) loss_class_dn: 0.5308 (0.5739) loss_bbox_dn: 0.4768 (0.7112) loss_giou_dn: 0.7953 (0.9445) loss_class_dn_0: 0.4937 (0.5179) loss_bbox_dn_0: 0.6153 (0.7935) loss_giou_dn_0: 0.9419 (1.0658) loss_class_dn_1: 0.4992 (0.5462) loss_bbox_dn_1: 0.4891 (0.7306) loss_giou_dn_1: 0.8245 (0.9800) loss_class_dn_2: 0.5168 (0.5687) loss_bbox_dn_2: 0.4743 (0.7135) loss_giou_dn_2: 0.8033 (0.9479) loss_class_dn_3: 0.5214 (0.5754) loss_bbox_dn_3: 0.4778 (0.7106) loss_giou_dn_3: 0.7945 (0.9424) loss_class_dn_4: 0.5300 (0.5756) loss_bbox_dn_4: 0.4767 (0.7107) loss_giou_dn_4: 0.7953 (0.9430) loss_class_hybrid: 0.9322 (0.9890) loss_bbox_hybrid: 0.2822 (0.4828) loss_giou_hybrid: 0.6630 (0.8177) loss_class_0_hybrid: 0.9403 (0.9816) loss_bbox_0_hybrid: 0.2989 (0.5326) loss_giou_0_hybrid: 0.7140 (0.8843) loss_class_1_hybrid: 0.9407 (0.9929) loss_bbox_1_hybrid: 0.2877 (0.5027) loss_giou_1_hybrid: 0.6857 (0.8441) loss_class_2_hybrid: 0.9349 (0.9962) loss_bbox_2_hybrid: 0.2828 (0.4898) loss_giou_2_hybrid: 0.6690 (0.8255) loss_class_3_hybrid: 0.9317 (0.9945) loss_bbox_3_hybrid: 0.2782 (0.4856) loss_giou_3_hybrid: 0.6693 (0.8202) loss_class_4_hybrid: 0.9315 (0.9897) loss_bbox_4_hybrid: 0.2797 (0.4844) loss_giou_4_hybrid: 0.6644 (0.8190) loss_class_enc_hybrid: 0.8542 (0.8865) loss_bbox_enc_hybrid: 0.3815 (0.6227) loss_giou_enc_hybrid: 0.8142 (1.0006) mem: 1017 max mem: 34360 [2024-01-14 13:29:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:30:36 det.util.engine] INFO: Epoch: [0] [4350/11727] eta: 2:02:49 lr: 0.000100 data_time: 0.0030 iter_time: 1.0232 loss: 40.8474 (47.0951) loss_class: 1.1497 (1.2813) loss_bbox: 0.3068 (0.4117) loss_giou: 0.6181 (0.7263) loss_class_0: 1.2491 (1.2756) loss_bbox_0: 0.3022 (0.4556) loss_giou_0: 0.6150 (0.7861) loss_class_1: 1.2323 (1.2649) loss_bbox_1: 0.2990 (0.4292) loss_giou_1: 0.6025 (0.7501) loss_class_2: 1.1732 (1.2529) loss_bbox_2: 0.2891 (0.4192) loss_giou_2: 0.6204 (0.7360) loss_class_3: 1.1583 (1.2503) loss_bbox_3: 0.2949 (0.4151) loss_giou_3: 0.6152 (0.7304) loss_class_4: 1.1303 (1.2546) loss_bbox_4: 0.2991 (0.4141) loss_giou_4: 0.6068 (0.7293) loss_class_enc: 1.1594 (1.1843) loss_bbox_enc: 0.3603 (0.5150) loss_giou_enc: 0.7190 (0.8682) loss_class_dn: 0.5522 (0.5737) loss_bbox_dn: 0.5056 (0.7096) loss_giou_dn: 0.7672 (0.9423) loss_class_dn_0: 0.5106 (0.5179) loss_bbox_dn_0: 0.6074 (0.7922) loss_giou_dn_0: 0.9218 (1.0641) loss_class_dn_1: 0.5254 (0.5460) loss_bbox_dn_1: 0.5298 (0.7290) loss_giou_dn_1: 0.8195 (0.9780) loss_class_dn_2: 0.5366 (0.5685) loss_bbox_dn_2: 0.5148 (0.7119) loss_giou_dn_2: 0.7782 (0.9457) loss_class_dn_3: 0.5585 (0.5752) loss_bbox_dn_3: 0.5081 (0.7089) loss_giou_dn_3: 0.7688 (0.9402) loss_class_dn_4: 0.5582 (0.5754) loss_bbox_dn_4: 0.5058 (0.7090) loss_giou_dn_4: 0.7668 (0.9408) loss_class_hybrid: 0.9809 (0.9893) loss_bbox_hybrid: 0.3255 (0.4809) loss_giou_hybrid: 0.6803 (0.8155) loss_class_0_hybrid: 1.0406 (0.9825) loss_bbox_0_hybrid: 0.3474 (0.5305) loss_giou_0_hybrid: 0.7277 (0.8820) loss_class_1_hybrid: 1.0095 (0.9933) loss_bbox_1_hybrid: 0.3286 (0.5008) loss_giou_1_hybrid: 0.6934 (0.8419) loss_class_2_hybrid: 1.0335 (0.9966) loss_bbox_2_hybrid: 0.3264 (0.4879) loss_giou_2_hybrid: 0.6833 (0.8233) loss_class_3_hybrid: 1.0128 (0.9947) loss_bbox_3_hybrid: 0.3275 (0.4838) loss_giou_3_hybrid: 0.6834 (0.8180) loss_class_4_hybrid: 0.9860 (0.9900) loss_bbox_4_hybrid: 0.3279 (0.4825) loss_giou_4_hybrid: 0.6826 (0.8168) loss_class_enc_hybrid: 0.8951 (0.8870) loss_bbox_enc_hybrid: 0.4323 (0.6207) loss_giou_enc_hybrid: 0.8532 (0.9986) mem: 1014 max mem: 34360 [2024-01-14 13:30:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:31:28 det.util.engine] INFO: Epoch: [0] [4400/11727] eta: 2:02:01 lr: 0.000100 data_time: 0.0030 iter_time: 1.0582 loss: 38.8997 (47.0024) loss_class: 1.0131 (1.2787) loss_bbox: 0.2537 (0.4102) loss_giou: 0.5647 (0.7245) loss_class_0: 1.2802 (1.2754) loss_bbox_0: 0.2696 (0.4537) loss_giou_0: 0.6096 (0.7841) loss_class_1: 1.1980 (1.2641) loss_bbox_1: 0.2510 (0.4274) loss_giou_1: 0.5722 (0.7481) loss_class_2: 1.1096 (1.2515) loss_bbox_2: 0.2468 (0.4175) loss_giou_2: 0.5560 (0.7342) loss_class_3: 1.0438 (1.2484) loss_bbox_3: 0.2518 (0.4135) loss_giou_3: 0.5654 (0.7286) loss_class_4: 1.0152 (1.2523) loss_bbox_4: 0.2508 (0.4125) loss_giou_4: 0.5718 (0.7275) loss_class_enc: 1.2221 (1.1843) loss_bbox_enc: 0.3306 (0.5130) loss_giou_enc: 0.6847 (0.8663) loss_class_dn: 0.5370 (0.5733) loss_bbox_dn: 0.5131 (0.7073) loss_giou_dn: 0.7439 (0.9402) loss_class_dn_0: 0.5125 (0.5178) loss_bbox_dn_0: 0.6685 (0.7902) loss_giou_dn_0: 0.9296 (1.0625) loss_class_dn_1: 0.5148 (0.5457) loss_bbox_dn_1: 0.5566 (0.7268) loss_giou_dn_1: 0.8014 (0.9760) loss_class_dn_2: 0.5297 (0.5681) loss_bbox_dn_2: 0.5265 (0.7097) loss_giou_dn_2: 0.7565 (0.9437) loss_class_dn_3: 0.5412 (0.5748) loss_bbox_dn_3: 0.5148 (0.7067) loss_giou_dn_3: 0.7468 (0.9381) loss_class_dn_4: 0.5409 (0.5751) loss_bbox_dn_4: 0.5131 (0.7068) loss_giou_dn_4: 0.7426 (0.9386) loss_class_hybrid: 0.9393 (0.9890) loss_bbox_hybrid: 0.2899 (0.4789) loss_giou_hybrid: 0.5929 (0.8135) loss_class_0_hybrid: 1.0223 (0.9825) loss_bbox_0_hybrid: 0.3172 (0.5282) loss_giou_0_hybrid: 0.6522 (0.8798) loss_class_1_hybrid: 0.9791 (0.9930) loss_bbox_1_hybrid: 0.3006 (0.4987) loss_giou_1_hybrid: 0.6188 (0.8398) loss_class_2_hybrid: 0.9860 (0.9963) loss_bbox_2_hybrid: 0.2942 (0.4858) loss_giou_2_hybrid: 0.6019 (0.8212) loss_class_3_hybrid: 0.9418 (0.9943) loss_bbox_3_hybrid: 0.2904 (0.4817) loss_giou_3_hybrid: 0.6005 (0.8159) loss_class_4_hybrid: 0.9299 (0.9896) loss_bbox_4_hybrid: 0.2910 (0.4804) loss_giou_4_hybrid: 0.5990 (0.8148) loss_class_enc_hybrid: 0.9230 (0.8870) loss_bbox_enc_hybrid: 0.4174 (0.6183) loss_giou_enc_hybrid: 0.7954 (0.9965) mem: 1024 max mem: 34360 [2024-01-14 13:31:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:32:19 det.util.engine] INFO: Epoch: [0] [4450/11727] eta: 2:01:12 lr: 0.000100 data_time: 0.0028 iter_time: 1.0040 loss: 39.4973 (46.9143) loss_class: 1.0411 (1.2764) loss_bbox: 0.2659 (0.4087) loss_giou: 0.5850 (0.7228) loss_class_0: 1.2339 (1.2755) loss_bbox_0: 0.2964 (0.4519) loss_giou_0: 0.6507 (0.7821) loss_class_1: 1.1716 (1.2634) loss_bbox_1: 0.2788 (0.4257) loss_giou_1: 0.6064 (0.7463) loss_class_2: 1.1036 (1.2503) loss_bbox_2: 0.2707 (0.4159) loss_giou_2: 0.5774 (0.7323) loss_class_3: 1.0626 (1.2467) loss_bbox_3: 0.2768 (0.4119) loss_giou_3: 0.5803 (0.7268) loss_class_4: 1.0064 (1.2502) loss_bbox_4: 0.2792 (0.4110) loss_giou_4: 0.5877 (0.7258) loss_class_enc: 1.1480 (1.1847) loss_bbox_enc: 0.3277 (0.5111) loss_giou_enc: 0.7057 (0.8643) loss_class_dn: 0.5648 (0.5730) loss_bbox_dn: 0.5105 (0.7052) loss_giou_dn: 0.7595 (0.9378) loss_class_dn_0: 0.5114 (0.5178) loss_bbox_dn_0: 0.6152 (0.7886) loss_giou_dn_0: 0.9279 (1.0609) loss_class_dn_1: 0.5266 (0.5455) loss_bbox_dn_1: 0.5417 (0.7249) loss_giou_dn_1: 0.8230 (0.9739) loss_class_dn_2: 0.5503 (0.5678) loss_bbox_dn_2: 0.5120 (0.7076) loss_giou_dn_2: 0.7702 (0.9414) loss_class_dn_3: 0.5538 (0.5745) loss_bbox_dn_3: 0.5104 (0.7046) loss_giou_dn_3: 0.7653 (0.9358) loss_class_dn_4: 0.5623 (0.5748) loss_bbox_dn_4: 0.5104 (0.7047) loss_giou_dn_4: 0.7598 (0.9363) loss_class_hybrid: 0.9300 (0.9887) loss_bbox_hybrid: 0.2982 (0.4769) loss_giou_hybrid: 0.6562 (0.8113) loss_class_0_hybrid: 0.9719 (0.9829) loss_bbox_0_hybrid: 0.3350 (0.5260) loss_giou_0_hybrid: 0.6971 (0.8775) loss_class_1_hybrid: 0.9586 (0.9930) loss_bbox_1_hybrid: 0.3080 (0.4966) loss_giou_1_hybrid: 0.6840 (0.8376) loss_class_2_hybrid: 0.9307 (0.9962) loss_bbox_2_hybrid: 0.2958 (0.4838) loss_giou_2_hybrid: 0.6666 (0.8191) loss_class_3_hybrid: 0.9399 (0.9941) loss_bbox_3_hybrid: 0.2904 (0.4797) loss_giou_3_hybrid: 0.6547 (0.8138) loss_class_4_hybrid: 0.9256 (0.9893) loss_bbox_4_hybrid: 0.2977 (0.4785) loss_giou_4_hybrid: 0.6586 (0.8126) loss_class_enc_hybrid: 0.8274 (0.8873) loss_bbox_enc_hybrid: 0.4244 (0.6162) loss_giou_enc_hybrid: 0.8329 (0.9944) mem: 1027 max mem: 34360 [2024-01-14 13:32:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:33:11 det.util.engine] INFO: Epoch: [0] [4500/11727] eta: 2:00:26 lr: 0.000100 data_time: 0.0032 iter_time: 1.0162 loss: 39.0468 (46.8279) loss_class: 1.0517 (1.2743) loss_bbox: 0.2772 (0.4072) loss_giou: 0.5929 (0.7210) loss_class_0: 1.3101 (1.2760) loss_bbox_0: 0.2580 (0.4500) loss_giou_0: 0.5982 (0.7800) loss_class_1: 1.1586 (1.2629) loss_bbox_1: 0.2683 (0.4240) loss_giou_1: 0.5898 (0.7443) loss_class_2: 1.1245 (1.2495) loss_bbox_2: 0.2586 (0.4142) loss_giou_2: 0.5833 (0.7303) loss_class_3: 1.0650 (1.2452) loss_bbox_3: 0.2681 (0.4103) loss_giou_3: 0.5902 (0.7250) loss_class_4: 1.0428 (1.2483) loss_bbox_4: 0.2772 (0.4095) loss_giou_4: 0.5901 (0.7239) loss_class_enc: 1.1924 (1.1852) loss_bbox_enc: 0.3276 (0.5091) loss_giou_enc: 0.7108 (0.8621) loss_class_dn: 0.5379 (0.5727) loss_bbox_dn: 0.4810 (0.7033) loss_giou_dn: 0.7375 (0.9355) loss_class_dn_0: 0.5071 (0.5178) loss_bbox_dn_0: 0.6097 (0.7870) loss_giou_dn_0: 0.9112 (1.0591) loss_class_dn_1: 0.5253 (0.5453) loss_bbox_dn_1: 0.5001 (0.7230) loss_giou_dn_1: 0.7847 (0.9718) loss_class_dn_2: 0.5444 (0.5675) loss_bbox_dn_2: 0.4837 (0.7057) loss_giou_dn_2: 0.7429 (0.9392) loss_class_dn_3: 0.5476 (0.5742) loss_bbox_dn_3: 0.4818 (0.7027) loss_giou_dn_3: 0.7366 (0.9335) loss_class_dn_4: 0.5462 (0.5745) loss_bbox_dn_4: 0.4811 (0.7027) loss_giou_dn_4: 0.7379 (0.9340) loss_class_hybrid: 0.9708 (0.9888) loss_bbox_hybrid: 0.3018 (0.4749) loss_giou_hybrid: 0.6169 (0.8090) loss_class_0_hybrid: 1.0186 (0.9835) loss_bbox_0_hybrid: 0.3138 (0.5238) loss_giou_0_hybrid: 0.6704 (0.8750) loss_class_1_hybrid: 0.9737 (0.9932) loss_bbox_1_hybrid: 0.2989 (0.4945) loss_giou_1_hybrid: 0.6375 (0.8353) loss_class_2_hybrid: 0.9817 (0.9963) loss_bbox_2_hybrid: 0.2972 (0.4817) loss_giou_2_hybrid: 0.6184 (0.8167) loss_class_3_hybrid: 0.9487 (0.9941) loss_bbox_3_hybrid: 0.3004 (0.4777) loss_giou_3_hybrid: 0.6151 (0.8115) loss_class_4_hybrid: 0.9635 (0.9893) loss_bbox_4_hybrid: 0.2896 (0.4764) loss_giou_4_hybrid: 0.6150 (0.8103) loss_class_enc_hybrid: 0.9072 (0.8877) loss_bbox_enc_hybrid: 0.4217 (0.6140) loss_giou_enc_hybrid: 0.7946 (0.9922) mem: 1014 max mem: 34360 [2024-01-14 13:33:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:34:02 det.util.engine] INFO: Epoch: [0] [4550/11727] eta: 1:59:39 lr: 0.000100 data_time: 0.0028 iter_time: 0.9903 loss: 38.6519 (46.7498) loss_class: 1.1050 (1.2726) loss_bbox: 0.2573 (0.4057) loss_giou: 0.5689 (0.7191) loss_class_0: 1.3139 (1.2766) loss_bbox_0: 0.2750 (0.4483) loss_giou_0: 0.6007 (0.7779) loss_class_1: 1.2623 (1.2631) loss_bbox_1: 0.2565 (0.4224) loss_giou_1: 0.5683 (0.7422) loss_class_2: 1.1834 (1.2490) loss_bbox_2: 0.2601 (0.4126) loss_giou_2: 0.5669 (0.7283) loss_class_3: 1.1141 (1.2440) loss_bbox_3: 0.2530 (0.4088) loss_giou_3: 0.5739 (0.7231) loss_class_4: 1.0701 (1.2467) loss_bbox_4: 0.2558 (0.4080) loss_giou_4: 0.5828 (0.7221) loss_class_enc: 1.1829 (1.1859) loss_bbox_enc: 0.3238 (0.5073) loss_giou_enc: 0.6971 (0.8601) loss_class_dn: 0.5395 (0.5725) loss_bbox_dn: 0.4885 (0.7016) loss_giou_dn: 0.7514 (0.9332) loss_class_dn_0: 0.5131 (0.5178) loss_bbox_dn_0: 0.6042 (0.7858) loss_giou_dn_0: 0.9142 (1.0574) loss_class_dn_1: 0.5271 (0.5451) loss_bbox_dn_1: 0.5192 (0.7215) loss_giou_dn_1: 0.8066 (0.9697) loss_class_dn_2: 0.5373 (0.5673) loss_bbox_dn_2: 0.4991 (0.7041) loss_giou_dn_2: 0.7603 (0.9370) loss_class_dn_3: 0.5373 (0.5740) loss_bbox_dn_3: 0.4889 (0.7011) loss_giou_dn_3: 0.7502 (0.9313) loss_class_dn_4: 0.5435 (0.5743) loss_bbox_dn_4: 0.4883 (0.7011) loss_giou_dn_4: 0.7498 (0.9318) loss_class_hybrid: 0.9534 (0.9889) loss_bbox_hybrid: 0.2988 (0.4731) loss_giou_hybrid: 0.6366 (0.8069) loss_class_0_hybrid: 0.9779 (0.9841) loss_bbox_0_hybrid: 0.3190 (0.5218) loss_giou_0_hybrid: 0.6842 (0.8727) loss_class_1_hybrid: 0.9702 (0.9936) loss_bbox_1_hybrid: 0.3062 (0.4926) loss_giou_1_hybrid: 0.6568 (0.8331) loss_class_2_hybrid: 0.9627 (0.9965) loss_bbox_2_hybrid: 0.2949 (0.4798) loss_giou_2_hybrid: 0.6410 (0.8145) loss_class_3_hybrid: 0.9456 (0.9941) loss_bbox_3_hybrid: 0.2927 (0.4759) loss_giou_3_hybrid: 0.6395 (0.8093) loss_class_4_hybrid: 0.9346 (0.9894) loss_bbox_4_hybrid: 0.2913 (0.4746) loss_giou_4_hybrid: 0.6369 (0.8081) loss_class_enc_hybrid: 0.8760 (0.8882) loss_bbox_enc_hybrid: 0.4122 (0.6120) loss_giou_enc_hybrid: 0.8273 (0.9900) mem: 1021 max mem: 34360 [2024-01-14 13:34:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:34:53 det.util.engine] INFO: Epoch: [0] [4600/11727] eta: 1:58:50 lr: 0.000100 data_time: 0.0029 iter_time: 0.9923 loss: 37.8222 (46.6651) loss_class: 1.0836 (1.2707) loss_bbox: 0.2584 (0.4042) loss_giou: 0.5484 (0.7171) loss_class_0: 1.3415 (1.2773) loss_bbox_0: 0.2659 (0.4465) loss_giou_0: 0.6000 (0.7756) loss_class_1: 1.2986 (1.2632) loss_bbox_1: 0.2436 (0.4206) loss_giou_1: 0.5590 (0.7400) loss_class_2: 1.1904 (1.2484) loss_bbox_2: 0.2546 (0.4109) loss_giou_2: 0.5436 (0.7261) loss_class_3: 1.1189 (1.2429) loss_bbox_3: 0.2529 (0.4072) loss_giou_3: 0.5422 (0.7210) loss_class_4: 1.0772 (1.2451) loss_bbox_4: 0.2581 (0.4064) loss_giou_4: 0.5509 (0.7201) loss_class_enc: 1.1744 (1.1866) loss_bbox_enc: 0.3192 (0.5054) loss_giou_enc: 0.6705 (0.8579) loss_class_dn: 0.5291 (0.5723) loss_bbox_dn: 0.5085 (0.6998) loss_giou_dn: 0.7179 (0.9308) loss_class_dn_0: 0.5100 (0.5178) loss_bbox_dn_0: 0.6404 (0.7844) loss_giou_dn_0: 0.8883 (1.0557) loss_class_dn_1: 0.5183 (0.5449) loss_bbox_dn_1: 0.5540 (0.7198) loss_giou_dn_1: 0.7716 (0.9676) loss_class_dn_2: 0.5214 (0.5670) loss_bbox_dn_2: 0.5137 (0.7023) loss_giou_dn_2: 0.7335 (0.9347) loss_class_dn_3: 0.5322 (0.5737) loss_bbox_dn_3: 0.5102 (0.6992) loss_giou_dn_3: 0.7212 (0.9289) loss_class_dn_4: 0.5368 (0.5741) loss_bbox_dn_4: 0.5087 (0.6993) loss_giou_dn_4: 0.7178 (0.9294) loss_class_hybrid: 1.0034 (0.9894) loss_bbox_hybrid: 0.2748 (0.4710) loss_giou_hybrid: 0.5837 (0.8044) loss_class_0_hybrid: 1.0118 (0.9850) loss_bbox_0_hybrid: 0.3102 (0.5195) loss_giou_0_hybrid: 0.6409 (0.8701) loss_class_1_hybrid: 1.0229 (0.9941) loss_bbox_1_hybrid: 0.2908 (0.4905) loss_giou_1_hybrid: 0.6163 (0.8305) loss_class_2_hybrid: 1.0314 (0.9969) loss_bbox_2_hybrid: 0.2792 (0.4777) loss_giou_2_hybrid: 0.5855 (0.8120) loss_class_3_hybrid: 1.0230 (0.9945) loss_bbox_3_hybrid: 0.2742 (0.4737) loss_giou_3_hybrid: 0.5837 (0.8068) loss_class_4_hybrid: 1.0217 (0.9898) loss_bbox_4_hybrid: 0.2723 (0.4725) loss_giou_4_hybrid: 0.5828 (0.8056) loss_class_enc_hybrid: 0.9021 (0.8888) loss_bbox_enc_hybrid: 0.4029 (0.6098) loss_giou_enc_hybrid: 0.7739 (0.9877) mem: 1020 max mem: 34360 [2024-01-14 13:34:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:35:46 det.util.engine] INFO: Epoch: [0] [4650/11727] eta: 1:58:04 lr: 0.000100 data_time: 0.0032 iter_time: 1.0628 loss: 39.6867 (46.5902) loss_class: 1.1388 (1.2693) loss_bbox: 0.2785 (0.4028) loss_giou: 0.5501 (0.7151) loss_class_0: 1.3041 (1.2777) loss_bbox_0: 0.3038 (0.4449) loss_giou_0: 0.5826 (0.7733) loss_class_1: 1.2506 (1.2632) loss_bbox_1: 0.2869 (0.4191) loss_giou_1: 0.5364 (0.7378) loss_class_2: 1.1553 (1.2478) loss_bbox_2: 0.2846 (0.4094) loss_giou_2: 0.5538 (0.7241) loss_class_3: 1.1446 (1.2419) loss_bbox_3: 0.2868 (0.4058) loss_giou_3: 0.5636 (0.7189) loss_class_4: 1.1295 (1.2439) loss_bbox_4: 0.2819 (0.4051) loss_giou_4: 0.5503 (0.7180) loss_class_enc: 1.2271 (1.1872) loss_bbox_enc: 0.3475 (0.5038) loss_giou_enc: 0.6581 (0.8558) loss_class_dn: 0.5632 (0.5721) loss_bbox_dn: 0.5297 (0.6985) loss_giou_dn: 0.7451 (0.9286) loss_class_dn_0: 0.5169 (0.5179) loss_bbox_dn_0: 0.6325 (0.7834) loss_giou_dn_0: 0.9062 (1.0539) loss_class_dn_1: 0.5236 (0.5448) loss_bbox_dn_1: 0.5499 (0.7186) loss_giou_dn_1: 0.7834 (0.9655) loss_class_dn_2: 0.5368 (0.5668) loss_bbox_dn_2: 0.5330 (0.7011) loss_giou_dn_2: 0.7553 (0.9325) loss_class_dn_3: 0.5570 (0.5735) loss_bbox_dn_3: 0.5321 (0.6980) loss_giou_dn_3: 0.7467 (0.9267) loss_class_dn_4: 0.5644 (0.5739) loss_bbox_dn_4: 0.5300 (0.6980) loss_giou_dn_4: 0.7454 (0.9272) loss_class_hybrid: 1.0055 (0.9899) loss_bbox_hybrid: 0.3121 (0.4692) loss_giou_hybrid: 0.6039 (0.8019) loss_class_0_hybrid: 1.0361 (0.9859) loss_bbox_0_hybrid: 0.3401 (0.5175) loss_giou_0_hybrid: 0.6576 (0.8675) loss_class_1_hybrid: 1.0322 (0.9948) loss_bbox_1_hybrid: 0.3222 (0.4886) loss_giou_1_hybrid: 0.6199 (0.8280) loss_class_2_hybrid: 1.0140 (0.9974) loss_bbox_2_hybrid: 0.3065 (0.4758) loss_giou_2_hybrid: 0.6116 (0.8096) loss_class_3_hybrid: 0.9940 (0.9950) loss_bbox_3_hybrid: 0.3066 (0.4719) loss_giou_3_hybrid: 0.6024 (0.8043) loss_class_4_hybrid: 1.0104 (0.9903) loss_bbox_4_hybrid: 0.3213 (0.4707) loss_giou_4_hybrid: 0.6034 (0.8032) loss_class_enc_hybrid: 0.9388 (0.8895) loss_bbox_enc_hybrid: 0.4358 (0.6080) loss_giou_enc_hybrid: 0.7992 (0.9853) mem: 1016 max mem: 34559 [2024-01-14 13:35:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:36:37 det.util.engine] INFO: Epoch: [0] [4700/11727] eta: 1:57:16 lr: 0.000100 data_time: 0.0032 iter_time: 1.0130 loss: 38.6336 (46.5096) loss_class: 1.0996 (1.2671) loss_bbox: 0.2628 (0.4015) loss_giou: 0.5210 (0.7137) loss_class_0: 1.2613 (1.2775) loss_bbox_0: 0.2881 (0.4433) loss_giou_0: 0.5600 (0.7717) loss_class_1: 1.2180 (1.2624) loss_bbox_1: 0.2628 (0.4176) loss_giou_1: 0.5258 (0.7362) loss_class_2: 1.1711 (1.2466) loss_bbox_2: 0.2474 (0.4079) loss_giou_2: 0.5271 (0.7225) loss_class_3: 1.1131 (1.2402) loss_bbox_3: 0.2467 (0.4043) loss_giou_3: 0.5166 (0.7174) loss_class_4: 1.0771 (1.2419) loss_bbox_4: 0.2655 (0.4037) loss_giou_4: 0.5278 (0.7166) loss_class_enc: 1.2056 (1.1872) loss_bbox_enc: 0.3373 (0.5020) loss_giou_enc: 0.6515 (0.8541) loss_class_dn: 0.5457 (0.5719) loss_bbox_dn: 0.4931 (0.6964) loss_giou_dn: 0.6938 (0.9267) loss_class_dn_0: 0.5237 (0.5179) loss_bbox_dn_0: 0.6242 (0.7816) loss_giou_dn_0: 0.8978 (1.0525) loss_class_dn_1: 0.5243 (0.5446) loss_bbox_dn_1: 0.5252 (0.7166) loss_giou_dn_1: 0.7688 (0.9637) loss_class_dn_2: 0.5252 (0.5665) loss_bbox_dn_2: 0.4977 (0.6991) loss_giou_dn_2: 0.7151 (0.9307) loss_class_dn_3: 0.5419 (0.5733) loss_bbox_dn_3: 0.4943 (0.6959) loss_giou_dn_3: 0.7008 (0.9249) loss_class_dn_4: 0.5477 (0.5737) loss_bbox_dn_4: 0.4930 (0.6959) loss_giou_dn_4: 0.6936 (0.9253) loss_class_hybrid: 1.0089 (0.9896) loss_bbox_hybrid: 0.2727 (0.4674) loss_giou_hybrid: 0.5493 (0.8002) loss_class_0_hybrid: 1.0462 (0.9860) loss_bbox_0_hybrid: 0.3118 (0.5155) loss_giou_0_hybrid: 0.6063 (0.8656) loss_class_1_hybrid: 1.0047 (0.9946) loss_bbox_1_hybrid: 0.2857 (0.4867) loss_giou_1_hybrid: 0.5807 (0.8263) loss_class_2_hybrid: 0.9803 (0.9971) loss_bbox_2_hybrid: 0.2771 (0.4740) loss_giou_2_hybrid: 0.5566 (0.8078) loss_class_3_hybrid: 0.9809 (0.9946) loss_bbox_3_hybrid: 0.2757 (0.4701) loss_giou_3_hybrid: 0.5528 (0.8026) loss_class_4_hybrid: 0.9942 (0.9899) loss_bbox_4_hybrid: 0.2734 (0.4689) loss_giou_4_hybrid: 0.5518 (0.8014) loss_class_enc_hybrid: 0.9219 (0.8895) loss_bbox_enc_hybrid: 0.4078 (0.6059) loss_giou_enc_hybrid: 0.7537 (0.9836) mem: 1040 max mem: 34559 [2024-01-14 13:36:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:37:28 det.util.engine] INFO: Epoch: [0] [4750/11727] eta: 1:56:27 lr: 0.000100 data_time: 0.0033 iter_time: 1.0099 loss: 39.4156 (46.4311) loss_class: 1.1175 (1.2651) loss_bbox: 0.2643 (0.4001) loss_giou: 0.5633 (0.7121) loss_class_0: 1.2757 (1.2776) loss_bbox_0: 0.2735 (0.4416) loss_giou_0: 0.6231 (0.7698) loss_class_1: 1.2324 (1.2617) loss_bbox_1: 0.2739 (0.4160) loss_giou_1: 0.5962 (0.7345) loss_class_2: 1.1725 (1.2456) loss_bbox_2: 0.2681 (0.4064) loss_giou_2: 0.5875 (0.7208) loss_class_3: 1.1328 (1.2388) loss_bbox_3: 0.2574 (0.4029) loss_giou_3: 0.5775 (0.7158) loss_class_4: 1.1109 (1.2401) loss_bbox_4: 0.2603 (0.4023) loss_giou_4: 0.5763 (0.7150) loss_class_enc: 1.1740 (1.1874) loss_bbox_enc: 0.3086 (0.5002) loss_giou_enc: 0.7069 (0.8523) loss_class_dn: 0.5600 (0.5717) loss_bbox_dn: 0.5189 (0.6947) loss_giou_dn: 0.7377 (0.9247) loss_class_dn_0: 0.5184 (0.5179) loss_bbox_dn_0: 0.6392 (0.7802) loss_giou_dn_0: 0.9082 (1.0508) loss_class_dn_1: 0.5273 (0.5444) loss_bbox_dn_1: 0.5696 (0.7150) loss_giou_dn_1: 0.7866 (0.9618) loss_class_dn_2: 0.5488 (0.5662) loss_bbox_dn_2: 0.5291 (0.6973) loss_giou_dn_2: 0.7482 (0.9287) loss_class_dn_3: 0.5551 (0.5730) loss_bbox_dn_3: 0.5210 (0.6942) loss_giou_dn_3: 0.7409 (0.9229) loss_class_dn_4: 0.5530 (0.5734) loss_bbox_dn_4: 0.5191 (0.6942) loss_giou_dn_4: 0.7380 (0.9232) loss_class_hybrid: 1.0046 (0.9896) loss_bbox_hybrid: 0.2967 (0.4656) loss_giou_hybrid: 0.6405 (0.7982) loss_class_0_hybrid: 1.0228 (0.9864) loss_bbox_0_hybrid: 0.3314 (0.5135) loss_giou_0_hybrid: 0.6959 (0.8636) loss_class_1_hybrid: 0.9973 (0.9945) loss_bbox_1_hybrid: 0.3162 (0.4849) loss_giou_1_hybrid: 0.6654 (0.8243) loss_class_2_hybrid: 0.9889 (0.9970) loss_bbox_2_hybrid: 0.3037 (0.4722) loss_giou_2_hybrid: 0.6426 (0.8058) loss_class_3_hybrid: 1.0054 (0.9946) loss_bbox_3_hybrid: 0.2977 (0.4683) loss_giou_3_hybrid: 0.6418 (0.8006) loss_class_4_hybrid: 0.9917 (0.9899) loss_bbox_4_hybrid: 0.2987 (0.4671) loss_giou_4_hybrid: 0.6383 (0.7995) loss_class_enc_hybrid: 0.8848 (0.8896) loss_bbox_enc_hybrid: 0.4157 (0.6040) loss_giou_enc_hybrid: 0.8204 (0.9817) mem: 1025 max mem: 34559 [2024-01-14 13:37:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:38:20 det.util.engine] INFO: Epoch: [0] [4800/11727] eta: 1:55:39 lr: 0.000100 data_time: 0.0031 iter_time: 1.0255 loss: 39.1140 (46.3556) loss_class: 1.0693 (1.2632) loss_bbox: 0.2985 (0.3988) loss_giou: 0.5506 (0.7105) loss_class_0: 1.3349 (1.2775) loss_bbox_0: 0.3015 (0.4401) loss_giou_0: 0.5719 (0.7680) loss_class_1: 1.2578 (1.2614) loss_bbox_1: 0.2768 (0.4145) loss_giou_1: 0.5422 (0.7327) loss_class_2: 1.1758 (1.2447) loss_bbox_2: 0.2704 (0.4050) loss_giou_2: 0.5527 (0.7191) loss_class_3: 1.1083 (1.2375) loss_bbox_3: 0.2777 (0.4015) loss_giou_3: 0.5568 (0.7142) loss_class_4: 1.0747 (1.2384) loss_bbox_4: 0.2801 (0.4010) loss_giou_4: 0.5542 (0.7134) loss_class_enc: 1.2637 (1.1877) loss_bbox_enc: 0.3430 (0.4985) loss_giou_enc: 0.6395 (0.8504) loss_class_dn: 0.5535 (0.5714) loss_bbox_dn: 0.5577 (0.6932) loss_giou_dn: 0.7269 (0.9227) loss_class_dn_0: 0.5128 (0.5179) loss_bbox_dn_0: 0.6753 (0.7789) loss_giou_dn_0: 0.9150 (1.0494) loss_class_dn_1: 0.5188 (0.5441) loss_bbox_dn_1: 0.5905 (0.7135) loss_giou_dn_1: 0.7816 (0.9601) loss_class_dn_2: 0.5320 (0.5659) loss_bbox_dn_2: 0.5607 (0.6958) loss_giou_dn_2: 0.7472 (0.9269) loss_class_dn_3: 0.5531 (0.5727) loss_bbox_dn_3: 0.5568 (0.6927) loss_giou_dn_3: 0.7272 (0.9210) loss_class_dn_4: 0.5520 (0.5731) loss_bbox_dn_4: 0.5576 (0.6927) loss_giou_dn_4: 0.7267 (0.9213) loss_class_hybrid: 0.9645 (0.9895) loss_bbox_hybrid: 0.3059 (0.4639) loss_giou_hybrid: 0.5760 (0.7963) loss_class_0_hybrid: 1.0636 (0.9867) loss_bbox_0_hybrid: 0.3462 (0.5116) loss_giou_0_hybrid: 0.6295 (0.8614) loss_class_1_hybrid: 1.0127 (0.9946) loss_bbox_1_hybrid: 0.3193 (0.4831) loss_giou_1_hybrid: 0.5926 (0.8223) loss_class_2_hybrid: 0.9688 (0.9970) loss_bbox_2_hybrid: 0.3056 (0.4704) loss_giou_2_hybrid: 0.5787 (0.8039) loss_class_3_hybrid: 0.9534 (0.9944) loss_bbox_3_hybrid: 0.3114 (0.4666) loss_giou_3_hybrid: 0.5774 (0.7987) loss_class_4_hybrid: 0.9709 (0.9898) loss_bbox_4_hybrid: 0.3069 (0.4654) loss_giou_4_hybrid: 0.5761 (0.7975) loss_class_enc_hybrid: 0.9067 (0.8897) loss_bbox_enc_hybrid: 0.4315 (0.6020) loss_giou_enc_hybrid: 0.7432 (0.9797) mem: 1035 max mem: 34559 [2024-01-14 13:38:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:39:11 det.util.engine] INFO: Epoch: [0] [4850/11727] eta: 1:54:50 lr: 0.000100 data_time: 0.0030 iter_time: 1.0179 loss: 38.3832 (46.2821) loss_class: 0.9648 (1.2614) loss_bbox: 0.2601 (0.3977) loss_giou: 0.5364 (0.7090) loss_class_0: 1.2290 (1.2779) loss_bbox_0: 0.2821 (0.4385) loss_giou_0: 0.5673 (0.7661) loss_class_1: 1.1252 (1.2612) loss_bbox_1: 0.2688 (0.4131) loss_giou_1: 0.5336 (0.7309) loss_class_2: 1.0149 (1.2439) loss_bbox_2: 0.2442 (0.4036) loss_giou_2: 0.5469 (0.7175) loss_class_3: 0.9980 (1.2360) loss_bbox_3: 0.2565 (0.4003) loss_giou_3: 0.5499 (0.7127) loss_class_4: 0.9529 (1.2368) loss_bbox_4: 0.2491 (0.3998) loss_giou_4: 0.5438 (0.7119) loss_class_enc: 1.1777 (1.1882) loss_bbox_enc: 0.3293 (0.4968) loss_giou_enc: 0.6496 (0.8485) loss_class_dn: 0.5421 (0.5712) loss_bbox_dn: 0.4853 (0.6914) loss_giou_dn: 0.7382 (0.9206) loss_class_dn_0: 0.5126 (0.5179) loss_bbox_dn_0: 0.5808 (0.7775) loss_giou_dn_0: 0.9060 (1.0478) loss_class_dn_1: 0.5197 (0.5440) loss_bbox_dn_1: 0.5066 (0.7119) loss_giou_dn_1: 0.7857 (0.9581) loss_class_dn_2: 0.5311 (0.5657) loss_bbox_dn_2: 0.4905 (0.6941) loss_giou_dn_2: 0.7466 (0.9249) loss_class_dn_3: 0.5400 (0.5725) loss_bbox_dn_3: 0.4880 (0.6910) loss_giou_dn_3: 0.7395 (0.9189) loss_class_dn_4: 0.5419 (0.5730) loss_bbox_dn_4: 0.4851 (0.6910) loss_giou_dn_4: 0.7380 (0.9192) loss_class_hybrid: 0.9057 (0.9895) loss_bbox_hybrid: 0.2781 (0.4623) loss_giou_hybrid: 0.5911 (0.7944) loss_class_0_hybrid: 0.9318 (0.9872) loss_bbox_0_hybrid: 0.3094 (0.5097) loss_giou_0_hybrid: 0.6398 (0.8594) loss_class_1_hybrid: 0.9337 (0.9947) loss_bbox_1_hybrid: 0.2876 (0.4814) loss_giou_1_hybrid: 0.6021 (0.8203) loss_class_2_hybrid: 0.9052 (0.9969) loss_bbox_2_hybrid: 0.2835 (0.4688) loss_giou_2_hybrid: 0.5959 (0.8020) loss_class_3_hybrid: 0.8954 (0.9943) loss_bbox_3_hybrid: 0.2799 (0.4649) loss_giou_3_hybrid: 0.5931 (0.7968) loss_class_4_hybrid: 0.9139 (0.9897) loss_bbox_4_hybrid: 0.2785 (0.4637) loss_giou_4_hybrid: 0.5913 (0.7956) loss_class_enc_hybrid: 0.8608 (0.8901) loss_bbox_enc_hybrid: 0.4187 (0.6002) loss_giou_enc_hybrid: 0.7755 (0.9778) mem: 1016 max mem: 34559 [2024-01-14 13:39:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:40:02 det.util.engine] INFO: Epoch: [0] [4900/11727] eta: 1:54:02 lr: 0.000100 data_time: 0.0034 iter_time: 1.0205 loss: 38.1665 (46.2078) loss_class: 1.0185 (1.2592) loss_bbox: 0.3006 (0.3965) loss_giou: 0.5574 (0.7076) loss_class_0: 1.2086 (1.2777) loss_bbox_0: 0.2891 (0.4370) loss_giou_0: 0.5897 (0.7644) loss_class_1: 1.2134 (1.2608) loss_bbox_1: 0.2816 (0.4117) loss_giou_1: 0.5456 (0.7293) loss_class_2: 1.0899 (1.2427) loss_bbox_2: 0.2787 (0.4023) loss_giou_2: 0.5365 (0.7159) loss_class_3: 1.0409 (1.2344) loss_bbox_3: 0.2875 (0.3991) loss_giou_3: 0.5468 (0.7112) loss_class_4: 1.0313 (1.2348) loss_bbox_4: 0.2934 (0.3985) loss_giou_4: 0.5549 (0.7104) loss_class_enc: 1.1273 (1.1883) loss_bbox_enc: 0.3520 (0.4952) loss_giou_enc: 0.6818 (0.8469) loss_class_dn: 0.5298 (0.5710) loss_bbox_dn: 0.5338 (0.6898) loss_giou_dn: 0.7282 (0.9187) loss_class_dn_0: 0.5150 (0.5179) loss_bbox_dn_0: 0.6270 (0.7761) loss_giou_dn_0: 0.9037 (1.0464) loss_class_dn_1: 0.5182 (0.5438) loss_bbox_dn_1: 0.5589 (0.7103) loss_giou_dn_1: 0.7860 (0.9564) loss_class_dn_2: 0.5241 (0.5654) loss_bbox_dn_2: 0.5356 (0.6925) loss_giou_dn_2: 0.7396 (0.9230) loss_class_dn_3: 0.5422 (0.5723) loss_bbox_dn_3: 0.5378 (0.6893) loss_giou_dn_3: 0.7243 (0.9170) loss_class_dn_4: 0.5334 (0.5728) loss_bbox_dn_4: 0.5339 (0.6893) loss_giou_dn_4: 0.7279 (0.9173) loss_class_hybrid: 0.9698 (0.9892) loss_bbox_hybrid: 0.3008 (0.4607) loss_giou_hybrid: 0.5876 (0.7926) loss_class_0_hybrid: 0.9821 (0.9874) loss_bbox_0_hybrid: 0.3304 (0.5080) loss_giou_0_hybrid: 0.6502 (0.8574) loss_class_1_hybrid: 0.9583 (0.9946) loss_bbox_1_hybrid: 0.3205 (0.4797) loss_giou_1_hybrid: 0.6129 (0.8185) loss_class_2_hybrid: 0.9406 (0.9967) loss_bbox_2_hybrid: 0.3058 (0.4672) loss_giou_2_hybrid: 0.5964 (0.8002) loss_class_3_hybrid: 0.9435 (0.9940) loss_bbox_3_hybrid: 0.3053 (0.4633) loss_giou_3_hybrid: 0.5923 (0.7950) loss_class_4_hybrid: 0.9417 (0.9895) loss_bbox_4_hybrid: 0.3018 (0.4622) loss_giou_4_hybrid: 0.5914 (0.7939) loss_class_enc_hybrid: 0.8672 (0.8903) loss_bbox_enc_hybrid: 0.4250 (0.5983) loss_giou_enc_hybrid: 0.7762 (0.9759) mem: 1028 max mem: 34559 [2024-01-14 13:40:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:40:54 det.util.engine] INFO: Epoch: [0] [4950/11727] eta: 1:53:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0538 loss: 37.8112 (46.1347) loss_class: 1.0638 (1.2573) loss_bbox: 0.2564 (0.3953) loss_giou: 0.5630 (0.7062) loss_class_0: 1.2566 (1.2779) loss_bbox_0: 0.2725 (0.4355) loss_giou_0: 0.5613 (0.7627) loss_class_1: 1.1938 (1.2602) loss_bbox_1: 0.2510 (0.4103) loss_giou_1: 0.5623 (0.7277) loss_class_2: 1.0884 (1.2417) loss_bbox_2: 0.2480 (0.4010) loss_giou_2: 0.5560 (0.7144) loss_class_3: 1.0626 (1.2329) loss_bbox_3: 0.2500 (0.3978) loss_giou_3: 0.5571 (0.7097) loss_class_4: 1.0410 (1.2331) loss_bbox_4: 0.2547 (0.3973) loss_giou_4: 0.5585 (0.7090) loss_class_enc: 1.1282 (1.1885) loss_bbox_enc: 0.3171 (0.4936) loss_giou_enc: 0.6714 (0.8451) loss_class_dn: 0.5213 (0.5707) loss_bbox_dn: 0.4870 (0.6882) loss_giou_dn: 0.7336 (0.9169) loss_class_dn_0: 0.5025 (0.5178) loss_bbox_dn_0: 0.5926 (0.7747) loss_giou_dn_0: 0.9012 (1.0450) loss_class_dn_1: 0.5061 (0.5435) loss_bbox_dn_1: 0.5134 (0.7087) loss_giou_dn_1: 0.7828 (0.9547) loss_class_dn_2: 0.5171 (0.5651) loss_bbox_dn_2: 0.4958 (0.6909) loss_giou_dn_2: 0.7424 (0.9213) loss_class_dn_3: 0.5299 (0.5720) loss_bbox_dn_3: 0.4897 (0.6877) loss_giou_dn_3: 0.7369 (0.9153) loss_class_dn_4: 0.5183 (0.5724) loss_bbox_dn_4: 0.4866 (0.6877) loss_giou_dn_4: 0.7334 (0.9155) loss_class_hybrid: 0.9263 (0.9890) loss_bbox_hybrid: 0.2795 (0.4592) loss_giou_hybrid: 0.5977 (0.7908) loss_class_0_hybrid: 0.9480 (0.9875) loss_bbox_0_hybrid: 0.3082 (0.5063) loss_giou_0_hybrid: 0.6580 (0.8554) loss_class_1_hybrid: 0.9525 (0.9945) loss_bbox_1_hybrid: 0.2872 (0.4782) loss_giou_1_hybrid: 0.6155 (0.8166) loss_class_2_hybrid: 0.9581 (0.9965) loss_bbox_2_hybrid: 0.2794 (0.4656) loss_giou_2_hybrid: 0.5913 (0.7983) loss_class_3_hybrid: 0.9380 (0.9938) loss_bbox_3_hybrid: 0.2825 (0.4618) loss_giou_3_hybrid: 0.5987 (0.7932) loss_class_4_hybrid: 0.9450 (0.9893) loss_bbox_4_hybrid: 0.2837 (0.4606) loss_giou_4_hybrid: 0.5984 (0.7920) loss_class_enc_hybrid: 0.8357 (0.8903) loss_bbox_enc_hybrid: 0.3989 (0.5966) loss_giou_enc_hybrid: 0.7826 (0.9740) mem: 1024 max mem: 34559 [2024-01-14 13:40:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:41:45 det.util.engine] INFO: Epoch: [0] [5000/11727] eta: 1:52:25 lr: 0.000100 data_time: 0.0030 iter_time: 1.0304 loss: 39.0043 (46.0605) loss_class: 1.0737 (1.2555) loss_bbox: 0.2503 (0.3939) loss_giou: 0.5542 (0.7047) loss_class_0: 1.2484 (1.2780) loss_bbox_0: 0.2658 (0.4339) loss_giou_0: 0.5907 (0.7610) loss_class_1: 1.1988 (1.2598) loss_bbox_1: 0.2491 (0.4087) loss_giou_1: 0.5675 (0.7261) loss_class_2: 1.1545 (1.2408) loss_bbox_2: 0.2458 (0.3995) loss_giou_2: 0.5546 (0.7128) loss_class_3: 1.1074 (1.2317) loss_bbox_3: 0.2495 (0.3964) loss_giou_3: 0.5538 (0.7082) loss_class_4: 1.0722 (1.2314) loss_bbox_4: 0.2507 (0.3959) loss_giou_4: 0.5540 (0.7075) loss_class_enc: 1.1736 (1.1889) loss_bbox_enc: 0.2968 (0.4917) loss_giou_enc: 0.6527 (0.8433) loss_class_dn: 0.5500 (0.5705) loss_bbox_dn: 0.4399 (0.6863) loss_giou_dn: 0.7344 (0.9150) loss_class_dn_0: 0.5196 (0.5178) loss_bbox_dn_0: 0.5970 (0.7731) loss_giou_dn_0: 0.9002 (1.0435) loss_class_dn_1: 0.5211 (0.5433) loss_bbox_dn_1: 0.4611 (0.7069) loss_giou_dn_1: 0.7866 (0.9529) loss_class_dn_2: 0.5388 (0.5649) loss_bbox_dn_2: 0.4471 (0.6891) loss_giou_dn_2: 0.7467 (0.9194) loss_class_dn_3: 0.5483 (0.5718) loss_bbox_dn_3: 0.4398 (0.6859) loss_giou_dn_3: 0.7319 (0.9134) loss_class_dn_4: 0.5473 (0.5723) loss_bbox_dn_4: 0.4400 (0.6858) loss_giou_dn_4: 0.7346 (0.9136) loss_class_hybrid: 0.9665 (0.9887) loss_bbox_hybrid: 0.2775 (0.4576) loss_giou_hybrid: 0.6320 (0.7892) loss_class_0_hybrid: 0.9643 (0.9877) loss_bbox_0_hybrid: 0.3051 (0.5044) loss_giou_0_hybrid: 0.6763 (0.8537) loss_class_1_hybrid: 0.9690 (0.9944) loss_bbox_1_hybrid: 0.2904 (0.4764) loss_giou_1_hybrid: 0.6567 (0.8150) loss_class_2_hybrid: 0.9823 (0.9964) loss_bbox_2_hybrid: 0.2746 (0.4639) loss_giou_2_hybrid: 0.6348 (0.7967) loss_class_3_hybrid: 0.9843 (0.9936) loss_bbox_3_hybrid: 0.2878 (0.4602) loss_giou_3_hybrid: 0.6306 (0.7916) loss_class_4_hybrid: 0.9487 (0.9890) loss_bbox_4_hybrid: 0.2810 (0.4590) loss_giou_4_hybrid: 0.6286 (0.7904) loss_class_enc_hybrid: 0.8960 (0.8906) loss_bbox_enc_hybrid: 0.3927 (0.5946) loss_giou_enc_hybrid: 0.7898 (0.9722) mem: 1018 max mem: 34559 [2024-01-14 13:41:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:42:36 det.util.engine] INFO: Epoch: [0] [5050/11727] eta: 1:51:36 lr: 0.000100 data_time: 0.0031 iter_time: 1.0098 loss: 38.8733 (45.9871) loss_class: 1.0884 (1.2536) loss_bbox: 0.2471 (0.3926) loss_giou: 0.5067 (0.7032) loss_class_0: 1.2850 (1.2780) loss_bbox_0: 0.2728 (0.4324) loss_giou_0: 0.5489 (0.7592) loss_class_1: 1.2282 (1.2594) loss_bbox_1: 0.2601 (0.4073) loss_giou_1: 0.5207 (0.7244) loss_class_2: 1.1666 (1.2400) loss_bbox_2: 0.2445 (0.3981) loss_giou_2: 0.5137 (0.7111) loss_class_3: 1.1327 (1.2303) loss_bbox_3: 0.2556 (0.3951) loss_giou_3: 0.5027 (0.7066) loss_class_4: 1.0889 (1.2297) loss_bbox_4: 0.2522 (0.3947) loss_giou_4: 0.5043 (0.7060) loss_class_enc: 1.2781 (1.1893) loss_bbox_enc: 0.3095 (0.4901) loss_giou_enc: 0.6173 (0.8413) loss_class_dn: 0.5648 (0.5703) loss_bbox_dn: 0.5102 (0.6847) loss_giou_dn: 0.6941 (0.9131) loss_class_dn_0: 0.5251 (0.5178) loss_bbox_dn_0: 0.6304 (0.7717) loss_giou_dn_0: 0.8927 (1.0420) loss_class_dn_1: 0.5370 (0.5432) loss_bbox_dn_1: 0.5496 (0.7054) loss_giou_dn_1: 0.7507 (0.9512) loss_class_dn_2: 0.5487 (0.5646) loss_bbox_dn_2: 0.5196 (0.6875) loss_giou_dn_2: 0.7050 (0.9176) loss_class_dn_3: 0.5620 (0.5716) loss_bbox_dn_3: 0.5106 (0.6843) loss_giou_dn_3: 0.6988 (0.9115) loss_class_dn_4: 0.5624 (0.5720) loss_bbox_dn_4: 0.5103 (0.6842) loss_giou_dn_4: 0.6951 (0.9117) loss_class_hybrid: 0.9995 (0.9887) loss_bbox_hybrid: 0.2815 (0.4560) loss_giou_hybrid: 0.5587 (0.7874) loss_class_0_hybrid: 1.0160 (0.9879) loss_bbox_0_hybrid: 0.3157 (0.5026) loss_giou_0_hybrid: 0.6023 (0.8516) loss_class_1_hybrid: 1.0081 (0.9944) loss_bbox_1_hybrid: 0.2989 (0.4748) loss_giou_1_hybrid: 0.5689 (0.8131) loss_class_2_hybrid: 1.0065 (0.9963) loss_bbox_2_hybrid: 0.2848 (0.4623) loss_giou_2_hybrid: 0.5559 (0.7948) loss_class_3_hybrid: 0.9907 (0.9934) loss_bbox_3_hybrid: 0.2801 (0.4586) loss_giou_3_hybrid: 0.5519 (0.7897) loss_class_4_hybrid: 0.9785 (0.9888) loss_bbox_4_hybrid: 0.2823 (0.4574) loss_giou_4_hybrid: 0.5596 (0.7886) loss_class_enc_hybrid: 0.9498 (0.8908) loss_bbox_enc_hybrid: 0.3868 (0.5928) loss_giou_enc_hybrid: 0.7563 (0.9702) mem: 1023 max mem: 34559 [2024-01-14 13:42:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:43:27 det.util.engine] INFO: Epoch: [0] [5100/11727] eta: 1:50:47 lr: 0.000100 data_time: 0.0031 iter_time: 1.0184 loss: 38.3693 (45.9143) loss_class: 1.0835 (1.2516) loss_bbox: 0.2754 (0.3915) loss_giou: 0.5653 (0.7018) loss_class_0: 1.2136 (1.2779) loss_bbox_0: 0.2946 (0.4309) loss_giou_0: 0.5846 (0.7575) loss_class_1: 1.1656 (1.2586) loss_bbox_1: 0.2831 (0.4060) loss_giou_1: 0.5675 (0.7228) loss_class_2: 1.1640 (1.2390) loss_bbox_2: 0.2777 (0.3968) loss_giou_2: 0.5711 (0.7097) loss_class_3: 1.0940 (1.2289) loss_bbox_3: 0.2833 (0.3939) loss_giou_3: 0.5681 (0.7052) loss_class_4: 1.0652 (1.2280) loss_bbox_4: 0.2765 (0.3935) loss_giou_4: 0.5673 (0.7046) loss_class_enc: 1.1969 (1.1895) loss_bbox_enc: 0.3239 (0.4884) loss_giou_enc: 0.6631 (0.8396) loss_class_dn: 0.5338 (0.5700) loss_bbox_dn: 0.5046 (0.6830) loss_giou_dn: 0.7381 (0.9113) loss_class_dn_0: 0.5139 (0.5178) loss_bbox_dn_0: 0.5758 (0.7703) loss_giou_dn_0: 0.9125 (1.0406) loss_class_dn_1: 0.5188 (0.5429) loss_bbox_dn_1: 0.5242 (0.7037) loss_giou_dn_1: 0.7856 (0.9495) loss_class_dn_2: 0.5291 (0.5643) loss_bbox_dn_2: 0.5115 (0.6858) loss_giou_dn_2: 0.7479 (0.9159) loss_class_dn_3: 0.5444 (0.5713) loss_bbox_dn_3: 0.5036 (0.6826) loss_giou_dn_3: 0.7412 (0.9098) loss_class_dn_4: 0.5421 (0.5718) loss_bbox_dn_4: 0.5048 (0.6825) loss_giou_dn_4: 0.7372 (0.9099) loss_class_hybrid: 0.9670 (0.9885) loss_bbox_hybrid: 0.3183 (0.4544) loss_giou_hybrid: 0.6245 (0.7856) loss_class_0_hybrid: 0.9950 (0.9881) loss_bbox_0_hybrid: 0.3452 (0.5009) loss_giou_0_hybrid: 0.6678 (0.8498) loss_class_1_hybrid: 0.9520 (0.9942) loss_bbox_1_hybrid: 0.3335 (0.4731) loss_giou_1_hybrid: 0.6437 (0.8113) loss_class_2_hybrid: 0.9801 (0.9961) loss_bbox_2_hybrid: 0.3220 (0.4607) loss_giou_2_hybrid: 0.6282 (0.7931) loss_class_3_hybrid: 0.9882 (0.9932) loss_bbox_3_hybrid: 0.3195 (0.4570) loss_giou_3_hybrid: 0.6198 (0.7880) loss_class_4_hybrid: 0.9493 (0.9886) loss_bbox_4_hybrid: 0.3188 (0.4558) loss_giou_4_hybrid: 0.6251 (0.7869) loss_class_enc_hybrid: 0.8897 (0.8909) loss_bbox_enc_hybrid: 0.4050 (0.5909) loss_giou_enc_hybrid: 0.7762 (0.9684) mem: 1027 max mem: 34559 [2024-01-14 13:43:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:44:18 det.util.engine] INFO: Epoch: [0] [5150/11727] eta: 1:49:58 lr: 0.000100 data_time: 0.0029 iter_time: 1.0438 loss: 38.6995 (45.8458) loss_class: 1.0633 (1.2498) loss_bbox: 0.2706 (0.3903) loss_giou: 0.5592 (0.7005) loss_class_0: 1.2090 (1.2779) loss_bbox_0: 0.2847 (0.4295) loss_giou_0: 0.6001 (0.7559) loss_class_1: 1.1972 (1.2581) loss_bbox_1: 0.2661 (0.4047) loss_giou_1: 0.5822 (0.7213) loss_class_2: 1.1362 (1.2380) loss_bbox_2: 0.2693 (0.3956) loss_giou_2: 0.5690 (0.7082) loss_class_3: 1.1067 (1.2275) loss_bbox_3: 0.2658 (0.3927) loss_giou_3: 0.5553 (0.7038) loss_class_4: 1.0765 (1.2264) loss_bbox_4: 0.2676 (0.3923) loss_giou_4: 0.5661 (0.7032) loss_class_enc: 1.1979 (1.1898) loss_bbox_enc: 0.3278 (0.4869) loss_giou_enc: 0.6766 (0.8379) loss_class_dn: 0.5401 (0.5699) loss_bbox_dn: 0.4834 (0.6814) loss_giou_dn: 0.7201 (0.9095) loss_class_dn_0: 0.5201 (0.5179) loss_bbox_dn_0: 0.5817 (0.7690) loss_giou_dn_0: 0.8984 (1.0392) loss_class_dn_1: 0.5190 (0.5428) loss_bbox_dn_1: 0.4977 (0.7022) loss_giou_dn_1: 0.7591 (0.9478) loss_class_dn_2: 0.5329 (0.5642) loss_bbox_dn_2: 0.4851 (0.6843) loss_giou_dn_2: 0.7264 (0.9141) loss_class_dn_3: 0.5541 (0.5711) loss_bbox_dn_3: 0.4815 (0.6811) loss_giou_dn_3: 0.7235 (0.9080) loss_class_dn_4: 0.5532 (0.5717) loss_bbox_dn_4: 0.4834 (0.6810) loss_giou_dn_4: 0.7204 (0.9081) loss_class_hybrid: 0.9174 (0.9883) loss_bbox_hybrid: 0.2906 (0.4529) loss_giou_hybrid: 0.6618 (0.7840) loss_class_0_hybrid: 0.9769 (0.9884) loss_bbox_0_hybrid: 0.3212 (0.4992) loss_giou_0_hybrid: 0.6870 (0.8480) loss_class_1_hybrid: 0.9731 (0.9943) loss_bbox_1_hybrid: 0.3043 (0.4715) loss_giou_1_hybrid: 0.6718 (0.8096) loss_class_2_hybrid: 0.9683 (0.9961) loss_bbox_2_hybrid: 0.2911 (0.4591) loss_giou_2_hybrid: 0.6597 (0.7914) loss_class_3_hybrid: 0.9410 (0.9930) loss_bbox_3_hybrid: 0.2955 (0.4554) loss_giou_3_hybrid: 0.6689 (0.7863) loss_class_4_hybrid: 0.9295 (0.9885) loss_bbox_4_hybrid: 0.2934 (0.4543) loss_giou_4_hybrid: 0.6632 (0.7852) loss_class_enc_hybrid: 0.8573 (0.8911) loss_bbox_enc_hybrid: 0.4100 (0.5892) loss_giou_enc_hybrid: 0.8187 (0.9667) mem: 1020 max mem: 34559 [2024-01-14 13:44:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:45:10 det.util.engine] INFO: Epoch: [0] [5200/11727] eta: 1:49:11 lr: 0.000100 data_time: 0.0030 iter_time: 1.0579 loss: 37.7249 (45.7777) loss_class: 1.0099 (1.2479) loss_bbox: 0.2314 (0.3891) loss_giou: 0.6036 (0.6994) loss_class_0: 1.1744 (1.2776) loss_bbox_0: 0.2483 (0.4280) loss_giou_0: 0.6275 (0.7546) loss_class_1: 1.1431 (1.2574) loss_bbox_1: 0.2328 (0.4034) loss_giou_1: 0.6098 (0.7201) loss_class_2: 1.0639 (1.2368) loss_bbox_2: 0.2270 (0.3943) loss_giou_2: 0.6127 (0.7071) loss_class_3: 1.0347 (1.2260) loss_bbox_3: 0.2247 (0.3914) loss_giou_3: 0.6025 (0.7027) loss_class_4: 1.0148 (1.2247) loss_bbox_4: 0.2247 (0.3910) loss_giou_4: 0.6107 (0.7021) loss_class_enc: 1.0798 (1.1896) loss_bbox_enc: 0.2792 (0.4852) loss_giou_enc: 0.7024 (0.8366) loss_class_dn: 0.5465 (0.5696) loss_bbox_dn: 0.4324 (0.6798) loss_giou_dn: 0.7629 (0.9079) loss_class_dn_0: 0.5059 (0.5178) loss_bbox_dn_0: 0.5119 (0.7674) loss_giou_dn_0: 0.9159 (1.0380) loss_class_dn_1: 0.5121 (0.5426) loss_bbox_dn_1: 0.4534 (0.7006) loss_giou_dn_1: 0.8118 (0.9463) loss_class_dn_2: 0.5347 (0.5638) loss_bbox_dn_2: 0.4323 (0.6827) loss_giou_dn_2: 0.7772 (0.9126) loss_class_dn_3: 0.5476 (0.5708) loss_bbox_dn_3: 0.4310 (0.6794) loss_giou_dn_3: 0.7656 (0.9065) loss_class_dn_4: 0.5450 (0.5714) loss_bbox_dn_4: 0.4325 (0.6794) loss_giou_dn_4: 0.7627 (0.9066) loss_class_hybrid: 0.8959 (0.9881) loss_bbox_hybrid: 0.2627 (0.4513) loss_giou_hybrid: 0.6536 (0.7826) loss_class_0_hybrid: 0.9223 (0.9885) loss_bbox_0_hybrid: 0.2954 (0.4974) loss_giou_0_hybrid: 0.7134 (0.8465) loss_class_1_hybrid: 0.9100 (0.9941) loss_bbox_1_hybrid: 0.2799 (0.4699) loss_giou_1_hybrid: 0.6890 (0.8082) loss_class_2_hybrid: 0.8968 (0.9958) loss_bbox_2_hybrid: 0.2718 (0.4575) loss_giou_2_hybrid: 0.6629 (0.7900) loss_class_3_hybrid: 0.8961 (0.9927) loss_bbox_3_hybrid: 0.2655 (0.4538) loss_giou_3_hybrid: 0.6622 (0.7850) loss_class_4_hybrid: 0.8959 (0.9882) loss_bbox_4_hybrid: 0.2658 (0.4527) loss_giou_4_hybrid: 0.6550 (0.7838) loss_class_enc_hybrid: 0.7936 (0.8910) loss_bbox_enc_hybrid: 0.3694 (0.5873) loss_giou_enc_hybrid: 0.8405 (0.9652) mem: 1024 max mem: 34559 [2024-01-14 13:45:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:46:01 det.util.engine] INFO: Epoch: [0] [5250/11727] eta: 1:48:22 lr: 0.000100 data_time: 0.0032 iter_time: 1.0253 loss: 38.8584 (45.7124) loss_class: 1.0825 (1.2459) loss_bbox: 0.2747 (0.3880) loss_giou: 0.5431 (0.6983) loss_class_0: 1.2664 (1.2772) loss_bbox_0: 0.3136 (0.4268) loss_giou_0: 0.5907 (0.7533) loss_class_1: 1.1745 (1.2565) loss_bbox_1: 0.2859 (0.4022) loss_giou_1: 0.5420 (0.7190) loss_class_2: 1.1221 (1.2355) loss_bbox_2: 0.2782 (0.3931) loss_giou_2: 0.5434 (0.7059) loss_class_3: 1.0772 (1.2243) loss_bbox_3: 0.2722 (0.3903) loss_giou_3: 0.5381 (0.7016) loss_class_4: 1.0684 (1.2228) loss_bbox_4: 0.2665 (0.3899) loss_giou_4: 0.5427 (0.7010) loss_class_enc: 1.1947 (1.1895) loss_bbox_enc: 0.3444 (0.4838) loss_giou_enc: 0.6557 (0.8352) loss_class_dn: 0.5324 (0.5693) loss_bbox_dn: 0.5147 (0.6784) loss_giou_dn: 0.7032 (0.9064) loss_class_dn_0: 0.5002 (0.5177) loss_bbox_dn_0: 0.6294 (0.7663) loss_giou_dn_0: 0.9127 (1.0369) loss_class_dn_1: 0.5142 (0.5423) loss_bbox_dn_1: 0.5623 (0.6993) loss_giou_dn_1: 0.7596 (0.9450) loss_class_dn_2: 0.5322 (0.5635) loss_bbox_dn_2: 0.5248 (0.6813) loss_giou_dn_2: 0.7203 (0.9112) loss_class_dn_3: 0.5353 (0.5704) loss_bbox_dn_3: 0.5179 (0.6781) loss_giou_dn_3: 0.7056 (0.9050) loss_class_dn_4: 0.5361 (0.5710) loss_bbox_dn_4: 0.5145 (0.6780) loss_giou_dn_4: 0.7029 (0.9051) loss_class_hybrid: 0.9704 (0.9876) loss_bbox_hybrid: 0.2842 (0.4498) loss_giou_hybrid: 0.6019 (0.7813) loss_class_0_hybrid: 0.9872 (0.9883) loss_bbox_0_hybrid: 0.3315 (0.4958) loss_giou_0_hybrid: 0.6634 (0.8451) loss_class_1_hybrid: 0.9827 (0.9937) loss_bbox_1_hybrid: 0.3050 (0.4684) loss_giou_1_hybrid: 0.6337 (0.8069) loss_class_2_hybrid: 0.9790 (0.9953) loss_bbox_2_hybrid: 0.2880 (0.4560) loss_giou_2_hybrid: 0.6096 (0.7887) loss_class_3_hybrid: 0.9563 (0.9922) loss_bbox_3_hybrid: 0.2862 (0.4524) loss_giou_3_hybrid: 0.6053 (0.7837) loss_class_4_hybrid: 0.9697 (0.9877) loss_bbox_4_hybrid: 0.2863 (0.4512) loss_giou_4_hybrid: 0.6025 (0.7825) loss_class_enc_hybrid: 0.8801 (0.8908) loss_bbox_enc_hybrid: 0.4364 (0.5858) loss_giou_enc_hybrid: 0.8050 (0.9639) mem: 1042 max mem: 34559 [2024-01-14 13:46:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:46:52 det.util.engine] INFO: Epoch: [0] [5300/11727] eta: 1:47:32 lr: 0.000100 data_time: 0.0032 iter_time: 1.0135 loss: 39.2209 (45.6501) loss_class: 1.0348 (1.2444) loss_bbox: 0.2692 (0.3869) loss_giou: 0.5313 (0.6968) loss_class_0: 1.2799 (1.2774) loss_bbox_0: 0.2974 (0.4255) loss_giou_0: 0.5588 (0.7516) loss_class_1: 1.2003 (1.2564) loss_bbox_1: 0.2719 (0.4009) loss_giou_1: 0.5177 (0.7173) loss_class_2: 1.0950 (1.2348) loss_bbox_2: 0.2673 (0.3919) loss_giou_2: 0.5160 (0.7043) loss_class_3: 1.0907 (1.2232) loss_bbox_3: 0.2739 (0.3892) loss_giou_3: 0.5277 (0.7001) loss_class_4: 1.0457 (1.2215) loss_bbox_4: 0.2685 (0.3888) loss_giou_4: 0.5458 (0.6995) loss_class_enc: 1.1775 (1.1900) loss_bbox_enc: 0.3354 (0.4824) loss_giou_enc: 0.6501 (0.8334) loss_class_dn: 0.5440 (0.5691) loss_bbox_dn: 0.6068 (0.6773) loss_giou_dn: 0.7477 (0.9047) loss_class_dn_0: 0.5018 (0.5177) loss_bbox_dn_0: 0.7263 (0.7655) loss_giou_dn_0: 0.9081 (1.0355) loss_class_dn_1: 0.5159 (0.5421) loss_bbox_dn_1: 0.6406 (0.6983) loss_giou_dn_1: 0.7873 (0.9433) loss_class_dn_2: 0.5326 (0.5632) loss_bbox_dn_2: 0.6120 (0.6802) loss_giou_dn_2: 0.7511 (0.9095) loss_class_dn_3: 0.5387 (0.5702) loss_bbox_dn_3: 0.6072 (0.6770) loss_giou_dn_3: 0.7484 (0.9033) loss_class_dn_4: 0.5438 (0.5708) loss_bbox_dn_4: 0.6073 (0.6769) loss_giou_dn_4: 0.7475 (0.9034) loss_class_hybrid: 0.9358 (0.9877) loss_bbox_hybrid: 0.3088 (0.4484) loss_giou_hybrid: 0.5924 (0.7796) loss_class_0_hybrid: 0.9888 (0.9886) loss_bbox_0_hybrid: 0.3322 (0.4943) loss_giou_0_hybrid: 0.6526 (0.8432) loss_class_1_hybrid: 0.9611 (0.9940) loss_bbox_1_hybrid: 0.3170 (0.4669) loss_giou_1_hybrid: 0.6235 (0.8051) loss_class_2_hybrid: 0.9553 (0.9954) loss_bbox_2_hybrid: 0.3149 (0.4546) loss_giou_2_hybrid: 0.5963 (0.7870) loss_class_3_hybrid: 0.9614 (0.9922) loss_bbox_3_hybrid: 0.3138 (0.4510) loss_giou_3_hybrid: 0.5958 (0.7820) loss_class_4_hybrid: 0.9570 (0.9877) loss_bbox_4_hybrid: 0.3097 (0.4498) loss_giou_4_hybrid: 0.5903 (0.7808) loss_class_enc_hybrid: 0.8844 (0.8911) loss_bbox_enc_hybrid: 0.4258 (0.5842) loss_giou_enc_hybrid: 0.7990 (0.9621) mem: 1021 max mem: 34559 [2024-01-14 13:46:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:47:44 det.util.engine] INFO: Epoch: [0] [5350/11727] eta: 1:46:43 lr: 0.000100 data_time: 0.0030 iter_time: 1.0450 loss: 38.8922 (45.5915) loss_class: 1.0653 (1.2428) loss_bbox: 0.2838 (0.3860) loss_giou: 0.5579 (0.6956) loss_class_0: 1.2944 (1.2776) loss_bbox_0: 0.3046 (0.4243) loss_giou_0: 0.5998 (0.7501) loss_class_1: 1.2046 (1.2561) loss_bbox_1: 0.2720 (0.3998) loss_giou_1: 0.5465 (0.7159) loss_class_2: 1.1218 (1.2340) loss_bbox_2: 0.2781 (0.3909) loss_giou_2: 0.5420 (0.7030) loss_class_3: 1.1182 (1.2221) loss_bbox_3: 0.2798 (0.3882) loss_giou_3: 0.5505 (0.6988) loss_class_4: 1.0636 (1.2201) loss_bbox_4: 0.2816 (0.3879) loss_giou_4: 0.5540 (0.6983) loss_class_enc: 1.2333 (1.1905) loss_bbox_enc: 0.3211 (0.4810) loss_giou_enc: 0.6454 (0.8318) loss_class_dn: 0.5587 (0.5689) loss_bbox_dn: 0.4810 (0.6760) loss_giou_dn: 0.7098 (0.9031) loss_class_dn_0: 0.5115 (0.5177) loss_bbox_dn_0: 0.6185 (0.7644) loss_giou_dn_0: 0.8934 (1.0342) loss_class_dn_1: 0.5235 (0.5420) loss_bbox_dn_1: 0.5127 (0.6970) loss_giou_dn_1: 0.7663 (0.9418) loss_class_dn_2: 0.5400 (0.5630) loss_bbox_dn_2: 0.4928 (0.6790) loss_giou_dn_2: 0.7198 (0.9079) loss_class_dn_3: 0.5481 (0.5700) loss_bbox_dn_3: 0.4880 (0.6757) loss_giou_dn_3: 0.7125 (0.9017) loss_class_dn_4: 0.5565 (0.5707) loss_bbox_dn_4: 0.4808 (0.6756) loss_giou_dn_4: 0.7100 (0.9018) loss_class_hybrid: 0.9969 (0.9877) loss_bbox_hybrid: 0.3148 (0.4472) loss_giou_hybrid: 0.5741 (0.7780) loss_class_0_hybrid: 0.9911 (0.9890) loss_bbox_0_hybrid: 0.3349 (0.4928) loss_giou_0_hybrid: 0.6321 (0.8415) loss_class_1_hybrid: 0.9992 (0.9942) loss_bbox_1_hybrid: 0.3315 (0.4655) loss_giou_1_hybrid: 0.5897 (0.8035) loss_class_2_hybrid: 0.9957 (0.9955) loss_bbox_2_hybrid: 0.3179 (0.4532) loss_giou_2_hybrid: 0.5696 (0.7854) loss_class_3_hybrid: 1.0001 (0.9923) loss_bbox_3_hybrid: 0.3149 (0.4497) loss_giou_3_hybrid: 0.5730 (0.7804) loss_class_4_hybrid: 1.0071 (0.9878) loss_bbox_4_hybrid: 0.3155 (0.4485) loss_giou_4_hybrid: 0.5712 (0.7792) loss_class_enc_hybrid: 0.9150 (0.8914) loss_bbox_enc_hybrid: 0.4023 (0.5827) loss_giou_enc_hybrid: 0.7405 (0.9604) mem: 1022 max mem: 34559 [2024-01-14 13:47:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:48:35 det.util.engine] INFO: Epoch: [0] [5400/11727] eta: 1:45:54 lr: 0.000100 data_time: 0.0029 iter_time: 1.0073 loss: 39.0079 (45.5339) loss_class: 1.0762 (1.2412) loss_bbox: 0.2643 (0.3851) loss_giou: 0.5360 (0.6945) loss_class_0: 1.2910 (1.2776) loss_bbox_0: 0.2812 (0.4231) loss_giou_0: 0.5915 (0.7489) loss_class_1: 1.2670 (1.2557) loss_bbox_1: 0.2590 (0.3987) loss_giou_1: 0.5452 (0.7147) loss_class_2: 1.1890 (1.2332) loss_bbox_2: 0.2551 (0.3898) loss_giou_2: 0.5431 (0.7019) loss_class_3: 1.1133 (1.2208) loss_bbox_3: 0.2613 (0.3872) loss_giou_3: 0.5388 (0.6977) loss_class_4: 1.0858 (1.2186) loss_bbox_4: 0.2652 (0.3869) loss_giou_4: 0.5407 (0.6971) loss_class_enc: 1.2191 (1.1908) loss_bbox_enc: 0.3258 (0.4797) loss_giou_enc: 0.6627 (0.8305) loss_class_dn: 0.5443 (0.5687) loss_bbox_dn: 0.5933 (0.6748) loss_giou_dn: 0.7223 (0.9014) loss_class_dn_0: 0.5246 (0.5177) loss_bbox_dn_0: 0.7092 (0.7633) loss_giou_dn_0: 0.8940 (1.0329) loss_class_dn_1: 0.5247 (0.5418) loss_bbox_dn_1: 0.6252 (0.6958) loss_giou_dn_1: 0.7837 (0.9402) loss_class_dn_2: 0.5374 (0.5628) loss_bbox_dn_2: 0.5982 (0.6777) loss_giou_dn_2: 0.7391 (0.9063) loss_class_dn_3: 0.5471 (0.5698) loss_bbox_dn_3: 0.5959 (0.6745) loss_giou_dn_3: 0.7234 (0.9001) loss_class_dn_4: 0.5436 (0.5705) loss_bbox_dn_4: 0.5933 (0.6743) loss_giou_dn_4: 0.7222 (0.9001) loss_class_hybrid: 1.0064 (0.9877) loss_bbox_hybrid: 0.2912 (0.4459) loss_giou_hybrid: 0.6062 (0.7766) loss_class_0_hybrid: 1.0114 (0.9892) loss_bbox_0_hybrid: 0.3163 (0.4915) loss_giou_0_hybrid: 0.6510 (0.8401) loss_class_1_hybrid: 0.9943 (0.9943) loss_bbox_1_hybrid: 0.3021 (0.4642) loss_giou_1_hybrid: 0.6181 (0.8021) loss_class_2_hybrid: 0.9845 (0.9956) loss_bbox_2_hybrid: 0.2929 (0.4519) loss_giou_2_hybrid: 0.6046 (0.7840) loss_class_3_hybrid: 0.9751 (0.9922) loss_bbox_3_hybrid: 0.2942 (0.4484) loss_giou_3_hybrid: 0.6037 (0.7790) loss_class_4_hybrid: 0.9914 (0.9877) loss_bbox_4_hybrid: 0.2926 (0.4473) loss_giou_4_hybrid: 0.6048 (0.7778) loss_class_enc_hybrid: 0.9129 (0.8916) loss_bbox_enc_hybrid: 0.4047 (0.5813) loss_giou_enc_hybrid: 0.7809 (0.9590) mem: 1019 max mem: 34559 [2024-01-14 13:48:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:49:28 det.util.engine] INFO: Epoch: [0] [5450/11727] eta: 1:45:07 lr: 0.000100 data_time: 0.0032 iter_time: 1.0432 loss: 38.2038 (45.4675) loss_class: 1.0011 (1.2392) loss_bbox: 0.2555 (0.3839) loss_giou: 0.5660 (0.6934) loss_class_0: 1.2247 (1.2773) loss_bbox_0: 0.2831 (0.4218) loss_giou_0: 0.5765 (0.7475) loss_class_1: 1.1516 (1.2551) loss_bbox_1: 0.2679 (0.3974) loss_giou_1: 0.5443 (0.7134) loss_class_2: 1.1022 (1.2322) loss_bbox_2: 0.2620 (0.3886) loss_giou_2: 0.5507 (0.7007) loss_class_3: 0.9993 (1.2193) loss_bbox_3: 0.2560 (0.3860) loss_giou_3: 0.5589 (0.6966) loss_class_4: 1.0066 (1.2169) loss_bbox_4: 0.2690 (0.3857) loss_giou_4: 0.5631 (0.6960) loss_class_enc: 1.1448 (1.1907) loss_bbox_enc: 0.3185 (0.4782) loss_giou_enc: 0.6609 (0.8291) loss_class_dn: 0.5416 (0.5685) loss_bbox_dn: 0.4719 (0.6732) loss_giou_dn: 0.7214 (0.8998) loss_class_dn_0: 0.5142 (0.5177) loss_bbox_dn_0: 0.5691 (0.7619) loss_giou_dn_0: 0.8809 (1.0316) loss_class_dn_1: 0.5215 (0.5416) loss_bbox_dn_1: 0.5013 (0.6943) loss_giou_dn_1: 0.7554 (0.9388) loss_class_dn_2: 0.5307 (0.5625) loss_bbox_dn_2: 0.4829 (0.6762) loss_giou_dn_2: 0.7285 (0.9048) loss_class_dn_3: 0.5486 (0.5695) loss_bbox_dn_3: 0.4736 (0.6729) loss_giou_dn_3: 0.7211 (0.8985) loss_class_dn_4: 0.5377 (0.5702) loss_bbox_dn_4: 0.4722 (0.6728) loss_giou_dn_4: 0.7208 (0.8986) loss_class_hybrid: 0.9560 (0.9875) loss_bbox_hybrid: 0.2784 (0.4444) loss_giou_hybrid: 0.6150 (0.7753) loss_class_0_hybrid: 0.9487 (0.9892) loss_bbox_0_hybrid: 0.3089 (0.4898) loss_giou_0_hybrid: 0.6628 (0.8385) loss_class_1_hybrid: 0.9640 (0.9942) loss_bbox_1_hybrid: 0.2800 (0.4627) loss_giou_1_hybrid: 0.6380 (0.8007) loss_class_2_hybrid: 0.9679 (0.9954) loss_bbox_2_hybrid: 0.2820 (0.4504) loss_giou_2_hybrid: 0.6303 (0.7826) loss_class_3_hybrid: 0.9427 (0.9919) loss_bbox_3_hybrid: 0.2794 (0.4469) loss_giou_3_hybrid: 0.6177 (0.7776) loss_class_4_hybrid: 0.9541 (0.9875) loss_bbox_4_hybrid: 0.2767 (0.4458) loss_giou_4_hybrid: 0.6153 (0.7765) loss_class_enc_hybrid: 0.8486 (0.8915) loss_bbox_enc_hybrid: 0.4050 (0.5796) loss_giou_enc_hybrid: 0.7878 (0.9575) mem: 1021 max mem: 34559 [2024-01-14 13:49:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:50:19 det.util.engine] INFO: Epoch: [0] [5500/11727] eta: 1:44:18 lr: 0.000100 data_time: 0.0031 iter_time: 1.0137 loss: 37.5054 (45.4025) loss_class: 0.9416 (1.2371) loss_bbox: 0.2642 (0.3829) loss_giou: 0.6336 (0.6925) loss_class_0: 1.1838 (1.2767) loss_bbox_0: 0.2650 (0.4205) loss_giou_0: 0.6655 (0.7464) loss_class_1: 1.1109 (1.2541) loss_bbox_1: 0.2504 (0.3962) loss_giou_1: 0.6359 (0.7124) loss_class_2: 1.0447 (1.2306) loss_bbox_2: 0.2550 (0.3875) loss_giou_2: 0.6330 (0.6997) loss_class_3: 0.9831 (1.2176) loss_bbox_3: 0.2455 (0.3849) loss_giou_3: 0.6255 (0.6956) loss_class_4: 0.9425 (1.2149) loss_bbox_4: 0.2594 (0.3847) loss_giou_4: 0.6314 (0.6951) loss_class_enc: 1.1860 (1.1905) loss_bbox_enc: 0.3037 (0.4767) loss_giou_enc: 0.7414 (0.8278) loss_class_dn: 0.5248 (0.5681) loss_bbox_dn: 0.4620 (0.6716) loss_giou_dn: 0.7536 (0.8984) loss_class_dn_0: 0.5000 (0.5177) loss_bbox_dn_0: 0.5461 (0.7604) loss_giou_dn_0: 0.9161 (1.0304) loss_class_dn_1: 0.5043 (0.5414) loss_bbox_dn_1: 0.4775 (0.6927) loss_giou_dn_1: 0.8064 (0.9374) loss_class_dn_2: 0.5126 (0.5621) loss_bbox_dn_2: 0.4658 (0.6746) loss_giou_dn_2: 0.7669 (0.9034) loss_class_dn_3: 0.5210 (0.5691) loss_bbox_dn_3: 0.4614 (0.6713) loss_giou_dn_3: 0.7565 (0.8971) loss_class_dn_4: 0.5259 (0.5698) loss_bbox_dn_4: 0.4622 (0.6711) loss_giou_dn_4: 0.7536 (0.8971) loss_class_hybrid: 0.9014 (0.9870) loss_bbox_hybrid: 0.2890 (0.4431) loss_giou_hybrid: 0.6658 (0.7741) loss_class_0_hybrid: 0.9414 (0.9889) loss_bbox_0_hybrid: 0.3052 (0.4883) loss_giou_0_hybrid: 0.7189 (0.8373) loss_class_1_hybrid: 0.9186 (0.9938) loss_bbox_1_hybrid: 0.2874 (0.4613) loss_giou_1_hybrid: 0.6845 (0.7995) loss_class_2_hybrid: 0.9076 (0.9948) loss_bbox_2_hybrid: 0.2843 (0.4491) loss_giou_2_hybrid: 0.6721 (0.7815) loss_class_3_hybrid: 0.9216 (0.9914) loss_bbox_3_hybrid: 0.2829 (0.4455) loss_giou_3_hybrid: 0.6670 (0.7765) loss_class_4_hybrid: 0.9003 (0.9869) loss_bbox_4_hybrid: 0.2887 (0.4444) loss_giou_4_hybrid: 0.6676 (0.7753) loss_class_enc_hybrid: 0.8419 (0.8913) loss_bbox_enc_hybrid: 0.3845 (0.5780) loss_giou_enc_hybrid: 0.8754 (0.9563) mem: 1034 max mem: 34559 [2024-01-14 13:50:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:51:10 det.util.engine] INFO: Epoch: [0] [5550/11727] eta: 1:43:29 lr: 0.000100 data_time: 0.0029 iter_time: 0.9932 loss: 37.1262 (45.3339) loss_class: 1.0309 (1.2351) loss_bbox: 0.2597 (0.3818) loss_giou: 0.5901 (0.6914) loss_class_0: 1.2158 (1.2764) loss_bbox_0: 0.2513 (0.4191) loss_giou_0: 0.5876 (0.7449) loss_class_1: 1.1275 (1.2533) loss_bbox_1: 0.2510 (0.3950) loss_giou_1: 0.5772 (0.7110) loss_class_2: 1.0674 (1.2294) loss_bbox_2: 0.2620 (0.3863) loss_giou_2: 0.5753 (0.6984) loss_class_3: 1.0507 (1.2160) loss_bbox_3: 0.2433 (0.3838) loss_giou_3: 0.5679 (0.6944) loss_class_4: 1.0172 (1.2131) loss_bbox_4: 0.2621 (0.3836) loss_giou_4: 0.5909 (0.6939) loss_class_enc: 1.1401 (1.1905) loss_bbox_enc: 0.2787 (0.4752) loss_giou_enc: 0.6734 (0.8263) loss_class_dn: 0.5199 (0.5679) loss_bbox_dn: 0.4522 (0.6700) loss_giou_dn: 0.7242 (0.8968) loss_class_dn_0: 0.5139 (0.5177) loss_bbox_dn_0: 0.5291 (0.7589) loss_giou_dn_0: 0.8837 (1.0291) loss_class_dn_1: 0.5161 (0.5412) loss_bbox_dn_1: 0.4680 (0.6911) loss_giou_dn_1: 0.7569 (0.9359) loss_class_dn_2: 0.5166 (0.5618) loss_bbox_dn_2: 0.4447 (0.6730) loss_giou_dn_2: 0.7234 (0.9018) loss_class_dn_3: 0.5261 (0.5688) loss_bbox_dn_3: 0.4495 (0.6697) loss_giou_dn_3: 0.7255 (0.8955) loss_class_dn_4: 0.5278 (0.5696) loss_bbox_dn_4: 0.4524 (0.6695) loss_giou_dn_4: 0.7246 (0.8955) loss_class_hybrid: 0.9139 (0.9867) loss_bbox_hybrid: 0.2715 (0.4416) loss_giou_hybrid: 0.6303 (0.7726) loss_class_0_hybrid: 0.9669 (0.9891) loss_bbox_0_hybrid: 0.3033 (0.4866) loss_giou_0_hybrid: 0.6780 (0.8356) loss_class_1_hybrid: 0.9105 (0.9936) loss_bbox_1_hybrid: 0.2897 (0.4597) loss_giou_1_hybrid: 0.6455 (0.7979) loss_class_2_hybrid: 0.9204 (0.9946) loss_bbox_2_hybrid: 0.2684 (0.4475) loss_giou_2_hybrid: 0.6293 (0.7799) loss_class_3_hybrid: 0.9041 (0.9912) loss_bbox_3_hybrid: 0.2772 (0.4440) loss_giou_3_hybrid: 0.6313 (0.7750) loss_class_4_hybrid: 0.9184 (0.9867) loss_bbox_4_hybrid: 0.2749 (0.4430) loss_giou_4_hybrid: 0.6326 (0.7738) loss_class_enc_hybrid: 0.8431 (0.8912) loss_bbox_enc_hybrid: 0.3719 (0.5762) loss_giou_enc_hybrid: 0.7892 (0.9547) mem: 1028 max mem: 34559 [2024-01-14 13:51:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:52:00 det.util.engine] INFO: Epoch: [0] [5600/11727] eta: 1:42:39 lr: 0.000100 data_time: 0.0029 iter_time: 0.9916 loss: 38.5940 (45.2745) loss_class: 1.0382 (1.2334) loss_bbox: 0.3007 (0.3809) loss_giou: 0.5147 (0.6901) loss_class_0: 1.3097 (1.2766) loss_bbox_0: 0.2907 (0.4180) loss_giou_0: 0.5301 (0.7433) loss_class_1: 1.2424 (1.2529) loss_bbox_1: 0.2911 (0.3939) loss_giou_1: 0.5240 (0.7095) loss_class_2: 1.1307 (1.2286) loss_bbox_2: 0.2958 (0.3853) loss_giou_2: 0.5159 (0.6970) loss_class_3: 1.0656 (1.2148) loss_bbox_3: 0.2962 (0.3829) loss_giou_3: 0.5185 (0.6931) loss_class_4: 1.0509 (1.2116) loss_bbox_4: 0.2924 (0.3827) loss_giou_4: 0.5157 (0.6926) loss_class_enc: 1.2708 (1.1910) loss_bbox_enc: 0.3458 (0.4740) loss_giou_enc: 0.6168 (0.8247) loss_class_dn: 0.5580 (0.5677) loss_bbox_dn: 0.5416 (0.6688) loss_giou_dn: 0.6967 (0.8950) loss_class_dn_0: 0.5415 (0.5177) loss_bbox_dn_0: 0.6575 (0.7581) loss_giou_dn_0: 0.8588 (1.0277) loss_class_dn_1: 0.5399 (0.5411) loss_bbox_dn_1: 0.5687 (0.6901) loss_giou_dn_1: 0.7508 (0.9342) loss_class_dn_2: 0.5594 (0.5616) loss_bbox_dn_2: 0.5500 (0.6718) loss_giou_dn_2: 0.7032 (0.9001) loss_class_dn_3: 0.5519 (0.5687) loss_bbox_dn_3: 0.5425 (0.6685) loss_giou_dn_3: 0.7005 (0.8937) loss_class_dn_4: 0.5538 (0.5694) loss_bbox_dn_4: 0.5415 (0.6684) loss_giou_dn_4: 0.6965 (0.8937) loss_class_hybrid: 0.9912 (0.9868) loss_bbox_hybrid: 0.3223 (0.4404) loss_giou_hybrid: 0.5622 (0.7709) loss_class_0_hybrid: 1.0741 (0.9895) loss_bbox_0_hybrid: 0.3254 (0.4852) loss_giou_0_hybrid: 0.5907 (0.8338) loss_class_1_hybrid: 1.0154 (0.9938) loss_bbox_1_hybrid: 0.3235 (0.4584) loss_giou_1_hybrid: 0.5791 (0.7962) loss_class_2_hybrid: 1.0157 (0.9947) loss_bbox_2_hybrid: 0.3205 (0.4462) loss_giou_2_hybrid: 0.5632 (0.7782) loss_class_3_hybrid: 1.0224 (0.9912) loss_bbox_3_hybrid: 0.3220 (0.4428) loss_giou_3_hybrid: 0.5667 (0.7733) loss_class_4_hybrid: 1.0006 (0.9867) loss_bbox_4_hybrid: 0.3233 (0.4417) loss_giou_4_hybrid: 0.5657 (0.7721) loss_class_enc_hybrid: 0.9535 (0.8916) loss_bbox_enc_hybrid: 0.4089 (0.5748) loss_giou_enc_hybrid: 0.7244 (0.9529) mem: 1032 max mem: 34559 [2024-01-14 13:52:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:52:51 det.util.engine] INFO: Epoch: [0] [5650/11727] eta: 1:41:49 lr: 0.000100 data_time: 0.0032 iter_time: 1.0182 loss: 38.8426 (45.2133) loss_class: 1.0567 (1.2318) loss_bbox: 0.2888 (0.3800) loss_giou: 0.5078 (0.6887) loss_class_0: 1.2825 (1.2768) loss_bbox_0: 0.2905 (0.4168) loss_giou_0: 0.5445 (0.7417) loss_class_1: 1.2492 (1.2527) loss_bbox_1: 0.2626 (0.3928) loss_giou_1: 0.4989 (0.7080) loss_class_2: 1.1586 (1.2278) loss_bbox_2: 0.2717 (0.3843) loss_giou_2: 0.4935 (0.6955) loss_class_3: 1.0945 (1.2136) loss_bbox_3: 0.2804 (0.3819) loss_giou_3: 0.4954 (0.6916) loss_class_4: 1.0652 (1.2101) loss_bbox_4: 0.2894 (0.3817) loss_giou_4: 0.4944 (0.6912) loss_class_enc: 1.2077 (1.1912) loss_bbox_enc: 0.3139 (0.4726) loss_giou_enc: 0.6261 (0.8230) loss_class_dn: 0.5591 (0.5676) loss_bbox_dn: 0.5254 (0.6676) loss_giou_dn: 0.6828 (0.8933) loss_class_dn_0: 0.5249 (0.5178) loss_bbox_dn_0: 0.6271 (0.7572) loss_giou_dn_0: 0.8833 (1.0265) loss_class_dn_1: 0.5277 (0.5410) loss_bbox_dn_1: 0.5599 (0.6889) loss_giou_dn_1: 0.7378 (0.9326) loss_class_dn_2: 0.5531 (0.5614) loss_bbox_dn_2: 0.5322 (0.6706) loss_giou_dn_2: 0.6948 (0.8985) loss_class_dn_3: 0.5650 (0.5685) loss_bbox_dn_3: 0.5281 (0.6673) loss_giou_dn_3: 0.6840 (0.8921) loss_class_dn_4: 0.5626 (0.5693) loss_bbox_dn_4: 0.5253 (0.6672) loss_giou_dn_4: 0.6828 (0.8921) loss_class_hybrid: 1.0107 (0.9868) loss_bbox_hybrid: 0.2886 (0.4391) loss_giou_hybrid: 0.5648 (0.7693) loss_class_0_hybrid: 1.0079 (0.9898) loss_bbox_0_hybrid: 0.3061 (0.4838) loss_giou_0_hybrid: 0.6007 (0.8320) loss_class_1_hybrid: 0.9770 (0.9938) loss_bbox_1_hybrid: 0.2931 (0.4571) loss_giou_1_hybrid: 0.5724 (0.7944) loss_class_2_hybrid: 0.9964 (0.9947) loss_bbox_2_hybrid: 0.2943 (0.4449) loss_giou_2_hybrid: 0.5637 (0.7765) loss_class_3_hybrid: 1.0101 (0.9912) loss_bbox_3_hybrid: 0.2932 (0.4415) loss_giou_3_hybrid: 0.5642 (0.7716) loss_class_4_hybrid: 0.9825 (0.9867) loss_bbox_4_hybrid: 0.2902 (0.4404) loss_giou_4_hybrid: 0.5615 (0.7704) loss_class_enc_hybrid: 0.9085 (0.8919) loss_bbox_enc_hybrid: 0.3938 (0.5733) loss_giou_enc_hybrid: 0.7361 (0.9511) mem: 1027 max mem: 34559 [2024-01-14 13:52:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:53:43 det.util.engine] INFO: Epoch: [0] [5700/11727] eta: 1:41:00 lr: 0.000100 data_time: 0.0031 iter_time: 1.0689 loss: 37.8957 (45.1519) loss_class: 1.0812 (1.2305) loss_bbox: 0.2650 (0.3789) loss_giou: 0.4988 (0.6873) loss_class_0: 1.2495 (1.2768) loss_bbox_0: 0.2814 (0.4155) loss_giou_0: 0.5355 (0.7401) loss_class_1: 1.2048 (1.2524) loss_bbox_1: 0.2580 (0.3916) loss_giou_1: 0.5016 (0.7064) loss_class_2: 1.1496 (1.2273) loss_bbox_2: 0.2416 (0.3830) loss_giou_2: 0.5055 (0.6940) loss_class_3: 1.0673 (1.2127) loss_bbox_3: 0.2517 (0.3807) loss_giou_3: 0.4921 (0.6902) loss_class_4: 1.0696 (1.2090) loss_bbox_4: 0.2571 (0.3806) loss_giou_4: 0.5097 (0.6898) loss_class_enc: 1.2320 (1.1914) loss_bbox_enc: 0.3270 (0.4712) loss_giou_enc: 0.6098 (0.8214) loss_class_dn: 0.5397 (0.5675) loss_bbox_dn: 0.5105 (0.6662) loss_giou_dn: 0.6776 (0.8916) loss_class_dn_0: 0.5227 (0.5178) loss_bbox_dn_0: 0.6160 (0.7559) loss_giou_dn_0: 0.8641 (1.0251) loss_class_dn_1: 0.5182 (0.5409) loss_bbox_dn_1: 0.5335 (0.6875) loss_giou_dn_1: 0.7420 (0.9311) loss_class_dn_2: 0.5181 (0.5613) loss_bbox_dn_2: 0.5175 (0.6692) loss_giou_dn_2: 0.6880 (0.8968) loss_class_dn_3: 0.5322 (0.5683) loss_bbox_dn_3: 0.5109 (0.6659) loss_giou_dn_3: 0.6797 (0.8905) loss_class_dn_4: 0.5385 (0.5692) loss_bbox_dn_4: 0.5103 (0.6658) loss_giou_dn_4: 0.6780 (0.8904) loss_class_hybrid: 1.0193 (0.9870) loss_bbox_hybrid: 0.2666 (0.4376) loss_giou_hybrid: 0.5458 (0.7676) loss_class_0_hybrid: 1.0034 (0.9902) loss_bbox_0_hybrid: 0.3158 (0.4823) loss_giou_0_hybrid: 0.6147 (0.8302) loss_class_1_hybrid: 0.9957 (0.9941) loss_bbox_1_hybrid: 0.2852 (0.4556) loss_giou_1_hybrid: 0.5767 (0.7927) loss_class_2_hybrid: 1.0058 (0.9949) loss_bbox_2_hybrid: 0.2681 (0.4435) loss_giou_2_hybrid: 0.5439 (0.7748) loss_class_3_hybrid: 0.9976 (0.9914) loss_bbox_3_hybrid: 0.2690 (0.4400) loss_giou_3_hybrid: 0.5474 (0.7699) loss_class_4_hybrid: 0.9957 (0.9869) loss_bbox_4_hybrid: 0.2633 (0.4390) loss_giou_4_hybrid: 0.5446 (0.7687) loss_class_enc_hybrid: 0.9202 (0.8921) loss_bbox_enc_hybrid: 0.4251 (0.5718) loss_giou_enc_hybrid: 0.7318 (0.9495) mem: 1030 max mem: 34559 [2024-01-14 13:53:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:54:35 det.util.engine] INFO: Epoch: [0] [5750/11727] eta: 1:40:12 lr: 0.000100 data_time: 0.0030 iter_time: 1.0345 loss: 38.2343 (45.0929) loss_class: 1.0501 (1.2288) loss_bbox: 0.2740 (0.3780) loss_giou: 0.5394 (0.6862) loss_class_0: 1.1440 (1.2763) loss_bbox_0: 0.2742 (0.4144) loss_giou_0: 0.5667 (0.7388) loss_class_1: 1.2061 (1.2518) loss_bbox_1: 0.2756 (0.3906) loss_giou_1: 0.5337 (0.7052) loss_class_2: 1.1250 (1.2264) loss_bbox_2: 0.2707 (0.3820) loss_giou_2: 0.5353 (0.6928) loss_class_3: 1.0791 (1.2113) loss_bbox_3: 0.2726 (0.3798) loss_giou_3: 0.5223 (0.6891) loss_class_4: 1.0587 (1.2075) loss_bbox_4: 0.2727 (0.3797) loss_giou_4: 0.5286 (0.6886) loss_class_enc: 1.1704 (1.1913) loss_bbox_enc: 0.3173 (0.4700) loss_giou_enc: 0.6446 (0.8201) loss_class_dn: 0.5331 (0.5672) loss_bbox_dn: 0.5054 (0.6649) loss_giou_dn: 0.7046 (0.8902) loss_class_dn_0: 0.5128 (0.5178) loss_bbox_dn_0: 0.6037 (0.7549) loss_giou_dn_0: 0.8924 (1.0240) loss_class_dn_1: 0.5052 (0.5407) loss_bbox_dn_1: 0.5398 (0.6863) loss_giou_dn_1: 0.7665 (0.9297) loss_class_dn_2: 0.5133 (0.5610) loss_bbox_dn_2: 0.5112 (0.6680) loss_giou_dn_2: 0.7214 (0.8954) loss_class_dn_3: 0.5312 (0.5681) loss_bbox_dn_3: 0.5066 (0.6647) loss_giou_dn_3: 0.7081 (0.8891) loss_class_dn_4: 0.5364 (0.5689) loss_bbox_dn_4: 0.5055 (0.6645) loss_giou_dn_4: 0.7048 (0.8890) loss_class_hybrid: 0.9466 (0.9867) loss_bbox_hybrid: 0.2962 (0.4365) loss_giou_hybrid: 0.5979 (0.7663) loss_class_0_hybrid: 1.0152 (0.9901) loss_bbox_0_hybrid: 0.3119 (0.4810) loss_giou_0_hybrid: 0.6414 (0.8288) loss_class_1_hybrid: 0.9745 (0.9938) loss_bbox_1_hybrid: 0.2965 (0.4544) loss_giou_1_hybrid: 0.6137 (0.7914) loss_class_2_hybrid: 0.9481 (0.9946) loss_bbox_2_hybrid: 0.2953 (0.4423) loss_giou_2_hybrid: 0.5932 (0.7735) loss_class_3_hybrid: 0.9429 (0.9910) loss_bbox_3_hybrid: 0.2948 (0.4389) loss_giou_3_hybrid: 0.5959 (0.7686) loss_class_4_hybrid: 0.9397 (0.9865) loss_bbox_4_hybrid: 0.2929 (0.4378) loss_giou_4_hybrid: 0.5941 (0.7674) loss_class_enc_hybrid: 0.8652 (0.8921) loss_bbox_enc_hybrid: 0.3976 (0.5704) loss_giou_enc_hybrid: 0.7555 (0.9480) mem: 1032 max mem: 34559 [2024-01-14 13:54:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:55:26 det.util.engine] INFO: Epoch: [0] [5800/11727] eta: 1:39:22 lr: 0.000100 data_time: 0.0030 iter_time: 1.0170 loss: 36.6888 (45.0277) loss_class: 1.0136 (1.2271) loss_bbox: 0.2503 (0.3770) loss_giou: 0.4964 (0.6848) loss_class_0: 1.2443 (1.2761) loss_bbox_0: 0.2591 (0.4133) loss_giou_0: 0.5230 (0.7373) loss_class_1: 1.1363 (1.2511) loss_bbox_1: 0.2507 (0.3895) loss_giou_1: 0.5061 (0.7037) loss_class_2: 1.0982 (1.2254) loss_bbox_2: 0.2489 (0.3810) loss_giou_2: 0.4941 (0.6914) loss_class_3: 1.0496 (1.2099) loss_bbox_3: 0.2523 (0.3788) loss_giou_3: 0.4931 (0.6877) loss_class_4: 0.9916 (1.2059) loss_bbox_4: 0.2508 (0.3787) loss_giou_4: 0.4973 (0.6873) loss_class_enc: 1.2089 (1.1914) loss_bbox_enc: 0.2870 (0.4687) loss_giou_enc: 0.6000 (0.8185) loss_class_dn: 0.5054 (0.5669) loss_bbox_dn: 0.4986 (0.6634) loss_giou_dn: 0.6795 (0.8885) loss_class_dn_0: 0.5085 (0.5178) loss_bbox_dn_0: 0.6258 (0.7536) loss_giou_dn_0: 0.8696 (1.0227) loss_class_dn_1: 0.5068 (0.5405) loss_bbox_dn_1: 0.5339 (0.6849) loss_giou_dn_1: 0.7358 (0.9281) loss_class_dn_2: 0.5051 (0.5607) loss_bbox_dn_2: 0.5076 (0.6665) loss_giou_dn_2: 0.6904 (0.8938) loss_class_dn_3: 0.5034 (0.5678) loss_bbox_dn_3: 0.5014 (0.6632) loss_giou_dn_3: 0.6833 (0.8874) loss_class_dn_4: 0.5083 (0.5686) loss_bbox_dn_4: 0.4984 (0.6630) loss_giou_dn_4: 0.6796 (0.8873) loss_class_hybrid: 0.9671 (0.9865) loss_bbox_hybrid: 0.2686 (0.4353) loss_giou_hybrid: 0.5347 (0.7646) loss_class_0_hybrid: 0.9830 (0.9902) loss_bbox_0_hybrid: 0.2945 (0.4796) loss_giou_0_hybrid: 0.5849 (0.8271) loss_class_1_hybrid: 0.9334 (0.9937) loss_bbox_1_hybrid: 0.2827 (0.4531) loss_giou_1_hybrid: 0.5587 (0.7898) loss_class_2_hybrid: 0.9556 (0.9944) loss_bbox_2_hybrid: 0.2770 (0.4410) loss_giou_2_hybrid: 0.5483 (0.7718) loss_class_3_hybrid: 0.9525 (0.9908) loss_bbox_3_hybrid: 0.2746 (0.4376) loss_giou_3_hybrid: 0.5448 (0.7669) loss_class_4_hybrid: 0.9413 (0.9863) loss_bbox_4_hybrid: 0.2741 (0.4366) loss_giou_4_hybrid: 0.5367 (0.7658) loss_class_enc_hybrid: 0.8991 (0.8922) loss_bbox_enc_hybrid: 0.3875 (0.5689) loss_giou_enc_hybrid: 0.7219 (0.9463) mem: 1019 max mem: 34559 [2024-01-14 13:55:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:56:16 det.util.engine] INFO: Epoch: [0] [5850/11727] eta: 1:38:32 lr: 0.000100 data_time: 0.0030 iter_time: 0.9991 loss: 38.3802 (44.9727) loss_class: 1.0090 (1.2259) loss_bbox: 0.2634 (0.3761) loss_giou: 0.5400 (0.6836) loss_class_0: 1.3053 (1.2765) loss_bbox_0: 0.2662 (0.4121) loss_giou_0: 0.5646 (0.7357) loss_class_1: 1.1544 (1.2509) loss_bbox_1: 0.2585 (0.3884) loss_giou_1: 0.5297 (0.7023) loss_class_2: 1.1163 (1.2248) loss_bbox_2: 0.2603 (0.3800) loss_giou_2: 0.5352 (0.6901) loss_class_3: 1.0475 (1.2090) loss_bbox_3: 0.2612 (0.3778) loss_giou_3: 0.5354 (0.6864) loss_class_4: 1.0322 (1.2047) loss_bbox_4: 0.2568 (0.3778) loss_giou_4: 0.5403 (0.6860) loss_class_enc: 1.1941 (1.1917) loss_bbox_enc: 0.3036 (0.4674) loss_giou_enc: 0.6389 (0.8170) loss_class_dn: 0.5544 (0.5668) loss_bbox_dn: 0.4659 (0.6623) loss_giou_dn: 0.7126 (0.8869) loss_class_dn_0: 0.5202 (0.5179) loss_bbox_dn_0: 0.5879 (0.7528) loss_giou_dn_0: 0.8641 (1.0214) loss_class_dn_1: 0.5286 (0.5404) loss_bbox_dn_1: 0.5014 (0.6838) loss_giou_dn_1: 0.7440 (0.9266) loss_class_dn_2: 0.5416 (0.5605) loss_bbox_dn_2: 0.4743 (0.6655) loss_giou_dn_2: 0.7142 (0.8922) loss_class_dn_3: 0.5507 (0.5676) loss_bbox_dn_3: 0.4673 (0.6621) loss_giou_dn_3: 0.7134 (0.8858) loss_class_dn_4: 0.5562 (0.5685) loss_bbox_dn_4: 0.4659 (0.6619) loss_giou_dn_4: 0.7120 (0.8857) loss_class_hybrid: 0.9344 (0.9867) loss_bbox_hybrid: 0.2951 (0.4340) loss_giou_hybrid: 0.5904 (0.7631) loss_class_0_hybrid: 1.0001 (0.9907) loss_bbox_0_hybrid: 0.3130 (0.4782) loss_giou_0_hybrid: 0.6565 (0.8253) loss_class_1_hybrid: 0.9407 (0.9939) loss_bbox_1_hybrid: 0.3033 (0.4518) loss_giou_1_hybrid: 0.6251 (0.7881) loss_class_2_hybrid: 0.9777 (0.9946) loss_bbox_2_hybrid: 0.3009 (0.4397) loss_giou_2_hybrid: 0.6034 (0.7703) loss_class_3_hybrid: 0.9558 (0.9909) loss_bbox_3_hybrid: 0.2977 (0.4364) loss_giou_3_hybrid: 0.6043 (0.7654) loss_class_4_hybrid: 0.9396 (0.9865) loss_bbox_4_hybrid: 0.2974 (0.4353) loss_giou_4_hybrid: 0.5946 (0.7642) loss_class_enc_hybrid: 0.8928 (0.8925) loss_bbox_enc_hybrid: 0.3851 (0.5675) loss_giou_enc_hybrid: 0.7720 (0.9447) mem: 1022 max mem: 34559 [2024-01-14 13:56:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:57:07 det.util.engine] INFO: Epoch: [0] [5900/11727] eta: 1:37:42 lr: 0.000100 data_time: 0.0029 iter_time: 1.0172 loss: 37.3559 (44.9175) loss_class: 1.0016 (1.2244) loss_bbox: 0.2578 (0.3752) loss_giou: 0.5377 (0.6825) loss_class_0: 1.2128 (1.2763) loss_bbox_0: 0.2504 (0.4110) loss_giou_0: 0.5824 (0.7344) loss_class_1: 1.1620 (1.2504) loss_bbox_1: 0.2404 (0.3874) loss_giou_1: 0.5584 (0.7011) loss_class_2: 1.1054 (1.2240) loss_bbox_2: 0.2467 (0.3790) loss_giou_2: 0.5437 (0.6889) loss_class_3: 1.0427 (1.2079) loss_bbox_3: 0.2439 (0.3769) loss_giou_3: 0.5452 (0.6852) loss_class_4: 1.0043 (1.2035) loss_bbox_4: 0.2412 (0.3768) loss_giou_4: 0.5404 (0.6849) loss_class_enc: 1.1667 (1.1917) loss_bbox_enc: 0.3045 (0.4662) loss_giou_enc: 0.6635 (0.8157) loss_class_dn: 0.5371 (0.5666) loss_bbox_dn: 0.4847 (0.6612) loss_giou_dn: 0.7240 (0.8855) loss_class_dn_0: 0.5116 (0.5178) loss_bbox_dn_0: 0.5862 (0.7517) loss_giou_dn_0: 0.8731 (1.0203) loss_class_dn_1: 0.5170 (0.5402) loss_bbox_dn_1: 0.5193 (0.6827) loss_giou_dn_1: 0.7636 (0.9253) loss_class_dn_2: 0.5301 (0.5602) loss_bbox_dn_2: 0.4959 (0.6643) loss_giou_dn_2: 0.7354 (0.8909) loss_class_dn_3: 0.5358 (0.5673) loss_bbox_dn_3: 0.4846 (0.6610) loss_giou_dn_3: 0.7257 (0.8844) loss_class_dn_4: 0.5385 (0.5683) loss_bbox_dn_4: 0.4846 (0.6608) loss_giou_dn_4: 0.7238 (0.8843) loss_class_hybrid: 0.9235 (0.9866) loss_bbox_hybrid: 0.2706 (0.4329) loss_giou_hybrid: 0.6204 (0.7618) loss_class_0_hybrid: 0.9692 (0.9907) loss_bbox_0_hybrid: 0.3088 (0.4769) loss_giou_0_hybrid: 0.6647 (0.8239) loss_class_1_hybrid: 0.9621 (0.9938) loss_bbox_1_hybrid: 0.2841 (0.4506) loss_giou_1_hybrid: 0.6360 (0.7868) loss_class_2_hybrid: 0.9518 (0.9945) loss_bbox_2_hybrid: 0.2723 (0.4386) loss_giou_2_hybrid: 0.6236 (0.7689) loss_class_3_hybrid: 0.9242 (0.9907) loss_bbox_3_hybrid: 0.2697 (0.4352) loss_giou_3_hybrid: 0.6202 (0.7641) loss_class_4_hybrid: 0.9269 (0.9863) loss_bbox_4_hybrid: 0.2701 (0.4341) loss_giou_4_hybrid: 0.6192 (0.7629) loss_class_enc_hybrid: 0.8676 (0.8925) loss_bbox_enc_hybrid: 0.4180 (0.5662) loss_giou_enc_hybrid: 0.7881 (0.9433) mem: 1029 max mem: 34559 [2024-01-14 13:57:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:57:58 det.util.engine] INFO: Epoch: [0] [5950/11727] eta: 1:36:52 lr: 0.000100 data_time: 0.0031 iter_time: 1.0008 loss: 38.4621 (44.8616) loss_class: 0.9826 (1.2228) loss_bbox: 0.2817 (0.3744) loss_giou: 0.4942 (0.6813) loss_class_0: 1.2580 (1.2763) loss_bbox_0: 0.2941 (0.4099) loss_giou_0: 0.5361 (0.7330) loss_class_1: 1.1910 (1.2499) loss_bbox_1: 0.2760 (0.3864) loss_giou_1: 0.5158 (0.6997) loss_class_2: 1.0846 (1.2231) loss_bbox_2: 0.2692 (0.3781) loss_giou_2: 0.4832 (0.6876) loss_class_3: 1.0181 (1.2067) loss_bbox_3: 0.2720 (0.3760) loss_giou_3: 0.4917 (0.6840) loss_class_4: 0.9795 (1.2020) loss_bbox_4: 0.2860 (0.3760) loss_giou_4: 0.4914 (0.6837) loss_class_enc: 1.2016 (1.1919) loss_bbox_enc: 0.3288 (0.4651) loss_giou_enc: 0.6006 (0.8142) loss_class_dn: 0.5368 (0.5663) loss_bbox_dn: 0.5599 (0.6601) loss_giou_dn: 0.6956 (0.8840) loss_class_dn_0: 0.5017 (0.5177) loss_bbox_dn_0: 0.6713 (0.7508) loss_giou_dn_0: 0.8666 (1.0191) loss_class_dn_1: 0.5041 (0.5400) loss_bbox_dn_1: 0.5797 (0.6817) loss_giou_dn_1: 0.7555 (0.9239) loss_class_dn_2: 0.5269 (0.5600) loss_bbox_dn_2: 0.5640 (0.6633) loss_giou_dn_2: 0.7072 (0.8894) loss_class_dn_3: 0.5344 (0.5671) loss_bbox_dn_3: 0.5615 (0.6599) loss_giou_dn_3: 0.6977 (0.8830) loss_class_dn_4: 0.5309 (0.5680) loss_bbox_dn_4: 0.5594 (0.6597) loss_giou_dn_4: 0.6957 (0.8828) loss_class_hybrid: 0.9777 (0.9866) loss_bbox_hybrid: 0.2957 (0.4317) loss_giou_hybrid: 0.5391 (0.7603) loss_class_0_hybrid: 0.9793 (0.9909) loss_bbox_0_hybrid: 0.3288 (0.4756) loss_giou_0_hybrid: 0.6045 (0.8223) loss_class_1_hybrid: 0.9990 (0.9939) loss_bbox_1_hybrid: 0.3157 (0.4494) loss_giou_1_hybrid: 0.5716 (0.7853) loss_class_2_hybrid: 0.9950 (0.9945) loss_bbox_2_hybrid: 0.3031 (0.4374) loss_giou_2_hybrid: 0.5495 (0.7674) loss_class_3_hybrid: 0.9750 (0.9907) loss_bbox_3_hybrid: 0.3033 (0.4340) loss_giou_3_hybrid: 0.5443 (0.7626) loss_class_4_hybrid: 0.9696 (0.9863) loss_bbox_4_hybrid: 0.3018 (0.4330) loss_giou_4_hybrid: 0.5382 (0.7614) loss_class_enc_hybrid: 0.8698 (0.8927) loss_bbox_enc_hybrid: 0.4127 (0.5649) loss_giou_enc_hybrid: 0.7273 (0.9417) mem: 1033 max mem: 34559 [2024-01-14 13:57:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:58:49 det.util.engine] INFO: Epoch: [0] [6000/11727] eta: 1:36:03 lr: 0.000100 data_time: 0.0032 iter_time: 1.0082 loss: 37.6792 (44.8007) loss_class: 1.0571 (1.2212) loss_bbox: 0.2477 (0.3734) loss_giou: 0.5089 (0.6801) loss_class_0: 1.3158 (1.2763) loss_bbox_0: 0.2536 (0.4087) loss_giou_0: 0.5446 (0.7315) loss_class_1: 1.2517 (1.2493) loss_bbox_1: 0.2440 (0.3854) loss_giou_1: 0.5112 (0.6984) loss_class_2: 1.1468 (1.2220) loss_bbox_2: 0.2408 (0.3771) loss_giou_2: 0.5147 (0.6863) loss_class_3: 1.0875 (1.2054) loss_bbox_3: 0.2420 (0.3750) loss_giou_3: 0.5200 (0.6828) loss_class_4: 1.0685 (1.2005) loss_bbox_4: 0.2400 (0.3750) loss_giou_4: 0.5049 (0.6824) loss_class_enc: 1.1999 (1.1920) loss_bbox_enc: 0.3018 (0.4638) loss_giou_enc: 0.6388 (0.8127) loss_class_dn: 0.5270 (0.5661) loss_bbox_dn: 0.4908 (0.6588) loss_giou_dn: 0.6753 (0.8824) loss_class_dn_0: 0.5275 (0.5178) loss_bbox_dn_0: 0.6003 (0.7498) loss_giou_dn_0: 0.8574 (1.0179) loss_class_dn_1: 0.5222 (0.5399) loss_bbox_dn_1: 0.5092 (0.6805) loss_giou_dn_1: 0.7280 (0.9224) loss_class_dn_2: 0.5219 (0.5597) loss_bbox_dn_2: 0.4947 (0.6620) loss_giou_dn_2: 0.6800 (0.8879) loss_class_dn_3: 0.5246 (0.5668) loss_bbox_dn_3: 0.4905 (0.6586) loss_giou_dn_3: 0.6780 (0.8814) loss_class_dn_4: 0.5288 (0.5678) loss_bbox_dn_4: 0.4908 (0.6584) loss_giou_dn_4: 0.6752 (0.8813) loss_class_hybrid: 0.9736 (0.9864) loss_bbox_hybrid: 0.2707 (0.4304) loss_giou_hybrid: 0.5585 (0.7588) loss_class_0_hybrid: 1.0595 (0.9911) loss_bbox_0_hybrid: 0.2990 (0.4742) loss_giou_0_hybrid: 0.6158 (0.8207) loss_class_1_hybrid: 1.0322 (0.9938) loss_bbox_1_hybrid: 0.2807 (0.4481) loss_giou_1_hybrid: 0.5857 (0.7837) loss_class_2_hybrid: 1.0023 (0.9943) loss_bbox_2_hybrid: 0.2700 (0.4361) loss_giou_2_hybrid: 0.5620 (0.7659) loss_class_3_hybrid: 0.9836 (0.9905) loss_bbox_3_hybrid: 0.2711 (0.4328) loss_giou_3_hybrid: 0.5592 (0.7611) loss_class_4_hybrid: 0.9757 (0.9861) loss_bbox_4_hybrid: 0.2680 (0.4317) loss_giou_4_hybrid: 0.5615 (0.7599) loss_class_enc_hybrid: 0.9200 (0.8929) loss_bbox_enc_hybrid: 0.3812 (0.5634) loss_giou_enc_hybrid: 0.7525 (0.9401) mem: 1019 max mem: 34559 [2024-01-14 13:58:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 13:59:39 det.util.engine] INFO: Epoch: [0] [6050/11727] eta: 1:35:12 lr: 0.000100 data_time: 0.0031 iter_time: 0.9855 loss: 38.2291 (44.7467) loss_class: 1.0445 (1.2198) loss_bbox: 0.2651 (0.3726) loss_giou: 0.5181 (0.6789) loss_class_0: 1.2837 (1.2764) loss_bbox_0: 0.2740 (0.4076) loss_giou_0: 0.5372 (0.7301) loss_class_1: 1.2576 (1.2489) loss_bbox_1: 0.2649 (0.3844) loss_giou_1: 0.5161 (0.6971) loss_class_2: 1.1386 (1.2213) loss_bbox_2: 0.2569 (0.3761) loss_giou_2: 0.5153 (0.6850) loss_class_3: 1.1033 (1.2043) loss_bbox_3: 0.2626 (0.3741) loss_giou_3: 0.5113 (0.6815) loss_class_4: 1.0514 (1.1993) loss_bbox_4: 0.2679 (0.3741) loss_giou_4: 0.5237 (0.6812) loss_class_enc: 1.1959 (1.1922) loss_bbox_enc: 0.3064 (0.4626) loss_giou_enc: 0.6174 (0.8113) loss_class_dn: 0.5251 (0.5660) loss_bbox_dn: 0.5452 (0.6577) loss_giou_dn: 0.7045 (0.8810) loss_class_dn_0: 0.5043 (0.5179) loss_bbox_dn_0: 0.6641 (0.7489) loss_giou_dn_0: 0.8695 (1.0168) loss_class_dn_1: 0.5126 (0.5398) loss_bbox_dn_1: 0.5842 (0.6794) loss_giou_dn_1: 0.7585 (0.9210) loss_class_dn_2: 0.5212 (0.5595) loss_bbox_dn_2: 0.5552 (0.6609) loss_giou_dn_2: 0.7176 (0.8865) loss_class_dn_3: 0.5337 (0.5666) loss_bbox_dn_3: 0.5467 (0.6576) loss_giou_dn_3: 0.7085 (0.8800) loss_class_dn_4: 0.5273 (0.5676) loss_bbox_dn_4: 0.5450 (0.6573) loss_giou_dn_4: 0.7042 (0.8798) loss_class_hybrid: 0.9907 (0.9863) loss_bbox_hybrid: 0.2775 (0.4293) loss_giou_hybrid: 0.5776 (0.7573) loss_class_0_hybrid: 1.0382 (0.9913) loss_bbox_0_hybrid: 0.3037 (0.4730) loss_giou_0_hybrid: 0.6180 (0.8192) loss_class_1_hybrid: 1.0277 (0.9939) loss_bbox_1_hybrid: 0.2914 (0.4469) loss_giou_1_hybrid: 0.5957 (0.7823) loss_class_2_hybrid: 1.0248 (0.9943) loss_bbox_2_hybrid: 0.2870 (0.4349) loss_giou_2_hybrid: 0.5754 (0.7645) loss_class_3_hybrid: 1.0235 (0.9904) loss_bbox_3_hybrid: 0.2812 (0.4316) loss_giou_3_hybrid: 0.5795 (0.7597) loss_class_4_hybrid: 1.0116 (0.9861) loss_bbox_4_hybrid: 0.2786 (0.4306) loss_giou_4_hybrid: 0.5787 (0.7585) loss_class_enc_hybrid: 0.8900 (0.8930) loss_bbox_enc_hybrid: 0.3917 (0.5621) loss_giou_enc_hybrid: 0.7531 (0.9386) mem: 1031 max mem: 34559 [2024-01-14 13:59:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:00:30 det.util.engine] INFO: Epoch: [0] [6100/11727] eta: 1:34:23 lr: 0.000100 data_time: 0.0029 iter_time: 1.0332 loss: 37.0455 (44.6928) loss_class: 0.9610 (1.2184) loss_bbox: 0.2563 (0.3717) loss_giou: 0.5677 (0.6779) loss_class_0: 1.2233 (1.2763) loss_bbox_0: 0.2571 (0.4066) loss_giou_0: 0.5844 (0.7289) loss_class_1: 1.1142 (1.2482) loss_bbox_1: 0.2506 (0.3834) loss_giou_1: 0.5681 (0.6960) loss_class_2: 1.0522 (1.2204) loss_bbox_2: 0.2510 (0.3752) loss_giou_2: 0.5577 (0.6839) loss_class_3: 0.9545 (1.2030) loss_bbox_3: 0.2537 (0.3732) loss_giou_3: 0.5613 (0.6805) loss_class_4: 0.9510 (1.1979) loss_bbox_4: 0.2516 (0.3732) loss_giou_4: 0.5704 (0.6802) loss_class_enc: 1.1361 (1.1922) loss_bbox_enc: 0.2921 (0.4614) loss_giou_enc: 0.6537 (0.8100) loss_class_dn: 0.5099 (0.5658) loss_bbox_dn: 0.4754 (0.6566) loss_giou_dn: 0.7161 (0.8796) loss_class_dn_0: 0.5082 (0.5179) loss_bbox_dn_0: 0.5504 (0.7478) loss_giou_dn_0: 0.8829 (1.0156) loss_class_dn_1: 0.5060 (0.5396) loss_bbox_dn_1: 0.4895 (0.6783) loss_giou_dn_1: 0.7732 (0.9197) loss_class_dn_2: 0.5110 (0.5593) loss_bbox_dn_2: 0.4751 (0.6598) loss_giou_dn_2: 0.7261 (0.8852) loss_class_dn_3: 0.5105 (0.5664) loss_bbox_dn_3: 0.4737 (0.6564) loss_giou_dn_3: 0.7138 (0.8787) loss_class_dn_4: 0.5148 (0.5675) loss_bbox_dn_4: 0.4755 (0.6562) loss_giou_dn_4: 0.7164 (0.8785) loss_class_hybrid: 0.8946 (0.9863) loss_bbox_hybrid: 0.2697 (0.4281) loss_giou_hybrid: 0.6254 (0.7561) loss_class_0_hybrid: 0.9660 (0.9914) loss_bbox_0_hybrid: 0.2997 (0.4717) loss_giou_0_hybrid: 0.6756 (0.8178) loss_class_1_hybrid: 0.9361 (0.9938) loss_bbox_1_hybrid: 0.2847 (0.4457) loss_giou_1_hybrid: 0.6425 (0.7810) loss_class_2_hybrid: 0.9089 (0.9942) loss_bbox_2_hybrid: 0.2709 (0.4337) loss_giou_2_hybrid: 0.6304 (0.7632) loss_class_3_hybrid: 0.8771 (0.9903) loss_bbox_3_hybrid: 0.2684 (0.4305) loss_giou_3_hybrid: 0.6250 (0.7584) loss_class_4_hybrid: 0.9020 (0.9860) loss_bbox_4_hybrid: 0.2689 (0.4294) loss_giou_4_hybrid: 0.6292 (0.7572) loss_class_enc_hybrid: 0.8410 (0.8930) loss_bbox_enc_hybrid: 0.3783 (0.5608) loss_giou_enc_hybrid: 0.7815 (0.9373) mem: 1031 max mem: 34559 [2024-01-14 14:00:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:01:21 det.util.engine] INFO: Epoch: [0] [6150/11727] eta: 1:33:33 lr: 0.000100 data_time: 0.0029 iter_time: 1.0029 loss: 37.4091 (44.6384) loss_class: 0.9562 (1.2170) loss_bbox: 0.2537 (0.3708) loss_giou: 0.5419 (0.6767) loss_class_0: 1.2275 (1.2762) loss_bbox_0: 0.2620 (0.4055) loss_giou_0: 0.5697 (0.7276) loss_class_1: 1.1070 (1.2477) loss_bbox_1: 0.2739 (0.3825) loss_giou_1: 0.5488 (0.6947) loss_class_2: 1.0290 (1.2195) loss_bbox_2: 0.2517 (0.3742) loss_giou_2: 0.5418 (0.6827) loss_class_3: 0.9839 (1.2018) loss_bbox_3: 0.2561 (0.3723) loss_giou_3: 0.5594 (0.6794) loss_class_4: 0.9775 (1.1967) loss_bbox_4: 0.2539 (0.3723) loss_giou_4: 0.5414 (0.6791) loss_class_enc: 1.1760 (1.1923) loss_bbox_enc: 0.2939 (0.4602) loss_giou_enc: 0.6510 (0.8086) loss_class_dn: 0.5200 (0.5656) loss_bbox_dn: 0.4849 (0.6555) loss_giou_dn: 0.7184 (0.8782) loss_class_dn_0: 0.5131 (0.5178) loss_bbox_dn_0: 0.5867 (0.7469) loss_giou_dn_0: 0.8689 (1.0145) loss_class_dn_1: 0.5164 (0.5394) loss_bbox_dn_1: 0.5025 (0.6772) loss_giou_dn_1: 0.7582 (0.9184) loss_class_dn_2: 0.5119 (0.5590) loss_bbox_dn_2: 0.4839 (0.6587) loss_giou_dn_2: 0.7290 (0.8838) loss_class_dn_3: 0.5236 (0.5661) loss_bbox_dn_3: 0.4874 (0.6553) loss_giou_dn_3: 0.7217 (0.8773) loss_class_dn_4: 0.5245 (0.5672) loss_bbox_dn_4: 0.4848 (0.6551) loss_giou_dn_4: 0.7176 (0.8771) loss_class_hybrid: 0.9339 (0.9863) loss_bbox_hybrid: 0.2762 (0.4269) loss_giou_hybrid: 0.6014 (0.7547) loss_class_0_hybrid: 0.9842 (0.9916) loss_bbox_0_hybrid: 0.3080 (0.4704) loss_giou_0_hybrid: 0.6491 (0.8164) loss_class_1_hybrid: 0.9329 (0.9938) loss_bbox_1_hybrid: 0.2932 (0.4445) loss_giou_1_hybrid: 0.6226 (0.7796) loss_class_2_hybrid: 0.9618 (0.9941) loss_bbox_2_hybrid: 0.2785 (0.4325) loss_giou_2_hybrid: 0.6080 (0.7619) loss_class_3_hybrid: 0.9146 (0.9902) loss_bbox_3_hybrid: 0.2843 (0.4293) loss_giou_3_hybrid: 0.6085 (0.7570) loss_class_4_hybrid: 0.9351 (0.9859) loss_bbox_4_hybrid: 0.2776 (0.4282) loss_giou_4_hybrid: 0.6071 (0.7559) loss_class_enc_hybrid: 0.8349 (0.8931) loss_bbox_enc_hybrid: 0.4066 (0.5594) loss_giou_enc_hybrid: 0.7614 (0.9358) mem: 1023 max mem: 34559 [2024-01-14 14:01:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:02:12 det.util.engine] INFO: Epoch: [0] [6200/11727] eta: 1:32:43 lr: 0.000100 data_time: 0.0029 iter_time: 1.0126 loss: 37.2527 (44.5861) loss_class: 1.0792 (1.2158) loss_bbox: 0.2480 (0.3699) loss_giou: 0.4910 (0.6754) loss_class_0: 1.3402 (1.2766) loss_bbox_0: 0.2421 (0.4044) loss_giou_0: 0.5236 (0.7261) loss_class_1: 1.1790 (1.2475) loss_bbox_1: 0.2369 (0.3815) loss_giou_1: 0.4891 (0.6933) loss_class_2: 1.1017 (1.2189) loss_bbox_2: 0.2316 (0.3733) loss_giou_2: 0.4881 (0.6814) loss_class_3: 1.0594 (1.2010) loss_bbox_3: 0.2379 (0.3714) loss_giou_3: 0.4903 (0.6780) loss_class_4: 1.0759 (1.1957) loss_bbox_4: 0.2347 (0.3714) loss_giou_4: 0.4879 (0.6778) loss_class_enc: 1.2073 (1.1926) loss_bbox_enc: 0.2878 (0.4590) loss_giou_enc: 0.6272 (0.8072) loss_class_dn: 0.5264 (0.5655) loss_bbox_dn: 0.4816 (0.6544) loss_giou_dn: 0.6662 (0.8767) loss_class_dn_0: 0.5310 (0.5179) loss_bbox_dn_0: 0.5565 (0.7460) loss_giou_dn_0: 0.8375 (1.0132) loss_class_dn_1: 0.5224 (0.5394) loss_bbox_dn_1: 0.4887 (0.6762) loss_giou_dn_1: 0.7193 (0.9170) loss_class_dn_2: 0.5271 (0.5588) loss_bbox_dn_2: 0.4824 (0.6576) loss_giou_dn_2: 0.6784 (0.8823) loss_class_dn_3: 0.5251 (0.5660) loss_bbox_dn_3: 0.4818 (0.6543) loss_giou_dn_3: 0.6653 (0.8758) loss_class_dn_4: 0.5252 (0.5671) loss_bbox_dn_4: 0.4817 (0.6540) loss_giou_dn_4: 0.6664 (0.8755) loss_class_hybrid: 1.0158 (0.9865) loss_bbox_hybrid: 0.2611 (0.4258) loss_giou_hybrid: 0.5146 (0.7531) loss_class_0_hybrid: 1.0637 (0.9921) loss_bbox_0_hybrid: 0.2787 (0.4691) loss_giou_0_hybrid: 0.5604 (0.8147) loss_class_1_hybrid: 1.0238 (0.9942) loss_bbox_1_hybrid: 0.2738 (0.4433) loss_giou_1_hybrid: 0.5272 (0.7780) loss_class_2_hybrid: 1.0164 (0.9944) loss_bbox_2_hybrid: 0.2639 (0.4314) loss_giou_2_hybrid: 0.5126 (0.7603) loss_class_3_hybrid: 1.0152 (0.9904) loss_bbox_3_hybrid: 0.2614 (0.4281) loss_giou_3_hybrid: 0.5102 (0.7555) loss_class_4_hybrid: 1.0063 (0.9862) loss_bbox_4_hybrid: 0.2649 (0.4270) loss_giou_4_hybrid: 0.5074 (0.7543) loss_class_enc_hybrid: 0.9499 (0.8936) loss_bbox_enc_hybrid: 0.3785 (0.5581) loss_giou_enc_hybrid: 0.7025 (0.9342) mem: 1013 max mem: 34559 [2024-01-14 14:02:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:03:02 det.util.engine] INFO: Epoch: [0] [6250/11727] eta: 1:31:53 lr: 0.000100 data_time: 0.0028 iter_time: 0.9947 loss: 37.0233 (44.5336) loss_class: 0.9527 (1.2145) loss_bbox: 0.2496 (0.3691) loss_giou: 0.5747 (0.6744) loss_class_0: 1.2183 (1.2767) loss_bbox_0: 0.2497 (0.4034) loss_giou_0: 0.5725 (0.7248) loss_class_1: 1.1080 (1.2471) loss_bbox_1: 0.2232 (0.3806) loss_giou_1: 0.5887 (0.6921) loss_class_2: 1.0404 (1.2181) loss_bbox_2: 0.2339 (0.3724) loss_giou_2: 0.5804 (0.6802) loss_class_3: 0.9944 (1.2000) loss_bbox_3: 0.2345 (0.3706) loss_giou_3: 0.5744 (0.6769) loss_class_4: 0.9595 (1.1944) loss_bbox_4: 0.2404 (0.3706) loss_giou_4: 0.5746 (0.6767) loss_class_enc: 1.1632 (1.1928) loss_bbox_enc: 0.3080 (0.4579) loss_giou_enc: 0.6720 (0.8059) loss_class_dn: 0.5291 (0.5653) loss_bbox_dn: 0.4471 (0.6532) loss_giou_dn: 0.7187 (0.8752) loss_class_dn_0: 0.5271 (0.5180) loss_bbox_dn_0: 0.5572 (0.7450) loss_giou_dn_0: 0.8646 (1.0120) loss_class_dn_1: 0.5276 (0.5393) loss_bbox_dn_1: 0.4820 (0.6750) loss_giou_dn_1: 0.7582 (0.9156) loss_class_dn_2: 0.5264 (0.5587) loss_bbox_dn_2: 0.4600 (0.6565) loss_giou_dn_2: 0.7297 (0.8809) loss_class_dn_3: 0.5313 (0.5658) loss_bbox_dn_3: 0.4486 (0.6531) loss_giou_dn_3: 0.7204 (0.8743) loss_class_dn_4: 0.5340 (0.5669) loss_bbox_dn_4: 0.4470 (0.6528) loss_giou_dn_4: 0.7187 (0.8741) loss_class_hybrid: 0.8927 (0.9865) loss_bbox_hybrid: 0.2817 (0.4247) loss_giou_hybrid: 0.6216 (0.7518) loss_class_0_hybrid: 0.9703 (0.9924) loss_bbox_0_hybrid: 0.2858 (0.4678) loss_giou_0_hybrid: 0.6565 (0.8133) loss_class_1_hybrid: 0.9796 (0.9943) loss_bbox_1_hybrid: 0.2760 (0.4421) loss_giou_1_hybrid: 0.6333 (0.7766) loss_class_2_hybrid: 0.9192 (0.9944) loss_bbox_2_hybrid: 0.2744 (0.4302) loss_giou_2_hybrid: 0.6216 (0.7589) loss_class_3_hybrid: 0.9321 (0.9904) loss_bbox_3_hybrid: 0.2826 (0.4270) loss_giou_3_hybrid: 0.6231 (0.7541) loss_class_4_hybrid: 0.9025 (0.9861) loss_bbox_4_hybrid: 0.2810 (0.4259) loss_giou_4_hybrid: 0.6218 (0.7530) loss_class_enc_hybrid: 0.8678 (0.8938) loss_bbox_enc_hybrid: 0.3756 (0.5568) loss_giou_enc_hybrid: 0.8039 (0.9328) mem: 1022 max mem: 34559 [2024-01-14 14:03:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:03:53 det.util.engine] INFO: Epoch: [0] [6300/11727] eta: 1:31:03 lr: 0.000100 data_time: 0.0032 iter_time: 1.0224 loss: 37.7397 (44.4787) loss_class: 0.9928 (1.2129) loss_bbox: 0.2617 (0.3682) loss_giou: 0.5348 (0.6734) loss_class_0: 1.2252 (1.2764) loss_bbox_0: 0.2673 (0.4023) loss_giou_0: 0.5664 (0.7236) loss_class_1: 1.1072 (1.2464) loss_bbox_1: 0.2408 (0.3796) loss_giou_1: 0.5532 (0.6911) loss_class_2: 1.0358 (1.2170) loss_bbox_2: 0.2392 (0.3715) loss_giou_2: 0.5287 (0.6792) loss_class_3: 1.0228 (1.1987) loss_bbox_3: 0.2506 (0.3696) loss_giou_3: 0.5398 (0.6760) loss_class_4: 0.9914 (1.1929) loss_bbox_4: 0.2547 (0.3697) loss_giou_4: 0.5349 (0.6757) loss_class_enc: 1.1976 (1.1926) loss_bbox_enc: 0.3157 (0.4567) loss_giou_enc: 0.6342 (0.8046) loss_class_dn: 0.5310 (0.5652) loss_bbox_dn: 0.5135 (0.6519) loss_giou_dn: 0.7267 (0.8739) loss_class_dn_0: 0.5110 (0.5180) loss_bbox_dn_0: 0.5817 (0.7438) loss_giou_dn_0: 0.8823 (1.0109) loss_class_dn_1: 0.5093 (0.5391) loss_bbox_dn_1: 0.5323 (0.6738) loss_giou_dn_1: 0.7909 (0.9143) loss_class_dn_2: 0.5129 (0.5584) loss_bbox_dn_2: 0.5184 (0.6552) loss_giou_dn_2: 0.7374 (0.8796) loss_class_dn_3: 0.5256 (0.5656) loss_bbox_dn_3: 0.5121 (0.6518) loss_giou_dn_3: 0.7293 (0.8730) loss_class_dn_4: 0.5278 (0.5667) loss_bbox_dn_4: 0.5134 (0.6516) loss_giou_dn_4: 0.7264 (0.8728) loss_class_hybrid: 0.9268 (0.9862) loss_bbox_hybrid: 0.2752 (0.4236) loss_giou_hybrid: 0.6040 (0.7507) loss_class_0_hybrid: 0.9878 (0.9923) loss_bbox_0_hybrid: 0.3068 (0.4666) loss_giou_0_hybrid: 0.6468 (0.8120) loss_class_1_hybrid: 0.9362 (0.9941) loss_bbox_1_hybrid: 0.2867 (0.4409) loss_giou_1_hybrid: 0.6317 (0.7754) loss_class_2_hybrid: 0.8894 (0.9942) loss_bbox_2_hybrid: 0.2692 (0.4291) loss_giou_2_hybrid: 0.6118 (0.7577) loss_class_3_hybrid: 0.9165 (0.9901) loss_bbox_3_hybrid: 0.2704 (0.4259) loss_giou_3_hybrid: 0.6013 (0.7530) loss_class_4_hybrid: 0.9213 (0.9858) loss_bbox_4_hybrid: 0.2752 (0.4248) loss_giou_4_hybrid: 0.5994 (0.7518) loss_class_enc_hybrid: 0.8799 (0.8937) loss_bbox_enc_hybrid: 0.3886 (0.5555) loss_giou_enc_hybrid: 0.7525 (0.9315) mem: 1029 max mem: 34559 [2024-01-14 14:03:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:04:45 det.util.engine] INFO: Epoch: [0] [6350/11727] eta: 1:30:14 lr: 0.000100 data_time: 0.0030 iter_time: 1.0445 loss: 37.0175 (44.4230) loss_class: 0.9482 (1.2113) loss_bbox: 0.2495 (0.3674) loss_giou: 0.5635 (0.6725) loss_class_0: 1.1885 (1.2762) loss_bbox_0: 0.2664 (0.4013) loss_giou_0: 0.5956 (0.7224) loss_class_1: 1.1046 (1.2457) loss_bbox_1: 0.2589 (0.3786) loss_giou_1: 0.5757 (0.6900) loss_class_2: 1.0583 (1.2160) loss_bbox_2: 0.2577 (0.3705) loss_giou_2: 0.5657 (0.6781) loss_class_3: 0.9882 (1.1974) loss_bbox_3: 0.2497 (0.3687) loss_giou_3: 0.5676 (0.6749) loss_class_4: 0.9431 (1.1914) loss_bbox_4: 0.2464 (0.3688) loss_giou_4: 0.5599 (0.6747) loss_class_enc: 1.1268 (1.1925) loss_bbox_enc: 0.3141 (0.4556) loss_giou_enc: 0.6741 (0.8033) loss_class_dn: 0.5400 (0.5650) loss_bbox_dn: 0.4586 (0.6506) loss_giou_dn: 0.7106 (0.8725) loss_class_dn_0: 0.5227 (0.5180) loss_bbox_dn_0: 0.5733 (0.7426) loss_giou_dn_0: 0.8712 (1.0098) loss_class_dn_1: 0.5207 (0.5390) loss_bbox_dn_1: 0.4835 (0.6725) loss_giou_dn_1: 0.7530 (0.9129) loss_class_dn_2: 0.5377 (0.5582) loss_bbox_dn_2: 0.4621 (0.6539) loss_giou_dn_2: 0.7188 (0.8782) loss_class_dn_3: 0.5339 (0.5653) loss_bbox_dn_3: 0.4602 (0.6505) loss_giou_dn_3: 0.7112 (0.8716) loss_class_dn_4: 0.5425 (0.5665) loss_bbox_dn_4: 0.4587 (0.6503) loss_giou_dn_4: 0.7104 (0.8714) loss_class_hybrid: 0.9109 (0.9860) loss_bbox_hybrid: 0.3042 (0.4225) loss_giou_hybrid: 0.6300 (0.7495) loss_class_0_hybrid: 0.9548 (0.9924) loss_bbox_0_hybrid: 0.3185 (0.4654) loss_giou_0_hybrid: 0.6684 (0.8106) loss_class_1_hybrid: 0.9048 (0.9939) loss_bbox_1_hybrid: 0.3067 (0.4398) loss_giou_1_hybrid: 0.6475 (0.7742) loss_class_2_hybrid: 0.9072 (0.9939) loss_bbox_2_hybrid: 0.3008 (0.4279) loss_giou_2_hybrid: 0.6346 (0.7565) loss_class_3_hybrid: 0.8973 (0.9898) loss_bbox_3_hybrid: 0.2997 (0.4247) loss_giou_3_hybrid: 0.6294 (0.7518) loss_class_4_hybrid: 0.9090 (0.9855) loss_bbox_4_hybrid: 0.2993 (0.4237) loss_giou_4_hybrid: 0.6298 (0.7506) loss_class_enc_hybrid: 0.8359 (0.8937) loss_bbox_enc_hybrid: 0.4070 (0.5542) loss_giou_enc_hybrid: 0.7820 (0.9302) mem: 1027 max mem: 34559 [2024-01-14 14:04:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:05:36 det.util.engine] INFO: Epoch: [0] [6400/11727] eta: 1:29:24 lr: 0.000100 data_time: 0.0033 iter_time: 0.9869 loss: 36.5706 (44.3692) loss_class: 1.0093 (1.2096) loss_bbox: 0.2353 (0.3666) loss_giou: 0.4894 (0.6715) loss_class_0: 1.2801 (1.2761) loss_bbox_0: 0.2494 (0.4003) loss_giou_0: 0.5221 (0.7211) loss_class_1: 1.1733 (1.2451) loss_bbox_1: 0.2299 (0.3777) loss_giou_1: 0.4998 (0.6888) loss_class_2: 1.1243 (1.2150) loss_bbox_2: 0.2399 (0.3697) loss_giou_2: 0.4876 (0.6771) loss_class_3: 1.0039 (1.1960) loss_bbox_3: 0.2396 (0.3679) loss_giou_3: 0.4957 (0.6739) loss_class_4: 1.0136 (1.1900) loss_bbox_4: 0.2352 (0.3680) loss_giou_4: 0.4944 (0.6737) loss_class_enc: 1.2033 (1.1925) loss_bbox_enc: 0.2962 (0.4545) loss_giou_enc: 0.5940 (0.8020) loss_class_dn: 0.5119 (0.5647) loss_bbox_dn: 0.4952 (0.6495) loss_giou_dn: 0.6999 (0.8711) loss_class_dn_0: 0.5115 (0.5180) loss_bbox_dn_0: 0.6068 (0.7417) loss_giou_dn_0: 0.8533 (1.0087) loss_class_dn_1: 0.5041 (0.5388) loss_bbox_dn_1: 0.5224 (0.6714) loss_giou_dn_1: 0.7494 (0.9117) loss_class_dn_2: 0.5073 (0.5579) loss_bbox_dn_2: 0.5034 (0.6528) loss_giou_dn_2: 0.7098 (0.8769) loss_class_dn_3: 0.5074 (0.5650) loss_bbox_dn_3: 0.4979 (0.6494) loss_giou_dn_3: 0.6996 (0.8703) loss_class_dn_4: 0.5109 (0.5662) loss_bbox_dn_4: 0.4948 (0.6492) loss_giou_dn_4: 0.6990 (0.8700) loss_class_hybrid: 1.0008 (0.9858) loss_bbox_hybrid: 0.2575 (0.4214) loss_giou_hybrid: 0.5380 (0.7482) loss_class_0_hybrid: 1.0743 (0.9924) loss_bbox_0_hybrid: 0.2885 (0.4642) loss_giou_0_hybrid: 0.5967 (0.8092) loss_class_1_hybrid: 0.9760 (0.9937) loss_bbox_1_hybrid: 0.2752 (0.4387) loss_giou_1_hybrid: 0.5777 (0.7729) loss_class_2_hybrid: 0.9952 (0.9937) loss_bbox_2_hybrid: 0.2567 (0.4269) loss_giou_2_hybrid: 0.5523 (0.7552) loss_class_3_hybrid: 0.9752 (0.9896) loss_bbox_3_hybrid: 0.2579 (0.4237) loss_giou_3_hybrid: 0.5420 (0.7505) loss_class_4_hybrid: 0.9886 (0.9853) loss_bbox_4_hybrid: 0.2580 (0.4226) loss_giou_4_hybrid: 0.5419 (0.7493) loss_class_enc_hybrid: 0.8887 (0.8937) loss_bbox_enc_hybrid: 0.3604 (0.5529) loss_giou_enc_hybrid: 0.7106 (0.9288) mem: 1022 max mem: 34559 [2024-01-14 14:05:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:06:27 det.util.engine] INFO: Epoch: [0] [6450/11727] eta: 1:28:34 lr: 0.000100 data_time: 0.0029 iter_time: 1.0031 loss: 37.4781 (44.3117) loss_class: 1.0341 (1.2083) loss_bbox: 0.2552 (0.3656) loss_giou: 0.5210 (0.6703) loss_class_0: 1.2542 (1.2759) loss_bbox_0: 0.2633 (0.3992) loss_giou_0: 0.5595 (0.7198) loss_class_1: 1.1627 (1.2447) loss_bbox_1: 0.2492 (0.3767) loss_giou_1: 0.5382 (0.6875) loss_class_2: 1.0833 (1.2143) loss_bbox_2: 0.2508 (0.3687) loss_giou_2: 0.5382 (0.6758) loss_class_3: 1.0420 (1.1950) loss_bbox_3: 0.2496 (0.3669) loss_giou_3: 0.5167 (0.6727) loss_class_4: 1.0189 (1.1887) loss_bbox_4: 0.2625 (0.3670) loss_giou_4: 0.5232 (0.6725) loss_class_enc: 1.1833 (1.1925) loss_bbox_enc: 0.3159 (0.4533) loss_giou_enc: 0.6232 (0.8007) loss_class_dn: 0.5346 (0.5645) loss_bbox_dn: 0.4883 (0.6482) loss_giou_dn: 0.7140 (0.8696) loss_class_dn_0: 0.5114 (0.5181) loss_bbox_dn_0: 0.5794 (0.7405) loss_giou_dn_0: 0.8683 (1.0075) loss_class_dn_1: 0.5130 (0.5387) loss_bbox_dn_1: 0.5241 (0.6702) loss_giou_dn_1: 0.7601 (0.9103) loss_class_dn_2: 0.5226 (0.5577) loss_bbox_dn_2: 0.4943 (0.6515) loss_giou_dn_2: 0.7218 (0.8755) loss_class_dn_3: 0.5266 (0.5648) loss_bbox_dn_3: 0.4900 (0.6481) loss_giou_dn_3: 0.7143 (0.8689) loss_class_dn_4: 0.5353 (0.5660) loss_bbox_dn_4: 0.4881 (0.6478) loss_giou_dn_4: 0.7140 (0.8686) loss_class_hybrid: 0.9505 (0.9856) loss_bbox_hybrid: 0.2763 (0.4202) loss_giou_hybrid: 0.5601 (0.7468) loss_class_0_hybrid: 1.0218 (0.9925) loss_bbox_0_hybrid: 0.2986 (0.4629) loss_giou_0_hybrid: 0.6088 (0.8077) loss_class_1_hybrid: 0.9507 (0.9936) loss_bbox_1_hybrid: 0.2943 (0.4374) loss_giou_1_hybrid: 0.5795 (0.7714) loss_class_2_hybrid: 0.9528 (0.9936) loss_bbox_2_hybrid: 0.2804 (0.4257) loss_giou_2_hybrid: 0.5613 (0.7538) loss_class_3_hybrid: 0.9504 (0.9894) loss_bbox_3_hybrid: 0.2833 (0.4225) loss_giou_3_hybrid: 0.5626 (0.7491) loss_class_4_hybrid: 0.9520 (0.9852) loss_bbox_4_hybrid: 0.2796 (0.4214) loss_giou_4_hybrid: 0.5611 (0.7479) loss_class_enc_hybrid: 0.8778 (0.8937) loss_bbox_enc_hybrid: 0.4036 (0.5516) loss_giou_enc_hybrid: 0.7284 (0.9273) mem: 1028 max mem: 34559 [2024-01-14 14:06:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:07:17 det.util.engine] INFO: Epoch: [0] [6500/11727] eta: 1:27:44 lr: 0.000100 data_time: 0.0031 iter_time: 1.0056 loss: 37.5085 (44.2571) loss_class: 0.9996 (1.2068) loss_bbox: 0.2678 (0.3648) loss_giou: 0.5189 (0.6691) loss_class_0: 1.2427 (1.2757) loss_bbox_0: 0.2907 (0.3982) loss_giou_0: 0.5252 (0.7184) loss_class_1: 1.1474 (1.2440) loss_bbox_1: 0.2758 (0.3758) loss_giou_1: 0.5244 (0.6863) loss_class_2: 1.1059 (1.2133) loss_bbox_2: 0.2642 (0.3678) loss_giou_2: 0.5106 (0.6746) loss_class_3: 1.0014 (1.1937) loss_bbox_3: 0.2720 (0.3661) loss_giou_3: 0.5133 (0.6715) loss_class_4: 0.9872 (1.1873) loss_bbox_4: 0.2686 (0.3662) loss_giou_4: 0.5156 (0.6714) loss_class_enc: 1.1680 (1.1924) loss_bbox_enc: 0.3206 (0.4522) loss_giou_enc: 0.6073 (0.7993) loss_class_dn: 0.5426 (0.5642) loss_bbox_dn: 0.5286 (0.6472) loss_giou_dn: 0.6619 (0.8683) loss_class_dn_0: 0.5258 (0.5181) loss_bbox_dn_0: 0.6582 (0.7397) loss_giou_dn_0: 0.8432 (1.0063) loss_class_dn_1: 0.5286 (0.5385) loss_bbox_dn_1: 0.5540 (0.6692) loss_giou_dn_1: 0.7060 (0.9089) loss_class_dn_2: 0.5356 (0.5574) loss_bbox_dn_2: 0.5343 (0.6505) loss_giou_dn_2: 0.6768 (0.8741) loss_class_dn_3: 0.5314 (0.5645) loss_bbox_dn_3: 0.5294 (0.6471) loss_giou_dn_3: 0.6630 (0.8675) loss_class_dn_4: 0.5396 (0.5657) loss_bbox_dn_4: 0.5287 (0.6468) loss_giou_dn_4: 0.6617 (0.8672) loss_class_hybrid: 0.9556 (0.9854) loss_bbox_hybrid: 0.3015 (0.4192) loss_giou_hybrid: 0.5241 (0.7454) loss_class_0_hybrid: 1.0176 (0.9925) loss_bbox_0_hybrid: 0.3262 (0.4617) loss_giou_0_hybrid: 0.5785 (0.8062) loss_class_1_hybrid: 0.9983 (0.9935) loss_bbox_1_hybrid: 0.3141 (0.4364) loss_giou_1_hybrid: 0.5586 (0.7700) loss_class_2_hybrid: 1.0206 (0.9934) loss_bbox_2_hybrid: 0.3104 (0.4246) loss_giou_2_hybrid: 0.5279 (0.7524) loss_class_3_hybrid: 0.9749 (0.9891) loss_bbox_3_hybrid: 0.3110 (0.4215) loss_giou_3_hybrid: 0.5221 (0.7477) loss_class_4_hybrid: 0.9609 (0.9849) loss_bbox_4_hybrid: 0.3071 (0.4204) loss_giou_4_hybrid: 0.5219 (0.7465) loss_class_enc_hybrid: 0.8872 (0.8937) loss_bbox_enc_hybrid: 0.4106 (0.5503) loss_giou_enc_hybrid: 0.6932 (0.9258) mem: 1036 max mem: 34559 [2024-01-14 14:07:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:08:07 det.util.engine] INFO: Epoch: [0] [6550/11727] eta: 1:26:53 lr: 0.000100 data_time: 0.0032 iter_time: 0.9936 loss: 37.1872 (44.2041) loss_class: 1.0303 (1.2053) loss_bbox: 0.2478 (0.3640) loss_giou: 0.4845 (0.6681) loss_class_0: 1.2575 (1.2755) loss_bbox_0: 0.2672 (0.3973) loss_giou_0: 0.5019 (0.7172) loss_class_1: 1.1669 (1.2434) loss_bbox_1: 0.2560 (0.3749) loss_giou_1: 0.4833 (0.6852) loss_class_2: 1.0911 (1.2123) loss_bbox_2: 0.2348 (0.3669) loss_giou_2: 0.4727 (0.6736) loss_class_3: 1.0672 (1.1925) loss_bbox_3: 0.2459 (0.3653) loss_giou_3: 0.4779 (0.6705) loss_class_4: 1.0074 (1.1860) loss_bbox_4: 0.2480 (0.3654) loss_giou_4: 0.4912 (0.6704) loss_class_enc: 1.2270 (1.1923) loss_bbox_enc: 0.3206 (0.4511) loss_giou_enc: 0.5931 (0.7981) loss_class_dn: 0.5155 (0.5640) loss_bbox_dn: 0.5163 (0.6461) loss_giou_dn: 0.6841 (0.8669) loss_class_dn_0: 0.5263 (0.5182) loss_bbox_dn_0: 0.6414 (0.7387) loss_giou_dn_0: 0.8434 (1.0052) loss_class_dn_1: 0.5110 (0.5384) loss_bbox_dn_1: 0.5445 (0.6680) loss_giou_dn_1: 0.7354 (0.9076) loss_class_dn_2: 0.5123 (0.5572) loss_bbox_dn_2: 0.5254 (0.6494) loss_giou_dn_2: 0.6939 (0.8728) loss_class_dn_3: 0.5152 (0.5642) loss_bbox_dn_3: 0.5168 (0.6460) loss_giou_dn_3: 0.6813 (0.8662) loss_class_dn_4: 0.5167 (0.5655) loss_bbox_dn_4: 0.5165 (0.6457) loss_giou_dn_4: 0.6841 (0.8658) loss_class_hybrid: 0.9762 (0.9853) loss_bbox_hybrid: 0.2658 (0.4181) loss_giou_hybrid: 0.5155 (0.7441) loss_class_0_hybrid: 0.9986 (0.9926) loss_bbox_0_hybrid: 0.2949 (0.4605) loss_giou_0_hybrid: 0.5688 (0.8049) loss_class_1_hybrid: 0.9576 (0.9934) loss_bbox_1_hybrid: 0.2739 (0.4352) loss_giou_1_hybrid: 0.5339 (0.7687) loss_class_2_hybrid: 0.9761 (0.9933) loss_bbox_2_hybrid: 0.2667 (0.4235) loss_giou_2_hybrid: 0.5171 (0.7511) loss_class_3_hybrid: 0.9904 (0.9890) loss_bbox_3_hybrid: 0.2706 (0.4204) loss_giou_3_hybrid: 0.5153 (0.7464) loss_class_4_hybrid: 0.9538 (0.9848) loss_bbox_4_hybrid: 0.2664 (0.4193) loss_giou_4_hybrid: 0.5158 (0.7453) loss_class_enc_hybrid: 0.9159 (0.8937) loss_bbox_enc_hybrid: 0.3947 (0.5491) loss_giou_enc_hybrid: 0.7113 (0.9244) mem: 1020 max mem: 34559 [2024-01-14 14:08:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:08:59 det.util.engine] INFO: Epoch: [0] [6600/11727] eta: 1:26:04 lr: 0.000100 data_time: 0.0035 iter_time: 1.0249 loss: 37.4939 (44.1546) loss_class: 0.9684 (1.2039) loss_bbox: 0.2298 (0.3632) loss_giou: 0.5566 (0.6672) loss_class_0: 1.2424 (1.2755) loss_bbox_0: 0.2461 (0.3962) loss_giou_0: 0.5605 (0.7160) loss_class_1: 1.1655 (1.2429) loss_bbox_1: 0.2226 (0.3740) loss_giou_1: 0.5592 (0.6841) loss_class_2: 1.0131 (1.2114) loss_bbox_2: 0.2204 (0.3661) loss_giou_2: 0.5541 (0.6726) loss_class_3: 1.0203 (1.1914) loss_bbox_3: 0.2237 (0.3645) loss_giou_3: 0.5532 (0.6696) loss_class_4: 0.9976 (1.1847) loss_bbox_4: 0.2275 (0.3646) loss_giou_4: 0.5550 (0.6694) loss_class_enc: 1.1420 (1.1923) loss_bbox_enc: 0.2729 (0.4500) loss_giou_enc: 0.6205 (0.7968) loss_class_dn: 0.5376 (0.5639) loss_bbox_dn: 0.4582 (0.6449) loss_giou_dn: 0.6751 (0.8657) loss_class_dn_0: 0.4998 (0.5182) loss_bbox_dn_0: 0.5949 (0.7376) loss_giou_dn_0: 0.8637 (1.0042) loss_class_dn_1: 0.5047 (0.5382) loss_bbox_dn_1: 0.5102 (0.6669) loss_giou_dn_1: 0.7418 (0.9064) loss_class_dn_2: 0.5181 (0.5570) loss_bbox_dn_2: 0.4699 (0.6483) loss_giou_dn_2: 0.6916 (0.8716) loss_class_dn_3: 0.5323 (0.5641) loss_bbox_dn_3: 0.4593 (0.6448) loss_giou_dn_3: 0.6757 (0.8650) loss_class_dn_4: 0.5362 (0.5654) loss_bbox_dn_4: 0.4581 (0.6446) loss_giou_dn_4: 0.6748 (0.8646) loss_class_hybrid: 0.9566 (0.9852) loss_bbox_hybrid: 0.2545 (0.4171) loss_giou_hybrid: 0.5736 (0.7430) loss_class_0_hybrid: 0.9720 (0.9927) loss_bbox_0_hybrid: 0.2929 (0.4594) loss_giou_0_hybrid: 0.6361 (0.8036) loss_class_1_hybrid: 0.9672 (0.9934) loss_bbox_1_hybrid: 0.2665 (0.4341) loss_giou_1_hybrid: 0.6024 (0.7675) loss_class_2_hybrid: 0.9555 (0.9932) loss_bbox_2_hybrid: 0.2635 (0.4224) loss_giou_2_hybrid: 0.5817 (0.7500) loss_class_3_hybrid: 0.9563 (0.9889) loss_bbox_3_hybrid: 0.2535 (0.4193) loss_giou_3_hybrid: 0.5756 (0.7453) loss_class_4_hybrid: 0.9541 (0.9847) loss_bbox_4_hybrid: 0.2548 (0.4183) loss_giou_4_hybrid: 0.5727 (0.7441) loss_class_enc_hybrid: 0.8689 (0.8937) loss_bbox_enc_hybrid: 0.3803 (0.5479) loss_giou_enc_hybrid: 0.7492 (0.9232) mem: 1026 max mem: 34559 [2024-01-14 14:08:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:09:51 det.util.engine] INFO: Epoch: [0] [6650/11727] eta: 1:25:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.0632 loss: 37.9358 (44.1107) loss_class: 1.0119 (1.2027) loss_bbox: 0.2665 (0.3625) loss_giou: 0.5269 (0.6664) loss_class_0: 1.2040 (1.2755) loss_bbox_0: 0.2784 (0.3954) loss_giou_0: 0.5575 (0.7150) loss_class_1: 1.1510 (1.2426) loss_bbox_1: 0.2617 (0.3732) loss_giou_1: 0.5510 (0.6831) loss_class_2: 1.0679 (1.2107) loss_bbox_2: 0.2583 (0.3653) loss_giou_2: 0.5319 (0.6717) loss_class_3: 1.0375 (1.1905) loss_bbox_3: 0.2592 (0.3638) loss_giou_3: 0.5307 (0.6687) loss_class_4: 1.0046 (1.1836) loss_bbox_4: 0.2622 (0.3639) loss_giou_4: 0.5266 (0.6686) loss_class_enc: 1.1867 (1.1923) loss_bbox_enc: 0.3129 (0.4491) loss_giou_enc: 0.6477 (0.7958) loss_class_dn: 0.5300 (0.5637) loss_bbox_dn: 0.5126 (0.6440) loss_giou_dn: 0.7003 (0.8645) loss_class_dn_0: 0.5180 (0.5182) loss_bbox_dn_0: 0.6068 (0.7368) loss_giou_dn_0: 0.8616 (1.0031) loss_class_dn_1: 0.5153 (0.5381) loss_bbox_dn_1: 0.5297 (0.6660) loss_giou_dn_1: 0.7368 (0.9053) loss_class_dn_2: 0.5166 (0.5568) loss_bbox_dn_2: 0.5119 (0.6474) loss_giou_dn_2: 0.7093 (0.8704) loss_class_dn_3: 0.5288 (0.5639) loss_bbox_dn_3: 0.5109 (0.6439) loss_giou_dn_3: 0.7046 (0.8638) loss_class_dn_4: 0.5332 (0.5652) loss_bbox_dn_4: 0.5127 (0.6436) loss_giou_dn_4: 0.7001 (0.8634) loss_class_hybrid: 0.9518 (0.9851) loss_bbox_hybrid: 0.2773 (0.4162) loss_giou_hybrid: 0.5732 (0.7419) loss_class_0_hybrid: 1.0003 (0.9928) loss_bbox_0_hybrid: 0.3107 (0.4584) loss_giou_0_hybrid: 0.6153 (0.8024) loss_class_1_hybrid: 0.9819 (0.9934) loss_bbox_1_hybrid: 0.2898 (0.4332) loss_giou_1_hybrid: 0.5861 (0.7664) loss_class_2_hybrid: 0.9676 (0.9931) loss_bbox_2_hybrid: 0.2823 (0.4215) loss_giou_2_hybrid: 0.5750 (0.7489) loss_class_3_hybrid: 0.9549 (0.9888) loss_bbox_3_hybrid: 0.2797 (0.4184) loss_giou_3_hybrid: 0.5724 (0.7442) loss_class_4_hybrid: 0.9572 (0.9846) loss_bbox_4_hybrid: 0.2781 (0.4174) loss_giou_4_hybrid: 0.5725 (0.7430) loss_class_enc_hybrid: 0.8892 (0.8938) loss_bbox_enc_hybrid: 0.4101 (0.5468) loss_giou_enc_hybrid: 0.7577 (0.9220) mem: 1034 max mem: 34559 [2024-01-14 14:09:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:10:42 det.util.engine] INFO: Epoch: [0] [6700/11727] eta: 1:24:24 lr: 0.000100 data_time: 0.0031 iter_time: 1.0216 loss: 38.1835 (44.0628) loss_class: 0.9820 (1.2012) loss_bbox: 0.2679 (0.3618) loss_giou: 0.5149 (0.6654) loss_class_0: 1.2855 (1.2754) loss_bbox_0: 0.2723 (0.3945) loss_giou_0: 0.5402 (0.7138) loss_class_1: 1.1522 (1.2420) loss_bbox_1: 0.2768 (0.3724) loss_giou_1: 0.5229 (0.6820) loss_class_2: 1.0326 (1.2098) loss_bbox_2: 0.2797 (0.3646) loss_giou_2: 0.5043 (0.6706) loss_class_3: 1.0032 (1.1893) loss_bbox_3: 0.2666 (0.3630) loss_giou_3: 0.5200 (0.6677) loss_class_4: 0.9743 (1.1823) loss_bbox_4: 0.2727 (0.3632) loss_giou_4: 0.5200 (0.6676) loss_class_enc: 1.1917 (1.1922) loss_bbox_enc: 0.3285 (0.4481) loss_giou_enc: 0.6051 (0.7945) loss_class_dn: 0.5378 (0.5636) loss_bbox_dn: 0.4891 (0.6430) loss_giou_dn: 0.6753 (0.8632) loss_class_dn_0: 0.5279 (0.5182) loss_bbox_dn_0: 0.6339 (0.7360) loss_giou_dn_0: 0.8373 (1.0021) loss_class_dn_1: 0.5238 (0.5380) loss_bbox_dn_1: 0.5193 (0.6651) loss_giou_dn_1: 0.7204 (0.9040) loss_class_dn_2: 0.5215 (0.5566) loss_bbox_dn_2: 0.4955 (0.6464) loss_giou_dn_2: 0.6775 (0.8691) loss_class_dn_3: 0.5453 (0.5637) loss_bbox_dn_3: 0.4900 (0.6429) loss_giou_dn_3: 0.6813 (0.8625) loss_class_dn_4: 0.5425 (0.5651) loss_bbox_dn_4: 0.4896 (0.6427) loss_giou_dn_4: 0.6752 (0.8621) loss_class_hybrid: 0.9772 (0.9850) loss_bbox_hybrid: 0.3051 (0.4153) loss_giou_hybrid: 0.5474 (0.7408) loss_class_0_hybrid: 1.0171 (0.9930) loss_bbox_0_hybrid: 0.3356 (0.4573) loss_giou_0_hybrid: 0.5928 (0.8011) loss_class_1_hybrid: 1.0101 (0.9934) loss_bbox_1_hybrid: 0.3066 (0.4322) loss_giou_1_hybrid: 0.5645 (0.7652) loss_class_2_hybrid: 0.9669 (0.9930) loss_bbox_2_hybrid: 0.3136 (0.4206) loss_giou_2_hybrid: 0.5539 (0.7477) loss_class_3_hybrid: 0.9790 (0.9887) loss_bbox_3_hybrid: 0.3040 (0.4175) loss_giou_3_hybrid: 0.5466 (0.7430) loss_class_4_hybrid: 0.9900 (0.9844) loss_bbox_4_hybrid: 0.3093 (0.4165) loss_giou_4_hybrid: 0.5462 (0.7419) loss_class_enc_hybrid: 0.9150 (0.8939) loss_bbox_enc_hybrid: 0.4090 (0.5457) loss_giou_enc_hybrid: 0.7086 (0.9206) mem: 1025 max mem: 34559 [2024-01-14 14:10:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:11:33 det.util.engine] INFO: Epoch: [0] [6750/11727] eta: 1:23:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.0214 loss: 37.5350 (44.0135) loss_class: 1.0061 (1.1999) loss_bbox: 0.2225 (0.3611) loss_giou: 0.5406 (0.6645) loss_class_0: 1.2960 (1.2753) loss_bbox_0: 0.2295 (0.3936) loss_giou_0: 0.5522 (0.7127) loss_class_1: 1.1806 (1.2414) loss_bbox_1: 0.2325 (0.3716) loss_giou_1: 0.5260 (0.6810) loss_class_2: 1.1036 (1.2089) loss_bbox_2: 0.2155 (0.3637) loss_giou_2: 0.5279 (0.6697) loss_class_3: 1.0466 (1.1882) loss_bbox_3: 0.2233 (0.3623) loss_giou_3: 0.5433 (0.6667) loss_class_4: 1.0065 (1.1811) loss_bbox_4: 0.2253 (0.3624) loss_giou_4: 0.5452 (0.6667) loss_class_enc: 1.1423 (1.1921) loss_bbox_enc: 0.2748 (0.4471) loss_giou_enc: 0.6508 (0.7934) loss_class_dn: 0.5518 (0.5634) loss_bbox_dn: 0.4502 (0.6419) loss_giou_dn: 0.7026 (0.8620) loss_class_dn_0: 0.5227 (0.5183) loss_bbox_dn_0: 0.5561 (0.7350) loss_giou_dn_0: 0.8782 (1.0010) loss_class_dn_1: 0.5246 (0.5379) loss_bbox_dn_1: 0.4716 (0.6640) loss_giou_dn_1: 0.7549 (0.9028) loss_class_dn_2: 0.5359 (0.5564) loss_bbox_dn_2: 0.4557 (0.6453) loss_giou_dn_2: 0.7114 (0.8679) loss_class_dn_3: 0.5429 (0.5635) loss_bbox_dn_3: 0.4507 (0.6418) loss_giou_dn_3: 0.7069 (0.8613) loss_class_dn_4: 0.5567 (0.5649) loss_bbox_dn_4: 0.4503 (0.6415) loss_giou_dn_4: 0.7023 (0.8609) loss_class_hybrid: 0.9435 (0.9847) loss_bbox_hybrid: 0.2671 (0.4143) loss_giou_hybrid: 0.5770 (0.7396) loss_class_0_hybrid: 0.9408 (0.9930) loss_bbox_0_hybrid: 0.2932 (0.4563) loss_giou_0_hybrid: 0.6207 (0.7999) loss_class_1_hybrid: 0.9444 (0.9933) loss_bbox_1_hybrid: 0.2809 (0.4312) loss_giou_1_hybrid: 0.5910 (0.7640) loss_class_2_hybrid: 0.9163 (0.9928) loss_bbox_2_hybrid: 0.2695 (0.4196) loss_giou_2_hybrid: 0.5884 (0.7466) loss_class_3_hybrid: 0.9415 (0.9884) loss_bbox_3_hybrid: 0.2700 (0.4165) loss_giou_3_hybrid: 0.5777 (0.7419) loss_class_4_hybrid: 0.9384 (0.9842) loss_bbox_4_hybrid: 0.2689 (0.4155) loss_giou_4_hybrid: 0.5775 (0.7408) loss_class_enc_hybrid: 0.8449 (0.8939) loss_bbox_enc_hybrid: 0.3545 (0.5446) loss_giou_enc_hybrid: 0.7650 (0.9194) mem: 1027 max mem: 34559 [2024-01-14 14:11:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:12:23 det.util.engine] INFO: Epoch: [0] [6800/11727] eta: 1:22:44 lr: 0.000100 data_time: 0.0033 iter_time: 0.9946 loss: 37.2574 (43.9640) loss_class: 0.9505 (1.1984) loss_bbox: 0.2710 (0.3604) loss_giou: 0.5617 (0.6638) loss_class_0: 1.1848 (1.2749) loss_bbox_0: 0.2768 (0.3927) loss_giou_0: 0.5579 (0.7117) loss_class_1: 1.1122 (1.2407) loss_bbox_1: 0.2712 (0.3707) loss_giou_1: 0.5709 (0.6802) loss_class_2: 1.0322 (1.2079) loss_bbox_2: 0.2544 (0.3630) loss_giou_2: 0.5542 (0.6689) loss_class_3: 0.9783 (1.1869) loss_bbox_3: 0.2607 (0.3615) loss_giou_3: 0.5519 (0.6660) loss_class_4: 0.9334 (1.1797) loss_bbox_4: 0.2668 (0.3617) loss_giou_4: 0.5576 (0.6660) loss_class_enc: 1.1301 (1.1919) loss_bbox_enc: 0.3025 (0.4460) loss_giou_enc: 0.6339 (0.7924) loss_class_dn: 0.5489 (0.5632) loss_bbox_dn: 0.4528 (0.6406) loss_giou_dn: 0.6669 (0.8608) loss_class_dn_0: 0.5293 (0.5183) loss_bbox_dn_0: 0.5466 (0.7337) loss_giou_dn_0: 0.8463 (1.0001) loss_class_dn_1: 0.5270 (0.5377) loss_bbox_dn_1: 0.4733 (0.6627) loss_giou_dn_1: 0.7130 (0.9017) loss_class_dn_2: 0.5317 (0.5561) loss_bbox_dn_2: 0.4566 (0.6440) loss_giou_dn_2: 0.6783 (0.8668) loss_class_dn_3: 0.5341 (0.5632) loss_bbox_dn_3: 0.4537 (0.6405) loss_giou_dn_3: 0.6710 (0.8602) loss_class_dn_4: 0.5578 (0.5646) loss_bbox_dn_4: 0.4530 (0.6402) loss_giou_dn_4: 0.6664 (0.8597) loss_class_hybrid: 0.8930 (0.9843) loss_bbox_hybrid: 0.3004 (0.4134) loss_giou_hybrid: 0.6047 (0.7388) loss_class_0_hybrid: 0.9312 (0.9928) loss_bbox_0_hybrid: 0.3102 (0.4552) loss_giou_0_hybrid: 0.6428 (0.7989) loss_class_1_hybrid: 0.9120 (0.9930) loss_bbox_1_hybrid: 0.3054 (0.4302) loss_giou_1_hybrid: 0.6186 (0.7630) loss_class_2_hybrid: 0.9238 (0.9924) loss_bbox_2_hybrid: 0.2968 (0.4186) loss_giou_2_hybrid: 0.6032 (0.7456) loss_class_3_hybrid: 0.8977 (0.9879) loss_bbox_3_hybrid: 0.2985 (0.4156) loss_giou_3_hybrid: 0.6128 (0.7410) loss_class_4_hybrid: 0.8889 (0.9838) loss_bbox_4_hybrid: 0.3026 (0.4146) loss_giou_4_hybrid: 0.6052 (0.7399) loss_class_enc_hybrid: 0.8560 (0.8937) loss_bbox_enc_hybrid: 0.3710 (0.5434) loss_giou_enc_hybrid: 0.7454 (0.9184) mem: 1027 max mem: 34559 [2024-01-14 14:12:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:13:13 det.util.engine] INFO: Epoch: [0] [6850/11727] eta: 1:21:54 lr: 0.000100 data_time: 0.0027 iter_time: 1.0320 loss: 37.1044 (43.9145) loss_class: 0.9866 (1.1972) loss_bbox: 0.2498 (0.3596) loss_giou: 0.5388 (0.6627) loss_class_0: 1.2019 (1.2748) loss_bbox_0: 0.2633 (0.3917) loss_giou_0: 0.5556 (0.7104) loss_class_1: 1.1221 (1.2402) loss_bbox_1: 0.2517 (0.3698) loss_giou_1: 0.5533 (0.6790) loss_class_2: 1.0683 (1.2072) loss_bbox_2: 0.2517 (0.3621) loss_giou_2: 0.5294 (0.6677) loss_class_3: 1.0225 (1.1859) loss_bbox_3: 0.2495 (0.3607) loss_giou_3: 0.5259 (0.6649) loss_class_4: 0.9919 (1.1786) loss_bbox_4: 0.2502 (0.3609) loss_giou_4: 0.5429 (0.6648) loss_class_enc: 1.1803 (1.1921) loss_bbox_enc: 0.3141 (0.4450) loss_giou_enc: 0.6482 (0.7910) loss_class_dn: 0.5387 (0.5630) loss_bbox_dn: 0.5444 (0.6397) loss_giou_dn: 0.7079 (0.8594) loss_class_dn_0: 0.5203 (0.5183) loss_bbox_dn_0: 0.6309 (0.7330) loss_giou_dn_0: 0.8637 (0.9990) loss_class_dn_1: 0.5106 (0.5376) loss_bbox_dn_1: 0.5728 (0.6619) loss_giou_dn_1: 0.7474 (0.9004) loss_class_dn_2: 0.5243 (0.5559) loss_bbox_dn_2: 0.5540 (0.6431) loss_giou_dn_2: 0.7168 (0.8655) loss_class_dn_3: 0.5377 (0.5630) loss_bbox_dn_3: 0.5463 (0.6397) loss_giou_dn_3: 0.7083 (0.8588) loss_class_dn_4: 0.5414 (0.5644) loss_bbox_dn_4: 0.5446 (0.6394) loss_giou_dn_4: 0.7085 (0.8584) loss_class_hybrid: 0.9444 (0.9843) loss_bbox_hybrid: 0.2644 (0.4123) loss_giou_hybrid: 0.5840 (0.7374) loss_class_0_hybrid: 1.0001 (0.9931) loss_bbox_0_hybrid: 0.3051 (0.4540) loss_giou_0_hybrid: 0.6228 (0.7974) loss_class_1_hybrid: 0.9829 (0.9931) loss_bbox_1_hybrid: 0.2877 (0.4291) loss_giou_1_hybrid: 0.6050 (0.7616) loss_class_2_hybrid: 0.9509 (0.9925) loss_bbox_2_hybrid: 0.2730 (0.4176) loss_giou_2_hybrid: 0.5875 (0.7442) loss_class_3_hybrid: 0.9553 (0.9879) loss_bbox_3_hybrid: 0.2710 (0.4145) loss_giou_3_hybrid: 0.5855 (0.7396) loss_class_4_hybrid: 0.9520 (0.9838) loss_bbox_4_hybrid: 0.2661 (0.4135) loss_giou_4_hybrid: 0.5822 (0.7385) loss_class_enc_hybrid: 0.9189 (0.8940) loss_bbox_enc_hybrid: 0.3917 (0.5422) loss_giou_enc_hybrid: 0.7420 (0.9169) mem: 1014 max mem: 34559 [2024-01-14 14:13:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:14:04 det.util.engine] INFO: Epoch: [0] [6900/11727] eta: 1:21:03 lr: 0.000100 data_time: 0.0031 iter_time: 1.0078 loss: 36.2649 (43.8627) loss_class: 0.9302 (1.1959) loss_bbox: 0.2340 (0.3588) loss_giou: 0.4646 (0.6616) loss_class_0: 1.2167 (1.2747) loss_bbox_0: 0.2400 (0.3908) loss_giou_0: 0.4833 (0.7091) loss_class_1: 1.0931 (1.2397) loss_bbox_1: 0.2271 (0.3689) loss_giou_1: 0.4589 (0.6778) loss_class_2: 1.0292 (1.2063) loss_bbox_2: 0.2237 (0.3613) loss_giou_2: 0.4700 (0.6666) loss_class_3: 0.9497 (1.1849) loss_bbox_3: 0.2239 (0.3598) loss_giou_3: 0.4796 (0.6638) loss_class_4: 0.9332 (1.1774) loss_bbox_4: 0.2296 (0.3601) loss_giou_4: 0.4644 (0.6637) loss_class_enc: 1.1642 (1.1922) loss_bbox_enc: 0.3005 (0.4440) loss_giou_enc: 0.5597 (0.7897) loss_class_dn: 0.5063 (0.5628) loss_bbox_dn: 0.4849 (0.6387) loss_giou_dn: 0.6771 (0.8581) loss_class_dn_0: 0.5095 (0.5184) loss_bbox_dn_0: 0.5970 (0.7322) loss_giou_dn_0: 0.8285 (0.9978) loss_class_dn_1: 0.5062 (0.5375) loss_bbox_dn_1: 0.5139 (0.6609) loss_giou_dn_1: 0.7179 (0.8991) loss_class_dn_2: 0.5097 (0.5557) loss_bbox_dn_2: 0.4907 (0.6421) loss_giou_dn_2: 0.6801 (0.8641) loss_class_dn_3: 0.5107 (0.5627) loss_bbox_dn_3: 0.4875 (0.6387) loss_giou_dn_3: 0.6737 (0.8575) loss_class_dn_4: 0.5062 (0.5642) loss_bbox_dn_4: 0.4846 (0.6384) loss_giou_dn_4: 0.6757 (0.8570) loss_class_hybrid: 0.9346 (0.9842) loss_bbox_hybrid: 0.2587 (0.4113) loss_giou_hybrid: 0.4907 (0.7360) loss_class_0_hybrid: 0.9724 (0.9932) loss_bbox_0_hybrid: 0.2803 (0.4529) loss_giou_0_hybrid: 0.5494 (0.7959) loss_class_1_hybrid: 0.9487 (0.9930) loss_bbox_1_hybrid: 0.2615 (0.4281) loss_giou_1_hybrid: 0.5079 (0.7602) loss_class_2_hybrid: 0.9466 (0.9924) loss_bbox_2_hybrid: 0.2403 (0.4165) loss_giou_2_hybrid: 0.4942 (0.7429) loss_class_3_hybrid: 0.9379 (0.9877) loss_bbox_3_hybrid: 0.2498 (0.4135) loss_giou_3_hybrid: 0.4945 (0.7383) loss_class_4_hybrid: 0.9238 (0.9836) loss_bbox_4_hybrid: 0.2500 (0.4125) loss_giou_4_hybrid: 0.4931 (0.7371) loss_class_enc_hybrid: 0.9019 (0.8941) loss_bbox_enc_hybrid: 0.3661 (0.5411) loss_giou_enc_hybrid: 0.6717 (0.9154) mem: 1028 max mem: 34559 [2024-01-14 14:14:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:14:55 det.util.engine] INFO: Epoch: [0] [6950/11727] eta: 1:20:14 lr: 0.000100 data_time: 0.0029 iter_time: 1.0273 loss: 37.5326 (43.8172) loss_class: 1.0044 (1.1945) loss_bbox: 0.2583 (0.3581) loss_giou: 0.5385 (0.6607) loss_class_0: 1.2684 (1.2748) loss_bbox_0: 0.2691 (0.3899) loss_giou_0: 0.5632 (0.7080) loss_class_1: 1.1372 (1.2391) loss_bbox_1: 0.2527 (0.3682) loss_giou_1: 0.5485 (0.6768) loss_class_2: 1.0840 (1.2055) loss_bbox_2: 0.2516 (0.3605) loss_giou_2: 0.5377 (0.6657) loss_class_3: 1.0481 (1.1839) loss_bbox_3: 0.2466 (0.3592) loss_giou_3: 0.5286 (0.6629) loss_class_4: 0.9884 (1.1762) loss_bbox_4: 0.2517 (0.3594) loss_giou_4: 0.5263 (0.6629) loss_class_enc: 1.1594 (1.1921) loss_bbox_enc: 0.3068 (0.4431) loss_giou_enc: 0.6166 (0.7886) loss_class_dn: 0.5290 (0.5625) loss_bbox_dn: 0.4897 (0.6378) loss_giou_dn: 0.6959 (0.8569) loss_class_dn_0: 0.5177 (0.5184) loss_bbox_dn_0: 0.6111 (0.7314) loss_giou_dn_0: 0.8645 (0.9968) loss_class_dn_1: 0.5155 (0.5373) loss_bbox_dn_1: 0.5276 (0.6600) loss_giou_dn_1: 0.7371 (0.8980) loss_class_dn_2: 0.5170 (0.5554) loss_bbox_dn_2: 0.4983 (0.6412) loss_giou_dn_2: 0.7034 (0.8630) loss_class_dn_3: 0.5199 (0.5625) loss_bbox_dn_3: 0.4933 (0.6377) loss_giou_dn_3: 0.6965 (0.8563) loss_class_dn_4: 0.5216 (0.5639) loss_bbox_dn_4: 0.4897 (0.6374) loss_giou_dn_4: 0.6957 (0.8559) loss_class_hybrid: 0.9606 (0.9840) loss_bbox_hybrid: 0.2819 (0.4104) loss_giou_hybrid: 0.5920 (0.7350) loss_class_0_hybrid: 1.0050 (0.9933) loss_bbox_0_hybrid: 0.3071 (0.4519) loss_giou_0_hybrid: 0.6486 (0.7947) loss_class_1_hybrid: 0.9534 (0.9928) loss_bbox_1_hybrid: 0.2961 (0.4272) loss_giou_1_hybrid: 0.6162 (0.7591) loss_class_2_hybrid: 0.9566 (0.9922) loss_bbox_2_hybrid: 0.2814 (0.4156) loss_giou_2_hybrid: 0.5974 (0.7418) loss_class_3_hybrid: 0.9833 (0.9875) loss_bbox_3_hybrid: 0.2776 (0.4126) loss_giou_3_hybrid: 0.5942 (0.7372) loss_class_4_hybrid: 0.9350 (0.9834) loss_bbox_4_hybrid: 0.2803 (0.4116) loss_giou_4_hybrid: 0.5914 (0.7361) loss_class_enc_hybrid: 0.8864 (0.8942) loss_bbox_enc_hybrid: 0.3939 (0.5400) loss_giou_enc_hybrid: 0.7393 (0.9142) mem: 1022 max mem: 34559 [2024-01-14 14:14:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:15:48 det.util.engine] INFO: Epoch: [0] [7000/11727] eta: 1:19:25 lr: 0.000100 data_time: 0.0031 iter_time: 1.0217 loss: 36.8407 (43.7666) loss_class: 0.9916 (1.1932) loss_bbox: 0.2427 (0.3573) loss_giou: 0.5464 (0.6599) loss_class_0: 1.2433 (1.2745) loss_bbox_0: 0.2486 (0.3890) loss_giou_0: 0.5613 (0.7070) loss_class_1: 1.1798 (1.2385) loss_bbox_1: 0.2347 (0.3673) loss_giou_1: 0.5412 (0.6758) loss_class_2: 1.0589 (1.2044) loss_bbox_2: 0.2369 (0.3597) loss_giou_2: 0.5398 (0.6648) loss_class_3: 1.0525 (1.1827) loss_bbox_3: 0.2404 (0.3583) loss_giou_3: 0.5450 (0.6620) loss_class_4: 1.0335 (1.1749) loss_bbox_4: 0.2377 (0.3586) loss_giou_4: 0.5324 (0.6620) loss_class_enc: 1.1013 (1.1919) loss_bbox_enc: 0.2870 (0.4420) loss_giou_enc: 0.6177 (0.7875) loss_class_dn: 0.5267 (0.5623) loss_bbox_dn: 0.4618 (0.6365) loss_giou_dn: 0.7058 (0.8557) loss_class_dn_0: 0.5067 (0.5183) loss_bbox_dn_0: 0.5839 (0.7303) loss_giou_dn_0: 0.8504 (0.9958) loss_class_dn_1: 0.5016 (0.5371) loss_bbox_dn_1: 0.4885 (0.6588) loss_giou_dn_1: 0.7443 (0.8968) loss_class_dn_2: 0.5135 (0.5552) loss_bbox_dn_2: 0.4653 (0.6400) loss_giou_dn_2: 0.7151 (0.8618) loss_class_dn_3: 0.5207 (0.5622) loss_bbox_dn_3: 0.4651 (0.6365) loss_giou_dn_3: 0.7077 (0.8551) loss_class_dn_4: 0.5282 (0.5637) loss_bbox_dn_4: 0.4619 (0.6362) loss_giou_dn_4: 0.7060 (0.8547) loss_class_hybrid: 0.9452 (0.9836) loss_bbox_hybrid: 0.2690 (0.4094) loss_giou_hybrid: 0.5949 (0.7339) loss_class_0_hybrid: 0.9760 (0.9932) loss_bbox_0_hybrid: 0.2940 (0.4507) loss_giou_0_hybrid: 0.6096 (0.7936) loss_class_1_hybrid: 0.9775 (0.9927) loss_bbox_1_hybrid: 0.2758 (0.4261) loss_giou_1_hybrid: 0.5920 (0.7580) loss_class_2_hybrid: 0.9659 (0.9919) loss_bbox_2_hybrid: 0.2709 (0.4146) loss_giou_2_hybrid: 0.5840 (0.7408) loss_class_3_hybrid: 0.9781 (0.9872) loss_bbox_3_hybrid: 0.2684 (0.4116) loss_giou_3_hybrid: 0.5828 (0.7362) loss_class_4_hybrid: 0.9540 (0.9831) loss_bbox_4_hybrid: 0.2690 (0.4106) loss_giou_4_hybrid: 0.5834 (0.7350) loss_class_enc_hybrid: 0.8405 (0.8941) loss_bbox_enc_hybrid: 0.3715 (0.5388) loss_giou_enc_hybrid: 0.7317 (0.9130) mem: 1032 max mem: 34559 [2024-01-14 14:15:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:16:38 det.util.engine] INFO: Epoch: [0] [7050/11727] eta: 1:18:35 lr: 0.000100 data_time: 0.0029 iter_time: 1.0134 loss: 36.7160 (43.7148) loss_class: 0.9875 (1.1918) loss_bbox: 0.2486 (0.3566) loss_giou: 0.5057 (0.6589) loss_class_0: 1.2163 (1.2743) loss_bbox_0: 0.2706 (0.3881) loss_giou_0: 0.5393 (0.7057) loss_class_1: 1.1453 (1.2377) loss_bbox_1: 0.2403 (0.3665) loss_giou_1: 0.5230 (0.6748) loss_class_2: 1.0662 (1.2035) loss_bbox_2: 0.2404 (0.3589) loss_giou_2: 0.5093 (0.6637) loss_class_3: 1.0058 (1.1815) loss_bbox_3: 0.2507 (0.3576) loss_giou_3: 0.5068 (0.6610) loss_class_4: 0.9776 (1.1736) loss_bbox_4: 0.2497 (0.3578) loss_giou_4: 0.5048 (0.6610) loss_class_enc: 1.1546 (1.1918) loss_bbox_enc: 0.2888 (0.4410) loss_giou_enc: 0.6270 (0.7863) loss_class_dn: 0.5400 (0.5621) loss_bbox_dn: 0.4406 (0.6354) loss_giou_dn: 0.6864 (0.8543) loss_class_dn_0: 0.5187 (0.5184) loss_bbox_dn_0: 0.5597 (0.7293) loss_giou_dn_0: 0.8489 (0.9947) loss_class_dn_1: 0.5239 (0.5370) loss_bbox_dn_1: 0.4621 (0.6577) loss_giou_dn_1: 0.7321 (0.8955) loss_class_dn_2: 0.5259 (0.5549) loss_bbox_dn_2: 0.4434 (0.6389) loss_giou_dn_2: 0.6923 (0.8605) loss_class_dn_3: 0.5299 (0.5620) loss_bbox_dn_3: 0.4414 (0.6354) loss_giou_dn_3: 0.6867 (0.8538) loss_class_dn_4: 0.5408 (0.5635) loss_bbox_dn_4: 0.4407 (0.6351) loss_giou_dn_4: 0.6860 (0.8533) loss_class_hybrid: 0.9361 (0.9834) loss_bbox_hybrid: 0.2906 (0.4085) loss_giou_hybrid: 0.5490 (0.7328) loss_class_0_hybrid: 0.9815 (0.9931) loss_bbox_0_hybrid: 0.3096 (0.4497) loss_giou_0_hybrid: 0.5893 (0.7923) loss_class_1_hybrid: 0.9294 (0.9923) loss_bbox_1_hybrid: 0.3011 (0.4252) loss_giou_1_hybrid: 0.5734 (0.7568) loss_class_2_hybrid: 0.9346 (0.9916) loss_bbox_2_hybrid: 0.2971 (0.4136) loss_giou_2_hybrid: 0.5574 (0.7395) loss_class_3_hybrid: 0.9290 (0.9869) loss_bbox_3_hybrid: 0.2889 (0.4107) loss_giou_3_hybrid: 0.5525 (0.7350) loss_class_4_hybrid: 0.9318 (0.9828) loss_bbox_4_hybrid: 0.2898 (0.4097) loss_giou_4_hybrid: 0.5502 (0.7339) loss_class_enc_hybrid: 0.8773 (0.8941) loss_bbox_enc_hybrid: 0.3681 (0.5376) loss_giou_enc_hybrid: 0.7145 (0.9117) mem: 1038 max mem: 34559 [2024-01-14 14:16:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:17:29 det.util.engine] INFO: Epoch: [0] [7100/11727] eta: 1:17:44 lr: 0.000100 data_time: 0.0032 iter_time: 0.9765 loss: 36.5090 (43.6710) loss_class: 1.0415 (1.1907) loss_bbox: 0.2298 (0.3559) loss_giou: 0.5142 (0.6580) loss_class_0: 1.2351 (1.2743) loss_bbox_0: 0.2437 (0.3872) loss_giou_0: 0.5244 (0.7047) loss_class_1: 1.1330 (1.2373) loss_bbox_1: 0.2285 (0.3658) loss_giou_1: 0.5160 (0.6738) loss_class_2: 1.0966 (1.2029) loss_bbox_2: 0.2193 (0.3581) loss_giou_2: 0.4944 (0.6628) loss_class_3: 1.0333 (1.1807) loss_bbox_3: 0.2328 (0.3568) loss_giou_3: 0.5048 (0.6601) loss_class_4: 1.0478 (1.1727) loss_bbox_4: 0.2376 (0.3571) loss_giou_4: 0.5102 (0.6601) loss_class_enc: 1.1157 (1.1917) loss_bbox_enc: 0.2963 (0.4401) loss_giou_enc: 0.6213 (0.7852) loss_class_dn: 0.5296 (0.5619) loss_bbox_dn: 0.4447 (0.6344) loss_giou_dn: 0.6711 (0.8532) loss_class_dn_0: 0.5250 (0.5184) loss_bbox_dn_0: 0.5774 (0.7285) loss_giou_dn_0: 0.8605 (0.9938) loss_class_dn_1: 0.5239 (0.5369) loss_bbox_dn_1: 0.4797 (0.6567) loss_giou_dn_1: 0.7172 (0.8944) loss_class_dn_2: 0.5202 (0.5547) loss_bbox_dn_2: 0.4500 (0.6379) loss_giou_dn_2: 0.6827 (0.8593) loss_class_dn_3: 0.5281 (0.5618) loss_bbox_dn_3: 0.4441 (0.6344) loss_giou_dn_3: 0.6740 (0.8526) loss_class_dn_4: 0.5362 (0.5633) loss_bbox_dn_4: 0.4445 (0.6341) loss_giou_dn_4: 0.6711 (0.8522) loss_class_hybrid: 0.9484 (0.9833) loss_bbox_hybrid: 0.2646 (0.4076) loss_giou_hybrid: 0.5473 (0.7317) loss_class_0_hybrid: 0.9974 (0.9933) loss_bbox_0_hybrid: 0.2963 (0.4487) loss_giou_0_hybrid: 0.6084 (0.7911) loss_class_1_hybrid: 0.9503 (0.9924) loss_bbox_1_hybrid: 0.2758 (0.4242) loss_giou_1_hybrid: 0.5784 (0.7558) loss_class_2_hybrid: 0.9321 (0.9915) loss_bbox_2_hybrid: 0.2719 (0.4127) loss_giou_2_hybrid: 0.5550 (0.7385) loss_class_3_hybrid: 0.9191 (0.9868) loss_bbox_3_hybrid: 0.2680 (0.4098) loss_giou_3_hybrid: 0.5489 (0.7339) loss_class_4_hybrid: 0.9442 (0.9827) loss_bbox_4_hybrid: 0.2671 (0.4088) loss_giou_4_hybrid: 0.5473 (0.7328) loss_class_enc_hybrid: 0.8606 (0.8942) loss_bbox_enc_hybrid: 0.3564 (0.5365) loss_giou_enc_hybrid: 0.7309 (0.9105) mem: 1012 max mem: 34559 [2024-01-14 14:17:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:18:20 det.util.engine] INFO: Epoch: [0] [7150/11727] eta: 1:16:54 lr: 0.000100 data_time: 0.0028 iter_time: 1.0323 loss: 38.2659 (43.6231) loss_class: 0.9903 (1.1894) loss_bbox: 0.2832 (0.3552) loss_giou: 0.4886 (0.6570) loss_class_0: 1.2515 (1.2742) loss_bbox_0: 0.2901 (0.3864) loss_giou_0: 0.5030 (0.7035) loss_class_1: 1.1959 (1.2369) loss_bbox_1: 0.2899 (0.3650) loss_giou_1: 0.4935 (0.6727) loss_class_2: 1.0821 (1.2021) loss_bbox_2: 0.2789 (0.3574) loss_giou_2: 0.4828 (0.6617) loss_class_3: 0.9953 (1.1796) loss_bbox_3: 0.2819 (0.3561) loss_giou_3: 0.4904 (0.6591) loss_class_4: 0.9666 (1.1714) loss_bbox_4: 0.2822 (0.3564) loss_giou_4: 0.4916 (0.6591) loss_class_enc: 1.1968 (1.1917) loss_bbox_enc: 0.3246 (0.4392) loss_giou_enc: 0.5894 (0.7840) loss_class_dn: 0.5166 (0.5617) loss_bbox_dn: 0.5195 (0.6333) loss_giou_dn: 0.6308 (0.8518) loss_class_dn_0: 0.5161 (0.5185) loss_bbox_dn_0: 0.6267 (0.7276) loss_giou_dn_0: 0.8030 (0.9926) loss_class_dn_1: 0.5257 (0.5368) loss_bbox_dn_1: 0.5352 (0.6557) loss_giou_dn_1: 0.6795 (0.8931) loss_class_dn_2: 0.5257 (0.5545) loss_bbox_dn_2: 0.5190 (0.6368) loss_giou_dn_2: 0.6402 (0.8580) loss_class_dn_3: 0.5372 (0.5616) loss_bbox_dn_3: 0.5190 (0.6333) loss_giou_dn_3: 0.6332 (0.8513) loss_class_dn_4: 0.5227 (0.5631) loss_bbox_dn_4: 0.5196 (0.6330) loss_giou_dn_4: 0.6305 (0.8508) loss_class_hybrid: 0.9392 (0.9832) loss_bbox_hybrid: 0.2985 (0.4067) loss_giou_hybrid: 0.5069 (0.7305) loss_class_0_hybrid: 1.0055 (0.9933) loss_bbox_0_hybrid: 0.3311 (0.4477) loss_giou_0_hybrid: 0.5483 (0.7899) loss_class_1_hybrid: 0.9988 (0.9923) loss_bbox_1_hybrid: 0.3117 (0.4233) loss_giou_1_hybrid: 0.5272 (0.7545) loss_class_2_hybrid: 0.9578 (0.9914) loss_bbox_2_hybrid: 0.3025 (0.4118) loss_giou_2_hybrid: 0.5121 (0.7373) loss_class_3_hybrid: 0.9652 (0.9866) loss_bbox_3_hybrid: 0.3019 (0.4089) loss_giou_3_hybrid: 0.5043 (0.7327) loss_class_4_hybrid: 0.9599 (0.9825) loss_bbox_4_hybrid: 0.3011 (0.4079) loss_giou_4_hybrid: 0.5106 (0.7316) loss_class_enc_hybrid: 0.9116 (0.8944) loss_bbox_enc_hybrid: 0.4064 (0.5355) loss_giou_enc_hybrid: 0.6847 (0.9091) mem: 1017 max mem: 34559 [2024-01-14 14:18:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:19:10 det.util.engine] INFO: Epoch: [0] [7200/11727] eta: 1:16:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0088 loss: 35.9196 (43.5751) loss_class: 0.9761 (1.1880) loss_bbox: 0.2395 (0.3545) loss_giou: 0.5500 (0.6561) loss_class_0: 1.2146 (1.2738) loss_bbox_0: 0.2359 (0.3856) loss_giou_0: 0.5598 (0.7025) loss_class_1: 1.0973 (1.2362) loss_bbox_1: 0.2189 (0.3642) loss_giou_1: 0.5419 (0.6717) loss_class_2: 1.0549 (1.2012) loss_bbox_2: 0.2250 (0.3567) loss_giou_2: 0.5414 (0.6608) loss_class_3: 1.0027 (1.1785) loss_bbox_3: 0.2331 (0.3554) loss_giou_3: 0.5413 (0.6582) loss_class_4: 0.9618 (1.1701) loss_bbox_4: 0.2405 (0.3557) loss_giou_4: 0.5430 (0.6582) loss_class_enc: 1.1335 (1.1915) loss_bbox_enc: 0.2795 (0.4383) loss_giou_enc: 0.6540 (0.7830) loss_class_dn: 0.5208 (0.5615) loss_bbox_dn: 0.4252 (0.6323) loss_giou_dn: 0.6869 (0.8507) loss_class_dn_0: 0.5248 (0.5185) loss_bbox_dn_0: 0.4997 (0.7266) loss_giou_dn_0: 0.8449 (0.9916) loss_class_dn_1: 0.5120 (0.5366) loss_bbox_dn_1: 0.4402 (0.6547) loss_giou_dn_1: 0.7277 (0.8919) loss_class_dn_2: 0.5074 (0.5542) loss_bbox_dn_2: 0.4260 (0.6358) loss_giou_dn_2: 0.6930 (0.8569) loss_class_dn_3: 0.5141 (0.5613) loss_bbox_dn_3: 0.4272 (0.6323) loss_giou_dn_3: 0.6883 (0.8502) loss_class_dn_4: 0.5254 (0.5628) loss_bbox_dn_4: 0.4250 (0.6320) loss_giou_dn_4: 0.6871 (0.8497) loss_class_hybrid: 0.9076 (0.9828) loss_bbox_hybrid: 0.2675 (0.4058) loss_giou_hybrid: 0.6102 (0.7295) loss_class_0_hybrid: 0.9616 (0.9933) loss_bbox_0_hybrid: 0.2904 (0.4468) loss_giou_0_hybrid: 0.6473 (0.7887) loss_class_1_hybrid: 0.9218 (0.9921) loss_bbox_1_hybrid: 0.2732 (0.4224) loss_giou_1_hybrid: 0.6205 (0.7534) loss_class_2_hybrid: 0.9212 (0.9911) loss_bbox_2_hybrid: 0.2688 (0.4109) loss_giou_2_hybrid: 0.6136 (0.7362) loss_class_3_hybrid: 0.8984 (0.9862) loss_bbox_3_hybrid: 0.2680 (0.4080) loss_giou_3_hybrid: 0.6080 (0.7317) loss_class_4_hybrid: 0.9118 (0.9822) loss_bbox_4_hybrid: 0.2747 (0.4070) loss_giou_4_hybrid: 0.6083 (0.7306) loss_class_enc_hybrid: 0.8600 (0.8943) loss_bbox_enc_hybrid: 0.3608 (0.5345) loss_giou_enc_hybrid: 0.7600 (0.9080) mem: 1035 max mem: 34559 [2024-01-14 14:19:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:20:02 det.util.engine] INFO: Epoch: [0] [7250/11727] eta: 1:15:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0220 loss: 35.0453 (43.5258) loss_class: 0.9320 (1.1866) loss_bbox: 0.2297 (0.3538) loss_giou: 0.5381 (0.6553) loss_class_0: 1.1426 (1.2736) loss_bbox_0: 0.2541 (0.3847) loss_giou_0: 0.5653 (0.7014) loss_class_1: 1.0782 (1.2355) loss_bbox_1: 0.2286 (0.3634) loss_giou_1: 0.5461 (0.6708) loss_class_2: 0.9778 (1.2002) loss_bbox_2: 0.2237 (0.3559) loss_giou_2: 0.5357 (0.6598) loss_class_3: 0.9399 (1.1773) loss_bbox_3: 0.2310 (0.3547) loss_giou_3: 0.5338 (0.6573) loss_class_4: 0.9175 (1.1688) loss_bbox_4: 0.2316 (0.3550) loss_giou_4: 0.5407 (0.6573) loss_class_enc: 1.0939 (1.1913) loss_bbox_enc: 0.2721 (0.4373) loss_giou_enc: 0.6254 (0.7818) loss_class_dn: 0.5256 (0.5613) loss_bbox_dn: 0.4096 (0.6312) loss_giou_dn: 0.6678 (0.8495) loss_class_dn_0: 0.5145 (0.5185) loss_bbox_dn_0: 0.5250 (0.7256) loss_giou_dn_0: 0.8410 (0.9906) loss_class_dn_1: 0.5106 (0.5365) loss_bbox_dn_1: 0.4271 (0.6536) loss_giou_dn_1: 0.7146 (0.8908) loss_class_dn_2: 0.5155 (0.5540) loss_bbox_dn_2: 0.4133 (0.6347) loss_giou_dn_2: 0.6762 (0.8557) loss_class_dn_3: 0.5206 (0.5610) loss_bbox_dn_3: 0.4085 (0.6312) loss_giou_dn_3: 0.6692 (0.8490) loss_class_dn_4: 0.5274 (0.5626) loss_bbox_dn_4: 0.4098 (0.6308) loss_giou_dn_4: 0.6677 (0.8485) loss_class_hybrid: 0.8743 (0.9825) loss_bbox_hybrid: 0.2519 (0.4049) loss_giou_hybrid: 0.5851 (0.7284) loss_class_0_hybrid: 0.8998 (0.9931) loss_bbox_0_hybrid: 0.2769 (0.4457) loss_giou_0_hybrid: 0.6345 (0.7875) loss_class_1_hybrid: 0.9079 (0.9919) loss_bbox_1_hybrid: 0.2633 (0.4214) loss_giou_1_hybrid: 0.6023 (0.7523) loss_class_2_hybrid: 0.8805 (0.9908) loss_bbox_2_hybrid: 0.2565 (0.4100) loss_giou_2_hybrid: 0.5894 (0.7351) loss_class_3_hybrid: 0.8820 (0.9859) loss_bbox_3_hybrid: 0.2561 (0.4071) loss_giou_3_hybrid: 0.5835 (0.7306) loss_class_4_hybrid: 0.8666 (0.9818) loss_bbox_4_hybrid: 0.2514 (0.4061) loss_giou_4_hybrid: 0.5858 (0.7295) loss_class_enc_hybrid: 0.8270 (0.8943) loss_bbox_enc_hybrid: 0.3392 (0.5333) loss_giou_enc_hybrid: 0.7327 (0.9068) mem: 1025 max mem: 34559 [2024-01-14 14:20:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:20:52 det.util.engine] INFO: Epoch: [0] [7300/11727] eta: 1:14:24 lr: 0.000100 data_time: 0.0030 iter_time: 1.0081 loss: 36.1860 (43.4815) loss_class: 0.9087 (1.1854) loss_bbox: 0.2354 (0.3531) loss_giou: 0.5352 (0.6545) loss_class_0: 1.1632 (1.2733) loss_bbox_0: 0.2447 (0.3838) loss_giou_0: 0.5543 (0.7004) loss_class_1: 1.0605 (1.2350) loss_bbox_1: 0.2222 (0.3627) loss_giou_1: 0.5305 (0.6699) loss_class_2: 0.9856 (1.1994) loss_bbox_2: 0.2268 (0.3552) loss_giou_2: 0.5374 (0.6590) loss_class_3: 0.9184 (1.1763) loss_bbox_3: 0.2350 (0.3540) loss_giou_3: 0.5352 (0.6565) loss_class_4: 0.8899 (1.1677) loss_bbox_4: 0.2379 (0.3543) loss_giou_4: 0.5444 (0.6565) loss_class_enc: 1.0839 (1.1911) loss_bbox_enc: 0.2792 (0.4364) loss_giou_enc: 0.6470 (0.7809) loss_class_dn: 0.5140 (0.5611) loss_bbox_dn: 0.4337 (0.6301) loss_giou_dn: 0.6769 (0.8484) loss_class_dn_0: 0.5119 (0.5185) loss_bbox_dn_0: 0.5291 (0.7247) loss_giou_dn_0: 0.8456 (0.9897) loss_class_dn_1: 0.5043 (0.5363) loss_bbox_dn_1: 0.4554 (0.6526) loss_giou_dn_1: 0.7296 (0.8897) loss_class_dn_2: 0.5025 (0.5538) loss_bbox_dn_2: 0.4400 (0.6337) loss_giou_dn_2: 0.6898 (0.8546) loss_class_dn_3: 0.5036 (0.5608) loss_bbox_dn_3: 0.4316 (0.6302) loss_giou_dn_3: 0.6788 (0.8479) loss_class_dn_4: 0.5098 (0.5624) loss_bbox_dn_4: 0.4338 (0.6298) loss_giou_dn_4: 0.6765 (0.8474) loss_class_hybrid: 0.8773 (0.9823) loss_bbox_hybrid: 0.2516 (0.4040) loss_giou_hybrid: 0.5863 (0.7275) loss_class_0_hybrid: 0.8923 (0.9931) loss_bbox_0_hybrid: 0.2741 (0.4447) loss_giou_0_hybrid: 0.6055 (0.7865) loss_class_1_hybrid: 0.8783 (0.9917) loss_bbox_1_hybrid: 0.2664 (0.4205) loss_giou_1_hybrid: 0.5944 (0.7514) loss_class_2_hybrid: 0.8744 (0.9906) loss_bbox_2_hybrid: 0.2536 (0.4091) loss_giou_2_hybrid: 0.5872 (0.7341) loss_class_3_hybrid: 0.8525 (0.9857) loss_bbox_3_hybrid: 0.2552 (0.4062) loss_giou_3_hybrid: 0.5867 (0.7297) loss_class_4_hybrid: 0.8553 (0.9816) loss_bbox_4_hybrid: 0.2575 (0.4052) loss_giou_4_hybrid: 0.5877 (0.7286) loss_class_enc_hybrid: 0.8452 (0.8942) loss_bbox_enc_hybrid: 0.3512 (0.5323) loss_giou_enc_hybrid: 0.7244 (0.9058) mem: 1030 max mem: 34559 [2024-01-14 14:20:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:21:43 det.util.engine] INFO: Epoch: [0] [7350/11727] eta: 1:13:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0238 loss: 36.3258 (43.4334) loss_class: 0.9219 (1.1840) loss_bbox: 0.2369 (0.3524) loss_giou: 0.5270 (0.6536) loss_class_0: 1.1535 (1.2730) loss_bbox_0: 0.2488 (0.3830) loss_giou_0: 0.5669 (0.6994) loss_class_1: 1.0475 (1.2344) loss_bbox_1: 0.2313 (0.3619) loss_giou_1: 0.5471 (0.6689) loss_class_2: 1.0102 (1.1984) loss_bbox_2: 0.2245 (0.3544) loss_giou_2: 0.5233 (0.6581) loss_class_3: 0.9609 (1.1752) loss_bbox_3: 0.2273 (0.3532) loss_giou_3: 0.5151 (0.6556) loss_class_4: 0.9338 (1.1664) loss_bbox_4: 0.2334 (0.3536) loss_giou_4: 0.5202 (0.6556) loss_class_enc: 1.0946 (1.1910) loss_bbox_enc: 0.2994 (0.4355) loss_giou_enc: 0.6145 (0.7798) loss_class_dn: 0.5132 (0.5609) loss_bbox_dn: 0.4473 (0.6292) loss_giou_dn: 0.6699 (0.8472) loss_class_dn_0: 0.5145 (0.5185) loss_bbox_dn_0: 0.5495 (0.7238) loss_giou_dn_0: 0.8302 (0.9886) loss_class_dn_1: 0.5084 (0.5362) loss_bbox_dn_1: 0.4684 (0.6516) loss_giou_dn_1: 0.7108 (0.8885) loss_class_dn_2: 0.4968 (0.5535) loss_bbox_dn_2: 0.4464 (0.6327) loss_giou_dn_2: 0.6776 (0.8534) loss_class_dn_3: 0.4986 (0.5605) loss_bbox_dn_3: 0.4459 (0.6292) loss_giou_dn_3: 0.6728 (0.8467) loss_class_dn_4: 0.5134 (0.5622) loss_bbox_dn_4: 0.4474 (0.6288) loss_giou_dn_4: 0.6696 (0.8462) loss_class_hybrid: 0.8810 (0.9820) loss_bbox_hybrid: 0.2655 (0.4032) loss_giou_hybrid: 0.5870 (0.7264) loss_class_0_hybrid: 0.9497 (0.9930) loss_bbox_0_hybrid: 0.2970 (0.4438) loss_giou_0_hybrid: 0.6331 (0.7854) loss_class_1_hybrid: 0.9047 (0.9915) loss_bbox_1_hybrid: 0.2789 (0.4195) loss_giou_1_hybrid: 0.6160 (0.7502) loss_class_2_hybrid: 0.8904 (0.9903) loss_bbox_2_hybrid: 0.2686 (0.4081) loss_giou_2_hybrid: 0.5939 (0.7331) loss_class_3_hybrid: 0.8869 (0.9854) loss_bbox_3_hybrid: 0.2662 (0.4053) loss_giou_3_hybrid: 0.5930 (0.7286) loss_class_4_hybrid: 0.8800 (0.9813) loss_bbox_4_hybrid: 0.2631 (0.4043) loss_giou_4_hybrid: 0.5880 (0.7275) loss_class_enc_hybrid: 0.8215 (0.8941) loss_bbox_enc_hybrid: 0.3564 (0.5313) loss_giou_enc_hybrid: 0.7588 (0.9046) mem: 1024 max mem: 34559 [2024-01-14 14:21:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:22:33 det.util.engine] INFO: Epoch: [0] [7400/11727] eta: 1:12:43 lr: 0.000100 data_time: 0.0029 iter_time: 0.9992 loss: 36.8242 (43.3906) loss_class: 0.9876 (1.1828) loss_bbox: 0.2214 (0.3517) loss_giou: 0.5348 (0.6528) loss_class_0: 1.2250 (1.2728) loss_bbox_0: 0.2417 (0.3822) loss_giou_0: 0.5312 (0.6984) loss_class_1: 1.1051 (1.2338) loss_bbox_1: 0.2302 (0.3612) loss_giou_1: 0.5215 (0.6679) loss_class_2: 1.0284 (1.1977) loss_bbox_2: 0.2270 (0.3537) loss_giou_2: 0.5208 (0.6572) loss_class_3: 0.9970 (1.1742) loss_bbox_3: 0.2222 (0.3526) loss_giou_3: 0.5227 (0.6547) loss_class_4: 0.9979 (1.1654) loss_bbox_4: 0.2216 (0.3529) loss_giou_4: 0.5171 (0.6548) loss_class_enc: 1.1687 (1.1907) loss_bbox_enc: 0.2887 (0.4347) loss_giou_enc: 0.6117 (0.7787) loss_class_dn: 0.5297 (0.5607) loss_bbox_dn: 0.3976 (0.6283) loss_giou_dn: 0.6788 (0.8460) loss_class_dn_0: 0.5182 (0.5185) loss_bbox_dn_0: 0.5182 (0.7229) loss_giou_dn_0: 0.8415 (0.9876) loss_class_dn_1: 0.5103 (0.5360) loss_bbox_dn_1: 0.4580 (0.6507) loss_giou_dn_1: 0.7271 (0.8875) loss_class_dn_2: 0.5171 (0.5533) loss_bbox_dn_2: 0.4108 (0.6318) loss_giou_dn_2: 0.6885 (0.8524) loss_class_dn_3: 0.5210 (0.5603) loss_bbox_dn_3: 0.4042 (0.6283) loss_giou_dn_3: 0.6798 (0.8456) loss_class_dn_4: 0.5240 (0.5620) loss_bbox_dn_4: 0.3971 (0.6280) loss_giou_dn_4: 0.6788 (0.8451) loss_class_hybrid: 0.9523 (0.9819) loss_bbox_hybrid: 0.2512 (0.4023) loss_giou_hybrid: 0.5630 (0.7253) loss_class_0_hybrid: 0.9649 (0.9930) loss_bbox_0_hybrid: 0.2992 (0.4429) loss_giou_0_hybrid: 0.6029 (0.7842) loss_class_1_hybrid: 0.9958 (0.9914) loss_bbox_1_hybrid: 0.2700 (0.4187) loss_giou_1_hybrid: 0.5792 (0.7492) loss_class_2_hybrid: 0.9612 (0.9902) loss_bbox_2_hybrid: 0.2491 (0.4073) loss_giou_2_hybrid: 0.5710 (0.7320) loss_class_3_hybrid: 0.9513 (0.9852) loss_bbox_3_hybrid: 0.2527 (0.4045) loss_giou_3_hybrid: 0.5650 (0.7275) loss_class_4_hybrid: 0.9434 (0.9812) loss_bbox_4_hybrid: 0.2517 (0.4035) loss_giou_4_hybrid: 0.5635 (0.7264) loss_class_enc_hybrid: 0.8924 (0.8941) loss_bbox_enc_hybrid: 0.3721 (0.5303) loss_giou_enc_hybrid: 0.7081 (0.9034) mem: 1027 max mem: 34559 [2024-01-14 14:22:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:23:24 det.util.engine] INFO: Epoch: [0] [7450/11727] eta: 1:11:53 lr: 0.000100 data_time: 0.0031 iter_time: 0.9946 loss: 35.7758 (43.3455) loss_class: 0.9819 (1.1816) loss_bbox: 0.2537 (0.3511) loss_giou: 0.4741 (0.6519) loss_class_0: 1.2371 (1.2728) loss_bbox_0: 0.2530 (0.3814) loss_giou_0: 0.4771 (0.6972) loss_class_1: 1.1233 (1.2334) loss_bbox_1: 0.2417 (0.3604) loss_giou_1: 0.4653 (0.6669) loss_class_2: 1.0506 (1.1969) loss_bbox_2: 0.2512 (0.3531) loss_giou_2: 0.4636 (0.6562) loss_class_3: 1.0072 (1.1733) loss_bbox_3: 0.2526 (0.3519) loss_giou_3: 0.4674 (0.6538) loss_class_4: 0.9782 (1.1643) loss_bbox_4: 0.2533 (0.3523) loss_giou_4: 0.4777 (0.6538) loss_class_enc: 1.1475 (1.1908) loss_bbox_enc: 0.2896 (0.4338) loss_giou_enc: 0.5594 (0.7776) loss_class_dn: 0.5226 (0.5605) loss_bbox_dn: 0.4336 (0.6273) loss_giou_dn: 0.6540 (0.8448) loss_class_dn_0: 0.5209 (0.5186) loss_bbox_dn_0: 0.5245 (0.7221) loss_giou_dn_0: 0.8282 (0.9866) loss_class_dn_1: 0.5118 (0.5359) loss_bbox_dn_1: 0.4603 (0.6498) loss_giou_dn_1: 0.6945 (0.8863) loss_class_dn_2: 0.5169 (0.5531) loss_bbox_dn_2: 0.4371 (0.6308) loss_giou_dn_2: 0.6646 (0.8512) loss_class_dn_3: 0.5213 (0.5601) loss_bbox_dn_3: 0.4324 (0.6274) loss_giou_dn_3: 0.6571 (0.8444) loss_class_dn_4: 0.5312 (0.5618) loss_bbox_dn_4: 0.4335 (0.6270) loss_giou_dn_4: 0.6542 (0.8439) loss_class_hybrid: 0.9113 (0.9817) loss_bbox_hybrid: 0.2661 (0.4015) loss_giou_hybrid: 0.5104 (0.7242) loss_class_0_hybrid: 0.9865 (0.9931) loss_bbox_0_hybrid: 0.2849 (0.4419) loss_giou_0_hybrid: 0.5480 (0.7830) loss_class_1_hybrid: 0.9424 (0.9914) loss_bbox_1_hybrid: 0.2755 (0.4178) loss_giou_1_hybrid: 0.5236 (0.7480) loss_class_2_hybrid: 0.9265 (0.9901) loss_bbox_2_hybrid: 0.2664 (0.4064) loss_giou_2_hybrid: 0.5145 (0.7309) loss_class_3_hybrid: 0.9278 (0.9851) loss_bbox_3_hybrid: 0.2659 (0.4036) loss_giou_3_hybrid: 0.5112 (0.7264) loss_class_4_hybrid: 0.9028 (0.9810) loss_bbox_4_hybrid: 0.2679 (0.4027) loss_giou_4_hybrid: 0.5133 (0.7253) loss_class_enc_hybrid: 0.8730 (0.8942) loss_bbox_enc_hybrid: 0.3624 (0.5292) loss_giou_enc_hybrid: 0.6496 (0.9022) mem: 1020 max mem: 34559 [2024-01-14 14:23:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:24:14 det.util.engine] INFO: Epoch: [0] [7500/11727] eta: 1:11:02 lr: 0.000100 data_time: 0.0030 iter_time: 0.9974 loss: 36.1930 (43.2975) loss_class: 0.9809 (1.1803) loss_bbox: 0.2397 (0.3504) loss_giou: 0.4868 (0.6509) loss_class_0: 1.2381 (1.2726) loss_bbox_0: 0.2408 (0.3805) loss_giou_0: 0.5253 (0.6961) loss_class_1: 1.1623 (1.2327) loss_bbox_1: 0.2309 (0.3596) loss_giou_1: 0.4883 (0.6658) loss_class_2: 1.0332 (1.1960) loss_bbox_2: 0.2387 (0.3523) loss_giou_2: 0.4929 (0.6552) loss_class_3: 0.9941 (1.1721) loss_bbox_3: 0.2418 (0.3512) loss_giou_3: 0.4947 (0.6528) loss_class_4: 0.9970 (1.1630) loss_bbox_4: 0.2421 (0.3515) loss_giou_4: 0.4831 (0.6529) loss_class_enc: 1.1255 (1.1907) loss_bbox_enc: 0.2943 (0.4329) loss_giou_enc: 0.6026 (0.7764) loss_class_dn: 0.5389 (0.5603) loss_bbox_dn: 0.4583 (0.6264) loss_giou_dn: 0.6491 (0.8436) loss_class_dn_0: 0.5250 (0.5186) loss_bbox_dn_0: 0.5710 (0.7213) loss_giou_dn_0: 0.8356 (0.9856) loss_class_dn_1: 0.5150 (0.5358) loss_bbox_dn_1: 0.4813 (0.6489) loss_giou_dn_1: 0.6962 (0.8851) loss_class_dn_2: 0.5097 (0.5528) loss_bbox_dn_2: 0.4568 (0.6300) loss_giou_dn_2: 0.6503 (0.8500) loss_class_dn_3: 0.5292 (0.5598) loss_bbox_dn_3: 0.4571 (0.6265) loss_giou_dn_3: 0.6512 (0.8432) loss_class_dn_4: 0.5376 (0.5616) loss_bbox_dn_4: 0.4583 (0.6261) loss_giou_dn_4: 0.6490 (0.8427) loss_class_hybrid: 0.9159 (0.9816) loss_bbox_hybrid: 0.2450 (0.4005) loss_giou_hybrid: 0.5208 (0.7230) loss_class_0_hybrid: 0.9912 (0.9933) loss_bbox_0_hybrid: 0.2868 (0.4408) loss_giou_0_hybrid: 0.5651 (0.7816) loss_class_1_hybrid: 0.9721 (0.9913) loss_bbox_1_hybrid: 0.2502 (0.4168) loss_giou_1_hybrid: 0.5298 (0.7467) loss_class_2_hybrid: 0.9426 (0.9900) loss_bbox_2_hybrid: 0.2473 (0.4055) loss_giou_2_hybrid: 0.5101 (0.7296) loss_class_3_hybrid: 0.9402 (0.9849) loss_bbox_3_hybrid: 0.2462 (0.4026) loss_giou_3_hybrid: 0.5117 (0.7252) loss_class_4_hybrid: 0.9219 (0.9809) loss_bbox_4_hybrid: 0.2443 (0.4017) loss_giou_4_hybrid: 0.5175 (0.7241) loss_class_enc_hybrid: 0.8687 (0.8942) loss_bbox_enc_hybrid: 0.3856 (0.5281) loss_giou_enc_hybrid: 0.6841 (0.9008) mem: 1030 max mem: 34559 [2024-01-14 14:24:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:25:06 det.util.engine] INFO: Epoch: [0] [7550/11727] eta: 1:10:13 lr: 0.000100 data_time: 0.0031 iter_time: 0.9998 loss: 37.3072 (43.2547) loss_class: 1.0160 (1.1790) loss_bbox: 0.2526 (0.3498) loss_giou: 0.4949 (0.6501) loss_class_0: 1.2541 (1.2724) loss_bbox_0: 0.2606 (0.3798) loss_giou_0: 0.5015 (0.6951) loss_class_1: 1.1898 (1.2321) loss_bbox_1: 0.2507 (0.3590) loss_giou_1: 0.4989 (0.6649) loss_class_2: 1.1211 (1.1952) loss_bbox_2: 0.2408 (0.3517) loss_giou_2: 0.4975 (0.6543) loss_class_3: 1.0030 (1.1710) loss_bbox_3: 0.2511 (0.3506) loss_giou_3: 0.4954 (0.6520) loss_class_4: 0.9911 (1.1618) loss_bbox_4: 0.2537 (0.3509) loss_giou_4: 0.5023 (0.6520) loss_class_enc: 1.1877 (1.1906) loss_bbox_enc: 0.2995 (0.4321) loss_giou_enc: 0.5807 (0.7754) loss_class_dn: 0.5292 (0.5602) loss_bbox_dn: 0.5018 (0.6255) loss_giou_dn: 0.6554 (0.8425) loss_class_dn_0: 0.5204 (0.5187) loss_bbox_dn_0: 0.5996 (0.7205) loss_giou_dn_0: 0.8325 (0.9846) loss_class_dn_1: 0.5071 (0.5357) loss_bbox_dn_1: 0.5334 (0.6480) loss_giou_dn_1: 0.7015 (0.8839) loss_class_dn_2: 0.5140 (0.5526) loss_bbox_dn_2: 0.5205 (0.6291) loss_giou_dn_2: 0.6647 (0.8488) loss_class_dn_3: 0.5200 (0.5596) loss_bbox_dn_3: 0.5050 (0.6256) loss_giou_dn_3: 0.6592 (0.8421) loss_class_dn_4: 0.5298 (0.5614) loss_bbox_dn_4: 0.5018 (0.6252) loss_giou_dn_4: 0.6553 (0.8415) loss_class_hybrid: 0.9587 (0.9815) loss_bbox_hybrid: 0.2781 (0.3998) loss_giou_hybrid: 0.5259 (0.7219) loss_class_0_hybrid: 1.0045 (0.9933) loss_bbox_0_hybrid: 0.3006 (0.4400) loss_giou_0_hybrid: 0.5672 (0.7805) loss_class_1_hybrid: 0.9942 (0.9913) loss_bbox_1_hybrid: 0.2889 (0.4160) loss_giou_1_hybrid: 0.5350 (0.7456) loss_class_2_hybrid: 0.9829 (0.9898) loss_bbox_2_hybrid: 0.2788 (0.4047) loss_giou_2_hybrid: 0.5233 (0.7285) loss_class_3_hybrid: 0.9722 (0.9847) loss_bbox_3_hybrid: 0.2794 (0.4019) loss_giou_3_hybrid: 0.5244 (0.7241) loss_class_4_hybrid: 0.9655 (0.9807) loss_bbox_4_hybrid: 0.2784 (0.4009) loss_giou_4_hybrid: 0.5246 (0.7230) loss_class_enc_hybrid: 0.9187 (0.8943) loss_bbox_enc_hybrid: 0.3723 (0.5272) loss_giou_enc_hybrid: 0.6790 (0.8997) mem: 1027 max mem: 36964 [2024-01-14 14:25:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:25:58 det.util.engine] INFO: Epoch: [0] [7600/11727] eta: 1:09:23 lr: 0.000100 data_time: 0.0029 iter_time: 1.0690 loss: 37.2303 (43.2133) loss_class: 0.9464 (1.1779) loss_bbox: 0.2739 (0.3492) loss_giou: 0.4917 (0.6492) loss_class_0: 1.2356 (1.2723) loss_bbox_0: 0.2649 (0.3791) loss_giou_0: 0.5154 (0.6940) loss_class_1: 1.1417 (1.2316) loss_bbox_1: 0.2517 (0.3583) loss_giou_1: 0.4939 (0.6640) loss_class_2: 1.0186 (1.1944) loss_bbox_2: 0.2548 (0.3511) loss_giou_2: 0.5003 (0.6534) loss_class_3: 0.9419 (1.1700) loss_bbox_3: 0.2644 (0.3500) loss_giou_3: 0.4962 (0.6511) loss_class_4: 0.9478 (1.1608) loss_bbox_4: 0.2697 (0.3504) loss_giou_4: 0.4916 (0.6512) loss_class_enc: 1.1613 (1.1904) loss_bbox_enc: 0.3297 (0.4314) loss_giou_enc: 0.5958 (0.7743) loss_class_dn: 0.5238 (0.5600) loss_bbox_dn: 0.5027 (0.6247) loss_giou_dn: 0.6697 (0.8413) loss_class_dn_0: 0.5228 (0.5187) loss_bbox_dn_0: 0.6394 (0.7198) loss_giou_dn_0: 0.8215 (0.9836) loss_class_dn_1: 0.5156 (0.5356) loss_bbox_dn_1: 0.5378 (0.6473) loss_giou_dn_1: 0.7133 (0.8828) loss_class_dn_2: 0.5167 (0.5524) loss_bbox_dn_2: 0.5113 (0.6283) loss_giou_dn_2: 0.6769 (0.8477) loss_class_dn_3: 0.5059 (0.5594) loss_bbox_dn_3: 0.5068 (0.6248) loss_giou_dn_3: 0.6702 (0.8409) loss_class_dn_4: 0.5199 (0.5612) loss_bbox_dn_4: 0.5026 (0.6244) loss_giou_dn_4: 0.6697 (0.8404) loss_class_hybrid: 0.9507 (0.9813) loss_bbox_hybrid: 0.2753 (0.3991) loss_giou_hybrid: 0.5218 (0.7209) loss_class_0_hybrid: 1.0097 (0.9933) loss_bbox_0_hybrid: 0.2968 (0.4392) loss_giou_0_hybrid: 0.5720 (0.7793) loss_class_1_hybrid: 0.9729 (0.9912) loss_bbox_1_hybrid: 0.2795 (0.4152) loss_giou_1_hybrid: 0.5282 (0.7445) loss_class_2_hybrid: 0.9691 (0.9897) loss_bbox_2_hybrid: 0.2758 (0.4040) loss_giou_2_hybrid: 0.5169 (0.7275) loss_class_3_hybrid: 0.9405 (0.9846) loss_bbox_3_hybrid: 0.2740 (0.4012) loss_giou_3_hybrid: 0.5249 (0.7231) loss_class_4_hybrid: 0.9613 (0.9806) loss_bbox_4_hybrid: 0.2753 (0.4002) loss_giou_4_hybrid: 0.5190 (0.7220) loss_class_enc_hybrid: 0.9096 (0.8944) loss_bbox_enc_hybrid: 0.3930 (0.5264) loss_giou_enc_hybrid: 0.7001 (0.8985) mem: 1022 max mem: 36964 [2024-01-14 14:25:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:26:47 det.util.engine] INFO: Epoch: [0] [7650/11727] eta: 1:08:32 lr: 0.000100 data_time: 0.0028 iter_time: 0.9717 loss: 36.4589 (43.1746) loss_class: 1.0318 (1.1772) loss_bbox: 0.2527 (0.3486) loss_giou: 0.5064 (0.6481) loss_class_0: 1.2804 (1.2725) loss_bbox_0: 0.2555 (0.3784) loss_giou_0: 0.4946 (0.6927) loss_class_1: 1.2075 (1.2314) loss_bbox_1: 0.2434 (0.3577) loss_giou_1: 0.4860 (0.6628) loss_class_2: 1.1082 (1.1939) loss_bbox_2: 0.2418 (0.3505) loss_giou_2: 0.5010 (0.6522) loss_class_3: 1.0498 (1.1694) loss_bbox_3: 0.2460 (0.3494) loss_giou_3: 0.5006 (0.6500) loss_class_4: 1.0513 (1.1601) loss_bbox_4: 0.2434 (0.3498) loss_giou_4: 0.5081 (0.6501) loss_class_enc: 1.2167 (1.1908) loss_bbox_enc: 0.3013 (0.4306) loss_giou_enc: 0.5746 (0.7730) loss_class_dn: 0.5537 (0.5599) loss_bbox_dn: 0.4830 (0.6241) loss_giou_dn: 0.6492 (0.8401) loss_class_dn_0: 0.5286 (0.5188) loss_bbox_dn_0: 0.5663 (0.7193) loss_giou_dn_0: 0.8131 (0.9825) loss_class_dn_1: 0.5151 (0.5356) loss_bbox_dn_1: 0.4896 (0.6467) loss_giou_dn_1: 0.6869 (0.8816) loss_class_dn_2: 0.5275 (0.5523) loss_bbox_dn_2: 0.4850 (0.6277) loss_giou_dn_2: 0.6573 (0.8465) loss_class_dn_3: 0.5378 (0.5593) loss_bbox_dn_3: 0.4834 (0.6242) loss_giou_dn_3: 0.6513 (0.8397) loss_class_dn_4: 0.5500 (0.5612) loss_bbox_dn_4: 0.4828 (0.6238) loss_giou_dn_4: 0.6491 (0.8391) loss_class_hybrid: 0.9312 (0.9815) loss_bbox_hybrid: 0.2756 (0.3983) loss_giou_hybrid: 0.5349 (0.7196) loss_class_0_hybrid: 1.0051 (0.9937) loss_bbox_0_hybrid: 0.2858 (0.4383) loss_giou_0_hybrid: 0.5845 (0.7780) loss_class_1_hybrid: 0.9739 (0.9914) loss_bbox_1_hybrid: 0.2808 (0.4144) loss_giou_1_hybrid: 0.5548 (0.7432) loss_class_2_hybrid: 0.9846 (0.9899) loss_bbox_2_hybrid: 0.2759 (0.4032) loss_giou_2_hybrid: 0.5450 (0.7262) loss_class_3_hybrid: 0.9511 (0.9847) loss_bbox_3_hybrid: 0.2740 (0.4004) loss_giou_3_hybrid: 0.5366 (0.7218) loss_class_4_hybrid: 0.9424 (0.9807) loss_bbox_4_hybrid: 0.2732 (0.3995) loss_giou_4_hybrid: 0.5344 (0.7207) loss_class_enc_hybrid: 0.8811 (0.8948) loss_bbox_enc_hybrid: 0.3661 (0.5255) loss_giou_enc_hybrid: 0.6895 (0.8971) mem: 1024 max mem: 36964 [2024-01-14 14:26:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:27:38 det.util.engine] INFO: Epoch: [0] [7700/11727] eta: 1:07:42 lr: 0.000100 data_time: 0.0031 iter_time: 1.0145 loss: 37.2570 (43.1336) loss_class: 0.9673 (1.1760) loss_bbox: 0.2498 (0.3480) loss_giou: 0.5515 (0.6474) loss_class_0: 1.2024 (1.2724) loss_bbox_0: 0.2724 (0.3776) loss_giou_0: 0.5821 (0.6918) loss_class_1: 1.1441 (1.2309) loss_bbox_1: 0.2484 (0.3570) loss_giou_1: 0.5580 (0.6620) loss_class_2: 1.0439 (1.1932) loss_bbox_2: 0.2401 (0.3498) loss_giou_2: 0.5653 (0.6515) loss_class_3: 0.9839 (1.1685) loss_bbox_3: 0.2377 (0.3487) loss_giou_3: 0.5653 (0.6492) loss_class_4: 0.9723 (1.1590) loss_bbox_4: 0.2385 (0.3491) loss_giou_4: 0.5503 (0.6493) loss_class_enc: 1.1296 (1.1907) loss_bbox_enc: 0.3023 (0.4297) loss_giou_enc: 0.6401 (0.7721) loss_class_dn: 0.5297 (0.5598) loss_bbox_dn: 0.4300 (0.6231) loss_giou_dn: 0.6923 (0.8391) loss_class_dn_0: 0.5224 (0.5188) loss_bbox_dn_0: 0.5482 (0.7184) loss_giou_dn_0: 0.8528 (0.9817) loss_class_dn_1: 0.5192 (0.5355) loss_bbox_dn_1: 0.4431 (0.6457) loss_giou_dn_1: 0.7367 (0.8806) loss_class_dn_2: 0.5118 (0.5521) loss_bbox_dn_2: 0.4316 (0.6267) loss_giou_dn_2: 0.6975 (0.8455) loss_class_dn_3: 0.5144 (0.5591) loss_bbox_dn_3: 0.4309 (0.6232) loss_giou_dn_3: 0.6898 (0.8387) loss_class_dn_4: 0.5242 (0.5610) loss_bbox_dn_4: 0.4299 (0.6228) loss_giou_dn_4: 0.6911 (0.8381) loss_class_hybrid: 0.9241 (0.9812) loss_bbox_hybrid: 0.2701 (0.3975) loss_giou_hybrid: 0.6096 (0.7188) loss_class_0_hybrid: 0.9491 (0.9937) loss_bbox_0_hybrid: 0.3039 (0.4374) loss_giou_0_hybrid: 0.6426 (0.7771) loss_class_1_hybrid: 0.9450 (0.9913) loss_bbox_1_hybrid: 0.2772 (0.4136) loss_giou_1_hybrid: 0.6239 (0.7424) loss_class_2_hybrid: 0.9461 (0.9897) loss_bbox_2_hybrid: 0.2663 (0.4023) loss_giou_2_hybrid: 0.6033 (0.7254) loss_class_3_hybrid: 0.9444 (0.9844) loss_bbox_3_hybrid: 0.2666 (0.3996) loss_giou_3_hybrid: 0.6116 (0.7210) loss_class_4_hybrid: 0.9236 (0.9804) loss_bbox_4_hybrid: 0.2681 (0.3987) loss_giou_4_hybrid: 0.6103 (0.7199) loss_class_enc_hybrid: 0.8523 (0.8948) loss_bbox_enc_hybrid: 0.3954 (0.5245) loss_giou_enc_hybrid: 0.7643 (0.8961) mem: 1024 max mem: 36964 [2024-01-14 14:27:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:28:29 det.util.engine] INFO: Epoch: [0] [7750/11727] eta: 1:06:51 lr: 0.000100 data_time: 0.0031 iter_time: 1.0222 loss: 36.2519 (43.0920) loss_class: 0.9543 (1.1748) loss_bbox: 0.2546 (0.3474) loss_giou: 0.5388 (0.6466) loss_class_0: 1.2060 (1.2723) loss_bbox_0: 0.2566 (0.3768) loss_giou_0: 0.5409 (0.6908) loss_class_1: 1.1146 (1.2303) loss_bbox_1: 0.2396 (0.3563) loss_giou_1: 0.5336 (0.6611) loss_class_2: 1.0258 (1.1924) loss_bbox_2: 0.2296 (0.3491) loss_giou_2: 0.5306 (0.6506) loss_class_3: 0.9666 (1.1676) loss_bbox_3: 0.2391 (0.3481) loss_giou_3: 0.5367 (0.6484) loss_class_4: 0.9514 (1.1580) loss_bbox_4: 0.2386 (0.3485) loss_giou_4: 0.5426 (0.6485) loss_class_enc: 1.1876 (1.1907) loss_bbox_enc: 0.2893 (0.4289) loss_giou_enc: 0.6012 (0.7711) loss_class_dn: 0.5282 (0.5597) loss_bbox_dn: 0.4398 (0.6222) loss_giou_dn: 0.6722 (0.8379) loss_class_dn_0: 0.5281 (0.5189) loss_bbox_dn_0: 0.5435 (0.7176) loss_giou_dn_0: 0.8221 (0.9806) loss_class_dn_1: 0.5252 (0.5354) loss_bbox_dn_1: 0.4634 (0.6448) loss_giou_dn_1: 0.7126 (0.8795) loss_class_dn_2: 0.5245 (0.5520) loss_bbox_dn_2: 0.4471 (0.6258) loss_giou_dn_2: 0.6791 (0.8443) loss_class_dn_3: 0.5277 (0.5589) loss_bbox_dn_3: 0.4433 (0.6223) loss_giou_dn_3: 0.6717 (0.8375) loss_class_dn_4: 0.5261 (0.5608) loss_bbox_dn_4: 0.4398 (0.6219) loss_giou_dn_4: 0.6722 (0.8370) loss_class_hybrid: 0.9109 (0.9811) loss_bbox_hybrid: 0.2573 (0.3968) loss_giou_hybrid: 0.5813 (0.7179) loss_class_0_hybrid: 0.9712 (0.9937) loss_bbox_0_hybrid: 0.2808 (0.4366) loss_giou_0_hybrid: 0.6257 (0.7760) loss_class_1_hybrid: 0.9619 (0.9912) loss_bbox_1_hybrid: 0.2644 (0.4128) loss_giou_1_hybrid: 0.6069 (0.7414) loss_class_2_hybrid: 0.9197 (0.9896) loss_bbox_2_hybrid: 0.2563 (0.4015) loss_giou_2_hybrid: 0.5841 (0.7244) loss_class_3_hybrid: 0.9221 (0.9843) loss_bbox_3_hybrid: 0.2511 (0.3988) loss_giou_3_hybrid: 0.5849 (0.7200) loss_class_4_hybrid: 0.9144 (0.9802) loss_bbox_4_hybrid: 0.2541 (0.3979) loss_giou_4_hybrid: 0.5865 (0.7190) loss_class_enc_hybrid: 0.8864 (0.8949) loss_bbox_enc_hybrid: 0.3620 (0.5236) loss_giou_enc_hybrid: 0.7214 (0.8950) mem: 1024 max mem: 36964 [2024-01-14 14:28:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:29:19 det.util.engine] INFO: Epoch: [0] [7800/11727] eta: 1:06:01 lr: 0.000100 data_time: 0.0030 iter_time: 1.0143 loss: 37.4925 (43.0514) loss_class: 1.0875 (1.1739) loss_bbox: 0.2558 (0.3468) loss_giou: 0.5116 (0.6458) loss_class_0: 1.2268 (1.2721) loss_bbox_0: 0.2588 (0.3760) loss_giou_0: 0.5242 (0.6898) loss_class_1: 1.1577 (1.2298) loss_bbox_1: 0.2537 (0.3556) loss_giou_1: 0.5261 (0.6602) loss_class_2: 1.1126 (1.1917) loss_bbox_2: 0.2490 (0.3485) loss_giou_2: 0.5105 (0.6498) loss_class_3: 1.0597 (1.1667) loss_bbox_3: 0.2537 (0.3475) loss_giou_3: 0.5208 (0.6476) loss_class_4: 1.0562 (1.1570) loss_bbox_4: 0.2536 (0.3479) loss_giou_4: 0.5212 (0.6477) loss_class_enc: 1.1483 (1.1907) loss_bbox_enc: 0.2982 (0.4280) loss_giou_enc: 0.5987 (0.7700) loss_class_dn: 0.5326 (0.5595) loss_bbox_dn: 0.4825 (0.6214) loss_giou_dn: 0.7136 (0.8369) loss_class_dn_0: 0.5116 (0.5189) loss_bbox_dn_0: 0.6146 (0.7168) loss_giou_dn_0: 0.8402 (0.9797) loss_class_dn_1: 0.5045 (0.5353) loss_bbox_dn_1: 0.5247 (0.6440) loss_giou_dn_1: 0.7434 (0.8785) loss_class_dn_2: 0.5160 (0.5517) loss_bbox_dn_2: 0.4905 (0.6250) loss_giou_dn_2: 0.7213 (0.8433) loss_class_dn_3: 0.5222 (0.5587) loss_bbox_dn_3: 0.4862 (0.6215) loss_giou_dn_3: 0.7163 (0.8366) loss_class_dn_4: 0.5336 (0.5606) loss_bbox_dn_4: 0.4826 (0.6211) loss_giou_dn_4: 0.7132 (0.8360) loss_class_hybrid: 0.9760 (0.9810) loss_bbox_hybrid: 0.2699 (0.3960) loss_giou_hybrid: 0.5666 (0.7169) loss_class_0_hybrid: 0.9782 (0.9937) loss_bbox_0_hybrid: 0.2994 (0.4357) loss_giou_0_hybrid: 0.6120 (0.7749) loss_class_1_hybrid: 0.9689 (0.9912) loss_bbox_1_hybrid: 0.2807 (0.4119) loss_giou_1_hybrid: 0.5855 (0.7403) loss_class_2_hybrid: 0.9616 (0.9895) loss_bbox_2_hybrid: 0.2726 (0.4007) loss_giou_2_hybrid: 0.5776 (0.7234) loss_class_3_hybrid: 0.9653 (0.9841) loss_bbox_3_hybrid: 0.2741 (0.3980) loss_giou_3_hybrid: 0.5740 (0.7191) loss_class_4_hybrid: 0.9614 (0.9801) loss_bbox_4_hybrid: 0.2760 (0.3971) loss_giou_4_hybrid: 0.5727 (0.7180) loss_class_enc_hybrid: 0.9023 (0.8949) loss_bbox_enc_hybrid: 0.3708 (0.5226) loss_giou_enc_hybrid: 0.7025 (0.8939) mem: 1029 max mem: 36964 [2024-01-14 14:29:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:30:09 det.util.engine] INFO: Epoch: [0] [7850/11727] eta: 1:05:10 lr: 0.000100 data_time: 0.0030 iter_time: 0.9795 loss: 36.5392 (43.0084) loss_class: 0.9713 (1.1727) loss_bbox: 0.2245 (0.3461) loss_giou: 0.5176 (0.6449) loss_class_0: 1.2563 (1.2720) loss_bbox_0: 0.2527 (0.3752) loss_giou_0: 0.5282 (0.6888) loss_class_1: 1.0945 (1.2292) loss_bbox_1: 0.2401 (0.3549) loss_giou_1: 0.5157 (0.6593) loss_class_2: 1.0415 (1.1909) loss_bbox_2: 0.2303 (0.3478) loss_giou_2: 0.5137 (0.6489) loss_class_3: 0.9874 (1.1657) loss_bbox_3: 0.2232 (0.3468) loss_giou_3: 0.5157 (0.6467) loss_class_4: 0.9881 (1.1560) loss_bbox_4: 0.2222 (0.3472) loss_giou_4: 0.5180 (0.6469) loss_class_enc: 1.1650 (1.1907) loss_bbox_enc: 0.2910 (0.4272) loss_giou_enc: 0.5967 (0.7689) loss_class_dn: 0.5271 (0.5593) loss_bbox_dn: 0.4654 (0.6204) loss_giou_dn: 0.6685 (0.8358) loss_class_dn_0: 0.5254 (0.5189) loss_bbox_dn_0: 0.5567 (0.7160) loss_giou_dn_0: 0.8315 (0.9788) loss_class_dn_1: 0.5131 (0.5352) loss_bbox_dn_1: 0.4958 (0.6431) loss_giou_dn_1: 0.7149 (0.8774) loss_class_dn_2: 0.5142 (0.5515) loss_bbox_dn_2: 0.4663 (0.6241) loss_giou_dn_2: 0.6771 (0.8423) loss_class_dn_3: 0.5261 (0.5585) loss_bbox_dn_3: 0.4657 (0.6205) loss_giou_dn_3: 0.6695 (0.8355) loss_class_dn_4: 0.5271 (0.5604) loss_bbox_dn_4: 0.4656 (0.6201) loss_giou_dn_4: 0.6685 (0.8349) loss_class_hybrid: 0.9369 (0.9808) loss_bbox_hybrid: 0.2530 (0.3951) loss_giou_hybrid: 0.5489 (0.7159) loss_class_0_hybrid: 0.9745 (0.9937) loss_bbox_0_hybrid: 0.2815 (0.4347) loss_giou_0_hybrid: 0.5888 (0.7738) loss_class_1_hybrid: 0.9435 (0.9911) loss_bbox_1_hybrid: 0.2623 (0.4111) loss_giou_1_hybrid: 0.5714 (0.7393) loss_class_2_hybrid: 0.9333 (0.9893) loss_bbox_2_hybrid: 0.2534 (0.3999) loss_giou_2_hybrid: 0.5505 (0.7223) loss_class_3_hybrid: 0.9216 (0.9839) loss_bbox_3_hybrid: 0.2553 (0.3972) loss_giou_3_hybrid: 0.5498 (0.7180) loss_class_4_hybrid: 0.9271 (0.9799) loss_bbox_4_hybrid: 0.2538 (0.3963) loss_giou_4_hybrid: 0.5506 (0.7170) loss_class_enc_hybrid: 0.8790 (0.8950) loss_bbox_enc_hybrid: 0.3597 (0.5216) loss_giou_enc_hybrid: 0.6869 (0.8927) mem: 1013 max mem: 36964 [2024-01-14 14:30:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:30:59 det.util.engine] INFO: Epoch: [0] [7900/11727] eta: 1:04:19 lr: 0.000100 data_time: 0.0035 iter_time: 0.9904 loss: 36.2070 (42.9707) loss_class: 0.9381 (1.1717) loss_bbox: 0.2279 (0.3456) loss_giou: 0.5841 (0.6442) loss_class_0: 1.1654 (1.2719) loss_bbox_0: 0.2281 (0.3746) loss_giou_0: 0.5722 (0.6878) loss_class_1: 1.0993 (1.2287) loss_bbox_1: 0.2188 (0.3543) loss_giou_1: 0.5685 (0.6585) loss_class_2: 0.9319 (1.1902) loss_bbox_2: 0.2240 (0.3473) loss_giou_2: 0.5637 (0.6481) loss_class_3: 0.9485 (1.1649) loss_bbox_3: 0.2242 (0.3463) loss_giou_3: 0.5808 (0.6459) loss_class_4: 0.8923 (1.1550) loss_bbox_4: 0.2249 (0.3467) loss_giou_4: 0.5820 (0.6461) loss_class_enc: 1.0863 (1.1905) loss_bbox_enc: 0.2677 (0.4264) loss_giou_enc: 0.6369 (0.7679) loss_class_dn: 0.5225 (0.5591) loss_bbox_dn: 0.4196 (0.6197) loss_giou_dn: 0.6936 (0.8348) loss_class_dn_0: 0.5030 (0.5189) loss_bbox_dn_0: 0.5351 (0.7153) loss_giou_dn_0: 0.8560 (0.9779) loss_class_dn_1: 0.5086 (0.5350) loss_bbox_dn_1: 0.4620 (0.6424) loss_giou_dn_1: 0.7270 (0.8765) loss_class_dn_2: 0.5085 (0.5513) loss_bbox_dn_2: 0.4308 (0.6233) loss_giou_dn_2: 0.6982 (0.8413) loss_class_dn_3: 0.5085 (0.5583) loss_bbox_dn_3: 0.4232 (0.6198) loss_giou_dn_3: 0.6963 (0.8345) loss_class_dn_4: 0.5243 (0.5603) loss_bbox_dn_4: 0.4193 (0.6194) loss_giou_dn_4: 0.6929 (0.8339) loss_class_hybrid: 0.9006 (0.9808) loss_bbox_hybrid: 0.2521 (0.3944) loss_giou_hybrid: 0.6070 (0.7149) loss_class_0_hybrid: 0.9255 (0.9938) loss_bbox_0_hybrid: 0.2824 (0.4339) loss_giou_0_hybrid: 0.6528 (0.7728) loss_class_1_hybrid: 0.9479 (0.9911) loss_bbox_1_hybrid: 0.2652 (0.4103) loss_giou_1_hybrid: 0.6281 (0.7383) loss_class_2_hybrid: 0.8861 (0.9893) loss_bbox_2_hybrid: 0.2539 (0.3991) loss_giou_2_hybrid: 0.6171 (0.7214) loss_class_3_hybrid: 0.9452 (0.9839) loss_bbox_3_hybrid: 0.2551 (0.3964) loss_giou_3_hybrid: 0.6111 (0.7171) loss_class_4_hybrid: 0.9022 (0.9799) loss_bbox_4_hybrid: 0.2529 (0.3955) loss_giou_4_hybrid: 0.6090 (0.7160) loss_class_enc_hybrid: 0.8362 (0.8950) loss_bbox_enc_hybrid: 0.3467 (0.5207) loss_giou_enc_hybrid: 0.7620 (0.8916) mem: 1021 max mem: 36964 [2024-01-14 14:30:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:31:50 det.util.engine] INFO: Epoch: [0] [7950/11727] eta: 1:03:29 lr: 0.000100 data_time: 0.0030 iter_time: 1.0074 loss: 35.8271 (42.9266) loss_class: 0.9415 (1.1705) loss_bbox: 0.2602 (0.3450) loss_giou: 0.5283 (0.6434) loss_class_0: 1.1923 (1.2715) loss_bbox_0: 0.2660 (0.3738) loss_giou_0: 0.5634 (0.6869) loss_class_1: 1.0982 (1.2280) loss_bbox_1: 0.2448 (0.3537) loss_giou_1: 0.5442 (0.6576) loss_class_2: 1.0168 (1.1892) loss_bbox_2: 0.2436 (0.3466) loss_giou_2: 0.5526 (0.6473) loss_class_3: 0.9722 (1.1638) loss_bbox_3: 0.2419 (0.3457) loss_giou_3: 0.5227 (0.6451) loss_class_4: 0.9419 (1.1539) loss_bbox_4: 0.2654 (0.3461) loss_giou_4: 0.5357 (0.6453) loss_class_enc: 1.1037 (1.1904) loss_bbox_enc: 0.2880 (0.4256) loss_giou_enc: 0.6301 (0.7669) loss_class_dn: 0.5063 (0.5589) loss_bbox_dn: 0.4274 (0.6187) loss_giou_dn: 0.6929 (0.8338) loss_class_dn_0: 0.5129 (0.5189) loss_bbox_dn_0: 0.5317 (0.7144) loss_giou_dn_0: 0.8529 (0.9770) loss_class_dn_1: 0.5133 (0.5349) loss_bbox_dn_1: 0.4479 (0.6414) loss_giou_dn_1: 0.7381 (0.8754) loss_class_dn_2: 0.5031 (0.5510) loss_bbox_dn_2: 0.4337 (0.6224) loss_giou_dn_2: 0.7027 (0.8403) loss_class_dn_3: 0.5042 (0.5580) loss_bbox_dn_3: 0.4296 (0.6189) loss_giou_dn_3: 0.6935 (0.8335) loss_class_dn_4: 0.5091 (0.5600) loss_bbox_dn_4: 0.4274 (0.6184) loss_giou_dn_4: 0.6927 (0.8329) loss_class_hybrid: 0.8763 (0.9805) loss_bbox_hybrid: 0.2733 (0.3936) loss_giou_hybrid: 0.5868 (0.7139) loss_class_0_hybrid: 0.9271 (0.9937) loss_bbox_0_hybrid: 0.2936 (0.4330) loss_giou_0_hybrid: 0.6402 (0.7717) loss_class_1_hybrid: 0.8981 (0.9908) loss_bbox_1_hybrid: 0.2817 (0.4095) loss_giou_1_hybrid: 0.6188 (0.7373) loss_class_2_hybrid: 0.8965 (0.9890) loss_bbox_2_hybrid: 0.2732 (0.3983) loss_giou_2_hybrid: 0.5939 (0.7204) loss_class_3_hybrid: 0.8517 (0.9836) loss_bbox_3_hybrid: 0.2769 (0.3956) loss_giou_3_hybrid: 0.5901 (0.7161) loss_class_4_hybrid: 0.8757 (0.9796) loss_bbox_4_hybrid: 0.2746 (0.3947) loss_giou_4_hybrid: 0.5900 (0.7150) loss_class_enc_hybrid: 0.8291 (0.8950) loss_bbox_enc_hybrid: 0.3684 (0.5198) loss_giou_enc_hybrid: 0.7247 (0.8905) mem: 1020 max mem: 36964 [2024-01-14 14:31:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:32:42 det.util.engine] INFO: Epoch: [0] [8000/11727] eta: 1:02:39 lr: 0.000100 data_time: 0.0030 iter_time: 1.0278 loss: 36.0998 (42.8886) loss_class: 1.0132 (1.1694) loss_bbox: 0.2484 (0.3444) loss_giou: 0.5043 (0.6427) loss_class_0: 1.2653 (1.2715) loss_bbox_0: 0.2432 (0.3731) loss_giou_0: 0.5387 (0.6860) loss_class_1: 1.1351 (1.2275) loss_bbox_1: 0.2388 (0.3530) loss_giou_1: 0.5194 (0.6568) loss_class_2: 1.0457 (1.1886) loss_bbox_2: 0.2404 (0.3460) loss_giou_2: 0.5111 (0.6465) loss_class_3: 0.9937 (1.1629) loss_bbox_3: 0.2435 (0.3451) loss_giou_3: 0.5055 (0.6444) loss_class_4: 1.0016 (1.1529) loss_bbox_4: 0.2394 (0.3455) loss_giou_4: 0.4971 (0.6446) loss_class_enc: 1.1022 (1.1902) loss_bbox_enc: 0.2851 (0.4248) loss_giou_enc: 0.6092 (0.7660) loss_class_dn: 0.5102 (0.5588) loss_bbox_dn: 0.4301 (0.6178) loss_giou_dn: 0.6620 (0.8328) loss_class_dn_0: 0.5049 (0.5189) loss_bbox_dn_0: 0.5418 (0.7136) loss_giou_dn_0: 0.8220 (0.9762) loss_class_dn_1: 0.5011 (0.5348) loss_bbox_dn_1: 0.4546 (0.6405) loss_giou_dn_1: 0.6923 (0.8745) loss_class_dn_2: 0.5046 (0.5509) loss_bbox_dn_2: 0.4310 (0.6215) loss_giou_dn_2: 0.6660 (0.8393) loss_class_dn_3: 0.5068 (0.5578) loss_bbox_dn_3: 0.4313 (0.6180) loss_giou_dn_3: 0.6632 (0.8325) loss_class_dn_4: 0.5095 (0.5599) loss_bbox_dn_4: 0.4300 (0.6175) loss_giou_dn_4: 0.6621 (0.8319) loss_class_hybrid: 0.9572 (0.9804) loss_bbox_hybrid: 0.2532 (0.3929) loss_giou_hybrid: 0.5500 (0.7131) loss_class_0_hybrid: 0.9747 (0.9938) loss_bbox_0_hybrid: 0.2800 (0.4322) loss_giou_0_hybrid: 0.5909 (0.7707) loss_class_1_hybrid: 0.9725 (0.9908) loss_bbox_1_hybrid: 0.2629 (0.4087) loss_giou_1_hybrid: 0.5588 (0.7364) loss_class_2_hybrid: 0.9652 (0.9889) loss_bbox_2_hybrid: 0.2578 (0.3976) loss_giou_2_hybrid: 0.5547 (0.7195) loss_class_3_hybrid: 0.9603 (0.9834) loss_bbox_3_hybrid: 0.2584 (0.3949) loss_giou_3_hybrid: 0.5544 (0.7153) loss_class_4_hybrid: 0.9487 (0.9794) loss_bbox_4_hybrid: 0.2541 (0.3940) loss_giou_4_hybrid: 0.5508 (0.7142) loss_class_enc_hybrid: 0.8625 (0.8950) loss_bbox_enc_hybrid: 0.3665 (0.5189) loss_giou_enc_hybrid: 0.7163 (0.8895) mem: 1026 max mem: 36964 [2024-01-14 14:32:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:33:34 det.util.engine] INFO: Epoch: [0] [8050/11727] eta: 1:01:50 lr: 0.000100 data_time: 0.0032 iter_time: 1.0291 loss: 36.6065 (42.8475) loss_class: 0.9669 (1.1684) loss_bbox: 0.2559 (0.3438) loss_giou: 0.5476 (0.6421) loss_class_0: 1.1845 (1.2711) loss_bbox_0: 0.2568 (0.3723) loss_giou_0: 0.5628 (0.6852) loss_class_1: 1.1458 (1.2270) loss_bbox_1: 0.2448 (0.3523) loss_giou_1: 0.5558 (0.6561) loss_class_2: 1.0544 (1.1878) loss_bbox_2: 0.2458 (0.3453) loss_giou_2: 0.5490 (0.6458) loss_class_3: 1.0093 (1.1620) loss_bbox_3: 0.2645 (0.3444) loss_giou_3: 0.5476 (0.6438) loss_class_4: 0.9619 (1.1519) loss_bbox_4: 0.2572 (0.3448) loss_giou_4: 0.5438 (0.6439) loss_class_enc: 1.1121 (1.1898) loss_bbox_enc: 0.3050 (0.4239) loss_giou_enc: 0.6105 (0.7652) loss_class_dn: 0.5227 (0.5586) loss_bbox_dn: 0.4556 (0.6168) loss_giou_dn: 0.6918 (0.8319) loss_class_dn_0: 0.5125 (0.5189) loss_bbox_dn_0: 0.5659 (0.7125) loss_giou_dn_0: 0.8372 (0.9753) loss_class_dn_1: 0.4956 (0.5346) loss_bbox_dn_1: 0.4804 (0.6395) loss_giou_dn_1: 0.7271 (0.8736) loss_class_dn_2: 0.5021 (0.5506) loss_bbox_dn_2: 0.4605 (0.6204) loss_giou_dn_2: 0.6926 (0.8385) loss_class_dn_3: 0.5089 (0.5576) loss_bbox_dn_3: 0.4588 (0.6169) loss_giou_dn_3: 0.6928 (0.8317) loss_class_dn_4: 0.5152 (0.5597) loss_bbox_dn_4: 0.4554 (0.6165) loss_giou_dn_4: 0.6916 (0.8310) loss_class_hybrid: 0.9115 (0.9802) loss_bbox_hybrid: 0.2893 (0.3921) loss_giou_hybrid: 0.5830 (0.7123) loss_class_0_hybrid: 0.9296 (0.9935) loss_bbox_0_hybrid: 0.3002 (0.4313) loss_giou_0_hybrid: 0.6302 (0.7699) loss_class_1_hybrid: 0.9579 (0.9905) loss_bbox_1_hybrid: 0.2876 (0.4078) loss_giou_1_hybrid: 0.5966 (0.7356) loss_class_2_hybrid: 0.9317 (0.9886) loss_bbox_2_hybrid: 0.2870 (0.3967) loss_giou_2_hybrid: 0.5851 (0.7188) loss_class_3_hybrid: 0.9364 (0.9832) loss_bbox_3_hybrid: 0.2932 (0.3941) loss_giou_3_hybrid: 0.5879 (0.7145) loss_class_4_hybrid: 0.9093 (0.9792) loss_bbox_4_hybrid: 0.2922 (0.3932) loss_giou_4_hybrid: 0.5803 (0.7134) loss_class_enc_hybrid: 0.8442 (0.8948) loss_bbox_enc_hybrid: 0.3657 (0.5179) loss_giou_enc_hybrid: 0.7364 (0.8886) mem: 1012 max mem: 36964 [2024-01-14 14:33:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:34:25 det.util.engine] INFO: Epoch: [0] [8100/11727] eta: 1:01:00 lr: 0.000100 data_time: 0.0029 iter_time: 1.0337 loss: 35.6177 (42.8068) loss_class: 0.9407 (1.1672) loss_bbox: 0.2530 (0.3432) loss_giou: 0.5057 (0.6413) loss_class_0: 1.1773 (1.2709) loss_bbox_0: 0.2609 (0.3716) loss_giou_0: 0.5143 (0.6842) loss_class_1: 1.0736 (1.2265) loss_bbox_1: 0.2513 (0.3516) loss_giou_1: 0.5209 (0.6552) loss_class_2: 0.9912 (1.1871) loss_bbox_2: 0.2463 (0.3446) loss_giou_2: 0.4958 (0.6450) loss_class_3: 0.9731 (1.1611) loss_bbox_3: 0.2520 (0.3438) loss_giou_3: 0.5067 (0.6430) loss_class_4: 0.9530 (1.1508) loss_bbox_4: 0.2573 (0.3442) loss_giou_4: 0.5069 (0.6431) loss_class_enc: 1.1331 (1.1896) loss_bbox_enc: 0.2930 (0.4232) loss_giou_enc: 0.6363 (0.7643) loss_class_dn: 0.5108 (0.5584) loss_bbox_dn: 0.4393 (0.6159) loss_giou_dn: 0.6699 (0.8309) loss_class_dn_0: 0.5191 (0.5189) loss_bbox_dn_0: 0.5339 (0.7117) loss_giou_dn_0: 0.8453 (0.9744) loss_class_dn_1: 0.5033 (0.5345) loss_bbox_dn_1: 0.4606 (0.6386) loss_giou_dn_1: 0.7160 (0.8726) loss_class_dn_2: 0.4950 (0.5504) loss_bbox_dn_2: 0.4413 (0.6195) loss_giou_dn_2: 0.6824 (0.8375) loss_class_dn_3: 0.5024 (0.5573) loss_bbox_dn_3: 0.4413 (0.6160) loss_giou_dn_3: 0.6726 (0.8306) loss_class_dn_4: 0.5115 (0.5595) loss_bbox_dn_4: 0.4392 (0.6156) loss_giou_dn_4: 0.6690 (0.8300) loss_class_hybrid: 0.9087 (0.9799) loss_bbox_hybrid: 0.2769 (0.3913) loss_giou_hybrid: 0.5581 (0.7114) loss_class_0_hybrid: 0.9408 (0.9934) loss_bbox_0_hybrid: 0.3012 (0.4305) loss_giou_0_hybrid: 0.5968 (0.7689) loss_class_1_hybrid: 0.9287 (0.9904) loss_bbox_1_hybrid: 0.2877 (0.4071) loss_giou_1_hybrid: 0.5833 (0.7346) loss_class_2_hybrid: 0.9068 (0.9885) loss_bbox_2_hybrid: 0.2825 (0.3960) loss_giou_2_hybrid: 0.5573 (0.7178) loss_class_3_hybrid: 0.9050 (0.9829) loss_bbox_3_hybrid: 0.2835 (0.3934) loss_giou_3_hybrid: 0.5612 (0.7136) loss_class_4_hybrid: 0.9090 (0.9789) loss_bbox_4_hybrid: 0.2796 (0.3925) loss_giou_4_hybrid: 0.5582 (0.7125) loss_class_enc_hybrid: 0.8741 (0.8948) loss_bbox_enc_hybrid: 0.3696 (0.5170) loss_giou_enc_hybrid: 0.7008 (0.8876) mem: 1033 max mem: 36964 [2024-01-14 14:34:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:35:18 det.util.engine] INFO: Epoch: [0] [8150/11727] eta: 1:00:10 lr: 0.000100 data_time: 0.0034 iter_time: 1.0431 loss: 36.4402 (42.7691) loss_class: 0.9787 (1.1662) loss_bbox: 0.2559 (0.3427) loss_giou: 0.5075 (0.6406) loss_class_0: 1.2261 (1.2707) loss_bbox_0: 0.2501 (0.3709) loss_giou_0: 0.5102 (0.6834) loss_class_1: 1.1320 (1.2261) loss_bbox_1: 0.2469 (0.3510) loss_giou_1: 0.5027 (0.6544) loss_class_2: 1.0820 (1.1864) loss_bbox_2: 0.2433 (0.3441) loss_giou_2: 0.4977 (0.6442) loss_class_3: 1.0233 (1.1603) loss_bbox_3: 0.2530 (0.3433) loss_giou_3: 0.5062 (0.6423) loss_class_4: 0.9894 (1.1499) loss_bbox_4: 0.2637 (0.3437) loss_giou_4: 0.5065 (0.6424) loss_class_enc: 1.1603 (1.1894) loss_bbox_enc: 0.3063 (0.4225) loss_giou_enc: 0.6073 (0.7634) loss_class_dn: 0.5252 (0.5582) loss_bbox_dn: 0.4864 (0.6150) loss_giou_dn: 0.6989 (0.8299) loss_class_dn_0: 0.5256 (0.5189) loss_bbox_dn_0: 0.5797 (0.7109) loss_giou_dn_0: 0.8499 (0.9735) loss_class_dn_1: 0.5121 (0.5344) loss_bbox_dn_1: 0.5040 (0.6377) loss_giou_dn_1: 0.7332 (0.8716) loss_class_dn_2: 0.5112 (0.5502) loss_bbox_dn_2: 0.4876 (0.6186) loss_giou_dn_2: 0.7031 (0.8365) loss_class_dn_3: 0.5135 (0.5571) loss_bbox_dn_3: 0.4871 (0.6151) loss_giou_dn_3: 0.6986 (0.8297) loss_class_dn_4: 0.5219 (0.5593) loss_bbox_dn_4: 0.4865 (0.6147) loss_giou_dn_4: 0.6988 (0.8290) loss_class_hybrid: 0.9525 (0.9797) loss_bbox_hybrid: 0.2905 (0.3907) loss_giou_hybrid: 0.5419 (0.7106) loss_class_0_hybrid: 0.9961 (0.9934) loss_bbox_0_hybrid: 0.3106 (0.4297) loss_giou_0_hybrid: 0.5841 (0.7680) loss_class_1_hybrid: 0.9615 (0.9903) loss_bbox_1_hybrid: 0.2964 (0.4064) loss_giou_1_hybrid: 0.5511 (0.7338) loss_class_2_hybrid: 0.9454 (0.9882) loss_bbox_2_hybrid: 0.2959 (0.3953) loss_giou_2_hybrid: 0.5478 (0.7170) loss_class_3_hybrid: 0.9452 (0.9827) loss_bbox_3_hybrid: 0.2929 (0.3927) loss_giou_3_hybrid: 0.5426 (0.7128) loss_class_4_hybrid: 0.9470 (0.9787) loss_bbox_4_hybrid: 0.2914 (0.3918) loss_giou_4_hybrid: 0.5437 (0.7117) loss_class_enc_hybrid: 0.8941 (0.8947) loss_bbox_enc_hybrid: 0.3774 (0.5161) loss_giou_enc_hybrid: 0.6934 (0.8866) mem: 1025 max mem: 36964 [2024-01-14 14:35:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:36:09 det.util.engine] INFO: Epoch: [0] [8200/11727] eta: 0:59:20 lr: 0.000100 data_time: 0.0028 iter_time: 0.9971 loss: 35.9406 (42.7302) loss_class: 0.9824 (1.1651) loss_bbox: 0.2483 (0.3422) loss_giou: 0.5013 (0.6399) loss_class_0: 1.2533 (1.2707) loss_bbox_0: 0.2222 (0.3702) loss_giou_0: 0.5207 (0.6825) loss_class_1: 1.1563 (1.2256) loss_bbox_1: 0.2380 (0.3504) loss_giou_1: 0.5193 (0.6536) loss_class_2: 1.0456 (1.1857) loss_bbox_2: 0.2369 (0.3435) loss_giou_2: 0.5126 (0.6435) loss_class_3: 0.9881 (1.1593) loss_bbox_3: 0.2387 (0.3427) loss_giou_3: 0.5143 (0.6415) loss_class_4: 0.9627 (1.1489) loss_bbox_4: 0.2501 (0.3432) loss_giou_4: 0.5050 (0.6417) loss_class_enc: 1.1213 (1.1891) loss_bbox_enc: 0.2729 (0.4217) loss_giou_enc: 0.6023 (0.7625) loss_class_dn: 0.5285 (0.5581) loss_bbox_dn: 0.4256 (0.6141) loss_giou_dn: 0.6810 (0.8289) loss_class_dn_0: 0.5169 (0.5189) loss_bbox_dn_0: 0.5346 (0.7100) loss_giou_dn_0: 0.8406 (0.9727) loss_class_dn_1: 0.5188 (0.5342) loss_bbox_dn_1: 0.4449 (0.6368) loss_giou_dn_1: 0.7311 (0.8706) loss_class_dn_2: 0.5139 (0.5500) loss_bbox_dn_2: 0.4373 (0.6177) loss_giou_dn_2: 0.6939 (0.8355) loss_class_dn_3: 0.5238 (0.5569) loss_bbox_dn_3: 0.4256 (0.6142) loss_giou_dn_3: 0.6844 (0.8287) loss_class_dn_4: 0.5258 (0.5591) loss_bbox_dn_4: 0.4257 (0.6138) loss_giou_dn_4: 0.6808 (0.8280) loss_class_hybrid: 0.9691 (0.9795) loss_bbox_hybrid: 0.2525 (0.3900) loss_giou_hybrid: 0.5499 (0.7098) loss_class_0_hybrid: 0.9709 (0.9934) loss_bbox_0_hybrid: 0.2640 (0.4289) loss_giou_0_hybrid: 0.5985 (0.7670) loss_class_1_hybrid: 0.9631 (0.9901) loss_bbox_1_hybrid: 0.2596 (0.4056) loss_giou_1_hybrid: 0.5721 (0.7328) loss_class_2_hybrid: 0.9659 (0.9881) loss_bbox_2_hybrid: 0.2523 (0.3946) loss_giou_2_hybrid: 0.5444 (0.7161) loss_class_3_hybrid: 0.9581 (0.9825) loss_bbox_3_hybrid: 0.2560 (0.3920) loss_giou_3_hybrid: 0.5516 (0.7119) loss_class_4_hybrid: 0.9443 (0.9785) loss_bbox_4_hybrid: 0.2535 (0.3911) loss_giou_4_hybrid: 0.5512 (0.7108) loss_class_enc_hybrid: 0.8883 (0.8947) loss_bbox_enc_hybrid: 0.3426 (0.5153) loss_giou_enc_hybrid: 0.7185 (0.8856) mem: 1030 max mem: 36964 [2024-01-14 14:36:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:37:01 det.util.engine] INFO: Epoch: [0] [8250/11727] eta: 0:58:30 lr: 0.000100 data_time: 0.0029 iter_time: 1.0157 loss: 35.7119 (42.6934) loss_class: 0.9357 (1.1639) loss_bbox: 0.2342 (0.3416) loss_giou: 0.5910 (0.6393) loss_class_0: 1.1232 (1.2705) loss_bbox_0: 0.2328 (0.3695) loss_giou_0: 0.6010 (0.6817) loss_class_1: 1.0577 (1.2251) loss_bbox_1: 0.2314 (0.3497) loss_giou_1: 0.5877 (0.6529) loss_class_2: 1.0050 (1.1849) loss_bbox_2: 0.2350 (0.3429) loss_giou_2: 0.5871 (0.6429) loss_class_3: 0.9645 (1.1583) loss_bbox_3: 0.2345 (0.3422) loss_giou_3: 0.5951 (0.6410) loss_class_4: 0.9216 (1.1478) loss_bbox_4: 0.2354 (0.3426) loss_giou_4: 0.5864 (0.6412) loss_class_enc: 1.0750 (1.1890) loss_bbox_enc: 0.2675 (0.4210) loss_giou_enc: 0.6718 (0.7617) loss_class_dn: 0.5350 (0.5580) loss_bbox_dn: 0.3931 (0.6132) loss_giou_dn: 0.6927 (0.8280) loss_class_dn_0: 0.5186 (0.5190) loss_bbox_dn_0: 0.4871 (0.7092) loss_giou_dn_0: 0.8458 (0.9718) loss_class_dn_1: 0.5150 (0.5342) loss_bbox_dn_1: 0.4073 (0.6359) loss_giou_dn_1: 0.7471 (0.8697) loss_class_dn_2: 0.5213 (0.5498) loss_bbox_dn_2: 0.3950 (0.6169) loss_giou_dn_2: 0.7081 (0.8346) loss_class_dn_3: 0.5243 (0.5568) loss_bbox_dn_3: 0.3937 (0.6133) loss_giou_dn_3: 0.6968 (0.8278) loss_class_dn_4: 0.5292 (0.5590) loss_bbox_dn_4: 0.3932 (0.6129) loss_giou_dn_4: 0.6925 (0.8272) loss_class_hybrid: 0.8432 (0.9793) loss_bbox_hybrid: 0.2642 (0.3893) loss_giou_hybrid: 0.6595 (0.7091) loss_class_0_hybrid: 0.8967 (0.9934) loss_bbox_0_hybrid: 0.2828 (0.4281) loss_giou_0_hybrid: 0.6984 (0.7662) loss_class_1_hybrid: 0.8817 (0.9899) loss_bbox_1_hybrid: 0.2716 (0.4049) loss_giou_1_hybrid: 0.6744 (0.7321) loss_class_2_hybrid: 0.8782 (0.9879) loss_bbox_2_hybrid: 0.2561 (0.3938) loss_giou_2_hybrid: 0.6689 (0.7154) loss_class_3_hybrid: 0.8337 (0.9822) loss_bbox_3_hybrid: 0.2588 (0.3913) loss_giou_3_hybrid: 0.6647 (0.7112) loss_class_4_hybrid: 0.8371 (0.9782) loss_bbox_4_hybrid: 0.2661 (0.3904) loss_giou_4_hybrid: 0.6596 (0.7101) loss_class_enc_hybrid: 0.7804 (0.8946) loss_bbox_enc_hybrid: 0.3505 (0.5144) loss_giou_enc_hybrid: 0.8065 (0.8848) mem: 1033 max mem: 36964 [2024-01-14 14:37:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:37:53 det.util.engine] INFO: Epoch: [0] [8300/11727] eta: 0:57:40 lr: 0.000100 data_time: 0.0031 iter_time: 1.0582 loss: 35.8777 (42.6545) loss_class: 0.9187 (1.1627) loss_bbox: 0.2282 (0.3410) loss_giou: 0.5473 (0.6387) loss_class_0: 1.1753 (1.2703) loss_bbox_0: 0.2360 (0.3688) loss_giou_0: 0.5434 (0.6808) loss_class_1: 1.0350 (1.2245) loss_bbox_1: 0.2305 (0.3491) loss_giou_1: 0.5286 (0.6522) loss_class_2: 1.0190 (1.1841) loss_bbox_2: 0.2270 (0.3423) loss_giou_2: 0.5212 (0.6422) loss_class_3: 0.9448 (1.1573) loss_bbox_3: 0.2242 (0.3416) loss_giou_3: 0.5340 (0.6403) loss_class_4: 0.9108 (1.1467) loss_bbox_4: 0.2278 (0.3421) loss_giou_4: 0.5475 (0.6405) loss_class_enc: 1.0729 (1.1887) loss_bbox_enc: 0.2922 (0.4202) loss_giou_enc: 0.6222 (0.7609) loss_class_dn: 0.5181 (0.5578) loss_bbox_dn: 0.4307 (0.6123) loss_giou_dn: 0.7041 (0.8271) loss_class_dn_0: 0.5229 (0.5190) loss_bbox_dn_0: 0.5253 (0.7084) loss_giou_dn_0: 0.8503 (0.9710) loss_class_dn_1: 0.5052 (0.5340) loss_bbox_dn_1: 0.4617 (0.6351) loss_giou_dn_1: 0.7487 (0.8688) loss_class_dn_2: 0.5058 (0.5496) loss_bbox_dn_2: 0.4313 (0.6160) loss_giou_dn_2: 0.7191 (0.8337) loss_class_dn_3: 0.5102 (0.5566) loss_bbox_dn_3: 0.4303 (0.6125) loss_giou_dn_3: 0.7057 (0.8269) loss_class_dn_4: 0.5140 (0.5588) loss_bbox_dn_4: 0.4307 (0.6120) loss_giou_dn_4: 0.7036 (0.8262) loss_class_hybrid: 0.8814 (0.9790) loss_bbox_hybrid: 0.2674 (0.3886) loss_giou_hybrid: 0.5845 (0.7083) loss_class_0_hybrid: 0.9328 (0.9933) loss_bbox_0_hybrid: 0.2842 (0.4273) loss_giou_0_hybrid: 0.6343 (0.7652) loss_class_1_hybrid: 0.9110 (0.9898) loss_bbox_1_hybrid: 0.2705 (0.4041) loss_giou_1_hybrid: 0.5902 (0.7312) loss_class_2_hybrid: 0.9126 (0.9877) loss_bbox_2_hybrid: 0.2665 (0.3931) loss_giou_2_hybrid: 0.5768 (0.7146) loss_class_3_hybrid: 0.8819 (0.9819) loss_bbox_3_hybrid: 0.2670 (0.3906) loss_giou_3_hybrid: 0.5811 (0.7104) loss_class_4_hybrid: 0.8701 (0.9780) loss_bbox_4_hybrid: 0.2671 (0.3897) loss_giou_4_hybrid: 0.5808 (0.7093) loss_class_enc_hybrid: 0.8161 (0.8946) loss_bbox_enc_hybrid: 0.3607 (0.5135) loss_giou_enc_hybrid: 0.7435 (0.8838) mem: 1027 max mem: 36964 [2024-01-14 14:37:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:38:44 det.util.engine] INFO: Epoch: [0] [8350/11727] eta: 0:56:50 lr: 0.000100 data_time: 0.0031 iter_time: 1.0209 loss: 36.9670 (42.6197) loss_class: 1.0610 (1.1621) loss_bbox: 0.2527 (0.3405) loss_giou: 0.4610 (0.6377) loss_class_0: 1.2612 (1.2705) loss_bbox_0: 0.2605 (0.3681) loss_giou_0: 0.4776 (0.6797) loss_class_1: 1.2371 (1.2245) loss_bbox_1: 0.2378 (0.3485) loss_giou_1: 0.4627 (0.6512) loss_class_2: 1.1672 (1.1838) loss_bbox_2: 0.2511 (0.3418) loss_giou_2: 0.4552 (0.6412) loss_class_3: 1.1056 (1.1569) loss_bbox_3: 0.2485 (0.3411) loss_giou_3: 0.4557 (0.6393) loss_class_4: 1.0531 (1.1461) loss_bbox_4: 0.2505 (0.3415) loss_giou_4: 0.4723 (0.6395) loss_class_enc: 1.2011 (1.1890) loss_bbox_enc: 0.2797 (0.4195) loss_giou_enc: 0.5373 (0.7597) loss_class_dn: 0.5311 (0.5578) loss_bbox_dn: 0.5029 (0.6117) loss_giou_dn: 0.6227 (0.8260) loss_class_dn_0: 0.5266 (0.5191) loss_bbox_dn_0: 0.5781 (0.7079) loss_giou_dn_0: 0.8004 (0.9700) loss_class_dn_1: 0.5146 (0.5340) loss_bbox_dn_1: 0.5254 (0.6345) loss_giou_dn_1: 0.6704 (0.8677) loss_class_dn_2: 0.5176 (0.5495) loss_bbox_dn_2: 0.5076 (0.6154) loss_giou_dn_2: 0.6301 (0.8326) loss_class_dn_3: 0.5261 (0.5564) loss_bbox_dn_3: 0.5037 (0.6119) loss_giou_dn_3: 0.6249 (0.8258) loss_class_dn_4: 0.5299 (0.5587) loss_bbox_dn_4: 0.5028 (0.6114) loss_giou_dn_4: 0.6224 (0.8251) loss_class_hybrid: 0.9873 (0.9792) loss_bbox_hybrid: 0.2708 (0.3879) loss_giou_hybrid: 0.4951 (0.7071) loss_class_0_hybrid: 1.0264 (0.9936) loss_bbox_0_hybrid: 0.2957 (0.4265) loss_giou_0_hybrid: 0.5333 (0.7640) loss_class_1_hybrid: 1.0078 (0.9900) loss_bbox_1_hybrid: 0.2836 (0.4033) loss_giou_1_hybrid: 0.5057 (0.7301) loss_class_2_hybrid: 0.9893 (0.9879) loss_bbox_2_hybrid: 0.2707 (0.3924) loss_giou_2_hybrid: 0.4954 (0.7134) loss_class_3_hybrid: 0.9949 (0.9821) loss_bbox_3_hybrid: 0.2688 (0.3898) loss_giou_3_hybrid: 0.4958 (0.7093) loss_class_4_hybrid: 0.9876 (0.9782) loss_bbox_4_hybrid: 0.2692 (0.3890) loss_giou_4_hybrid: 0.4941 (0.7082) loss_class_enc_hybrid: 0.9264 (0.8949) loss_bbox_enc_hybrid: 0.3626 (0.5127) loss_giou_enc_hybrid: 0.6509 (0.8826) mem: 1030 max mem: 36964 [2024-01-14 14:38:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:39:36 det.util.engine] INFO: Epoch: [0] [8400/11727] eta: 0:56:00 lr: 0.000100 data_time: 0.0031 iter_time: 1.0431 loss: 35.5737 (42.5788) loss_class: 1.0073 (1.1611) loss_bbox: 0.2383 (0.3399) loss_giou: 0.4876 (0.6370) loss_class_0: 1.2156 (1.2704) loss_bbox_0: 0.2453 (0.3673) loss_giou_0: 0.5172 (0.6788) loss_class_1: 1.1198 (1.2239) loss_bbox_1: 0.2375 (0.3478) loss_giou_1: 0.4933 (0.6503) loss_class_2: 1.0346 (1.1831) loss_bbox_2: 0.2421 (0.3411) loss_giou_2: 0.4941 (0.6404) loss_class_3: 0.9872 (1.1560) loss_bbox_3: 0.2369 (0.3404) loss_giou_3: 0.4883 (0.6385) loss_class_4: 0.9760 (1.1452) loss_bbox_4: 0.2420 (0.3409) loss_giou_4: 0.4874 (0.6388) loss_class_enc: 1.1452 (1.1888) loss_bbox_enc: 0.2869 (0.4187) loss_giou_enc: 0.5692 (0.7587) loss_class_dn: 0.5248 (0.5576) loss_bbox_dn: 0.4452 (0.6108) loss_giou_dn: 0.6429 (0.8250) loss_class_dn_0: 0.5200 (0.5191) loss_bbox_dn_0: 0.5471 (0.7070) loss_giou_dn_0: 0.8073 (0.9691) loss_class_dn_1: 0.5186 (0.5339) loss_bbox_dn_1: 0.4552 (0.6336) loss_giou_dn_1: 0.6964 (0.8667) loss_class_dn_2: 0.5156 (0.5493) loss_bbox_dn_2: 0.4420 (0.6145) loss_giou_dn_2: 0.6552 (0.8316) loss_class_dn_3: 0.5164 (0.5562) loss_bbox_dn_3: 0.4446 (0.6110) loss_giou_dn_3: 0.6447 (0.8248) loss_class_dn_4: 0.5225 (0.5585) loss_bbox_dn_4: 0.4452 (0.6105) loss_giou_dn_4: 0.6423 (0.8241) loss_class_hybrid: 0.9310 (0.9789) loss_bbox_hybrid: 0.2677 (0.3871) loss_giou_hybrid: 0.5187 (0.7062) loss_class_0_hybrid: 0.9805 (0.9935) loss_bbox_0_hybrid: 0.2894 (0.4256) loss_giou_0_hybrid: 0.5567 (0.7630) loss_class_1_hybrid: 0.9566 (0.9899) loss_bbox_1_hybrid: 0.2731 (0.4025) loss_giou_1_hybrid: 0.5227 (0.7291) loss_class_2_hybrid: 0.9567 (0.9877) loss_bbox_2_hybrid: 0.2692 (0.3916) loss_giou_2_hybrid: 0.5210 (0.7125) loss_class_3_hybrid: 0.9320 (0.9819) loss_bbox_3_hybrid: 0.2693 (0.3891) loss_giou_3_hybrid: 0.5233 (0.7084) loss_class_4_hybrid: 0.9178 (0.9779) loss_bbox_4_hybrid: 0.2670 (0.3882) loss_giou_4_hybrid: 0.5200 (0.7073) loss_class_enc_hybrid: 0.8601 (0.8949) loss_bbox_enc_hybrid: 0.3486 (0.5117) loss_giou_enc_hybrid: 0.6706 (0.8815) mem: 1020 max mem: 36964 [2024-01-14 14:39:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:40:27 det.util.engine] INFO: Epoch: [0] [8450/11727] eta: 0:55:10 lr: 0.000100 data_time: 0.0031 iter_time: 1.0227 loss: 37.3668 (42.5454) loss_class: 1.0236 (1.1603) loss_bbox: 0.2566 (0.3394) loss_giou: 0.4635 (0.6362) loss_class_0: 1.2777 (1.2704) loss_bbox_0: 0.2832 (0.3667) loss_giou_0: 0.4967 (0.6778) loss_class_1: 1.1800 (1.2236) loss_bbox_1: 0.2603 (0.3473) loss_giou_1: 0.4802 (0.6494) loss_class_2: 1.0876 (1.1825) loss_bbox_2: 0.2586 (0.3406) loss_giou_2: 0.4748 (0.6396) loss_class_3: 1.0152 (1.1554) loss_bbox_3: 0.2578 (0.3399) loss_giou_3: 0.4705 (0.6377) loss_class_4: 1.0224 (1.1444) loss_bbox_4: 0.2558 (0.3404) loss_giou_4: 0.4619 (0.6379) loss_class_enc: 1.1928 (1.1888) loss_bbox_enc: 0.3379 (0.4181) loss_giou_enc: 0.5799 (0.7578) loss_class_dn: 0.5238 (0.5576) loss_bbox_dn: 0.4893 (0.6101) loss_giou_dn: 0.6366 (0.8240) loss_class_dn_0: 0.5279 (0.5192) loss_bbox_dn_0: 0.5901 (0.7064) loss_giou_dn_0: 0.7965 (0.9682) loss_class_dn_1: 0.5143 (0.5338) loss_bbox_dn_1: 0.5108 (0.6329) loss_giou_dn_1: 0.6847 (0.8657) loss_class_dn_2: 0.5181 (0.5492) loss_bbox_dn_2: 0.4935 (0.6138) loss_giou_dn_2: 0.6490 (0.8306) loss_class_dn_3: 0.5173 (0.5561) loss_bbox_dn_3: 0.4894 (0.6103) loss_giou_dn_3: 0.6395 (0.8238) loss_class_dn_4: 0.5264 (0.5584) loss_bbox_dn_4: 0.4895 (0.6098) loss_giou_dn_4: 0.6361 (0.8231) loss_class_hybrid: 0.9892 (0.9790) loss_bbox_hybrid: 0.2671 (0.3865) loss_giou_hybrid: 0.5087 (0.7053) loss_class_0_hybrid: 1.0708 (0.9938) loss_bbox_0_hybrid: 0.3276 (0.4249) loss_giou_0_hybrid: 0.5561 (0.7620) loss_class_1_hybrid: 1.0396 (0.9900) loss_bbox_1_hybrid: 0.2981 (0.4019) loss_giou_1_hybrid: 0.5183 (0.7282) loss_class_2_hybrid: 1.0049 (0.9877) loss_bbox_2_hybrid: 0.2869 (0.3909) loss_giou_2_hybrid: 0.5107 (0.7116) loss_class_3_hybrid: 0.9746 (0.9819) loss_bbox_3_hybrid: 0.2764 (0.3884) loss_giou_3_hybrid: 0.5141 (0.7075) loss_class_4_hybrid: 0.9680 (0.9779) loss_bbox_4_hybrid: 0.2750 (0.3876) loss_giou_4_hybrid: 0.5088 (0.7064) loss_class_enc_hybrid: 0.9357 (0.8951) loss_bbox_enc_hybrid: 0.4228 (0.5110) loss_giou_enc_hybrid: 0.6765 (0.8805) mem: 1015 max mem: 36964 [2024-01-14 14:40:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:41:19 det.util.engine] INFO: Epoch: [0] [8500/11727] eta: 0:54:20 lr: 0.000100 data_time: 0.0029 iter_time: 1.0410 loss: 36.0164 (42.5083) loss_class: 0.9767 (1.1593) loss_bbox: 0.2322 (0.3388) loss_giou: 0.4829 (0.6355) loss_class_0: 1.1824 (1.2702) loss_bbox_0: 0.2535 (0.3661) loss_giou_0: 0.5064 (0.6770) loss_class_1: 1.1469 (1.2232) loss_bbox_1: 0.2343 (0.3467) loss_giou_1: 0.4814 (0.6487) loss_class_2: 1.0654 (1.1819) loss_bbox_2: 0.2254 (0.3400) loss_giou_2: 0.4762 (0.6389) loss_class_3: 1.0222 (1.1546) loss_bbox_3: 0.2282 (0.3393) loss_giou_3: 0.4847 (0.6371) loss_class_4: 0.9706 (1.1435) loss_bbox_4: 0.2355 (0.3398) loss_giou_4: 0.4810 (0.6373) loss_class_enc: 1.1703 (1.1885) loss_bbox_enc: 0.2938 (0.4174) loss_giou_enc: 0.5897 (0.7570) loss_class_dn: 0.5381 (0.5574) loss_bbox_dn: 0.4366 (0.6092) loss_giou_dn: 0.6484 (0.8231) loss_class_dn_0: 0.5228 (0.5192) loss_bbox_dn_0: 0.5431 (0.7056) loss_giou_dn_0: 0.8141 (0.9674) loss_class_dn_1: 0.5070 (0.5337) loss_bbox_dn_1: 0.4655 (0.6321) loss_giou_dn_1: 0.6889 (0.8648) loss_class_dn_2: 0.5208 (0.5490) loss_bbox_dn_2: 0.4427 (0.6130) loss_giou_dn_2: 0.6566 (0.8297) loss_class_dn_3: 0.5272 (0.5560) loss_bbox_dn_3: 0.4401 (0.6094) loss_giou_dn_3: 0.6494 (0.8229) loss_class_dn_4: 0.5355 (0.5583) loss_bbox_dn_4: 0.4363 (0.6090) loss_giou_dn_4: 0.6482 (0.8222) loss_class_hybrid: 0.9389 (0.9788) loss_bbox_hybrid: 0.2571 (0.3858) loss_giou_hybrid: 0.5056 (0.7046) loss_class_0_hybrid: 1.0001 (0.9937) loss_bbox_0_hybrid: 0.2900 (0.4241) loss_giou_0_hybrid: 0.5602 (0.7612) loss_class_1_hybrid: 0.9457 (0.9898) loss_bbox_1_hybrid: 0.2582 (0.4011) loss_giou_1_hybrid: 0.5220 (0.7273) loss_class_2_hybrid: 0.9686 (0.9875) loss_bbox_2_hybrid: 0.2543 (0.3902) loss_giou_2_hybrid: 0.5146 (0.7108) loss_class_3_hybrid: 0.9499 (0.9817) loss_bbox_3_hybrid: 0.2566 (0.3877) loss_giou_3_hybrid: 0.5080 (0.7067) loss_class_4_hybrid: 0.9369 (0.9777) loss_bbox_4_hybrid: 0.2587 (0.3868) loss_giou_4_hybrid: 0.5066 (0.7056) loss_class_enc_hybrid: 0.8903 (0.8950) loss_bbox_enc_hybrid: 0.3762 (0.5101) loss_giou_enc_hybrid: 0.6635 (0.8796) mem: 1021 max mem: 36964 [2024-01-14 14:41:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:42:12 det.util.engine] INFO: Epoch: [0] [8550/11727] eta: 0:53:30 lr: 0.000100 data_time: 0.0030 iter_time: 1.0829 loss: 36.1903 (42.4716) loss_class: 0.9688 (1.1583) loss_bbox: 0.2330 (0.3382) loss_giou: 0.5135 (0.6348) loss_class_0: 1.1987 (1.2700) loss_bbox_0: 0.2416 (0.3654) loss_giou_0: 0.5284 (0.6762) loss_class_1: 1.1206 (1.2227) loss_bbox_1: 0.2297 (0.3460) loss_giou_1: 0.5171 (0.6480) loss_class_2: 1.0306 (1.1812) loss_bbox_2: 0.2295 (0.3393) loss_giou_2: 0.5113 (0.6381) loss_class_3: 0.9837 (1.1537) loss_bbox_3: 0.2303 (0.3387) loss_giou_3: 0.5138 (0.6364) loss_class_4: 0.9670 (1.1427) loss_bbox_4: 0.2234 (0.3392) loss_giou_4: 0.5100 (0.6366) loss_class_enc: 1.1537 (1.1883) loss_bbox_enc: 0.2841 (0.4166) loss_giou_enc: 0.5943 (0.7562) loss_class_dn: 0.5040 (0.5573) loss_bbox_dn: 0.4533 (0.6084) loss_giou_dn: 0.6642 (0.8222) loss_class_dn_0: 0.5022 (0.5192) loss_bbox_dn_0: 0.5556 (0.7049) loss_giou_dn_0: 0.8461 (0.9666) loss_class_dn_1: 0.4991 (0.5336) loss_bbox_dn_1: 0.4635 (0.6313) loss_giou_dn_1: 0.7253 (0.8639) loss_class_dn_2: 0.4927 (0.5488) loss_bbox_dn_2: 0.4496 (0.6122) loss_giou_dn_2: 0.6771 (0.8289) loss_class_dn_3: 0.4989 (0.5557) loss_bbox_dn_3: 0.4561 (0.6086) loss_giou_dn_3: 0.6699 (0.8221) loss_class_dn_4: 0.4987 (0.5581) loss_bbox_dn_4: 0.4531 (0.6082) loss_giou_dn_4: 0.6656 (0.8214) loss_class_hybrid: 0.8944 (0.9785) loss_bbox_hybrid: 0.2586 (0.3851) loss_giou_hybrid: 0.5857 (0.7038) loss_class_0_hybrid: 0.9448 (0.9935) loss_bbox_0_hybrid: 0.2904 (0.4234) loss_giou_0_hybrid: 0.6192 (0.7603) loss_class_1_hybrid: 0.9081 (0.9896) loss_bbox_1_hybrid: 0.2721 (0.4004) loss_giou_1_hybrid: 0.5898 (0.7266) loss_class_2_hybrid: 0.9053 (0.9873) loss_bbox_2_hybrid: 0.2556 (0.3895) loss_giou_2_hybrid: 0.5877 (0.7100) loss_class_3_hybrid: 0.8859 (0.9814) loss_bbox_3_hybrid: 0.2520 (0.3870) loss_giou_3_hybrid: 0.5836 (0.7059) loss_class_4_hybrid: 0.8862 (0.9775) loss_bbox_4_hybrid: 0.2533 (0.3862) loss_giou_4_hybrid: 0.5793 (0.7049) loss_class_enc_hybrid: 0.8532 (0.8949) loss_bbox_enc_hybrid: 0.3552 (0.5093) loss_giou_enc_hybrid: 0.7250 (0.8787) mem: 1013 max mem: 36964 [2024-01-14 14:42:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:43:04 det.util.engine] INFO: Epoch: [0] [8600/11727] eta: 0:52:40 lr: 0.000100 data_time: 0.0030 iter_time: 1.0187 loss: 36.3669 (42.4340) loss_class: 0.9996 (1.1573) loss_bbox: 0.2409 (0.3377) loss_giou: 0.5324 (0.6341) loss_class_0: 1.2553 (1.2698) loss_bbox_0: 0.2438 (0.3647) loss_giou_0: 0.5424 (0.6753) loss_class_1: 1.1959 (1.2222) loss_bbox_1: 0.2348 (0.3454) loss_giou_1: 0.5186 (0.6472) loss_class_2: 1.0819 (1.1805) loss_bbox_2: 0.2232 (0.3388) loss_giou_2: 0.5295 (0.6374) loss_class_3: 0.9975 (1.1529) loss_bbox_3: 0.2306 (0.3381) loss_giou_3: 0.5292 (0.6356) loss_class_4: 0.9972 (1.1418) loss_bbox_4: 0.2412 (0.3387) loss_giou_4: 0.5296 (0.6359) loss_class_enc: 1.1958 (1.1881) loss_bbox_enc: 0.2838 (0.4160) loss_giou_enc: 0.5892 (0.7553) loss_class_dn: 0.5274 (0.5571) loss_bbox_dn: 0.4574 (0.6076) loss_giou_dn: 0.6730 (0.8212) loss_class_dn_0: 0.5270 (0.5192) loss_bbox_dn_0: 0.5511 (0.7041) loss_giou_dn_0: 0.8145 (0.9657) loss_class_dn_1: 0.5169 (0.5335) loss_bbox_dn_1: 0.4727 (0.6304) loss_giou_dn_1: 0.7132 (0.8629) loss_class_dn_2: 0.5182 (0.5486) loss_bbox_dn_2: 0.4601 (0.6113) loss_giou_dn_2: 0.6836 (0.8279) loss_class_dn_3: 0.5167 (0.5555) loss_bbox_dn_3: 0.4571 (0.6078) loss_giou_dn_3: 0.6753 (0.8211) loss_class_dn_4: 0.5212 (0.5579) loss_bbox_dn_4: 0.4575 (0.6073) loss_giou_dn_4: 0.6730 (0.8204) loss_class_hybrid: 0.9469 (0.9784) loss_bbox_hybrid: 0.2495 (0.3844) loss_giou_hybrid: 0.5641 (0.7029) loss_class_0_hybrid: 0.9604 (0.9935) loss_bbox_0_hybrid: 0.2679 (0.4226) loss_giou_0_hybrid: 0.6122 (0.7594) loss_class_1_hybrid: 0.9791 (0.9896) loss_bbox_1_hybrid: 0.2587 (0.3997) loss_giou_1_hybrid: 0.5901 (0.7257) loss_class_2_hybrid: 0.9866 (0.9871) loss_bbox_2_hybrid: 0.2507 (0.3888) loss_giou_2_hybrid: 0.5696 (0.7091) loss_class_3_hybrid: 0.9194 (0.9812) loss_bbox_3_hybrid: 0.2513 (0.3864) loss_giou_3_hybrid: 0.5703 (0.7051) loss_class_4_hybrid: 0.9480 (0.9773) loss_bbox_4_hybrid: 0.2522 (0.3855) loss_giou_4_hybrid: 0.5667 (0.7040) loss_class_enc_hybrid: 0.9193 (0.8949) loss_bbox_enc_hybrid: 0.3367 (0.5085) loss_giou_enc_hybrid: 0.7056 (0.8777) mem: 1013 max mem: 36964 [2024-01-14 14:43:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:43:55 det.util.engine] INFO: Epoch: [0] [8650/11727] eta: 0:51:50 lr: 0.000100 data_time: 0.0034 iter_time: 1.0192 loss: 36.3573 (42.3963) loss_class: 0.9093 (1.1563) loss_bbox: 0.2245 (0.3371) loss_giou: 0.5162 (0.6335) loss_class_0: 1.2198 (1.2694) loss_bbox_0: 0.2468 (0.3640) loss_giou_0: 0.5141 (0.6746) loss_class_1: 1.0981 (1.2216) loss_bbox_1: 0.2334 (0.3448) loss_giou_1: 0.5239 (0.6465) loss_class_2: 0.9876 (1.1797) loss_bbox_2: 0.2230 (0.3382) loss_giou_2: 0.4973 (0.6368) loss_class_3: 0.9129 (1.1520) loss_bbox_3: 0.2293 (0.3376) loss_giou_3: 0.5179 (0.6350) loss_class_4: 0.9077 (1.1408) loss_bbox_4: 0.2278 (0.3381) loss_giou_4: 0.5116 (0.6353) loss_class_enc: 1.1686 (1.1878) loss_bbox_enc: 0.2617 (0.4152) loss_giou_enc: 0.6080 (0.7545) loss_class_dn: 0.5174 (0.5570) loss_bbox_dn: 0.4238 (0.6065) loss_giou_dn: 0.6653 (0.8203) loss_class_dn_0: 0.5154 (0.5192) loss_bbox_dn_0: 0.5098 (0.7031) loss_giou_dn_0: 0.8214 (0.9649) loss_class_dn_1: 0.5053 (0.5333) loss_bbox_dn_1: 0.4417 (0.6294) loss_giou_dn_1: 0.7112 (0.8621) loss_class_dn_2: 0.5046 (0.5484) loss_bbox_dn_2: 0.4279 (0.6103) loss_giou_dn_2: 0.6755 (0.8270) loss_class_dn_3: 0.5054 (0.5553) loss_bbox_dn_3: 0.4289 (0.6068) loss_giou_dn_3: 0.6697 (0.8202) loss_class_dn_4: 0.5099 (0.5577) loss_bbox_dn_4: 0.4234 (0.6063) loss_giou_dn_4: 0.6654 (0.8195) loss_class_hybrid: 0.8768 (0.9781) loss_bbox_hybrid: 0.2518 (0.3837) loss_giou_hybrid: 0.5438 (0.7023) loss_class_0_hybrid: 0.9336 (0.9934) loss_bbox_0_hybrid: 0.2760 (0.4218) loss_giou_0_hybrid: 0.5863 (0.7586) loss_class_1_hybrid: 0.8992 (0.9894) loss_bbox_1_hybrid: 0.2615 (0.3990) loss_giou_1_hybrid: 0.5551 (0.7249) loss_class_2_hybrid: 0.9042 (0.9868) loss_bbox_2_hybrid: 0.2572 (0.3881) loss_giou_2_hybrid: 0.5560 (0.7084) loss_class_3_hybrid: 0.8891 (0.9809) loss_bbox_3_hybrid: 0.2545 (0.3856) loss_giou_3_hybrid: 0.5474 (0.7044) loss_class_4_hybrid: 0.8732 (0.9770) loss_bbox_4_hybrid: 0.2526 (0.3848) loss_giou_4_hybrid: 0.5451 (0.7033) loss_class_enc_hybrid: 0.8870 (0.8948) loss_bbox_enc_hybrid: 0.3502 (0.5076) loss_giou_enc_hybrid: 0.6903 (0.8769) mem: 1017 max mem: 36964 [2024-01-14 14:43:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:44:47 det.util.engine] INFO: Epoch: [0] [8700/11727] eta: 0:51:00 lr: 0.000100 data_time: 0.0031 iter_time: 1.0422 loss: 36.2481 (42.3584) loss_class: 0.9362 (1.1552) loss_bbox: 0.2494 (0.3366) loss_giou: 0.4901 (0.6328) loss_class_0: 1.1842 (1.2692) loss_bbox_0: 0.2525 (0.3634) loss_giou_0: 0.5534 (0.6737) loss_class_1: 1.0894 (1.2210) loss_bbox_1: 0.2479 (0.3442) loss_giou_1: 0.5112 (0.6457) loss_class_2: 1.0355 (1.1789) loss_bbox_2: 0.2563 (0.3376) loss_giou_2: 0.4946 (0.6360) loss_class_3: 0.9529 (1.1510) loss_bbox_3: 0.2527 (0.3370) loss_giou_3: 0.4941 (0.6343) loss_class_4: 0.9347 (1.1397) loss_bbox_4: 0.2523 (0.3376) loss_giou_4: 0.4921 (0.6345) loss_class_enc: 1.1412 (1.1876) loss_bbox_enc: 0.2924 (0.4145) loss_giou_enc: 0.6062 (0.7536) loss_class_dn: 0.5286 (0.5568) loss_bbox_dn: 0.4645 (0.6058) loss_giou_dn: 0.6372 (0.8194) loss_class_dn_0: 0.5189 (0.5193) loss_bbox_dn_0: 0.5760 (0.7024) loss_giou_dn_0: 0.8215 (0.9641) loss_class_dn_1: 0.5102 (0.5332) loss_bbox_dn_1: 0.4906 (0.6287) loss_giou_dn_1: 0.6913 (0.8611) loss_class_dn_2: 0.5087 (0.5482) loss_bbox_dn_2: 0.4710 (0.6095) loss_giou_dn_2: 0.6450 (0.8261) loss_class_dn_3: 0.5198 (0.5551) loss_bbox_dn_3: 0.4667 (0.6060) loss_giou_dn_3: 0.6365 (0.8193) loss_class_dn_4: 0.5306 (0.5576) loss_bbox_dn_4: 0.4650 (0.6055) loss_giou_dn_4: 0.6365 (0.8185) loss_class_hybrid: 0.9367 (0.9779) loss_bbox_hybrid: 0.2727 (0.3830) loss_giou_hybrid: 0.5515 (0.7014) loss_class_0_hybrid: 0.9435 (0.9933) loss_bbox_0_hybrid: 0.2902 (0.4211) loss_giou_0_hybrid: 0.6051 (0.7576) loss_class_1_hybrid: 0.9402 (0.9892) loss_bbox_1_hybrid: 0.2766 (0.3982) loss_giou_1_hybrid: 0.5689 (0.7240) loss_class_2_hybrid: 0.9505 (0.9867) loss_bbox_2_hybrid: 0.2693 (0.3874) loss_giou_2_hybrid: 0.5547 (0.7075) loss_class_3_hybrid: 0.9354 (0.9807) loss_bbox_3_hybrid: 0.2730 (0.3849) loss_giou_3_hybrid: 0.5555 (0.7035) loss_class_4_hybrid: 0.9291 (0.9768) loss_bbox_4_hybrid: 0.2711 (0.3841) loss_giou_4_hybrid: 0.5534 (0.7024) loss_class_enc_hybrid: 0.8804 (0.8948) loss_bbox_enc_hybrid: 0.3513 (0.5068) loss_giou_enc_hybrid: 0.6969 (0.8759) mem: 1013 max mem: 36964 [2024-01-14 14:44:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:45:37 det.util.engine] INFO: Epoch: [0] [8750/11727] eta: 0:50:09 lr: 0.000100 data_time: 0.0030 iter_time: 1.0207 loss: 36.0778 (42.3209) loss_class: 0.9544 (1.1542) loss_bbox: 0.2357 (0.3361) loss_giou: 0.5149 (0.6320) loss_class_0: 1.1919 (1.2691) loss_bbox_0: 0.2365 (0.3628) loss_giou_0: 0.5299 (0.6728) loss_class_1: 1.1008 (1.2204) loss_bbox_1: 0.2433 (0.3437) loss_giou_1: 0.5255 (0.6449) loss_class_2: 1.0471 (1.1782) loss_bbox_2: 0.2407 (0.3371) loss_giou_2: 0.5132 (0.6351) loss_class_3: 1.0142 (1.1502) loss_bbox_3: 0.2445 (0.3365) loss_giou_3: 0.5180 (0.6335) loss_class_4: 0.9651 (1.1388) loss_bbox_4: 0.2381 (0.3370) loss_giou_4: 0.5087 (0.6337) loss_class_enc: 1.1358 (1.1874) loss_bbox_enc: 0.2873 (0.4139) loss_giou_enc: 0.6284 (0.7527) loss_class_dn: 0.5243 (0.5566) loss_bbox_dn: 0.4366 (0.6050) loss_giou_dn: 0.6599 (0.8184) loss_class_dn_0: 0.5294 (0.5193) loss_bbox_dn_0: 0.5656 (0.7019) loss_giou_dn_0: 0.8341 (0.9632) loss_class_dn_1: 0.5272 (0.5332) loss_bbox_dn_1: 0.4751 (0.6280) loss_giou_dn_1: 0.7069 (0.8601) loss_class_dn_2: 0.5307 (0.5480) loss_bbox_dn_2: 0.4456 (0.6088) loss_giou_dn_2: 0.6683 (0.8251) loss_class_dn_3: 0.5305 (0.5549) loss_bbox_dn_3: 0.4408 (0.6053) loss_giou_dn_3: 0.6631 (0.8183) loss_class_dn_4: 0.5282 (0.5574) loss_bbox_dn_4: 0.4365 (0.6047) loss_giou_dn_4: 0.6597 (0.8175) loss_class_hybrid: 0.9194 (0.9778) loss_bbox_hybrid: 0.2682 (0.3823) loss_giou_hybrid: 0.5523 (0.7004) loss_class_0_hybrid: 0.9708 (0.9934) loss_bbox_0_hybrid: 0.2918 (0.4204) loss_giou_0_hybrid: 0.5800 (0.7566) loss_class_1_hybrid: 0.9396 (0.9892) loss_bbox_1_hybrid: 0.2672 (0.3975) loss_giou_1_hybrid: 0.5704 (0.7230) loss_class_2_hybrid: 0.9596 (0.9866) loss_bbox_2_hybrid: 0.2615 (0.3867) loss_giou_2_hybrid: 0.5605 (0.7066) loss_class_3_hybrid: 0.9428 (0.9805) loss_bbox_3_hybrid: 0.2669 (0.3843) loss_giou_3_hybrid: 0.5641 (0.7025) loss_class_4_hybrid: 0.9220 (0.9767) loss_bbox_4_hybrid: 0.2634 (0.3834) loss_giou_4_hybrid: 0.5572 (0.7015) loss_class_enc_hybrid: 0.8962 (0.8949) loss_bbox_enc_hybrid: 0.3683 (0.5061) loss_giou_enc_hybrid: 0.7162 (0.8748) mem: 1022 max mem: 36964 [2024-01-14 14:45:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:46:28 det.util.engine] INFO: Epoch: [0] [8800/11727] eta: 0:49:19 lr: 0.000100 data_time: 0.0031 iter_time: 1.0137 loss: 36.1975 (42.2849) loss_class: 0.9296 (1.1531) loss_bbox: 0.2710 (0.3357) loss_giou: 0.4976 (0.6312) loss_class_0: 1.2240 (1.2689) loss_bbox_0: 0.2677 (0.3623) loss_giou_0: 0.5016 (0.6718) loss_class_1: 1.0365 (1.2199) loss_bbox_1: 0.2796 (0.3432) loss_giou_1: 0.4685 (0.6440) loss_class_2: 0.9911 (1.1775) loss_bbox_2: 0.2636 (0.3366) loss_giou_2: 0.4925 (0.6343) loss_class_3: 0.9806 (1.1493) loss_bbox_3: 0.2691 (0.3361) loss_giou_3: 0.5007 (0.6326) loss_class_4: 0.9387 (1.1379) loss_bbox_4: 0.2683 (0.3366) loss_giou_4: 0.4958 (0.6329) loss_class_enc: 1.1493 (1.1873) loss_bbox_enc: 0.3002 (0.4134) loss_giou_enc: 0.5533 (0.7518) loss_class_dn: 0.5223 (0.5565) loss_bbox_dn: 0.4710 (0.6044) loss_giou_dn: 0.6347 (0.8173) loss_class_dn_0: 0.5234 (0.5193) loss_bbox_dn_0: 0.5794 (0.7014) loss_giou_dn_0: 0.8058 (0.9623) loss_class_dn_1: 0.5130 (0.5331) loss_bbox_dn_1: 0.4983 (0.6274) loss_giou_dn_1: 0.6896 (0.8591) loss_class_dn_2: 0.5112 (0.5478) loss_bbox_dn_2: 0.4744 (0.6082) loss_giou_dn_2: 0.6451 (0.8241) loss_class_dn_3: 0.5112 (0.5547) loss_bbox_dn_3: 0.4722 (0.6046) loss_giou_dn_3: 0.6376 (0.8173) loss_class_dn_4: 0.5167 (0.5572) loss_bbox_dn_4: 0.4710 (0.6041) loss_giou_dn_4: 0.6344 (0.8165) loss_class_hybrid: 0.8862 (0.9776) loss_bbox_hybrid: 0.2906 (0.3818) loss_giou_hybrid: 0.5339 (0.6994) loss_class_0_hybrid: 0.9528 (0.9935) loss_bbox_0_hybrid: 0.3040 (0.4197) loss_giou_0_hybrid: 0.5725 (0.7555) loss_class_1_hybrid: 0.9150 (0.9891) loss_bbox_1_hybrid: 0.2961 (0.3969) loss_giou_1_hybrid: 0.5464 (0.7220) loss_class_2_hybrid: 0.9186 (0.9865) loss_bbox_2_hybrid: 0.2892 (0.3861) loss_giou_2_hybrid: 0.5399 (0.7056) loss_class_3_hybrid: 0.9080 (0.9804) loss_bbox_3_hybrid: 0.2913 (0.3837) loss_giou_3_hybrid: 0.5359 (0.7015) loss_class_4_hybrid: 0.8910 (0.9765) loss_bbox_4_hybrid: 0.2886 (0.3829) loss_giou_4_hybrid: 0.5344 (0.7005) loss_class_enc_hybrid: 0.8787 (0.8950) loss_bbox_enc_hybrid: 0.3893 (0.5054) loss_giou_enc_hybrid: 0.6740 (0.8737) mem: 1017 max mem: 36964 [2024-01-14 14:46:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:47:20 det.util.engine] INFO: Epoch: [0] [8850/11727] eta: 0:48:29 lr: 0.000100 data_time: 0.0031 iter_time: 1.0332 loss: 35.4055 (42.2484) loss_class: 0.9720 (1.1520) loss_bbox: 0.2546 (0.3352) loss_giou: 0.5296 (0.6306) loss_class_0: 1.2258 (1.2685) loss_bbox_0: 0.2548 (0.3617) loss_giou_0: 0.5251 (0.6711) loss_class_1: 1.1179 (1.2192) loss_bbox_1: 0.2405 (0.3427) loss_giou_1: 0.5132 (0.6433) loss_class_2: 1.0488 (1.1767) loss_bbox_2: 0.2445 (0.3361) loss_giou_2: 0.5337 (0.6336) loss_class_3: 0.9648 (1.1483) loss_bbox_3: 0.2509 (0.3356) loss_giou_3: 0.5332 (0.6320) loss_class_4: 0.9597 (1.1368) loss_bbox_4: 0.2394 (0.3362) loss_giou_4: 0.5468 (0.6323) loss_class_enc: 1.1241 (1.1870) loss_bbox_enc: 0.2978 (0.4128) loss_giou_enc: 0.5811 (0.7509) loss_class_dn: 0.5097 (0.5563) loss_bbox_dn: 0.4596 (0.6036) loss_giou_dn: 0.6597 (0.8164) loss_class_dn_0: 0.5187 (0.5194) loss_bbox_dn_0: 0.5758 (0.7006) loss_giou_dn_0: 0.8227 (0.9615) loss_class_dn_1: 0.5052 (0.5329) loss_bbox_dn_1: 0.4899 (0.6266) loss_giou_dn_1: 0.7053 (0.8582) loss_class_dn_2: 0.4964 (0.5476) loss_bbox_dn_2: 0.4673 (0.6074) loss_giou_dn_2: 0.6727 (0.8232) loss_class_dn_3: 0.5041 (0.5545) loss_bbox_dn_3: 0.4597 (0.6038) loss_giou_dn_3: 0.6635 (0.8163) loss_class_dn_4: 0.5072 (0.5570) loss_bbox_dn_4: 0.4597 (0.6033) loss_giou_dn_4: 0.6594 (0.8156) loss_class_hybrid: 0.8886 (0.9772) loss_bbox_hybrid: 0.2728 (0.3812) loss_giou_hybrid: 0.5476 (0.6987) loss_class_0_hybrid: 0.9753 (0.9934) loss_bbox_0_hybrid: 0.3013 (0.4190) loss_giou_0_hybrid: 0.5754 (0.7547) loss_class_1_hybrid: 0.9487 (0.9889) loss_bbox_1_hybrid: 0.2830 (0.3963) loss_giou_1_hybrid: 0.5554 (0.7212) loss_class_2_hybrid: 0.9087 (0.9862) loss_bbox_2_hybrid: 0.2704 (0.3855) loss_giou_2_hybrid: 0.5468 (0.7048) loss_class_3_hybrid: 0.8955 (0.9800) loss_bbox_3_hybrid: 0.2764 (0.3831) loss_giou_3_hybrid: 0.5481 (0.7008) loss_class_4_hybrid: 0.9000 (0.9761) loss_bbox_4_hybrid: 0.2731 (0.3823) loss_giou_4_hybrid: 0.5511 (0.6998) loss_class_enc_hybrid: 0.8720 (0.8949) loss_bbox_enc_hybrid: 0.3774 (0.5046) loss_giou_enc_hybrid: 0.6854 (0.8728) mem: 1019 max mem: 36964 [2024-01-14 14:47:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:48:11 det.util.engine] INFO: Epoch: [0] [8900/11727] eta: 0:47:38 lr: 0.000100 data_time: 0.0030 iter_time: 1.0167 loss: 36.1560 (42.2126) loss_class: 1.0413 (1.1510) loss_bbox: 0.2567 (0.3347) loss_giou: 0.4889 (0.6300) loss_class_0: 1.2667 (1.2683) loss_bbox_0: 0.2518 (0.3610) loss_giou_0: 0.4853 (0.6703) loss_class_1: 1.1674 (1.2186) loss_bbox_1: 0.2326 (0.3421) loss_giou_1: 0.4837 (0.6426) loss_class_2: 1.1034 (1.1759) loss_bbox_2: 0.2406 (0.3356) loss_giou_2: 0.4830 (0.6330) loss_class_3: 1.0452 (1.1475) loss_bbox_3: 0.2512 (0.3351) loss_giou_3: 0.4913 (0.6314) loss_class_4: 1.0411 (1.1358) loss_bbox_4: 0.2521 (0.3356) loss_giou_4: 0.4874 (0.6317) loss_class_enc: 1.2018 (1.1868) loss_bbox_enc: 0.3024 (0.4121) loss_giou_enc: 0.5816 (0.7501) loss_class_dn: 0.5085 (0.5560) loss_bbox_dn: 0.4576 (0.6028) loss_giou_dn: 0.6388 (0.8155) loss_class_dn_0: 0.5185 (0.5194) loss_bbox_dn_0: 0.5577 (0.6999) loss_giou_dn_0: 0.7966 (0.9606) loss_class_dn_1: 0.5169 (0.5328) loss_bbox_dn_1: 0.4785 (0.6259) loss_giou_dn_1: 0.6849 (0.8573) loss_class_dn_2: 0.5035 (0.5474) loss_bbox_dn_2: 0.4624 (0.6066) loss_giou_dn_2: 0.6499 (0.8223) loss_class_dn_3: 0.5026 (0.5542) loss_bbox_dn_3: 0.4562 (0.6031) loss_giou_dn_3: 0.6428 (0.8155) loss_class_dn_4: 0.5053 (0.5567) loss_bbox_dn_4: 0.4578 (0.6025) loss_giou_dn_4: 0.6387 (0.8147) loss_class_hybrid: 0.9619 (0.9770) loss_bbox_hybrid: 0.2683 (0.3806) loss_giou_hybrid: 0.5200 (0.6980) loss_class_0_hybrid: 1.0128 (0.9933) loss_bbox_0_hybrid: 0.2892 (0.4183) loss_giou_0_hybrid: 0.5598 (0.7539) loss_class_1_hybrid: 1.0010 (0.9887) loss_bbox_1_hybrid: 0.2705 (0.3956) loss_giou_1_hybrid: 0.5375 (0.7205) loss_class_2_hybrid: 0.9948 (0.9860) loss_bbox_2_hybrid: 0.2677 (0.3848) loss_giou_2_hybrid: 0.5280 (0.7041) loss_class_3_hybrid: 0.9833 (0.9798) loss_bbox_3_hybrid: 0.2690 (0.3825) loss_giou_3_hybrid: 0.5196 (0.7001) loss_class_4_hybrid: 0.9626 (0.9759) loss_bbox_4_hybrid: 0.2698 (0.3816) loss_giou_4_hybrid: 0.5198 (0.6990) loss_class_enc_hybrid: 0.9178 (0.8949) loss_bbox_enc_hybrid: 0.3667 (0.5039) loss_giou_enc_hybrid: 0.6684 (0.8719) mem: 1019 max mem: 36964 [2024-01-14 14:48:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:49:03 det.util.engine] INFO: Epoch: [0] [8950/11727] eta: 0:46:48 lr: 0.000100 data_time: 0.0033 iter_time: 1.0116 loss: 35.9195 (42.1781) loss_class: 0.9785 (1.1499) loss_bbox: 0.2544 (0.3342) loss_giou: 0.5231 (0.6295) loss_class_0: 1.1971 (1.2680) loss_bbox_0: 0.2389 (0.3604) loss_giou_0: 0.5447 (0.6696) loss_class_1: 1.1210 (1.2180) loss_bbox_1: 0.2361 (0.3416) loss_giou_1: 0.5333 (0.6421) loss_class_2: 1.0254 (1.1751) loss_bbox_2: 0.2462 (0.3351) loss_giou_2: 0.5238 (0.6325) loss_class_3: 0.9640 (1.1466) loss_bbox_3: 0.2464 (0.3345) loss_giou_3: 0.5257 (0.6309) loss_class_4: 0.9684 (1.1348) loss_bbox_4: 0.2469 (0.3351) loss_giou_4: 0.5228 (0.6312) loss_class_enc: 1.1191 (1.1865) loss_bbox_enc: 0.2732 (0.4114) loss_giou_enc: 0.6038 (0.7494) loss_class_dn: 0.5211 (0.5559) loss_bbox_dn: 0.4060 (0.6019) loss_giou_dn: 0.6633 (0.8147) loss_class_dn_0: 0.5135 (0.5194) loss_bbox_dn_0: 0.5033 (0.6991) loss_giou_dn_0: 0.8157 (0.9599) loss_class_dn_1: 0.5121 (0.5327) loss_bbox_dn_1: 0.4401 (0.6250) loss_giou_dn_1: 0.7044 (0.8565) loss_class_dn_2: 0.5084 (0.5472) loss_bbox_dn_2: 0.4120 (0.6058) loss_giou_dn_2: 0.6703 (0.8215) loss_class_dn_3: 0.5100 (0.5540) loss_bbox_dn_3: 0.4083 (0.6022) loss_giou_dn_3: 0.6631 (0.8147) loss_class_dn_4: 0.5185 (0.5565) loss_bbox_dn_4: 0.4059 (0.6016) loss_giou_dn_4: 0.6632 (0.8139) loss_class_hybrid: 0.8652 (0.9766) loss_bbox_hybrid: 0.2791 (0.3800) loss_giou_hybrid: 0.5950 (0.6974) loss_class_0_hybrid: 0.9207 (0.9931) loss_bbox_0_hybrid: 0.2978 (0.4176) loss_giou_0_hybrid: 0.6217 (0.7532) loss_class_1_hybrid: 0.8910 (0.9884) loss_bbox_1_hybrid: 0.2807 (0.3950) loss_giou_1_hybrid: 0.6042 (0.7198) loss_class_2_hybrid: 0.8874 (0.9857) loss_bbox_2_hybrid: 0.2789 (0.3842) loss_giou_2_hybrid: 0.5947 (0.7035) loss_class_3_hybrid: 0.8911 (0.9794) loss_bbox_3_hybrid: 0.2816 (0.3819) loss_giou_3_hybrid: 0.5897 (0.6995) loss_class_4_hybrid: 0.8733 (0.9756) loss_bbox_4_hybrid: 0.2779 (0.3810) loss_giou_4_hybrid: 0.5954 (0.6985) loss_class_enc_hybrid: 0.8547 (0.8948) loss_bbox_enc_hybrid: 0.3417 (0.5031) loss_giou_enc_hybrid: 0.7307 (0.8712) mem: 1023 max mem: 36964 [2024-01-14 14:49:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:49:55 det.util.engine] INFO: Epoch: [0] [9000/11727] eta: 0:45:58 lr: 0.000100 data_time: 0.0033 iter_time: 1.0155 loss: 34.7898 (42.1388) loss_class: 0.9109 (1.1487) loss_bbox: 0.2233 (0.3337) loss_giou: 0.5019 (0.6288) loss_class_0: 1.1939 (1.2676) loss_bbox_0: 0.2274 (0.3597) loss_giou_0: 0.5055 (0.6688) loss_class_1: 1.1052 (1.2172) loss_bbox_1: 0.2173 (0.3410) loss_giou_1: 0.4986 (0.6414) loss_class_2: 0.9636 (1.1741) loss_bbox_2: 0.2191 (0.3345) loss_giou_2: 0.4974 (0.6318) loss_class_3: 0.9357 (1.1455) loss_bbox_3: 0.2176 (0.3340) loss_giou_3: 0.5003 (0.6303) loss_class_4: 0.9226 (1.1337) loss_bbox_4: 0.2233 (0.3346) loss_giou_4: 0.5056 (0.6305) loss_class_enc: 1.1303 (1.1861) loss_bbox_enc: 0.2704 (0.4107) loss_giou_enc: 0.6075 (0.7486) loss_class_dn: 0.4930 (0.5557) loss_bbox_dn: 0.3926 (0.6010) loss_giou_dn: 0.6240 (0.8138) loss_class_dn_0: 0.5192 (0.5194) loss_bbox_dn_0: 0.5016 (0.6982) loss_giou_dn_0: 0.7861 (0.9591) loss_class_dn_1: 0.5038 (0.5325) loss_bbox_dn_1: 0.4167 (0.6241) loss_giou_dn_1: 0.6599 (0.8556) loss_class_dn_2: 0.4941 (0.5469) loss_bbox_dn_2: 0.3918 (0.6049) loss_giou_dn_2: 0.6312 (0.8206) loss_class_dn_3: 0.4902 (0.5537) loss_bbox_dn_3: 0.3943 (0.6013) loss_giou_dn_3: 0.6237 (0.8137) loss_class_dn_4: 0.4968 (0.5563) loss_bbox_dn_4: 0.3926 (0.6007) loss_giou_dn_4: 0.6236 (0.8130) loss_class_hybrid: 0.9020 (0.9763) loss_bbox_hybrid: 0.2403 (0.3793) loss_giou_hybrid: 0.5382 (0.6967) loss_class_0_hybrid: 0.9631 (0.9930) loss_bbox_0_hybrid: 0.2617 (0.4168) loss_giou_0_hybrid: 0.5754 (0.7523) loss_class_1_hybrid: 0.9555 (0.9882) loss_bbox_1_hybrid: 0.2549 (0.3943) loss_giou_1_hybrid: 0.5466 (0.7190) loss_class_2_hybrid: 0.8852 (0.9853) loss_bbox_2_hybrid: 0.2470 (0.3835) loss_giou_2_hybrid: 0.5434 (0.7027) loss_class_3_hybrid: 0.8893 (0.9791) loss_bbox_3_hybrid: 0.2439 (0.3812) loss_giou_3_hybrid: 0.5415 (0.6987) loss_class_4_hybrid: 0.9071 (0.9752) loss_bbox_4_hybrid: 0.2417 (0.3804) loss_giou_4_hybrid: 0.5380 (0.6977) loss_class_enc_hybrid: 0.8640 (0.8946) loss_bbox_enc_hybrid: 0.3346 (0.5022) loss_giou_enc_hybrid: 0.6907 (0.8703) mem: 1029 max mem: 36964 [2024-01-14 14:49:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:50:47 det.util.engine] INFO: Epoch: [0] [9050/11727] eta: 0:45:08 lr: 0.000100 data_time: 0.0030 iter_time: 1.0250 loss: 35.5759 (42.1028) loss_class: 0.9569 (1.1477) loss_bbox: 0.2411 (0.3332) loss_giou: 0.5259 (0.6282) loss_class_0: 1.2057 (1.2674) loss_bbox_0: 0.2357 (0.3591) loss_giou_0: 0.5287 (0.6680) loss_class_1: 1.0878 (1.2167) loss_bbox_1: 0.2308 (0.3404) loss_giou_1: 0.5169 (0.6407) loss_class_2: 1.0430 (1.1734) loss_bbox_2: 0.2298 (0.3339) loss_giou_2: 0.5152 (0.6311) loss_class_3: 1.0060 (1.1447) loss_bbox_3: 0.2378 (0.3335) loss_giou_3: 0.5285 (0.6296) loss_class_4: 0.9584 (1.1328) loss_bbox_4: 0.2418 (0.3341) loss_giou_4: 0.5154 (0.6299) loss_class_enc: 1.1079 (1.1860) loss_bbox_enc: 0.2904 (0.4100) loss_giou_enc: 0.6062 (0.7478) loss_class_dn: 0.5081 (0.5555) loss_bbox_dn: 0.3971 (0.6001) loss_giou_dn: 0.6629 (0.8129) loss_class_dn_0: 0.5290 (0.5194) loss_bbox_dn_0: 0.5284 (0.6974) loss_giou_dn_0: 0.8224 (0.9583) loss_class_dn_1: 0.5220 (0.5325) loss_bbox_dn_1: 0.4283 (0.6233) loss_giou_dn_1: 0.6997 (0.8547) loss_class_dn_2: 0.5020 (0.5468) loss_bbox_dn_2: 0.4055 (0.6040) loss_giou_dn_2: 0.6730 (0.8197) loss_class_dn_3: 0.5120 (0.5535) loss_bbox_dn_3: 0.4000 (0.6005) loss_giou_dn_3: 0.6687 (0.8128) loss_class_dn_4: 0.5109 (0.5561) loss_bbox_dn_4: 0.3971 (0.5999) loss_giou_dn_4: 0.6628 (0.8120) loss_class_hybrid: 0.8684 (0.9760) loss_bbox_hybrid: 0.2571 (0.3787) loss_giou_hybrid: 0.5419 (0.6959) loss_class_0_hybrid: 0.9328 (0.9929) loss_bbox_0_hybrid: 0.2837 (0.4161) loss_giou_0_hybrid: 0.5845 (0.7515) loss_class_1_hybrid: 0.9200 (0.9881) loss_bbox_1_hybrid: 0.2616 (0.3936) loss_giou_1_hybrid: 0.5554 (0.7182) loss_class_2_hybrid: 0.9305 (0.9851) loss_bbox_2_hybrid: 0.2514 (0.3828) loss_giou_2_hybrid: 0.5458 (0.7019) loss_class_3_hybrid: 0.8977 (0.9788) loss_bbox_3_hybrid: 0.2554 (0.3805) loss_giou_3_hybrid: 0.5455 (0.6980) loss_class_4_hybrid: 0.8740 (0.9750) loss_bbox_4_hybrid: 0.2605 (0.3797) loss_giou_4_hybrid: 0.5434 (0.6969) loss_class_enc_hybrid: 0.8571 (0.8946) loss_bbox_enc_hybrid: 0.3530 (0.5015) loss_giou_enc_hybrid: 0.7160 (0.8694) mem: 1019 max mem: 36964 [2024-01-14 14:50:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:51:39 det.util.engine] INFO: Epoch: [0] [9100/11727] eta: 0:44:18 lr: 0.000100 data_time: 0.0031 iter_time: 1.0194 loss: 35.3995 (42.0686) loss_class: 0.9712 (1.1467) loss_bbox: 0.2353 (0.3327) loss_giou: 0.4545 (0.6275) loss_class_0: 1.2145 (1.2673) loss_bbox_0: 0.2393 (0.3585) loss_giou_0: 0.4641 (0.6672) loss_class_1: 1.0870 (1.2161) loss_bbox_1: 0.2374 (0.3399) loss_giou_1: 0.4558 (0.6399) loss_class_2: 1.0553 (1.1727) loss_bbox_2: 0.2289 (0.3335) loss_giou_2: 0.4499 (0.6304) loss_class_3: 1.0002 (1.1439) loss_bbox_3: 0.2265 (0.3330) loss_giou_3: 0.4599 (0.6289) loss_class_4: 0.9671 (1.1320) loss_bbox_4: 0.2278 (0.3336) loss_giou_4: 0.4522 (0.6291) loss_class_enc: 1.1583 (1.1858) loss_bbox_enc: 0.2798 (0.4093) loss_giou_enc: 0.5566 (0.7469) loss_class_dn: 0.5166 (0.5554) loss_bbox_dn: 0.4415 (0.5995) loss_giou_dn: 0.6360 (0.8120) loss_class_dn_0: 0.5216 (0.5194) loss_bbox_dn_0: 0.5542 (0.6969) loss_giou_dn_0: 0.8099 (0.9574) loss_class_dn_1: 0.4979 (0.5324) loss_bbox_dn_1: 0.4639 (0.6226) loss_giou_dn_1: 0.6836 (0.8538) loss_class_dn_2: 0.4990 (0.5466) loss_bbox_dn_2: 0.4413 (0.6034) loss_giou_dn_2: 0.6440 (0.8188) loss_class_dn_3: 0.5115 (0.5534) loss_bbox_dn_3: 0.4409 (0.5998) loss_giou_dn_3: 0.6380 (0.8119) loss_class_dn_4: 0.5108 (0.5560) loss_bbox_dn_4: 0.4416 (0.5992) loss_giou_dn_4: 0.6361 (0.8111) loss_class_hybrid: 0.9257 (0.9759) loss_bbox_hybrid: 0.2489 (0.3781) loss_giou_hybrid: 0.4835 (0.6951) loss_class_0_hybrid: 0.9692 (0.9929) loss_bbox_0_hybrid: 0.2745 (0.4154) loss_giou_0_hybrid: 0.5423 (0.7506) loss_class_1_hybrid: 0.9368 (0.9880) loss_bbox_1_hybrid: 0.2662 (0.3929) loss_giou_1_hybrid: 0.4935 (0.7174) loss_class_2_hybrid: 0.9481 (0.9851) loss_bbox_2_hybrid: 0.2571 (0.3822) loss_giou_2_hybrid: 0.4908 (0.7011) loss_class_3_hybrid: 0.9340 (0.9787) loss_bbox_3_hybrid: 0.2511 (0.3799) loss_giou_3_hybrid: 0.4835 (0.6972) loss_class_4_hybrid: 0.9315 (0.9748) loss_bbox_4_hybrid: 0.2509 (0.3791) loss_giou_4_hybrid: 0.4833 (0.6961) loss_class_enc_hybrid: 0.8990 (0.8947) loss_bbox_enc_hybrid: 0.3411 (0.5007) loss_giou_enc_hybrid: 0.6623 (0.8684) mem: 1029 max mem: 36964 [2024-01-14 14:51:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:52:30 det.util.engine] INFO: Epoch: [0] [9150/11727] eta: 0:43:27 lr: 0.000100 data_time: 0.0032 iter_time: 1.0192 loss: 35.3055 (42.0352) loss_class: 0.9591 (1.1458) loss_bbox: 0.2637 (0.3323) loss_giou: 0.5334 (0.6269) loss_class_0: 1.1770 (1.2671) loss_bbox_0: 0.2525 (0.3579) loss_giou_0: 0.5723 (0.6664) loss_class_1: 1.0948 (1.2156) loss_bbox_1: 0.2436 (0.3394) loss_giou_1: 0.5463 (0.6393) loss_class_2: 1.0174 (1.1720) loss_bbox_2: 0.2450 (0.3330) loss_giou_2: 0.5241 (0.6297) loss_class_3: 0.9776 (1.1431) loss_bbox_3: 0.2541 (0.3325) loss_giou_3: 0.5368 (0.6283) loss_class_4: 0.9697 (1.1311) loss_bbox_4: 0.2512 (0.3331) loss_giou_4: 0.5335 (0.6286) loss_class_enc: 1.1034 (1.1856) loss_bbox_enc: 0.3028 (0.4087) loss_giou_enc: 0.6228 (0.7462) loss_class_dn: 0.5203 (0.5552) loss_bbox_dn: 0.4742 (0.5987) loss_giou_dn: 0.6501 (0.8111) loss_class_dn_0: 0.5152 (0.5194) loss_bbox_dn_0: 0.5686 (0.6961) loss_giou_dn_0: 0.8100 (0.9567) loss_class_dn_1: 0.5171 (0.5323) loss_bbox_dn_1: 0.4958 (0.6219) loss_giou_dn_1: 0.6976 (0.8529) loss_class_dn_2: 0.5086 (0.5464) loss_bbox_dn_2: 0.4763 (0.6026) loss_giou_dn_2: 0.6556 (0.8179) loss_class_dn_3: 0.5112 (0.5532) loss_bbox_dn_3: 0.4750 (0.5990) loss_giou_dn_3: 0.6506 (0.8111) loss_class_dn_4: 0.5237 (0.5558) loss_bbox_dn_4: 0.4741 (0.5984) loss_giou_dn_4: 0.6499 (0.8103) loss_class_hybrid: 0.9120 (0.9757) loss_bbox_hybrid: 0.2677 (0.3775) loss_giou_hybrid: 0.5691 (0.6944) loss_class_0_hybrid: 0.9422 (0.9929) loss_bbox_0_hybrid: 0.2906 (0.4148) loss_giou_0_hybrid: 0.6204 (0.7498) loss_class_1_hybrid: 0.9233 (0.9879) loss_bbox_1_hybrid: 0.2770 (0.3923) loss_giou_1_hybrid: 0.5881 (0.7166) loss_class_2_hybrid: 0.9070 (0.9849) loss_bbox_2_hybrid: 0.2762 (0.3816) loss_giou_2_hybrid: 0.5689 (0.7004) loss_class_3_hybrid: 0.9058 (0.9785) loss_bbox_3_hybrid: 0.2735 (0.3793) loss_giou_3_hybrid: 0.5700 (0.6965) loss_class_4_hybrid: 0.9044 (0.9746) loss_bbox_4_hybrid: 0.2673 (0.3785) loss_giou_4_hybrid: 0.5688 (0.6954) loss_class_enc_hybrid: 0.8396 (0.8947) loss_bbox_enc_hybrid: 0.3752 (0.5000) loss_giou_enc_hybrid: 0.7222 (0.8676) mem: 1024 max mem: 36964 [2024-01-14 14:52:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:53:22 det.util.engine] INFO: Epoch: [0] [9200/11727] eta: 0:42:37 lr: 0.000100 data_time: 0.0030 iter_time: 1.0636 loss: 35.5682 (42.0030) loss_class: 0.9239 (1.1448) loss_bbox: 0.2100 (0.3319) loss_giou: 0.5029 (0.6263) loss_class_0: 1.1553 (1.2668) loss_bbox_0: 0.2517 (0.3574) loss_giou_0: 0.5272 (0.6657) loss_class_1: 1.0786 (1.2150) loss_bbox_1: 0.2248 (0.3389) loss_giou_1: 0.5138 (0.6386) loss_class_2: 0.9950 (1.1713) loss_bbox_2: 0.2109 (0.3325) loss_giou_2: 0.5055 (0.6291) loss_class_3: 0.9471 (1.1423) loss_bbox_3: 0.2107 (0.3321) loss_giou_3: 0.5093 (0.6276) loss_class_4: 0.9146 (1.1302) loss_bbox_4: 0.2100 (0.3327) loss_giou_4: 0.5044 (0.6279) loss_class_enc: 1.1106 (1.1855) loss_bbox_enc: 0.2856 (0.4082) loss_giou_enc: 0.5948 (0.7454) loss_class_dn: 0.5188 (0.5551) loss_bbox_dn: 0.3950 (0.5981) loss_giou_dn: 0.6288 (0.8102) loss_class_dn_0: 0.5180 (0.5195) loss_bbox_dn_0: 0.5222 (0.6956) loss_giou_dn_0: 0.8011 (0.9558) loss_class_dn_1: 0.5036 (0.5321) loss_bbox_dn_1: 0.4406 (0.6213) loss_giou_dn_1: 0.6753 (0.8520) loss_class_dn_2: 0.4971 (0.5462) loss_bbox_dn_2: 0.4079 (0.6020) loss_giou_dn_2: 0.6383 (0.8170) loss_class_dn_3: 0.5039 (0.5530) loss_bbox_dn_3: 0.3986 (0.5984) loss_giou_dn_3: 0.6321 (0.8102) loss_class_dn_4: 0.5134 (0.5556) loss_bbox_dn_4: 0.3952 (0.5978) loss_giou_dn_4: 0.6288 (0.8094) loss_class_hybrid: 0.9122 (0.9756) loss_bbox_hybrid: 0.2295 (0.3769) loss_giou_hybrid: 0.5419 (0.6936) loss_class_0_hybrid: 0.9260 (0.9928) loss_bbox_0_hybrid: 0.2737 (0.4142) loss_giou_0_hybrid: 0.6004 (0.7489) loss_class_1_hybrid: 0.9386 (0.9877) loss_bbox_1_hybrid: 0.2397 (0.3917) loss_giou_1_hybrid: 0.5644 (0.7158) loss_class_2_hybrid: 0.9161 (0.9848) loss_bbox_2_hybrid: 0.2305 (0.3811) loss_giou_2_hybrid: 0.5532 (0.6996) loss_class_3_hybrid: 0.9102 (0.9784) loss_bbox_3_hybrid: 0.2328 (0.3788) loss_giou_3_hybrid: 0.5441 (0.6957) loss_class_4_hybrid: 0.9045 (0.9745) loss_bbox_4_hybrid: 0.2311 (0.3780) loss_giou_4_hybrid: 0.5445 (0.6946) loss_class_enc_hybrid: 0.8778 (0.8947) loss_bbox_enc_hybrid: 0.3480 (0.4993) loss_giou_enc_hybrid: 0.7182 (0.8667) mem: 1037 max mem: 36964 [2024-01-14 14:53:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:54:15 det.util.engine] INFO: Epoch: [0] [9250/11727] eta: 0:41:47 lr: 0.000100 data_time: 0.0031 iter_time: 1.0553 loss: 34.9886 (41.9682) loss_class: 0.8973 (1.1438) loss_bbox: 0.2222 (0.3314) loss_giou: 0.5004 (0.6257) loss_class_0: 1.2016 (1.2666) loss_bbox_0: 0.2319 (0.3568) loss_giou_0: 0.5087 (0.6649) loss_class_1: 1.0708 (1.2144) loss_bbox_1: 0.2352 (0.3384) loss_giou_1: 0.5007 (0.6380) loss_class_2: 0.9990 (1.1705) loss_bbox_2: 0.2324 (0.3320) loss_giou_2: 0.5048 (0.6285) loss_class_3: 0.9394 (1.1414) loss_bbox_3: 0.2187 (0.3316) loss_giou_3: 0.4946 (0.6270) loss_class_4: 0.8996 (1.1292) loss_bbox_4: 0.2217 (0.3322) loss_giou_4: 0.5003 (0.6273) loss_class_enc: 1.1125 (1.1852) loss_bbox_enc: 0.2693 (0.4075) loss_giou_enc: 0.5893 (0.7447) loss_class_dn: 0.5286 (0.5549) loss_bbox_dn: 0.3901 (0.5973) loss_giou_dn: 0.6300 (0.8093) loss_class_dn_0: 0.5251 (0.5195) loss_bbox_dn_0: 0.5046 (0.6948) loss_giou_dn_0: 0.7867 (0.9550) loss_class_dn_1: 0.5126 (0.5320) loss_bbox_dn_1: 0.4255 (0.6205) loss_giou_dn_1: 0.6660 (0.8511) loss_class_dn_2: 0.5075 (0.5460) loss_bbox_dn_2: 0.3983 (0.6012) loss_giou_dn_2: 0.6343 (0.8162) loss_class_dn_3: 0.5171 (0.5527) loss_bbox_dn_3: 0.3953 (0.5976) loss_giou_dn_3: 0.6304 (0.8093) loss_class_dn_4: 0.5225 (0.5554) loss_bbox_dn_4: 0.3900 (0.5970) loss_giou_dn_4: 0.6292 (0.8085) loss_class_hybrid: 0.8858 (0.9754) loss_bbox_hybrid: 0.2423 (0.3763) loss_giou_hybrid: 0.5251 (0.6929) loss_class_0_hybrid: 0.9682 (0.9927) loss_bbox_0_hybrid: 0.2661 (0.4135) loss_giou_0_hybrid: 0.5565 (0.7482) loss_class_1_hybrid: 0.9268 (0.9876) loss_bbox_1_hybrid: 0.2497 (0.3911) loss_giou_1_hybrid: 0.5361 (0.7151) loss_class_2_hybrid: 0.9118 (0.9845) loss_bbox_2_hybrid: 0.2470 (0.3805) loss_giou_2_hybrid: 0.5315 (0.6989) loss_class_3_hybrid: 0.8977 (0.9781) loss_bbox_3_hybrid: 0.2413 (0.3782) loss_giou_3_hybrid: 0.5279 (0.6950) loss_class_4_hybrid: 0.8873 (0.9742) loss_bbox_4_hybrid: 0.2460 (0.3774) loss_giou_4_hybrid: 0.5281 (0.6940) loss_class_enc_hybrid: 0.8564 (0.8947) loss_bbox_enc_hybrid: 0.3292 (0.4986) loss_giou_enc_hybrid: 0.7007 (0.8659) mem: 1030 max mem: 36964 [2024-01-14 14:54:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:55:06 det.util.engine] INFO: Epoch: [0] [9300/11727] eta: 0:40:57 lr: 0.000100 data_time: 0.0030 iter_time: 1.0301 loss: 35.4139 (41.9349) loss_class: 0.9278 (1.1428) loss_bbox: 0.2426 (0.3310) loss_giou: 0.4763 (0.6252) loss_class_0: 1.2326 (1.2662) loss_bbox_0: 0.2395 (0.3562) loss_giou_0: 0.5004 (0.6642) loss_class_1: 1.1155 (1.2138) loss_bbox_1: 0.2396 (0.3380) loss_giou_1: 0.4778 (0.6374) loss_class_2: 1.0267 (1.1698) loss_bbox_2: 0.2281 (0.3316) loss_giou_2: 0.4758 (0.6279) loss_class_3: 0.9680 (1.1405) loss_bbox_3: 0.2405 (0.3311) loss_giou_3: 0.4693 (0.6265) loss_class_4: 0.9450 (1.1283) loss_bbox_4: 0.2383 (0.3318) loss_giou_4: 0.4744 (0.6268) loss_class_enc: 1.1745 (1.1850) loss_bbox_enc: 0.2736 (0.4069) loss_giou_enc: 0.5986 (0.7440) loss_class_dn: 0.5206 (0.5547) loss_bbox_dn: 0.4260 (0.5965) loss_giou_dn: 0.6060 (0.8085) loss_class_dn_0: 0.5213 (0.5195) loss_bbox_dn_0: 0.5613 (0.6942) loss_giou_dn_0: 0.7996 (0.9543) loss_class_dn_1: 0.5078 (0.5318) loss_bbox_dn_1: 0.4480 (0.6198) loss_giou_dn_1: 0.6600 (0.8503) loss_class_dn_2: 0.5091 (0.5457) loss_bbox_dn_2: 0.4290 (0.6005) loss_giou_dn_2: 0.6200 (0.8154) loss_class_dn_3: 0.5092 (0.5525) loss_bbox_dn_3: 0.4271 (0.5969) loss_giou_dn_3: 0.6083 (0.8085) loss_class_dn_4: 0.5218 (0.5552) loss_bbox_dn_4: 0.4260 (0.5963) loss_giou_dn_4: 0.6059 (0.8077) loss_class_hybrid: 0.9224 (0.9750) loss_bbox_hybrid: 0.2583 (0.3758) loss_giou_hybrid: 0.5137 (0.6923) loss_class_0_hybrid: 0.9933 (0.9925) loss_bbox_0_hybrid: 0.2797 (0.4129) loss_giou_0_hybrid: 0.5604 (0.7474) loss_class_1_hybrid: 0.9151 (0.9873) loss_bbox_1_hybrid: 0.2711 (0.3905) loss_giou_1_hybrid: 0.5367 (0.7144) loss_class_2_hybrid: 0.9217 (0.9843) loss_bbox_2_hybrid: 0.2573 (0.3799) loss_giou_2_hybrid: 0.5200 (0.6982) loss_class_3_hybrid: 0.9259 (0.9778) loss_bbox_3_hybrid: 0.2595 (0.3776) loss_giou_3_hybrid: 0.5183 (0.6943) loss_class_4_hybrid: 0.9197 (0.9739) loss_bbox_4_hybrid: 0.2573 (0.3768) loss_giou_4_hybrid: 0.5151 (0.6933) loss_class_enc_hybrid: 0.8979 (0.8946) loss_bbox_enc_hybrid: 0.3611 (0.4979) loss_giou_enc_hybrid: 0.6832 (0.8651) mem: 1024 max mem: 36964 [2024-01-14 14:55:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:55:58 det.util.engine] INFO: Epoch: [0] [9350/11727] eta: 0:40:06 lr: 0.000100 data_time: 0.0029 iter_time: 1.0262 loss: 35.9863 (41.9042) loss_class: 0.9784 (1.1419) loss_bbox: 0.2410 (0.3305) loss_giou: 0.5300 (0.6246) loss_class_0: 1.2300 (1.2661) loss_bbox_0: 0.2359 (0.3557) loss_giou_0: 0.5263 (0.6635) loss_class_1: 1.1185 (1.2133) loss_bbox_1: 0.2358 (0.3375) loss_giou_1: 0.5261 (0.6367) loss_class_2: 1.0854 (1.1692) loss_bbox_2: 0.2254 (0.3311) loss_giou_2: 0.5168 (0.6272) loss_class_3: 1.0010 (1.1398) loss_bbox_3: 0.2307 (0.3307) loss_giou_3: 0.5214 (0.6259) loss_class_4: 0.9821 (1.1275) loss_bbox_4: 0.2442 (0.3314) loss_giou_4: 0.5396 (0.6262) loss_class_enc: 1.1391 (1.1849) loss_bbox_enc: 0.2840 (0.4064) loss_giou_enc: 0.6061 (0.7432) loss_class_dn: 0.5157 (0.5545) loss_bbox_dn: 0.4164 (0.5959) loss_giou_dn: 0.6715 (0.8077) loss_class_dn_0: 0.5117 (0.5195) loss_bbox_dn_0: 0.4978 (0.6936) loss_giou_dn_0: 0.8231 (0.9536) loss_class_dn_1: 0.5047 (0.5317) loss_bbox_dn_1: 0.4452 (0.6192) loss_giou_dn_1: 0.7073 (0.8495) loss_class_dn_2: 0.4987 (0.5455) loss_bbox_dn_2: 0.4190 (0.5999) loss_giou_dn_2: 0.6772 (0.8146) loss_class_dn_3: 0.5071 (0.5523) loss_bbox_dn_3: 0.4182 (0.5963) loss_giou_dn_3: 0.6721 (0.8077) loss_class_dn_4: 0.5129 (0.5550) loss_bbox_dn_4: 0.4163 (0.5957) loss_giou_dn_4: 0.6707 (0.8069) loss_class_hybrid: 0.9141 (0.9749) loss_bbox_hybrid: 0.2675 (0.3752) loss_giou_hybrid: 0.5708 (0.6916) loss_class_0_hybrid: 0.9782 (0.9926) loss_bbox_0_hybrid: 0.2945 (0.4122) loss_giou_0_hybrid: 0.6082 (0.7466) loss_class_1_hybrid: 0.9434 (0.9873) loss_bbox_1_hybrid: 0.2802 (0.3899) loss_giou_1_hybrid: 0.5852 (0.7136) loss_class_2_hybrid: 0.9328 (0.9841) loss_bbox_2_hybrid: 0.2698 (0.3793) loss_giou_2_hybrid: 0.5753 (0.6975) loss_class_3_hybrid: 0.9335 (0.9776) loss_bbox_3_hybrid: 0.2740 (0.3771) loss_giou_3_hybrid: 0.5735 (0.6936) loss_class_4_hybrid: 0.9145 (0.9738) loss_bbox_4_hybrid: 0.2652 (0.3763) loss_giou_4_hybrid: 0.5704 (0.6926) loss_class_enc_hybrid: 0.8864 (0.8946) loss_bbox_enc_hybrid: 0.3565 (0.4972) loss_giou_enc_hybrid: 0.7021 (0.8642) mem: 1026 max mem: 36964 [2024-01-14 14:55:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:56:49 det.util.engine] INFO: Epoch: [0] [9400/11727] eta: 0:39:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.0209 loss: 35.3123 (41.8708) loss_class: 0.9671 (1.1411) loss_bbox: 0.2417 (0.3301) loss_giou: 0.4906 (0.6239) loss_class_0: 1.1649 (1.2660) loss_bbox_0: 0.2348 (0.3551) loss_giou_0: 0.4888 (0.6628) loss_class_1: 1.1360 (1.2130) loss_bbox_1: 0.2320 (0.3369) loss_giou_1: 0.4924 (0.6360) loss_class_2: 1.0201 (1.1687) loss_bbox_2: 0.2381 (0.3306) loss_giou_2: 0.4983 (0.6266) loss_class_3: 1.0074 (1.1392) loss_bbox_3: 0.2349 (0.3302) loss_giou_3: 0.4953 (0.6252) loss_class_4: 0.9451 (1.1268) loss_bbox_4: 0.2413 (0.3309) loss_giou_4: 0.4930 (0.6255) loss_class_enc: 1.0971 (1.1847) loss_bbox_enc: 0.2673 (0.4057) loss_giou_enc: 0.5794 (0.7424) loss_class_dn: 0.5269 (0.5544) loss_bbox_dn: 0.3985 (0.5951) loss_giou_dn: 0.6445 (0.8068) loss_class_dn_0: 0.5269 (0.5195) loss_bbox_dn_0: 0.4775 (0.6928) loss_giou_dn_0: 0.8030 (0.9527) loss_class_dn_1: 0.5051 (0.5317) loss_bbox_dn_1: 0.4295 (0.6184) loss_giou_dn_1: 0.6833 (0.8486) loss_class_dn_2: 0.5033 (0.5454) loss_bbox_dn_2: 0.4053 (0.5991) loss_giou_dn_2: 0.6502 (0.8137) loss_class_dn_3: 0.5184 (0.5521) loss_bbox_dn_3: 0.4034 (0.5955) loss_giou_dn_3: 0.6449 (0.8069) loss_class_dn_4: 0.5234 (0.5548) loss_bbox_dn_4: 0.3981 (0.5949) loss_giou_dn_4: 0.6443 (0.8060) loss_class_hybrid: 0.9224 (0.9747) loss_bbox_hybrid: 0.2823 (0.3746) loss_giou_hybrid: 0.5735 (0.6909) loss_class_0_hybrid: 0.9338 (0.9925) loss_bbox_0_hybrid: 0.3013 (0.4116) loss_giou_0_hybrid: 0.5883 (0.7458) loss_class_1_hybrid: 0.9155 (0.9871) loss_bbox_1_hybrid: 0.2942 (0.3893) loss_giou_1_hybrid: 0.5779 (0.7129) loss_class_2_hybrid: 0.9039 (0.9839) loss_bbox_2_hybrid: 0.2898 (0.3787) loss_giou_2_hybrid: 0.5750 (0.6968) loss_class_3_hybrid: 0.9039 (0.9774) loss_bbox_3_hybrid: 0.2865 (0.3765) loss_giou_3_hybrid: 0.5708 (0.6929) loss_class_4_hybrid: 0.9147 (0.9735) loss_bbox_4_hybrid: 0.2843 (0.3757) loss_giou_4_hybrid: 0.5745 (0.6919) loss_class_enc_hybrid: 0.8560 (0.8946) loss_bbox_enc_hybrid: 0.3525 (0.4964) loss_giou_enc_hybrid: 0.6879 (0.8634) mem: 1014 max mem: 36964 [2024-01-14 14:56:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:57:41 det.util.engine] INFO: Epoch: [0] [9450/11727] eta: 0:38:25 lr: 0.000100 data_time: 0.0027 iter_time: 1.0169 loss: 35.0089 (41.8374) loss_class: 0.9660 (1.1402) loss_bbox: 0.2369 (0.3296) loss_giou: 0.4921 (0.6233) loss_class_0: 1.2741 (1.2659) loss_bbox_0: 0.2229 (0.3545) loss_giou_0: 0.4882 (0.6620) loss_class_1: 1.0862 (1.2125) loss_bbox_1: 0.2181 (0.3364) loss_giou_1: 0.4747 (0.6353) loss_class_2: 1.0531 (1.1681) loss_bbox_2: 0.2242 (0.3301) loss_giou_2: 0.4959 (0.6259) loss_class_3: 0.9711 (1.1384) loss_bbox_3: 0.2257 (0.3297) loss_giou_3: 0.4869 (0.6246) loss_class_4: 0.9773 (1.1260) loss_bbox_4: 0.2265 (0.3304) loss_giou_4: 0.4954 (0.6249) loss_class_enc: 1.1313 (1.1844) loss_bbox_enc: 0.2920 (0.4051) loss_giou_enc: 0.5644 (0.7417) loss_class_dn: 0.5063 (0.5542) loss_bbox_dn: 0.4207 (0.5943) loss_giou_dn: 0.6484 (0.8060) loss_class_dn_0: 0.5220 (0.5195) loss_bbox_dn_0: 0.5701 (0.6921) loss_giou_dn_0: 0.7909 (0.9520) loss_class_dn_1: 0.5028 (0.5315) loss_bbox_dn_1: 0.4497 (0.6176) loss_giou_dn_1: 0.6825 (0.8478) loss_class_dn_2: 0.4967 (0.5452) loss_bbox_dn_2: 0.4263 (0.5983) loss_giou_dn_2: 0.6561 (0.8129) loss_class_dn_3: 0.4955 (0.5519) loss_bbox_dn_3: 0.4207 (0.5947) loss_giou_dn_3: 0.6486 (0.8060) loss_class_dn_4: 0.5050 (0.5546) loss_bbox_dn_4: 0.4208 (0.5941) loss_giou_dn_4: 0.6485 (0.8052) loss_class_hybrid: 0.9318 (0.9745) loss_bbox_hybrid: 0.2527 (0.3740) loss_giou_hybrid: 0.5630 (0.6901) loss_class_0_hybrid: 0.9712 (0.9925) loss_bbox_0_hybrid: 0.2873 (0.4109) loss_giou_0_hybrid: 0.5920 (0.7450) loss_class_1_hybrid: 0.9611 (0.9870) loss_bbox_1_hybrid: 0.2717 (0.3887) loss_giou_1_hybrid: 0.5786 (0.7121) loss_class_2_hybrid: 0.9474 (0.9837) loss_bbox_2_hybrid: 0.2579 (0.3781) loss_giou_2_hybrid: 0.5612 (0.6961) loss_class_3_hybrid: 0.9398 (0.9773) loss_bbox_3_hybrid: 0.2485 (0.3759) loss_giou_3_hybrid: 0.5556 (0.6922) loss_class_4_hybrid: 0.9438 (0.9734) loss_bbox_4_hybrid: 0.2513 (0.3751) loss_giou_4_hybrid: 0.5564 (0.6912) loss_class_enc_hybrid: 0.8778 (0.8946) loss_bbox_enc_hybrid: 0.3533 (0.4957) loss_giou_enc_hybrid: 0.7014 (0.8625) mem: 1025 max mem: 36964 [2024-01-14 14:57:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:58:33 det.util.engine] INFO: Epoch: [0] [9500/11727] eta: 0:37:35 lr: 0.000100 data_time: 0.0029 iter_time: 1.0419 loss: 35.2714 (41.8047) loss_class: 0.9442 (1.1394) loss_bbox: 0.2433 (0.3291) loss_giou: 0.4952 (0.6227) loss_class_0: 1.2444 (1.2658) loss_bbox_0: 0.2394 (0.3539) loss_giou_0: 0.5056 (0.6612) loss_class_1: 1.0941 (1.2122) loss_bbox_1: 0.2403 (0.3359) loss_giou_1: 0.4882 (0.6347) loss_class_2: 1.0415 (1.1675) loss_bbox_2: 0.2319 (0.3296) loss_giou_2: 0.4825 (0.6253) loss_class_3: 0.9717 (1.1377) loss_bbox_3: 0.2323 (0.3292) loss_giou_3: 0.4901 (0.6239) loss_class_4: 0.9458 (1.1252) loss_bbox_4: 0.2290 (0.3299) loss_giou_4: 0.4978 (0.6243) loss_class_enc: 1.0941 (1.1843) loss_bbox_enc: 0.2752 (0.4045) loss_giou_enc: 0.5786 (0.7409) loss_class_dn: 0.5189 (0.5541) loss_bbox_dn: 0.4201 (0.5935) loss_giou_dn: 0.6340 (0.8051) loss_class_dn_0: 0.5142 (0.5195) loss_bbox_dn_0: 0.5124 (0.6914) loss_giou_dn_0: 0.8075 (0.9512) loss_class_dn_1: 0.5087 (0.5315) loss_bbox_dn_1: 0.4360 (0.6168) loss_giou_dn_1: 0.6735 (0.8469) loss_class_dn_2: 0.4952 (0.5450) loss_bbox_dn_2: 0.4313 (0.5975) loss_giou_dn_2: 0.6392 (0.8120) loss_class_dn_3: 0.5109 (0.5517) loss_bbox_dn_3: 0.4273 (0.5939) loss_giou_dn_3: 0.6362 (0.8052) loss_class_dn_4: 0.5184 (0.5545) loss_bbox_dn_4: 0.4198 (0.5933) loss_giou_dn_4: 0.6338 (0.8043) loss_class_hybrid: 0.9048 (0.9744) loss_bbox_hybrid: 0.2652 (0.3735) loss_giou_hybrid: 0.5463 (0.6894) loss_class_0_hybrid: 0.9618 (0.9924) loss_bbox_0_hybrid: 0.2846 (0.4102) loss_giou_0_hybrid: 0.5855 (0.7442) loss_class_1_hybrid: 0.9337 (0.9868) loss_bbox_1_hybrid: 0.2701 (0.3881) loss_giou_1_hybrid: 0.5590 (0.7114) loss_class_2_hybrid: 0.9359 (0.9836) loss_bbox_2_hybrid: 0.2646 (0.3775) loss_giou_2_hybrid: 0.5461 (0.6953) loss_class_3_hybrid: 0.9349 (0.9771) loss_bbox_3_hybrid: 0.2638 (0.3753) loss_giou_3_hybrid: 0.5432 (0.6915) loss_class_4_hybrid: 0.9007 (0.9732) loss_bbox_4_hybrid: 0.2639 (0.3745) loss_giou_4_hybrid: 0.5484 (0.6905) loss_class_enc_hybrid: 0.8770 (0.8946) loss_bbox_enc_hybrid: 0.3455 (0.4950) loss_giou_enc_hybrid: 0.6710 (0.8616) mem: 1022 max mem: 36964 [2024-01-14 14:58:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 14:59:25 det.util.engine] INFO: Epoch: [0] [9550/11727] eta: 0:36:45 lr: 0.000100 data_time: 0.0033 iter_time: 1.0460 loss: 36.3950 (41.7705) loss_class: 1.0457 (1.1385) loss_bbox: 0.2444 (0.3286) loss_giou: 0.4597 (0.6219) loss_class_0: 1.2565 (1.2658) loss_bbox_0: 0.2487 (0.3533) loss_giou_0: 0.4734 (0.6603) loss_class_1: 1.2205 (1.2118) loss_bbox_1: 0.2359 (0.3353) loss_giou_1: 0.4584 (0.6338) loss_class_2: 1.1087 (1.1669) loss_bbox_2: 0.2396 (0.3291) loss_giou_2: 0.4600 (0.6245) loss_class_3: 1.0664 (1.1370) loss_bbox_3: 0.2409 (0.3287) loss_giou_3: 0.4599 (0.6232) loss_class_4: 1.0190 (1.1244) loss_bbox_4: 0.2386 (0.3294) loss_giou_4: 0.4626 (0.6235) loss_class_enc: 1.2260 (1.1842) loss_bbox_enc: 0.2834 (0.4039) loss_giou_enc: 0.5336 (0.7400) loss_class_dn: 0.5109 (0.5539) loss_bbox_dn: 0.4890 (0.5929) loss_giou_dn: 0.6308 (0.8042) loss_class_dn_0: 0.5233 (0.5196) loss_bbox_dn_0: 0.5970 (0.6908) loss_giou_dn_0: 0.7841 (0.9504) loss_class_dn_1: 0.5152 (0.5314) loss_bbox_dn_1: 0.5246 (0.6162) loss_giou_dn_1: 0.6678 (0.8460) loss_class_dn_2: 0.5044 (0.5448) loss_bbox_dn_2: 0.4997 (0.5969) loss_giou_dn_2: 0.6411 (0.8111) loss_class_dn_3: 0.5091 (0.5515) loss_bbox_dn_3: 0.4932 (0.5933) loss_giou_dn_3: 0.6325 (0.8043) loss_class_dn_4: 0.5123 (0.5543) loss_bbox_dn_4: 0.4890 (0.5927) loss_giou_dn_4: 0.6305 (0.8034) loss_class_hybrid: 0.9617 (0.9741) loss_bbox_hybrid: 0.2718 (0.3729) loss_giou_hybrid: 0.4993 (0.6886) loss_class_0_hybrid: 1.0486 (0.9924) loss_bbox_0_hybrid: 0.2991 (0.4096) loss_giou_0_hybrid: 0.5407 (0.7433) loss_class_1_hybrid: 0.9954 (0.9867) loss_bbox_1_hybrid: 0.2840 (0.3874) loss_giou_1_hybrid: 0.5196 (0.7105) loss_class_2_hybrid: 1.0000 (0.9834) loss_bbox_2_hybrid: 0.2773 (0.3769) loss_giou_2_hybrid: 0.5033 (0.6945) loss_class_3_hybrid: 0.9777 (0.9768) loss_bbox_3_hybrid: 0.2751 (0.3747) loss_giou_3_hybrid: 0.5027 (0.6906) loss_class_4_hybrid: 0.9633 (0.9730) loss_bbox_4_hybrid: 0.2736 (0.3739) loss_giou_4_hybrid: 0.5012 (0.6896) loss_class_enc_hybrid: 0.9369 (0.8946) loss_bbox_enc_hybrid: 0.3621 (0.4943) loss_giou_enc_hybrid: 0.6545 (0.8606) mem: 1036 max mem: 36964 [2024-01-14 14:59:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:00:17 det.util.engine] INFO: Epoch: [0] [9600/11727] eta: 0:35:54 lr: 0.000100 data_time: 0.0030 iter_time: 1.0393 loss: 33.9947 (41.7325) loss_class: 0.9570 (1.1374) loss_bbox: 0.2386 (0.3281) loss_giou: 0.4330 (0.6213) loss_class_0: 1.1970 (1.2653) loss_bbox_0: 0.2457 (0.3527) loss_giou_0: 0.4548 (0.6595) loss_class_1: 1.1040 (1.2111) loss_bbox_1: 0.2469 (0.3348) loss_giou_1: 0.4283 (0.6332) loss_class_2: 1.0105 (1.1661) loss_bbox_2: 0.2352 (0.3285) loss_giou_2: 0.4302 (0.6238) loss_class_3: 0.9725 (1.1361) loss_bbox_3: 0.2402 (0.3282) loss_giou_3: 0.4225 (0.6225) loss_class_4: 0.9438 (1.1234) loss_bbox_4: 0.2401 (0.3289) loss_giou_4: 0.4249 (0.6229) loss_class_enc: 1.1300 (1.1839) loss_bbox_enc: 0.2830 (0.4032) loss_giou_enc: 0.5127 (0.7391) loss_class_dn: 0.5004 (0.5537) loss_bbox_dn: 0.4596 (0.5920) loss_giou_dn: 0.5891 (0.8033) loss_class_dn_0: 0.5245 (0.5196) loss_bbox_dn_0: 0.5672 (0.6901) loss_giou_dn_0: 0.7686 (0.9496) loss_class_dn_1: 0.5060 (0.5312) loss_bbox_dn_1: 0.4843 (0.6153) loss_giou_dn_1: 0.6392 (0.8451) loss_class_dn_2: 0.4988 (0.5446) loss_bbox_dn_2: 0.4657 (0.5960) loss_giou_dn_2: 0.6043 (0.8103) loss_class_dn_3: 0.5042 (0.5513) loss_bbox_dn_3: 0.4616 (0.5925) loss_giou_dn_3: 0.5920 (0.8034) loss_class_dn_4: 0.4951 (0.5541) loss_bbox_dn_4: 0.4607 (0.5918) loss_giou_dn_4: 0.5891 (0.8026) loss_class_hybrid: 0.9267 (0.9738) loss_bbox_hybrid: 0.2662 (0.3723) loss_giou_hybrid: 0.4697 (0.6878) loss_class_0_hybrid: 1.0055 (0.9921) loss_bbox_0_hybrid: 0.2857 (0.4089) loss_giou_0_hybrid: 0.5055 (0.7424) loss_class_1_hybrid: 0.9750 (0.9864) loss_bbox_1_hybrid: 0.2735 (0.3868) loss_giou_1_hybrid: 0.4784 (0.7097) loss_class_2_hybrid: 0.9238 (0.9831) loss_bbox_2_hybrid: 0.2665 (0.3763) loss_giou_2_hybrid: 0.4691 (0.6937) loss_class_3_hybrid: 0.9312 (0.9765) loss_bbox_3_hybrid: 0.2649 (0.3741) loss_giou_3_hybrid: 0.4656 (0.6899) loss_class_4_hybrid: 0.9374 (0.9726) loss_bbox_4_hybrid: 0.2673 (0.3733) loss_giou_4_hybrid: 0.4699 (0.6888) loss_class_enc_hybrid: 0.8880 (0.8945) loss_bbox_enc_hybrid: 0.3420 (0.4935) loss_giou_enc_hybrid: 0.5976 (0.8597) mem: 1027 max mem: 36964 [2024-01-14 15:00:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:01:09 det.util.engine] INFO: Epoch: [0] [9650/11727] eta: 0:35:04 lr: 0.000100 data_time: 0.0031 iter_time: 1.0645 loss: 35.6316 (41.7013) loss_class: 0.9216 (1.1365) loss_bbox: 0.2465 (0.3277) loss_giou: 0.4867 (0.6207) loss_class_0: 1.2120 (1.2652) loss_bbox_0: 0.2542 (0.3522) loss_giou_0: 0.4844 (0.6588) loss_class_1: 1.1048 (1.2107) loss_bbox_1: 0.2383 (0.3344) loss_giou_1: 0.4926 (0.6325) loss_class_2: 0.9904 (1.1654) loss_bbox_2: 0.2435 (0.3281) loss_giou_2: 0.4754 (0.6232) loss_class_3: 0.9737 (1.1352) loss_bbox_3: 0.2477 (0.3279) loss_giou_3: 0.4887 (0.6219) loss_class_4: 0.9580 (1.1226) loss_bbox_4: 0.2472 (0.3285) loss_giou_4: 0.4870 (0.6223) loss_class_enc: 1.1059 (1.1836) loss_bbox_enc: 0.2881 (0.4027) loss_giou_enc: 0.5781 (0.7384) loss_class_dn: 0.5072 (0.5535) loss_bbox_dn: 0.4405 (0.5914) loss_giou_dn: 0.6264 (0.8025) loss_class_dn_0: 0.5098 (0.5196) loss_bbox_dn_0: 0.5364 (0.6895) loss_giou_dn_0: 0.7860 (0.9488) loss_class_dn_1: 0.4983 (0.5311) loss_bbox_dn_1: 0.4580 (0.6147) loss_giou_dn_1: 0.6725 (0.8443) loss_class_dn_2: 0.4890 (0.5443) loss_bbox_dn_2: 0.4492 (0.5954) loss_giou_dn_2: 0.6371 (0.8095) loss_class_dn_3: 0.5012 (0.5510) loss_bbox_dn_3: 0.4438 (0.5918) loss_giou_dn_3: 0.6279 (0.8026) loss_class_dn_4: 0.5081 (0.5539) loss_bbox_dn_4: 0.4404 (0.5911) loss_giou_dn_4: 0.6261 (0.8018) loss_class_hybrid: 0.9013 (0.9736) loss_bbox_hybrid: 0.2642 (0.3718) loss_giou_hybrid: 0.5433 (0.6871) loss_class_0_hybrid: 0.9536 (0.9920) loss_bbox_0_hybrid: 0.3012 (0.4083) loss_giou_0_hybrid: 0.5827 (0.7416) loss_class_1_hybrid: 0.9548 (0.9863) loss_bbox_1_hybrid: 0.2786 (0.3862) loss_giou_1_hybrid: 0.5403 (0.7090) loss_class_2_hybrid: 0.9165 (0.9829) loss_bbox_2_hybrid: 0.2620 (0.3758) loss_giou_2_hybrid: 0.5446 (0.6930) loss_class_3_hybrid: 0.9072 (0.9763) loss_bbox_3_hybrid: 0.2650 (0.3736) loss_giou_3_hybrid: 0.5466 (0.6892) loss_class_4_hybrid: 0.8959 (0.9724) loss_bbox_4_hybrid: 0.2633 (0.3728) loss_giou_4_hybrid: 0.5472 (0.6881) loss_class_enc_hybrid: 0.8830 (0.8944) loss_bbox_enc_hybrid: 0.3750 (0.4928) loss_giou_enc_hybrid: 0.6762 (0.8588) mem: 1015 max mem: 36964 [2024-01-14 15:01:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:02:01 det.util.engine] INFO: Epoch: [0] [9700/11727] eta: 0:34:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0380 loss: 35.4526 (41.6686) loss_class: 0.9252 (1.1355) loss_bbox: 0.2472 (0.3273) loss_giou: 0.4941 (0.6202) loss_class_0: 1.1699 (1.2648) loss_bbox_0: 0.2475 (0.3516) loss_giou_0: 0.4996 (0.6582) loss_class_1: 1.1246 (1.2102) loss_bbox_1: 0.2447 (0.3338) loss_giou_1: 0.4803 (0.6319) loss_class_2: 1.0502 (1.1648) loss_bbox_2: 0.2322 (0.3276) loss_giou_2: 0.4779 (0.6227) loss_class_3: 0.9433 (1.1344) loss_bbox_3: 0.2499 (0.3274) loss_giou_3: 0.4851 (0.6214) loss_class_4: 0.9566 (1.1217) loss_bbox_4: 0.2242 (0.3280) loss_giou_4: 0.4926 (0.6217) loss_class_enc: 1.0816 (1.1832) loss_bbox_enc: 0.2905 (0.4021) loss_giou_enc: 0.5745 (0.7378) loss_class_dn: 0.5030 (0.5533) loss_bbox_dn: 0.4618 (0.5906) loss_giou_dn: 0.6381 (0.8018) loss_class_dn_0: 0.5238 (0.5196) loss_bbox_dn_0: 0.5618 (0.6887) loss_giou_dn_0: 0.7974 (0.9481) loss_class_dn_1: 0.5043 (0.5310) loss_bbox_dn_1: 0.4889 (0.6140) loss_giou_dn_1: 0.6817 (0.8435) loss_class_dn_2: 0.4979 (0.5441) loss_bbox_dn_2: 0.4698 (0.5947) loss_giou_dn_2: 0.6530 (0.8087) loss_class_dn_3: 0.4994 (0.5508) loss_bbox_dn_3: 0.4663 (0.5911) loss_giou_dn_3: 0.6414 (0.8019) loss_class_dn_4: 0.5008 (0.5536) loss_bbox_dn_4: 0.4616 (0.5904) loss_giou_dn_4: 0.6379 (0.8010) loss_class_hybrid: 0.8971 (0.9732) loss_bbox_hybrid: 0.2777 (0.3712) loss_giou_hybrid: 0.5403 (0.6865) loss_class_0_hybrid: 0.9196 (0.9918) loss_bbox_0_hybrid: 0.2983 (0.4077) loss_giou_0_hybrid: 0.5712 (0.7410) loss_class_1_hybrid: 0.9190 (0.9861) loss_bbox_1_hybrid: 0.2872 (0.3856) loss_giou_1_hybrid: 0.5487 (0.7083) loss_class_2_hybrid: 0.8961 (0.9826) loss_bbox_2_hybrid: 0.2816 (0.3752) loss_giou_2_hybrid: 0.5454 (0.6924) loss_class_3_hybrid: 0.8777 (0.9759) loss_bbox_3_hybrid: 0.2781 (0.3730) loss_giou_3_hybrid: 0.5450 (0.6886) loss_class_4_hybrid: 0.9003 (0.9721) loss_bbox_4_hybrid: 0.2771 (0.3722) loss_giou_4_hybrid: 0.5396 (0.6875) loss_class_enc_hybrid: 0.8556 (0.8943) loss_bbox_enc_hybrid: 0.3855 (0.4921) loss_giou_enc_hybrid: 0.6836 (0.8581) mem: 1023 max mem: 36964 [2024-01-14 15:02:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:02:52 det.util.engine] INFO: Epoch: [0] [9750/11727] eta: 0:33:23 lr: 0.000100 data_time: 0.0029 iter_time: 1.0036 loss: 34.3547 (41.6371) loss_class: 0.9258 (1.1347) loss_bbox: 0.2435 (0.3269) loss_giou: 0.4925 (0.6196) loss_class_0: 1.1960 (1.2648) loss_bbox_0: 0.2300 (0.3511) loss_giou_0: 0.4973 (0.6574) loss_class_1: 1.0715 (1.2098) loss_bbox_1: 0.2291 (0.3334) loss_giou_1: 0.4943 (0.6312) loss_class_2: 1.0062 (1.1642) loss_bbox_2: 0.2296 (0.3271) loss_giou_2: 0.5008 (0.6220) loss_class_3: 0.9430 (1.1338) loss_bbox_3: 0.2294 (0.3269) loss_giou_3: 0.4960 (0.6208) loss_class_4: 0.9302 (1.1210) loss_bbox_4: 0.2342 (0.3276) loss_giou_4: 0.4895 (0.6211) loss_class_enc: 1.1180 (1.1830) loss_bbox_enc: 0.2637 (0.4016) loss_giou_enc: 0.5789 (0.7370) loss_class_dn: 0.5178 (0.5531) loss_bbox_dn: 0.4205 (0.5899) loss_giou_dn: 0.6372 (0.8009) loss_class_dn_0: 0.5237 (0.5196) loss_bbox_dn_0: 0.5233 (0.6881) loss_giou_dn_0: 0.7996 (0.9473) loss_class_dn_1: 0.5118 (0.5308) loss_bbox_dn_1: 0.4518 (0.6133) loss_giou_dn_1: 0.6804 (0.8427) loss_class_dn_2: 0.5057 (0.5439) loss_bbox_dn_2: 0.4261 (0.5940) loss_giou_dn_2: 0.6483 (0.8079) loss_class_dn_3: 0.5057 (0.5506) loss_bbox_dn_3: 0.4223 (0.5904) loss_giou_dn_3: 0.6405 (0.8011) loss_class_dn_4: 0.5108 (0.5534) loss_bbox_dn_4: 0.4208 (0.5897) loss_giou_dn_4: 0.6372 (0.8002) loss_class_hybrid: 0.9430 (0.9731) loss_bbox_hybrid: 0.2689 (0.3707) loss_giou_hybrid: 0.5231 (0.6858) loss_class_0_hybrid: 0.9881 (0.9918) loss_bbox_0_hybrid: 0.2639 (0.4071) loss_giou_0_hybrid: 0.5855 (0.7402) loss_class_1_hybrid: 0.9572 (0.9860) loss_bbox_1_hybrid: 0.2608 (0.3850) loss_giou_1_hybrid: 0.5452 (0.7076) loss_class_2_hybrid: 0.9406 (0.9824) loss_bbox_2_hybrid: 0.2655 (0.3746) loss_giou_2_hybrid: 0.5325 (0.6916) loss_class_3_hybrid: 0.9383 (0.9758) loss_bbox_3_hybrid: 0.2639 (0.3725) loss_giou_3_hybrid: 0.5270 (0.6878) loss_class_4_hybrid: 0.9472 (0.9719) loss_bbox_4_hybrid: 0.2661 (0.3717) loss_giou_4_hybrid: 0.5262 (0.6868) loss_class_enc_hybrid: 0.8806 (0.8943) loss_bbox_enc_hybrid: 0.3555 (0.4914) loss_giou_enc_hybrid: 0.6925 (0.8572) mem: 1030 max mem: 36964 [2024-01-14 15:02:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:03:43 det.util.engine] INFO: Epoch: [0] [9800/11727] eta: 0:32:32 lr: 0.000100 data_time: 0.0032 iter_time: 1.0192 loss: 35.8250 (41.6091) loss_class: 0.9272 (1.1339) loss_bbox: 0.2563 (0.3265) loss_giou: 0.5409 (0.6191) loss_class_0: 1.1729 (1.2647) loss_bbox_0: 0.2417 (0.3505) loss_giou_0: 0.5204 (0.6567) loss_class_1: 1.0489 (1.2095) loss_bbox_1: 0.2452 (0.3329) loss_giou_1: 0.5071 (0.6306) loss_class_2: 0.9837 (1.1637) loss_bbox_2: 0.2493 (0.3267) loss_giou_2: 0.5322 (0.6215) loss_class_3: 0.9209 (1.1331) loss_bbox_3: 0.2470 (0.3265) loss_giou_3: 0.5567 (0.6202) loss_class_4: 0.9257 (1.1202) loss_bbox_4: 0.2540 (0.3272) loss_giou_4: 0.5381 (0.6206) loss_class_enc: 1.0952 (1.1829) loss_bbox_enc: 0.2766 (0.4011) loss_giou_enc: 0.5931 (0.7363) loss_class_dn: 0.5208 (0.5531) loss_bbox_dn: 0.3880 (0.5893) loss_giou_dn: 0.6689 (0.8001) loss_class_dn_0: 0.5161 (0.5196) loss_bbox_dn_0: 0.4938 (0.6875) loss_giou_dn_0: 0.8130 (0.9466) loss_class_dn_1: 0.5106 (0.5308) loss_bbox_dn_1: 0.4181 (0.6127) loss_giou_dn_1: 0.7028 (0.8419) loss_class_dn_2: 0.5073 (0.5438) loss_bbox_dn_2: 0.3972 (0.5934) loss_giou_dn_2: 0.6767 (0.8071) loss_class_dn_3: 0.5103 (0.5505) loss_bbox_dn_3: 0.3923 (0.5898) loss_giou_dn_3: 0.6712 (0.8003) loss_class_dn_4: 0.5120 (0.5533) loss_bbox_dn_4: 0.3880 (0.5891) loss_giou_dn_4: 0.6690 (0.7994) loss_class_hybrid: 0.9006 (0.9730) loss_bbox_hybrid: 0.2699 (0.3702) loss_giou_hybrid: 0.6103 (0.6851) loss_class_0_hybrid: 0.9259 (0.9919) loss_bbox_0_hybrid: 0.2815 (0.4065) loss_giou_0_hybrid: 0.6389 (0.7394) loss_class_1_hybrid: 0.9297 (0.9860) loss_bbox_1_hybrid: 0.2795 (0.3845) loss_giou_1_hybrid: 0.6193 (0.7068) loss_class_2_hybrid: 0.9069 (0.9824) loss_bbox_2_hybrid: 0.2731 (0.3741) loss_giou_2_hybrid: 0.6149 (0.6909) loss_class_3_hybrid: 0.8971 (0.9757) loss_bbox_3_hybrid: 0.2740 (0.3719) loss_giou_3_hybrid: 0.6167 (0.6871) loss_class_4_hybrid: 0.9060 (0.9718) loss_bbox_4_hybrid: 0.2710 (0.3712) loss_giou_4_hybrid: 0.6136 (0.6861) loss_class_enc_hybrid: 0.8643 (0.8944) loss_bbox_enc_hybrid: 0.3494 (0.4908) loss_giou_enc_hybrid: 0.7263 (0.8564) mem: 1029 max mem: 36964 [2024-01-14 15:03:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:04:36 det.util.engine] INFO: Epoch: [0] [9850/11727] eta: 0:31:42 lr: 0.000100 data_time: 0.0035 iter_time: 1.0606 loss: 34.9041 (41.5770) loss_class: 0.9032 (1.1329) loss_bbox: 0.2355 (0.3261) loss_giou: 0.5026 (0.6185) loss_class_0: 1.1846 (1.2644) loss_bbox_0: 0.2300 (0.3500) loss_giou_0: 0.4946 (0.6560) loss_class_1: 1.0382 (1.2089) loss_bbox_1: 0.2249 (0.3324) loss_giou_1: 0.4899 (0.6300) loss_class_2: 0.9638 (1.1629) loss_bbox_2: 0.2210 (0.3263) loss_giou_2: 0.4866 (0.6209) loss_class_3: 0.8814 (1.1323) loss_bbox_3: 0.2254 (0.3261) loss_giou_3: 0.4994 (0.6197) loss_class_4: 0.9033 (1.1193) loss_bbox_4: 0.2286 (0.3268) loss_giou_4: 0.4972 (0.6200) loss_class_enc: 1.0795 (1.1826) loss_bbox_enc: 0.2737 (0.4005) loss_giou_enc: 0.5593 (0.7356) loss_class_dn: 0.5207 (0.5529) loss_bbox_dn: 0.4164 (0.5886) loss_giou_dn: 0.6319 (0.7994) loss_class_dn_0: 0.5200 (0.5196) loss_bbox_dn_0: 0.5193 (0.6870) loss_giou_dn_0: 0.7804 (0.9458) loss_class_dn_1: 0.5019 (0.5307) loss_bbox_dn_1: 0.4411 (0.6120) loss_giou_dn_1: 0.6806 (0.8411) loss_class_dn_2: 0.4953 (0.5436) loss_bbox_dn_2: 0.4215 (0.5927) loss_giou_dn_2: 0.6457 (0.8063) loss_class_dn_3: 0.5081 (0.5503) loss_bbox_dn_3: 0.4176 (0.5891) loss_giou_dn_3: 0.6343 (0.7995) loss_class_dn_4: 0.5100 (0.5531) loss_bbox_dn_4: 0.4163 (0.5884) loss_giou_dn_4: 0.6316 (0.7986) loss_class_hybrid: 0.8876 (0.9728) loss_bbox_hybrid: 0.2340 (0.3696) loss_giou_hybrid: 0.5311 (0.6844) loss_class_0_hybrid: 0.9359 (0.9918) loss_bbox_0_hybrid: 0.2647 (0.4059) loss_giou_0_hybrid: 0.5737 (0.7386) loss_class_1_hybrid: 0.8778 (0.9858) loss_bbox_1_hybrid: 0.2405 (0.3839) loss_giou_1_hybrid: 0.5475 (0.7061) loss_class_2_hybrid: 0.8888 (0.9822) loss_bbox_2_hybrid: 0.2336 (0.3735) loss_giou_2_hybrid: 0.5401 (0.6902) loss_class_3_hybrid: 0.8922 (0.9755) loss_bbox_3_hybrid: 0.2329 (0.3714) loss_giou_3_hybrid: 0.5334 (0.6864) loss_class_4_hybrid: 0.8750 (0.9716) loss_bbox_4_hybrid: 0.2348 (0.3706) loss_giou_4_hybrid: 0.5338 (0.6854) loss_class_enc_hybrid: 0.8604 (0.8944) loss_bbox_enc_hybrid: 0.3282 (0.4901) loss_giou_enc_hybrid: 0.6793 (0.8556) mem: 1026 max mem: 36964 [2024-01-14 15:04:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:05:30 det.util.engine] INFO: Epoch: [0] [9900/11727] eta: 0:30:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0860 loss: 34.9282 (41.5488) loss_class: 0.9500 (1.1322) loss_bbox: 0.2233 (0.3256) loss_giou: 0.4972 (0.6180) loss_class_0: 1.1836 (1.2643) loss_bbox_0: 0.2153 (0.3494) loss_giou_0: 0.4957 (0.6553) loss_class_1: 1.1190 (1.2086) loss_bbox_1: 0.2235 (0.3319) loss_giou_1: 0.4992 (0.6294) loss_class_2: 1.0126 (1.1624) loss_bbox_2: 0.2163 (0.3258) loss_giou_2: 0.4912 (0.6203) loss_class_3: 0.9746 (1.1316) loss_bbox_3: 0.2259 (0.3257) loss_giou_3: 0.4978 (0.6192) loss_class_4: 0.9432 (1.1187) loss_bbox_4: 0.2205 (0.3264) loss_giou_4: 0.4977 (0.6195) loss_class_enc: 1.1322 (1.1825) loss_bbox_enc: 0.2671 (0.3999) loss_giou_enc: 0.5870 (0.7349) loss_class_dn: 0.5052 (0.5527) loss_bbox_dn: 0.4004 (0.5880) loss_giou_dn: 0.6398 (0.7987) loss_class_dn_0: 0.5129 (0.5197) loss_bbox_dn_0: 0.4855 (0.6863) loss_giou_dn_0: 0.8063 (0.9452) loss_class_dn_1: 0.5064 (0.5306) loss_bbox_dn_1: 0.4170 (0.6114) loss_giou_dn_1: 0.6774 (0.8404) loss_class_dn_2: 0.5062 (0.5434) loss_bbox_dn_2: 0.4013 (0.5921) loss_giou_dn_2: 0.6485 (0.8056) loss_class_dn_3: 0.5018 (0.5500) loss_bbox_dn_3: 0.4017 (0.5885) loss_giou_dn_3: 0.6392 (0.7988) loss_class_dn_4: 0.5073 (0.5529) loss_bbox_dn_4: 0.4007 (0.5878) loss_giou_dn_4: 0.6396 (0.7979) loss_class_hybrid: 0.9320 (0.9727) loss_bbox_hybrid: 0.2328 (0.3691) loss_giou_hybrid: 0.5355 (0.6838) loss_class_0_hybrid: 0.9722 (0.9918) loss_bbox_0_hybrid: 0.2617 (0.4053) loss_giou_0_hybrid: 0.5807 (0.7379) loss_class_1_hybrid: 0.9786 (0.9857) loss_bbox_1_hybrid: 0.2456 (0.3834) loss_giou_1_hybrid: 0.5555 (0.7055) loss_class_2_hybrid: 0.9450 (0.9821) loss_bbox_2_hybrid: 0.2358 (0.3730) loss_giou_2_hybrid: 0.5391 (0.6896) loss_class_3_hybrid: 0.9248 (0.9753) loss_bbox_3_hybrid: 0.2331 (0.3709) loss_giou_3_hybrid: 0.5375 (0.6858) loss_class_4_hybrid: 0.9368 (0.9715) loss_bbox_4_hybrid: 0.2342 (0.3701) loss_giou_4_hybrid: 0.5383 (0.6848) loss_class_enc_hybrid: 0.8952 (0.8945) loss_bbox_enc_hybrid: 0.3342 (0.4895) loss_giou_enc_hybrid: 0.7024 (0.8548) mem: 1016 max mem: 36964 [2024-01-14 15:05:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:06:23 det.util.engine] INFO: Epoch: [0] [9950/11727] eta: 0:30:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.0551 loss: 35.9089 (41.5192) loss_class: 1.0091 (1.1315) loss_bbox: 0.2397 (0.3252) loss_giou: 0.4693 (0.6174) loss_class_0: 1.2425 (1.2642) loss_bbox_0: 0.2366 (0.3489) loss_giou_0: 0.4849 (0.6546) loss_class_1: 1.1221 (1.2082) loss_bbox_1: 0.2380 (0.3315) loss_giou_1: 0.4772 (0.6288) loss_class_2: 1.0666 (1.1619) loss_bbox_2: 0.2439 (0.3254) loss_giou_2: 0.4679 (0.6197) loss_class_3: 1.0388 (1.1310) loss_bbox_3: 0.2311 (0.3252) loss_giou_3: 0.4744 (0.6185) loss_class_4: 0.9992 (1.1181) loss_bbox_4: 0.2428 (0.3259) loss_giou_4: 0.4626 (0.6188) loss_class_enc: 1.2021 (1.1824) loss_bbox_enc: 0.2873 (0.3994) loss_giou_enc: 0.5545 (0.7341) loss_class_dn: 0.5324 (0.5526) loss_bbox_dn: 0.4828 (0.5874) loss_giou_dn: 0.6376 (0.7979) loss_class_dn_0: 0.5217 (0.5197) loss_bbox_dn_0: 0.5791 (0.6858) loss_giou_dn_0: 0.7841 (0.9444) loss_class_dn_1: 0.5086 (0.5305) loss_bbox_dn_1: 0.4970 (0.6109) loss_giou_dn_1: 0.6688 (0.8396) loss_class_dn_2: 0.5044 (0.5432) loss_bbox_dn_2: 0.4844 (0.5916) loss_giou_dn_2: 0.6453 (0.8048) loss_class_dn_3: 0.5248 (0.5498) loss_bbox_dn_3: 0.4859 (0.5879) loss_giou_dn_3: 0.6364 (0.7980) loss_class_dn_4: 0.5307 (0.5528) loss_bbox_dn_4: 0.4828 (0.5872) loss_giou_dn_4: 0.6371 (0.7971) loss_class_hybrid: 0.9343 (0.9726) loss_bbox_hybrid: 0.2823 (0.3686) loss_giou_hybrid: 0.5265 (0.6831) loss_class_0_hybrid: 1.0104 (0.9918) loss_bbox_0_hybrid: 0.2974 (0.4047) loss_giou_0_hybrid: 0.5537 (0.7371) loss_class_1_hybrid: 0.9750 (0.9856) loss_bbox_1_hybrid: 0.2846 (0.3828) loss_giou_1_hybrid: 0.5458 (0.7047) loss_class_2_hybrid: 0.9790 (0.9820) loss_bbox_2_hybrid: 0.2764 (0.3725) loss_giou_2_hybrid: 0.5291 (0.6889) loss_class_3_hybrid: 0.9348 (0.9752) loss_bbox_3_hybrid: 0.2788 (0.3704) loss_giou_3_hybrid: 0.5297 (0.6851) loss_class_4_hybrid: 0.9421 (0.9714) loss_bbox_4_hybrid: 0.2762 (0.3696) loss_giou_4_hybrid: 0.5241 (0.6841) loss_class_enc_hybrid: 0.9030 (0.8945) loss_bbox_enc_hybrid: 0.3660 (0.4888) loss_giou_enc_hybrid: 0.6546 (0.8540) mem: 1032 max mem: 36964 [2024-01-14 15:06:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:07:15 det.util.engine] INFO: Epoch: [0] [10000/11727] eta: 0:29:11 lr: 0.000100 data_time: 0.0030 iter_time: 1.0234 loss: 36.7478 (41.4894) loss_class: 1.0344 (1.1307) loss_bbox: 0.2373 (0.3248) loss_giou: 0.4899 (0.6168) loss_class_0: 1.2697 (1.2640) loss_bbox_0: 0.2549 (0.3484) loss_giou_0: 0.5073 (0.6538) loss_class_1: 1.2049 (1.2077) loss_bbox_1: 0.2459 (0.3310) loss_giou_1: 0.4985 (0.6281) loss_class_2: 1.1101 (1.1613) loss_bbox_2: 0.2561 (0.3249) loss_giou_2: 0.5027 (0.6191) loss_class_3: 1.0447 (1.1304) loss_bbox_3: 0.2356 (0.3248) loss_giou_3: 0.4902 (0.6179) loss_class_4: 1.0501 (1.1174) loss_bbox_4: 0.2375 (0.3255) loss_giou_4: 0.4960 (0.6182) loss_class_enc: 1.2145 (1.1822) loss_bbox_enc: 0.2985 (0.3989) loss_giou_enc: 0.5685 (0.7334) loss_class_dn: 0.5252 (0.5524) loss_bbox_dn: 0.4496 (0.5868) loss_giou_dn: 0.6556 (0.7971) loss_class_dn_0: 0.5230 (0.5197) loss_bbox_dn_0: 0.5811 (0.6852) loss_giou_dn_0: 0.8234 (0.9437) loss_class_dn_1: 0.5173 (0.5304) loss_bbox_dn_1: 0.4788 (0.6102) loss_giou_dn_1: 0.6841 (0.8388) loss_class_dn_2: 0.5115 (0.5430) loss_bbox_dn_2: 0.4541 (0.5909) loss_giou_dn_2: 0.6631 (0.8041) loss_class_dn_3: 0.5156 (0.5497) loss_bbox_dn_3: 0.4518 (0.5873) loss_giou_dn_3: 0.6571 (0.7972) loss_class_dn_4: 0.5254 (0.5526) loss_bbox_dn_4: 0.4497 (0.5865) loss_giou_dn_4: 0.6553 (0.7963) loss_class_hybrid: 0.9732 (0.9724) loss_bbox_hybrid: 0.2674 (0.3681) loss_giou_hybrid: 0.5368 (0.6824) loss_class_0_hybrid: 1.0268 (0.9918) loss_bbox_0_hybrid: 0.2939 (0.4041) loss_giou_0_hybrid: 0.5712 (0.7364) loss_class_1_hybrid: 1.0002 (0.9856) loss_bbox_1_hybrid: 0.2778 (0.3823) loss_giou_1_hybrid: 0.5492 (0.7040) loss_class_2_hybrid: 0.9929 (0.9819) loss_bbox_2_hybrid: 0.2774 (0.3719) loss_giou_2_hybrid: 0.5389 (0.6882) loss_class_3_hybrid: 0.9806 (0.9750) loss_bbox_3_hybrid: 0.2650 (0.3698) loss_giou_3_hybrid: 0.5354 (0.6844) loss_class_4_hybrid: 0.9696 (0.9712) loss_bbox_4_hybrid: 0.2645 (0.3691) loss_giou_4_hybrid: 0.5423 (0.6834) loss_class_enc_hybrid: 0.9345 (0.8946) loss_bbox_enc_hybrid: 0.3624 (0.4882) loss_giou_enc_hybrid: 0.6755 (0.8532) mem: 1027 max mem: 36964 [2024-01-14 15:07:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:08:08 det.util.engine] INFO: Epoch: [0] [10050/11727] eta: 0:28:21 lr: 0.000100 data_time: 0.0031 iter_time: 1.0714 loss: 35.1482 (41.4598) loss_class: 0.9380 (1.1299) loss_bbox: 0.2340 (0.3244) loss_giou: 0.4930 (0.6162) loss_class_0: 1.2006 (1.2640) loss_bbox_0: 0.2457 (0.3479) loss_giou_0: 0.4903 (0.6531) loss_class_1: 1.0811 (1.2074) loss_bbox_1: 0.2305 (0.3306) loss_giou_1: 0.4902 (0.6275) loss_class_2: 1.0017 (1.1607) loss_bbox_2: 0.2292 (0.3245) loss_giou_2: 0.4896 (0.6185) loss_class_3: 0.9731 (1.1296) loss_bbox_3: 0.2344 (0.3244) loss_giou_3: 0.4857 (0.6173) loss_class_4: 0.9580 (1.1167) loss_bbox_4: 0.2360 (0.3251) loss_giou_4: 0.4888 (0.6177) loss_class_enc: 1.1046 (1.1820) loss_bbox_enc: 0.2864 (0.3984) loss_giou_enc: 0.5728 (0.7327) loss_class_dn: 0.4974 (0.5523) loss_bbox_dn: 0.4076 (0.5861) loss_giou_dn: 0.6522 (0.7963) loss_class_dn_0: 0.5169 (0.5197) loss_bbox_dn_0: 0.5310 (0.6846) loss_giou_dn_0: 0.8129 (0.9430) loss_class_dn_1: 0.5003 (0.5303) loss_bbox_dn_1: 0.4377 (0.6096) loss_giou_dn_1: 0.6964 (0.8380) loss_class_dn_2: 0.4992 (0.5428) loss_bbox_dn_2: 0.4140 (0.5903) loss_giou_dn_2: 0.6582 (0.8033) loss_class_dn_3: 0.4984 (0.5495) loss_bbox_dn_3: 0.4105 (0.5866) loss_giou_dn_3: 0.6543 (0.7964) loss_class_dn_4: 0.4988 (0.5524) loss_bbox_dn_4: 0.4074 (0.5859) loss_giou_dn_4: 0.6522 (0.7955) loss_class_hybrid: 0.8868 (0.9722) loss_bbox_hybrid: 0.2642 (0.3676) loss_giou_hybrid: 0.5477 (0.6818) loss_class_0_hybrid: 0.9170 (0.9917) loss_bbox_0_hybrid: 0.2735 (0.4036) loss_giou_0_hybrid: 0.5973 (0.7356) loss_class_1_hybrid: 0.9127 (0.9854) loss_bbox_1_hybrid: 0.2671 (0.3817) loss_giou_1_hybrid: 0.5702 (0.7033) loss_class_2_hybrid: 0.8857 (0.9817) loss_bbox_2_hybrid: 0.2639 (0.3714) loss_giou_2_hybrid: 0.5482 (0.6875) loss_class_3_hybrid: 0.8652 (0.9748) loss_bbox_3_hybrid: 0.2632 (0.3694) loss_giou_3_hybrid: 0.5467 (0.6838) loss_class_4_hybrid: 0.8853 (0.9710) loss_bbox_4_hybrid: 0.2637 (0.3686) loss_giou_4_hybrid: 0.5531 (0.6828) loss_class_enc_hybrid: 0.8621 (0.8946) loss_bbox_enc_hybrid: 0.3580 (0.4876) loss_giou_enc_hybrid: 0.7009 (0.8524) mem: 1017 max mem: 36964 [2024-01-14 15:08:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:08:59 det.util.engine] INFO: Epoch: [0] [10100/11727] eta: 0:27:30 lr: 0.000100 data_time: 0.0030 iter_time: 0.9930 loss: 35.4020 (41.4275) loss_class: 0.9693 (1.1290) loss_bbox: 0.2414 (0.3240) loss_giou: 0.5090 (0.6156) loss_class_0: 1.2040 (1.2637) loss_bbox_0: 0.2359 (0.3474) loss_giou_0: 0.5090 (0.6524) loss_class_1: 1.1037 (1.2068) loss_bbox_1: 0.2226 (0.3301) loss_giou_1: 0.5007 (0.6268) loss_class_2: 1.0243 (1.1600) loss_bbox_2: 0.2263 (0.3241) loss_giou_2: 0.5086 (0.6179) loss_class_3: 1.0031 (1.1288) loss_bbox_3: 0.2361 (0.3240) loss_giou_3: 0.5059 (0.6168) loss_class_4: 0.9995 (1.1159) loss_bbox_4: 0.2358 (0.3247) loss_giou_4: 0.5075 (0.6171) loss_class_enc: 1.1253 (1.1818) loss_bbox_enc: 0.2768 (0.3978) loss_giou_enc: 0.5623 (0.7320) loss_class_dn: 0.5157 (0.5521) loss_bbox_dn: 0.4318 (0.5854) loss_giou_dn: 0.6504 (0.7955) loss_class_dn_0: 0.5195 (0.5197) loss_bbox_dn_0: 0.5551 (0.6839) loss_giou_dn_0: 0.8067 (0.9423) loss_class_dn_1: 0.5169 (0.5301) loss_bbox_dn_1: 0.4597 (0.6089) loss_giou_dn_1: 0.6726 (0.8372) loss_class_dn_2: 0.5099 (0.5426) loss_bbox_dn_2: 0.4444 (0.5896) loss_giou_dn_2: 0.6599 (0.8025) loss_class_dn_3: 0.5067 (0.5492) loss_bbox_dn_3: 0.4356 (0.5859) loss_giou_dn_3: 0.6531 (0.7957) loss_class_dn_4: 0.5142 (0.5522) loss_bbox_dn_4: 0.4317 (0.5852) loss_giou_dn_4: 0.6505 (0.7948) loss_class_hybrid: 0.8981 (0.9719) loss_bbox_hybrid: 0.2681 (0.3671) loss_giou_hybrid: 0.5684 (0.6812) loss_class_0_hybrid: 0.9331 (0.9916) loss_bbox_0_hybrid: 0.2774 (0.4029) loss_giou_0_hybrid: 0.6065 (0.7349) loss_class_1_hybrid: 0.9018 (0.9852) loss_bbox_1_hybrid: 0.2664 (0.3812) loss_giou_1_hybrid: 0.5792 (0.7026) loss_class_2_hybrid: 0.9084 (0.9814) loss_bbox_2_hybrid: 0.2588 (0.3709) loss_giou_2_hybrid: 0.5711 (0.6868) loss_class_3_hybrid: 0.9119 (0.9745) loss_bbox_3_hybrid: 0.2620 (0.3688) loss_giou_3_hybrid: 0.5693 (0.6831) loss_class_4_hybrid: 0.9079 (0.9707) loss_bbox_4_hybrid: 0.2663 (0.3681) loss_giou_4_hybrid: 0.5691 (0.6821) loss_class_enc_hybrid: 0.8670 (0.8945) loss_bbox_enc_hybrid: 0.3421 (0.4869) loss_giou_enc_hybrid: 0.6816 (0.8516) mem: 1020 max mem: 36964 [2024-01-14 15:08:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:09:52 det.util.engine] INFO: Epoch: [0] [10150/11727] eta: 0:26:40 lr: 0.000100 data_time: 0.0029 iter_time: 1.0682 loss: 35.6937 (41.3991) loss_class: 0.9469 (1.1282) loss_bbox: 0.2663 (0.3236) loss_giou: 0.4595 (0.6151) loss_class_0: 1.2140 (1.2635) loss_bbox_0: 0.2735 (0.3469) loss_giou_0: 0.4874 (0.6518) loss_class_1: 1.0867 (1.2063) loss_bbox_1: 0.2635 (0.3297) loss_giou_1: 0.4786 (0.6263) loss_class_2: 0.9947 (1.1594) loss_bbox_2: 0.2619 (0.3237) loss_giou_2: 0.4609 (0.6174) loss_class_3: 0.9691 (1.1281) loss_bbox_3: 0.2632 (0.3236) loss_giou_3: 0.4580 (0.6162) loss_class_4: 0.9497 (1.1151) loss_bbox_4: 0.2628 (0.3243) loss_giou_4: 0.4592 (0.6166) loss_class_enc: 1.0968 (1.1815) loss_bbox_enc: 0.3075 (0.3973) loss_giou_enc: 0.5627 (0.7313) loss_class_dn: 0.5117 (0.5519) loss_bbox_dn: 0.4342 (0.5848) loss_giou_dn: 0.6534 (0.7948) loss_class_dn_0: 0.5254 (0.5197) loss_bbox_dn_0: 0.5577 (0.6833) loss_giou_dn_0: 0.7964 (0.9416) loss_class_dn_1: 0.5101 (0.5300) loss_bbox_dn_1: 0.4747 (0.6083) loss_giou_dn_1: 0.6932 (0.8365) loss_class_dn_2: 0.5071 (0.5424) loss_bbox_dn_2: 0.4457 (0.5890) loss_giou_dn_2: 0.6608 (0.8018) loss_class_dn_3: 0.5034 (0.5490) loss_bbox_dn_3: 0.4353 (0.5853) loss_giou_dn_3: 0.6550 (0.7950) loss_class_dn_4: 0.5080 (0.5520) loss_bbox_dn_4: 0.4347 (0.5846) loss_giou_dn_4: 0.6529 (0.7941) loss_class_hybrid: 0.8790 (0.9716) loss_bbox_hybrid: 0.2824 (0.3666) loss_giou_hybrid: 0.5091 (0.6806) loss_class_0_hybrid: 0.9574 (0.9915) loss_bbox_0_hybrid: 0.2993 (0.4024) loss_giou_0_hybrid: 0.5433 (0.7342) loss_class_1_hybrid: 0.9411 (0.9850) loss_bbox_1_hybrid: 0.2860 (0.3807) loss_giou_1_hybrid: 0.5297 (0.7020) loss_class_2_hybrid: 0.9076 (0.9812) loss_bbox_2_hybrid: 0.2811 (0.3704) loss_giou_2_hybrid: 0.5094 (0.6863) loss_class_3_hybrid: 0.8836 (0.9743) loss_bbox_3_hybrid: 0.2820 (0.3684) loss_giou_3_hybrid: 0.5072 (0.6825) loss_class_4_hybrid: 0.8859 (0.9704) loss_bbox_4_hybrid: 0.2830 (0.3676) loss_giou_4_hybrid: 0.5063 (0.6816) loss_class_enc_hybrid: 0.8854 (0.8945) loss_bbox_enc_hybrid: 0.3691 (0.4863) loss_giou_enc_hybrid: 0.6755 (0.8508) mem: 1022 max mem: 36964 [2024-01-14 15:09:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:10:45 det.util.engine] INFO: Epoch: [0] [10200/11727] eta: 0:25:50 lr: 0.000100 data_time: 0.0033 iter_time: 1.0638 loss: 33.5810 (41.3644) loss_class: 0.8766 (1.1272) loss_bbox: 0.2060 (0.3232) loss_giou: 0.4946 (0.6147) loss_class_0: 1.1879 (1.2631) loss_bbox_0: 0.2137 (0.3464) loss_giou_0: 0.4809 (0.6512) loss_class_1: 0.9914 (1.2056) loss_bbox_1: 0.2083 (0.3292) loss_giou_1: 0.4858 (0.6258) loss_class_2: 0.9731 (1.1585) loss_bbox_2: 0.2051 (0.3232) loss_giou_2: 0.4863 (0.6168) loss_class_3: 0.8959 (1.1272) loss_bbox_3: 0.2146 (0.3232) loss_giou_3: 0.5030 (0.6158) loss_class_4: 0.8646 (1.1141) loss_bbox_4: 0.2074 (0.3238) loss_giou_4: 0.4945 (0.6161) loss_class_enc: 1.0819 (1.1810) loss_bbox_enc: 0.2426 (0.3967) loss_giou_enc: 0.6008 (0.7307) loss_class_dn: 0.5129 (0.5517) loss_bbox_dn: 0.3754 (0.5839) loss_giou_dn: 0.6093 (0.7940) loss_class_dn_0: 0.5146 (0.5197) loss_bbox_dn_0: 0.5035 (0.6825) loss_giou_dn_0: 0.7672 (0.9409) loss_class_dn_1: 0.5000 (0.5299) loss_bbox_dn_1: 0.4042 (0.6074) loss_giou_dn_1: 0.6414 (0.8357) loss_class_dn_2: 0.4904 (0.5422) loss_bbox_dn_2: 0.3826 (0.5881) loss_giou_dn_2: 0.6174 (0.8010) loss_class_dn_3: 0.4995 (0.5488) loss_bbox_dn_3: 0.3765 (0.5845) loss_giou_dn_3: 0.6121 (0.7942) loss_class_dn_4: 0.5093 (0.5518) loss_bbox_dn_4: 0.3754 (0.5837) loss_giou_dn_4: 0.6094 (0.7933) loss_class_hybrid: 0.8527 (0.9712) loss_bbox_hybrid: 0.2254 (0.3661) loss_giou_hybrid: 0.5339 (0.6800) loss_class_0_hybrid: 0.9186 (0.9912) loss_bbox_0_hybrid: 0.2478 (0.4018) loss_giou_0_hybrid: 0.5593 (0.7335) loss_class_1_hybrid: 0.8915 (0.9847) loss_bbox_1_hybrid: 0.2329 (0.3801) loss_giou_1_hybrid: 0.5322 (0.7014) loss_class_2_hybrid: 0.8593 (0.9808) loss_bbox_2_hybrid: 0.2236 (0.3699) loss_giou_2_hybrid: 0.5303 (0.6856) loss_class_3_hybrid: 0.8455 (0.9738) loss_bbox_3_hybrid: 0.2337 (0.3678) loss_giou_3_hybrid: 0.5371 (0.6820) loss_class_4_hybrid: 0.8584 (0.9700) loss_bbox_4_hybrid: 0.2317 (0.3671) loss_giou_4_hybrid: 0.5372 (0.6810) loss_class_enc_hybrid: 0.8516 (0.8943) loss_bbox_enc_hybrid: 0.3070 (0.4856) loss_giou_enc_hybrid: 0.6838 (0.8501) mem: 1013 max mem: 36964 [2024-01-14 15:10:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:11:38 det.util.engine] INFO: Epoch: [0] [10250/11727] eta: 0:24:59 lr: 0.000100 data_time: 0.0034 iter_time: 1.0658 loss: 36.0210 (41.3338) loss_class: 0.9675 (1.1263) loss_bbox: 0.2505 (0.3228) loss_giou: 0.4764 (0.6141) loss_class_0: 1.2394 (1.2628) loss_bbox_0: 0.2348 (0.3459) loss_giou_0: 0.4873 (0.6505) loss_class_1: 1.1254 (1.2050) loss_bbox_1: 0.2426 (0.3288) loss_giou_1: 0.4678 (0.6252) loss_class_2: 1.0617 (1.1579) loss_bbox_2: 0.2322 (0.3228) loss_giou_2: 0.4646 (0.6163) loss_class_3: 1.0136 (1.1264) loss_bbox_3: 0.2520 (0.3228) loss_giou_3: 0.4740 (0.6152) loss_class_4: 0.9722 (1.1134) loss_bbox_4: 0.2492 (0.3234) loss_giou_4: 0.4748 (0.6155) loss_class_enc: 1.1470 (1.1807) loss_bbox_enc: 0.2952 (0.3962) loss_giou_enc: 0.5568 (0.7300) loss_class_dn: 0.5197 (0.5515) loss_bbox_dn: 0.4422 (0.5833) loss_giou_dn: 0.6136 (0.7933) loss_class_dn_0: 0.5249 (0.5197) loss_bbox_dn_0: 0.5561 (0.6819) loss_giou_dn_0: 0.7754 (0.9402) loss_class_dn_1: 0.5089 (0.5298) loss_bbox_dn_1: 0.4642 (0.6068) loss_giou_dn_1: 0.6559 (0.8349) loss_class_dn_2: 0.5128 (0.5420) loss_bbox_dn_2: 0.4437 (0.5874) loss_giou_dn_2: 0.6212 (0.8003) loss_class_dn_3: 0.5180 (0.5486) loss_bbox_dn_3: 0.4441 (0.5838) loss_giou_dn_3: 0.6145 (0.7934) loss_class_dn_4: 0.5242 (0.5516) loss_bbox_dn_4: 0.4420 (0.5830) loss_giou_dn_4: 0.6130 (0.7925) loss_class_hybrid: 0.9496 (0.9710) loss_bbox_hybrid: 0.2608 (0.3656) loss_giou_hybrid: 0.4937 (0.6793) loss_class_0_hybrid: 1.0060 (0.9911) loss_bbox_0_hybrid: 0.2782 (0.4012) loss_giou_0_hybrid: 0.5316 (0.7328) loss_class_1_hybrid: 0.9590 (0.9845) loss_bbox_1_hybrid: 0.2676 (0.3796) loss_giou_1_hybrid: 0.5109 (0.7006) loss_class_2_hybrid: 0.9522 (0.9806) loss_bbox_2_hybrid: 0.2559 (0.3693) loss_giou_2_hybrid: 0.5015 (0.6850) loss_class_3_hybrid: 0.9593 (0.9736) loss_bbox_3_hybrid: 0.2602 (0.3673) loss_giou_3_hybrid: 0.4977 (0.6813) loss_class_4_hybrid: 0.9405 (0.9698) loss_bbox_4_hybrid: 0.2603 (0.3665) loss_giou_4_hybrid: 0.4936 (0.6803) loss_class_enc_hybrid: 0.8910 (0.8942) loss_bbox_enc_hybrid: 0.3464 (0.4849) loss_giou_enc_hybrid: 0.6459 (0.8493) mem: 1018 max mem: 36964 [2024-01-14 15:11:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:12:30 det.util.engine] INFO: Epoch: [0] [10300/11727] eta: 0:24:08 lr: 0.000100 data_time: 0.0031 iter_time: 1.0442 loss: 34.9757 (41.3056) loss_class: 0.9414 (1.1254) loss_bbox: 0.2303 (0.3224) loss_giou: 0.5207 (0.6137) loss_class_0: 1.2166 (1.2625) loss_bbox_0: 0.2385 (0.3454) loss_giou_0: 0.5112 (0.6499) loss_class_1: 1.0939 (1.2045) loss_bbox_1: 0.2409 (0.3284) loss_giou_1: 0.5116 (0.6247) loss_class_2: 0.9750 (1.1573) loss_bbox_2: 0.2278 (0.3224) loss_giou_2: 0.5111 (0.6158) loss_class_3: 0.9674 (1.1256) loss_bbox_3: 0.2381 (0.3224) loss_giou_3: 0.5171 (0.6148) loss_class_4: 0.9198 (1.1125) loss_bbox_4: 0.2352 (0.3231) loss_giou_4: 0.5106 (0.6151) loss_class_enc: 1.0972 (1.1804) loss_bbox_enc: 0.3018 (0.3957) loss_giou_enc: 0.6003 (0.7294) loss_class_dn: 0.4895 (0.5513) loss_bbox_dn: 0.4513 (0.5826) loss_giou_dn: 0.6464 (0.7926) loss_class_dn_0: 0.5108 (0.5196) loss_bbox_dn_0: 0.5706 (0.6813) loss_giou_dn_0: 0.8095 (0.9396) loss_class_dn_1: 0.4917 (0.5297) loss_bbox_dn_1: 0.4764 (0.6061) loss_giou_dn_1: 0.6875 (0.8343) loss_class_dn_2: 0.4850 (0.5418) loss_bbox_dn_2: 0.4639 (0.5868) loss_giou_dn_2: 0.6562 (0.7996) loss_class_dn_3: 0.4828 (0.5484) loss_bbox_dn_3: 0.4561 (0.5831) loss_giou_dn_3: 0.6513 (0.7928) loss_class_dn_4: 0.4855 (0.5514) loss_bbox_dn_4: 0.4517 (0.5823) loss_giou_dn_4: 0.6459 (0.7919) loss_class_hybrid: 0.9195 (0.9707) loss_bbox_hybrid: 0.2407 (0.3651) loss_giou_hybrid: 0.5500 (0.6788) loss_class_0_hybrid: 0.9799 (0.9910) loss_bbox_0_hybrid: 0.2820 (0.4007) loss_giou_0_hybrid: 0.6023 (0.7322) loss_class_1_hybrid: 0.9438 (0.9843) loss_bbox_1_hybrid: 0.2532 (0.3791) loss_giou_1_hybrid: 0.5699 (0.7001) loss_class_2_hybrid: 0.9296 (0.9803) loss_bbox_2_hybrid: 0.2414 (0.3689) loss_giou_2_hybrid: 0.5545 (0.6844) loss_class_3_hybrid: 0.9201 (0.9733) loss_bbox_3_hybrid: 0.2407 (0.3668) loss_giou_3_hybrid: 0.5481 (0.6808) loss_class_4_hybrid: 0.9080 (0.9695) loss_bbox_4_hybrid: 0.2403 (0.3661) loss_giou_4_hybrid: 0.5511 (0.6798) loss_class_enc_hybrid: 0.8861 (0.8941) loss_bbox_enc_hybrid: 0.3653 (0.4844) loss_giou_enc_hybrid: 0.7147 (0.8487) mem: 1036 max mem: 36964 [2024-01-14 15:12:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:13:22 det.util.engine] INFO: Epoch: [0] [10350/11727] eta: 0:23:18 lr: 0.000100 data_time: 0.0030 iter_time: 1.0581 loss: 35.0043 (41.2757) loss_class: 0.8995 (1.1247) loss_bbox: 0.2340 (0.3220) loss_giou: 0.5043 (0.6131) loss_class_0: 1.1334 (1.2623) loss_bbox_0: 0.2383 (0.3449) loss_giou_0: 0.5340 (0.6492) loss_class_1: 1.0127 (1.2040) loss_bbox_1: 0.2435 (0.3280) loss_giou_1: 0.5116 (0.6241) loss_class_2: 0.9597 (1.1567) loss_bbox_2: 0.2298 (0.3220) loss_giou_2: 0.5127 (0.6152) loss_class_3: 0.9237 (1.1250) loss_bbox_3: 0.2282 (0.3220) loss_giou_3: 0.5073 (0.6142) loss_class_4: 0.9081 (1.1118) loss_bbox_4: 0.2357 (0.3227) loss_giou_4: 0.5152 (0.6145) loss_class_enc: 1.0632 (1.1801) loss_bbox_enc: 0.2843 (0.3952) loss_giou_enc: 0.6122 (0.7287) loss_class_dn: 0.4933 (0.5511) loss_bbox_dn: 0.4496 (0.5819) loss_giou_dn: 0.6502 (0.7918) loss_class_dn_0: 0.5052 (0.5196) loss_bbox_dn_0: 0.5193 (0.6807) loss_giou_dn_0: 0.7975 (0.9388) loss_class_dn_1: 0.4817 (0.5295) loss_bbox_dn_1: 0.4725 (0.6055) loss_giou_dn_1: 0.6970 (0.8335) loss_class_dn_2: 0.4764 (0.5416) loss_bbox_dn_2: 0.4616 (0.5861) loss_giou_dn_2: 0.6620 (0.7989) loss_class_dn_3: 0.4781 (0.5481) loss_bbox_dn_3: 0.4533 (0.5825) loss_giou_dn_3: 0.6505 (0.7920) loss_class_dn_4: 0.4829 (0.5512) loss_bbox_dn_4: 0.4490 (0.5817) loss_giou_dn_4: 0.6503 (0.7911) loss_class_hybrid: 0.8688 (0.9706) loss_bbox_hybrid: 0.2649 (0.3646) loss_giou_hybrid: 0.5413 (0.6781) loss_class_0_hybrid: 0.9022 (0.9909) loss_bbox_0_hybrid: 0.2923 (0.4002) loss_giou_0_hybrid: 0.5882 (0.7315) loss_class_1_hybrid: 0.9077 (0.9842) loss_bbox_1_hybrid: 0.2773 (0.3785) loss_giou_1_hybrid: 0.5550 (0.6994) loss_class_2_hybrid: 0.8921 (0.9802) loss_bbox_2_hybrid: 0.2655 (0.3683) loss_giou_2_hybrid: 0.5497 (0.6838) loss_class_3_hybrid: 0.8755 (0.9732) loss_bbox_3_hybrid: 0.2691 (0.3663) loss_giou_3_hybrid: 0.5470 (0.6801) loss_class_4_hybrid: 0.8661 (0.9693) loss_bbox_4_hybrid: 0.2643 (0.3656) loss_giou_4_hybrid: 0.5456 (0.6791) loss_class_enc_hybrid: 0.8301 (0.8941) loss_bbox_enc_hybrid: 0.3634 (0.4837) loss_giou_enc_hybrid: 0.7013 (0.8479) mem: 1034 max mem: 36964 [2024-01-14 15:13:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:14:14 det.util.engine] INFO: Epoch: [0] [10400/11727] eta: 0:22:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.0336 loss: 35.6663 (41.2461) loss_class: 0.9275 (1.1238) loss_bbox: 0.2561 (0.3216) loss_giou: 0.5046 (0.6126) loss_class_0: 1.1778 (1.2620) loss_bbox_0: 0.2582 (0.3444) loss_giou_0: 0.5102 (0.6486) loss_class_1: 1.0803 (1.2034) loss_bbox_1: 0.2442 (0.3275) loss_giou_1: 0.4881 (0.6235) loss_class_2: 1.0326 (1.1560) loss_bbox_2: 0.2374 (0.3216) loss_giou_2: 0.4976 (0.6147) loss_class_3: 0.9862 (1.1242) loss_bbox_3: 0.2481 (0.3216) loss_giou_3: 0.4983 (0.6137) loss_class_4: 0.9092 (1.1110) loss_bbox_4: 0.2586 (0.3223) loss_giou_4: 0.5062 (0.6140) loss_class_enc: 1.0984 (1.1798) loss_bbox_enc: 0.2998 (0.3947) loss_giou_enc: 0.5895 (0.7281) loss_class_dn: 0.5006 (0.5509) loss_bbox_dn: 0.4344 (0.5812) loss_giou_dn: 0.6809 (0.7912) loss_class_dn_0: 0.5210 (0.5196) loss_bbox_dn_0: 0.5403 (0.6800) loss_giou_dn_0: 0.8206 (0.9382) loss_class_dn_1: 0.4986 (0.5294) loss_bbox_dn_1: 0.4582 (0.6048) loss_giou_dn_1: 0.7108 (0.8328) loss_class_dn_2: 0.4949 (0.5414) loss_bbox_dn_2: 0.4405 (0.5854) loss_giou_dn_2: 0.6836 (0.7982) loss_class_dn_3: 0.4955 (0.5479) loss_bbox_dn_3: 0.4361 (0.5818) loss_giou_dn_3: 0.6803 (0.7914) loss_class_dn_4: 0.4956 (0.5510) loss_bbox_dn_4: 0.4336 (0.5810) loss_giou_dn_4: 0.6808 (0.7904) loss_class_hybrid: 0.9300 (0.9703) loss_bbox_hybrid: 0.2586 (0.3641) loss_giou_hybrid: 0.5136 (0.6776) loss_class_0_hybrid: 0.9714 (0.9907) loss_bbox_0_hybrid: 0.2840 (0.3996) loss_giou_0_hybrid: 0.5524 (0.7308) loss_class_1_hybrid: 0.9573 (0.9840) loss_bbox_1_hybrid: 0.2723 (0.3780) loss_giou_1_hybrid: 0.5306 (0.6988) loss_class_2_hybrid: 0.9328 (0.9800) loss_bbox_2_hybrid: 0.2575 (0.3678) loss_giou_2_hybrid: 0.5141 (0.6832) loss_class_3_hybrid: 0.9308 (0.9729) loss_bbox_3_hybrid: 0.2582 (0.3658) loss_giou_3_hybrid: 0.5148 (0.6796) loss_class_4_hybrid: 0.9246 (0.9690) loss_bbox_4_hybrid: 0.2587 (0.3651) loss_giou_4_hybrid: 0.5138 (0.6786) loss_class_enc_hybrid: 0.8783 (0.8940) loss_bbox_enc_hybrid: 0.3498 (0.4831) loss_giou_enc_hybrid: 0.6666 (0.8472) mem: 1013 max mem: 36964 [2024-01-14 15:14:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:15:08 det.util.engine] INFO: Epoch: [0] [10450/11727] eta: 0:21:37 lr: 0.000100 data_time: 0.0032 iter_time: 1.0699 loss: 35.6296 (41.2192) loss_class: 0.9426 (1.1232) loss_bbox: 0.2337 (0.3212) loss_giou: 0.4880 (0.6121) loss_class_0: 1.2021 (1.2619) loss_bbox_0: 0.2502 (0.3439) loss_giou_0: 0.5372 (0.6480) loss_class_1: 1.0880 (1.2031) loss_bbox_1: 0.2280 (0.3271) loss_giou_1: 0.4988 (0.6230) loss_class_2: 1.0057 (1.1556) loss_bbox_2: 0.2329 (0.3212) loss_giou_2: 0.5020 (0.6141) loss_class_3: 0.9673 (1.1238) loss_bbox_3: 0.2317 (0.3212) loss_giou_3: 0.4969 (0.6131) loss_class_4: 0.9436 (1.1105) loss_bbox_4: 0.2317 (0.3218) loss_giou_4: 0.4834 (0.6135) loss_class_enc: 1.0971 (1.1797) loss_bbox_enc: 0.2783 (0.3942) loss_giou_enc: 0.6009 (0.7275) loss_class_dn: 0.5277 (0.5508) loss_bbox_dn: 0.4428 (0.5806) loss_giou_dn: 0.6929 (0.7905) loss_class_dn_0: 0.5181 (0.5196) loss_bbox_dn_0: 0.5388 (0.6794) loss_giou_dn_0: 0.8171 (0.9376) loss_class_dn_1: 0.5077 (0.5293) loss_bbox_dn_1: 0.4619 (0.6041) loss_giou_dn_1: 0.7195 (0.8321) loss_class_dn_2: 0.5037 (0.5412) loss_bbox_dn_2: 0.4482 (0.5848) loss_giou_dn_2: 0.6956 (0.7975) loss_class_dn_3: 0.5173 (0.5478) loss_bbox_dn_3: 0.4430 (0.5812) loss_giou_dn_3: 0.6939 (0.7907) loss_class_dn_4: 0.5230 (0.5509) loss_bbox_dn_4: 0.4425 (0.5804) loss_giou_dn_4: 0.6923 (0.7897) loss_class_hybrid: 0.8902 (0.9701) loss_bbox_hybrid: 0.2533 (0.3636) loss_giou_hybrid: 0.5229 (0.6770) loss_class_0_hybrid: 0.9459 (0.9907) loss_bbox_0_hybrid: 0.2821 (0.3990) loss_giou_0_hybrid: 0.5761 (0.7302) loss_class_1_hybrid: 0.9373 (0.9839) loss_bbox_1_hybrid: 0.2654 (0.3775) loss_giou_1_hybrid: 0.5467 (0.6982) loss_class_2_hybrid: 0.8941 (0.9799) loss_bbox_2_hybrid: 0.2529 (0.3673) loss_giou_2_hybrid: 0.5372 (0.6826) loss_class_3_hybrid: 0.8899 (0.9728) loss_bbox_3_hybrid: 0.2523 (0.3653) loss_giou_3_hybrid: 0.5255 (0.6790) loss_class_4_hybrid: 0.8746 (0.9689) loss_bbox_4_hybrid: 0.2520 (0.3646) loss_giou_4_hybrid: 0.5266 (0.6780) loss_class_enc_hybrid: 0.8762 (0.8940) loss_bbox_enc_hybrid: 0.3483 (0.4824) loss_giou_enc_hybrid: 0.6701 (0.8464) mem: 1025 max mem: 36964 [2024-01-14 15:15:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:15:59 det.util.engine] INFO: Epoch: [0] [10500/11727] eta: 0:20:46 lr: 0.000100 data_time: 0.0031 iter_time: 1.0219 loss: 34.7625 (41.1911) loss_class: 0.8834 (1.1223) loss_bbox: 0.2323 (0.3209) loss_giou: 0.5357 (0.6116) loss_class_0: 1.1288 (1.2616) loss_bbox_0: 0.2237 (0.3435) loss_giou_0: 0.5346 (0.6474) loss_class_1: 1.0056 (1.2026) loss_bbox_1: 0.2245 (0.3267) loss_giou_1: 0.5214 (0.6225) loss_class_2: 0.9480 (1.1549) loss_bbox_2: 0.2361 (0.3208) loss_giou_2: 0.5266 (0.6137) loss_class_3: 0.8914 (1.1230) loss_bbox_3: 0.2318 (0.3208) loss_giou_3: 0.5237 (0.6127) loss_class_4: 0.8915 (1.1097) loss_bbox_4: 0.2301 (0.3215) loss_giou_4: 0.5298 (0.6130) loss_class_enc: 1.0785 (1.1794) loss_bbox_enc: 0.2786 (0.3936) loss_giou_enc: 0.6129 (0.7268) loss_class_dn: 0.4935 (0.5507) loss_bbox_dn: 0.4518 (0.5800) loss_giou_dn: 0.6671 (0.7898) loss_class_dn_0: 0.5139 (0.5196) loss_bbox_dn_0: 0.5088 (0.6787) loss_giou_dn_0: 0.8098 (0.9369) loss_class_dn_1: 0.4974 (0.5292) loss_bbox_dn_1: 0.4702 (0.6035) loss_giou_dn_1: 0.6993 (0.8314) loss_class_dn_2: 0.4838 (0.5411) loss_bbox_dn_2: 0.4559 (0.5842) loss_giou_dn_2: 0.6728 (0.7968) loss_class_dn_3: 0.4833 (0.5476) loss_bbox_dn_3: 0.4535 (0.5805) loss_giou_dn_3: 0.6673 (0.7900) loss_class_dn_4: 0.4877 (0.5507) loss_bbox_dn_4: 0.4519 (0.5797) loss_giou_dn_4: 0.6659 (0.7891) loss_class_hybrid: 0.8670 (0.9699) loss_bbox_hybrid: 0.2770 (0.3632) loss_giou_hybrid: 0.6218 (0.6765) loss_class_0_hybrid: 0.8993 (0.9905) loss_bbox_0_hybrid: 0.2890 (0.3985) loss_giou_0_hybrid: 0.6654 (0.7295) loss_class_1_hybrid: 0.8932 (0.9837) loss_bbox_1_hybrid: 0.2772 (0.3770) loss_giou_1_hybrid: 0.6393 (0.6976) loss_class_2_hybrid: 0.8911 (0.9796) loss_bbox_2_hybrid: 0.2789 (0.3669) loss_giou_2_hybrid: 0.6212 (0.6820) loss_class_3_hybrid: 0.8745 (0.9725) loss_bbox_3_hybrid: 0.2781 (0.3649) loss_giou_3_hybrid: 0.6239 (0.6784) loss_class_4_hybrid: 0.8655 (0.9686) loss_bbox_4_hybrid: 0.2788 (0.3642) loss_giou_4_hybrid: 0.6203 (0.6774) loss_class_enc_hybrid: 0.8255 (0.8939) loss_bbox_enc_hybrid: 0.3700 (0.4819) loss_giou_enc_hybrid: 0.7623 (0.8458) mem: 1030 max mem: 36964 [2024-01-14 15:15:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:16:51 det.util.engine] INFO: Epoch: [0] [10550/11727] eta: 0:19:56 lr: 0.000100 data_time: 0.0030 iter_time: 1.0344 loss: 34.8121 (41.1619) loss_class: 0.9241 (1.1216) loss_bbox: 0.2377 (0.3204) loss_giou: 0.5064 (0.6111) loss_class_0: 1.2041 (1.2613) loss_bbox_0: 0.2350 (0.3429) loss_giou_0: 0.5036 (0.6468) loss_class_1: 1.0831 (1.2021) loss_bbox_1: 0.2303 (0.3262) loss_giou_1: 0.5007 (0.6219) loss_class_2: 0.9975 (1.1543) loss_bbox_2: 0.2320 (0.3203) loss_giou_2: 0.5064 (0.6131) loss_class_3: 0.9620 (1.1224) loss_bbox_3: 0.2381 (0.3204) loss_giou_3: 0.5091 (0.6122) loss_class_4: 0.9368 (1.1090) loss_bbox_4: 0.2376 (0.3210) loss_giou_4: 0.5065 (0.6125) loss_class_enc: 1.1152 (1.1791) loss_bbox_enc: 0.2765 (0.3931) loss_giou_enc: 0.5889 (0.7262) loss_class_dn: 0.5172 (0.5505) loss_bbox_dn: 0.4195 (0.5793) loss_giou_dn: 0.6443 (0.7891) loss_class_dn_0: 0.5213 (0.5196) loss_bbox_dn_0: 0.5280 (0.6781) loss_giou_dn_0: 0.7859 (0.9362) loss_class_dn_1: 0.4980 (0.5291) loss_bbox_dn_1: 0.4521 (0.6028) loss_giou_dn_1: 0.6742 (0.8307) loss_class_dn_2: 0.4964 (0.5409) loss_bbox_dn_2: 0.4308 (0.5835) loss_giou_dn_2: 0.6489 (0.7962) loss_class_dn_3: 0.5020 (0.5474) loss_bbox_dn_3: 0.4239 (0.5798) loss_giou_dn_3: 0.6447 (0.7894) loss_class_dn_4: 0.5088 (0.5505) loss_bbox_dn_4: 0.4192 (0.5790) loss_giou_dn_4: 0.6443 (0.7884) loss_class_hybrid: 0.8713 (0.9696) loss_bbox_hybrid: 0.2617 (0.3627) loss_giou_hybrid: 0.5467 (0.6759) loss_class_0_hybrid: 0.9728 (0.9904) loss_bbox_0_hybrid: 0.2812 (0.3980) loss_giou_0_hybrid: 0.5856 (0.7289) loss_class_1_hybrid: 0.9065 (0.9834) loss_bbox_1_hybrid: 0.2719 (0.3765) loss_giou_1_hybrid: 0.5626 (0.6971) loss_class_2_hybrid: 0.9025 (0.9793) loss_bbox_2_hybrid: 0.2695 (0.3663) loss_giou_2_hybrid: 0.5498 (0.6815) loss_class_3_hybrid: 0.8915 (0.9723) loss_bbox_3_hybrid: 0.2641 (0.3644) loss_giou_3_hybrid: 0.5529 (0.6779) loss_class_4_hybrid: 0.8793 (0.9684) loss_bbox_4_hybrid: 0.2682 (0.3636) loss_giou_4_hybrid: 0.5499 (0.6769) loss_class_enc_hybrid: 0.8629 (0.8938) loss_bbox_enc_hybrid: 0.3476 (0.4812) loss_giou_enc_hybrid: 0.6942 (0.8451) mem: 1013 max mem: 36964 [2024-01-14 15:16:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:17:46 det.util.engine] INFO: Epoch: [0] [10600/11727] eta: 0:19:05 lr: 0.000100 data_time: 0.0030 iter_time: 1.1535 loss: 33.7471 (41.1330) loss_class: 0.9001 (1.1208) loss_bbox: 0.2094 (0.3200) loss_giou: 0.4552 (0.6106) loss_class_0: 1.1556 (1.2610) loss_bbox_0: 0.2224 (0.3425) loss_giou_0: 0.4621 (0.6462) loss_class_1: 1.1007 (1.2016) loss_bbox_1: 0.2066 (0.3258) loss_giou_1: 0.4520 (0.6214) loss_class_2: 0.9807 (1.1536) loss_bbox_2: 0.2073 (0.3199) loss_giou_2: 0.4489 (0.6126) loss_class_3: 0.9211 (1.1217) loss_bbox_3: 0.2074 (0.3199) loss_giou_3: 0.4541 (0.6117) loss_class_4: 0.9235 (1.1083) loss_bbox_4: 0.2073 (0.3206) loss_giou_4: 0.4578 (0.6120) loss_class_enc: 1.1259 (1.1789) loss_bbox_enc: 0.2565 (0.3926) loss_giou_enc: 0.5440 (0.7256) loss_class_dn: 0.5000 (0.5503) loss_bbox_dn: 0.4237 (0.5785) loss_giou_dn: 0.6090 (0.7884) loss_class_dn_0: 0.5185 (0.5196) loss_bbox_dn_0: 0.5603 (0.6774) loss_giou_dn_0: 0.7844 (0.9356) loss_class_dn_1: 0.4947 (0.5290) loss_bbox_dn_1: 0.4703 (0.6021) loss_giou_dn_1: 0.6569 (0.8300) loss_class_dn_2: 0.4796 (0.5406) loss_bbox_dn_2: 0.4357 (0.5828) loss_giou_dn_2: 0.6195 (0.7955) loss_class_dn_3: 0.4861 (0.5472) loss_bbox_dn_3: 0.4265 (0.5791) loss_giou_dn_3: 0.6072 (0.7887) loss_class_dn_4: 0.4941 (0.5503) loss_bbox_dn_4: 0.4237 (0.5783) loss_giou_dn_4: 0.6083 (0.7877) loss_class_hybrid: 0.8943 (0.9694) loss_bbox_hybrid: 0.2320 (0.3622) loss_giou_hybrid: 0.4969 (0.6754) loss_class_0_hybrid: 0.9532 (0.9903) loss_bbox_0_hybrid: 0.2614 (0.3974) loss_giou_0_hybrid: 0.5225 (0.7283) loss_class_1_hybrid: 0.9152 (0.9833) loss_bbox_1_hybrid: 0.2412 (0.3760) loss_giou_1_hybrid: 0.5035 (0.6965) loss_class_2_hybrid: 0.9226 (0.9791) loss_bbox_2_hybrid: 0.2292 (0.3659) loss_giou_2_hybrid: 0.4996 (0.6809) loss_class_3_hybrid: 0.9109 (0.9720) loss_bbox_3_hybrid: 0.2279 (0.3639) loss_giou_3_hybrid: 0.4993 (0.6773) loss_class_4_hybrid: 0.8835 (0.9682) loss_bbox_4_hybrid: 0.2336 (0.3632) loss_giou_4_hybrid: 0.4990 (0.6763) loss_class_enc_hybrid: 0.8872 (0.8938) loss_bbox_enc_hybrid: 0.3207 (0.4806) loss_giou_enc_hybrid: 0.6136 (0.8444) mem: 1029 max mem: 36964 [2024-01-14 15:17:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:18:38 det.util.engine] INFO: Epoch: [0] [10650/11727] eta: 0:18:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0182 loss: 35.6597 (41.1067) loss_class: 0.9289 (1.1200) loss_bbox: 0.2738 (0.3197) loss_giou: 0.5355 (0.6102) loss_class_0: 1.1716 (1.2608) loss_bbox_0: 0.2555 (0.3421) loss_giou_0: 0.5330 (0.6456) loss_class_1: 1.0687 (1.2011) loss_bbox_1: 0.2529 (0.3254) loss_giou_1: 0.5181 (0.6209) loss_class_2: 1.0351 (1.1531) loss_bbox_2: 0.2585 (0.3196) loss_giou_2: 0.5154 (0.6121) loss_class_3: 0.9880 (1.1210) loss_bbox_3: 0.2594 (0.3196) loss_giou_3: 0.5328 (0.6112) loss_class_4: 0.9263 (1.1075) loss_bbox_4: 0.2680 (0.3203) loss_giou_4: 0.5293 (0.6115) loss_class_enc: 1.0935 (1.1786) loss_bbox_enc: 0.2812 (0.3922) loss_giou_enc: 0.6217 (0.7250) loss_class_dn: 0.5139 (0.5502) loss_bbox_dn: 0.4864 (0.5780) loss_giou_dn: 0.6577 (0.7878) loss_class_dn_0: 0.5190 (0.5196) loss_bbox_dn_0: 0.5557 (0.6769) loss_giou_dn_0: 0.7970 (0.9349) loss_class_dn_1: 0.4997 (0.5289) loss_bbox_dn_1: 0.4949 (0.6016) loss_giou_dn_1: 0.6867 (0.8293) loss_class_dn_2: 0.4917 (0.5405) loss_bbox_dn_2: 0.4863 (0.5823) loss_giou_dn_2: 0.6610 (0.7948) loss_class_dn_3: 0.5040 (0.5470) loss_bbox_dn_3: 0.4855 (0.5786) loss_giou_dn_3: 0.6587 (0.7880) loss_class_dn_4: 0.5127 (0.5501) loss_bbox_dn_4: 0.4865 (0.5778) loss_giou_dn_4: 0.6577 (0.7871) loss_class_hybrid: 0.9160 (0.9692) loss_bbox_hybrid: 0.2812 (0.3618) loss_giou_hybrid: 0.5553 (0.6748) loss_class_0_hybrid: 0.9363 (0.9902) loss_bbox_0_hybrid: 0.2905 (0.3969) loss_giou_0_hybrid: 0.5833 (0.7276) loss_class_1_hybrid: 0.9226 (0.9831) loss_bbox_1_hybrid: 0.2836 (0.3755) loss_giou_1_hybrid: 0.5709 (0.6959) loss_class_2_hybrid: 0.9268 (0.9789) loss_bbox_2_hybrid: 0.2833 (0.3654) loss_giou_2_hybrid: 0.5691 (0.6804) loss_class_3_hybrid: 0.9052 (0.9718) loss_bbox_3_hybrid: 0.2823 (0.3635) loss_giou_3_hybrid: 0.5689 (0.6768) loss_class_4_hybrid: 0.8982 (0.9679) loss_bbox_4_hybrid: 0.2834 (0.3628) loss_giou_4_hybrid: 0.5668 (0.6758) loss_class_enc_hybrid: 0.8510 (0.8938) loss_bbox_enc_hybrid: 0.3483 (0.4801) loss_giou_enc_hybrid: 0.7014 (0.8437) mem: 1023 max mem: 36964 [2024-01-14 15:18:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:19:31 det.util.engine] INFO: Epoch: [0] [10700/11727] eta: 0:17:24 lr: 0.000100 data_time: 0.0031 iter_time: 1.0893 loss: 34.5910 (41.0788) loss_class: 0.9338 (1.1192) loss_bbox: 0.2225 (0.3194) loss_giou: 0.5230 (0.6096) loss_class_0: 1.1518 (1.2606) loss_bbox_0: 0.2158 (0.3416) loss_giou_0: 0.5500 (0.6450) loss_class_1: 1.0428 (1.2006) loss_bbox_1: 0.2157 (0.3250) loss_giou_1: 0.5230 (0.6203) loss_class_2: 0.9785 (1.1524) loss_bbox_2: 0.2114 (0.3192) loss_giou_2: 0.5232 (0.6116) loss_class_3: 0.9652 (1.1204) loss_bbox_3: 0.2199 (0.3192) loss_giou_3: 0.5122 (0.6107) loss_class_4: 0.9279 (1.1068) loss_bbox_4: 0.2170 (0.3199) loss_giou_4: 0.5224 (0.6110) loss_class_enc: 1.0438 (1.1784) loss_bbox_enc: 0.2674 (0.3917) loss_giou_enc: 0.6141 (0.7244) loss_class_dn: 0.5088 (0.5500) loss_bbox_dn: 0.3861 (0.5774) loss_giou_dn: 0.6402 (0.7871) loss_class_dn_0: 0.5095 (0.5197) loss_bbox_dn_0: 0.4626 (0.6763) loss_giou_dn_0: 0.7944 (0.9342) loss_class_dn_1: 0.4985 (0.5288) loss_bbox_dn_1: 0.4115 (0.6010) loss_giou_dn_1: 0.6842 (0.8286) loss_class_dn_2: 0.4926 (0.5403) loss_bbox_dn_2: 0.3968 (0.5817) loss_giou_dn_2: 0.6503 (0.7941) loss_class_dn_3: 0.4995 (0.5468) loss_bbox_dn_3: 0.3876 (0.5780) loss_giou_dn_3: 0.6417 (0.7873) loss_class_dn_4: 0.5030 (0.5499) loss_bbox_dn_4: 0.3863 (0.5772) loss_giou_dn_4: 0.6400 (0.7863) loss_class_hybrid: 0.8860 (0.9690) loss_bbox_hybrid: 0.2545 (0.3613) loss_giou_hybrid: 0.5770 (0.6742) loss_class_0_hybrid: 0.8975 (0.9902) loss_bbox_0_hybrid: 0.2725 (0.3964) loss_giou_0_hybrid: 0.6061 (0.7270) loss_class_1_hybrid: 0.8902 (0.9830) loss_bbox_1_hybrid: 0.2627 (0.3751) loss_giou_1_hybrid: 0.5912 (0.6953) loss_class_2_hybrid: 0.8804 (0.9787) loss_bbox_2_hybrid: 0.2586 (0.3650) loss_giou_2_hybrid: 0.5833 (0.6798) loss_class_3_hybrid: 0.8736 (0.9716) loss_bbox_3_hybrid: 0.2578 (0.3630) loss_giou_3_hybrid: 0.5827 (0.6762) loss_class_4_hybrid: 0.8817 (0.9677) loss_bbox_4_hybrid: 0.2573 (0.3623) loss_giou_4_hybrid: 0.5801 (0.6752) loss_class_enc_hybrid: 0.8285 (0.8938) loss_bbox_enc_hybrid: 0.3332 (0.4795) loss_giou_enc_hybrid: 0.7185 (0.8430) mem: 1014 max mem: 36964 [2024-01-14 15:19:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:20:25 det.util.engine] INFO: Epoch: [0] [10750/11727] eta: 0:16:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.1221 loss: 35.0324 (41.0531) loss_class: 0.8839 (1.1184) loss_bbox: 0.2497 (0.3191) loss_giou: 0.4962 (0.6093) loss_class_0: 1.1792 (1.2603) loss_bbox_0: 0.2525 (0.3412) loss_giou_0: 0.5125 (0.6445) loss_class_1: 1.0399 (1.2001) loss_bbox_1: 0.2405 (0.3247) loss_giou_1: 0.5060 (0.6199) loss_class_2: 0.9494 (1.1518) loss_bbox_2: 0.2461 (0.3188) loss_giou_2: 0.5166 (0.6112) loss_class_3: 0.9084 (1.1197) loss_bbox_3: 0.2392 (0.3189) loss_giou_3: 0.4903 (0.6102) loss_class_4: 0.8813 (1.1061) loss_bbox_4: 0.2396 (0.3196) loss_giou_4: 0.4931 (0.6106) loss_class_enc: 1.0820 (1.1781) loss_bbox_enc: 0.2892 (0.3913) loss_giou_enc: 0.5890 (0.7238) loss_class_dn: 0.5063 (0.5499) loss_bbox_dn: 0.4569 (0.5768) loss_giou_dn: 0.6273 (0.7864) loss_class_dn_0: 0.5190 (0.5197) loss_bbox_dn_0: 0.5406 (0.6758) loss_giou_dn_0: 0.7883 (0.9336) loss_class_dn_1: 0.5144 (0.5287) loss_bbox_dn_1: 0.4655 (0.6004) loss_giou_dn_1: 0.6724 (0.8280) loss_class_dn_2: 0.5028 (0.5401) loss_bbox_dn_2: 0.4594 (0.5811) loss_giou_dn_2: 0.6365 (0.7935) loss_class_dn_3: 0.5105 (0.5466) loss_bbox_dn_3: 0.4577 (0.5774) loss_giou_dn_3: 0.6279 (0.7867) loss_class_dn_4: 0.5063 (0.5498) loss_bbox_dn_4: 0.4568 (0.5766) loss_giou_dn_4: 0.6274 (0.7857) loss_class_hybrid: 0.8970 (0.9687) loss_bbox_hybrid: 0.2688 (0.3610) loss_giou_hybrid: 0.5365 (0.6738) loss_class_0_hybrid: 0.9428 (0.9900) loss_bbox_0_hybrid: 0.2865 (0.3959) loss_giou_0_hybrid: 0.5650 (0.7264) loss_class_1_hybrid: 0.9162 (0.9827) loss_bbox_1_hybrid: 0.2754 (0.3747) loss_giou_1_hybrid: 0.5413 (0.6948) loss_class_2_hybrid: 0.9045 (0.9784) loss_bbox_2_hybrid: 0.2710 (0.3646) loss_giou_2_hybrid: 0.5381 (0.6793) loss_class_3_hybrid: 0.8963 (0.9713) loss_bbox_3_hybrid: 0.2660 (0.3626) loss_giou_3_hybrid: 0.5355 (0.6757) loss_class_4_hybrid: 0.8855 (0.9674) loss_bbox_4_hybrid: 0.2683 (0.3619) loss_giou_4_hybrid: 0.5382 (0.6748) loss_class_enc_hybrid: 0.8570 (0.8937) loss_bbox_enc_hybrid: 0.3491 (0.4790) loss_giou_enc_hybrid: 0.6777 (0.8423) mem: 1020 max mem: 36964 [2024-01-14 15:20:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:21:17 det.util.engine] INFO: Epoch: [0] [10800/11727] eta: 0:15:42 lr: 0.000100 data_time: 0.0030 iter_time: 1.0301 loss: 34.5220 (41.0230) loss_class: 0.9231 (1.1176) loss_bbox: 0.2283 (0.3186) loss_giou: 0.4878 (0.6088) loss_class_0: 1.1766 (1.2601) loss_bbox_0: 0.2275 (0.3407) loss_giou_0: 0.4969 (0.6439) loss_class_1: 1.0447 (1.1995) loss_bbox_1: 0.2308 (0.3242) loss_giou_1: 0.4962 (0.6194) loss_class_2: 0.9806 (1.1511) loss_bbox_2: 0.2194 (0.3184) loss_giou_2: 0.5002 (0.6107) loss_class_3: 0.9388 (1.1189) loss_bbox_3: 0.2172 (0.3185) loss_giou_3: 0.4942 (0.6098) loss_class_4: 0.9126 (1.1053) loss_bbox_4: 0.2280 (0.3192) loss_giou_4: 0.4857 (0.6101) loss_class_enc: 1.0864 (1.1778) loss_bbox_enc: 0.2684 (0.3907) loss_giou_enc: 0.5666 (0.7232) loss_class_dn: 0.5088 (0.5498) loss_bbox_dn: 0.3995 (0.5760) loss_giou_dn: 0.6477 (0.7857) loss_class_dn_0: 0.5173 (0.5197) loss_bbox_dn_0: 0.4832 (0.6750) loss_giou_dn_0: 0.7819 (0.9329) loss_class_dn_1: 0.4980 (0.5286) loss_bbox_dn_1: 0.4169 (0.5996) loss_giou_dn_1: 0.6826 (0.8272) loss_class_dn_2: 0.5021 (0.5400) loss_bbox_dn_2: 0.4011 (0.5803) loss_giou_dn_2: 0.6536 (0.7927) loss_class_dn_3: 0.4931 (0.5464) loss_bbox_dn_3: 0.4007 (0.5766) loss_giou_dn_3: 0.6482 (0.7859) loss_class_dn_4: 0.5063 (0.5496) loss_bbox_dn_4: 0.3997 (0.5758) loss_giou_dn_4: 0.6474 (0.7850) loss_class_hybrid: 0.8846 (0.9684) loss_bbox_hybrid: 0.2441 (0.3605) loss_giou_hybrid: 0.5527 (0.6733) loss_class_0_hybrid: 0.9340 (0.9898) loss_bbox_0_hybrid: 0.2726 (0.3954) loss_giou_0_hybrid: 0.5829 (0.7258) loss_class_1_hybrid: 0.9064 (0.9825) loss_bbox_1_hybrid: 0.2557 (0.3741) loss_giou_1_hybrid: 0.5726 (0.6942) loss_class_2_hybrid: 0.8902 (0.9782) loss_bbox_2_hybrid: 0.2428 (0.3641) loss_giou_2_hybrid: 0.5545 (0.6788) loss_class_3_hybrid: 0.8760 (0.9710) loss_bbox_3_hybrid: 0.2440 (0.3621) loss_giou_3_hybrid: 0.5480 (0.6752) loss_class_4_hybrid: 0.8718 (0.9671) loss_bbox_4_hybrid: 0.2436 (0.3614) loss_giou_4_hybrid: 0.5510 (0.6742) loss_class_enc_hybrid: 0.8594 (0.8936) loss_bbox_enc_hybrid: 0.3321 (0.4783) loss_giou_enc_hybrid: 0.6955 (0.8416) mem: 1031 max mem: 36964 [2024-01-14 15:21:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:22:10 det.util.engine] INFO: Epoch: [0] [10850/11727] eta: 0:14:52 lr: 0.000100 data_time: 0.0029 iter_time: 1.0389 loss: 35.6761 (40.9951) loss_class: 0.9196 (1.1168) loss_bbox: 0.2346 (0.3183) loss_giou: 0.5090 (0.6083) loss_class_0: 1.2338 (1.2599) loss_bbox_0: 0.2315 (0.3402) loss_giou_0: 0.4993 (0.6433) loss_class_1: 1.0549 (1.1990) loss_bbox_1: 0.2318 (0.3238) loss_giou_1: 0.4893 (0.6188) loss_class_2: 0.9735 (1.1505) loss_bbox_2: 0.2357 (0.3180) loss_giou_2: 0.4980 (0.6102) loss_class_3: 0.9517 (1.1183) loss_bbox_3: 0.2386 (0.3181) loss_giou_3: 0.5115 (0.6093) loss_class_4: 0.9152 (1.1046) loss_bbox_4: 0.2414 (0.3188) loss_giou_4: 0.5111 (0.6096) loss_class_enc: 1.1841 (1.1775) loss_bbox_enc: 0.2749 (0.3903) loss_giou_enc: 0.5731 (0.7226) loss_class_dn: 0.5024 (0.5496) loss_bbox_dn: 0.4376 (0.5754) loss_giou_dn: 0.6717 (0.7850) loss_class_dn_0: 0.5097 (0.5197) loss_bbox_dn_0: 0.5377 (0.6744) loss_giou_dn_0: 0.7966 (0.9322) loss_class_dn_1: 0.5026 (0.5285) loss_bbox_dn_1: 0.4533 (0.5990) loss_giou_dn_1: 0.7027 (0.8265) loss_class_dn_2: 0.4915 (0.5398) loss_bbox_dn_2: 0.4375 (0.5797) loss_giou_dn_2: 0.6795 (0.7921) loss_class_dn_3: 0.4832 (0.5463) loss_bbox_dn_3: 0.4366 (0.5760) loss_giou_dn_3: 0.6730 (0.7853) loss_class_dn_4: 0.4971 (0.5494) loss_bbox_dn_4: 0.4377 (0.5752) loss_giou_dn_4: 0.6715 (0.7843) loss_class_hybrid: 0.9092 (0.9681) loss_bbox_hybrid: 0.2559 (0.3600) loss_giou_hybrid: 0.5808 (0.6727) loss_class_0_hybrid: 0.9637 (0.9897) loss_bbox_0_hybrid: 0.2679 (0.3949) loss_giou_0_hybrid: 0.5957 (0.7252) loss_class_1_hybrid: 0.9488 (0.9823) loss_bbox_1_hybrid: 0.2659 (0.3737) loss_giou_1_hybrid: 0.5852 (0.6936) loss_class_2_hybrid: 0.9048 (0.9780) loss_bbox_2_hybrid: 0.2601 (0.3636) loss_giou_2_hybrid: 0.5828 (0.6782) loss_class_3_hybrid: 0.9295 (0.9707) loss_bbox_3_hybrid: 0.2564 (0.3617) loss_giou_3_hybrid: 0.5822 (0.6746) loss_class_4_hybrid: 0.9189 (0.9668) loss_bbox_4_hybrid: 0.2604 (0.3610) loss_giou_4_hybrid: 0.5844 (0.6737) loss_class_enc_hybrid: 0.8846 (0.8935) loss_bbox_enc_hybrid: 0.3482 (0.4777) loss_giou_enc_hybrid: 0.6819 (0.8409) mem: 1023 max mem: 36964 [2024-01-14 15:22:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:23:03 det.util.engine] INFO: Epoch: [0] [10900/11727] eta: 0:14:01 lr: 0.000100 data_time: 0.0028 iter_time: 1.0367 loss: 34.8990 (40.9664) loss_class: 0.9490 (1.1161) loss_bbox: 0.2258 (0.3179) loss_giou: 0.5018 (0.6077) loss_class_0: 1.2145 (1.2598) loss_bbox_0: 0.2303 (0.3397) loss_giou_0: 0.5215 (0.6426) loss_class_1: 1.0906 (1.1985) loss_bbox_1: 0.2129 (0.3234) loss_giou_1: 0.5042 (0.6182) loss_class_2: 1.0260 (1.1499) loss_bbox_2: 0.2263 (0.3176) loss_giou_2: 0.5080 (0.6096) loss_class_3: 0.9962 (1.1177) loss_bbox_3: 0.2287 (0.3177) loss_giou_3: 0.5111 (0.6087) loss_class_4: 0.9589 (1.1040) loss_bbox_4: 0.2225 (0.3184) loss_giou_4: 0.5053 (0.6090) loss_class_enc: 1.1170 (1.1773) loss_bbox_enc: 0.2752 (0.3898) loss_giou_enc: 0.5931 (0.7219) loss_class_dn: 0.5185 (0.5494) loss_bbox_dn: 0.4233 (0.5748) loss_giou_dn: 0.6447 (0.7842) loss_class_dn_0: 0.5324 (0.5197) loss_bbox_dn_0: 0.5253 (0.6739) loss_giou_dn_0: 0.7778 (0.9315) loss_class_dn_1: 0.5059 (0.5284) loss_bbox_dn_1: 0.4513 (0.5985) loss_giou_dn_1: 0.6752 (0.8257) loss_class_dn_2: 0.5034 (0.5396) loss_bbox_dn_2: 0.4325 (0.5791) loss_giou_dn_2: 0.6500 (0.7913) loss_class_dn_3: 0.5049 (0.5460) loss_bbox_dn_3: 0.4242 (0.5754) loss_giou_dn_3: 0.6458 (0.7845) loss_class_dn_4: 0.5162 (0.5492) loss_bbox_dn_4: 0.4234 (0.5746) loss_giou_dn_4: 0.6448 (0.7835) loss_class_hybrid: 0.9205 (0.9679) loss_bbox_hybrid: 0.2428 (0.3595) loss_giou_hybrid: 0.5477 (0.6720) loss_class_0_hybrid: 0.9771 (0.9897) loss_bbox_0_hybrid: 0.2698 (0.3943) loss_giou_0_hybrid: 0.5790 (0.7244) loss_class_1_hybrid: 0.9585 (0.9822) loss_bbox_1_hybrid: 0.2582 (0.3731) loss_giou_1_hybrid: 0.5624 (0.6929) loss_class_2_hybrid: 0.9515 (0.9778) loss_bbox_2_hybrid: 0.2523 (0.3631) loss_giou_2_hybrid: 0.5578 (0.6775) loss_class_3_hybrid: 0.9308 (0.9705) loss_bbox_3_hybrid: 0.2478 (0.3612) loss_giou_3_hybrid: 0.5540 (0.6740) loss_class_4_hybrid: 0.9373 (0.9667) loss_bbox_4_hybrid: 0.2478 (0.3605) loss_giou_4_hybrid: 0.5546 (0.6730) loss_class_enc_hybrid: 0.9025 (0.8936) loss_bbox_enc_hybrid: 0.3465 (0.4772) loss_giou_enc_hybrid: 0.6732 (0.8401) mem: 1024 max mem: 36964 [2024-01-14 15:23:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:23:56 det.util.engine] INFO: Epoch: [0] [10950/11727] eta: 0:13:10 lr: 0.000100 data_time: 0.0032 iter_time: 1.0745 loss: 35.4215 (40.9380) loss_class: 0.9159 (1.1152) loss_bbox: 0.2577 (0.3175) loss_giou: 0.5321 (0.6073) loss_class_0: 1.1513 (1.2595) loss_bbox_0: 0.2576 (0.3393) loss_giou_0: 0.5356 (0.6420) loss_class_1: 1.0426 (1.1978) loss_bbox_1: 0.2695 (0.3231) loss_giou_1: 0.5364 (0.6178) loss_class_2: 0.9827 (1.1492) loss_bbox_2: 0.2535 (0.3173) loss_giou_2: 0.5177 (0.6092) loss_class_3: 0.9306 (1.1168) loss_bbox_3: 0.2541 (0.3174) loss_giou_3: 0.5309 (0.6082) loss_class_4: 0.9316 (1.1031) loss_bbox_4: 0.2607 (0.3181) loss_giou_4: 0.5405 (0.6086) loss_class_enc: 1.0614 (1.1771) loss_bbox_enc: 0.2864 (0.3893) loss_giou_enc: 0.5963 (0.7213) loss_class_dn: 0.4958 (0.5492) loss_bbox_dn: 0.4141 (0.5742) loss_giou_dn: 0.6497 (0.7835) loss_class_dn_0: 0.5152 (0.5197) loss_bbox_dn_0: 0.4898 (0.6733) loss_giou_dn_0: 0.7954 (0.9308) loss_class_dn_1: 0.4959 (0.5282) loss_bbox_dn_1: 0.4343 (0.5978) loss_giou_dn_1: 0.6891 (0.8250) loss_class_dn_2: 0.4840 (0.5394) loss_bbox_dn_2: 0.4240 (0.5785) loss_giou_dn_2: 0.6556 (0.7906) loss_class_dn_3: 0.4858 (0.5458) loss_bbox_dn_3: 0.4193 (0.5748) loss_giou_dn_3: 0.6506 (0.7838) loss_class_dn_4: 0.4917 (0.5490) loss_bbox_dn_4: 0.4137 (0.5740) loss_giou_dn_4: 0.6498 (0.7828) loss_class_hybrid: 0.8984 (0.9676) loss_bbox_hybrid: 0.2807 (0.3591) loss_giou_hybrid: 0.5865 (0.6715) loss_class_0_hybrid: 0.8896 (0.9896) loss_bbox_0_hybrid: 0.3084 (0.3938) loss_giou_0_hybrid: 0.6213 (0.7238) loss_class_1_hybrid: 0.8780 (0.9820) loss_bbox_1_hybrid: 0.2907 (0.3727) loss_giou_1_hybrid: 0.6037 (0.6923) loss_class_2_hybrid: 0.8528 (0.9775) loss_bbox_2_hybrid: 0.2894 (0.3627) loss_giou_2_hybrid: 0.5904 (0.6770) loss_class_3_hybrid: 0.8854 (0.9702) loss_bbox_3_hybrid: 0.2826 (0.3608) loss_giou_3_hybrid: 0.5913 (0.6734) loss_class_4_hybrid: 0.8843 (0.9664) loss_bbox_4_hybrid: 0.2836 (0.3601) loss_giou_4_hybrid: 0.5917 (0.6725) loss_class_enc_hybrid: 0.8140 (0.8935) loss_bbox_enc_hybrid: 0.3593 (0.4766) loss_giou_enc_hybrid: 0.6921 (0.8394) mem: 1026 max mem: 36964 [2024-01-14 15:23:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:24:48 det.util.engine] INFO: Epoch: [0] [11000/11727] eta: 0:12:20 lr: 0.000100 data_time: 0.0030 iter_time: 1.0458 loss: 34.8325 (40.9120) loss_class: 0.8986 (1.1144) loss_bbox: 0.2602 (0.3172) loss_giou: 0.5055 (0.6070) loss_class_0: 1.1774 (1.2592) loss_bbox_0: 0.2590 (0.3388) loss_giou_0: 0.5183 (0.6416) loss_class_1: 1.0654 (1.1971) loss_bbox_1: 0.2535 (0.3227) loss_giou_1: 0.5057 (0.6174) loss_class_2: 0.9710 (1.1485) loss_bbox_2: 0.2540 (0.3169) loss_giou_2: 0.5062 (0.6089) loss_class_3: 0.9626 (1.1161) loss_bbox_3: 0.2516 (0.3170) loss_giou_3: 0.5007 (0.6080) loss_class_4: 0.9032 (1.1023) loss_bbox_4: 0.2495 (0.3177) loss_giou_4: 0.5024 (0.6083) loss_class_enc: 1.0938 (1.1767) loss_bbox_enc: 0.2857 (0.3888) loss_giou_enc: 0.5948 (0.7208) loss_class_dn: 0.5178 (0.5491) loss_bbox_dn: 0.3843 (0.5735) loss_giou_dn: 0.6430 (0.7829) loss_class_dn_0: 0.5242 (0.5197) loss_bbox_dn_0: 0.5026 (0.6726) loss_giou_dn_0: 0.7933 (0.9302) loss_class_dn_1: 0.5100 (0.5281) loss_bbox_dn_1: 0.4216 (0.5971) loss_giou_dn_1: 0.6827 (0.8244) loss_class_dn_2: 0.5046 (0.5392) loss_bbox_dn_2: 0.3942 (0.5778) loss_giou_dn_2: 0.6529 (0.7900) loss_class_dn_3: 0.5071 (0.5456) loss_bbox_dn_3: 0.3862 (0.5741) loss_giou_dn_3: 0.6435 (0.7832) loss_class_dn_4: 0.5123 (0.5488) loss_bbox_dn_4: 0.3841 (0.5733) loss_giou_dn_4: 0.6425 (0.7822) loss_class_hybrid: 0.8454 (0.9672) loss_bbox_hybrid: 0.2896 (0.3587) loss_giou_hybrid: 0.5511 (0.6712) loss_class_0_hybrid: 0.9539 (0.9894) loss_bbox_0_hybrid: 0.3004 (0.3933) loss_giou_0_hybrid: 0.5815 (0.7234) loss_class_1_hybrid: 0.9101 (0.9817) loss_bbox_1_hybrid: 0.2826 (0.3722) loss_giou_1_hybrid: 0.5573 (0.6920) loss_class_2_hybrid: 0.8791 (0.9772) loss_bbox_2_hybrid: 0.2818 (0.3622) loss_giou_2_hybrid: 0.5485 (0.6766) loss_class_3_hybrid: 0.8683 (0.9699) loss_bbox_3_hybrid: 0.2876 (0.3603) loss_giou_3_hybrid: 0.5551 (0.6731) loss_class_4_hybrid: 0.8487 (0.9660) loss_bbox_4_hybrid: 0.2920 (0.3597) loss_giou_4_hybrid: 0.5512 (0.6722) loss_class_enc_hybrid: 0.8348 (0.8933) loss_bbox_enc_hybrid: 0.3670 (0.4760) loss_giou_enc_hybrid: 0.6971 (0.8390) mem: 1023 max mem: 36964 [2024-01-14 15:24:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:25:40 det.util.engine] INFO: Epoch: [0] [11050/11727] eta: 0:11:29 lr: 0.000100 data_time: 0.0032 iter_time: 1.0153 loss: 35.6159 (40.8880) loss_class: 0.9729 (1.1138) loss_bbox: 0.2838 (0.3169) loss_giou: 0.4908 (0.6065) loss_class_0: 1.2098 (1.2591) loss_bbox_0: 0.2777 (0.3384) loss_giou_0: 0.4941 (0.6410) loss_class_1: 1.1045 (1.1968) loss_bbox_1: 0.2730 (0.3223) loss_giou_1: 0.4892 (0.6169) loss_class_2: 0.9929 (1.1480) loss_bbox_2: 0.2710 (0.3166) loss_giou_2: 0.4821 (0.6084) loss_class_3: 0.9847 (1.1156) loss_bbox_3: 0.2855 (0.3167) loss_giou_3: 0.4881 (0.6075) loss_class_4: 0.9699 (1.1018) loss_bbox_4: 0.2775 (0.3174) loss_giou_4: 0.4871 (0.6078) loss_class_enc: 1.1038 (1.1765) loss_bbox_enc: 0.3063 (0.3884) loss_giou_enc: 0.5735 (0.7202) loss_class_dn: 0.5229 (0.5490) loss_bbox_dn: 0.4848 (0.5730) loss_giou_dn: 0.6363 (0.7823) loss_class_dn_0: 0.5226 (0.5197) loss_bbox_dn_0: 0.5934 (0.6721) loss_giou_dn_0: 0.7914 (0.9296) loss_class_dn_1: 0.5027 (0.5280) loss_bbox_dn_1: 0.5066 (0.5966) loss_giou_dn_1: 0.6737 (0.8237) loss_class_dn_2: 0.5015 (0.5391) loss_bbox_dn_2: 0.4890 (0.5773) loss_giou_dn_2: 0.6432 (0.7894) loss_class_dn_3: 0.5064 (0.5455) loss_bbox_dn_3: 0.4853 (0.5736) loss_giou_dn_3: 0.6356 (0.7826) loss_class_dn_4: 0.5126 (0.5487) loss_bbox_dn_4: 0.4850 (0.5727) loss_giou_dn_4: 0.6349 (0.7816) loss_class_hybrid: 0.9049 (0.9671) loss_bbox_hybrid: 0.2895 (0.3583) loss_giou_hybrid: 0.5137 (0.6707) loss_class_0_hybrid: 0.9509 (0.9894) loss_bbox_0_hybrid: 0.3051 (0.3928) loss_giou_0_hybrid: 0.5507 (0.7228) loss_class_1_hybrid: 0.9404 (0.9816) loss_bbox_1_hybrid: 0.2910 (0.3718) loss_giou_1_hybrid: 0.5290 (0.6914) loss_class_2_hybrid: 0.9192 (0.9771) loss_bbox_2_hybrid: 0.2858 (0.3618) loss_giou_2_hybrid: 0.5141 (0.6761) loss_class_3_hybrid: 0.9273 (0.9698) loss_bbox_3_hybrid: 0.2896 (0.3599) loss_giou_3_hybrid: 0.5117 (0.6726) loss_class_4_hybrid: 0.8880 (0.9659) loss_bbox_4_hybrid: 0.2933 (0.3593) loss_giou_4_hybrid: 0.5178 (0.6716) loss_class_enc_hybrid: 0.8719 (0.8934) loss_bbox_enc_hybrid: 0.3683 (0.4755) loss_giou_enc_hybrid: 0.6492 (0.8383) mem: 1011 max mem: 36964 [2024-01-14 15:25:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:26:32 det.util.engine] INFO: Epoch: [0] [11100/11727] eta: 0:10:38 lr: 0.000100 data_time: 0.0030 iter_time: 1.0677 loss: 33.4251 (40.8585) loss_class: 0.8774 (1.1130) loss_bbox: 0.2197 (0.3165) loss_giou: 0.5085 (0.6061) loss_class_0: 1.2159 (1.2588) loss_bbox_0: 0.2147 (0.3379) loss_giou_0: 0.4935 (0.6404) loss_class_1: 1.0433 (1.1962) loss_bbox_1: 0.2139 (0.3219) loss_giou_1: 0.4836 (0.6164) loss_class_2: 0.9611 (1.1474) loss_bbox_2: 0.2126 (0.3161) loss_giou_2: 0.4888 (0.6079) loss_class_3: 0.8931 (1.1148) loss_bbox_3: 0.2253 (0.3163) loss_giou_3: 0.4990 (0.6070) loss_class_4: 0.8718 (1.1010) loss_bbox_4: 0.2186 (0.3170) loss_giou_4: 0.5030 (0.6073) loss_class_enc: 1.0852 (1.1762) loss_bbox_enc: 0.2585 (0.3878) loss_giou_enc: 0.5786 (0.7196) loss_class_dn: 0.5046 (0.5488) loss_bbox_dn: 0.3743 (0.5722) loss_giou_dn: 0.6419 (0.7816) loss_class_dn_0: 0.5136 (0.5197) loss_bbox_dn_0: 0.4592 (0.6713) loss_giou_dn_0: 0.7976 (0.9290) loss_class_dn_1: 0.4913 (0.5279) loss_bbox_dn_1: 0.3928 (0.5959) loss_giou_dn_1: 0.6946 (0.8230) loss_class_dn_2: 0.4855 (0.5389) loss_bbox_dn_2: 0.3782 (0.5765) loss_giou_dn_2: 0.6498 (0.7887) loss_class_dn_3: 0.4876 (0.5453) loss_bbox_dn_3: 0.3777 (0.5728) loss_giou_dn_3: 0.6420 (0.7819) loss_class_dn_4: 0.4983 (0.5485) loss_bbox_dn_4: 0.3743 (0.5720) loss_giou_dn_4: 0.6418 (0.7809) loss_class_hybrid: 0.8548 (0.9668) loss_bbox_hybrid: 0.2435 (0.3578) loss_giou_hybrid: 0.5389 (0.6701) loss_class_0_hybrid: 0.9216 (0.9892) loss_bbox_0_hybrid: 0.2533 (0.3923) loss_giou_0_hybrid: 0.5883 (0.7221) loss_class_1_hybrid: 0.9016 (0.9814) loss_bbox_1_hybrid: 0.2467 (0.3713) loss_giou_1_hybrid: 0.5585 (0.6908) loss_class_2_hybrid: 0.8807 (0.9769) loss_bbox_2_hybrid: 0.2426 (0.3613) loss_giou_2_hybrid: 0.5500 (0.6755) loss_class_3_hybrid: 0.8564 (0.9695) loss_bbox_3_hybrid: 0.2458 (0.3594) loss_giou_3_hybrid: 0.5444 (0.6720) loss_class_4_hybrid: 0.8499 (0.9656) loss_bbox_4_hybrid: 0.2438 (0.3587) loss_giou_4_hybrid: 0.5390 (0.6711) loss_class_enc_hybrid: 0.8775 (0.8933) loss_bbox_enc_hybrid: 0.3097 (0.4748) loss_giou_enc_hybrid: 0.6851 (0.8376) mem: 1021 max mem: 36964 [2024-01-14 15:26:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:27:25 det.util.engine] INFO: Epoch: [0] [11150/11727] eta: 0:09:47 lr: 0.000100 data_time: 0.0027 iter_time: 1.0586 loss: 36.0874 (40.8333) loss_class: 0.9163 (1.1123) loss_bbox: 0.2450 (0.3161) loss_giou: 0.5303 (0.6057) loss_class_0: 1.1590 (1.2585) loss_bbox_0: 0.2347 (0.3375) loss_giou_0: 0.5297 (0.6399) loss_class_1: 1.0612 (1.1958) loss_bbox_1: 0.2383 (0.3215) loss_giou_1: 0.5197 (0.6160) loss_class_2: 0.9920 (1.1468) loss_bbox_2: 0.2397 (0.3158) loss_giou_2: 0.5243 (0.6075) loss_class_3: 0.9244 (1.1142) loss_bbox_3: 0.2444 (0.3159) loss_giou_3: 0.5292 (0.6066) loss_class_4: 0.9310 (1.1004) loss_bbox_4: 0.2466 (0.3166) loss_giou_4: 0.5265 (0.6069) loss_class_enc: 1.0741 (1.1759) loss_bbox_enc: 0.2658 (0.3874) loss_giou_enc: 0.6116 (0.7191) loss_class_dn: 0.5091 (0.5487) loss_bbox_dn: 0.4410 (0.5716) loss_giou_dn: 0.6714 (0.7810) loss_class_dn_0: 0.5156 (0.5197) loss_bbox_dn_0: 0.5261 (0.6707) loss_giou_dn_0: 0.8211 (0.9284) loss_class_dn_1: 0.4980 (0.5278) loss_bbox_dn_1: 0.4663 (0.5952) loss_giou_dn_1: 0.7104 (0.8224) loss_class_dn_2: 0.4973 (0.5387) loss_bbox_dn_2: 0.4462 (0.5759) loss_giou_dn_2: 0.6824 (0.7881) loss_class_dn_3: 0.4971 (0.5451) loss_bbox_dn_3: 0.4424 (0.5722) loss_giou_dn_3: 0.6721 (0.7813) loss_class_dn_4: 0.5053 (0.5484) loss_bbox_dn_4: 0.4409 (0.5713) loss_giou_dn_4: 0.6715 (0.7803) loss_class_hybrid: 0.9060 (0.9666) loss_bbox_hybrid: 0.2740 (0.3574) loss_giou_hybrid: 0.5874 (0.6697) loss_class_0_hybrid: 0.9081 (0.9891) loss_bbox_0_hybrid: 0.2830 (0.3918) loss_giou_0_hybrid: 0.6166 (0.7216) loss_class_1_hybrid: 0.8913 (0.9812) loss_bbox_1_hybrid: 0.2810 (0.3708) loss_giou_1_hybrid: 0.5986 (0.6904) loss_class_2_hybrid: 0.8956 (0.9767) loss_bbox_2_hybrid: 0.2685 (0.3609) loss_giou_2_hybrid: 0.5925 (0.6751) loss_class_3_hybrid: 0.8980 (0.9692) loss_bbox_3_hybrid: 0.2727 (0.3590) loss_giou_3_hybrid: 0.5876 (0.6716) loss_class_4_hybrid: 0.8864 (0.9654) loss_bbox_4_hybrid: 0.2690 (0.3583) loss_giou_4_hybrid: 0.5895 (0.6707) loss_class_enc_hybrid: 0.8436 (0.8932) loss_bbox_enc_hybrid: 0.3330 (0.4743) loss_giou_enc_hybrid: 0.7013 (0.8370) mem: 1029 max mem: 36964 [2024-01-14 15:27:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:28:16 det.util.engine] INFO: Epoch: [0] [11200/11727] eta: 0:08:56 lr: 0.000100 data_time: 0.0028 iter_time: 1.0267 loss: 34.8717 (40.8083) loss_class: 0.9403 (1.1115) loss_bbox: 0.2278 (0.3158) loss_giou: 0.5201 (0.6053) loss_class_0: 1.2412 (1.2584) loss_bbox_0: 0.2280 (0.3370) loss_giou_0: 0.5136 (0.6393) loss_class_1: 1.0661 (1.1953) loss_bbox_1: 0.2216 (0.3211) loss_giou_1: 0.5260 (0.6155) loss_class_2: 1.0163 (1.1462) loss_bbox_2: 0.2205 (0.3154) loss_giou_2: 0.5075 (0.6070) loss_class_3: 0.9545 (1.1135) loss_bbox_3: 0.2254 (0.3156) loss_giou_3: 0.5159 (0.6062) loss_class_4: 0.9447 (1.0997) loss_bbox_4: 0.2276 (0.3163) loss_giou_4: 0.5202 (0.6065) loss_class_enc: 1.0893 (1.1756) loss_bbox_enc: 0.2715 (0.3869) loss_giou_enc: 0.5859 (0.7185) loss_class_dn: 0.5171 (0.5486) loss_bbox_dn: 0.4173 (0.5710) loss_giou_dn: 0.6248 (0.7804) loss_class_dn_0: 0.5135 (0.5197) loss_bbox_dn_0: 0.5208 (0.6702) loss_giou_dn_0: 0.7883 (0.9278) loss_class_dn_1: 0.5062 (0.5277) loss_bbox_dn_1: 0.4361 (0.5947) loss_giou_dn_1: 0.6632 (0.8218) loss_class_dn_2: 0.5044 (0.5386) loss_bbox_dn_2: 0.4244 (0.5754) loss_giou_dn_2: 0.6284 (0.7875) loss_class_dn_3: 0.5090 (0.5450) loss_bbox_dn_3: 0.4204 (0.5717) loss_giou_dn_3: 0.6231 (0.7807) loss_class_dn_4: 0.5121 (0.5483) loss_bbox_dn_4: 0.4171 (0.5708) loss_giou_dn_4: 0.6250 (0.7797) loss_class_hybrid: 0.9166 (0.9664) loss_bbox_hybrid: 0.2555 (0.3570) loss_giou_hybrid: 0.5695 (0.6692) loss_class_0_hybrid: 0.9449 (0.9890) loss_bbox_0_hybrid: 0.2815 (0.3913) loss_giou_0_hybrid: 0.6127 (0.7210) loss_class_1_hybrid: 0.9478 (0.9810) loss_bbox_1_hybrid: 0.2598 (0.3704) loss_giou_1_hybrid: 0.5858 (0.6898) loss_class_2_hybrid: 0.9399 (0.9765) loss_bbox_2_hybrid: 0.2565 (0.3605) loss_giou_2_hybrid: 0.5752 (0.6746) loss_class_3_hybrid: 0.9424 (0.9690) loss_bbox_3_hybrid: 0.2562 (0.3586) loss_giou_3_hybrid: 0.5695 (0.6711) loss_class_4_hybrid: 0.9103 (0.9651) loss_bbox_4_hybrid: 0.2557 (0.3579) loss_giou_4_hybrid: 0.5695 (0.6702) loss_class_enc_hybrid: 0.8687 (0.8932) loss_bbox_enc_hybrid: 0.3339 (0.4737) loss_giou_enc_hybrid: 0.6983 (0.8363) mem: 1030 max mem: 36964 [2024-01-14 15:28:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:29:08 det.util.engine] INFO: Epoch: [0] [11250/11727] eta: 0:08:05 lr: 0.000100 data_time: 0.0030 iter_time: 1.0347 loss: 35.0684 (40.7837) loss_class: 0.9806 (1.1109) loss_bbox: 0.2230 (0.3155) loss_giou: 0.5010 (0.6048) loss_class_0: 1.1902 (1.2584) loss_bbox_0: 0.2150 (0.3366) loss_giou_0: 0.5078 (0.6387) loss_class_1: 1.0935 (1.1950) loss_bbox_1: 0.2387 (0.3208) loss_giou_1: 0.4940 (0.6150) loss_class_2: 1.0710 (1.1457) loss_bbox_2: 0.2212 (0.3151) loss_giou_2: 0.4886 (0.6065) loss_class_3: 0.9884 (1.1130) loss_bbox_3: 0.2204 (0.3152) loss_giou_3: 0.4959 (0.6057) loss_class_4: 0.9596 (1.0992) loss_bbox_4: 0.2231 (0.3160) loss_giou_4: 0.4992 (0.6060) loss_class_enc: 1.0914 (1.1754) loss_bbox_enc: 0.2720 (0.3865) loss_giou_enc: 0.5925 (0.7179) loss_class_dn: 0.5129 (0.5485) loss_bbox_dn: 0.4214 (0.5705) loss_giou_dn: 0.6616 (0.7798) loss_class_dn_0: 0.5236 (0.5197) loss_bbox_dn_0: 0.5086 (0.6697) loss_giou_dn_0: 0.8048 (0.9272) loss_class_dn_1: 0.5057 (0.5276) loss_bbox_dn_1: 0.4300 (0.5942) loss_giou_dn_1: 0.6969 (0.8211) loss_class_dn_2: 0.4926 (0.5384) loss_bbox_dn_2: 0.4249 (0.5749) loss_giou_dn_2: 0.6668 (0.7869) loss_class_dn_3: 0.5065 (0.5448) loss_bbox_dn_3: 0.4227 (0.5711) loss_giou_dn_3: 0.6630 (0.7801) loss_class_dn_4: 0.5170 (0.5481) loss_bbox_dn_4: 0.4213 (0.5703) loss_giou_dn_4: 0.6613 (0.7791) loss_class_hybrid: 0.9110 (0.9663) loss_bbox_hybrid: 0.2563 (0.3566) loss_giou_hybrid: 0.5527 (0.6686) loss_class_0_hybrid: 0.9469 (0.9890) loss_bbox_0_hybrid: 0.2704 (0.3909) loss_giou_0_hybrid: 0.5834 (0.7204) loss_class_1_hybrid: 0.9502 (0.9810) loss_bbox_1_hybrid: 0.2625 (0.3699) loss_giou_1_hybrid: 0.5559 (0.6892) loss_class_2_hybrid: 0.9573 (0.9764) loss_bbox_2_hybrid: 0.2546 (0.3600) loss_giou_2_hybrid: 0.5394 (0.6739) loss_class_3_hybrid: 0.9264 (0.9689) loss_bbox_3_hybrid: 0.2531 (0.3582) loss_giou_3_hybrid: 0.5466 (0.6705) loss_class_4_hybrid: 0.9014 (0.9650) loss_bbox_4_hybrid: 0.2504 (0.3575) loss_giou_4_hybrid: 0.5454 (0.6696) loss_class_enc_hybrid: 0.8935 (0.8932) loss_bbox_enc_hybrid: 0.3487 (0.4732) loss_giou_enc_hybrid: 0.6723 (0.8356) mem: 1024 max mem: 36964 [2024-01-14 15:29:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:30:01 det.util.engine] INFO: Epoch: [0] [11300/11727] eta: 0:07:14 lr: 0.000100 data_time: 0.0030 iter_time: 1.0383 loss: 34.0259 (40.7540) loss_class: 0.9012 (1.1100) loss_bbox: 0.2116 (0.3151) loss_giou: 0.5080 (0.6043) loss_class_0: 1.2354 (1.2580) loss_bbox_0: 0.2149 (0.3361) loss_giou_0: 0.5037 (0.6381) loss_class_1: 1.0872 (1.1943) loss_bbox_1: 0.2066 (0.3203) loss_giou_1: 0.4871 (0.6145) loss_class_2: 1.0030 (1.1450) loss_bbox_2: 0.1980 (0.3147) loss_giou_2: 0.4984 (0.6060) loss_class_3: 0.9336 (1.1122) loss_bbox_3: 0.2011 (0.3148) loss_giou_3: 0.4968 (0.6052) loss_class_4: 0.8938 (1.0983) loss_bbox_4: 0.2137 (0.3156) loss_giou_4: 0.5031 (0.6056) loss_class_enc: 1.0815 (1.1751) loss_bbox_enc: 0.2553 (0.3860) loss_giou_enc: 0.5756 (0.7173) loss_class_dn: 0.4999 (0.5482) loss_bbox_dn: 0.3887 (0.5699) loss_giou_dn: 0.6249 (0.7791) loss_class_dn_0: 0.5205 (0.5197) loss_bbox_dn_0: 0.4901 (0.6691) loss_giou_dn_0: 0.7675 (0.9265) loss_class_dn_1: 0.4968 (0.5275) loss_bbox_dn_1: 0.4071 (0.5936) loss_giou_dn_1: 0.6610 (0.8205) loss_class_dn_2: 0.4794 (0.5382) loss_bbox_dn_2: 0.3957 (0.5743) loss_giou_dn_2: 0.6371 (0.7862) loss_class_dn_3: 0.4882 (0.5445) loss_bbox_dn_3: 0.3910 (0.5705) loss_giou_dn_3: 0.6276 (0.7794) loss_class_dn_4: 0.4982 (0.5479) loss_bbox_dn_4: 0.3888 (0.5697) loss_giou_dn_4: 0.6247 (0.7784) loss_class_hybrid: 0.9010 (0.9659) loss_bbox_hybrid: 0.2292 (0.3561) loss_giou_hybrid: 0.5510 (0.6681) loss_class_0_hybrid: 0.9737 (0.9888) loss_bbox_0_hybrid: 0.2509 (0.3903) loss_giou_0_hybrid: 0.5742 (0.7197) loss_class_1_hybrid: 0.9526 (0.9807) loss_bbox_1_hybrid: 0.2382 (0.3695) loss_giou_1_hybrid: 0.5542 (0.6886) loss_class_2_hybrid: 0.9311 (0.9761) loss_bbox_2_hybrid: 0.2332 (0.3596) loss_giou_2_hybrid: 0.5485 (0.6734) loss_class_3_hybrid: 0.9066 (0.9685) loss_bbox_3_hybrid: 0.2349 (0.3577) loss_giou_3_hybrid: 0.5509 (0.6700) loss_class_4_hybrid: 0.8986 (0.9647) loss_bbox_4_hybrid: 0.2318 (0.3571) loss_giou_4_hybrid: 0.5503 (0.6690) loss_class_enc_hybrid: 0.8614 (0.8931) loss_bbox_enc_hybrid: 0.3229 (0.4726) loss_giou_enc_hybrid: 0.6786 (0.8349) mem: 1024 max mem: 36964 [2024-01-14 15:30:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:30:54 det.util.engine] INFO: Epoch: [0] [11350/11727] eta: 0:06:24 lr: 0.000100 data_time: 0.0028 iter_time: 1.0366 loss: 34.6905 (40.7288) loss_class: 0.9486 (1.1093) loss_bbox: 0.2219 (0.3148) loss_giou: 0.5138 (0.6039) loss_class_0: 1.1968 (1.2578) loss_bbox_0: 0.2204 (0.3357) loss_giou_0: 0.5169 (0.6376) loss_class_1: 1.0543 (1.1938) loss_bbox_1: 0.2309 (0.3200) loss_giou_1: 0.5151 (0.6140) loss_class_2: 1.0194 (1.1445) loss_bbox_2: 0.2257 (0.3143) loss_giou_2: 0.5128 (0.6056) loss_class_3: 0.9880 (1.1115) loss_bbox_3: 0.2170 (0.3145) loss_giou_3: 0.5122 (0.6048) loss_class_4: 0.9520 (1.0976) loss_bbox_4: 0.2222 (0.3152) loss_giou_4: 0.5113 (0.6052) loss_class_enc: 1.0927 (1.1748) loss_bbox_enc: 0.2489 (0.3855) loss_giou_enc: 0.5967 (0.7168) loss_class_dn: 0.5015 (0.5481) loss_bbox_dn: 0.3972 (0.5692) loss_giou_dn: 0.6281 (0.7785) loss_class_dn_0: 0.5022 (0.5197) loss_bbox_dn_0: 0.4735 (0.6685) loss_giou_dn_0: 0.7809 (0.9259) loss_class_dn_1: 0.4938 (0.5274) loss_bbox_dn_1: 0.4113 (0.5929) loss_giou_dn_1: 0.6652 (0.8198) loss_class_dn_2: 0.4867 (0.5380) loss_bbox_dn_2: 0.4018 (0.5736) loss_giou_dn_2: 0.6385 (0.7856) loss_class_dn_3: 0.4906 (0.5444) loss_bbox_dn_3: 0.3993 (0.5698) loss_giou_dn_3: 0.6283 (0.7788) loss_class_dn_4: 0.4925 (0.5477) loss_bbox_dn_4: 0.3975 (0.5690) loss_giou_dn_4: 0.6279 (0.7778) loss_class_hybrid: 0.9300 (0.9657) loss_bbox_hybrid: 0.2627 (0.3557) loss_giou_hybrid: 0.5601 (0.6677) loss_class_0_hybrid: 0.9728 (0.9887) loss_bbox_0_hybrid: 0.2626 (0.3898) loss_giou_0_hybrid: 0.5934 (0.7192) loss_class_1_hybrid: 0.9598 (0.9805) loss_bbox_1_hybrid: 0.2656 (0.3690) loss_giou_1_hybrid: 0.5739 (0.6882) loss_class_2_hybrid: 0.9284 (0.9759) loss_bbox_2_hybrid: 0.2628 (0.3591) loss_giou_2_hybrid: 0.5629 (0.6730) loss_class_3_hybrid: 0.9543 (0.9683) loss_bbox_3_hybrid: 0.2611 (0.3573) loss_giou_3_hybrid: 0.5598 (0.6696) loss_class_4_hybrid: 0.9382 (0.9644) loss_bbox_4_hybrid: 0.2617 (0.3566) loss_giou_4_hybrid: 0.5613 (0.6686) loss_class_enc_hybrid: 0.8502 (0.8931) loss_bbox_enc_hybrid: 0.3239 (0.4720) loss_giou_enc_hybrid: 0.6886 (0.8343) mem: 1030 max mem: 36964 [2024-01-14 15:30:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:31:46 det.util.engine] INFO: Epoch: [0] [11400/11727] eta: 0:05:33 lr: 0.000100 data_time: 0.0028 iter_time: 1.0139 loss: 34.8053 (40.7038) loss_class: 0.9050 (1.1086) loss_bbox: 0.2210 (0.3144) loss_giou: 0.4997 (0.6035) loss_class_0: 1.1902 (1.2576) loss_bbox_0: 0.2257 (0.3353) loss_giou_0: 0.5137 (0.6370) loss_class_1: 1.0734 (1.1934) loss_bbox_1: 0.2167 (0.3196) loss_giou_1: 0.4978 (0.6136) loss_class_2: 0.9927 (1.1440) loss_bbox_2: 0.2185 (0.3139) loss_giou_2: 0.5099 (0.6051) loss_class_3: 0.9625 (1.1110) loss_bbox_3: 0.2203 (0.3141) loss_giou_3: 0.4964 (0.6043) loss_class_4: 0.9439 (1.0970) loss_bbox_4: 0.2211 (0.3149) loss_giou_4: 0.4944 (0.6047) loss_class_enc: 1.0856 (1.1746) loss_bbox_enc: 0.2793 (0.3851) loss_giou_enc: 0.6027 (0.7162) loss_class_dn: 0.5063 (0.5480) loss_bbox_dn: 0.3862 (0.5686) loss_giou_dn: 0.6048 (0.7778) loss_class_dn_0: 0.5212 (0.5197) loss_bbox_dn_0: 0.5053 (0.6679) loss_giou_dn_0: 0.7613 (0.9253) loss_class_dn_1: 0.4990 (0.5273) loss_bbox_dn_1: 0.4296 (0.5923) loss_giou_dn_1: 0.6434 (0.8191) loss_class_dn_2: 0.4884 (0.5379) loss_bbox_dn_2: 0.4024 (0.5730) loss_giou_dn_2: 0.6127 (0.7849) loss_class_dn_3: 0.5094 (0.5443) loss_bbox_dn_3: 0.3906 (0.5692) loss_giou_dn_3: 0.6086 (0.7781) loss_class_dn_4: 0.5085 (0.5476) loss_bbox_dn_4: 0.3863 (0.5684) loss_giou_dn_4: 0.6046 (0.7771) loss_class_hybrid: 0.8775 (0.9655) loss_bbox_hybrid: 0.2417 (0.3553) loss_giou_hybrid: 0.5586 (0.6672) loss_class_0_hybrid: 0.9549 (0.9886) loss_bbox_0_hybrid: 0.2586 (0.3894) loss_giou_0_hybrid: 0.6139 (0.7187) loss_class_1_hybrid: 0.9382 (0.9804) loss_bbox_1_hybrid: 0.2427 (0.3686) loss_giou_1_hybrid: 0.5744 (0.6876) loss_class_2_hybrid: 0.9165 (0.9757) loss_bbox_2_hybrid: 0.2423 (0.3587) loss_giou_2_hybrid: 0.5572 (0.6725) loss_class_3_hybrid: 0.8995 (0.9682) loss_bbox_3_hybrid: 0.2467 (0.3569) loss_giou_3_hybrid: 0.5610 (0.6691) loss_class_4_hybrid: 0.8775 (0.9643) loss_bbox_4_hybrid: 0.2428 (0.3562) loss_giou_4_hybrid: 0.5580 (0.6681) loss_class_enc_hybrid: 0.8819 (0.8931) loss_bbox_enc_hybrid: 0.3339 (0.4714) loss_giou_enc_hybrid: 0.7269 (0.8337) mem: 1021 max mem: 36964 [2024-01-14 15:31:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:32:37 det.util.engine] INFO: Epoch: [0] [11450/11727] eta: 0:04:42 lr: 0.000100 data_time: 0.0027 iter_time: 1.0169 loss: 33.9823 (40.6781) loss_class: 0.8993 (1.1078) loss_bbox: 0.2036 (0.3140) loss_giou: 0.5287 (0.6031) loss_class_0: 1.1514 (1.2573) loss_bbox_0: 0.2351 (0.3348) loss_giou_0: 0.5237 (0.6365) loss_class_1: 0.9985 (1.1928) loss_bbox_1: 0.2196 (0.3192) loss_giou_1: 0.5252 (0.6131) loss_class_2: 0.9976 (1.1433) loss_bbox_2: 0.1980 (0.3135) loss_giou_2: 0.5262 (0.6047) loss_class_3: 0.9375 (1.1103) loss_bbox_3: 0.2037 (0.3138) loss_giou_3: 0.5297 (0.6040) loss_class_4: 0.9053 (1.0963) loss_bbox_4: 0.2139 (0.3145) loss_giou_4: 0.5317 (0.6043) loss_class_enc: 1.0265 (1.1743) loss_bbox_enc: 0.2727 (0.3846) loss_giou_enc: 0.5983 (0.7157) loss_class_dn: 0.5127 (0.5479) loss_bbox_dn: 0.4033 (0.5680) loss_giou_dn: 0.6439 (0.7772) loss_class_dn_0: 0.5118 (0.5197) loss_bbox_dn_0: 0.4912 (0.6673) loss_giou_dn_0: 0.7910 (0.9247) loss_class_dn_1: 0.5074 (0.5272) loss_bbox_dn_1: 0.4220 (0.5917) loss_giou_dn_1: 0.6865 (0.8185) loss_class_dn_2: 0.4950 (0.5377) loss_bbox_dn_2: 0.4085 (0.5724) loss_giou_dn_2: 0.6510 (0.7844) loss_class_dn_3: 0.4982 (0.5441) loss_bbox_dn_3: 0.4032 (0.5686) loss_giou_dn_3: 0.6440 (0.7776) loss_class_dn_4: 0.4992 (0.5475) loss_bbox_dn_4: 0.4033 (0.5678) loss_giou_dn_4: 0.6437 (0.7766) loss_class_hybrid: 0.8736 (0.9653) loss_bbox_hybrid: 0.2351 (0.3549) loss_giou_hybrid: 0.5740 (0.6668) loss_class_0_hybrid: 0.9349 (0.9885) loss_bbox_0_hybrid: 0.2518 (0.3889) loss_giou_0_hybrid: 0.6021 (0.7181) loss_class_1_hybrid: 0.8964 (0.9801) loss_bbox_1_hybrid: 0.2397 (0.3681) loss_giou_1_hybrid: 0.5866 (0.6871) loss_class_2_hybrid: 0.8923 (0.9755) loss_bbox_2_hybrid: 0.2317 (0.3583) loss_giou_2_hybrid: 0.5777 (0.6720) loss_class_3_hybrid: 0.8874 (0.9679) loss_bbox_3_hybrid: 0.2349 (0.3565) loss_giou_3_hybrid: 0.5755 (0.6686) loss_class_4_hybrid: 0.8808 (0.9640) loss_bbox_4_hybrid: 0.2364 (0.3558) loss_giou_4_hybrid: 0.5746 (0.6677) loss_class_enc_hybrid: 0.8272 (0.8930) loss_bbox_enc_hybrid: 0.3306 (0.4709) loss_giou_enc_hybrid: 0.6917 (0.8330) mem: 1022 max mem: 36964 [2024-01-14 15:32:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:33:31 det.util.engine] INFO: Epoch: [0] [11500/11727] eta: 0:03:51 lr: 0.000100 data_time: 0.0027 iter_time: 1.0344 loss: 34.3352 (40.6528) loss_class: 0.9177 (1.1071) loss_bbox: 0.2295 (0.3137) loss_giou: 0.5143 (0.6027) loss_class_0: 1.1464 (1.2570) loss_bbox_0: 0.2152 (0.3344) loss_giou_0: 0.5128 (0.6360) loss_class_1: 1.0150 (1.1923) loss_bbox_1: 0.2066 (0.3188) loss_giou_1: 0.5214 (0.6127) loss_class_2: 0.9788 (1.1427) loss_bbox_2: 0.2171 (0.3132) loss_giou_2: 0.5218 (0.6043) loss_class_3: 0.9415 (1.1097) loss_bbox_3: 0.2235 (0.3134) loss_giou_3: 0.5044 (0.6036) loss_class_4: 0.9163 (1.0957) loss_bbox_4: 0.2194 (0.3142) loss_giou_4: 0.5029 (0.6039) loss_class_enc: 1.0824 (1.1740) loss_bbox_enc: 0.2529 (0.3842) loss_giou_enc: 0.5920 (0.7152) loss_class_dn: 0.5113 (0.5478) loss_bbox_dn: 0.3869 (0.5674) loss_giou_dn: 0.6280 (0.7766) loss_class_dn_0: 0.5185 (0.5197) loss_bbox_dn_0: 0.4824 (0.6667) loss_giou_dn_0: 0.7800 (0.9241) loss_class_dn_1: 0.5099 (0.5271) loss_bbox_dn_1: 0.4039 (0.5911) loss_giou_dn_1: 0.6600 (0.8179) loss_class_dn_2: 0.5034 (0.5376) loss_bbox_dn_2: 0.3935 (0.5718) loss_giou_dn_2: 0.6325 (0.7837) loss_class_dn_3: 0.5075 (0.5439) loss_bbox_dn_3: 0.3887 (0.5680) loss_giou_dn_3: 0.6305 (0.7770) loss_class_dn_4: 0.5139 (0.5473) loss_bbox_dn_4: 0.3870 (0.5671) loss_giou_dn_4: 0.6277 (0.7759) loss_class_hybrid: 0.9023 (0.9650) loss_bbox_hybrid: 0.2573 (0.3545) loss_giou_hybrid: 0.5878 (0.6663) loss_class_0_hybrid: 0.9286 (0.9884) loss_bbox_0_hybrid: 0.2573 (0.3884) loss_giou_0_hybrid: 0.6192 (0.7176) loss_class_1_hybrid: 0.9209 (0.9800) loss_bbox_1_hybrid: 0.2507 (0.3677) loss_giou_1_hybrid: 0.5916 (0.6867) loss_class_2_hybrid: 0.9040 (0.9752) loss_bbox_2_hybrid: 0.2598 (0.3579) loss_giou_2_hybrid: 0.5864 (0.6716) loss_class_3_hybrid: 0.8908 (0.9677) loss_bbox_3_hybrid: 0.2585 (0.3561) loss_giou_3_hybrid: 0.5895 (0.6682) loss_class_4_hybrid: 0.8817 (0.9638) loss_bbox_4_hybrid: 0.2551 (0.3554) loss_giou_4_hybrid: 0.5852 (0.6673) loss_class_enc_hybrid: 0.8602 (0.8930) loss_bbox_enc_hybrid: 0.3260 (0.4703) loss_giou_enc_hybrid: 0.6992 (0.8325) mem: 1022 max mem: 36964 [2024-01-14 15:33:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:34:23 det.util.engine] INFO: Epoch: [0] [11550/11727] eta: 0:03:00 lr: 0.000100 data_time: 0.0026 iter_time: 1.0189 loss: 35.1965 (40.6275) loss_class: 0.9721 (1.1064) loss_bbox: 0.2302 (0.3134) loss_giou: 0.4509 (0.6023) loss_class_0: 1.2358 (1.2569) loss_bbox_0: 0.2238 (0.3340) loss_giou_0: 0.4721 (0.6354) loss_class_1: 1.1193 (1.1918) loss_bbox_1: 0.2361 (0.3185) loss_giou_1: 0.4593 (0.6122) loss_class_2: 1.0126 (1.1422) loss_bbox_2: 0.2372 (0.3128) loss_giou_2: 0.4468 (0.6038) loss_class_3: 0.9640 (1.1091) loss_bbox_3: 0.2367 (0.3131) loss_giou_3: 0.4529 (0.6031) loss_class_4: 0.9883 (1.0950) loss_bbox_4: 0.2319 (0.3138) loss_giou_4: 0.4514 (0.6035) loss_class_enc: 1.1486 (1.1738) loss_bbox_enc: 0.2821 (0.3838) loss_giou_enc: 0.5543 (0.7145) loss_class_dn: 0.5051 (0.5476) loss_bbox_dn: 0.4801 (0.5669) loss_giou_dn: 0.6228 (0.7760) loss_class_dn_0: 0.5077 (0.5197) loss_bbox_dn_0: 0.5884 (0.6662) loss_giou_dn_0: 0.7891 (0.9235) loss_class_dn_1: 0.4883 (0.5270) loss_bbox_dn_1: 0.5024 (0.5906) loss_giou_dn_1: 0.6651 (0.8172) loss_class_dn_2: 0.4768 (0.5374) loss_bbox_dn_2: 0.4858 (0.5713) loss_giou_dn_2: 0.6352 (0.7831) loss_class_dn_3: 0.4883 (0.5437) loss_bbox_dn_3: 0.4811 (0.5675) loss_giou_dn_3: 0.6257 (0.7763) loss_class_dn_4: 0.5023 (0.5471) loss_bbox_dn_4: 0.4802 (0.5666) loss_giou_dn_4: 0.6228 (0.7753) loss_class_hybrid: 0.8919 (0.9648) loss_bbox_hybrid: 0.2538 (0.3541) loss_giou_hybrid: 0.5178 (0.6658) loss_class_0_hybrid: 0.9616 (0.9883) loss_bbox_0_hybrid: 0.2758 (0.3880) loss_giou_0_hybrid: 0.5650 (0.7170) loss_class_1_hybrid: 0.9404 (0.9798) loss_bbox_1_hybrid: 0.2647 (0.3673) loss_giou_1_hybrid: 0.5342 (0.6861) loss_class_2_hybrid: 0.9179 (0.9751) loss_bbox_2_hybrid: 0.2615 (0.3575) loss_giou_2_hybrid: 0.5278 (0.6710) loss_class_3_hybrid: 0.8989 (0.9674) loss_bbox_3_hybrid: 0.2571 (0.3557) loss_giou_3_hybrid: 0.5216 (0.6676) loss_class_4_hybrid: 0.8945 (0.9636) loss_bbox_4_hybrid: 0.2538 (0.3550) loss_giou_4_hybrid: 0.5206 (0.6667) loss_class_enc_hybrid: 0.8965 (0.8930) loss_bbox_enc_hybrid: 0.3544 (0.4698) loss_giou_enc_hybrid: 0.6657 (0.8317) mem: 1022 max mem: 36964 [2024-01-14 15:34:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:35:15 det.util.engine] INFO: Epoch: [0] [11600/11727] eta: 0:02:09 lr: 0.000100 data_time: 0.0029 iter_time: 1.0563 loss: 35.0365 (40.6018) loss_class: 0.9220 (1.1057) loss_bbox: 0.2346 (0.3131) loss_giou: 0.4978 (0.6018) loss_class_0: 1.1989 (1.2567) loss_bbox_0: 0.2434 (0.3335) loss_giou_0: 0.4931 (0.6348) loss_class_1: 1.0643 (1.1913) loss_bbox_1: 0.2392 (0.3181) loss_giou_1: 0.4838 (0.6117) loss_class_2: 0.9720 (1.1416) loss_bbox_2: 0.2396 (0.3125) loss_giou_2: 0.4976 (0.6033) loss_class_3: 0.9532 (1.1085) loss_bbox_3: 0.2283 (0.3127) loss_giou_3: 0.4955 (0.6026) loss_class_4: 0.9423 (1.0943) loss_bbox_4: 0.2358 (0.3135) loss_giou_4: 0.5003 (0.6030) loss_class_enc: 1.0849 (1.1736) loss_bbox_enc: 0.2639 (0.3833) loss_giou_enc: 0.5760 (0.7139) loss_class_dn: 0.5182 (0.5475) loss_bbox_dn: 0.4422 (0.5663) loss_giou_dn: 0.6373 (0.7753) loss_class_dn_0: 0.5145 (0.5197) loss_bbox_dn_0: 0.5484 (0.6657) loss_giou_dn_0: 0.7831 (0.9229) loss_class_dn_1: 0.5115 (0.5269) loss_bbox_dn_1: 0.4649 (0.5901) loss_giou_dn_1: 0.6697 (0.8165) loss_class_dn_2: 0.5028 (0.5372) loss_bbox_dn_2: 0.4503 (0.5708) loss_giou_dn_2: 0.6442 (0.7824) loss_class_dn_3: 0.5059 (0.5436) loss_bbox_dn_3: 0.4428 (0.5670) loss_giou_dn_3: 0.6390 (0.7756) loss_class_dn_4: 0.5168 (0.5470) loss_bbox_dn_4: 0.4421 (0.5661) loss_giou_dn_4: 0.6373 (0.7746) loss_class_hybrid: 0.8665 (0.9646) loss_bbox_hybrid: 0.2559 (0.3537) loss_giou_hybrid: 0.5441 (0.6652) loss_class_0_hybrid: 0.9502 (0.9883) loss_bbox_0_hybrid: 0.2705 (0.3875) loss_giou_0_hybrid: 0.5640 (0.7163) loss_class_1_hybrid: 0.9163 (0.9797) loss_bbox_1_hybrid: 0.2635 (0.3668) loss_giou_1_hybrid: 0.5515 (0.6855) loss_class_2_hybrid: 0.9061 (0.9749) loss_bbox_2_hybrid: 0.2616 (0.3570) loss_giou_2_hybrid: 0.5370 (0.6704) loss_class_3_hybrid: 0.8801 (0.9672) loss_bbox_3_hybrid: 0.2652 (0.3553) loss_giou_3_hybrid: 0.5423 (0.6671) loss_class_4_hybrid: 0.8767 (0.9633) loss_bbox_4_hybrid: 0.2605 (0.3546) loss_giou_4_hybrid: 0.5389 (0.6661) loss_class_enc_hybrid: 0.8559 (0.8930) loss_bbox_enc_hybrid: 0.3258 (0.4693) loss_giou_enc_hybrid: 0.6597 (0.8310) mem: 1025 max mem: 36964 [2024-01-14 15:35:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:36:07 det.util.engine] INFO: Epoch: [0] [11650/11727] eta: 0:01:18 lr: 0.000100 data_time: 0.0029 iter_time: 1.0686 loss: 35.0855 (40.5771) loss_class: 0.9545 (1.1049) loss_bbox: 0.2371 (0.3128) loss_giou: 0.4674 (0.6014) loss_class_0: 1.2484 (1.2565) loss_bbox_0: 0.2297 (0.3331) loss_giou_0: 0.4771 (0.6343) loss_class_1: 1.1153 (1.1909) loss_bbox_1: 0.2297 (0.3178) loss_giou_1: 0.4668 (0.6113) loss_class_2: 1.0365 (1.1410) loss_bbox_2: 0.2225 (0.3121) loss_giou_2: 0.4635 (0.6029) loss_class_3: 0.9801 (1.1078) loss_bbox_3: 0.2310 (0.3124) loss_giou_3: 0.4661 (0.6022) loss_class_4: 0.9420 (1.0936) loss_bbox_4: 0.2366 (0.3132) loss_giou_4: 0.4738 (0.6026) loss_class_enc: 1.1270 (1.1733) loss_bbox_enc: 0.2829 (0.3829) loss_giou_enc: 0.5725 (0.7134) loss_class_dn: 0.4875 (0.5473) loss_bbox_dn: 0.4727 (0.5658) loss_giou_dn: 0.6150 (0.7747) loss_class_dn_0: 0.5162 (0.5197) loss_bbox_dn_0: 0.5815 (0.6652) loss_giou_dn_0: 0.7761 (0.9223) loss_class_dn_1: 0.4935 (0.5268) loss_bbox_dn_1: 0.4908 (0.5895) loss_giou_dn_1: 0.6605 (0.8159) loss_class_dn_2: 0.4801 (0.5370) loss_bbox_dn_2: 0.4753 (0.5702) loss_giou_dn_2: 0.6236 (0.7818) loss_class_dn_3: 0.4814 (0.5434) loss_bbox_dn_3: 0.4740 (0.5665) loss_giou_dn_3: 0.6163 (0.7751) loss_class_dn_4: 0.4841 (0.5468) loss_bbox_dn_4: 0.4729 (0.5656) loss_giou_dn_4: 0.6155 (0.7740) loss_class_hybrid: 0.9299 (0.9643) loss_bbox_hybrid: 0.2610 (0.3533) loss_giou_hybrid: 0.5270 (0.6648) loss_class_0_hybrid: 0.9953 (0.9882) loss_bbox_0_hybrid: 0.2678 (0.3870) loss_giou_0_hybrid: 0.5518 (0.7158) loss_class_1_hybrid: 0.9865 (0.9795) loss_bbox_1_hybrid: 0.2574 (0.3664) loss_giou_1_hybrid: 0.5307 (0.6850) loss_class_2_hybrid: 0.9275 (0.9746) loss_bbox_2_hybrid: 0.2585 (0.3566) loss_giou_2_hybrid: 0.5224 (0.6700) loss_class_3_hybrid: 0.9306 (0.9669) loss_bbox_3_hybrid: 0.2542 (0.3549) loss_giou_3_hybrid: 0.5257 (0.6666) loss_class_4_hybrid: 0.9274 (0.9630) loss_bbox_4_hybrid: 0.2573 (0.3542) loss_giou_4_hybrid: 0.5260 (0.6657) loss_class_enc_hybrid: 0.8853 (0.8929) loss_bbox_enc_hybrid: 0.3456 (0.4687) loss_giou_enc_hybrid: 0.6644 (0.8304) mem: 1027 max mem: 36964 [2024-01-14 15:36:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:37:00 det.util.engine] INFO: Epoch: [0] [11700/11727] eta: 0:00:27 lr: 0.000100 data_time: 0.0026 iter_time: 1.0276 loss: 34.7698 (40.5537) loss_class: 0.9861 (1.1042) loss_bbox: 0.2218 (0.3125) loss_giou: 0.4500 (0.6010) loss_class_0: 1.2086 (1.2564) loss_bbox_0: 0.2136 (0.3328) loss_giou_0: 0.4644 (0.6338) loss_class_1: 1.1097 (1.1904) loss_bbox_1: 0.2281 (0.3175) loss_giou_1: 0.4756 (0.6108) loss_class_2: 0.9949 (1.1405) loss_bbox_2: 0.2188 (0.3119) loss_giou_2: 0.4468 (0.6024) loss_class_3: 1.0011 (1.1072) loss_bbox_3: 0.2174 (0.3121) loss_giou_3: 0.4434 (0.6017) loss_class_4: 0.9478 (1.0930) loss_bbox_4: 0.2234 (0.3129) loss_giou_4: 0.4497 (0.6021) loss_class_enc: 1.1524 (1.1732) loss_bbox_enc: 0.2778 (0.3825) loss_giou_enc: 0.5601 (0.7128) loss_class_dn: 0.5005 (0.5471) loss_bbox_dn: 0.3945 (0.5654) loss_giou_dn: 0.6156 (0.7741) loss_class_dn_0: 0.5230 (0.5197) loss_bbox_dn_0: 0.5146 (0.6649) loss_giou_dn_0: 0.7672 (0.9217) loss_class_dn_1: 0.5107 (0.5267) loss_bbox_dn_1: 0.4219 (0.5891) loss_giou_dn_1: 0.6526 (0.8153) loss_class_dn_2: 0.4968 (0.5369) loss_bbox_dn_2: 0.4046 (0.5698) loss_giou_dn_2: 0.6201 (0.7812) loss_class_dn_3: 0.4899 (0.5432) loss_bbox_dn_3: 0.3959 (0.5661) loss_giou_dn_3: 0.6149 (0.7744) loss_class_dn_4: 0.4936 (0.5466) loss_bbox_dn_4: 0.3946 (0.5652) loss_giou_dn_4: 0.6155 (0.7734) loss_class_hybrid: 0.9160 (0.9641) loss_bbox_hybrid: 0.2474 (0.3530) loss_giou_hybrid: 0.5103 (0.6642) loss_class_0_hybrid: 0.9944 (0.9881) loss_bbox_0_hybrid: 0.2684 (0.3866) loss_giou_0_hybrid: 0.5378 (0.7151) loss_class_1_hybrid: 0.9765 (0.9794) loss_bbox_1_hybrid: 0.2537 (0.3660) loss_giou_1_hybrid: 0.5169 (0.6844) loss_class_2_hybrid: 0.9165 (0.9745) loss_bbox_2_hybrid: 0.2410 (0.3563) loss_giou_2_hybrid: 0.5069 (0.6694) loss_class_3_hybrid: 0.9250 (0.9668) loss_bbox_3_hybrid: 0.2441 (0.3545) loss_giou_3_hybrid: 0.5056 (0.6660) loss_class_4_hybrid: 0.9222 (0.9629) loss_bbox_4_hybrid: 0.2433 (0.3539) loss_giou_4_hybrid: 0.5067 (0.6651) loss_class_enc_hybrid: 0.8924 (0.8930) loss_bbox_enc_hybrid: 0.3532 (0.4683) loss_giou_enc_hybrid: 0.6346 (0.8297) mem: 1025 max mem: 36964 [2024-01-14 15:37:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:37:27 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0023 iter_time: 1.0217 loss: 34.6207 (40.5407) loss_class: 0.9330 (1.1038) loss_bbox: 0.2408 (0.3124) loss_giou: 0.4437 (0.6007) loss_class_0: 1.2542 (1.2563) loss_bbox_0: 0.2267 (0.3326) loss_giou_0: 0.4454 (0.6334) loss_class_1: 1.1006 (1.1902) loss_bbox_1: 0.2320 (0.3173) loss_giou_1: 0.4373 (0.6104) loss_class_2: 1.0476 (1.1402) loss_bbox_2: 0.2330 (0.3117) loss_giou_2: 0.4368 (0.6021) loss_class_3: 0.9750 (1.1069) loss_bbox_3: 0.2376 (0.3120) loss_giou_3: 0.4423 (0.6014) loss_class_4: 0.9572 (1.0927) loss_bbox_4: 0.2402 (0.3128) loss_giou_4: 0.4431 (0.6018) loss_class_enc: 1.1404 (1.1731) loss_bbox_enc: 0.2841 (0.3824) loss_giou_enc: 0.5083 (0.7124) loss_class_dn: 0.5027 (0.5470) loss_bbox_dn: 0.4799 (0.5652) loss_giou_dn: 0.5784 (0.7737) loss_class_dn_0: 0.5270 (0.5197) loss_bbox_dn_0: 0.6099 (0.6647) loss_giou_dn_0: 0.7269 (0.9213) loss_class_dn_1: 0.4994 (0.5267) loss_bbox_dn_1: 0.5170 (0.5890) loss_giou_dn_1: 0.6129 (0.8149) loss_class_dn_2: 0.4900 (0.5368) loss_bbox_dn_2: 0.4878 (0.5697) loss_giou_dn_2: 0.5870 (0.7808) loss_class_dn_3: 0.4928 (0.5431) loss_bbox_dn_3: 0.4821 (0.5659) loss_giou_dn_3: 0.5793 (0.7741) loss_class_dn_4: 0.4921 (0.5465) loss_bbox_dn_4: 0.4800 (0.5650) loss_giou_dn_4: 0.5779 (0.7730) loss_class_hybrid: 0.9357 (0.9640) loss_bbox_hybrid: 0.2459 (0.3528) loss_giou_hybrid: 0.4565 (0.6638) loss_class_0_hybrid: 1.0040 (0.9882) loss_bbox_0_hybrid: 0.2714 (0.3864) loss_giou_0_hybrid: 0.4974 (0.7147) loss_class_1_hybrid: 0.9624 (0.9794) loss_bbox_1_hybrid: 0.2538 (0.3658) loss_giou_1_hybrid: 0.4701 (0.6840) loss_class_2_hybrid: 0.9526 (0.9744) loss_bbox_2_hybrid: 0.2463 (0.3561) loss_giou_2_hybrid: 0.4584 (0.6690) loss_class_3_hybrid: 0.9397 (0.9667) loss_bbox_3_hybrid: 0.2439 (0.3543) loss_giou_3_hybrid: 0.4575 (0.6657) loss_class_4_hybrid: 0.9457 (0.9628) loss_bbox_4_hybrid: 0.2457 (0.3537) loss_giou_4_hybrid: 0.4569 (0.6648) loss_class_enc_hybrid: 0.9280 (0.8930) loss_bbox_enc_hybrid: 0.3477 (0.4680) loss_giou_enc_hybrid: 0.6013 (0.8293) [2024-01-14 15:37:27 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_0 [2024-01-14 15:37:28 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_0/model.safetensors [2024-01-14 15:37:29 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_0/optimizer.bin [2024-01-14 15:37:29 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_0/scheduler.bin [2024-01-14 15:37:29 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_0/sampler.bin [2024-01-14 15:37:29 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_0/sampler_1.bin [2024-01-14 15:37:29 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_0/random_states_0.pkl [2024-01-14 15:37:29 det.__main__] INFO: Start evaluation [2024-01-14 15:37:32 det.util.utils] INFO: Test: [ 0/2500] eta: 1:19:12 model_time: 0.4605 (0.4605) evaluator_time: 0.0476 (0.0476) time: 1.9009 data: 1.3914 mem: 961 max mem: 36964 [2024-01-14 15:37:34 det.util.utils] INFO: Test: [ 10/2500] eta: 0:14:53 model_time: 0.1352 (0.2098) evaluator_time: 0.0183 (0.0203) time: 0.3587 data: 0.1270 mem: 961 max mem: 36964 [2024-01-14 15:37:36 det.util.utils] INFO: Test: [ 20/2500] eta: 0:11:10 model_time: 0.1328 (0.1826) evaluator_time: 0.0179 (0.0194) time: 0.1889 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:37:37 det.util.utils] INFO: Test: [ 30/2500] eta: 0:09:45 model_time: 0.1293 (0.1696) evaluator_time: 0.0167 (0.0203) time: 0.1702 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:37:40 det.util.utils] INFO: Test: [ 40/2500] eta: 0:09:23 model_time: 0.1340 (0.1719) evaluator_time: 0.0164 (0.0208) time: 0.1856 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:37:41 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:55 model_time: 0.1340 (0.1685) evaluator_time: 0.0151 (0.0203) time: 0.1898 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:37:43 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:34 model_time: 0.1304 (0.1651) evaluator_time: 0.0151 (0.0205) time: 0.1737 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:37:45 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:22 model_time: 0.1338 (0.1639) evaluator_time: 0.0182 (0.0206) time: 0.1763 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:37:46 det.util.utils] INFO: Test: [ 80/2500] eta: 0:08:03 model_time: 0.1244 (0.1599) evaluator_time: 0.0161 (0.0201) time: 0.1653 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:37:48 det.util.utils] INFO: Test: [ 90/2500] eta: 0:07:54 model_time: 0.1226 (0.1592) evaluator_time: 0.0140 (0.0200) time: 0.1630 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:37:50 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:46 model_time: 0.1306 (0.1579) evaluator_time: 0.0151 (0.0202) time: 0.1727 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:37:51 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:35 model_time: 0.1252 (0.1557) evaluator_time: 0.0136 (0.0198) time: 0.1610 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:37:53 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:26 model_time: 0.1252 (0.1537) evaluator_time: 0.0174 (0.0200) time: 0.1541 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:37:54 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:18 model_time: 0.1328 (0.1521) evaluator_time: 0.0179 (0.0199) time: 0.1554 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:37:56 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:12 model_time: 0.1317 (0.1513) evaluator_time: 0.0153 (0.0197) time: 0.1574 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:37:57 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:05 model_time: 0.1199 (0.1492) evaluator_time: 0.0150 (0.0201) time: 0.1539 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:37:59 det.util.utils] INFO: Test: [ 160/2500] eta: 0:06:58 model_time: 0.1196 (0.1475) evaluator_time: 0.0139 (0.0201) time: 0.1459 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:01 det.util.utils] INFO: Test: [ 170/2500] eta: 0:06:55 model_time: 0.1218 (0.1471) evaluator_time: 0.0169 (0.0204) time: 0.1563 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:02 det.util.utils] INFO: Test: [ 180/2500] eta: 0:06:49 model_time: 0.1218 (0.1456) evaluator_time: 0.0171 (0.0206) time: 0.1573 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:03 det.util.utils] INFO: Test: [ 190/2500] eta: 0:06:42 model_time: 0.1160 (0.1441) evaluator_time: 0.0139 (0.0202) time: 0.1397 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:38:05 det.util.utils] INFO: Test: [ 200/2500] eta: 0:06:38 model_time: 0.1203 (0.1440) evaluator_time: 0.0131 (0.0199) time: 0.1457 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:38:06 det.util.utils] INFO: Test: [ 210/2500] eta: 0:06:33 model_time: 0.1220 (0.1430) evaluator_time: 0.0133 (0.0196) time: 0.1482 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:08 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:28 model_time: 0.1202 (0.1420) evaluator_time: 0.0142 (0.0195) time: 0.1401 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:38:09 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:24 model_time: 0.1206 (0.1415) evaluator_time: 0.0128 (0.0193) time: 0.1444 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:38:11 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:21 model_time: 0.1293 (0.1411) evaluator_time: 0.0129 (0.0193) time: 0.1507 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:38:12 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:17 model_time: 0.1293 (0.1407) evaluator_time: 0.0144 (0.0193) time: 0.1526 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:14 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:16 model_time: 0.1310 (0.1407) evaluator_time: 0.0193 (0.0194) time: 0.1585 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:38:16 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:14 model_time: 0.1310 (0.1408) evaluator_time: 0.0175 (0.0196) time: 0.1688 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:38:17 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:12 model_time: 0.1254 (0.1407) evaluator_time: 0.0167 (0.0195) time: 0.1652 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:19 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:09 model_time: 0.1245 (0.1404) evaluator_time: 0.0150 (0.0194) time: 0.1529 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:20 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:06 model_time: 0.1233 (0.1400) evaluator_time: 0.0139 (0.0193) time: 0.1490 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:22 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:02 model_time: 0.1158 (0.1395) evaluator_time: 0.0144 (0.0192) time: 0.1458 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:23 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:00 model_time: 0.1274 (0.1393) evaluator_time: 0.0166 (0.0194) time: 0.1510 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:38:25 det.util.utils] INFO: Test: [ 330/2500] eta: 0:05:57 model_time: 0.1289 (0.1388) evaluator_time: 0.0184 (0.0194) time: 0.1541 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:38:26 det.util.utils] INFO: Test: [ 340/2500] eta: 0:05:55 model_time: 0.1222 (0.1388) evaluator_time: 0.0150 (0.0194) time: 0.1532 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:28 det.util.utils] INFO: Test: [ 350/2500] eta: 0:05:52 model_time: 0.1184 (0.1383) evaluator_time: 0.0134 (0.0193) time: 0.1492 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:29 det.util.utils] INFO: Test: [ 360/2500] eta: 0:05:51 model_time: 0.1277 (0.1383) evaluator_time: 0.0151 (0.0195) time: 0.1525 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:31 det.util.utils] INFO: Test: [ 370/2500] eta: 0:05:48 model_time: 0.1323 (0.1380) evaluator_time: 0.0168 (0.0195) time: 0.1566 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:32 det.util.utils] INFO: Test: [ 380/2500] eta: 0:05:46 model_time: 0.1335 (0.1380) evaluator_time: 0.0171 (0.0194) time: 0.1541 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:34 det.util.utils] INFO: Test: [ 390/2500] eta: 0:05:45 model_time: 0.1339 (0.1384) evaluator_time: 0.0145 (0.0193) time: 0.1660 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:36 det.util.utils] INFO: Test: [ 400/2500] eta: 0:05:43 model_time: 0.1387 (0.1384) evaluator_time: 0.0149 (0.0194) time: 0.1683 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:37 det.util.utils] INFO: Test: [ 410/2500] eta: 0:05:41 model_time: 0.1315 (0.1382) evaluator_time: 0.0180 (0.0194) time: 0.1575 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:39 det.util.utils] INFO: Test: [ 420/2500] eta: 0:05:39 model_time: 0.1277 (0.1383) evaluator_time: 0.0113 (0.0193) time: 0.1566 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:40 det.util.utils] INFO: Test: [ 430/2500] eta: 0:05:37 model_time: 0.1243 (0.1381) evaluator_time: 0.0151 (0.0193) time: 0.1555 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:38:42 det.util.utils] INFO: Test: [ 440/2500] eta: 0:05:35 model_time: 0.1247 (0.1378) evaluator_time: 0.0158 (0.0193) time: 0.1477 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:43 det.util.utils] INFO: Test: [ 450/2500] eta: 0:05:32 model_time: 0.1228 (0.1375) evaluator_time: 0.0140 (0.0193) time: 0.1478 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:45 det.util.utils] INFO: Test: [ 460/2500] eta: 0:05:30 model_time: 0.1207 (0.1375) evaluator_time: 0.0140 (0.0192) time: 0.1506 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:38:46 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:28 model_time: 0.1257 (0.1373) evaluator_time: 0.0132 (0.0191) time: 0.1502 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:48 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:26 model_time: 0.1257 (0.1373) evaluator_time: 0.0136 (0.0190) time: 0.1502 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:50 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:24 model_time: 0.1322 (0.1371) evaluator_time: 0.0146 (0.0191) time: 0.1547 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:51 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:22 model_time: 0.1193 (0.1369) evaluator_time: 0.0131 (0.0191) time: 0.1500 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:53 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:20 model_time: 0.1162 (0.1368) evaluator_time: 0.0164 (0.0192) time: 0.1516 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:38:54 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:18 model_time: 0.1169 (0.1366) evaluator_time: 0.0172 (0.0191) time: 0.1530 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:55 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:16 model_time: 0.1188 (0.1364) evaluator_time: 0.0125 (0.0191) time: 0.1451 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:57 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:14 model_time: 0.1293 (0.1364) evaluator_time: 0.0126 (0.0190) time: 0.1490 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:38:59 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:12 model_time: 0.1317 (0.1363) evaluator_time: 0.0159 (0.0191) time: 0.1558 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:39:00 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:10 model_time: 0.1224 (0.1361) evaluator_time: 0.0159 (0.0190) time: 0.1487 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:02 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:08 model_time: 0.1239 (0.1361) evaluator_time: 0.0151 (0.0190) time: 0.1480 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:03 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:06 model_time: 0.1174 (0.1357) evaluator_time: 0.0136 (0.0189) time: 0.1445 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:04 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:04 model_time: 0.1158 (0.1355) evaluator_time: 0.0136 (0.0189) time: 0.1397 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:39:06 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:02 model_time: 0.1223 (0.1353) evaluator_time: 0.0154 (0.0190) time: 0.1479 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:07 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:00 model_time: 0.1217 (0.1352) evaluator_time: 0.0180 (0.0191) time: 0.1504 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:09 det.util.utils] INFO: Test: [ 620/2500] eta: 0:04:58 model_time: 0.1203 (0.1350) evaluator_time: 0.0168 (0.0191) time: 0.1494 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:10 det.util.utils] INFO: Test: [ 630/2500] eta: 0:04:56 model_time: 0.1183 (0.1348) evaluator_time: 0.0139 (0.0190) time: 0.1461 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:12 det.util.utils] INFO: Test: [ 640/2500] eta: 0:04:54 model_time: 0.1226 (0.1348) evaluator_time: 0.0139 (0.0191) time: 0.1491 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:39:15 det.util.utils] INFO: Test: [ 650/2500] eta: 0:04:58 model_time: 0.1247 (0.1378) evaluator_time: 0.0175 (0.0191) time: 0.2524 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:17 det.util.utils] INFO: Test: [ 660/2500] eta: 0:04:57 model_time: 0.1243 (0.1377) evaluator_time: 0.0182 (0.0191) time: 0.2542 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:18 det.util.utils] INFO: Test: [ 670/2500] eta: 0:04:55 model_time: 0.1243 (0.1375) evaluator_time: 0.0227 (0.0192) time: 0.1543 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:20 det.util.utils] INFO: Test: [ 680/2500] eta: 0:04:53 model_time: 0.1219 (0.1373) evaluator_time: 0.0205 (0.0192) time: 0.1496 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:21 det.util.utils] INFO: Test: [ 690/2500] eta: 0:04:51 model_time: 0.1222 (0.1372) evaluator_time: 0.0183 (0.0192) time: 0.1496 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:23 det.util.utils] INFO: Test: [ 700/2500] eta: 0:04:49 model_time: 0.1270 (0.1371) evaluator_time: 0.0154 (0.0192) time: 0.1516 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:25 det.util.utils] INFO: Test: [ 710/2500] eta: 0:04:47 model_time: 0.1308 (0.1370) evaluator_time: 0.0165 (0.0193) time: 0.1559 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:26 det.util.utils] INFO: Test: [ 720/2500] eta: 0:04:46 model_time: 0.1261 (0.1368) evaluator_time: 0.0199 (0.0195) time: 0.1566 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:28 det.util.utils] INFO: Test: [ 730/2500] eta: 0:04:44 model_time: 0.1175 (0.1366) evaluator_time: 0.0149 (0.0194) time: 0.1490 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:29 det.util.utils] INFO: Test: [ 740/2500] eta: 0:04:42 model_time: 0.1171 (0.1365) evaluator_time: 0.0125 (0.0194) time: 0.1477 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:30 det.util.utils] INFO: Test: [ 750/2500] eta: 0:04:40 model_time: 0.1236 (0.1364) evaluator_time: 0.0122 (0.0194) time: 0.1496 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:32 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:38 model_time: 0.1284 (0.1363) evaluator_time: 0.0131 (0.0194) time: 0.1480 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:33 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:36 model_time: 0.1176 (0.1362) evaluator_time: 0.0130 (0.0193) time: 0.1462 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:35 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:34 model_time: 0.1183 (0.1360) evaluator_time: 0.0133 (0.0193) time: 0.1460 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:36 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:32 model_time: 0.1211 (0.1359) evaluator_time: 0.0161 (0.0193) time: 0.1475 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:38 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:31 model_time: 0.1219 (0.1358) evaluator_time: 0.0153 (0.0194) time: 0.1515 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:40 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:29 model_time: 0.1250 (0.1358) evaluator_time: 0.0151 (0.0194) time: 0.1564 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:41 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:27 model_time: 0.1310 (0.1357) evaluator_time: 0.0151 (0.0194) time: 0.1538 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:42 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:25 model_time: 0.1289 (0.1356) evaluator_time: 0.0170 (0.0194) time: 0.1497 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:44 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:24 model_time: 0.1230 (0.1355) evaluator_time: 0.0156 (0.0193) time: 0.1486 data: 0.0009 mem: 962 max mem: 36964 [2024-01-14 15:39:46 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:22 model_time: 0.1191 (0.1355) evaluator_time: 0.0144 (0.0194) time: 0.1514 data: 0.0009 mem: 962 max mem: 36964 [2024-01-14 15:39:47 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:20 model_time: 0.1185 (0.1354) evaluator_time: 0.0151 (0.0194) time: 0.1553 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:39:49 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:18 model_time: 0.1283 (0.1354) evaluator_time: 0.0158 (0.0194) time: 0.1522 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:39:50 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:17 model_time: 0.1275 (0.1353) evaluator_time: 0.0142 (0.0193) time: 0.1467 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:51 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:15 model_time: 0.1190 (0.1351) evaluator_time: 0.0142 (0.0194) time: 0.1456 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:53 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:13 model_time: 0.1179 (0.1351) evaluator_time: 0.0175 (0.0193) time: 0.1493 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:54 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:11 model_time: 0.1207 (0.1350) evaluator_time: 0.0175 (0.0193) time: 0.1501 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:56 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:10 model_time: 0.1238 (0.1349) evaluator_time: 0.0156 (0.0193) time: 0.1477 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:39:57 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:08 model_time: 0.1230 (0.1348) evaluator_time: 0.0116 (0.0194) time: 0.1473 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:39:59 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:06 model_time: 0.1223 (0.1346) evaluator_time: 0.0140 (0.0193) time: 0.1454 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:40:00 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:04 model_time: 0.1175 (0.1344) evaluator_time: 0.0133 (0.0193) time: 0.1372 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:02 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:02 model_time: 0.1162 (0.1344) evaluator_time: 0.0119 (0.0192) time: 0.1387 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:03 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:00 model_time: 0.1142 (0.1342) evaluator_time: 0.0118 (0.0192) time: 0.1426 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:40:04 det.util.utils] INFO: Test: [ 980/2500] eta: 0:03:59 model_time: 0.1193 (0.1341) evaluator_time: 0.0130 (0.0192) time: 0.1419 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:06 det.util.utils] INFO: Test: [ 990/2500] eta: 0:03:57 model_time: 0.1224 (0.1340) evaluator_time: 0.0149 (0.0192) time: 0.1437 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:07 det.util.utils] INFO: Test: [1000/2500] eta: 0:03:55 model_time: 0.1224 (0.1339) evaluator_time: 0.0146 (0.0192) time: 0.1439 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:40:09 det.util.utils] INFO: Test: [1010/2500] eta: 0:03:53 model_time: 0.1252 (0.1338) evaluator_time: 0.0155 (0.0192) time: 0.1509 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:10 det.util.utils] INFO: Test: [1020/2500] eta: 0:03:52 model_time: 0.1252 (0.1338) evaluator_time: 0.0161 (0.0192) time: 0.1521 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:12 det.util.utils] INFO: Test: [1030/2500] eta: 0:03:50 model_time: 0.1216 (0.1337) evaluator_time: 0.0123 (0.0192) time: 0.1444 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:40:13 det.util.utils] INFO: Test: [1040/2500] eta: 0:03:48 model_time: 0.1255 (0.1337) evaluator_time: 0.0155 (0.0192) time: 0.1479 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:15 det.util.utils] INFO: Test: [1050/2500] eta: 0:03:47 model_time: 0.1298 (0.1337) evaluator_time: 0.0170 (0.0192) time: 0.1572 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:17 det.util.utils] INFO: Test: [1060/2500] eta: 0:03:45 model_time: 0.1274 (0.1337) evaluator_time: 0.0161 (0.0192) time: 0.1570 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:18 det.util.utils] INFO: Test: [1070/2500] eta: 0:03:44 model_time: 0.1272 (0.1337) evaluator_time: 0.0154 (0.0192) time: 0.1533 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:40:20 det.util.utils] INFO: Test: [1080/2500] eta: 0:03:42 model_time: 0.1256 (0.1336) evaluator_time: 0.0144 (0.0192) time: 0.1506 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:40:21 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:40 model_time: 0.1226 (0.1335) evaluator_time: 0.0129 (0.0192) time: 0.1462 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:22 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:38 model_time: 0.1191 (0.1334) evaluator_time: 0.0125 (0.0191) time: 0.1394 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:24 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:37 model_time: 0.1194 (0.1333) evaluator_time: 0.0151 (0.0192) time: 0.1453 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:25 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:35 model_time: 0.1236 (0.1333) evaluator_time: 0.0229 (0.0192) time: 0.1561 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:27 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:34 model_time: 0.1213 (0.1332) evaluator_time: 0.0209 (0.0192) time: 0.1526 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:28 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:32 model_time: 0.1179 (0.1332) evaluator_time: 0.0129 (0.0192) time: 0.1443 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:30 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:30 model_time: 0.1207 (0.1331) evaluator_time: 0.0114 (0.0192) time: 0.1421 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:40:31 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:28 model_time: 0.1213 (0.1330) evaluator_time: 0.0131 (0.0192) time: 0.1465 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:40:33 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:27 model_time: 0.1206 (0.1330) evaluator_time: 0.0141 (0.0192) time: 0.1464 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:34 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:25 model_time: 0.1292 (0.1330) evaluator_time: 0.0120 (0.0191) time: 0.1474 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:36 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:23 model_time: 0.1276 (0.1329) evaluator_time: 0.0160 (0.0191) time: 0.1494 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:37 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:22 model_time: 0.1185 (0.1328) evaluator_time: 0.0181 (0.0191) time: 0.1479 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:40:39 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:20 model_time: 0.1167 (0.1327) evaluator_time: 0.0185 (0.0192) time: 0.1495 data: 0.0009 mem: 962 max mem: 36964 [2024-01-14 15:40:40 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:18 model_time: 0.1138 (0.1326) evaluator_time: 0.0176 (0.0192) time: 0.1445 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:40:42 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:17 model_time: 0.1138 (0.1326) evaluator_time: 0.0130 (0.0192) time: 0.1411 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:43 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:15 model_time: 0.1198 (0.1325) evaluator_time: 0.0130 (0.0192) time: 0.1437 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:44 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:13 model_time: 0.1181 (0.1324) evaluator_time: 0.0152 (0.0192) time: 0.1427 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:40:46 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:12 model_time: 0.1177 (0.1323) evaluator_time: 0.0152 (0.0192) time: 0.1478 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:47 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:10 model_time: 0.1160 (0.1322) evaluator_time: 0.0144 (0.0192) time: 0.1465 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:49 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:09 model_time: 0.1198 (0.1322) evaluator_time: 0.0145 (0.0192) time: 0.1428 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:40:50 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:07 model_time: 0.1243 (0.1322) evaluator_time: 0.0187 (0.0192) time: 0.1530 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:40:52 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:05 model_time: 0.1287 (0.1321) evaluator_time: 0.0175 (0.0192) time: 0.1538 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:40:53 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:04 model_time: 0.1213 (0.1321) evaluator_time: 0.0175 (0.0192) time: 0.1474 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:55 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:02 model_time: 0.1213 (0.1321) evaluator_time: 0.0185 (0.0193) time: 0.1530 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:56 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:01 model_time: 0.1219 (0.1320) evaluator_time: 0.0144 (0.0193) time: 0.1537 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:40:58 det.util.utils] INFO: Test: [1340/2500] eta: 0:02:59 model_time: 0.1216 (0.1320) evaluator_time: 0.0133 (0.0193) time: 0.1509 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:41:00 det.util.utils] INFO: Test: [1350/2500] eta: 0:02:58 model_time: 0.1261 (0.1321) evaluator_time: 0.0125 (0.0193) time: 0.1568 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:41:01 det.util.utils] INFO: Test: [1360/2500] eta: 0:02:56 model_time: 0.1261 (0.1321) evaluator_time: 0.0125 (0.0193) time: 0.1548 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:03 det.util.utils] INFO: Test: [1370/2500] eta: 0:02:54 model_time: 0.1219 (0.1320) evaluator_time: 0.0133 (0.0193) time: 0.1504 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:04 det.util.utils] INFO: Test: [1380/2500] eta: 0:02:53 model_time: 0.1187 (0.1320) evaluator_time: 0.0191 (0.0193) time: 0.1478 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:05 det.util.utils] INFO: Test: [1390/2500] eta: 0:02:51 model_time: 0.1214 (0.1319) evaluator_time: 0.0140 (0.0193) time: 0.1470 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:07 det.util.utils] INFO: Test: [1400/2500] eta: 0:02:50 model_time: 0.1255 (0.1319) evaluator_time: 0.0162 (0.0193) time: 0.1543 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:41:09 det.util.utils] INFO: Test: [1410/2500] eta: 0:02:48 model_time: 0.1215 (0.1319) evaluator_time: 0.0197 (0.0194) time: 0.1578 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:41:10 det.util.utils] INFO: Test: [1420/2500] eta: 0:02:47 model_time: 0.1221 (0.1319) evaluator_time: 0.0164 (0.0193) time: 0.1530 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:12 det.util.utils] INFO: Test: [1430/2500] eta: 0:02:45 model_time: 0.1259 (0.1319) evaluator_time: 0.0158 (0.0194) time: 0.1549 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:41:13 det.util.utils] INFO: Test: [1440/2500] eta: 0:02:44 model_time: 0.1273 (0.1319) evaluator_time: 0.0166 (0.0193) time: 0.1569 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:41:15 det.util.utils] INFO: Test: [1450/2500] eta: 0:02:42 model_time: 0.1268 (0.1319) evaluator_time: 0.0166 (0.0193) time: 0.1519 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:41:16 det.util.utils] INFO: Test: [1460/2500] eta: 0:02:40 model_time: 0.1250 (0.1318) evaluator_time: 0.0137 (0.0193) time: 0.1467 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:18 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:39 model_time: 0.1262 (0.1319) evaluator_time: 0.0133 (0.0193) time: 0.1505 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:41:19 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:37 model_time: 0.1262 (0.1318) evaluator_time: 0.0157 (0.0194) time: 0.1516 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:41:21 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:36 model_time: 0.1164 (0.1318) evaluator_time: 0.0158 (0.0193) time: 0.1447 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:22 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:34 model_time: 0.1227 (0.1317) evaluator_time: 0.0140 (0.0193) time: 0.1461 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:41:24 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:32 model_time: 0.1323 (0.1318) evaluator_time: 0.0140 (0.0193) time: 0.1527 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:41:25 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:31 model_time: 0.1266 (0.1317) evaluator_time: 0.0156 (0.0193) time: 0.1534 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:27 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:29 model_time: 0.1228 (0.1317) evaluator_time: 0.0156 (0.0193) time: 0.1455 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:28 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:28 model_time: 0.1155 (0.1316) evaluator_time: 0.0124 (0.0193) time: 0.1403 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:30 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:26 model_time: 0.1145 (0.1315) evaluator_time: 0.0140 (0.0193) time: 0.1420 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:31 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:24 model_time: 0.1171 (0.1315) evaluator_time: 0.0140 (0.0193) time: 0.1454 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:32 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:23 model_time: 0.1164 (0.1314) evaluator_time: 0.0142 (0.0193) time: 0.1459 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:34 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:21 model_time: 0.1151 (0.1314) evaluator_time: 0.0136 (0.0192) time: 0.1411 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:35 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:20 model_time: 0.1246 (0.1314) evaluator_time: 0.0136 (0.0192) time: 0.1433 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:37 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:18 model_time: 0.1282 (0.1313) evaluator_time: 0.0146 (0.0192) time: 0.1476 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:38 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:16 model_time: 0.1169 (0.1313) evaluator_time: 0.0149 (0.0192) time: 0.1471 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:40 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:15 model_time: 0.1169 (0.1313) evaluator_time: 0.0190 (0.0192) time: 0.1498 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:41 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:13 model_time: 0.1239 (0.1313) evaluator_time: 0.0159 (0.0192) time: 0.1570 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:43 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:12 model_time: 0.1290 (0.1313) evaluator_time: 0.0147 (0.0192) time: 0.1533 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:44 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:10 model_time: 0.1290 (0.1313) evaluator_time: 0.0141 (0.0192) time: 0.1512 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:46 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:09 model_time: 0.1237 (0.1313) evaluator_time: 0.0202 (0.0193) time: 0.1581 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:41:47 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:07 model_time: 0.1193 (0.1312) evaluator_time: 0.0220 (0.0193) time: 0.1532 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:49 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:06 model_time: 0.1163 (0.1312) evaluator_time: 0.0129 (0.0193) time: 0.1458 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:41:50 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:04 model_time: 0.1151 (0.1311) evaluator_time: 0.0132 (0.0193) time: 0.1444 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:52 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:03 model_time: 0.1216 (0.1311) evaluator_time: 0.0141 (0.0193) time: 0.1483 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:53 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:01 model_time: 0.1209 (0.1310) evaluator_time: 0.0164 (0.0193) time: 0.1456 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:55 det.util.utils] INFO: Test: [1720/2500] eta: 0:01:59 model_time: 0.1209 (0.1311) evaluator_time: 0.0178 (0.0193) time: 0.1516 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:41:56 det.util.utils] INFO: Test: [1730/2500] eta: 0:01:58 model_time: 0.1211 (0.1310) evaluator_time: 0.0166 (0.0193) time: 0.1561 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:58 det.util.utils] INFO: Test: [1740/2500] eta: 0:01:56 model_time: 0.1211 (0.1310) evaluator_time: 0.0163 (0.0193) time: 0.1466 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:41:59 det.util.utils] INFO: Test: [1750/2500] eta: 0:01:55 model_time: 0.1201 (0.1310) evaluator_time: 0.0108 (0.0193) time: 0.1436 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:01 det.util.utils] INFO: Test: [1760/2500] eta: 0:01:53 model_time: 0.1210 (0.1310) evaluator_time: 0.0116 (0.0193) time: 0.1478 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:02 det.util.utils] INFO: Test: [1770/2500] eta: 0:01:52 model_time: 0.1331 (0.1310) evaluator_time: 0.0150 (0.0193) time: 0.1553 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:04 det.util.utils] INFO: Test: [1780/2500] eta: 0:01:50 model_time: 0.1291 (0.1310) evaluator_time: 0.0154 (0.0193) time: 0.1536 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:42:05 det.util.utils] INFO: Test: [1790/2500] eta: 0:01:49 model_time: 0.1204 (0.1310) evaluator_time: 0.0154 (0.0193) time: 0.1494 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 15:42:07 det.util.utils] INFO: Test: [1800/2500] eta: 0:01:47 model_time: 0.1250 (0.1310) evaluator_time: 0.0165 (0.0193) time: 0.1532 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:08 det.util.utils] INFO: Test: [1810/2500] eta: 0:01:45 model_time: 0.1258 (0.1310) evaluator_time: 0.0155 (0.0193) time: 0.1537 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 15:42:10 det.util.utils] INFO: Test: [1820/2500] eta: 0:01:44 model_time: 0.1245 (0.1309) evaluator_time: 0.0155 (0.0193) time: 0.1505 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:11 det.util.utils] INFO: Test: [1830/2500] eta: 0:01:42 model_time: 0.1189 (0.1309) evaluator_time: 0.0153 (0.0193) time: 0.1483 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:42:13 det.util.utils] INFO: Test: [1840/2500] eta: 0:01:41 model_time: 0.1192 (0.1309) evaluator_time: 0.0140 (0.0193) time: 0.1472 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:42:14 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:39 model_time: 0.1232 (0.1309) evaluator_time: 0.0148 (0.0193) time: 0.1460 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:16 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:38 model_time: 0.1252 (0.1309) evaluator_time: 0.0139 (0.0193) time: 0.1471 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:17 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:36 model_time: 0.1292 (0.1309) evaluator_time: 0.0170 (0.0193) time: 0.1563 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:19 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:35 model_time: 0.1324 (0.1309) evaluator_time: 0.0194 (0.0193) time: 0.1588 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:21 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:33 model_time: 0.1329 (0.1309) evaluator_time: 0.0182 (0.0193) time: 0.1560 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:22 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:32 model_time: 0.1225 (0.1309) evaluator_time: 0.0182 (0.0193) time: 0.1526 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:23 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:30 model_time: 0.1191 (0.1308) evaluator_time: 0.0145 (0.0193) time: 0.1445 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:42:25 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:28 model_time: 0.1208 (0.1308) evaluator_time: 0.0126 (0.0193) time: 0.1464 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:42:26 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:27 model_time: 0.1267 (0.1308) evaluator_time: 0.0144 (0.0193) time: 0.1502 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:28 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:25 model_time: 0.1253 (0.1309) evaluator_time: 0.0151 (0.0193) time: 0.1523 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:30 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:24 model_time: 0.1266 (0.1308) evaluator_time: 0.0160 (0.0193) time: 0.1521 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:31 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:22 model_time: 0.1250 (0.1308) evaluator_time: 0.0160 (0.0193) time: 0.1499 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:33 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:21 model_time: 0.1260 (0.1308) evaluator_time: 0.0156 (0.0193) time: 0.1525 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:34 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:19 model_time: 0.1268 (0.1308) evaluator_time: 0.0205 (0.0193) time: 0.1538 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:36 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:18 model_time: 0.1240 (0.1308) evaluator_time: 0.0169 (0.0193) time: 0.1483 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:37 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:16 model_time: 0.1199 (0.1308) evaluator_time: 0.0134 (0.0193) time: 0.1471 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:42:39 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:15 model_time: 0.1224 (0.1307) evaluator_time: 0.0136 (0.0193) time: 0.1493 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:42:40 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:13 model_time: 0.1205 (0.1307) evaluator_time: 0.0164 (0.0193) time: 0.1483 data: 0.0009 mem: 961 max mem: 36964 [2024-01-14 15:42:41 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:11 model_time: 0.1205 (0.1307) evaluator_time: 0.0169 (0.0193) time: 0.1448 data: 0.0010 mem: 962 max mem: 36964 [2024-01-14 15:42:43 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:10 model_time: 0.1218 (0.1306) evaluator_time: 0.0165 (0.0193) time: 0.1462 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:42:44 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:08 model_time: 0.1218 (0.1306) evaluator_time: 0.0135 (0.0193) time: 0.1449 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:42:46 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:07 model_time: 0.1247 (0.1306) evaluator_time: 0.0132 (0.0193) time: 0.1465 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:47 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:05 model_time: 0.1308 (0.1306) evaluator_time: 0.0155 (0.0193) time: 0.1520 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:49 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:04 model_time: 0.1213 (0.1306) evaluator_time: 0.0175 (0.0193) time: 0.1502 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:50 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:02 model_time: 0.1213 (0.1306) evaluator_time: 0.0229 (0.0193) time: 0.1522 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:52 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:01 model_time: 0.1274 (0.1306) evaluator_time: 0.0148 (0.0193) time: 0.1516 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:42:53 det.util.utils] INFO: Test: [2110/2500] eta: 0:00:59 model_time: 0.1209 (0.1305) evaluator_time: 0.0139 (0.0193) time: 0.1471 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 15:42:55 det.util.utils] INFO: Test: [2120/2500] eta: 0:00:58 model_time: 0.1252 (0.1305) evaluator_time: 0.0139 (0.0193) time: 0.1463 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:42:56 det.util.utils] INFO: Test: [2130/2500] eta: 0:00:56 model_time: 0.1278 (0.1305) evaluator_time: 0.0161 (0.0193) time: 0.1518 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:58 det.util.utils] INFO: Test: [2140/2500] eta: 0:00:55 model_time: 0.1208 (0.1305) evaluator_time: 0.0143 (0.0193) time: 0.1459 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:42:59 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:53 model_time: 0.1208 (0.1305) evaluator_time: 0.0143 (0.0193) time: 0.1440 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:01 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:51 model_time: 0.1245 (0.1304) evaluator_time: 0.0135 (0.0193) time: 0.1465 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:02 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:50 model_time: 0.1178 (0.1304) evaluator_time: 0.0135 (0.0193) time: 0.1408 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:06 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:49 model_time: 0.1205 (0.1304) evaluator_time: 0.0141 (0.0202) time: 0.2473 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:07 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:47 model_time: 0.1210 (0.1303) evaluator_time: 0.0169 (0.0202) time: 0.2514 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:09 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:46 model_time: 0.1213 (0.1303) evaluator_time: 0.0177 (0.0202) time: 0.1473 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:10 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:44 model_time: 0.1237 (0.1303) evaluator_time: 0.0159 (0.0202) time: 0.1485 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:12 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:43 model_time: 0.1260 (0.1303) evaluator_time: 0.0158 (0.0202) time: 0.1494 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:13 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:41 model_time: 0.1206 (0.1303) evaluator_time: 0.0160 (0.0202) time: 0.1483 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:15 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:39 model_time: 0.1208 (0.1303) evaluator_time: 0.0112 (0.0202) time: 0.1464 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:16 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:38 model_time: 0.1227 (0.1303) evaluator_time: 0.0111 (0.0202) time: 0.1498 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:18 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:36 model_time: 0.1252 (0.1303) evaluator_time: 0.0140 (0.0201) time: 0.1524 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:19 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:35 model_time: 0.1300 (0.1303) evaluator_time: 0.0140 (0.0201) time: 0.1483 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:21 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:33 model_time: 0.1312 (0.1303) evaluator_time: 0.0155 (0.0201) time: 0.1523 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:22 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:32 model_time: 0.1335 (0.1303) evaluator_time: 0.0150 (0.0201) time: 0.1539 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:24 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:30 model_time: 0.1368 (0.1303) evaluator_time: 0.0145 (0.0201) time: 0.1525 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:25 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:29 model_time: 0.1277 (0.1303) evaluator_time: 0.0158 (0.0201) time: 0.1530 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:27 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:27 model_time: 0.1188 (0.1303) evaluator_time: 0.0165 (0.0201) time: 0.1446 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:28 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:26 model_time: 0.1204 (0.1302) evaluator_time: 0.0147 (0.0201) time: 0.1444 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:30 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:24 model_time: 0.1283 (0.1302) evaluator_time: 0.0151 (0.0201) time: 0.1511 data: 0.0009 mem: 961 max mem: 36964 [2024-01-14 15:43:31 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:23 model_time: 0.1283 (0.1302) evaluator_time: 0.0163 (0.0201) time: 0.1513 data: 0.0009 mem: 962 max mem: 36964 [2024-01-14 15:43:33 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:21 model_time: 0.1212 (0.1302) evaluator_time: 0.0163 (0.0201) time: 0.1485 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:43:34 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:19 model_time: 0.1184 (0.1302) evaluator_time: 0.0161 (0.0201) time: 0.1450 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:35 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:18 model_time: 0.1161 (0.1301) evaluator_time: 0.0166 (0.0201) time: 0.1454 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:37 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:16 model_time: 0.1191 (0.1301) evaluator_time: 0.0134 (0.0201) time: 0.1448 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:38 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:15 model_time: 0.1216 (0.1301) evaluator_time: 0.0133 (0.0201) time: 0.1435 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:43:40 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:13 model_time: 0.1204 (0.1301) evaluator_time: 0.0145 (0.0200) time: 0.1444 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 15:43:41 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:12 model_time: 0.1204 (0.1301) evaluator_time: 0.0169 (0.0201) time: 0.1491 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:43 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:10 model_time: 0.1273 (0.1301) evaluator_time: 0.0175 (0.0201) time: 0.1541 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:44 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:09 model_time: 0.1263 (0.1300) evaluator_time: 0.0155 (0.0200) time: 0.1477 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:46 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:07 model_time: 0.1263 (0.1300) evaluator_time: 0.0154 (0.0200) time: 0.1483 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:47 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1329 (0.1301) evaluator_time: 0.0169 (0.0201) time: 0.1586 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:49 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:04 model_time: 0.1345 (0.1301) evaluator_time: 0.0256 (0.0201) time: 0.1648 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 15:43:51 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1323 (0.1301) evaluator_time: 0.0163 (0.0201) time: 0.1568 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 15:43:52 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1206 (0.1301) evaluator_time: 0.0122 (0.0200) time: 0.1393 data: 0.0005 mem: 961 max mem: 36964 [2024-01-14 15:43:53 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1162 (0.1300) evaluator_time: 0.0139 (0.0200) time: 0.1380 data: 0.0004 mem: 962 max mem: 36964 [2024-01-14 15:43:53 det.util.engine] INFO: Averaged stats: model_time: 0.1162 (0.1267) evaluator_time: 0.0139 (0.0200) [2024-01-14 15:43:53 py.warnings] WARNING: /opt/data/private/houxiuquan/detection/util/utils.py:90: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly. To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage() storage = torch.ByteStorage.from_buffer(buffer) [2024-01-14 15:44:24 det.util.engine] INFO: Accumulating evaluation results... DONE (t=17.94s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.344 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.372 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.206 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.387 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.302 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.604 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.792 [2024-01-14 15:44:25 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 132607 | 0.913 | 0.755 | | bicycle | 149 | 316 | 3772 | 0.723 | 0.399 | | car | 535 | 1932 | 65716 | 0.852 | 0.558 | | motorcycle | 159 | 371 | 6210 | 0.891 | 0.552 | | airplane | 97 | 143 | 6397 | 0.986 | 0.810 | | bus | 189 | 285 | 5825 | 0.933 | 0.770 | | train | 157 | 190 | 10714 | 0.947 | 0.754 | | truck | 250 | 415 | 26423 | 0.944 | 0.447 | | boat | 121 | 430 | 18481 | 0.776 | 0.398 | | traffic light | 191 | 637 | 7586 | 0.726 | 0.426 | | fire hydrant | 86 | 101 | 1575 | 0.911 | 0.760 | | stop sign | 69 | 75 | 1271 | 0.800 | 0.629 | | parking meter | 37 | 60 | 1504 | 0.783 | 0.575 | | bench | 235 | 413 | 20047 | 0.640 | 0.270 | | bird | 125 | 440 | 16755 | 0.710 | 0.510 | | cat | 184 | 202 | 3294 | 0.990 | 0.846 | | dog | 177 | 218 | 11683 | 0.950 | 0.801 | | horse | 128 | 273 | 5755 | 0.890 | 0.698 | | sheep | 65 | 361 | 9398 | 0.932 | 0.708 | | cow | 87 | 380 | 24154 | 0.930 | 0.734 | | elephant | 89 | 255 | 9011 | 0.988 | 0.813 | | bear | 49 | 71 | 13608 | 0.986 | 0.850 | | zebra | 85 | 268 | 7788 | 0.974 | 0.837 | | giraffe | 101 | 232 | 10461 | 0.961 | 0.845 | | backpack | 228 | 371 | 10295 | 0.658 | 0.181 | | umbrella | 174 | 413 | 3167 | 0.769 | 0.487 | | handbag | 292 | 540 | 24051 | 0.693 | 0.174 | | tie | 145 | 254 | 4537 | 0.730 | 0.438 | | suitcase | 105 | 303 | 8634 | 0.839 | 0.409 | | frisbee | 84 | 115 | 3410 | 0.939 | 0.799 | | skis | 120 | 241 | 10271 | 0.772 | 0.261 | | snowboard | 49 | 69 | 7415 | 0.797 | 0.310 | | sports ball | 169 | 263 | 2283 | 0.677 | 0.561 | | kite | 91 | 336 | 2439 | 0.823 | 0.554 | | baseball bat | 97 | 146 | 2453 | 0.738 | 0.389 | | baseball glove | 100 | 148 | 3596 | 0.818 | 0.491 | | skateboard | 127 | 179 | 9620 | 0.905 | 0.610 | | surfboard | 149 | 269 | 13853 | 0.775 | 0.445 | | tennis racket | 167 | 225 | 2196 | 0.836 | 0.659 | | bottle | 379 | 1025 | 13607 | 0.818 | 0.507 | | wine glass | 110 | 343 | 5339 | 0.783 | 0.457 | | cup | 390 | 899 | 8885 | 0.847 | 0.520 | | fork | 155 | 215 | 5029 | 0.795 | 0.379 | | knife | 181 | 326 | 5394 | 0.622 | 0.157 | | spoon | 153 | 253 | 5591 | 0.676 | 0.166 | | bowl | 314 | 626 | 9204 | 0.862 | 0.512 | | banana | 103 | 379 | 8010 | 0.789 | 0.332 | | apple | 76 | 239 | 3433 | 0.682 | 0.251 | | sandwich | 98 | 177 | 2575 | 0.842 | 0.434 | | orange | 85 | 287 | 4118 | 0.800 | 0.402 | | broccoli | 71 | 316 | 6152 | 0.827 | 0.339 | | carrot | 3 | 2303 | 65716 | 0.737 | 0.267 | | hot dog | 0 | 345 | 11683 | 0.672 | 0.374 | | pizza | 153 | 285 | 2479 | 0.877 | 0.697 | | donut | 62 | 338 | 6867 | 0.890 | 0.551 | | cake | 124 | 316 | 3926 | 0.800 | 0.450 | | chair | 580 | 1791 | 30280 | 0.747 | 0.340 | | couch | 195 | 261 | 7815 | 0.912 | 0.494 | | potted plant | 172 | 343 | 10428 | 0.792 | 0.310 | | bed | 149 | 163 | 10053 | 0.896 | 0.519 | | dining table | 501 | 697 | 27542 | 0.757 | 0.296 | | toilet | 149 | 179 | 9349 | 0.922 | 0.635 | | tv | 207 | 288 | 3199 | 0.875 | 0.679 | | laptop | 183 | 231 | 4174 | 0.870 | 0.668 | | mouse | 88 | 106 | 1921 | 0.896 | 0.740 | | remote | 145 | 283 | 3721 | 0.770 | 0.355 | | keyboard | 106 | 153 | 3989 | 0.908 | 0.609 | | cell phone | 214 | 262 | 4044 | 0.752 | 0.469 | | microwave | 54 | 55 | 1860 | 0.945 | 0.699 | | oven | 115 | 143 | 5951 | 0.825 | 0.395 | | toaster | 8 | 9 | 184 | 0.556 | 0.352 | | sink | 187 | 225 | 11740 | 0.858 | 0.460 | | refrigerator | 101 | 126 | 4749 | 0.889 | 0.550 | | book | 230 | 1161 | 17603 | 0.693 | 0.230 | | clock | 204 | 267 | 4799 | 0.846 | 0.710 | | vase | 137 | 277 | 3990 | 0.850 | 0.476 | | scissors | 28 | 36 | 1644 | 0.639 | 0.251 | | teddy bear | 0 | 262 | 13608 | 0.879 | 0.564 | | hair drier | 9 | 11 | 669 | 0.364 | 0.040 | | toothbrush | 34 | 57 | 1464 | 0.561 | 0.218 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.815 | 0.505 | +----------------+------+-------+--------+--------+-------+ [2024-01-14 15:44:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:44:25 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-14 15:44:26 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-14 15:44:28 det.util.engine] INFO: Epoch: [1] [0/11727] eta: 3:23:48 lr: 0.000100 data_time: 0.0032 iter_time: 1.0427 loss: 33.1260 (33.1260) loss_class: 0.9249 (0.9249) loss_bbox: 0.2081 (0.2081) loss_giou: 0.4195 (0.4195) loss_class_0: 1.2423 (1.2423) loss_bbox_0: 0.1987 (0.1987) loss_giou_0: 0.4346 (0.4346) loss_class_1: 0.9829 (0.9829) loss_bbox_1: 0.2039 (0.2039) loss_giou_1: 0.4266 (0.4266) loss_class_2: 0.9971 (0.9971) loss_bbox_2: 0.1917 (0.1917) loss_giou_2: 0.4014 (0.4014) loss_class_3: 0.9323 (0.9323) loss_bbox_3: 0.2039 (0.2039) loss_giou_3: 0.4171 (0.4171) loss_class_4: 0.9486 (0.9486) loss_bbox_4: 0.2049 (0.2049) loss_giou_4: 0.4212 (0.4212) loss_class_enc: 1.1099 (1.1099) loss_bbox_enc: 0.2373 (0.2373) loss_giou_enc: 0.4882 (0.4882) loss_class_dn: 0.4745 (0.4745) loss_bbox_dn: 0.5569 (0.5569) loss_giou_dn: 0.5758 (0.5758) loss_class_dn_0: 0.5101 (0.5101) loss_bbox_dn_0: 0.6516 (0.6516) loss_giou_dn_0: 0.7196 (0.7196) loss_class_dn_1: 0.4779 (0.4779) loss_bbox_dn_1: 0.5781 (0.5781) loss_giou_dn_1: 0.6134 (0.6134) loss_class_dn_2: 0.4745 (0.4745) loss_bbox_dn_2: 0.5624 (0.5624) loss_giou_dn_2: 0.5844 (0.5844) loss_class_dn_3: 0.4635 (0.4635) loss_bbox_dn_3: 0.5578 (0.5578) loss_giou_dn_3: 0.5769 (0.5769) loss_class_dn_4: 0.4754 (0.4754) loss_bbox_dn_4: 0.5571 (0.5571) loss_giou_dn_4: 0.5754 (0.5754) loss_class_hybrid: 0.8973 (0.8973) loss_bbox_hybrid: 0.2271 (0.2271) loss_giou_hybrid: 0.4860 (0.4860) loss_class_0_hybrid: 0.9496 (0.9496) loss_bbox_0_hybrid: 0.2413 (0.2413) loss_giou_0_hybrid: 0.5043 (0.5043) loss_class_1_hybrid: 0.9104 (0.9104) loss_bbox_1_hybrid: 0.2296 (0.2296) loss_giou_1_hybrid: 0.4939 (0.4939) loss_class_2_hybrid: 0.9071 (0.9071) loss_bbox_2_hybrid: 0.2196 (0.2196) loss_giou_2_hybrid: 0.4853 (0.4853) loss_class_3_hybrid: 0.8872 (0.8872) loss_bbox_3_hybrid: 0.2250 (0.2250) loss_giou_3_hybrid: 0.4853 (0.4853) loss_class_4_hybrid: 0.9306 (0.9306) loss_bbox_4_hybrid: 0.2210 (0.2210) loss_giou_4_hybrid: 0.4864 (0.4864) loss_class_enc_hybrid: 0.8259 (0.8259) loss_bbox_enc_hybrid: 0.3203 (0.3203) loss_giou_enc_hybrid: 0.6126 (0.6126) mem: 1017 max mem: 36964 [2024-01-14 15:44:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:45:21 det.util.engine] INFO: Epoch: [1] [50/11727] eta: 3:24:33 lr: 0.000100 data_time: 0.0038 iter_time: 1.0309 loss: 33.1985 (34.4554) loss_class: 0.9120 (0.9541) loss_bbox: 0.2234 (0.2387) loss_giou: 0.4467 (0.4678) loss_class_0: 1.1908 (1.2375) loss_bbox_0: 0.2045 (0.2363) loss_giou_0: 0.4580 (0.4736) loss_class_1: 1.0758 (1.0997) loss_bbox_1: 0.1977 (0.2337) loss_giou_1: 0.4383 (0.4672) loss_class_2: 1.0088 (1.0443) loss_bbox_2: 0.2138 (0.2322) loss_giou_2: 0.4317 (0.4646) loss_class_3: 0.9490 (0.9738) loss_bbox_3: 0.2012 (0.2353) loss_giou_3: 0.4379 (0.4676) loss_class_4: 0.9284 (0.9525) loss_bbox_4: 0.2235 (0.2389) loss_giou_4: 0.4470 (0.4681) loss_class_enc: 1.0623 (1.1328) loss_bbox_enc: 0.2553 (0.2858) loss_giou_enc: 0.5408 (0.5563) loss_class_dn: 0.4899 (0.5048) loss_bbox_dn: 0.3758 (0.4477) loss_giou_dn: 0.5870 (0.6051) loss_class_dn_0: 0.5196 (0.5220) loss_bbox_dn_0: 0.4828 (0.5610) loss_giou_dn_0: 0.7402 (0.7563) loss_class_dn_1: 0.4990 (0.5025) loss_bbox_dn_1: 0.3973 (0.4766) loss_giou_dn_1: 0.6215 (0.6436) loss_class_dn_2: 0.4816 (0.4948) loss_bbox_dn_2: 0.3801 (0.4547) loss_giou_dn_2: 0.5926 (0.6130) loss_class_dn_3: 0.4843 (0.4960) loss_bbox_dn_3: 0.3760 (0.4494) loss_giou_dn_3: 0.5889 (0.6067) loss_class_dn_4: 0.4825 (0.4997) loss_bbox_dn_4: 0.3760 (0.4476) loss_giou_dn_4: 0.5869 (0.6048) loss_class_hybrid: 0.9002 (0.9391) loss_bbox_hybrid: 0.2400 (0.2574) loss_giou_hybrid: 0.4766 (0.5059) loss_class_0_hybrid: 0.9647 (0.9949) loss_bbox_0_hybrid: 0.2446 (0.2771) loss_giou_0_hybrid: 0.5153 (0.5399) loss_class_1_hybrid: 0.9446 (0.9795) loss_bbox_1_hybrid: 0.2409 (0.2625) loss_giou_1_hybrid: 0.4872 (0.5169) loss_class_2_hybrid: 0.9490 (0.9615) loss_bbox_2_hybrid: 0.2386 (0.2574) loss_giou_2_hybrid: 0.4749 (0.5072) loss_class_3_hybrid: 0.8804 (0.9379) loss_bbox_3_hybrid: 0.2407 (0.2579) loss_giou_3_hybrid: 0.4787 (0.5070) loss_class_4_hybrid: 0.9076 (0.9390) loss_bbox_4_hybrid: 0.2400 (0.2572) loss_giou_4_hybrid: 0.4748 (0.5065) loss_class_enc_hybrid: 0.8630 (0.9040) loss_bbox_enc_hybrid: 0.3025 (0.3522) loss_giou_enc_hybrid: 0.6287 (0.6471) mem: 1024 max mem: 36964 [2024-01-14 15:45:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:46:13 det.util.engine] INFO: Epoch: [1] [100/11727] eta: 3:23:42 lr: 0.000100 data_time: 0.0031 iter_time: 1.0294 loss: 33.9104 (34.4764) loss_class: 0.8483 (0.9333) loss_bbox: 0.2245 (0.2399) loss_giou: 0.5035 (0.4844) loss_class_0: 1.1603 (1.2207) loss_bbox_0: 0.2299 (0.2374) loss_giou_0: 0.4972 (0.4881) loss_class_1: 1.0034 (1.0846) loss_bbox_1: 0.2271 (0.2361) loss_giou_1: 0.5005 (0.4825) loss_class_2: 0.9472 (1.0162) loss_bbox_2: 0.2229 (0.2339) loss_giou_2: 0.4967 (0.4788) loss_class_3: 0.9016 (0.9523) loss_bbox_3: 0.2228 (0.2385) loss_giou_3: 0.5002 (0.4832) loss_class_4: 0.8569 (0.9369) loss_bbox_4: 0.2265 (0.2388) loss_giou_4: 0.4998 (0.4833) loss_class_enc: 1.0686 (1.1135) loss_bbox_enc: 0.2745 (0.2902) loss_giou_enc: 0.5805 (0.5709) loss_class_dn: 0.4927 (0.5031) loss_bbox_dn: 0.4152 (0.4437) loss_giou_dn: 0.6241 (0.6160) loss_class_dn_0: 0.5130 (0.5215) loss_bbox_dn_0: 0.5029 (0.5537) loss_giou_dn_0: 0.7768 (0.7642) loss_class_dn_1: 0.4912 (0.5010) loss_bbox_dn_1: 0.4289 (0.4712) loss_giou_dn_1: 0.6566 (0.6528) loss_class_dn_2: 0.4833 (0.4926) loss_bbox_dn_2: 0.4152 (0.4505) loss_giou_dn_2: 0.6330 (0.6235) loss_class_dn_3: 0.4825 (0.4943) loss_bbox_dn_3: 0.4153 (0.4453) loss_giou_dn_3: 0.6248 (0.6174) loss_class_dn_4: 0.4844 (0.4981) loss_bbox_dn_4: 0.4152 (0.4437) loss_giou_dn_4: 0.6238 (0.6159) loss_class_hybrid: 0.8598 (0.9227) loss_bbox_hybrid: 0.2460 (0.2597) loss_giou_hybrid: 0.5522 (0.5240) loss_class_0_hybrid: 0.9371 (0.9790) loss_bbox_0_hybrid: 0.2626 (0.2790) loss_giou_0_hybrid: 0.5811 (0.5569) loss_class_1_hybrid: 0.8875 (0.9539) loss_bbox_1_hybrid: 0.2499 (0.2655) loss_giou_1_hybrid: 0.5645 (0.5344) loss_class_2_hybrid: 0.8889 (0.9433) loss_bbox_2_hybrid: 0.2441 (0.2602) loss_giou_2_hybrid: 0.5561 (0.5254) loss_class_3_hybrid: 0.8546 (0.9241) loss_bbox_3_hybrid: 0.2459 (0.2610) loss_giou_3_hybrid: 0.5570 (0.5252) loss_class_4_hybrid: 0.8687 (0.9231) loss_bbox_4_hybrid: 0.2440 (0.2596) loss_giou_4_hybrid: 0.5513 (0.5244) loss_class_enc_hybrid: 0.8646 (0.8900) loss_bbox_enc_hybrid: 0.3302 (0.3519) loss_giou_enc_hybrid: 0.6677 (0.6610) mem: 1024 max mem: 36964 [2024-01-14 15:46:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:47:06 det.util.engine] INFO: Epoch: [1] [150/11727] eta: 3:22:41 lr: 0.000100 data_time: 0.0035 iter_time: 1.0310 loss: 33.3140 (34.2564) loss_class: 0.8782 (0.9235) loss_bbox: 0.2153 (0.2375) loss_giou: 0.4818 (0.4831) loss_class_0: 1.1780 (1.2146) loss_bbox_0: 0.2132 (0.2357) loss_giou_0: 0.5006 (0.4869) loss_class_1: 1.0319 (1.0739) loss_bbox_1: 0.2223 (0.2343) loss_giou_1: 0.4700 (0.4819) loss_class_2: 0.9349 (1.0018) loss_bbox_2: 0.2131 (0.2324) loss_giou_2: 0.4816 (0.4786) loss_class_3: 0.8775 (0.9439) loss_bbox_3: 0.2127 (0.2364) loss_giou_3: 0.4804 (0.4820) loss_class_4: 0.8613 (0.9272) loss_bbox_4: 0.2181 (0.2369) loss_giou_4: 0.4913 (0.4822) loss_class_enc: 1.0648 (1.1119) loss_bbox_enc: 0.2582 (0.2871) loss_giou_enc: 0.5841 (0.5699) loss_class_dn: 0.5049 (0.5050) loss_bbox_dn: 0.3666 (0.4364) loss_giou_dn: 0.6041 (0.6130) loss_class_dn_0: 0.5145 (0.5225) loss_bbox_dn_0: 0.4810 (0.5473) loss_giou_dn_0: 0.7608 (0.7629) loss_class_dn_1: 0.4937 (0.5010) loss_bbox_dn_1: 0.3989 (0.4647) loss_giou_dn_1: 0.6441 (0.6507) loss_class_dn_2: 0.4966 (0.4932) loss_bbox_dn_2: 0.3729 (0.4436) loss_giou_dn_2: 0.6115 (0.6207) loss_class_dn_3: 0.5033 (0.4961) loss_bbox_dn_3: 0.3676 (0.4380) loss_giou_dn_3: 0.6046 (0.6144) loss_class_dn_4: 0.5047 (0.4997) loss_bbox_dn_4: 0.3666 (0.4364) loss_giou_dn_4: 0.6042 (0.6129) loss_class_hybrid: 0.8695 (0.9125) loss_bbox_hybrid: 0.2425 (0.2567) loss_giou_hybrid: 0.5173 (0.5229) loss_class_0_hybrid: 0.9659 (0.9708) loss_bbox_0_hybrid: 0.2624 (0.2756) loss_giou_0_hybrid: 0.5537 (0.5556) loss_class_1_hybrid: 0.8768 (0.9472) loss_bbox_1_hybrid: 0.2471 (0.2620) loss_giou_1_hybrid: 0.5202 (0.5330) loss_class_2_hybrid: 0.8817 (0.9336) loss_bbox_2_hybrid: 0.2437 (0.2567) loss_giou_2_hybrid: 0.5176 (0.5241) loss_class_3_hybrid: 0.8819 (0.9152) loss_bbox_3_hybrid: 0.2427 (0.2574) loss_giou_3_hybrid: 0.5111 (0.5238) loss_class_4_hybrid: 0.8792 (0.9129) loss_bbox_4_hybrid: 0.2434 (0.2568) loss_giou_4_hybrid: 0.5149 (0.5231) loss_class_enc_hybrid: 0.8378 (0.8884) loss_bbox_enc_hybrid: 0.3265 (0.3480) loss_giou_enc_hybrid: 0.6696 (0.6599) mem: 1014 max mem: 36964 [2024-01-14 15:47:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:47:58 det.util.engine] INFO: Epoch: [1] [200/11727] eta: 3:21:55 lr: 0.000100 data_time: 0.0040 iter_time: 1.0306 loss: 33.4476 (34.3468) loss_class: 0.9212 (0.9267) loss_bbox: 0.2137 (0.2374) loss_giou: 0.4606 (0.4865) loss_class_0: 1.1766 (1.2110) loss_bbox_0: 0.2365 (0.2358) loss_giou_0: 0.4758 (0.4908) loss_class_1: 1.0225 (1.0662) loss_bbox_1: 0.2171 (0.2364) loss_giou_1: 0.4682 (0.4877) loss_class_2: 0.9868 (0.9988) loss_bbox_2: 0.2089 (0.2330) loss_giou_2: 0.4587 (0.4828) loss_class_3: 0.9315 (0.9472) loss_bbox_3: 0.2153 (0.2361) loss_giou_3: 0.4601 (0.4852) loss_class_4: 0.9175 (0.9298) loss_bbox_4: 0.2150 (0.2370) loss_giou_4: 0.4537 (0.4859) loss_class_enc: 1.0963 (1.1123) loss_bbox_enc: 0.2666 (0.2861) loss_giou_enc: 0.5478 (0.5718) loss_class_dn: 0.5137 (0.5065) loss_bbox_dn: 0.4393 (0.4375) loss_giou_dn: 0.6056 (0.6186) loss_class_dn_0: 0.5181 (0.5221) loss_bbox_dn_0: 0.5214 (0.5458) loss_giou_dn_0: 0.7782 (0.7684) loss_class_dn_1: 0.4917 (0.5006) loss_bbox_dn_1: 0.4658 (0.4646) loss_giou_dn_1: 0.6530 (0.6560) loss_class_dn_2: 0.4907 (0.4937) loss_bbox_dn_2: 0.4486 (0.4444) loss_giou_dn_2: 0.6134 (0.6263) loss_class_dn_3: 0.4986 (0.4966) loss_bbox_dn_3: 0.4412 (0.4391) loss_giou_dn_3: 0.6074 (0.6200) loss_class_dn_4: 0.5077 (0.5011) loss_bbox_dn_4: 0.4389 (0.4374) loss_giou_dn_4: 0.6053 (0.6185) loss_class_hybrid: 0.8998 (0.9110) loss_bbox_hybrid: 0.2302 (0.2579) loss_giou_hybrid: 0.5102 (0.5291) loss_class_0_hybrid: 0.9404 (0.9664) loss_bbox_0_hybrid: 0.2726 (0.2767) loss_giou_0_hybrid: 0.5431 (0.5620) loss_class_1_hybrid: 0.9149 (0.9424) loss_bbox_1_hybrid: 0.2534 (0.2634) loss_giou_1_hybrid: 0.5322 (0.5397) loss_class_2_hybrid: 0.9099 (0.9297) loss_bbox_2_hybrid: 0.2330 (0.2581) loss_giou_2_hybrid: 0.5127 (0.5307) loss_class_3_hybrid: 0.8997 (0.9129) loss_bbox_3_hybrid: 0.2311 (0.2584) loss_giou_3_hybrid: 0.5121 (0.5302) loss_class_4_hybrid: 0.8910 (0.9108) loss_bbox_4_hybrid: 0.2302 (0.2580) loss_giou_4_hybrid: 0.5111 (0.5295) loss_class_enc_hybrid: 0.8713 (0.8874) loss_bbox_enc_hybrid: 0.3271 (0.3462) loss_giou_enc_hybrid: 0.6484 (0.6646) mem: 1024 max mem: 36964 [2024-01-14 15:47:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:48:51 det.util.engine] INFO: Epoch: [1] [250/11727] eta: 3:21:07 lr: 0.000100 data_time: 0.0033 iter_time: 1.0614 loss: 34.8733 (34.3327) loss_class: 0.8585 (0.9248) loss_bbox: 0.2277 (0.2371) loss_giou: 0.4991 (0.4894) loss_class_0: 1.2076 (1.2071) loss_bbox_0: 0.2368 (0.2352) loss_giou_0: 0.5146 (0.4936) loss_class_1: 1.0443 (1.0605) loss_bbox_1: 0.2233 (0.2358) loss_giou_1: 0.5058 (0.4902) loss_class_2: 0.9788 (0.9934) loss_bbox_2: 0.2192 (0.2329) loss_giou_2: 0.5022 (0.4856) loss_class_3: 0.9078 (0.9440) loss_bbox_3: 0.2252 (0.2358) loss_giou_3: 0.4959 (0.4881) loss_class_4: 0.8918 (0.9268) loss_bbox_4: 0.2142 (0.2366) loss_giou_4: 0.4961 (0.4889) loss_class_enc: 1.1070 (1.1121) loss_bbox_enc: 0.2841 (0.2853) loss_giou_enc: 0.6134 (0.5740) loss_class_dn: 0.5086 (0.5071) loss_bbox_dn: 0.4095 (0.4346) loss_giou_dn: 0.6384 (0.6187) loss_class_dn_0: 0.5201 (0.5218) loss_bbox_dn_0: 0.5382 (0.5420) loss_giou_dn_0: 0.7651 (0.7679) loss_class_dn_1: 0.5023 (0.5007) loss_bbox_dn_1: 0.4397 (0.4614) loss_giou_dn_1: 0.6640 (0.6555) loss_class_dn_2: 0.5028 (0.4942) loss_bbox_dn_2: 0.4165 (0.4415) loss_giou_dn_2: 0.6451 (0.6263) loss_class_dn_3: 0.4992 (0.4969) loss_bbox_dn_3: 0.4109 (0.4362) loss_giou_dn_3: 0.6376 (0.6200) loss_class_dn_4: 0.5034 (0.5017) loss_bbox_dn_4: 0.4099 (0.4346) loss_giou_dn_4: 0.6384 (0.6185) loss_class_hybrid: 0.8950 (0.9089) loss_bbox_hybrid: 0.2472 (0.2574) loss_giou_hybrid: 0.5531 (0.5326) loss_class_0_hybrid: 0.9858 (0.9671) loss_bbox_0_hybrid: 0.2673 (0.2755) loss_giou_0_hybrid: 0.5704 (0.5648) loss_class_1_hybrid: 0.9667 (0.9409) loss_bbox_1_hybrid: 0.2530 (0.2628) loss_giou_1_hybrid: 0.5593 (0.5432) loss_class_2_hybrid: 0.9391 (0.9276) loss_bbox_2_hybrid: 0.2480 (0.2575) loss_giou_2_hybrid: 0.5571 (0.5344) loss_class_3_hybrid: 0.9235 (0.9112) loss_bbox_3_hybrid: 0.2525 (0.2579) loss_giou_3_hybrid: 0.5540 (0.5337) loss_class_4_hybrid: 0.9117 (0.9084) loss_bbox_4_hybrid: 0.2525 (0.2575) loss_giou_4_hybrid: 0.5532 (0.5332) loss_class_enc_hybrid: 0.8684 (0.8876) loss_bbox_enc_hybrid: 0.3602 (0.3462) loss_giou_enc_hybrid: 0.6840 (0.6676) mem: 1038 max mem: 36964 [2024-01-14 15:48:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:49:45 det.util.engine] INFO: Epoch: [1] [300/11727] eta: 3:21:06 lr: 0.000100 data_time: 0.0033 iter_time: 1.0746 loss: 34.1915 (34.4114) loss_class: 0.8884 (0.9214) loss_bbox: 0.2304 (0.2384) loss_giou: 0.5256 (0.4967) loss_class_0: 1.1170 (1.2003) loss_bbox_0: 0.2287 (0.2365) loss_giou_0: 0.5449 (0.5010) loss_class_1: 1.0172 (1.0555) loss_bbox_1: 0.2258 (0.2368) loss_giou_1: 0.5400 (0.4978) loss_class_2: 0.9777 (0.9905) loss_bbox_2: 0.2294 (0.2343) loss_giou_2: 0.5080 (0.4930) loss_class_3: 0.9443 (0.9413) loss_bbox_3: 0.2324 (0.2373) loss_giou_3: 0.5196 (0.4956) loss_class_4: 0.8950 (0.9228) loss_bbox_4: 0.2304 (0.2380) loss_giou_4: 0.5256 (0.4964) loss_class_enc: 1.0496 (1.1091) loss_bbox_enc: 0.2840 (0.2852) loss_giou_enc: 0.5896 (0.5800) loss_class_dn: 0.5044 (0.5059) loss_bbox_dn: 0.3883 (0.4329) loss_giou_dn: 0.6511 (0.6235) loss_class_dn_0: 0.5112 (0.5204) loss_bbox_dn_0: 0.4991 (0.5397) loss_giou_dn_0: 0.8058 (0.7729) loss_class_dn_1: 0.4926 (0.4994) loss_bbox_dn_1: 0.4189 (0.4596) loss_giou_dn_1: 0.6903 (0.6603) loss_class_dn_2: 0.4842 (0.4927) loss_bbox_dn_2: 0.4030 (0.4400) loss_giou_dn_2: 0.6562 (0.6313) loss_class_dn_3: 0.4871 (0.4957) loss_bbox_dn_3: 0.3918 (0.4346) loss_giou_dn_3: 0.6528 (0.6249) loss_class_dn_4: 0.4978 (0.5005) loss_bbox_dn_4: 0.3882 (0.4329) loss_giou_dn_4: 0.6510 (0.6234) loss_class_hybrid: 0.8685 (0.9036) loss_bbox_hybrid: 0.2588 (0.2595) loss_giou_hybrid: 0.5537 (0.5414) loss_class_0_hybrid: 0.9200 (0.9614) loss_bbox_0_hybrid: 0.2789 (0.2773) loss_giou_0_hybrid: 0.5951 (0.5737) loss_class_1_hybrid: 0.8956 (0.9357) loss_bbox_1_hybrid: 0.2626 (0.2645) loss_giou_1_hybrid: 0.5693 (0.5519) loss_class_2_hybrid: 0.9031 (0.9227) loss_bbox_2_hybrid: 0.2548 (0.2595) loss_giou_2_hybrid: 0.5531 (0.5431) loss_class_3_hybrid: 0.8996 (0.9062) loss_bbox_3_hybrid: 0.2589 (0.2599) loss_giou_3_hybrid: 0.5575 (0.5425) loss_class_4_hybrid: 0.8656 (0.9029) loss_bbox_4_hybrid: 0.2570 (0.2597) loss_giou_4_hybrid: 0.5535 (0.5419) loss_class_enc_hybrid: 0.8267 (0.8831) loss_bbox_enc_hybrid: 0.3435 (0.3466) loss_giou_enc_hybrid: 0.7158 (0.6760) mem: 1017 max mem: 36964 [2024-01-14 15:49:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:50:38 det.util.engine] INFO: Epoch: [1] [350/11727] eta: 3:20:10 lr: 0.000100 data_time: 0.0033 iter_time: 1.0611 loss: 32.6297 (34.3663) loss_class: 0.8726 (0.9220) loss_bbox: 0.2272 (0.2381) loss_giou: 0.4383 (0.4950) loss_class_0: 1.1979 (1.1993) loss_bbox_0: 0.2065 (0.2369) loss_giou_0: 0.4275 (0.4995) loss_class_1: 1.0099 (1.0559) loss_bbox_1: 0.2156 (0.2367) loss_giou_1: 0.4376 (0.4963) loss_class_2: 0.9136 (0.9897) loss_bbox_2: 0.2107 (0.2338) loss_giou_2: 0.4405 (0.4912) loss_class_3: 0.8941 (0.9415) loss_bbox_3: 0.2106 (0.2367) loss_giou_3: 0.4320 (0.4939) loss_class_4: 0.8646 (0.9232) loss_bbox_4: 0.2273 (0.2376) loss_giou_4: 0.4263 (0.4948) loss_class_enc: 1.0772 (1.1090) loss_bbox_enc: 0.2831 (0.2848) loss_giou_enc: 0.5028 (0.5777) loss_class_dn: 0.4848 (0.5046) loss_bbox_dn: 0.4109 (0.4328) loss_giou_dn: 0.5672 (0.6215) loss_class_dn_0: 0.5204 (0.5197) loss_bbox_dn_0: 0.5359 (0.5399) loss_giou_dn_0: 0.7259 (0.7722) loss_class_dn_1: 0.4885 (0.4986) loss_bbox_dn_1: 0.4521 (0.4598) loss_giou_dn_1: 0.6111 (0.6586) loss_class_dn_2: 0.4765 (0.4917) loss_bbox_dn_2: 0.4265 (0.4399) loss_giou_dn_2: 0.5815 (0.6294) loss_class_dn_3: 0.4783 (0.4944) loss_bbox_dn_3: 0.4144 (0.4345) loss_giou_dn_3: 0.5704 (0.6229) loss_class_dn_4: 0.4789 (0.4993) loss_bbox_dn_4: 0.4108 (0.4328) loss_giou_dn_4: 0.5670 (0.6213) loss_class_hybrid: 0.8655 (0.9050) loss_bbox_hybrid: 0.2360 (0.2589) loss_giou_hybrid: 0.4408 (0.5390) loss_class_0_hybrid: 0.9376 (0.9627) loss_bbox_0_hybrid: 0.2461 (0.2766) loss_giou_0_hybrid: 0.4850 (0.5709) loss_class_1_hybrid: 0.9077 (0.9365) loss_bbox_1_hybrid: 0.2489 (0.2640) loss_giou_1_hybrid: 0.4565 (0.5494) loss_class_2_hybrid: 0.8778 (0.9235) loss_bbox_2_hybrid: 0.2331 (0.2586) loss_giou_2_hybrid: 0.4405 (0.5405) loss_class_3_hybrid: 0.8711 (0.9078) loss_bbox_3_hybrid: 0.2350 (0.2590) loss_giou_3_hybrid: 0.4368 (0.5398) loss_class_4_hybrid: 0.8707 (0.9039) loss_bbox_4_hybrid: 0.2351 (0.2591) loss_giou_4_hybrid: 0.4382 (0.5395) loss_class_enc_hybrid: 0.8845 (0.8871) loss_bbox_enc_hybrid: 0.3218 (0.3448) loss_giou_enc_hybrid: 0.5762 (0.6722) mem: 1028 max mem: 36964 [2024-01-14 15:50:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:51:31 det.util.engine] INFO: Epoch: [1] [400/11727] eta: 3:19:22 lr: 0.000100 data_time: 0.0034 iter_time: 1.0909 loss: 34.5038 (34.2982) loss_class: 0.8718 (0.9193) loss_bbox: 0.2181 (0.2367) loss_giou: 0.5317 (0.4960) loss_class_0: 1.1475 (1.1952) loss_bbox_0: 0.2164 (0.2354) loss_giou_0: 0.5294 (0.5007) loss_class_1: 1.0216 (1.0527) loss_bbox_1: 0.2155 (0.2349) loss_giou_1: 0.5149 (0.4975) loss_class_2: 0.9867 (0.9871) loss_bbox_2: 0.2129 (0.2325) loss_giou_2: 0.5075 (0.4921) loss_class_3: 0.9108 (0.9389) loss_bbox_3: 0.2201 (0.2355) loss_giou_3: 0.5209 (0.4948) loss_class_4: 0.8700 (0.9202) loss_bbox_4: 0.2207 (0.2364) loss_giou_4: 0.5228 (0.4958) loss_class_enc: 1.0535 (1.1042) loss_bbox_enc: 0.2588 (0.2832) loss_giou_enc: 0.6019 (0.5791) loss_class_dn: 0.4888 (0.5039) loss_bbox_dn: 0.3703 (0.4291) loss_giou_dn: 0.6609 (0.6216) loss_class_dn_0: 0.5073 (0.5189) loss_bbox_dn_0: 0.5129 (0.5360) loss_giou_dn_0: 0.7873 (0.7726) loss_class_dn_1: 0.4900 (0.4981) loss_bbox_dn_1: 0.3956 (0.4559) loss_giou_dn_1: 0.6948 (0.6587) loss_class_dn_2: 0.4789 (0.4912) loss_bbox_dn_2: 0.3750 (0.4361) loss_giou_dn_2: 0.6681 (0.6294) loss_class_dn_3: 0.4835 (0.4935) loss_bbox_dn_3: 0.3709 (0.4307) loss_giou_dn_3: 0.6616 (0.6230) loss_class_dn_4: 0.4841 (0.4987) loss_bbox_dn_4: 0.3705 (0.4291) loss_giou_dn_4: 0.6609 (0.6215) loss_class_hybrid: 0.8656 (0.9025) loss_bbox_hybrid: 0.2525 (0.2578) loss_giou_hybrid: 0.5604 (0.5404) loss_class_0_hybrid: 0.8992 (0.9597) loss_bbox_0_hybrid: 0.2646 (0.2754) loss_giou_0_hybrid: 0.5875 (0.5724) loss_class_1_hybrid: 0.9256 (0.9344) loss_bbox_1_hybrid: 0.2560 (0.2628) loss_giou_1_hybrid: 0.5679 (0.5509) loss_class_2_hybrid: 0.9106 (0.9213) loss_bbox_2_hybrid: 0.2511 (0.2576) loss_giou_2_hybrid: 0.5599 (0.5420) loss_class_3_hybrid: 0.8720 (0.9051) loss_bbox_3_hybrid: 0.2520 (0.2580) loss_giou_3_hybrid: 0.5627 (0.5413) loss_class_4_hybrid: 0.8886 (0.9015) loss_bbox_4_hybrid: 0.2536 (0.2580) loss_giou_4_hybrid: 0.5586 (0.5410) loss_class_enc_hybrid: 0.8581 (0.8831) loss_bbox_enc_hybrid: 0.3155 (0.3430) loss_giou_enc_hybrid: 0.6768 (0.6736) mem: 1027 max mem: 36964 [2024-01-14 15:51:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:52:25 det.util.engine] INFO: Epoch: [1] [450/11727] eta: 3:19:07 lr: 0.000100 data_time: 0.0032 iter_time: 1.1148 loss: 33.7186 (34.2564) loss_class: 0.9156 (0.9163) loss_bbox: 0.2379 (0.2365) loss_giou: 0.4815 (0.4966) loss_class_0: 1.1526 (1.1927) loss_bbox_0: 0.2294 (0.2348) loss_giou_0: 0.4896 (0.5010) loss_class_1: 1.0910 (1.0509) loss_bbox_1: 0.2349 (0.2346) loss_giou_1: 0.4789 (0.4979) loss_class_2: 1.0267 (0.9853) loss_bbox_2: 0.2212 (0.2320) loss_giou_2: 0.4769 (0.4926) loss_class_3: 0.9363 (0.9368) loss_bbox_3: 0.2328 (0.2350) loss_giou_3: 0.4780 (0.4952) loss_class_4: 0.9299 (0.9177) loss_bbox_4: 0.2379 (0.2361) loss_giou_4: 0.4805 (0.4962) loss_class_enc: 1.0594 (1.1010) loss_bbox_enc: 0.2947 (0.2826) loss_giou_enc: 0.5767 (0.5793) loss_class_dn: 0.4771 (0.5024) loss_bbox_dn: 0.4563 (0.4286) loss_giou_dn: 0.6241 (0.6232) loss_class_dn_0: 0.5117 (0.5181) loss_bbox_dn_0: 0.5332 (0.5342) loss_giou_dn_0: 0.7748 (0.7733) loss_class_dn_1: 0.4851 (0.4973) loss_bbox_dn_1: 0.4729 (0.4549) loss_giou_dn_1: 0.6618 (0.6600) loss_class_dn_2: 0.4640 (0.4899) loss_bbox_dn_2: 0.4643 (0.4355) loss_giou_dn_2: 0.6351 (0.6309) loss_class_dn_3: 0.4727 (0.4921) loss_bbox_dn_3: 0.4562 (0.4302) loss_giou_dn_3: 0.6252 (0.6246) loss_class_dn_4: 0.4759 (0.4972) loss_bbox_dn_4: 0.4561 (0.4285) loss_giou_dn_4: 0.6242 (0.6230) loss_class_hybrid: 0.9113 (0.9000) loss_bbox_hybrid: 0.2533 (0.2572) loss_giou_hybrid: 0.5028 (0.5404) loss_class_0_hybrid: 0.9402 (0.9573) loss_bbox_0_hybrid: 0.2587 (0.2748) loss_giou_0_hybrid: 0.5295 (0.5723) loss_class_1_hybrid: 0.9419 (0.9323) loss_bbox_1_hybrid: 0.2546 (0.2622) loss_giou_1_hybrid: 0.5114 (0.5508) loss_class_2_hybrid: 0.9649 (0.9196) loss_bbox_2_hybrid: 0.2498 (0.2569) loss_giou_2_hybrid: 0.4939 (0.5419) loss_class_3_hybrid: 0.9190 (0.9029) loss_bbox_3_hybrid: 0.2515 (0.2574) loss_giou_3_hybrid: 0.5030 (0.5411) loss_class_4_hybrid: 0.9195 (0.8989) loss_bbox_4_hybrid: 0.2535 (0.2574) loss_giou_4_hybrid: 0.5028 (0.5409) loss_class_enc_hybrid: 0.8658 (0.8815) loss_bbox_enc_hybrid: 0.3450 (0.3421) loss_giou_enc_hybrid: 0.6672 (0.6733) mem: 1010 max mem: 36964 [2024-01-14 15:52:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:53:18 det.util.engine] INFO: Epoch: [1] [500/11727] eta: 3:18:09 lr: 0.000100 data_time: 0.0036 iter_time: 1.0451 loss: 34.1022 (34.2515) loss_class: 0.9066 (0.9172) loss_bbox: 0.2219 (0.2364) loss_giou: 0.4749 (0.4946) loss_class_0: 1.2173 (1.1949) loss_bbox_0: 0.2287 (0.2346) loss_giou_0: 0.4789 (0.4990) loss_class_1: 1.0250 (1.0529) loss_bbox_1: 0.2359 (0.2341) loss_giou_1: 0.4700 (0.4957) loss_class_2: 0.9620 (0.9869) loss_bbox_2: 0.2295 (0.2317) loss_giou_2: 0.4631 (0.4906) loss_class_3: 0.9206 (0.9376) loss_bbox_3: 0.2233 (0.2348) loss_giou_3: 0.4749 (0.4934) loss_class_4: 0.9118 (0.9187) loss_bbox_4: 0.2222 (0.2361) loss_giou_4: 0.4725 (0.4943) loss_class_enc: 1.1207 (1.1021) loss_bbox_enc: 0.2919 (0.2835) loss_giou_enc: 0.5542 (0.5780) loss_class_dn: 0.5071 (0.5031) loss_bbox_dn: 0.4468 (0.4286) loss_giou_dn: 0.6164 (0.6217) loss_class_dn_0: 0.5198 (0.5185) loss_bbox_dn_0: 0.5510 (0.5350) loss_giou_dn_0: 0.7818 (0.7724) loss_class_dn_1: 0.4942 (0.4979) loss_bbox_dn_1: 0.4647 (0.4552) loss_giou_dn_1: 0.6460 (0.6587) loss_class_dn_2: 0.4834 (0.4905) loss_bbox_dn_2: 0.4512 (0.4356) loss_giou_dn_2: 0.6247 (0.6295) loss_class_dn_3: 0.4960 (0.4930) loss_bbox_dn_3: 0.4476 (0.4302) loss_giou_dn_3: 0.6170 (0.6231) loss_class_dn_4: 0.5051 (0.4981) loss_bbox_dn_4: 0.4469 (0.4285) loss_giou_dn_4: 0.6164 (0.6215) loss_class_hybrid: 0.8856 (0.9011) loss_bbox_hybrid: 0.2676 (0.2577) loss_giou_hybrid: 0.4987 (0.5387) loss_class_0_hybrid: 0.9653 (0.9596) loss_bbox_0_hybrid: 0.2673 (0.2753) loss_giou_0_hybrid: 0.5426 (0.5707) loss_class_1_hybrid: 0.9067 (0.9341) loss_bbox_1_hybrid: 0.2649 (0.2627) loss_giou_1_hybrid: 0.5079 (0.5492) loss_class_2_hybrid: 0.9048 (0.9209) loss_bbox_2_hybrid: 0.2653 (0.2572) loss_giou_2_hybrid: 0.4975 (0.5402) loss_class_3_hybrid: 0.8949 (0.9042) loss_bbox_3_hybrid: 0.2677 (0.2579) loss_giou_3_hybrid: 0.4987 (0.5394) loss_class_4_hybrid: 0.8853 (0.8999) loss_bbox_4_hybrid: 0.2687 (0.2580) loss_giou_4_hybrid: 0.4981 (0.5394) loss_class_enc_hybrid: 0.8860 (0.8829) loss_bbox_enc_hybrid: 0.3352 (0.3427) loss_giou_enc_hybrid: 0.6511 (0.6714) mem: 1033 max mem: 36964 [2024-01-14 15:53:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:54:10 det.util.engine] INFO: Epoch: [1] [550/11727] eta: 3:16:56 lr: 0.000100 data_time: 0.0029 iter_time: 1.0524 loss: 34.5606 (34.2058) loss_class: 0.9101 (0.9166) loss_bbox: 0.2005 (0.2354) loss_giou: 0.5122 (0.4955) loss_class_0: 1.1415 (1.1917) loss_bbox_0: 0.2268 (0.2336) loss_giou_0: 0.5290 (0.5004) loss_class_1: 1.0182 (1.0502) loss_bbox_1: 0.2138 (0.2332) loss_giou_1: 0.5260 (0.4971) loss_class_2: 0.9293 (0.9847) loss_bbox_2: 0.2043 (0.2310) loss_giou_2: 0.5107 (0.4920) loss_class_3: 0.9234 (0.9364) loss_bbox_3: 0.1947 (0.2337) loss_giou_3: 0.5078 (0.4944) loss_class_4: 0.9220 (0.9183) loss_bbox_4: 0.2005 (0.2350) loss_giou_4: 0.5019 (0.4951) loss_class_enc: 1.0650 (1.0996) loss_bbox_enc: 0.2560 (0.2822) loss_giou_enc: 0.6060 (0.5790) loss_class_dn: 0.4934 (0.5025) loss_bbox_dn: 0.3898 (0.4259) loss_giou_dn: 0.6594 (0.6224) loss_class_dn_0: 0.5069 (0.5179) loss_bbox_dn_0: 0.4757 (0.5316) loss_giou_dn_0: 0.7981 (0.7725) loss_class_dn_1: 0.4904 (0.4972) loss_bbox_dn_1: 0.4188 (0.4523) loss_giou_dn_1: 0.6915 (0.6592) loss_class_dn_2: 0.4802 (0.4899) loss_bbox_dn_2: 0.3963 (0.4328) loss_giou_dn_2: 0.6650 (0.6302) loss_class_dn_3: 0.4776 (0.4924) loss_bbox_dn_3: 0.3898 (0.4275) loss_giou_dn_3: 0.6604 (0.6238) loss_class_dn_4: 0.4852 (0.4972) loss_bbox_dn_4: 0.3899 (0.4259) loss_giou_dn_4: 0.6589 (0.6223) loss_class_hybrid: 0.8460 (0.8984) loss_bbox_hybrid: 0.2223 (0.2569) loss_giou_hybrid: 0.5949 (0.5406) loss_class_0_hybrid: 0.8951 (0.9552) loss_bbox_0_hybrid: 0.2430 (0.2744) loss_giou_0_hybrid: 0.6202 (0.5727) loss_class_1_hybrid: 0.8696 (0.9305) loss_bbox_1_hybrid: 0.2364 (0.2619) loss_giou_1_hybrid: 0.5980 (0.5512) loss_class_2_hybrid: 0.8695 (0.9178) loss_bbox_2_hybrid: 0.2228 (0.2564) loss_giou_2_hybrid: 0.5910 (0.5420) loss_class_3_hybrid: 0.8493 (0.9013) loss_bbox_3_hybrid: 0.2220 (0.2571) loss_giou_3_hybrid: 0.5969 (0.5413) loss_class_4_hybrid: 0.8469 (0.8971) loss_bbox_4_hybrid: 0.2270 (0.2571) loss_giou_4_hybrid: 0.5975 (0.5412) loss_class_enc_hybrid: 0.8440 (0.8801) loss_bbox_enc_hybrid: 0.3123 (0.3413) loss_giou_enc_hybrid: 0.7057 (0.6730) mem: 1029 max mem: 36964 [2024-01-14 15:54:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:55:02 det.util.engine] INFO: Epoch: [1] [600/11727] eta: 3:15:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.0672 loss: 33.6962 (34.1907) loss_class: 0.8737 (0.9173) loss_bbox: 0.1964 (0.2349) loss_giou: 0.5008 (0.4950) loss_class_0: 1.1305 (1.1910) loss_bbox_0: 0.2065 (0.2331) loss_giou_0: 0.5034 (0.5000) loss_class_1: 1.0011 (1.0507) loss_bbox_1: 0.1953 (0.2325) loss_giou_1: 0.5087 (0.4964) loss_class_2: 0.9328 (0.9846) loss_bbox_2: 0.1982 (0.2303) loss_giou_2: 0.4957 (0.4914) loss_class_3: 0.9025 (0.9373) loss_bbox_3: 0.1909 (0.2329) loss_giou_3: 0.5013 (0.4939) loss_class_4: 0.8636 (0.9185) loss_bbox_4: 0.1900 (0.2344) loss_giou_4: 0.4950 (0.4947) loss_class_enc: 1.0493 (1.1001) loss_bbox_enc: 0.2463 (0.2811) loss_giou_enc: 0.5823 (0.5783) loss_class_dn: 0.4972 (0.5019) loss_bbox_dn: 0.3632 (0.4261) loss_giou_dn: 0.6099 (0.6226) loss_class_dn_0: 0.5173 (0.5179) loss_bbox_dn_0: 0.4823 (0.5317) loss_giou_dn_0: 0.7686 (0.7724) loss_class_dn_1: 0.4917 (0.4967) loss_bbox_dn_1: 0.3852 (0.4524) loss_giou_dn_1: 0.6418 (0.6592) loss_class_dn_2: 0.4792 (0.4891) loss_bbox_dn_2: 0.3690 (0.4330) loss_giou_dn_2: 0.6125 (0.6303) loss_class_dn_3: 0.4811 (0.4916) loss_bbox_dn_3: 0.3647 (0.4277) loss_giou_dn_3: 0.6099 (0.6240) loss_class_dn_4: 0.4833 (0.4965) loss_bbox_dn_4: 0.3632 (0.4261) loss_giou_dn_4: 0.6096 (0.6224) loss_class_hybrid: 0.8414 (0.8988) loss_bbox_hybrid: 0.2234 (0.2560) loss_giou_hybrid: 0.5708 (0.5402) loss_class_0_hybrid: 0.9420 (0.9555) loss_bbox_0_hybrid: 0.2427 (0.2737) loss_giou_0_hybrid: 0.5857 (0.5722) loss_class_1_hybrid: 0.8897 (0.9310) loss_bbox_1_hybrid: 0.2264 (0.2610) loss_giou_1_hybrid: 0.5779 (0.5507) loss_class_2_hybrid: 0.8670 (0.9180) loss_bbox_2_hybrid: 0.2190 (0.2556) loss_giou_2_hybrid: 0.5729 (0.5416) loss_class_3_hybrid: 0.8422 (0.9016) loss_bbox_3_hybrid: 0.2210 (0.2563) loss_giou_3_hybrid: 0.5694 (0.5409) loss_class_4_hybrid: 0.8262 (0.8973) loss_bbox_4_hybrid: 0.2228 (0.2563) loss_giou_4_hybrid: 0.5715 (0.5408) loss_class_enc_hybrid: 0.8642 (0.8800) loss_bbox_enc_hybrid: 0.3086 (0.3405) loss_giou_enc_hybrid: 0.6924 (0.6725) mem: 1029 max mem: 36964 [2024-01-14 15:55:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:55:54 det.util.engine] INFO: Epoch: [1] [650/11727] eta: 3:14:50 lr: 0.000100 data_time: 0.0036 iter_time: 1.0484 loss: 33.6029 (34.1633) loss_class: 0.8907 (0.9159) loss_bbox: 0.2391 (0.2342) loss_giou: 0.5216 (0.4957) loss_class_0: 1.1345 (1.1888) loss_bbox_0: 0.2292 (0.2329) loss_giou_0: 0.4984 (0.5009) loss_class_1: 1.0266 (1.0495) loss_bbox_1: 0.2175 (0.2320) loss_giou_1: 0.5007 (0.4971) loss_class_2: 0.9354 (0.9825) loss_bbox_2: 0.2448 (0.2299) loss_giou_2: 0.5069 (0.4923) loss_class_3: 0.9074 (0.9361) loss_bbox_3: 0.2422 (0.2323) loss_giou_3: 0.5137 (0.4946) loss_class_4: 0.8908 (0.9174) loss_bbox_4: 0.2390 (0.2336) loss_giou_4: 0.5165 (0.4953) loss_class_enc: 1.0562 (1.0979) loss_bbox_enc: 0.2601 (0.2803) loss_giou_enc: 0.5846 (0.5789) loss_class_dn: 0.5067 (0.5014) loss_bbox_dn: 0.4380 (0.4251) loss_giou_dn: 0.6270 (0.6232) loss_class_dn_0: 0.5096 (0.5174) loss_bbox_dn_0: 0.5015 (0.5301) loss_giou_dn_0: 0.7757 (0.7728) loss_class_dn_1: 0.4937 (0.4964) loss_bbox_dn_1: 0.4501 (0.4513) loss_giou_dn_1: 0.6655 (0.6597) loss_class_dn_2: 0.4850 (0.4888) loss_bbox_dn_2: 0.4422 (0.4319) loss_giou_dn_2: 0.6326 (0.6309) loss_class_dn_3: 0.4934 (0.4912) loss_bbox_dn_3: 0.4374 (0.4267) loss_giou_dn_3: 0.6277 (0.6246) loss_class_dn_4: 0.5059 (0.4961) loss_bbox_dn_4: 0.4380 (0.4251) loss_giou_dn_4: 0.6267 (0.6230) loss_class_hybrid: 0.8450 (0.8960) loss_bbox_hybrid: 0.2534 (0.2557) loss_giou_hybrid: 0.5444 (0.5417) loss_class_0_hybrid: 0.8961 (0.9527) loss_bbox_0_hybrid: 0.2685 (0.2734) loss_giou_0_hybrid: 0.5606 (0.5739) loss_class_1_hybrid: 0.8703 (0.9285) loss_bbox_1_hybrid: 0.2569 (0.2606) loss_giou_1_hybrid: 0.5496 (0.5524) loss_class_2_hybrid: 0.8563 (0.9148) loss_bbox_2_hybrid: 0.2539 (0.2553) loss_giou_2_hybrid: 0.5443 (0.5432) loss_class_3_hybrid: 0.8500 (0.8989) loss_bbox_3_hybrid: 0.2553 (0.2559) loss_giou_3_hybrid: 0.5470 (0.5424) loss_class_4_hybrid: 0.8532 (0.8947) loss_bbox_4_hybrid: 0.2539 (0.2560) loss_giou_4_hybrid: 0.5473 (0.5424) loss_class_enc_hybrid: 0.8684 (0.8774) loss_bbox_enc_hybrid: 0.3266 (0.3397) loss_giou_enc_hybrid: 0.6884 (0.6738) mem: 1028 max mem: 36964 [2024-01-14 15:55:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:56:46 det.util.engine] INFO: Epoch: [1] [700/11727] eta: 3:13:44 lr: 0.000100 data_time: 0.0035 iter_time: 1.0301 loss: 33.6770 (34.1811) loss_class: 0.8699 (0.9150) loss_bbox: 0.2378 (0.2341) loss_giou: 0.5061 (0.4979) loss_class_0: 1.1827 (1.1879) loss_bbox_0: 0.2294 (0.2325) loss_giou_0: 0.4957 (0.5027) loss_class_1: 1.0316 (1.0501) loss_bbox_1: 0.2299 (0.2315) loss_giou_1: 0.5099 (0.4988) loss_class_2: 0.9399 (0.9819) loss_bbox_2: 0.2278 (0.2299) loss_giou_2: 0.4937 (0.4946) loss_class_3: 0.8924 (0.9361) loss_bbox_3: 0.2299 (0.2320) loss_giou_3: 0.5019 (0.4966) loss_class_4: 0.8823 (0.9169) loss_bbox_4: 0.2269 (0.2334) loss_giou_4: 0.5089 (0.4975) loss_class_enc: 1.0647 (1.0973) loss_bbox_enc: 0.2834 (0.2798) loss_giou_enc: 0.5751 (0.5806) loss_class_dn: 0.4908 (0.5012) loss_bbox_dn: 0.4194 (0.4247) loss_giou_dn: 0.6257 (0.6247) loss_class_dn_0: 0.5058 (0.5168) loss_bbox_dn_0: 0.5362 (0.5291) loss_giou_dn_0: 0.7772 (0.7741) loss_class_dn_1: 0.4956 (0.4961) loss_bbox_dn_1: 0.4478 (0.4507) loss_giou_dn_1: 0.6576 (0.6612) loss_class_dn_2: 0.4860 (0.4888) loss_bbox_dn_2: 0.4296 (0.4313) loss_giou_dn_2: 0.6304 (0.6324) loss_class_dn_3: 0.4854 (0.4910) loss_bbox_dn_3: 0.4209 (0.4262) loss_giou_dn_3: 0.6267 (0.6261) loss_class_dn_4: 0.4907 (0.4960) loss_bbox_dn_4: 0.4191 (0.4247) loss_giou_dn_4: 0.6255 (0.6246) loss_class_hybrid: 0.8534 (0.8949) loss_bbox_hybrid: 0.2431 (0.2556) loss_giou_hybrid: 0.5239 (0.5439) loss_class_0_hybrid: 0.9124 (0.9507) loss_bbox_0_hybrid: 0.2592 (0.2733) loss_giou_0_hybrid: 0.5695 (0.5761) loss_class_1_hybrid: 0.9053 (0.9270) loss_bbox_1_hybrid: 0.2445 (0.2606) loss_giou_1_hybrid: 0.5351 (0.5546) loss_class_2_hybrid: 0.8774 (0.9136) loss_bbox_2_hybrid: 0.2399 (0.2553) loss_giou_2_hybrid: 0.5276 (0.5454) loss_class_3_hybrid: 0.8622 (0.8978) loss_bbox_3_hybrid: 0.2413 (0.2559) loss_giou_3_hybrid: 0.5201 (0.5446) loss_class_4_hybrid: 0.8549 (0.8938) loss_bbox_4_hybrid: 0.2452 (0.2560) loss_giou_4_hybrid: 0.5210 (0.5445) loss_class_enc_hybrid: 0.8486 (0.8759) loss_bbox_enc_hybrid: 0.3257 (0.3391) loss_giou_enc_hybrid: 0.6585 (0.6757) mem: 1020 max mem: 36964 [2024-01-14 15:56:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:57:39 det.util.engine] INFO: Epoch: [1] [750/11727] eta: 3:12:46 lr: 0.000100 data_time: 0.0037 iter_time: 1.0619 loss: 32.8956 (34.1597) loss_class: 0.8512 (0.9146) loss_bbox: 0.2148 (0.2339) loss_giou: 0.4392 (0.4970) loss_class_0: 1.1830 (1.1888) loss_bbox_0: 0.2088 (0.2321) loss_giou_0: 0.4701 (0.5018) loss_class_1: 1.0381 (1.0508) loss_bbox_1: 0.2254 (0.2317) loss_giou_1: 0.4396 (0.4978) loss_class_2: 0.9177 (0.9811) loss_bbox_2: 0.2175 (0.2298) loss_giou_2: 0.4431 (0.4938) loss_class_3: 0.9127 (0.9357) loss_bbox_3: 0.2129 (0.2320) loss_giou_3: 0.4390 (0.4959) loss_class_4: 0.8625 (0.9164) loss_bbox_4: 0.2110 (0.2333) loss_giou_4: 0.4387 (0.4967) loss_class_enc: 1.0766 (1.0982) loss_bbox_enc: 0.2644 (0.2795) loss_giou_enc: 0.5697 (0.5800) loss_class_dn: 0.5031 (0.5013) loss_bbox_dn: 0.3886 (0.4242) loss_giou_dn: 0.5924 (0.6238) loss_class_dn_0: 0.5263 (0.5173) loss_bbox_dn_0: 0.4804 (0.5287) loss_giou_dn_0: 0.7420 (0.7731) loss_class_dn_1: 0.4938 (0.4962) loss_bbox_dn_1: 0.4232 (0.4502) loss_giou_dn_1: 0.6249 (0.6602) loss_class_dn_2: 0.4871 (0.4888) loss_bbox_dn_2: 0.3973 (0.4309) loss_giou_dn_2: 0.6008 (0.6315) loss_class_dn_3: 0.4889 (0.4909) loss_bbox_dn_3: 0.3918 (0.4257) loss_giou_dn_3: 0.5926 (0.6252) loss_class_dn_4: 0.4943 (0.4961) loss_bbox_dn_4: 0.3883 (0.4242) loss_giou_dn_4: 0.5926 (0.6236) loss_class_hybrid: 0.8871 (0.8948) loss_bbox_hybrid: 0.2459 (0.2553) loss_giou_hybrid: 0.5021 (0.5432) loss_class_0_hybrid: 0.9191 (0.9513) loss_bbox_0_hybrid: 0.2450 (0.2729) loss_giou_0_hybrid: 0.5375 (0.5752) loss_class_1_hybrid: 0.9055 (0.9268) loss_bbox_1_hybrid: 0.2467 (0.2603) loss_giou_1_hybrid: 0.5076 (0.5538) loss_class_2_hybrid: 0.8946 (0.9131) loss_bbox_2_hybrid: 0.2419 (0.2551) loss_giou_2_hybrid: 0.5066 (0.5447) loss_class_3_hybrid: 0.8986 (0.8977) loss_bbox_3_hybrid: 0.2436 (0.2557) loss_giou_3_hybrid: 0.5061 (0.5438) loss_class_4_hybrid: 0.8882 (0.8937) loss_bbox_4_hybrid: 0.2441 (0.2557) loss_giou_4_hybrid: 0.5014 (0.5437) loss_class_enc_hybrid: 0.8783 (0.8765) loss_bbox_enc_hybrid: 0.3178 (0.3387) loss_giou_enc_hybrid: 0.6483 (0.6748) mem: 1017 max mem: 36964 [2024-01-14 15:57:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:58:32 det.util.engine] INFO: Epoch: [1] [800/11727] eta: 3:12:00 lr: 0.000100 data_time: 0.0029 iter_time: 1.0329 loss: 33.7094 (34.1791) loss_class: 0.9149 (0.9165) loss_bbox: 0.2297 (0.2344) loss_giou: 0.4866 (0.4960) loss_class_0: 1.2100 (1.1916) loss_bbox_0: 0.2176 (0.2323) loss_giou_0: 0.4754 (0.5005) loss_class_1: 1.0591 (1.0545) loss_bbox_1: 0.2218 (0.2317) loss_giou_1: 0.4876 (0.4965) loss_class_2: 0.9544 (0.9830) loss_bbox_2: 0.2212 (0.2302) loss_giou_2: 0.4893 (0.4929) loss_class_3: 0.9449 (0.9378) loss_bbox_3: 0.2244 (0.2323) loss_giou_3: 0.4885 (0.4948) loss_class_4: 0.9035 (0.9182) loss_bbox_4: 0.2268 (0.2337) loss_giou_4: 0.4898 (0.4957) loss_class_enc: 1.0816 (1.0996) loss_bbox_enc: 0.2730 (0.2796) loss_giou_enc: 0.5368 (0.5789) loss_class_dn: 0.4986 (0.5025) loss_bbox_dn: 0.3939 (0.4249) loss_giou_dn: 0.5743 (0.6227) loss_class_dn_0: 0.5159 (0.5178) loss_bbox_dn_0: 0.5141 (0.5294) loss_giou_dn_0: 0.7425 (0.7724) loss_class_dn_1: 0.4987 (0.4970) loss_bbox_dn_1: 0.4236 (0.4510) loss_giou_dn_1: 0.6083 (0.6592) loss_class_dn_2: 0.4910 (0.4898) loss_bbox_dn_2: 0.4013 (0.4316) loss_giou_dn_2: 0.5781 (0.6305) loss_class_dn_3: 0.4951 (0.4920) loss_bbox_dn_3: 0.3938 (0.4265) loss_giou_dn_3: 0.5770 (0.6242) loss_class_dn_4: 0.4985 (0.4974) loss_bbox_dn_4: 0.3939 (0.4249) loss_giou_dn_4: 0.5742 (0.6226) loss_class_hybrid: 0.8862 (0.8967) loss_bbox_hybrid: 0.2488 (0.2554) loss_giou_hybrid: 0.5263 (0.5418) loss_class_0_hybrid: 1.0125 (0.9536) loss_bbox_0_hybrid: 0.2532 (0.2732) loss_giou_0_hybrid: 0.5372 (0.5739) loss_class_1_hybrid: 0.9352 (0.9287) loss_bbox_1_hybrid: 0.2456 (0.2605) loss_giou_1_hybrid: 0.5197 (0.5525) loss_class_2_hybrid: 0.9009 (0.9150) loss_bbox_2_hybrid: 0.2401 (0.2551) loss_giou_2_hybrid: 0.5212 (0.5434) loss_class_3_hybrid: 0.9109 (0.9000) loss_bbox_3_hybrid: 0.2488 (0.2557) loss_giou_3_hybrid: 0.5267 (0.5424) loss_class_4_hybrid: 0.8783 (0.8957) loss_bbox_4_hybrid: 0.2476 (0.2558) loss_giou_4_hybrid: 0.5251 (0.5424) loss_class_enc_hybrid: 0.8597 (0.8783) loss_bbox_enc_hybrid: 0.3292 (0.3386) loss_giou_enc_hybrid: 0.6228 (0.6732) mem: 1025 max mem: 36964 [2024-01-14 15:58:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 15:59:25 det.util.engine] INFO: Epoch: [1] [850/11727] eta: 3:11:21 lr: 0.000100 data_time: 0.0035 iter_time: 1.0921 loss: 35.0369 (34.1637) loss_class: 0.9125 (0.9163) loss_bbox: 0.2330 (0.2340) loss_giou: 0.5170 (0.4954) loss_class_0: 1.1764 (1.1919) loss_bbox_0: 0.2218 (0.2319) loss_giou_0: 0.5026 (0.4997) loss_class_1: 1.0502 (1.0544) loss_bbox_1: 0.2332 (0.2315) loss_giou_1: 0.5277 (0.4959) loss_class_2: 0.9728 (0.9837) loss_bbox_2: 0.2350 (0.2298) loss_giou_2: 0.5267 (0.4922) loss_class_3: 0.9032 (0.9378) loss_bbox_3: 0.2450 (0.2321) loss_giou_3: 0.5289 (0.4943) loss_class_4: 0.9041 (0.9179) loss_bbox_4: 0.2363 (0.2335) loss_giou_4: 0.5203 (0.4952) loss_class_enc: 1.0803 (1.0998) loss_bbox_enc: 0.2606 (0.2794) loss_giou_enc: 0.5795 (0.5784) loss_class_dn: 0.4921 (0.5023) loss_bbox_dn: 0.4149 (0.4251) loss_giou_dn: 0.6316 (0.6223) loss_class_dn_0: 0.4981 (0.5176) loss_bbox_dn_0: 0.4911 (0.5297) loss_giou_dn_0: 0.7795 (0.7718) loss_class_dn_1: 0.4895 (0.4966) loss_bbox_dn_1: 0.4368 (0.4512) loss_giou_dn_1: 0.6686 (0.6588) loss_class_dn_2: 0.4893 (0.4896) loss_bbox_dn_2: 0.4184 (0.4318) loss_giou_dn_2: 0.6416 (0.6301) loss_class_dn_3: 0.4868 (0.4918) loss_bbox_dn_3: 0.4159 (0.4267) loss_giou_dn_3: 0.6326 (0.6238) loss_class_dn_4: 0.4827 (0.4971) loss_bbox_dn_4: 0.4150 (0.4251) loss_giou_dn_4: 0.6314 (0.6222) loss_class_hybrid: 0.8712 (0.8973) loss_bbox_hybrid: 0.2628 (0.2549) loss_giou_hybrid: 0.5591 (0.5407) loss_class_0_hybrid: 0.9291 (0.9541) loss_bbox_0_hybrid: 0.2729 (0.2728) loss_giou_0_hybrid: 0.5852 (0.5727) loss_class_1_hybrid: 0.9042 (0.9292) loss_bbox_1_hybrid: 0.2639 (0.2600) loss_giou_1_hybrid: 0.5762 (0.5514) loss_class_2_hybrid: 0.8765 (0.9156) loss_bbox_2_hybrid: 0.2606 (0.2546) loss_giou_2_hybrid: 0.5527 (0.5422) loss_class_3_hybrid: 0.8737 (0.9008) loss_bbox_3_hybrid: 0.2654 (0.2552) loss_giou_3_hybrid: 0.5598 (0.5412) loss_class_4_hybrid: 0.8703 (0.8962) loss_bbox_4_hybrid: 0.2596 (0.2553) loss_giou_4_hybrid: 0.5589 (0.5412) loss_class_enc_hybrid: 0.8592 (0.8791) loss_bbox_enc_hybrid: 0.3216 (0.3384) loss_giou_enc_hybrid: 0.6888 (0.6719) mem: 1023 max mem: 36964 [2024-01-14 15:59:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:00:18 det.util.engine] INFO: Epoch: [1] [900/11727] eta: 3:10:31 lr: 0.000100 data_time: 0.0034 iter_time: 1.0297 loss: 34.2502 (34.1715) loss_class: 0.9491 (0.9174) loss_bbox: 0.2223 (0.2341) loss_giou: 0.4722 (0.4950) loss_class_0: 1.1966 (1.1924) loss_bbox_0: 0.2226 (0.2320) loss_giou_0: 0.4872 (0.4994) loss_class_1: 1.0886 (1.0549) loss_bbox_1: 0.2279 (0.2317) loss_giou_1: 0.4789 (0.4956) loss_class_2: 1.0199 (0.9846) loss_bbox_2: 0.2141 (0.2299) loss_giou_2: 0.4697 (0.4918) loss_class_3: 0.9503 (0.9389) loss_bbox_3: 0.2199 (0.2322) loss_giou_3: 0.4708 (0.4939) loss_class_4: 0.9581 (0.9191) loss_bbox_4: 0.2224 (0.2336) loss_giou_4: 0.4724 (0.4948) loss_class_enc: 1.0779 (1.0997) loss_bbox_enc: 0.2819 (0.2799) loss_giou_enc: 0.5461 (0.5782) loss_class_dn: 0.4957 (0.5022) loss_bbox_dn: 0.3826 (0.4253) loss_giou_dn: 0.6142 (0.6220) loss_class_dn_0: 0.5140 (0.5177) loss_bbox_dn_0: 0.5198 (0.5301) loss_giou_dn_0: 0.7615 (0.7717) loss_class_dn_1: 0.4975 (0.4966) loss_bbox_dn_1: 0.4202 (0.4515) loss_giou_dn_1: 0.6536 (0.6586) loss_class_dn_2: 0.4804 (0.4895) loss_bbox_dn_2: 0.3959 (0.4320) loss_giou_dn_2: 0.6224 (0.6298) loss_class_dn_3: 0.4890 (0.4919) loss_bbox_dn_3: 0.3854 (0.4269) loss_giou_dn_3: 0.6161 (0.6235) loss_class_dn_4: 0.4902 (0.4971) loss_bbox_dn_4: 0.3828 (0.4253) loss_giou_dn_4: 0.6141 (0.6219) loss_class_hybrid: 0.9536 (0.8981) loss_bbox_hybrid: 0.2516 (0.2553) loss_giou_hybrid: 0.4993 (0.5404) loss_class_0_hybrid: 1.0163 (0.9545) loss_bbox_0_hybrid: 0.2669 (0.2732) loss_giou_0_hybrid: 0.5596 (0.5724) loss_class_1_hybrid: 0.9909 (0.9293) loss_bbox_1_hybrid: 0.2573 (0.2604) loss_giou_1_hybrid: 0.5225 (0.5512) loss_class_2_hybrid: 0.9786 (0.9162) loss_bbox_2_hybrid: 0.2526 (0.2551) loss_giou_2_hybrid: 0.5103 (0.5420) loss_class_3_hybrid: 0.9620 (0.9016) loss_bbox_3_hybrid: 0.2552 (0.2556) loss_giou_3_hybrid: 0.5013 (0.5409) loss_class_4_hybrid: 0.9417 (0.8968) loss_bbox_4_hybrid: 0.2551 (0.2557) loss_giou_4_hybrid: 0.5024 (0.5410) loss_class_enc_hybrid: 0.8608 (0.8790) loss_bbox_enc_hybrid: 0.3301 (0.3387) loss_giou_enc_hybrid: 0.6571 (0.6714) mem: 1019 max mem: 36964 [2024-01-14 16:00:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:01:10 det.util.engine] INFO: Epoch: [1] [950/11727] eta: 3:09:27 lr: 0.000100 data_time: 0.0032 iter_time: 1.0174 loss: 34.4321 (34.1554) loss_class: 0.8952 (0.9166) loss_bbox: 0.2127 (0.2337) loss_giou: 0.4715 (0.4959) loss_class_0: 1.1676 (1.1914) loss_bbox_0: 0.2063 (0.2317) loss_giou_0: 0.4756 (0.5002) loss_class_1: 1.0078 (1.0539) loss_bbox_1: 0.2168 (0.2315) loss_giou_1: 0.4884 (0.4965) loss_class_2: 0.9733 (0.9839) loss_bbox_2: 0.2143 (0.2295) loss_giou_2: 0.4684 (0.4927) loss_class_3: 0.9211 (0.9385) loss_bbox_3: 0.2041 (0.2318) loss_giou_3: 0.4700 (0.4947) loss_class_4: 0.8981 (0.9183) loss_bbox_4: 0.2070 (0.2332) loss_giou_4: 0.4738 (0.4956) loss_class_enc: 1.0353 (1.0986) loss_bbox_enc: 0.2576 (0.2794) loss_giou_enc: 0.5782 (0.5789) loss_class_dn: 0.5090 (0.5027) loss_bbox_dn: 0.3555 (0.4234) loss_giou_dn: 0.6246 (0.6216) loss_class_dn_0: 0.5156 (0.5179) loss_bbox_dn_0: 0.4445 (0.5282) loss_giou_dn_0: 0.7660 (0.7711) loss_class_dn_1: 0.4991 (0.4969) loss_bbox_dn_1: 0.3755 (0.4496) loss_giou_dn_1: 0.6581 (0.6581) loss_class_dn_2: 0.4958 (0.4899) loss_bbox_dn_2: 0.3623 (0.4301) loss_giou_dn_2: 0.6286 (0.6294) loss_class_dn_3: 0.4957 (0.4924) loss_bbox_dn_3: 0.3564 (0.4250) loss_giou_dn_3: 0.6270 (0.6230) loss_class_dn_4: 0.5012 (0.4976) loss_bbox_dn_4: 0.3554 (0.4234) loss_giou_dn_4: 0.6246 (0.6214) loss_class_hybrid: 0.8964 (0.8965) loss_bbox_hybrid: 0.2449 (0.2552) loss_giou_hybrid: 0.5186 (0.5417) loss_class_0_hybrid: 0.9229 (0.9533) loss_bbox_0_hybrid: 0.2668 (0.2730) loss_giou_0_hybrid: 0.5570 (0.5735) loss_class_1_hybrid: 0.9016 (0.9283) loss_bbox_1_hybrid: 0.2517 (0.2602) loss_giou_1_hybrid: 0.5306 (0.5524) loss_class_2_hybrid: 0.8943 (0.9147) loss_bbox_2_hybrid: 0.2454 (0.2549) loss_giou_2_hybrid: 0.5240 (0.5433) loss_class_3_hybrid: 0.9057 (0.9003) loss_bbox_3_hybrid: 0.2455 (0.2554) loss_giou_3_hybrid: 0.5161 (0.5422) loss_class_4_hybrid: 0.8737 (0.8955) loss_bbox_4_hybrid: 0.2462 (0.2555) loss_giou_4_hybrid: 0.5172 (0.5423) loss_class_enc_hybrid: 0.8340 (0.8782) loss_bbox_enc_hybrid: 0.3147 (0.3382) loss_giou_enc_hybrid: 0.6531 (0.6723) mem: 1033 max mem: 36964 [2024-01-14 16:01:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:02:03 det.util.engine] INFO: Epoch: [1] [1000/11727] eta: 3:08:34 lr: 0.000100 data_time: 0.0036 iter_time: 1.0403 loss: 33.0471 (34.1333) loss_class: 0.9413 (0.9168) loss_bbox: 0.2106 (0.2335) loss_giou: 0.4607 (0.4952) loss_class_0: 1.1676 (1.1920) loss_bbox_0: 0.2080 (0.2313) loss_giou_0: 0.4439 (0.4992) loss_class_1: 1.0529 (1.0539) loss_bbox_1: 0.2328 (0.2312) loss_giou_1: 0.4484 (0.4957) loss_class_2: 0.9880 (0.9840) loss_bbox_2: 0.2316 (0.2293) loss_giou_2: 0.4578 (0.4920) loss_class_3: 0.9330 (0.9387) loss_bbox_3: 0.2142 (0.2316) loss_giou_3: 0.4532 (0.4939) loss_class_4: 0.9482 (0.9182) loss_bbox_4: 0.2135 (0.2329) loss_giou_4: 0.4567 (0.4949) loss_class_enc: 1.0894 (1.0986) loss_bbox_enc: 0.2461 (0.2792) loss_giou_enc: 0.5386 (0.5782) loss_class_dn: 0.4920 (0.5022) loss_bbox_dn: 0.3469 (0.4229) loss_giou_dn: 0.5949 (0.6207) loss_class_dn_0: 0.5214 (0.5180) loss_bbox_dn_0: 0.4905 (0.5282) loss_giou_dn_0: 0.7569 (0.7704) loss_class_dn_1: 0.5002 (0.4968) loss_bbox_dn_1: 0.3694 (0.4493) loss_giou_dn_1: 0.6313 (0.6573) loss_class_dn_2: 0.4873 (0.4895) loss_bbox_dn_2: 0.3490 (0.4296) loss_giou_dn_2: 0.6040 (0.6284) loss_class_dn_3: 0.4819 (0.4920) loss_bbox_dn_3: 0.3461 (0.4245) loss_giou_dn_3: 0.5982 (0.6221) loss_class_dn_4: 0.4905 (0.4972) loss_bbox_dn_4: 0.3471 (0.4229) loss_giou_dn_4: 0.5949 (0.6205) loss_class_hybrid: 0.8931 (0.8966) loss_bbox_hybrid: 0.2435 (0.2549) loss_giou_hybrid: 0.4672 (0.5411) loss_class_0_hybrid: 0.9231 (0.9530) loss_bbox_0_hybrid: 0.2606 (0.2728) loss_giou_0_hybrid: 0.5006 (0.5728) loss_class_1_hybrid: 0.9144 (0.9282) loss_bbox_1_hybrid: 0.2522 (0.2600) loss_giou_1_hybrid: 0.4773 (0.5517) loss_class_2_hybrid: 0.8973 (0.9146) loss_bbox_2_hybrid: 0.2446 (0.2547) loss_giou_2_hybrid: 0.4649 (0.5426) loss_class_3_hybrid: 0.8919 (0.9004) loss_bbox_3_hybrid: 0.2431 (0.2551) loss_giou_3_hybrid: 0.4620 (0.5415) loss_class_4_hybrid: 0.8917 (0.8955) loss_bbox_4_hybrid: 0.2422 (0.2553) loss_giou_4_hybrid: 0.4676 (0.5416) loss_class_enc_hybrid: 0.8680 (0.8786) loss_bbox_enc_hybrid: 0.3176 (0.3379) loss_giou_enc_hybrid: 0.6081 (0.6713) mem: 1013 max mem: 36964 [2024-01-14 16:02:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:02:56 det.util.engine] INFO: Epoch: [1] [1050/11727] eta: 3:07:46 lr: 0.000100 data_time: 0.0031 iter_time: 1.0254 loss: 34.0715 (34.1089) loss_class: 0.8905 (0.9159) loss_bbox: 0.2271 (0.2333) loss_giou: 0.4449 (0.4952) loss_class_0: 1.1921 (1.1918) loss_bbox_0: 0.2254 (0.2309) loss_giou_0: 0.4627 (0.4993) loss_class_1: 1.0457 (1.0531) loss_bbox_1: 0.2124 (0.2310) loss_giou_1: 0.4531 (0.4959) loss_class_2: 0.9757 (0.9832) loss_bbox_2: 0.2241 (0.2290) loss_giou_2: 0.4430 (0.4921) loss_class_3: 0.9275 (0.9376) loss_bbox_3: 0.2279 (0.2313) loss_giou_3: 0.4446 (0.4939) loss_class_4: 0.9120 (0.9174) loss_bbox_4: 0.2269 (0.2326) loss_giou_4: 0.4448 (0.4949) loss_class_enc: 1.0872 (1.0979) loss_bbox_enc: 0.2728 (0.2787) loss_giou_enc: 0.5643 (0.5779) loss_class_dn: 0.4934 (0.5020) loss_bbox_dn: 0.4129 (0.4218) loss_giou_dn: 0.5894 (0.6205) loss_class_dn_0: 0.5208 (0.5177) loss_bbox_dn_0: 0.4672 (0.5270) loss_giou_dn_0: 0.7439 (0.7705) loss_class_dn_1: 0.5019 (0.4966) loss_bbox_dn_1: 0.4256 (0.4481) loss_giou_dn_1: 0.6277 (0.6572) loss_class_dn_2: 0.4937 (0.4893) loss_bbox_dn_2: 0.4170 (0.4284) loss_giou_dn_2: 0.5980 (0.6282) loss_class_dn_3: 0.4771 (0.4918) loss_bbox_dn_3: 0.4128 (0.4234) loss_giou_dn_3: 0.5931 (0.6219) loss_class_dn_4: 0.4870 (0.4970) loss_bbox_dn_4: 0.4131 (0.4218) loss_giou_dn_4: 0.5897 (0.6203) loss_class_hybrid: 0.8648 (0.8957) loss_bbox_hybrid: 0.2704 (0.2547) loss_giou_hybrid: 0.5137 (0.5411) loss_class_0_hybrid: 0.9148 (0.9521) loss_bbox_0_hybrid: 0.2708 (0.2724) loss_giou_0_hybrid: 0.5381 (0.5727) loss_class_1_hybrid: 0.9084 (0.9273) loss_bbox_1_hybrid: 0.2601 (0.2597) loss_giou_1_hybrid: 0.5283 (0.5518) loss_class_2_hybrid: 0.9118 (0.9140) loss_bbox_2_hybrid: 0.2464 (0.2544) loss_giou_2_hybrid: 0.5111 (0.5426) loss_class_3_hybrid: 0.8809 (0.8996) loss_bbox_3_hybrid: 0.2536 (0.2549) loss_giou_3_hybrid: 0.5135 (0.5415) loss_class_4_hybrid: 0.8657 (0.8948) loss_bbox_4_hybrid: 0.2645 (0.2550) loss_giou_4_hybrid: 0.5093 (0.5417) loss_class_enc_hybrid: 0.8718 (0.8779) loss_bbox_enc_hybrid: 0.3317 (0.3372) loss_giou_enc_hybrid: 0.6108 (0.6710) mem: 1025 max mem: 36964 [2024-01-14 16:02:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:03:50 det.util.engine] INFO: Epoch: [1] [1100/11727] eta: 3:07:03 lr: 0.000100 data_time: 0.0032 iter_time: 1.0654 loss: 34.1697 (34.1445) loss_class: 0.8861 (0.9177) loss_bbox: 0.2305 (0.2334) loss_giou: 0.5027 (0.4951) loss_class_0: 1.1678 (1.1935) loss_bbox_0: 0.2145 (0.2312) loss_giou_0: 0.5020 (0.4992) loss_class_1: 1.0467 (1.0552) loss_bbox_1: 0.2232 (0.2312) loss_giou_1: 0.5054 (0.4958) loss_class_2: 1.0075 (0.9853) loss_bbox_2: 0.2178 (0.2292) loss_giou_2: 0.5044 (0.4919) loss_class_3: 0.9169 (0.9393) loss_bbox_3: 0.2164 (0.2315) loss_giou_3: 0.5025 (0.4938) loss_class_4: 0.8903 (0.9192) loss_bbox_4: 0.2308 (0.2328) loss_giou_4: 0.4964 (0.4948) loss_class_enc: 1.1080 (1.0997) loss_bbox_enc: 0.2703 (0.2790) loss_giou_enc: 0.5888 (0.5779) loss_class_dn: 0.5011 (0.5022) loss_bbox_dn: 0.3427 (0.4226) loss_giou_dn: 0.6208 (0.6211) loss_class_dn_0: 0.5236 (0.5177) loss_bbox_dn_0: 0.4439 (0.5281) loss_giou_dn_0: 0.7740 (0.7710) loss_class_dn_1: 0.5036 (0.4966) loss_bbox_dn_1: 0.3694 (0.4490) loss_giou_dn_1: 0.6642 (0.6578) loss_class_dn_2: 0.4876 (0.4893) loss_bbox_dn_2: 0.3470 (0.4293) loss_giou_dn_2: 0.6345 (0.6289) loss_class_dn_3: 0.4906 (0.4919) loss_bbox_dn_3: 0.3444 (0.4242) loss_giou_dn_3: 0.6267 (0.6225) loss_class_dn_4: 0.4959 (0.4971) loss_bbox_dn_4: 0.3420 (0.4226) loss_giou_dn_4: 0.6267 (0.6209) loss_class_hybrid: 0.8776 (0.8968) loss_bbox_hybrid: 0.2314 (0.2552) loss_giou_hybrid: 0.5680 (0.5413) loss_class_0_hybrid: 0.9270 (0.9531) loss_bbox_0_hybrid: 0.2541 (0.2730) loss_giou_0_hybrid: 0.5813 (0.5732) loss_class_1_hybrid: 0.9268 (0.9286) loss_bbox_1_hybrid: 0.2374 (0.2602) loss_giou_1_hybrid: 0.5608 (0.5521) loss_class_2_hybrid: 0.9266 (0.9150) loss_bbox_2_hybrid: 0.2326 (0.2548) loss_giou_2_hybrid: 0.5635 (0.5429) loss_class_3_hybrid: 0.8930 (0.9004) loss_bbox_3_hybrid: 0.2306 (0.2554) loss_giou_3_hybrid: 0.5652 (0.5418) loss_class_4_hybrid: 0.8844 (0.8957) loss_bbox_4_hybrid: 0.2307 (0.2555) loss_giou_4_hybrid: 0.5654 (0.5419) loss_class_enc_hybrid: 0.8830 (0.8788) loss_bbox_enc_hybrid: 0.3377 (0.3378) loss_giou_enc_hybrid: 0.6942 (0.6713) mem: 1028 max mem: 36964 [2024-01-14 16:03:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:04:43 det.util.engine] INFO: Epoch: [1] [1150/11727] eta: 3:06:11 lr: 0.000100 data_time: 0.0037 iter_time: 1.0619 loss: 34.8762 (34.1506) loss_class: 0.8603 (0.9188) loss_bbox: 0.2603 (0.2336) loss_giou: 0.4840 (0.4940) loss_class_0: 1.1411 (1.1945) loss_bbox_0: 0.2532 (0.2314) loss_giou_0: 0.4962 (0.4983) loss_class_1: 1.0275 (1.0564) loss_bbox_1: 0.2580 (0.2315) loss_giou_1: 0.4835 (0.4948) loss_class_2: 0.9541 (0.9861) loss_bbox_2: 0.2509 (0.2294) loss_giou_2: 0.4918 (0.4909) loss_class_3: 0.8852 (0.9401) loss_bbox_3: 0.2653 (0.2317) loss_giou_3: 0.4857 (0.4927) loss_class_4: 0.8754 (0.9203) loss_bbox_4: 0.2564 (0.2329) loss_giou_4: 0.4816 (0.4936) loss_class_enc: 1.1001 (1.1002) loss_bbox_enc: 0.2994 (0.2797) loss_giou_enc: 0.5773 (0.5772) loss_class_dn: 0.4983 (0.5022) loss_bbox_dn: 0.4460 (0.4239) loss_giou_dn: 0.6041 (0.6204) loss_class_dn_0: 0.5320 (0.5180) loss_bbox_dn_0: 0.5373 (0.5296) loss_giou_dn_0: 0.7560 (0.7703) loss_class_dn_1: 0.5053 (0.4967) loss_bbox_dn_1: 0.4638 (0.4504) loss_giou_dn_1: 0.6447 (0.6571) loss_class_dn_2: 0.4910 (0.4894) loss_bbox_dn_2: 0.4513 (0.4306) loss_giou_dn_2: 0.6135 (0.6282) loss_class_dn_3: 0.4900 (0.4919) loss_bbox_dn_3: 0.4478 (0.4255) loss_giou_dn_3: 0.6075 (0.6219) loss_class_dn_4: 0.4949 (0.4971) loss_bbox_dn_4: 0.4460 (0.4239) loss_giou_dn_4: 0.6040 (0.6202) loss_class_hybrid: 0.8782 (0.8975) loss_bbox_hybrid: 0.2863 (0.2556) loss_giou_hybrid: 0.5149 (0.5403) loss_class_0_hybrid: 0.9201 (0.9539) loss_bbox_0_hybrid: 0.2868 (0.2734) loss_giou_0_hybrid: 0.5534 (0.5721) loss_class_1_hybrid: 0.8924 (0.9293) loss_bbox_1_hybrid: 0.2807 (0.2606) loss_giou_1_hybrid: 0.5337 (0.5510) loss_class_2_hybrid: 0.8722 (0.9155) loss_bbox_2_hybrid: 0.2782 (0.2552) loss_giou_2_hybrid: 0.5151 (0.5418) loss_class_3_hybrid: 0.8693 (0.9010) loss_bbox_3_hybrid: 0.2833 (0.2559) loss_giou_3_hybrid: 0.5138 (0.5408) loss_class_4_hybrid: 0.8684 (0.8964) loss_bbox_4_hybrid: 0.2857 (0.2560) loss_giou_4_hybrid: 0.5125 (0.5409) loss_class_enc_hybrid: 0.8747 (0.8793) loss_bbox_enc_hybrid: 0.3575 (0.3386) loss_giou_enc_hybrid: 0.6380 (0.6704) mem: 1025 max mem: 36964 [2024-01-14 16:04:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:05:36 det.util.engine] INFO: Epoch: [1] [1200/11727] eta: 3:05:22 lr: 0.000100 data_time: 0.0036 iter_time: 1.0707 loss: 33.7363 (34.1550) loss_class: 0.9312 (0.9200) loss_bbox: 0.2328 (0.2332) loss_giou: 0.4784 (0.4933) loss_class_0: 1.2301 (1.1964) loss_bbox_0: 0.2211 (0.2312) loss_giou_0: 0.4653 (0.4978) loss_class_1: 1.0893 (1.0578) loss_bbox_1: 0.2374 (0.2313) loss_giou_1: 0.4634 (0.4941) loss_class_2: 0.9745 (0.9872) loss_bbox_2: 0.2339 (0.2292) loss_giou_2: 0.4657 (0.4903) loss_class_3: 0.9463 (0.9412) loss_bbox_3: 0.2386 (0.2315) loss_giou_3: 0.4777 (0.4921) loss_class_4: 0.9413 (0.9216) loss_bbox_4: 0.2333 (0.2327) loss_giou_4: 0.4777 (0.4930) loss_class_enc: 1.1242 (1.1008) loss_bbox_enc: 0.3031 (0.2798) loss_giou_enc: 0.5505 (0.5771) loss_class_dn: 0.5190 (0.5029) loss_bbox_dn: 0.4323 (0.4237) loss_giou_dn: 0.5766 (0.6195) loss_class_dn_0: 0.5257 (0.5184) loss_bbox_dn_0: 0.5464 (0.5295) loss_giou_dn_0: 0.7337 (0.7697) loss_class_dn_1: 0.5127 (0.4972) loss_bbox_dn_1: 0.4679 (0.4502) loss_giou_dn_1: 0.6108 (0.6563) loss_class_dn_2: 0.4999 (0.4899) loss_bbox_dn_2: 0.4376 (0.4304) loss_giou_dn_2: 0.5882 (0.6273) loss_class_dn_3: 0.4995 (0.4925) loss_bbox_dn_3: 0.4342 (0.4253) loss_giou_dn_3: 0.5779 (0.6210) loss_class_dn_4: 0.5123 (0.4977) loss_bbox_dn_4: 0.4322 (0.4237) loss_giou_dn_4: 0.5764 (0.6194) loss_class_hybrid: 0.9326 (0.8993) loss_bbox_hybrid: 0.2438 (0.2552) loss_giou_hybrid: 0.4878 (0.5393) loss_class_0_hybrid: 0.9657 (0.9554) loss_bbox_0_hybrid: 0.2642 (0.2731) loss_giou_0_hybrid: 0.5194 (0.5713) loss_class_1_hybrid: 0.9491 (0.9309) loss_bbox_1_hybrid: 0.2557 (0.2602) loss_giou_1_hybrid: 0.4964 (0.5502) loss_class_2_hybrid: 0.9497 (0.9173) loss_bbox_2_hybrid: 0.2471 (0.2548) loss_giou_2_hybrid: 0.4923 (0.5409) loss_class_3_hybrid: 0.9245 (0.9029) loss_bbox_3_hybrid: 0.2507 (0.2554) loss_giou_3_hybrid: 0.4974 (0.5399) loss_class_4_hybrid: 0.9266 (0.8983) loss_bbox_4_hybrid: 0.2493 (0.2555) loss_giou_4_hybrid: 0.4906 (0.5400) loss_class_enc_hybrid: 0.9086 (0.8802) loss_bbox_enc_hybrid: 0.3331 (0.3385) loss_giou_enc_hybrid: 0.6234 (0.6701) mem: 1019 max mem: 36964 [2024-01-14 16:05:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:06:28 det.util.engine] INFO: Epoch: [1] [1250/11727] eta: 3:04:23 lr: 0.000100 data_time: 0.0033 iter_time: 1.0316 loss: 32.5753 (34.1437) loss_class: 0.9095 (0.9199) loss_bbox: 0.2318 (0.2332) loss_giou: 0.4503 (0.4924) loss_class_0: 1.2127 (1.1972) loss_bbox_0: 0.2272 (0.2312) loss_giou_0: 0.4590 (0.4967) loss_class_1: 1.0666 (1.0582) loss_bbox_1: 0.2191 (0.2312) loss_giou_1: 0.4499 (0.4931) loss_class_2: 1.0027 (0.9876) loss_bbox_2: 0.2259 (0.2290) loss_giou_2: 0.4358 (0.4891) loss_class_3: 0.9062 (0.9413) loss_bbox_3: 0.2273 (0.2314) loss_giou_3: 0.4434 (0.4911) loss_class_4: 0.9094 (0.9216) loss_bbox_4: 0.2295 (0.2326) loss_giou_4: 0.4440 (0.4920) loss_class_enc: 1.1007 (1.1014) loss_bbox_enc: 0.2831 (0.2800) loss_giou_enc: 0.5268 (0.5758) loss_class_dn: 0.4904 (0.5031) loss_bbox_dn: 0.4562 (0.4242) loss_giou_dn: 0.6254 (0.6191) loss_class_dn_0: 0.5120 (0.5185) loss_bbox_dn_0: 0.5980 (0.5301) loss_giou_dn_0: 0.7739 (0.7693) loss_class_dn_1: 0.4910 (0.4974) loss_bbox_dn_1: 0.5015 (0.4507) loss_giou_dn_1: 0.6609 (0.6558) loss_class_dn_2: 0.4815 (0.4901) loss_bbox_dn_2: 0.4641 (0.4308) loss_giou_dn_2: 0.6334 (0.6268) loss_class_dn_3: 0.4770 (0.4926) loss_bbox_dn_3: 0.4569 (0.4257) loss_giou_dn_3: 0.6270 (0.6205) loss_class_dn_4: 0.4814 (0.4978) loss_bbox_dn_4: 0.4562 (0.4241) loss_giou_dn_4: 0.6249 (0.6189) loss_class_hybrid: 0.9100 (0.8994) loss_bbox_hybrid: 0.2518 (0.2552) loss_giou_hybrid: 0.4786 (0.5382) loss_class_0_hybrid: 0.9834 (0.9560) loss_bbox_0_hybrid: 0.2732 (0.2732) loss_giou_0_hybrid: 0.5167 (0.5700) loss_class_1_hybrid: 0.9523 (0.9311) loss_bbox_1_hybrid: 0.2596 (0.2603) loss_giou_1_hybrid: 0.4892 (0.5490) loss_class_2_hybrid: 0.9271 (0.9172) loss_bbox_2_hybrid: 0.2470 (0.2548) loss_giou_2_hybrid: 0.4807 (0.5397) loss_class_3_hybrid: 0.9046 (0.9028) loss_bbox_3_hybrid: 0.2504 (0.2555) loss_giou_3_hybrid: 0.4788 (0.5387) loss_class_4_hybrid: 0.9133 (0.8983) loss_bbox_4_hybrid: 0.2486 (0.2556) loss_giou_4_hybrid: 0.4808 (0.5388) loss_class_enc_hybrid: 0.8964 (0.8810) loss_bbox_enc_hybrid: 0.3419 (0.3384) loss_giou_enc_hybrid: 0.5981 (0.6686) mem: 1033 max mem: 36964 [2024-01-14 16:06:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:07:21 det.util.engine] INFO: Epoch: [1] [1300/11727] eta: 3:03:30 lr: 0.000100 data_time: 0.0031 iter_time: 1.0277 loss: 34.0362 (34.1452) loss_class: 0.8680 (0.9195) loss_bbox: 0.2135 (0.2332) loss_giou: 0.5180 (0.4929) loss_class_0: 1.1408 (1.1965) loss_bbox_0: 0.2067 (0.2311) loss_giou_0: 0.5083 (0.4969) loss_class_1: 1.0620 (1.0584) loss_bbox_1: 0.2241 (0.2312) loss_giou_1: 0.5214 (0.4935) loss_class_2: 0.9605 (0.9871) loss_bbox_2: 0.2074 (0.2289) loss_giou_2: 0.5128 (0.4896) loss_class_3: 0.9218 (0.9410) loss_bbox_3: 0.2108 (0.2313) loss_giou_3: 0.5200 (0.4915) loss_class_4: 0.8808 (0.9213) loss_bbox_4: 0.2109 (0.2327) loss_giou_4: 0.5176 (0.4925) loss_class_enc: 1.0364 (1.1009) loss_bbox_enc: 0.2550 (0.2798) loss_giou_enc: 0.5872 (0.5760) loss_class_dn: 0.4959 (0.5031) loss_bbox_dn: 0.3669 (0.4242) loss_giou_dn: 0.6548 (0.6196) loss_class_dn_0: 0.5050 (0.5184) loss_bbox_dn_0: 0.4420 (0.5300) loss_giou_dn_0: 0.7938 (0.7697) loss_class_dn_1: 0.4831 (0.4973) loss_bbox_dn_1: 0.3844 (0.4507) loss_giou_dn_1: 0.6814 (0.6563) loss_class_dn_2: 0.4880 (0.4900) loss_bbox_dn_2: 0.3733 (0.4308) loss_giou_dn_2: 0.6596 (0.6274) loss_class_dn_3: 0.4853 (0.4925) loss_bbox_dn_3: 0.3703 (0.4258) loss_giou_dn_3: 0.6557 (0.6211) loss_class_dn_4: 0.4907 (0.4979) loss_bbox_dn_4: 0.3668 (0.4242) loss_giou_dn_4: 0.6548 (0.6194) loss_class_hybrid: 0.8488 (0.8988) loss_bbox_hybrid: 0.2527 (0.2552) loss_giou_hybrid: 0.5949 (0.5386) loss_class_0_hybrid: 0.8822 (0.9556) loss_bbox_0_hybrid: 0.2685 (0.2732) loss_giou_0_hybrid: 0.6216 (0.5705) loss_class_1_hybrid: 0.8882 (0.9306) loss_bbox_1_hybrid: 0.2506 (0.2604) loss_giou_1_hybrid: 0.6031 (0.5494) loss_class_2_hybrid: 0.8541 (0.9167) loss_bbox_2_hybrid: 0.2490 (0.2548) loss_giou_2_hybrid: 0.5962 (0.5401) loss_class_3_hybrid: 0.8521 (0.9023) loss_bbox_3_hybrid: 0.2487 (0.2555) loss_giou_3_hybrid: 0.6000 (0.5391) loss_class_4_hybrid: 0.8476 (0.8977) loss_bbox_4_hybrid: 0.2536 (0.2556) loss_giou_4_hybrid: 0.5988 (0.5392) loss_class_enc_hybrid: 0.8302 (0.8806) loss_bbox_enc_hybrid: 0.3209 (0.3383) loss_giou_enc_hybrid: 0.7045 (0.6688) mem: 1034 max mem: 36964 [2024-01-14 16:07:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:08:12 det.util.engine] INFO: Epoch: [1] [1350/11727] eta: 3:02:26 lr: 0.000100 data_time: 0.0035 iter_time: 1.0202 loss: 34.9754 (34.1437) loss_class: 0.9257 (0.9188) loss_bbox: 0.2372 (0.2333) loss_giou: 0.5225 (0.4937) loss_class_0: 1.1410 (1.1954) loss_bbox_0: 0.2273 (0.2313) loss_giou_0: 0.5216 (0.4977) loss_class_1: 1.0552 (1.0574) loss_bbox_1: 0.2389 (0.2312) loss_giou_1: 0.5102 (0.4943) loss_class_2: 0.9836 (0.9863) loss_bbox_2: 0.2393 (0.2289) loss_giou_2: 0.5198 (0.4905) loss_class_3: 0.9398 (0.9402) loss_bbox_3: 0.2357 (0.2313) loss_giou_3: 0.5194 (0.4924) loss_class_4: 0.9254 (0.9206) loss_bbox_4: 0.2371 (0.2327) loss_giou_4: 0.5210 (0.4934) loss_class_enc: 1.0804 (1.1001) loss_bbox_enc: 0.2696 (0.2795) loss_giou_enc: 0.5924 (0.5765) loss_class_dn: 0.4999 (0.5029) loss_bbox_dn: 0.4151 (0.4238) loss_giou_dn: 0.6408 (0.6199) loss_class_dn_0: 0.5109 (0.5182) loss_bbox_dn_0: 0.5268 (0.5294) loss_giou_dn_0: 0.7966 (0.7700) loss_class_dn_1: 0.4962 (0.4971) loss_bbox_dn_1: 0.4420 (0.4502) loss_giou_dn_1: 0.6772 (0.6567) loss_class_dn_2: 0.4877 (0.4898) loss_bbox_dn_2: 0.4212 (0.4303) loss_giou_dn_2: 0.6478 (0.6277) loss_class_dn_3: 0.4831 (0.4923) loss_bbox_dn_3: 0.4162 (0.4254) loss_giou_dn_3: 0.6420 (0.6214) loss_class_dn_4: 0.4920 (0.4976) loss_bbox_dn_4: 0.4151 (0.4238) loss_giou_dn_4: 0.6408 (0.6198) loss_class_hybrid: 0.9083 (0.8982) loss_bbox_hybrid: 0.2639 (0.2554) loss_giou_hybrid: 0.5658 (0.5394) loss_class_0_hybrid: 0.9773 (0.9549) loss_bbox_0_hybrid: 0.2848 (0.2734) loss_giou_0_hybrid: 0.5954 (0.5711) loss_class_1_hybrid: 0.9291 (0.9298) loss_bbox_1_hybrid: 0.2715 (0.2605) loss_giou_1_hybrid: 0.5786 (0.5501) loss_class_2_hybrid: 0.9226 (0.9158) loss_bbox_2_hybrid: 0.2670 (0.2550) loss_giou_2_hybrid: 0.5639 (0.5409) loss_class_3_hybrid: 0.9012 (0.9016) loss_bbox_3_hybrid: 0.2628 (0.2556) loss_giou_3_hybrid: 0.5692 (0.5399) loss_class_4_hybrid: 0.9192 (0.8972) loss_bbox_4_hybrid: 0.2623 (0.2557) loss_giou_4_hybrid: 0.5657 (0.5400) loss_class_enc_hybrid: 0.8795 (0.8799) loss_bbox_enc_hybrid: 0.3479 (0.3381) loss_giou_enc_hybrid: 0.6834 (0.6692) mem: 1026 max mem: 36964 [2024-01-14 16:08:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:09:06 det.util.engine] INFO: Epoch: [1] [1400/11727] eta: 3:01:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0683 loss: 35.4816 (34.1468) loss_class: 0.9584 (0.9194) loss_bbox: 0.2489 (0.2336) loss_giou: 0.4765 (0.4931) loss_class_0: 1.2398 (1.1951) loss_bbox_0: 0.2457 (0.2318) loss_giou_0: 0.4920 (0.4974) loss_class_1: 1.1062 (1.0577) loss_bbox_1: 0.2432 (0.2316) loss_giou_1: 0.4784 (0.4939) loss_class_2: 1.0050 (0.9865) loss_bbox_2: 0.2428 (0.2293) loss_giou_2: 0.4690 (0.4901) loss_class_3: 0.9769 (0.9406) loss_bbox_3: 0.2465 (0.2316) loss_giou_3: 0.4715 (0.4919) loss_class_4: 0.9477 (0.9210) loss_bbox_4: 0.2401 (0.2330) loss_giou_4: 0.4701 (0.4928) loss_class_enc: 1.1328 (1.0999) loss_bbox_enc: 0.2837 (0.2800) loss_giou_enc: 0.5579 (0.5761) loss_class_dn: 0.5001 (0.5025) loss_bbox_dn: 0.4838 (0.4246) loss_giou_dn: 0.6484 (0.6202) loss_class_dn_0: 0.5178 (0.5179) loss_bbox_dn_0: 0.5598 (0.5302) loss_giou_dn_0: 0.7842 (0.7701) loss_class_dn_1: 0.4980 (0.4967) loss_bbox_dn_1: 0.5028 (0.4510) loss_giou_dn_1: 0.6801 (0.6570) loss_class_dn_2: 0.4850 (0.4894) loss_bbox_dn_2: 0.4916 (0.4311) loss_giou_dn_2: 0.6575 (0.6280) loss_class_dn_3: 0.4898 (0.4919) loss_bbox_dn_3: 0.4866 (0.4261) loss_giou_dn_3: 0.6505 (0.6217) loss_class_dn_4: 0.4991 (0.4972) loss_bbox_dn_4: 0.4836 (0.4245) loss_giou_dn_4: 0.6483 (0.6200) loss_class_hybrid: 0.9170 (0.8985) loss_bbox_hybrid: 0.2719 (0.2557) loss_giou_hybrid: 0.5170 (0.5386) loss_class_0_hybrid: 1.0118 (0.9547) loss_bbox_0_hybrid: 0.2787 (0.2738) loss_giou_0_hybrid: 0.5534 (0.5704) loss_class_1_hybrid: 0.9494 (0.9299) loss_bbox_1_hybrid: 0.2707 (0.2609) loss_giou_1_hybrid: 0.5384 (0.5494) loss_class_2_hybrid: 0.9219 (0.9161) loss_bbox_2_hybrid: 0.2684 (0.2553) loss_giou_2_hybrid: 0.5255 (0.5402) loss_class_3_hybrid: 0.9091 (0.9017) loss_bbox_3_hybrid: 0.2717 (0.2560) loss_giou_3_hybrid: 0.5262 (0.5392) loss_class_4_hybrid: 0.9161 (0.8974) loss_bbox_4_hybrid: 0.2714 (0.2561) loss_giou_4_hybrid: 0.5154 (0.5392) loss_class_enc_hybrid: 0.9039 (0.8799) loss_bbox_enc_hybrid: 0.3437 (0.3386) loss_giou_enc_hybrid: 0.6472 (0.6685) mem: 1032 max mem: 36964 [2024-01-14 16:09:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:10:00 det.util.engine] INFO: Epoch: [1] [1450/11727] eta: 3:00:53 lr: 0.000100 data_time: 0.0033 iter_time: 1.0272 loss: 34.5568 (34.1541) loss_class: 0.9308 (0.9194) loss_bbox: 0.2502 (0.2338) loss_giou: 0.4525 (0.4932) loss_class_0: 1.2140 (1.1952) loss_bbox_0: 0.2572 (0.2320) loss_giou_0: 0.4424 (0.4976) loss_class_1: 1.0823 (1.0580) loss_bbox_1: 0.2470 (0.2319) loss_giou_1: 0.4581 (0.4939) loss_class_2: 1.0230 (0.9866) loss_bbox_2: 0.2377 (0.2297) loss_giou_2: 0.4479 (0.4903) loss_class_3: 0.9630 (0.9406) loss_bbox_3: 0.2503 (0.2320) loss_giou_3: 0.4540 (0.4921) loss_class_4: 0.9027 (0.9209) loss_bbox_4: 0.2512 (0.2333) loss_giou_4: 0.4568 (0.4930) loss_class_enc: 1.1437 (1.1006) loss_bbox_enc: 0.2860 (0.2802) loss_giou_enc: 0.5336 (0.5759) loss_class_dn: 0.5129 (0.5029) loss_bbox_dn: 0.4146 (0.4246) loss_giou_dn: 0.6027 (0.6200) loss_class_dn_0: 0.5239 (0.5180) loss_bbox_dn_0: 0.5504 (0.5302) loss_giou_dn_0: 0.7533 (0.7697) loss_class_dn_1: 0.5135 (0.4968) loss_bbox_dn_1: 0.4496 (0.4511) loss_giou_dn_1: 0.6419 (0.6567) loss_class_dn_2: 0.4943 (0.4896) loss_bbox_dn_2: 0.4262 (0.4312) loss_giou_dn_2: 0.6111 (0.6277) loss_class_dn_3: 0.5091 (0.4923) loss_bbox_dn_3: 0.4175 (0.4262) loss_giou_dn_3: 0.6059 (0.6214) loss_class_dn_4: 0.5116 (0.4976) loss_bbox_dn_4: 0.4142 (0.4246) loss_giou_dn_4: 0.6027 (0.6198) loss_class_hybrid: 0.9234 (0.8987) loss_bbox_hybrid: 0.2777 (0.2559) loss_giou_hybrid: 0.4987 (0.5386) loss_class_0_hybrid: 0.9705 (0.9551) loss_bbox_0_hybrid: 0.2923 (0.2739) loss_giou_0_hybrid: 0.5124 (0.5705) loss_class_1_hybrid: 0.9603 (0.9302) loss_bbox_1_hybrid: 0.2796 (0.2611) loss_giou_1_hybrid: 0.5186 (0.5495) loss_class_2_hybrid: 0.9404 (0.9162) loss_bbox_2_hybrid: 0.2700 (0.2556) loss_giou_2_hybrid: 0.4977 (0.5402) loss_class_3_hybrid: 0.9151 (0.9020) loss_bbox_3_hybrid: 0.2768 (0.2562) loss_giou_3_hybrid: 0.4922 (0.5392) loss_class_4_hybrid: 0.9230 (0.8974) loss_bbox_4_hybrid: 0.2808 (0.2563) loss_giou_4_hybrid: 0.4963 (0.5392) loss_class_enc_hybrid: 0.9128 (0.8806) loss_bbox_enc_hybrid: 0.3436 (0.3387) loss_giou_enc_hybrid: 0.6102 (0.6684) mem: 1017 max mem: 36964 [2024-01-14 16:10:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:10:53 det.util.engine] INFO: Epoch: [1] [1500/11727] eta: 3:00:07 lr: 0.000100 data_time: 0.0038 iter_time: 1.0691 loss: 33.0611 (34.1564) loss_class: 0.8837 (0.9192) loss_bbox: 0.2314 (0.2339) loss_giou: 0.4458 (0.4935) loss_class_0: 1.1722 (1.1945) loss_bbox_0: 0.2188 (0.2320) loss_giou_0: 0.4508 (0.4977) loss_class_1: 1.0540 (1.0580) loss_bbox_1: 0.2119 (0.2318) loss_giou_1: 0.4426 (0.4940) loss_class_2: 0.9353 (0.9867) loss_bbox_2: 0.2148 (0.2296) loss_giou_2: 0.4522 (0.4904) loss_class_3: 0.9020 (0.9409) loss_bbox_3: 0.2337 (0.2321) loss_giou_3: 0.4529 (0.4923) loss_class_4: 0.8999 (0.9207) loss_bbox_4: 0.2331 (0.2335) loss_giou_4: 0.4468 (0.4932) loss_class_enc: 1.1099 (1.1006) loss_bbox_enc: 0.2596 (0.2800) loss_giou_enc: 0.5312 (0.5757) loss_class_dn: 0.4964 (0.5031) loss_bbox_dn: 0.3816 (0.4247) loss_giou_dn: 0.5794 (0.6200) loss_class_dn_0: 0.5148 (0.5180) loss_bbox_dn_0: 0.4937 (0.5301) loss_giou_dn_0: 0.7459 (0.7697) loss_class_dn_1: 0.4923 (0.4970) loss_bbox_dn_1: 0.4020 (0.4511) loss_giou_dn_1: 0.6318 (0.6567) loss_class_dn_2: 0.4845 (0.4898) loss_bbox_dn_2: 0.3914 (0.4313) loss_giou_dn_2: 0.5880 (0.6278) loss_class_dn_3: 0.4916 (0.4925) loss_bbox_dn_3: 0.3844 (0.4263) loss_giou_dn_3: 0.5828 (0.6215) loss_class_dn_4: 0.4922 (0.4977) loss_bbox_dn_4: 0.3816 (0.4247) loss_giou_dn_4: 0.5799 (0.6199) loss_class_hybrid: 0.8604 (0.8991) loss_bbox_hybrid: 0.2452 (0.2558) loss_giou_hybrid: 0.4857 (0.5386) loss_class_0_hybrid: 0.9638 (0.9552) loss_bbox_0_hybrid: 0.2633 (0.2738) loss_giou_0_hybrid: 0.5181 (0.5704) loss_class_1_hybrid: 0.9300 (0.9303) loss_bbox_1_hybrid: 0.2484 (0.2610) loss_giou_1_hybrid: 0.5007 (0.5494) loss_class_2_hybrid: 0.8740 (0.9167) loss_bbox_2_hybrid: 0.2381 (0.2554) loss_giou_2_hybrid: 0.4866 (0.5401) loss_class_3_hybrid: 0.8718 (0.9026) loss_bbox_3_hybrid: 0.2369 (0.2561) loss_giou_3_hybrid: 0.4879 (0.5391) loss_class_4_hybrid: 0.8812 (0.8979) loss_bbox_4_hybrid: 0.2420 (0.2562) loss_giou_4_hybrid: 0.4879 (0.5392) loss_class_enc_hybrid: 0.8992 (0.8809) loss_bbox_enc_hybrid: 0.3145 (0.3384) loss_giou_enc_hybrid: 0.6051 (0.6682) mem: 1020 max mem: 36964 [2024-01-14 16:10:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:11:46 det.util.engine] INFO: Epoch: [1] [1550/11727] eta: 2:59:10 lr: 0.000100 data_time: 0.0036 iter_time: 1.0556 loss: 34.4324 (34.1560) loss_class: 0.9131 (0.9191) loss_bbox: 0.2361 (0.2339) loss_giou: 0.4980 (0.4934) loss_class_0: 1.1680 (1.1944) loss_bbox_0: 0.2242 (0.2320) loss_giou_0: 0.5095 (0.4975) loss_class_1: 1.0403 (1.0576) loss_bbox_1: 0.2386 (0.2319) loss_giou_1: 0.4884 (0.4939) loss_class_2: 0.9760 (0.9864) loss_bbox_2: 0.2221 (0.2297) loss_giou_2: 0.5043 (0.4903) loss_class_3: 0.9479 (0.9406) loss_bbox_3: 0.2351 (0.2321) loss_giou_3: 0.4992 (0.4922) loss_class_4: 0.9349 (0.9206) loss_bbox_4: 0.2354 (0.2335) loss_giou_4: 0.4937 (0.4931) loss_class_enc: 1.0683 (1.1003) loss_bbox_enc: 0.2799 (0.2800) loss_giou_enc: 0.5746 (0.5754) loss_class_dn: 0.5056 (0.5031) loss_bbox_dn: 0.4487 (0.4251) loss_giou_dn: 0.6253 (0.6203) loss_class_dn_0: 0.5096 (0.5178) loss_bbox_dn_0: 0.5602 (0.5303) loss_giou_dn_0: 0.7579 (0.7698) loss_class_dn_1: 0.4892 (0.4969) loss_bbox_dn_1: 0.4790 (0.4515) loss_giou_dn_1: 0.6639 (0.6569) loss_class_dn_2: 0.4863 (0.4897) loss_bbox_dn_2: 0.4516 (0.4316) loss_giou_dn_2: 0.6347 (0.6280) loss_class_dn_3: 0.4937 (0.4924) loss_bbox_dn_3: 0.4485 (0.4267) loss_giou_dn_3: 0.6269 (0.6217) loss_class_dn_4: 0.4978 (0.4977) loss_bbox_dn_4: 0.4488 (0.4251) loss_giou_dn_4: 0.6255 (0.6201) loss_class_hybrid: 0.8692 (0.8989) loss_bbox_hybrid: 0.2508 (0.2560) loss_giou_hybrid: 0.5482 (0.5386) loss_class_0_hybrid: 0.9106 (0.9549) loss_bbox_0_hybrid: 0.2808 (0.2740) loss_giou_0_hybrid: 0.5869 (0.5704) loss_class_1_hybrid: 0.8738 (0.9297) loss_bbox_1_hybrid: 0.2656 (0.2612) loss_giou_1_hybrid: 0.5611 (0.5495) loss_class_2_hybrid: 0.8797 (0.9163) loss_bbox_2_hybrid: 0.2533 (0.2556) loss_giou_2_hybrid: 0.5521 (0.5402) loss_class_3_hybrid: 0.8691 (0.9023) loss_bbox_3_hybrid: 0.2531 (0.2563) loss_giou_3_hybrid: 0.5513 (0.5392) loss_class_4_hybrid: 0.8693 (0.8977) loss_bbox_4_hybrid: 0.2543 (0.2564) loss_giou_4_hybrid: 0.5504 (0.5393) loss_class_enc_hybrid: 0.8544 (0.8808) loss_bbox_enc_hybrid: 0.3381 (0.3384) loss_giou_enc_hybrid: 0.6767 (0.6680) mem: 1021 max mem: 36964 [2024-01-14 16:11:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:12:40 det.util.engine] INFO: Epoch: [1] [1600/11727] eta: 2:58:26 lr: 0.000100 data_time: 0.0036 iter_time: 1.1008 loss: 34.4588 (34.1663) loss_class: 0.9013 (0.9196) loss_bbox: 0.2362 (0.2343) loss_giou: 0.4522 (0.4934) loss_class_0: 1.1936 (1.1940) loss_bbox_0: 0.2426 (0.2324) loss_giou_0: 0.4648 (0.4976) loss_class_1: 1.0307 (1.0575) loss_bbox_1: 0.2361 (0.2323) loss_giou_1: 0.4565 (0.4939) loss_class_2: 0.9835 (0.9866) loss_bbox_2: 0.2347 (0.2301) loss_giou_2: 0.4470 (0.4903) loss_class_3: 0.9296 (0.9410) loss_bbox_3: 0.2346 (0.2325) loss_giou_3: 0.4508 (0.4921) loss_class_4: 0.9134 (0.9208) loss_bbox_4: 0.2362 (0.2339) loss_giou_4: 0.4522 (0.4932) loss_class_enc: 1.1345 (1.1003) loss_bbox_enc: 0.3058 (0.2804) loss_giou_enc: 0.5414 (0.5751) loss_class_dn: 0.4909 (0.5029) loss_bbox_dn: 0.4686 (0.4257) loss_giou_dn: 0.6180 (0.6204) loss_class_dn_0: 0.5119 (0.5178) loss_bbox_dn_0: 0.5687 (0.5308) loss_giou_dn_0: 0.7576 (0.7697) loss_class_dn_1: 0.4875 (0.4968) loss_bbox_dn_1: 0.4944 (0.4520) loss_giou_dn_1: 0.6519 (0.6570) loss_class_dn_2: 0.4743 (0.4896) loss_bbox_dn_2: 0.4781 (0.4321) loss_giou_dn_2: 0.6263 (0.6281) loss_class_dn_3: 0.4804 (0.4922) loss_bbox_dn_3: 0.4679 (0.4272) loss_giou_dn_3: 0.6190 (0.6218) loss_class_dn_4: 0.4812 (0.4975) loss_bbox_dn_4: 0.4686 (0.4257) loss_giou_dn_4: 0.6178 (0.6202) loss_class_hybrid: 0.8977 (0.8994) loss_bbox_hybrid: 0.2678 (0.2563) loss_giou_hybrid: 0.4859 (0.5386) loss_class_0_hybrid: 0.9601 (0.9551) loss_bbox_0_hybrid: 0.3007 (0.2744) loss_giou_0_hybrid: 0.5259 (0.5703) loss_class_1_hybrid: 0.9228 (0.9299) loss_bbox_1_hybrid: 0.2838 (0.2617) loss_giou_1_hybrid: 0.5004 (0.5495) loss_class_2_hybrid: 0.9034 (0.9165) loss_bbox_2_hybrid: 0.2718 (0.2560) loss_giou_2_hybrid: 0.4875 (0.5402) loss_class_3_hybrid: 0.8853 (0.9026) loss_bbox_3_hybrid: 0.2656 (0.2567) loss_giou_3_hybrid: 0.4932 (0.5392) loss_class_4_hybrid: 0.8938 (0.8979) loss_bbox_4_hybrid: 0.2635 (0.2567) loss_giou_4_hybrid: 0.4903 (0.5393) loss_class_enc_hybrid: 0.9115 (0.8810) loss_bbox_enc_hybrid: 0.3366 (0.3387) loss_giou_enc_hybrid: 0.6074 (0.6676) mem: 1025 max mem: 36964 [2024-01-14 16:12:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:13:33 det.util.engine] INFO: Epoch: [1] [1650/11727] eta: 2:57:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0502 loss: 33.2110 (34.1522) loss_class: 0.9378 (0.9191) loss_bbox: 0.2304 (0.2346) loss_giou: 0.4319 (0.4925) loss_class_0: 1.1922 (1.1938) loss_bbox_0: 0.2139 (0.2326) loss_giou_0: 0.4376 (0.4967) loss_class_1: 1.0577 (1.0566) loss_bbox_1: 0.2351 (0.2327) loss_giou_1: 0.4471 (0.4931) loss_class_2: 0.9872 (0.9861) loss_bbox_2: 0.2213 (0.2303) loss_giou_2: 0.4235 (0.4894) loss_class_3: 0.9673 (0.9405) loss_bbox_3: 0.2197 (0.2327) loss_giou_3: 0.4225 (0.4912) loss_class_4: 0.9244 (0.9205) loss_bbox_4: 0.2332 (0.2342) loss_giou_4: 0.4276 (0.4923) loss_class_enc: 1.1408 (1.1005) loss_bbox_enc: 0.2607 (0.2805) loss_giou_enc: 0.5073 (0.5742) loss_class_dn: 0.5038 (0.5030) loss_bbox_dn: 0.4485 (0.4262) loss_giou_dn: 0.5950 (0.6196) loss_class_dn_0: 0.5098 (0.5179) loss_bbox_dn_0: 0.5698 (0.5316) loss_giou_dn_0: 0.7450 (0.7690) loss_class_dn_1: 0.4901 (0.4969) loss_bbox_dn_1: 0.4658 (0.4526) loss_giou_dn_1: 0.6350 (0.6562) loss_class_dn_2: 0.4906 (0.4896) loss_bbox_dn_2: 0.4537 (0.4327) loss_giou_dn_2: 0.6023 (0.6273) loss_class_dn_3: 0.4885 (0.4923) loss_bbox_dn_3: 0.4495 (0.4277) loss_giou_dn_3: 0.5960 (0.6210) loss_class_dn_4: 0.4993 (0.4975) loss_bbox_dn_4: 0.4485 (0.4262) loss_giou_dn_4: 0.5949 (0.6194) loss_class_hybrid: 0.9091 (0.8992) loss_bbox_hybrid: 0.2535 (0.2565) loss_giou_hybrid: 0.4856 (0.5375) loss_class_0_hybrid: 1.0019 (0.9556) loss_bbox_0_hybrid: 0.2579 (0.2745) loss_giou_0_hybrid: 0.5022 (0.5692) loss_class_1_hybrid: 0.9543 (0.9297) loss_bbox_1_hybrid: 0.2520 (0.2618) loss_giou_1_hybrid: 0.4858 (0.5484) loss_class_2_hybrid: 0.9479 (0.9165) loss_bbox_2_hybrid: 0.2515 (0.2562) loss_giou_2_hybrid: 0.4857 (0.5391) loss_class_3_hybrid: 0.9096 (0.9024) loss_bbox_3_hybrid: 0.2556 (0.2569) loss_giou_3_hybrid: 0.4887 (0.5381) loss_class_4_hybrid: 0.9128 (0.8978) loss_bbox_4_hybrid: 0.2532 (0.2569) loss_giou_4_hybrid: 0.4841 (0.5382) loss_class_enc_hybrid: 0.9188 (0.8814) loss_bbox_enc_hybrid: 0.3142 (0.3388) loss_giou_enc_hybrid: 0.6001 (0.6664) mem: 1018 max mem: 36964 [2024-01-14 16:13:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:14:29 det.util.engine] INFO: Epoch: [1] [1700/11727] eta: 2:57:00 lr: 0.000100 data_time: 0.0033 iter_time: 1.0161 loss: 33.8529 (34.1615) loss_class: 0.8364 (0.9189) loss_bbox: 0.2446 (0.2351) loss_giou: 0.4775 (0.4927) loss_class_0: 1.1694 (1.1941) loss_bbox_0: 0.2439 (0.2330) loss_giou_0: 0.4860 (0.4968) loss_class_1: 1.0108 (1.0565) loss_bbox_1: 0.2294 (0.2331) loss_giou_1: 0.4791 (0.4932) loss_class_2: 0.9347 (0.9862) loss_bbox_2: 0.2368 (0.2308) loss_giou_2: 0.4760 (0.4895) loss_class_3: 0.8900 (0.9403) loss_bbox_3: 0.2431 (0.2332) loss_giou_3: 0.4713 (0.4914) loss_class_4: 0.8504 (0.9203) loss_bbox_4: 0.2447 (0.2347) loss_giou_4: 0.4741 (0.4925) loss_class_enc: 1.0451 (1.1005) loss_bbox_enc: 0.2981 (0.2810) loss_giou_enc: 0.5605 (0.5744) loss_class_dn: 0.4890 (0.5030) loss_bbox_dn: 0.4063 (0.4267) loss_giou_dn: 0.5972 (0.6195) loss_class_dn_0: 0.5164 (0.5179) loss_bbox_dn_0: 0.4959 (0.5323) loss_giou_dn_0: 0.7690 (0.7691) loss_class_dn_1: 0.4920 (0.4969) loss_bbox_dn_1: 0.4151 (0.4532) loss_giou_dn_1: 0.6444 (0.6563) loss_class_dn_2: 0.4838 (0.4896) loss_bbox_dn_2: 0.4112 (0.4332) loss_giou_dn_2: 0.6043 (0.6273) loss_class_dn_3: 0.4820 (0.4922) loss_bbox_dn_3: 0.4082 (0.4282) loss_giou_dn_3: 0.5968 (0.6210) loss_class_dn_4: 0.4815 (0.4975) loss_bbox_dn_4: 0.4062 (0.4267) loss_giou_dn_4: 0.5966 (0.6194) loss_class_hybrid: 0.8464 (0.8988) loss_bbox_hybrid: 0.2631 (0.2570) loss_giou_hybrid: 0.5151 (0.5377) loss_class_0_hybrid: 0.9285 (0.9556) loss_bbox_0_hybrid: 0.2786 (0.2748) loss_giou_0_hybrid: 0.5488 (0.5692) loss_class_1_hybrid: 0.8976 (0.9294) loss_bbox_1_hybrid: 0.2554 (0.2622) loss_giou_1_hybrid: 0.5251 (0.5485) loss_class_2_hybrid: 0.8860 (0.9162) loss_bbox_2_hybrid: 0.2657 (0.2566) loss_giou_2_hybrid: 0.5191 (0.5392) loss_class_3_hybrid: 0.8602 (0.9020) loss_bbox_3_hybrid: 0.2565 (0.2573) loss_giou_3_hybrid: 0.5154 (0.5382) loss_class_4_hybrid: 0.8516 (0.8974) loss_bbox_4_hybrid: 0.2658 (0.2574) loss_giou_4_hybrid: 0.5176 (0.5383) loss_class_enc_hybrid: 0.8567 (0.8819) loss_bbox_enc_hybrid: 0.3400 (0.3390) loss_giou_enc_hybrid: 0.6068 (0.6662) mem: 1019 max mem: 36964 [2024-01-14 16:14:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:15:21 det.util.engine] INFO: Epoch: [1] [1750/11727] eta: 2:56:05 lr: 0.000100 data_time: 0.0035 iter_time: 1.0548 loss: 34.1015 (34.1429) loss_class: 0.8968 (0.9179) loss_bbox: 0.2307 (0.2351) loss_giou: 0.5182 (0.4932) loss_class_0: 1.1572 (1.1928) loss_bbox_0: 0.2285 (0.2328) loss_giou_0: 0.5018 (0.4971) loss_class_1: 1.0404 (1.0558) loss_bbox_1: 0.2235 (0.2329) loss_giou_1: 0.5047 (0.4935) loss_class_2: 0.9487 (0.9849) loss_bbox_2: 0.2192 (0.2306) loss_giou_2: 0.5004 (0.4899) loss_class_3: 0.9129 (0.9395) loss_bbox_3: 0.2277 (0.2330) loss_giou_3: 0.5145 (0.4918) loss_class_4: 0.8781 (0.9192) loss_bbox_4: 0.2304 (0.2346) loss_giou_4: 0.5178 (0.4930) loss_class_enc: 1.0781 (1.0996) loss_bbox_enc: 0.2744 (0.2807) loss_giou_enc: 0.5917 (0.5746) loss_class_dn: 0.4918 (0.5026) loss_bbox_dn: 0.3766 (0.4256) loss_giou_dn: 0.6190 (0.6196) loss_class_dn_0: 0.5100 (0.5177) loss_bbox_dn_0: 0.4841 (0.5312) loss_giou_dn_0: 0.7683 (0.7690) loss_class_dn_1: 0.4875 (0.4967) loss_bbox_dn_1: 0.4120 (0.4520) loss_giou_dn_1: 0.6592 (0.6562) loss_class_dn_2: 0.4754 (0.4893) loss_bbox_dn_2: 0.3768 (0.4320) loss_giou_dn_2: 0.6255 (0.6272) loss_class_dn_3: 0.4795 (0.4919) loss_bbox_dn_3: 0.3778 (0.4271) loss_giou_dn_3: 0.6214 (0.6210) loss_class_dn_4: 0.4840 (0.4971) loss_bbox_dn_4: 0.3766 (0.4256) loss_giou_dn_4: 0.6195 (0.6194) loss_class_hybrid: 0.8676 (0.8982) loss_bbox_hybrid: 0.2589 (0.2567) loss_giou_hybrid: 0.5772 (0.5383) loss_class_0_hybrid: 0.9092 (0.9548) loss_bbox_0_hybrid: 0.2708 (0.2745) loss_giou_0_hybrid: 0.6004 (0.5697) loss_class_1_hybrid: 0.8943 (0.9284) loss_bbox_1_hybrid: 0.2631 (0.2620) loss_giou_1_hybrid: 0.5884 (0.5490) loss_class_2_hybrid: 0.8864 (0.9152) loss_bbox_2_hybrid: 0.2562 (0.2564) loss_giou_2_hybrid: 0.5787 (0.5398) loss_class_3_hybrid: 0.8892 (0.9014) loss_bbox_3_hybrid: 0.2536 (0.2570) loss_giou_3_hybrid: 0.5780 (0.5388) loss_class_4_hybrid: 0.8658 (0.8968) loss_bbox_4_hybrid: 0.2568 (0.2572) loss_giou_4_hybrid: 0.5776 (0.5389) loss_class_enc_hybrid: 0.8530 (0.8812) loss_bbox_enc_hybrid: 0.3189 (0.3385) loss_giou_enc_hybrid: 0.6733 (0.6665) mem: 1033 max mem: 36964 [2024-01-14 16:15:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:16:16 det.util.engine] INFO: Epoch: [1] [1800/11727] eta: 2:55:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.0694 loss: 33.4507 (34.1239) loss_class: 0.8728 (0.9174) loss_bbox: 0.2321 (0.2350) loss_giou: 0.4864 (0.4929) loss_class_0: 1.1789 (1.1925) loss_bbox_0: 0.2297 (0.2326) loss_giou_0: 0.4636 (0.4967) loss_class_1: 1.0547 (1.0553) loss_bbox_1: 0.2159 (0.2327) loss_giou_1: 0.4683 (0.4931) loss_class_2: 0.9499 (0.9845) loss_bbox_2: 0.2265 (0.2305) loss_giou_2: 0.4820 (0.4895) loss_class_3: 0.9042 (0.9390) loss_bbox_3: 0.2340 (0.2329) loss_giou_3: 0.4826 (0.4914) loss_class_4: 0.8881 (0.9187) loss_bbox_4: 0.2305 (0.2345) loss_giou_4: 0.4859 (0.4927) loss_class_enc: 1.0871 (1.0985) loss_bbox_enc: 0.2703 (0.2807) loss_giou_enc: 0.5470 (0.5745) loss_class_dn: 0.4937 (0.5024) loss_bbox_dn: 0.3607 (0.4252) loss_giou_dn: 0.6005 (0.6190) loss_class_dn_0: 0.5163 (0.5177) loss_bbox_dn_0: 0.4537 (0.5308) loss_giou_dn_0: 0.7423 (0.7686) loss_class_dn_1: 0.4901 (0.4966) loss_bbox_dn_1: 0.3768 (0.4517) loss_giou_dn_1: 0.6145 (0.6557) loss_class_dn_2: 0.4829 (0.4892) loss_bbox_dn_2: 0.3675 (0.4317) loss_giou_dn_2: 0.5982 (0.6267) loss_class_dn_3: 0.4892 (0.4918) loss_bbox_dn_3: 0.3626 (0.4267) loss_giou_dn_3: 0.5983 (0.6205) loss_class_dn_4: 0.4902 (0.4970) loss_bbox_dn_4: 0.3606 (0.4252) loss_giou_dn_4: 0.5988 (0.6189) loss_class_hybrid: 0.8945 (0.8979) loss_bbox_hybrid: 0.2508 (0.2566) loss_giou_hybrid: 0.5121 (0.5377) loss_class_0_hybrid: 0.9397 (0.9544) loss_bbox_0_hybrid: 0.2710 (0.2744) loss_giou_0_hybrid: 0.5313 (0.5691) loss_class_1_hybrid: 0.9054 (0.9279) loss_bbox_1_hybrid: 0.2540 (0.2619) loss_giou_1_hybrid: 0.5174 (0.5486) loss_class_2_hybrid: 0.9052 (0.9149) loss_bbox_2_hybrid: 0.2487 (0.2563) loss_giou_2_hybrid: 0.5042 (0.5393) loss_class_3_hybrid: 0.8820 (0.9012) loss_bbox_3_hybrid: 0.2516 (0.2569) loss_giou_3_hybrid: 0.5117 (0.5383) loss_class_4_hybrid: 0.8887 (0.8965) loss_bbox_4_hybrid: 0.2523 (0.2570) loss_giou_4_hybrid: 0.5111 (0.5384) loss_class_enc_hybrid: 0.8771 (0.8810) loss_bbox_enc_hybrid: 0.3314 (0.3384) loss_giou_enc_hybrid: 0.6253 (0.6660) mem: 1029 max mem: 36964 [2024-01-14 16:16:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:17:09 det.util.engine] INFO: Epoch: [1] [1850/11727] eta: 2:54:26 lr: 0.000100 data_time: 0.0035 iter_time: 1.0584 loss: 34.3567 (34.1195) loss_class: 0.9443 (0.9173) loss_bbox: 0.2225 (0.2349) loss_giou: 0.4764 (0.4930) loss_class_0: 1.1796 (1.1920) loss_bbox_0: 0.2336 (0.2326) loss_giou_0: 0.4926 (0.4967) loss_class_1: 1.0461 (1.0551) loss_bbox_1: 0.2237 (0.2328) loss_giou_1: 0.4771 (0.4932) loss_class_2: 1.0361 (0.9843) loss_bbox_2: 0.2195 (0.2304) loss_giou_2: 0.4738 (0.4897) loss_class_3: 0.9802 (0.9388) loss_bbox_3: 0.2198 (0.2328) loss_giou_3: 0.4674 (0.4915) loss_class_4: 0.9170 (0.9186) loss_bbox_4: 0.2201 (0.2344) loss_giou_4: 0.4677 (0.4927) loss_class_enc: 1.0811 (1.0983) loss_bbox_enc: 0.2782 (0.2808) loss_giou_enc: 0.5732 (0.5746) loss_class_dn: 0.4982 (0.5024) loss_bbox_dn: 0.4129 (0.4250) loss_giou_dn: 0.6220 (0.6189) loss_class_dn_0: 0.5186 (0.5176) loss_bbox_dn_0: 0.5526 (0.5306) loss_giou_dn_0: 0.7621 (0.7685) loss_class_dn_1: 0.4918 (0.4966) loss_bbox_dn_1: 0.4607 (0.4514) loss_giou_dn_1: 0.6619 (0.6556) loss_class_dn_2: 0.4856 (0.4892) loss_bbox_dn_2: 0.4315 (0.4314) loss_giou_dn_2: 0.6315 (0.6266) loss_class_dn_3: 0.4842 (0.4916) loss_bbox_dn_3: 0.4118 (0.4265) loss_giou_dn_3: 0.6223 (0.6204) loss_class_dn_4: 0.4934 (0.4969) loss_bbox_dn_4: 0.4129 (0.4249) loss_giou_dn_4: 0.6212 (0.6187) loss_class_hybrid: 0.8839 (0.8978) loss_bbox_hybrid: 0.2478 (0.2566) loss_giou_hybrid: 0.5015 (0.5379) loss_class_0_hybrid: 0.9278 (0.9541) loss_bbox_0_hybrid: 0.2672 (0.2744) loss_giou_0_hybrid: 0.5400 (0.5693) loss_class_1_hybrid: 0.9141 (0.9277) loss_bbox_1_hybrid: 0.2529 (0.2619) loss_giou_1_hybrid: 0.5168 (0.5487) loss_class_2_hybrid: 0.9145 (0.9147) loss_bbox_2_hybrid: 0.2490 (0.2563) loss_giou_2_hybrid: 0.5065 (0.5395) loss_class_3_hybrid: 0.8857 (0.9011) loss_bbox_3_hybrid: 0.2457 (0.2568) loss_giou_3_hybrid: 0.5042 (0.5384) loss_class_4_hybrid: 0.8728 (0.8964) loss_bbox_4_hybrid: 0.2464 (0.2570) loss_giou_4_hybrid: 0.5014 (0.5386) loss_class_enc_hybrid: 0.8710 (0.8810) loss_bbox_enc_hybrid: 0.3353 (0.3383) loss_giou_enc_hybrid: 0.6248 (0.6659) mem: 1015 max mem: 36964 [2024-01-14 16:17:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:18:00 det.util.engine] INFO: Epoch: [1] [1900/11727] eta: 2:53:26 lr: 0.000100 data_time: 0.0032 iter_time: 1.0304 loss: 32.8521 (34.1076) loss_class: 0.8828 (0.9171) loss_bbox: 0.2174 (0.2347) loss_giou: 0.5069 (0.4931) loss_class_0: 1.1658 (1.1917) loss_bbox_0: 0.2022 (0.2323) loss_giou_0: 0.4917 (0.4968) loss_class_1: 0.9833 (1.0540) loss_bbox_1: 0.2120 (0.2326) loss_giou_1: 0.5036 (0.4933) loss_class_2: 0.9361 (0.9837) loss_bbox_2: 0.2125 (0.2302) loss_giou_2: 0.4990 (0.4898) loss_class_3: 0.8971 (0.9384) loss_bbox_3: 0.2176 (0.2326) loss_giou_3: 0.5007 (0.4917) loss_class_4: 0.8889 (0.9184) loss_bbox_4: 0.2154 (0.2342) loss_giou_4: 0.5036 (0.4929) loss_class_enc: 1.0581 (1.0975) loss_bbox_enc: 0.2583 (0.2805) loss_giou_enc: 0.5720 (0.5747) loss_class_dn: 0.4706 (0.5022) loss_bbox_dn: 0.3660 (0.4244) loss_giou_dn: 0.6178 (0.6188) loss_class_dn_0: 0.5085 (0.5176) loss_bbox_dn_0: 0.4572 (0.5301) loss_giou_dn_0: 0.7542 (0.7682) loss_class_dn_1: 0.4916 (0.4965) loss_bbox_dn_1: 0.3928 (0.4509) loss_giou_dn_1: 0.6457 (0.6553) loss_class_dn_2: 0.4720 (0.4890) loss_bbox_dn_2: 0.3680 (0.4309) loss_giou_dn_2: 0.6264 (0.6264) loss_class_dn_3: 0.4734 (0.4914) loss_bbox_dn_3: 0.3668 (0.4259) loss_giou_dn_3: 0.6202 (0.6202) loss_class_dn_4: 0.4696 (0.4967) loss_bbox_dn_4: 0.3660 (0.4244) loss_giou_dn_4: 0.6177 (0.6186) loss_class_hybrid: 0.8738 (0.8977) loss_bbox_hybrid: 0.2360 (0.2563) loss_giou_hybrid: 0.5494 (0.5381) loss_class_0_hybrid: 0.9371 (0.9540) loss_bbox_0_hybrid: 0.2470 (0.2741) loss_giou_0_hybrid: 0.5699 (0.5695) loss_class_1_hybrid: 0.9016 (0.9274) loss_bbox_1_hybrid: 0.2435 (0.2616) loss_giou_1_hybrid: 0.5528 (0.5490) loss_class_2_hybrid: 0.9049 (0.9144) loss_bbox_2_hybrid: 0.2382 (0.2560) loss_giou_2_hybrid: 0.5453 (0.5397) loss_class_3_hybrid: 0.8855 (0.9008) loss_bbox_3_hybrid: 0.2373 (0.2565) loss_giou_3_hybrid: 0.5420 (0.5386) loss_class_4_hybrid: 0.8789 (0.8963) loss_bbox_4_hybrid: 0.2378 (0.2567) loss_giou_4_hybrid: 0.5469 (0.5387) loss_class_enc_hybrid: 0.8588 (0.8809) loss_bbox_enc_hybrid: 0.3125 (0.3379) loss_giou_enc_hybrid: 0.6487 (0.6659) mem: 1021 max mem: 36964 [2024-01-14 16:18:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:18:54 det.util.engine] INFO: Epoch: [1] [1950/11727] eta: 2:52:35 lr: 0.000100 data_time: 0.0034 iter_time: 1.0714 loss: 33.1294 (34.0857) loss_class: 0.8708 (0.9173) loss_bbox: 0.2237 (0.2344) loss_giou: 0.4555 (0.4923) loss_class_0: 1.1378 (1.1920) loss_bbox_0: 0.2082 (0.2319) loss_giou_0: 0.4322 (0.4959) loss_class_1: 1.0022 (1.0542) loss_bbox_1: 0.2237 (0.2322) loss_giou_1: 0.4237 (0.4925) loss_class_2: 0.9157 (0.9837) loss_bbox_2: 0.2155 (0.2298) loss_giou_2: 0.4326 (0.4890) loss_class_3: 0.8552 (0.9385) loss_bbox_3: 0.2287 (0.2323) loss_giou_3: 0.4394 (0.4908) loss_class_4: 0.8774 (0.9187) loss_bbox_4: 0.2232 (0.2338) loss_giou_4: 0.4495 (0.4920) loss_class_enc: 1.0124 (1.0972) loss_bbox_enc: 0.2814 (0.2803) loss_giou_enc: 0.5235 (0.5739) loss_class_dn: 0.4919 (0.5020) loss_bbox_dn: 0.3826 (0.4240) loss_giou_dn: 0.5608 (0.6179) loss_class_dn_0: 0.5190 (0.5177) loss_bbox_dn_0: 0.4812 (0.5298) loss_giou_dn_0: 0.7031 (0.7674) loss_class_dn_1: 0.5003 (0.4963) loss_bbox_dn_1: 0.4126 (0.4505) loss_giou_dn_1: 0.5869 (0.6545) loss_class_dn_2: 0.4861 (0.4888) loss_bbox_dn_2: 0.3920 (0.4304) loss_giou_dn_2: 0.5604 (0.6256) loss_class_dn_3: 0.4884 (0.4912) loss_bbox_dn_3: 0.3850 (0.4255) loss_giou_dn_3: 0.5604 (0.6194) loss_class_dn_4: 0.4916 (0.4965) loss_bbox_dn_4: 0.3825 (0.4240) loss_giou_dn_4: 0.5604 (0.6178) loss_class_hybrid: 0.8347 (0.8976) loss_bbox_hybrid: 0.2532 (0.2561) loss_giou_hybrid: 0.5095 (0.5375) loss_class_0_hybrid: 0.8807 (0.9540) loss_bbox_0_hybrid: 0.2653 (0.2739) loss_giou_0_hybrid: 0.5415 (0.5689) loss_class_1_hybrid: 0.8520 (0.9270) loss_bbox_1_hybrid: 0.2559 (0.2615) loss_giou_1_hybrid: 0.5196 (0.5484) loss_class_2_hybrid: 0.8457 (0.9142) loss_bbox_2_hybrid: 0.2506 (0.2558) loss_giou_2_hybrid: 0.5053 (0.5391) loss_class_3_hybrid: 0.8415 (0.9007) loss_bbox_3_hybrid: 0.2531 (0.2564) loss_giou_3_hybrid: 0.5082 (0.5381) loss_class_4_hybrid: 0.8476 (0.8962) loss_bbox_4_hybrid: 0.2521 (0.2565) loss_giou_4_hybrid: 0.5085 (0.5382) loss_class_enc_hybrid: 0.8293 (0.8807) loss_bbox_enc_hybrid: 0.3313 (0.3375) loss_giou_enc_hybrid: 0.6294 (0.6652) mem: 1016 max mem: 36964 [2024-01-14 16:18:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:19:46 det.util.engine] INFO: Epoch: [1] [2000/11727] eta: 2:51:40 lr: 0.000100 data_time: 0.0032 iter_time: 1.0498 loss: 32.8540 (34.0631) loss_class: 0.8958 (0.9170) loss_bbox: 0.2126 (0.2341) loss_giou: 0.4891 (0.4923) loss_class_0: 1.1119 (1.1913) loss_bbox_0: 0.2151 (0.2316) loss_giou_0: 0.4931 (0.4958) loss_class_1: 0.9881 (1.0532) loss_bbox_1: 0.2242 (0.2319) loss_giou_1: 0.4874 (0.4925) loss_class_2: 0.9213 (0.9831) loss_bbox_2: 0.2012 (0.2295) loss_giou_2: 0.4788 (0.4889) loss_class_3: 0.9100 (0.9381) loss_bbox_3: 0.2147 (0.2320) loss_giou_3: 0.4857 (0.4908) loss_class_4: 0.9062 (0.9183) loss_bbox_4: 0.2161 (0.2335) loss_giou_4: 0.4964 (0.4920) loss_class_enc: 1.0479 (1.0969) loss_bbox_enc: 0.2565 (0.2799) loss_giou_enc: 0.5526 (0.5736) loss_class_dn: 0.4814 (0.5017) loss_bbox_dn: 0.3770 (0.4231) loss_giou_dn: 0.5785 (0.6175) loss_class_dn_0: 0.5173 (0.5177) loss_bbox_dn_0: 0.4483 (0.5289) loss_giou_dn_0: 0.7404 (0.7669) loss_class_dn_1: 0.4886 (0.4962) loss_bbox_dn_1: 0.4027 (0.4496) loss_giou_dn_1: 0.6053 (0.6540) loss_class_dn_2: 0.4773 (0.4887) loss_bbox_dn_2: 0.3779 (0.4295) loss_giou_dn_2: 0.5832 (0.6252) loss_class_dn_3: 0.4784 (0.4911) loss_bbox_dn_3: 0.3791 (0.4246) loss_giou_dn_3: 0.5780 (0.6190) loss_class_dn_4: 0.4793 (0.4963) loss_bbox_dn_4: 0.3769 (0.4231) loss_giou_dn_4: 0.5779 (0.6174) loss_class_hybrid: 0.8610 (0.8970) loss_bbox_hybrid: 0.2299 (0.2558) loss_giou_hybrid: 0.5103 (0.5374) loss_class_0_hybrid: 0.9096 (0.9532) loss_bbox_0_hybrid: 0.2490 (0.2735) loss_giou_0_hybrid: 0.5344 (0.5687) loss_class_1_hybrid: 0.8880 (0.9265) loss_bbox_1_hybrid: 0.2408 (0.2611) loss_giou_1_hybrid: 0.5125 (0.5482) loss_class_2_hybrid: 0.8836 (0.9137) loss_bbox_2_hybrid: 0.2364 (0.2555) loss_giou_2_hybrid: 0.5055 (0.5390) loss_class_3_hybrid: 0.8686 (0.9001) loss_bbox_3_hybrid: 0.2342 (0.2561) loss_giou_3_hybrid: 0.5077 (0.5380) loss_class_4_hybrid: 0.8548 (0.8957) loss_bbox_4_hybrid: 0.2344 (0.2562) loss_giou_4_hybrid: 0.5026 (0.5380) loss_class_enc_hybrid: 0.8732 (0.8806) loss_bbox_enc_hybrid: 0.2937 (0.3370) loss_giou_enc_hybrid: 0.6278 (0.6649) mem: 1021 max mem: 36964 [2024-01-14 16:19:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:20:41 det.util.engine] INFO: Epoch: [1] [2050/11727] eta: 2:50:57 lr: 0.000100 data_time: 0.0034 iter_time: 0.9952 loss: 33.3797 (34.0517) loss_class: 0.8267 (0.9165) loss_bbox: 0.2307 (0.2342) loss_giou: 0.4846 (0.4919) loss_class_0: 1.1364 (1.1911) loss_bbox_0: 0.2252 (0.2317) loss_giou_0: 0.4563 (0.4954) loss_class_1: 1.0024 (1.0528) loss_bbox_1: 0.2249 (0.2320) loss_giou_1: 0.4709 (0.4921) loss_class_2: 0.9344 (0.9828) loss_bbox_2: 0.2326 (0.2296) loss_giou_2: 0.4612 (0.4886) loss_class_3: 0.8700 (0.9377) loss_bbox_3: 0.2380 (0.2321) loss_giou_3: 0.4739 (0.4904) loss_class_4: 0.8465 (0.9179) loss_bbox_4: 0.2320 (0.2336) loss_giou_4: 0.4784 (0.4916) loss_class_enc: 1.0554 (1.0968) loss_bbox_enc: 0.2804 (0.2801) loss_giou_enc: 0.5338 (0.5733) loss_class_dn: 0.4791 (0.5014) loss_bbox_dn: 0.3991 (0.4231) loss_giou_dn: 0.6039 (0.6171) loss_class_dn_0: 0.5169 (0.5177) loss_bbox_dn_0: 0.4927 (0.5290) loss_giou_dn_0: 0.7466 (0.7664) loss_class_dn_1: 0.4824 (0.4961) loss_bbox_dn_1: 0.4287 (0.4497) loss_giou_dn_1: 0.6389 (0.6536) loss_class_dn_2: 0.4680 (0.4885) loss_bbox_dn_2: 0.4083 (0.4296) loss_giou_dn_2: 0.6130 (0.6248) loss_class_dn_3: 0.4714 (0.4909) loss_bbox_dn_3: 0.4032 (0.4246) loss_giou_dn_3: 0.6037 (0.6186) loss_class_dn_4: 0.4748 (0.4960) loss_bbox_dn_4: 0.3989 (0.4231) loss_giou_dn_4: 0.6039 (0.6170) loss_class_hybrid: 0.8359 (0.8967) loss_bbox_hybrid: 0.2484 (0.2559) loss_giou_hybrid: 0.4928 (0.5370) loss_class_0_hybrid: 0.8951 (0.9530) loss_bbox_0_hybrid: 0.2608 (0.2737) loss_giou_0_hybrid: 0.5216 (0.5683) loss_class_1_hybrid: 0.8592 (0.9263) loss_bbox_1_hybrid: 0.2541 (0.2613) loss_giou_1_hybrid: 0.5075 (0.5478) loss_class_2_hybrid: 0.8418 (0.9135) loss_bbox_2_hybrid: 0.2433 (0.2556) loss_giou_2_hybrid: 0.4893 (0.5385) loss_class_3_hybrid: 0.8426 (0.8998) loss_bbox_3_hybrid: 0.2444 (0.2562) loss_giou_3_hybrid: 0.4952 (0.5375) loss_class_4_hybrid: 0.8324 (0.8954) loss_bbox_4_hybrid: 0.2487 (0.2563) loss_giou_4_hybrid: 0.4925 (0.5376) loss_class_enc_hybrid: 0.8459 (0.8806) loss_bbox_enc_hybrid: 0.3354 (0.3372) loss_giou_enc_hybrid: 0.6283 (0.6644) mem: 1019 max mem: 36964 [2024-01-14 16:20:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:21:34 det.util.engine] INFO: Epoch: [1] [2100/11727] eta: 2:50:05 lr: 0.000100 data_time: 0.0033 iter_time: 1.0683 loss: 33.5718 (34.0406) loss_class: 0.8563 (0.9160) loss_bbox: 0.2188 (0.2342) loss_giou: 0.5269 (0.4920) loss_class_0: 1.1008 (1.1900) loss_bbox_0: 0.2141 (0.2316) loss_giou_0: 0.5308 (0.4954) loss_class_1: 0.9688 (1.0524) loss_bbox_1: 0.2182 (0.2319) loss_giou_1: 0.5249 (0.4921) loss_class_2: 0.8994 (0.9824) loss_bbox_2: 0.2193 (0.2295) loss_giou_2: 0.5170 (0.4885) loss_class_3: 0.8752 (0.9373) loss_bbox_3: 0.2221 (0.2320) loss_giou_3: 0.5255 (0.4904) loss_class_4: 0.8611 (0.9175) loss_bbox_4: 0.2215 (0.2336) loss_giou_4: 0.5306 (0.4917) loss_class_enc: 1.0350 (1.0959) loss_bbox_enc: 0.2706 (0.2800) loss_giou_enc: 0.6114 (0.5734) loss_class_dn: 0.4896 (0.5015) loss_bbox_dn: 0.3988 (0.4227) loss_giou_dn: 0.6266 (0.6168) loss_class_dn_0: 0.5206 (0.5178) loss_bbox_dn_0: 0.5019 (0.5285) loss_giou_dn_0: 0.7627 (0.7659) loss_class_dn_1: 0.4992 (0.4961) loss_bbox_dn_1: 0.4208 (0.4492) loss_giou_dn_1: 0.6554 (0.6532) loss_class_dn_2: 0.4830 (0.4885) loss_bbox_dn_2: 0.4053 (0.4291) loss_giou_dn_2: 0.6313 (0.6244) loss_class_dn_3: 0.4860 (0.4909) loss_bbox_dn_3: 0.4002 (0.4242) loss_giou_dn_3: 0.6296 (0.6182) loss_class_dn_4: 0.4862 (0.4961) loss_bbox_dn_4: 0.3988 (0.4227) loss_giou_dn_4: 0.6267 (0.6166) loss_class_hybrid: 0.8338 (0.8964) loss_bbox_hybrid: 0.2474 (0.2560) loss_giou_hybrid: 0.5621 (0.5370) loss_class_0_hybrid: 0.9398 (0.9527) loss_bbox_0_hybrid: 0.2592 (0.2736) loss_giou_0_hybrid: 0.5972 (0.5682) loss_class_1_hybrid: 0.8714 (0.9260) loss_bbox_1_hybrid: 0.2513 (0.2613) loss_giou_1_hybrid: 0.5730 (0.5478) loss_class_2_hybrid: 0.8577 (0.9132) loss_bbox_2_hybrid: 0.2444 (0.2556) loss_giou_2_hybrid: 0.5691 (0.5385) loss_class_3_hybrid: 0.8554 (0.8996) loss_bbox_3_hybrid: 0.2453 (0.2562) loss_giou_3_hybrid: 0.5654 (0.5375) loss_class_4_hybrid: 0.8400 (0.8951) loss_bbox_4_hybrid: 0.2472 (0.2563) loss_giou_4_hybrid: 0.5653 (0.5376) loss_class_enc_hybrid: 0.8686 (0.8803) loss_bbox_enc_hybrid: 0.3275 (0.3372) loss_giou_enc_hybrid: 0.6886 (0.6643) mem: 1040 max mem: 36964 [2024-01-14 16:21:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:22:26 det.util.engine] INFO: Epoch: [1] [2150/11727] eta: 2:49:08 lr: 0.000100 data_time: 0.0036 iter_time: 1.0370 loss: 32.8848 (34.0419) loss_class: 0.9027 (0.9169) loss_bbox: 0.2053 (0.2340) loss_giou: 0.4821 (0.4919) loss_class_0: 1.1413 (1.1904) loss_bbox_0: 0.2107 (0.2314) loss_giou_0: 0.4978 (0.4953) loss_class_1: 0.9975 (1.0526) loss_bbox_1: 0.2092 (0.2317) loss_giou_1: 0.5084 (0.4921) loss_class_2: 0.9393 (0.9830) loss_bbox_2: 0.2010 (0.2293) loss_giou_2: 0.4939 (0.4884) loss_class_3: 0.8881 (0.9379) loss_bbox_3: 0.2030 (0.2318) loss_giou_3: 0.4828 (0.4903) loss_class_4: 0.9103 (0.9183) loss_bbox_4: 0.2050 (0.2334) loss_giou_4: 0.4822 (0.4916) loss_class_enc: 1.0907 (1.0960) loss_bbox_enc: 0.2518 (0.2798) loss_giou_enc: 0.5527 (0.5732) loss_class_dn: 0.4843 (0.5015) loss_bbox_dn: 0.4039 (0.4224) loss_giou_dn: 0.5975 (0.6167) loss_class_dn_0: 0.5070 (0.5178) loss_bbox_dn_0: 0.5020 (0.5282) loss_giou_dn_0: 0.7564 (0.7658) loss_class_dn_1: 0.4923 (0.4962) loss_bbox_dn_1: 0.4251 (0.4489) loss_giou_dn_1: 0.6465 (0.6531) loss_class_dn_2: 0.4838 (0.4886) loss_bbox_dn_2: 0.4098 (0.4288) loss_giou_dn_2: 0.6136 (0.6243) loss_class_dn_3: 0.4805 (0.4909) loss_bbox_dn_3: 0.4055 (0.4239) loss_giou_dn_3: 0.6001 (0.6181) loss_class_dn_4: 0.4836 (0.4961) loss_bbox_dn_4: 0.4040 (0.4224) loss_giou_dn_4: 0.5974 (0.6165) loss_class_hybrid: 0.8720 (0.8971) loss_bbox_hybrid: 0.2314 (0.2557) loss_giou_hybrid: 0.5345 (0.5370) loss_class_0_hybrid: 0.9331 (0.9533) loss_bbox_0_hybrid: 0.2401 (0.2733) loss_giou_0_hybrid: 0.5635 (0.5681) loss_class_1_hybrid: 0.8826 (0.9266) loss_bbox_1_hybrid: 0.2310 (0.2611) loss_giou_1_hybrid: 0.5385 (0.5477) loss_class_2_hybrid: 0.8840 (0.9137) loss_bbox_2_hybrid: 0.2278 (0.2554) loss_giou_2_hybrid: 0.5425 (0.5385) loss_class_3_hybrid: 0.8726 (0.9003) loss_bbox_3_hybrid: 0.2318 (0.2560) loss_giou_3_hybrid: 0.5354 (0.5375) loss_class_4_hybrid: 0.8837 (0.8957) loss_bbox_4_hybrid: 0.2325 (0.2561) loss_giou_4_hybrid: 0.5380 (0.5376) loss_class_enc_hybrid: 0.8563 (0.8805) loss_bbox_enc_hybrid: 0.3075 (0.3369) loss_giou_enc_hybrid: 0.6709 (0.6642) mem: 1020 max mem: 36964 [2024-01-14 16:22:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:23:18 det.util.engine] INFO: Epoch: [1] [2200/11727] eta: 2:48:10 lr: 0.000100 data_time: 0.0030 iter_time: 1.0543 loss: 34.2658 (34.0521) loss_class: 0.9263 (0.9172) loss_bbox: 0.2121 (0.2342) loss_giou: 0.4421 (0.4916) loss_class_0: 1.2574 (1.1907) loss_bbox_0: 0.2133 (0.2316) loss_giou_0: 0.4376 (0.4951) loss_class_1: 1.0883 (1.0529) loss_bbox_1: 0.2096 (0.2318) loss_giou_1: 0.4459 (0.4917) loss_class_2: 1.0021 (0.9835) loss_bbox_2: 0.2066 (0.2294) loss_giou_2: 0.4443 (0.4881) loss_class_3: 0.9351 (0.9382) loss_bbox_3: 0.2113 (0.2320) loss_giou_3: 0.4531 (0.4901) loss_class_4: 0.9555 (0.9187) loss_bbox_4: 0.2131 (0.2336) loss_giou_4: 0.4505 (0.4913) loss_class_enc: 1.1416 (1.0964) loss_bbox_enc: 0.3003 (0.2802) loss_giou_enc: 0.5455 (0.5730) loss_class_dn: 0.5105 (0.5015) loss_bbox_dn: 0.4304 (0.4235) loss_giou_dn: 0.5802 (0.6164) loss_class_dn_0: 0.5187 (0.5178) loss_bbox_dn_0: 0.5532 (0.5294) loss_giou_dn_0: 0.7273 (0.7656) loss_class_dn_1: 0.5090 (0.4963) loss_bbox_dn_1: 0.4712 (0.4500) loss_giou_dn_1: 0.6184 (0.6528) loss_class_dn_2: 0.4927 (0.4886) loss_bbox_dn_2: 0.4400 (0.4299) loss_giou_dn_2: 0.5885 (0.6240) loss_class_dn_3: 0.4933 (0.4909) loss_bbox_dn_3: 0.4337 (0.4250) loss_giou_dn_3: 0.5825 (0.6178) loss_class_dn_4: 0.5050 (0.4961) loss_bbox_dn_4: 0.4305 (0.4235) loss_giou_dn_4: 0.5801 (0.6163) loss_class_hybrid: 0.9279 (0.8976) loss_bbox_hybrid: 0.2420 (0.2560) loss_giou_hybrid: 0.4652 (0.5367) loss_class_0_hybrid: 1.0302 (0.9539) loss_bbox_0_hybrid: 0.2568 (0.2736) loss_giou_0_hybrid: 0.4914 (0.5677) loss_class_1_hybrid: 0.9850 (0.9272) loss_bbox_1_hybrid: 0.2371 (0.2613) loss_giou_1_hybrid: 0.4700 (0.5473) loss_class_2_hybrid: 0.9278 (0.9141) loss_bbox_2_hybrid: 0.2401 (0.2557) loss_giou_2_hybrid: 0.4664 (0.5382) loss_class_3_hybrid: 0.9226 (0.9007) loss_bbox_3_hybrid: 0.2403 (0.2563) loss_giou_3_hybrid: 0.4646 (0.5372) loss_class_4_hybrid: 0.9211 (0.8962) loss_bbox_4_hybrid: 0.2402 (0.2564) loss_giou_4_hybrid: 0.4632 (0.5373) loss_class_enc_hybrid: 0.9338 (0.8811) loss_bbox_enc_hybrid: 0.3359 (0.3373) loss_giou_enc_hybrid: 0.5995 (0.6638) mem: 1025 max mem: 36964 [2024-01-14 16:23:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:24:11 det.util.engine] INFO: Epoch: [1] [2250/11727] eta: 2:47:16 lr: 0.000100 data_time: 0.0030 iter_time: 1.0646 loss: 32.4061 (34.0413) loss_class: 0.8389 (0.9166) loss_bbox: 0.2311 (0.2341) loss_giou: 0.4665 (0.4916) loss_class_0: 1.1492 (1.1906) loss_bbox_0: 0.2136 (0.2315) loss_giou_0: 0.4497 (0.4949) loss_class_1: 0.9798 (1.0524) loss_bbox_1: 0.2353 (0.2318) loss_giou_1: 0.4465 (0.4916) loss_class_2: 0.9442 (0.9830) loss_bbox_2: 0.2181 (0.2293) loss_giou_2: 0.4581 (0.4880) loss_class_3: 0.8739 (0.9376) loss_bbox_3: 0.2224 (0.2319) loss_giou_3: 0.4705 (0.4900) loss_class_4: 0.8158 (0.9181) loss_bbox_4: 0.2269 (0.2335) loss_giou_4: 0.4733 (0.4913) loss_class_enc: 1.0507 (1.0959) loss_bbox_enc: 0.2706 (0.2801) loss_giou_enc: 0.5411 (0.5728) loss_class_dn: 0.4808 (0.5016) loss_bbox_dn: 0.3980 (0.4233) loss_giou_dn: 0.6046 (0.6163) loss_class_dn_0: 0.5169 (0.5179) loss_bbox_dn_0: 0.4873 (0.5291) loss_giou_dn_0: 0.7434 (0.7654) loss_class_dn_1: 0.4886 (0.4964) loss_bbox_dn_1: 0.4240 (0.4497) loss_giou_dn_1: 0.6460 (0.6526) loss_class_dn_2: 0.4732 (0.4886) loss_bbox_dn_2: 0.4056 (0.4297) loss_giou_dn_2: 0.6169 (0.6239) loss_class_dn_3: 0.4679 (0.4910) loss_bbox_dn_3: 0.3970 (0.4248) loss_giou_dn_3: 0.6061 (0.6178) loss_class_dn_4: 0.4758 (0.4961) loss_bbox_dn_4: 0.3982 (0.4233) loss_giou_dn_4: 0.6045 (0.6162) loss_class_hybrid: 0.8177 (0.8971) loss_bbox_hybrid: 0.2387 (0.2560) loss_giou_hybrid: 0.5160 (0.5365) loss_class_0_hybrid: 0.9119 (0.9539) loss_bbox_0_hybrid: 0.2458 (0.2735) loss_giou_0_hybrid: 0.5367 (0.5674) loss_class_1_hybrid: 0.8537 (0.9269) loss_bbox_1_hybrid: 0.2447 (0.2612) loss_giou_1_hybrid: 0.5274 (0.5471) loss_class_2_hybrid: 0.8332 (0.9138) loss_bbox_2_hybrid: 0.2457 (0.2557) loss_giou_2_hybrid: 0.5188 (0.5380) loss_class_3_hybrid: 0.8129 (0.9003) loss_bbox_3_hybrid: 0.2391 (0.2562) loss_giou_3_hybrid: 0.5150 (0.5370) loss_class_4_hybrid: 0.8282 (0.8958) loss_bbox_4_hybrid: 0.2357 (0.2563) loss_giou_4_hybrid: 0.5145 (0.5371) loss_class_enc_hybrid: 0.8394 (0.8810) loss_bbox_enc_hybrid: 0.3199 (0.3370) loss_giou_enc_hybrid: 0.6276 (0.6634) mem: 1017 max mem: 36964 [2024-01-14 16:24:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:25:03 det.util.engine] INFO: Epoch: [1] [2300/11727] eta: 2:46:19 lr: 0.000100 data_time: 0.0029 iter_time: 1.0471 loss: 33.2946 (34.0365) loss_class: 0.9195 (0.9168) loss_bbox: 0.2096 (0.2338) loss_giou: 0.4848 (0.4915) loss_class_0: 1.1383 (1.1906) loss_bbox_0: 0.2011 (0.2312) loss_giou_0: 0.4636 (0.4948) loss_class_1: 0.9975 (1.0525) loss_bbox_1: 0.1967 (0.2315) loss_giou_1: 0.4620 (0.4915) loss_class_2: 0.9893 (0.9832) loss_bbox_2: 0.1996 (0.2290) loss_giou_2: 0.4640 (0.4879) loss_class_3: 0.9469 (0.9380) loss_bbox_3: 0.2049 (0.2316) loss_giou_3: 0.4745 (0.4899) loss_class_4: 0.9144 (0.9183) loss_bbox_4: 0.2149 (0.2332) loss_giou_4: 0.4852 (0.4912) loss_class_enc: 1.0768 (1.0958) loss_bbox_enc: 0.2452 (0.2798) loss_giou_enc: 0.5633 (0.5727) loss_class_dn: 0.5076 (0.5015) loss_bbox_dn: 0.3843 (0.4231) loss_giou_dn: 0.6140 (0.6163) loss_class_dn_0: 0.5145 (0.5178) loss_bbox_dn_0: 0.4711 (0.5287) loss_giou_dn_0: 0.7664 (0.7653) loss_class_dn_1: 0.4974 (0.4962) loss_bbox_dn_1: 0.4060 (0.4494) loss_giou_dn_1: 0.6527 (0.6526) loss_class_dn_2: 0.4927 (0.4885) loss_bbox_dn_2: 0.3902 (0.4294) loss_giou_dn_2: 0.6247 (0.6239) loss_class_dn_3: 0.4929 (0.4908) loss_bbox_dn_3: 0.3866 (0.4245) loss_giou_dn_3: 0.6141 (0.6177) loss_class_dn_4: 0.4998 (0.4960) loss_bbox_dn_4: 0.3842 (0.4230) loss_giou_dn_4: 0.6135 (0.6162) loss_class_hybrid: 0.8503 (0.8972) loss_bbox_hybrid: 0.2274 (0.2558) loss_giou_hybrid: 0.5314 (0.5366) loss_class_0_hybrid: 0.9281 (0.9539) loss_bbox_0_hybrid: 0.2527 (0.2733) loss_giou_0_hybrid: 0.5391 (0.5674) loss_class_1_hybrid: 0.8803 (0.9269) loss_bbox_1_hybrid: 0.2330 (0.2610) loss_giou_1_hybrid: 0.5293 (0.5472) loss_class_2_hybrid: 0.8803 (0.9138) loss_bbox_2_hybrid: 0.2306 (0.2555) loss_giou_2_hybrid: 0.5344 (0.5381) loss_class_3_hybrid: 0.8587 (0.9003) loss_bbox_3_hybrid: 0.2303 (0.2560) loss_giou_3_hybrid: 0.5336 (0.5371) loss_class_4_hybrid: 0.8563 (0.8959) loss_bbox_4_hybrid: 0.2296 (0.2561) loss_giou_4_hybrid: 0.5335 (0.5372) loss_class_enc_hybrid: 0.8764 (0.8810) loss_bbox_enc_hybrid: 0.3143 (0.3368) loss_giou_enc_hybrid: 0.6309 (0.6634) mem: 1011 max mem: 36964 [2024-01-14 16:25:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:25:55 det.util.engine] INFO: Epoch: [1] [2350/11727] eta: 2:45:23 lr: 0.000100 data_time: 0.0030 iter_time: 1.0267 loss: 34.6915 (34.0425) loss_class: 0.9259 (0.9173) loss_bbox: 0.2428 (0.2339) loss_giou: 0.5140 (0.4916) loss_class_0: 1.1449 (1.1907) loss_bbox_0: 0.2384 (0.2313) loss_giou_0: 0.4981 (0.4948) loss_class_1: 1.0401 (1.0526) loss_bbox_1: 0.2433 (0.2315) loss_giou_1: 0.4979 (0.4915) loss_class_2: 0.9774 (0.9836) loss_bbox_2: 0.2395 (0.2291) loss_giou_2: 0.4975 (0.4880) loss_class_3: 0.9167 (0.9385) loss_bbox_3: 0.2374 (0.2316) loss_giou_3: 0.5068 (0.4900) loss_class_4: 0.9098 (0.9189) loss_bbox_4: 0.2406 (0.2332) loss_giou_4: 0.5082 (0.4913) loss_class_enc: 1.1148 (1.0960) loss_bbox_enc: 0.2794 (0.2799) loss_giou_enc: 0.5832 (0.5728) loss_class_dn: 0.5021 (0.5015) loss_bbox_dn: 0.3924 (0.4230) loss_giou_dn: 0.6387 (0.6162) loss_class_dn_0: 0.5085 (0.5179) loss_bbox_dn_0: 0.4881 (0.5286) loss_giou_dn_0: 0.7695 (0.7649) loss_class_dn_1: 0.4845 (0.4963) loss_bbox_dn_1: 0.4353 (0.4493) loss_giou_dn_1: 0.6732 (0.6524) loss_class_dn_2: 0.4845 (0.4886) loss_bbox_dn_2: 0.4078 (0.4293) loss_giou_dn_2: 0.6428 (0.6237) loss_class_dn_3: 0.4865 (0.4908) loss_bbox_dn_3: 0.3962 (0.4244) loss_giou_dn_3: 0.6405 (0.6176) loss_class_dn_4: 0.4910 (0.4960) loss_bbox_dn_4: 0.3921 (0.4230) loss_giou_dn_4: 0.6387 (0.6160) loss_class_hybrid: 0.8530 (0.8973) loss_bbox_hybrid: 0.2767 (0.2561) loss_giou_hybrid: 0.5831 (0.5369) loss_class_0_hybrid: 0.9002 (0.9540) loss_bbox_0_hybrid: 0.2883 (0.2735) loss_giou_0_hybrid: 0.6057 (0.5676) loss_class_1_hybrid: 0.8627 (0.9268) loss_bbox_1_hybrid: 0.2833 (0.2613) loss_giou_1_hybrid: 0.5902 (0.5475) loss_class_2_hybrid: 0.8472 (0.9138) loss_bbox_2_hybrid: 0.2742 (0.2558) loss_giou_2_hybrid: 0.5838 (0.5384) loss_class_3_hybrid: 0.8571 (0.9004) loss_bbox_3_hybrid: 0.2775 (0.2563) loss_giou_3_hybrid: 0.5867 (0.5374) loss_class_4_hybrid: 0.8436 (0.8960) loss_bbox_4_hybrid: 0.2809 (0.2564) loss_giou_4_hybrid: 0.5816 (0.5375) loss_class_enc_hybrid: 0.8514 (0.8811) loss_bbox_enc_hybrid: 0.3463 (0.3370) loss_giou_enc_hybrid: 0.6862 (0.6636) mem: 1035 max mem: 36964 [2024-01-14 16:25:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:26:48 det.util.engine] INFO: Epoch: [1] [2400/11727] eta: 2:44:28 lr: 0.000100 data_time: 0.0031 iter_time: 1.0392 loss: 33.6886 (34.0394) loss_class: 0.9050 (0.9174) loss_bbox: 0.2249 (0.2340) loss_giou: 0.4669 (0.4911) loss_class_0: 1.1919 (1.1909) loss_bbox_0: 0.2240 (0.2314) loss_giou_0: 0.4762 (0.4943) loss_class_1: 1.0383 (1.0529) loss_bbox_1: 0.2243 (0.2316) loss_giou_1: 0.4902 (0.4910) loss_class_2: 0.9631 (0.9837) loss_bbox_2: 0.2154 (0.2292) loss_giou_2: 0.4533 (0.4875) loss_class_3: 0.9355 (0.9386) loss_bbox_3: 0.2255 (0.2318) loss_giou_3: 0.4547 (0.4895) loss_class_4: 0.9214 (0.9190) loss_bbox_4: 0.2216 (0.2333) loss_giou_4: 0.4682 (0.4908) loss_class_enc: 1.0801 (1.0964) loss_bbox_enc: 0.2680 (0.2799) loss_giou_enc: 0.5666 (0.5724) loss_class_dn: 0.5035 (0.5013) loss_bbox_dn: 0.4105 (0.4235) loss_giou_dn: 0.6167 (0.6158) loss_class_dn_0: 0.5287 (0.5179) loss_bbox_dn_0: 0.5222 (0.5293) loss_giou_dn_0: 0.7610 (0.7646) loss_class_dn_1: 0.5008 (0.4962) loss_bbox_dn_1: 0.4460 (0.4499) loss_giou_dn_1: 0.6537 (0.6521) loss_class_dn_2: 0.4870 (0.4884) loss_bbox_dn_2: 0.4064 (0.4298) loss_giou_dn_2: 0.6289 (0.6234) loss_class_dn_3: 0.4899 (0.4907) loss_bbox_dn_3: 0.4106 (0.4249) loss_giou_dn_3: 0.6187 (0.6173) loss_class_dn_4: 0.4911 (0.4958) loss_bbox_dn_4: 0.4105 (0.4235) loss_giou_dn_4: 0.6171 (0.6157) loss_class_hybrid: 0.9424 (0.8977) loss_bbox_hybrid: 0.2403 (0.2560) loss_giou_hybrid: 0.5082 (0.5362) loss_class_0_hybrid: 0.9801 (0.9546) loss_bbox_0_hybrid: 0.2506 (0.2734) loss_giou_0_hybrid: 0.5454 (0.5669) loss_class_1_hybrid: 0.9567 (0.9272) loss_bbox_1_hybrid: 0.2424 (0.2613) loss_giou_1_hybrid: 0.5223 (0.5468) loss_class_2_hybrid: 0.9518 (0.9142) loss_bbox_2_hybrid: 0.2346 (0.2557) loss_giou_2_hybrid: 0.5079 (0.5377) loss_class_3_hybrid: 0.9311 (0.9008) loss_bbox_3_hybrid: 0.2346 (0.2563) loss_giou_3_hybrid: 0.5090 (0.5367) loss_class_4_hybrid: 0.9436 (0.8965) loss_bbox_4_hybrid: 0.2380 (0.2564) loss_giou_4_hybrid: 0.5076 (0.5368) loss_class_enc_hybrid: 0.8960 (0.8817) loss_bbox_enc_hybrid: 0.3077 (0.3369) loss_giou_enc_hybrid: 0.6439 (0.6628) mem: 1024 max mem: 36964 [2024-01-14 16:26:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:27:41 det.util.engine] INFO: Epoch: [1] [2450/11727] eta: 2:43:36 lr: 0.000100 data_time: 0.0031 iter_time: 1.0569 loss: 32.8535 (34.0355) loss_class: 0.8577 (0.9174) loss_bbox: 0.2128 (0.2339) loss_giou: 0.4829 (0.4911) loss_class_0: 1.1610 (1.1907) loss_bbox_0: 0.2082 (0.2312) loss_giou_0: 0.4783 (0.4943) loss_class_1: 0.9820 (1.0527) loss_bbox_1: 0.2152 (0.2315) loss_giou_1: 0.4835 (0.4911) loss_class_2: 0.8881 (0.9835) loss_bbox_2: 0.2050 (0.2291) loss_giou_2: 0.4841 (0.4875) loss_class_3: 0.8808 (0.9386) loss_bbox_3: 0.2045 (0.2317) loss_giou_3: 0.4782 (0.4895) loss_class_4: 0.8618 (0.9191) loss_bbox_4: 0.2069 (0.2332) loss_giou_4: 0.4818 (0.4908) loss_class_enc: 1.0140 (1.0963) loss_bbox_enc: 0.2588 (0.2798) loss_giou_enc: 0.5597 (0.5723) loss_class_dn: 0.4756 (0.5012) loss_bbox_dn: 0.3843 (0.4234) loss_giou_dn: 0.6208 (0.6158) loss_class_dn_0: 0.5089 (0.5179) loss_bbox_dn_0: 0.4855 (0.5290) loss_giou_dn_0: 0.7624 (0.7644) loss_class_dn_1: 0.4825 (0.4961) loss_bbox_dn_1: 0.4067 (0.4497) loss_giou_dn_1: 0.6456 (0.6521) loss_class_dn_2: 0.4725 (0.4883) loss_bbox_dn_2: 0.3900 (0.4296) loss_giou_dn_2: 0.6240 (0.6234) loss_class_dn_3: 0.4713 (0.4905) loss_bbox_dn_3: 0.3854 (0.4248) loss_giou_dn_3: 0.6224 (0.6173) loss_class_dn_4: 0.4715 (0.4957) loss_bbox_dn_4: 0.3844 (0.4234) loss_giou_dn_4: 0.6209 (0.6157) loss_class_hybrid: 0.8710 (0.8977) loss_bbox_hybrid: 0.2307 (0.2559) loss_giou_hybrid: 0.5107 (0.5363) loss_class_0_hybrid: 0.9092 (0.9546) loss_bbox_0_hybrid: 0.2497 (0.2733) loss_giou_0_hybrid: 0.5382 (0.5668) loss_class_1_hybrid: 0.8823 (0.9271) loss_bbox_1_hybrid: 0.2400 (0.2612) loss_giou_1_hybrid: 0.5255 (0.5468) loss_class_2_hybrid: 0.8589 (0.9142) loss_bbox_2_hybrid: 0.2356 (0.2557) loss_giou_2_hybrid: 0.5152 (0.5378) loss_class_3_hybrid: 0.8631 (0.9008) loss_bbox_3_hybrid: 0.2335 (0.2562) loss_giou_3_hybrid: 0.5165 (0.5368) loss_class_4_hybrid: 0.8831 (0.8965) loss_bbox_4_hybrid: 0.2348 (0.2563) loss_giou_4_hybrid: 0.5190 (0.5368) loss_class_enc_hybrid: 0.8303 (0.8818) loss_bbox_enc_hybrid: 0.2983 (0.3367) loss_giou_enc_hybrid: 0.6313 (0.6627) mem: 1026 max mem: 36964 [2024-01-14 16:27:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:28:33 det.util.engine] INFO: Epoch: [1] [2500/11727] eta: 2:42:40 lr: 0.000100 data_time: 0.0033 iter_time: 1.0336 loss: 33.2392 (34.0189) loss_class: 0.9132 (0.9171) loss_bbox: 0.2121 (0.2336) loss_giou: 0.4839 (0.4908) loss_class_0: 1.1257 (1.1902) loss_bbox_0: 0.2254 (0.2310) loss_giou_0: 0.5009 (0.4941) loss_class_1: 1.0369 (1.0524) loss_bbox_1: 0.2109 (0.2313) loss_giou_1: 0.4953 (0.4908) loss_class_2: 0.9947 (0.9833) loss_bbox_2: 0.1960 (0.2288) loss_giou_2: 0.4803 (0.4873) loss_class_3: 0.9352 (0.9384) loss_bbox_3: 0.2124 (0.2314) loss_giou_3: 0.4862 (0.4892) loss_class_4: 0.9132 (0.9189) loss_bbox_4: 0.2114 (0.2329) loss_giou_4: 0.4866 (0.4905) loss_class_enc: 1.0295 (1.0958) loss_bbox_enc: 0.2710 (0.2795) loss_giou_enc: 0.5522 (0.5720) loss_class_dn: 0.4882 (0.5010) loss_bbox_dn: 0.3830 (0.4229) loss_giou_dn: 0.6253 (0.6155) loss_class_dn_0: 0.5058 (0.5179) loss_bbox_dn_0: 0.4540 (0.5284) loss_giou_dn_0: 0.7611 (0.7640) loss_class_dn_1: 0.4828 (0.4960) loss_bbox_dn_1: 0.3990 (0.4491) loss_giou_dn_1: 0.6545 (0.6517) loss_class_dn_2: 0.4804 (0.4882) loss_bbox_dn_2: 0.3859 (0.4291) loss_giou_dn_2: 0.6291 (0.6231) loss_class_dn_3: 0.4773 (0.4903) loss_bbox_dn_3: 0.3838 (0.4243) loss_giou_dn_3: 0.6250 (0.6170) loss_class_dn_4: 0.4827 (0.4955) loss_bbox_dn_4: 0.3832 (0.4229) loss_giou_dn_4: 0.6252 (0.6154) loss_class_hybrid: 0.8517 (0.8973) loss_bbox_hybrid: 0.2531 (0.2557) loss_giou_hybrid: 0.5580 (0.5361) loss_class_0_hybrid: 0.8893 (0.9542) loss_bbox_0_hybrid: 0.2786 (0.2731) loss_giou_0_hybrid: 0.5955 (0.5667) loss_class_1_hybrid: 0.8556 (0.9268) loss_bbox_1_hybrid: 0.2603 (0.2611) loss_giou_1_hybrid: 0.5691 (0.5467) loss_class_2_hybrid: 0.8653 (0.9139) loss_bbox_2_hybrid: 0.2493 (0.2555) loss_giou_2_hybrid: 0.5595 (0.5376) loss_class_3_hybrid: 0.8639 (0.9005) loss_bbox_3_hybrid: 0.2496 (0.2560) loss_giou_3_hybrid: 0.5593 (0.5366) loss_class_4_hybrid: 0.8386 (0.8961) loss_bbox_4_hybrid: 0.2522 (0.2561) loss_giou_4_hybrid: 0.5596 (0.5367) loss_class_enc_hybrid: 0.8054 (0.8816) loss_bbox_enc_hybrid: 0.3239 (0.3364) loss_giou_enc_hybrid: 0.6591 (0.6624) mem: 1024 max mem: 36964 [2024-01-14 16:28:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:29:25 det.util.engine] INFO: Epoch: [1] [2550/11727] eta: 2:41:45 lr: 0.000100 data_time: 0.0028 iter_time: 1.0217 loss: 33.7675 (34.0195) loss_class: 0.9073 (0.9171) loss_bbox: 0.2363 (0.2338) loss_giou: 0.4353 (0.4904) loss_class_0: 1.1949 (1.1903) loss_bbox_0: 0.2342 (0.2312) loss_giou_0: 0.4404 (0.4938) loss_class_1: 1.0385 (1.0525) loss_bbox_1: 0.2453 (0.2315) loss_giou_1: 0.4479 (0.4905) loss_class_2: 0.9645 (0.9832) loss_bbox_2: 0.2393 (0.2290) loss_giou_2: 0.4341 (0.4870) loss_class_3: 0.9319 (0.9384) loss_bbox_3: 0.2387 (0.2315) loss_giou_3: 0.4246 (0.4888) loss_class_4: 0.9221 (0.9189) loss_bbox_4: 0.2375 (0.2331) loss_giou_4: 0.4288 (0.4901) loss_class_enc: 1.0897 (1.0954) loss_bbox_enc: 0.2909 (0.2797) loss_giou_enc: 0.5217 (0.5717) loss_class_dn: 0.4904 (0.5009) loss_bbox_dn: 0.4352 (0.4235) loss_giou_dn: 0.5810 (0.6153) loss_class_dn_0: 0.5212 (0.5179) loss_bbox_dn_0: 0.5487 (0.5290) loss_giou_dn_0: 0.7274 (0.7637) loss_class_dn_1: 0.4904 (0.4959) loss_bbox_dn_1: 0.4703 (0.4498) loss_giou_dn_1: 0.6120 (0.6515) loss_class_dn_2: 0.4837 (0.4881) loss_bbox_dn_2: 0.4424 (0.4297) loss_giou_dn_2: 0.5898 (0.6228) loss_class_dn_3: 0.4805 (0.4902) loss_bbox_dn_3: 0.4364 (0.4249) loss_giou_dn_3: 0.5810 (0.6167) loss_class_dn_4: 0.4820 (0.4954) loss_bbox_dn_4: 0.4352 (0.4235) loss_giou_dn_4: 0.5803 (0.6151) loss_class_hybrid: 0.9053 (0.8974) loss_bbox_hybrid: 0.2528 (0.2560) loss_giou_hybrid: 0.4693 (0.5358) loss_class_0_hybrid: 0.9476 (0.9542) loss_bbox_0_hybrid: 0.2860 (0.2735) loss_giou_0_hybrid: 0.4893 (0.5664) loss_class_1_hybrid: 0.9118 (0.9269) loss_bbox_1_hybrid: 0.2652 (0.2614) loss_giou_1_hybrid: 0.4706 (0.5464) loss_class_2_hybrid: 0.9111 (0.9140) loss_bbox_2_hybrid: 0.2606 (0.2558) loss_giou_2_hybrid: 0.4592 (0.5373) loss_class_3_hybrid: 0.8887 (0.9005) loss_bbox_3_hybrid: 0.2540 (0.2563) loss_giou_3_hybrid: 0.4707 (0.5363) loss_class_4_hybrid: 0.8961 (0.8962) loss_bbox_4_hybrid: 0.2550 (0.2563) loss_giou_4_hybrid: 0.4712 (0.5363) loss_class_enc_hybrid: 0.9131 (0.8816) loss_bbox_enc_hybrid: 0.3447 (0.3367) loss_giou_enc_hybrid: 0.5771 (0.6620) mem: 1027 max mem: 36964 [2024-01-14 16:29:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:30:17 det.util.engine] INFO: Epoch: [1] [2600/11727] eta: 2:40:50 lr: 0.000100 data_time: 0.0033 iter_time: 1.0476 loss: 34.0165 (34.0098) loss_class: 0.9450 (0.9169) loss_bbox: 0.2082 (0.2337) loss_giou: 0.4357 (0.4901) loss_class_0: 1.1882 (1.1900) loss_bbox_0: 0.2203 (0.2310) loss_giou_0: 0.4597 (0.4935) loss_class_1: 1.0505 (1.0522) loss_bbox_1: 0.2069 (0.2313) loss_giou_1: 0.4389 (0.4902) loss_class_2: 0.9997 (0.9829) loss_bbox_2: 0.2049 (0.2289) loss_giou_2: 0.4370 (0.4867) loss_class_3: 0.9555 (0.9383) loss_bbox_3: 0.2091 (0.2314) loss_giou_3: 0.4339 (0.4885) loss_class_4: 0.9626 (0.9188) loss_bbox_4: 0.2077 (0.2329) loss_giou_4: 0.4354 (0.4898) loss_class_enc: 1.1292 (1.0955) loss_bbox_enc: 0.2638 (0.2796) loss_giou_enc: 0.5288 (0.5713) loss_class_dn: 0.5041 (0.5008) loss_bbox_dn: 0.4871 (0.4237) loss_giou_dn: 0.5795 (0.6148) loss_class_dn_0: 0.5209 (0.5179) loss_bbox_dn_0: 0.5855 (0.5293) loss_giou_dn_0: 0.7363 (0.7632) loss_class_dn_1: 0.5000 (0.4959) loss_bbox_dn_1: 0.5093 (0.4499) loss_giou_dn_1: 0.6189 (0.6509) loss_class_dn_2: 0.4879 (0.4880) loss_bbox_dn_2: 0.4960 (0.4299) loss_giou_dn_2: 0.5884 (0.6223) loss_class_dn_3: 0.4904 (0.4901) loss_bbox_dn_3: 0.4910 (0.4251) loss_giou_dn_3: 0.5825 (0.6162) loss_class_dn_4: 0.4967 (0.4953) loss_bbox_dn_4: 0.4868 (0.4236) loss_giou_dn_4: 0.5796 (0.6146) loss_class_hybrid: 0.9419 (0.8974) loss_bbox_hybrid: 0.2451 (0.2559) loss_giou_hybrid: 0.4752 (0.5354) loss_class_0_hybrid: 1.0041 (0.9543) loss_bbox_0_hybrid: 0.2793 (0.2734) loss_giou_0_hybrid: 0.5190 (0.5660) loss_class_1_hybrid: 0.9750 (0.9272) loss_bbox_1_hybrid: 0.2505 (0.2613) loss_giou_1_hybrid: 0.4932 (0.5460) loss_class_2_hybrid: 0.9549 (0.9141) loss_bbox_2_hybrid: 0.2494 (0.2557) loss_giou_2_hybrid: 0.4776 (0.5369) loss_class_3_hybrid: 0.9291 (0.9005) loss_bbox_3_hybrid: 0.2465 (0.2562) loss_giou_3_hybrid: 0.4764 (0.5359) loss_class_4_hybrid: 0.9374 (0.8962) loss_bbox_4_hybrid: 0.2462 (0.2563) loss_giou_4_hybrid: 0.4772 (0.5359) loss_class_enc_hybrid: 0.9004 (0.8819) loss_bbox_enc_hybrid: 0.3298 (0.3366) loss_giou_enc_hybrid: 0.6078 (0.6615) mem: 1021 max mem: 36964 [2024-01-14 16:30:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:31:10 det.util.engine] INFO: Epoch: [1] [2650/11727] eta: 2:39:57 lr: 0.000100 data_time: 0.0033 iter_time: 1.0493 loss: 33.2360 (33.9950) loss_class: 0.8561 (0.9163) loss_bbox: 0.2255 (0.2336) loss_giou: 0.4557 (0.4901) loss_class_0: 1.1246 (1.1892) loss_bbox_0: 0.2240 (0.2309) loss_giou_0: 0.4572 (0.4935) loss_class_1: 0.9689 (1.0513) loss_bbox_1: 0.2257 (0.2312) loss_giou_1: 0.4512 (0.4902) loss_class_2: 0.9065 (0.9821) loss_bbox_2: 0.2230 (0.2288) loss_giou_2: 0.4617 (0.4867) loss_class_3: 0.8743 (0.9376) loss_bbox_3: 0.2253 (0.2313) loss_giou_3: 0.4544 (0.4885) loss_class_4: 0.8625 (0.9182) loss_bbox_4: 0.2244 (0.2328) loss_giou_4: 0.4559 (0.4897) loss_class_enc: 1.0107 (1.0947) loss_bbox_enc: 0.2607 (0.2795) loss_giou_enc: 0.5278 (0.5713) loss_class_dn: 0.4816 (0.5005) loss_bbox_dn: 0.3837 (0.4234) loss_giou_dn: 0.6116 (0.6147) loss_class_dn_0: 0.5098 (0.5179) loss_bbox_dn_0: 0.4760 (0.5290) loss_giou_dn_0: 0.7507 (0.7630) loss_class_dn_1: 0.4812 (0.4957) loss_bbox_dn_1: 0.4082 (0.4497) loss_giou_dn_1: 0.6490 (0.6508) loss_class_dn_2: 0.4726 (0.4877) loss_bbox_dn_2: 0.3876 (0.4296) loss_giou_dn_2: 0.6190 (0.6222) loss_class_dn_3: 0.4704 (0.4898) loss_bbox_dn_3: 0.3858 (0.4248) loss_giou_dn_3: 0.6113 (0.6161) loss_class_dn_4: 0.4753 (0.4950) loss_bbox_dn_4: 0.3838 (0.4234) loss_giou_dn_4: 0.6114 (0.6145) loss_class_hybrid: 0.8343 (0.8969) loss_bbox_hybrid: 0.2518 (0.2559) loss_giou_hybrid: 0.5131 (0.5354) loss_class_0_hybrid: 0.8952 (0.9537) loss_bbox_0_hybrid: 0.2667 (0.2733) loss_giou_0_hybrid: 0.5315 (0.5659) loss_class_1_hybrid: 0.8809 (0.9266) loss_bbox_1_hybrid: 0.2533 (0.2612) loss_giou_1_hybrid: 0.5119 (0.5459) loss_class_2_hybrid: 0.8569 (0.9136) loss_bbox_2_hybrid: 0.2488 (0.2556) loss_giou_2_hybrid: 0.5093 (0.5369) loss_class_3_hybrid: 0.8342 (0.9001) loss_bbox_3_hybrid: 0.2507 (0.2561) loss_giou_3_hybrid: 0.5114 (0.5359) loss_class_4_hybrid: 0.8376 (0.8957) loss_bbox_4_hybrid: 0.2498 (0.2562) loss_giou_4_hybrid: 0.5112 (0.5359) loss_class_enc_hybrid: 0.8458 (0.8815) loss_bbox_enc_hybrid: 0.3203 (0.3365) loss_giou_enc_hybrid: 0.5991 (0.6613) mem: 1018 max mem: 36964 [2024-01-14 16:31:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:32:01 det.util.engine] INFO: Epoch: [1] [2700/11727] eta: 2:38:59 lr: 0.000100 data_time: 0.0031 iter_time: 1.0170 loss: 34.2450 (33.9936) loss_class: 0.9415 (0.9167) loss_bbox: 0.2461 (0.2336) loss_giou: 0.4336 (0.4897) loss_class_0: 1.1971 (1.1893) loss_bbox_0: 0.2464 (0.2310) loss_giou_0: 0.4449 (0.4932) loss_class_1: 1.0808 (1.0513) loss_bbox_1: 0.2463 (0.2313) loss_giou_1: 0.4463 (0.4899) loss_class_2: 0.9748 (0.9823) loss_bbox_2: 0.2376 (0.2289) loss_giou_2: 0.4315 (0.4864) loss_class_3: 0.9714 (0.9380) loss_bbox_3: 0.2308 (0.2312) loss_giou_3: 0.4329 (0.4881) loss_class_4: 0.9231 (0.9185) loss_bbox_4: 0.2460 (0.2328) loss_giou_4: 0.4325 (0.4894) loss_class_enc: 1.0741 (1.0947) loss_bbox_enc: 0.2922 (0.2796) loss_giou_enc: 0.5431 (0.5709) loss_class_dn: 0.5017 (0.5004) loss_bbox_dn: 0.4485 (0.4237) loss_giou_dn: 0.5619 (0.6143) loss_class_dn_0: 0.5325 (0.5180) loss_bbox_dn_0: 0.5507 (0.5294) loss_giou_dn_0: 0.7135 (0.7626) loss_class_dn_1: 0.5002 (0.4958) loss_bbox_dn_1: 0.4803 (0.4500) loss_giou_dn_1: 0.6063 (0.6504) loss_class_dn_2: 0.4806 (0.4877) loss_bbox_dn_2: 0.4606 (0.4299) loss_giou_dn_2: 0.5741 (0.6218) loss_class_dn_3: 0.4881 (0.4897) loss_bbox_dn_3: 0.4516 (0.4251) loss_giou_dn_3: 0.5628 (0.6157) loss_class_dn_4: 0.4957 (0.4949) loss_bbox_dn_4: 0.4483 (0.4237) loss_giou_dn_4: 0.5620 (0.6141) loss_class_hybrid: 0.9489 (0.8972) loss_bbox_hybrid: 0.2704 (0.2559) loss_giou_hybrid: 0.4618 (0.5349) loss_class_0_hybrid: 0.9656 (0.9541) loss_bbox_0_hybrid: 0.3012 (0.2734) loss_giou_0_hybrid: 0.5055 (0.5654) loss_class_1_hybrid: 0.9702 (0.9268) loss_bbox_1_hybrid: 0.2808 (0.2613) loss_giou_1_hybrid: 0.4748 (0.5455) loss_class_2_hybrid: 0.9449 (0.9138) loss_bbox_2_hybrid: 0.2702 (0.2557) loss_giou_2_hybrid: 0.4710 (0.5365) loss_class_3_hybrid: 0.9578 (0.9004) loss_bbox_3_hybrid: 0.2693 (0.2562) loss_giou_3_hybrid: 0.4631 (0.5355) loss_class_4_hybrid: 0.9387 (0.8960) loss_bbox_4_hybrid: 0.2690 (0.2562) loss_giou_4_hybrid: 0.4638 (0.5355) loss_class_enc_hybrid: 0.8955 (0.8819) loss_bbox_enc_hybrid: 0.3446 (0.3365) loss_giou_enc_hybrid: 0.5929 (0.6607) mem: 1028 max mem: 36964 [2024-01-14 16:32:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:32:54 det.util.engine] INFO: Epoch: [1] [2750/11727] eta: 2:38:05 lr: 0.000100 data_time: 0.0027 iter_time: 1.0668 loss: 32.9273 (33.9812) loss_class: 0.9107 (0.9164) loss_bbox: 0.2114 (0.2336) loss_giou: 0.4206 (0.4895) loss_class_0: 1.1871 (1.1889) loss_bbox_0: 0.2180 (0.2310) loss_giou_0: 0.4258 (0.4931) loss_class_1: 1.0717 (1.0512) loss_bbox_1: 0.2116 (0.2312) loss_giou_1: 0.4256 (0.4896) loss_class_2: 0.9727 (0.9819) loss_bbox_2: 0.2128 (0.2289) loss_giou_2: 0.4206 (0.4862) loss_class_3: 0.8948 (0.9376) loss_bbox_3: 0.2115 (0.2312) loss_giou_3: 0.4212 (0.4878) loss_class_4: 0.9000 (0.9182) loss_bbox_4: 0.2125 (0.2328) loss_giou_4: 0.4219 (0.4892) loss_class_enc: 1.0262 (1.0941) loss_bbox_enc: 0.2608 (0.2797) loss_giou_enc: 0.5356 (0.5708) loss_class_dn: 0.4883 (0.5002) loss_bbox_dn: 0.4086 (0.4236) loss_giou_dn: 0.5814 (0.6139) loss_class_dn_0: 0.5191 (0.5179) loss_bbox_dn_0: 0.5230 (0.5294) loss_giou_dn_0: 0.7438 (0.7623) loss_class_dn_1: 0.4876 (0.4957) loss_bbox_dn_1: 0.4301 (0.4499) loss_giou_dn_1: 0.6147 (0.6501) loss_class_dn_2: 0.4781 (0.4875) loss_bbox_dn_2: 0.4137 (0.4298) loss_giou_dn_2: 0.5862 (0.6214) loss_class_dn_3: 0.4713 (0.4895) loss_bbox_dn_3: 0.4094 (0.4250) loss_giou_dn_3: 0.5816 (0.6153) loss_class_dn_4: 0.4776 (0.4947) loss_bbox_dn_4: 0.4085 (0.4236) loss_giou_dn_4: 0.5816 (0.6138) loss_class_hybrid: 0.9079 (0.8972) loss_bbox_hybrid: 0.2231 (0.2557) loss_giou_hybrid: 0.4448 (0.5345) loss_class_0_hybrid: 0.9522 (0.9539) loss_bbox_0_hybrid: 0.2544 (0.2732) loss_giou_0_hybrid: 0.5072 (0.5650) loss_class_1_hybrid: 0.8996 (0.9268) loss_bbox_1_hybrid: 0.2326 (0.2611) loss_giou_1_hybrid: 0.4628 (0.5451) loss_class_2_hybrid: 0.9236 (0.9138) loss_bbox_2_hybrid: 0.2225 (0.2555) loss_giou_2_hybrid: 0.4465 (0.5360) loss_class_3_hybrid: 0.8924 (0.9003) loss_bbox_3_hybrid: 0.2243 (0.2559) loss_giou_3_hybrid: 0.4448 (0.5350) loss_class_4_hybrid: 0.9123 (0.8960) loss_bbox_4_hybrid: 0.2264 (0.2560) loss_giou_4_hybrid: 0.4443 (0.5350) loss_class_enc_hybrid: 0.8353 (0.8818) loss_bbox_enc_hybrid: 0.3212 (0.3364) loss_giou_enc_hybrid: 0.6044 (0.6605) mem: 1018 max mem: 36964 [2024-01-14 16:32:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:33:46 det.util.engine] INFO: Epoch: [1] [2800/11727] eta: 2:37:09 lr: 0.000100 data_time: 0.0031 iter_time: 1.0553 loss: 32.9651 (33.9795) loss_class: 0.9798 (0.9167) loss_bbox: 0.2201 (0.2334) loss_giou: 0.4616 (0.4894) loss_class_0: 1.2144 (1.1886) loss_bbox_0: 0.2063 (0.2310) loss_giou_0: 0.4870 (0.4931) loss_class_1: 1.0743 (1.0513) loss_bbox_1: 0.2127 (0.2312) loss_giou_1: 0.4721 (0.4896) loss_class_2: 0.9982 (0.9820) loss_bbox_2: 0.2148 (0.2288) loss_giou_2: 0.4617 (0.4862) loss_class_3: 0.9773 (0.9379) loss_bbox_3: 0.2209 (0.2311) loss_giou_3: 0.4710 (0.4878) loss_class_4: 0.9723 (0.9185) loss_bbox_4: 0.2175 (0.2326) loss_giou_4: 0.4626 (0.4891) loss_class_enc: 1.0935 (1.0941) loss_bbox_enc: 0.2486 (0.2797) loss_giou_enc: 0.5646 (0.5708) loss_class_dn: 0.4905 (0.5002) loss_bbox_dn: 0.4189 (0.4235) loss_giou_dn: 0.5977 (0.6138) loss_class_dn_0: 0.5226 (0.5179) loss_bbox_dn_0: 0.5012 (0.5292) loss_giou_dn_0: 0.7301 (0.7621) loss_class_dn_1: 0.4903 (0.4956) loss_bbox_dn_1: 0.4332 (0.4498) loss_giou_dn_1: 0.6326 (0.6499) loss_class_dn_2: 0.4824 (0.4875) loss_bbox_dn_2: 0.4224 (0.4297) loss_giou_dn_2: 0.6002 (0.6213) loss_class_dn_3: 0.4892 (0.4895) loss_bbox_dn_3: 0.4193 (0.4249) loss_giou_dn_3: 0.5993 (0.6152) loss_class_dn_4: 0.4881 (0.4947) loss_bbox_dn_4: 0.4189 (0.4234) loss_giou_dn_4: 0.5975 (0.6137) loss_class_hybrid: 0.9084 (0.8973) loss_bbox_hybrid: 0.2328 (0.2556) loss_giou_hybrid: 0.5383 (0.5345) loss_class_0_hybrid: 0.9388 (0.9539) loss_bbox_0_hybrid: 0.2611 (0.2731) loss_giou_0_hybrid: 0.5630 (0.5650) loss_class_1_hybrid: 0.9303 (0.9269) loss_bbox_1_hybrid: 0.2396 (0.2610) loss_giou_1_hybrid: 0.5438 (0.5451) loss_class_2_hybrid: 0.9370 (0.9140) loss_bbox_2_hybrid: 0.2329 (0.2554) loss_giou_2_hybrid: 0.5359 (0.5360) loss_class_3_hybrid: 0.9072 (0.9004) loss_bbox_3_hybrid: 0.2326 (0.2558) loss_giou_3_hybrid: 0.5343 (0.5350) loss_class_4_hybrid: 0.9061 (0.8961) loss_bbox_4_hybrid: 0.2321 (0.2559) loss_giou_4_hybrid: 0.5366 (0.5350) loss_class_enc_hybrid: 0.8893 (0.8818) loss_bbox_enc_hybrid: 0.3149 (0.3364) loss_giou_enc_hybrid: 0.6502 (0.6605) mem: 1033 max mem: 36964 [2024-01-14 16:33:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:34:39 det.util.engine] INFO: Epoch: [1] [2850/11727] eta: 2:36:18 lr: 0.000100 data_time: 0.0028 iter_time: 1.0918 loss: 32.8851 (33.9760) loss_class: 0.9017 (0.9167) loss_bbox: 0.2156 (0.2334) loss_giou: 0.4645 (0.4894) loss_class_0: 1.1250 (1.1884) loss_bbox_0: 0.2165 (0.2309) loss_giou_0: 0.4878 (0.4931) loss_class_1: 1.0387 (1.0512) loss_bbox_1: 0.2203 (0.2311) loss_giou_1: 0.4644 (0.4895) loss_class_2: 0.9447 (0.9819) loss_bbox_2: 0.2163 (0.2288) loss_giou_2: 0.4615 (0.4861) loss_class_3: 0.9190 (0.9380) loss_bbox_3: 0.2089 (0.2311) loss_giou_3: 0.4657 (0.4877) loss_class_4: 0.8978 (0.9185) loss_bbox_4: 0.2164 (0.2326) loss_giou_4: 0.4681 (0.4890) loss_class_enc: 1.0137 (1.0939) loss_bbox_enc: 0.2643 (0.2797) loss_giou_enc: 0.5581 (0.5708) loss_class_dn: 0.4700 (0.5000) loss_bbox_dn: 0.3927 (0.4234) loss_giou_dn: 0.5832 (0.6137) loss_class_dn_0: 0.5103 (0.5178) loss_bbox_dn_0: 0.4866 (0.5292) loss_giou_dn_0: 0.7518 (0.7620) loss_class_dn_1: 0.4778 (0.4955) loss_bbox_dn_1: 0.4233 (0.4497) loss_giou_dn_1: 0.6191 (0.6498) loss_class_dn_2: 0.4621 (0.4873) loss_bbox_dn_2: 0.4002 (0.4296) loss_giou_dn_2: 0.5892 (0.6212) loss_class_dn_3: 0.4628 (0.4893) loss_bbox_dn_3: 0.3933 (0.4248) loss_giou_dn_3: 0.5851 (0.6151) loss_class_dn_4: 0.4630 (0.4945) loss_bbox_dn_4: 0.3926 (0.4234) loss_giou_dn_4: 0.5830 (0.6135) loss_class_hybrid: 0.8767 (0.8972) loss_bbox_hybrid: 0.2362 (0.2556) loss_giou_hybrid: 0.5089 (0.5345) loss_class_0_hybrid: 0.8692 (0.9538) loss_bbox_0_hybrid: 0.2553 (0.2731) loss_giou_0_hybrid: 0.5318 (0.5650) loss_class_1_hybrid: 0.8937 (0.9268) loss_bbox_1_hybrid: 0.2429 (0.2610) loss_giou_1_hybrid: 0.5174 (0.5451) loss_class_2_hybrid: 0.8821 (0.9138) loss_bbox_2_hybrid: 0.2362 (0.2555) loss_giou_2_hybrid: 0.5101 (0.5360) loss_class_3_hybrid: 0.8627 (0.9003) loss_bbox_3_hybrid: 0.2365 (0.2559) loss_giou_3_hybrid: 0.5103 (0.5350) loss_class_4_hybrid: 0.8654 (0.8960) loss_bbox_4_hybrid: 0.2397 (0.2560) loss_giou_4_hybrid: 0.5098 (0.5350) loss_class_enc_hybrid: 0.8116 (0.8818) loss_bbox_enc_hybrid: 0.3193 (0.3363) loss_giou_enc_hybrid: 0.6292 (0.6604) mem: 1026 max mem: 36964 [2024-01-14 16:34:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:35:31 det.util.engine] INFO: Epoch: [1] [2900/11727] eta: 2:35:21 lr: 0.000100 data_time: 0.0031 iter_time: 1.0375 loss: 33.9975 (33.9703) loss_class: 0.9094 (0.9166) loss_bbox: 0.2213 (0.2334) loss_giou: 0.4492 (0.4893) loss_class_0: 1.1902 (1.1882) loss_bbox_0: 0.2240 (0.2308) loss_giou_0: 0.4617 (0.4931) loss_class_1: 1.0465 (1.0510) loss_bbox_1: 0.2288 (0.2310) loss_giou_1: 0.4521 (0.4894) loss_class_2: 0.9789 (0.9817) loss_bbox_2: 0.2302 (0.2287) loss_giou_2: 0.4486 (0.4861) loss_class_3: 0.9179 (0.9378) loss_bbox_3: 0.2207 (0.2311) loss_giou_3: 0.4513 (0.4877) loss_class_4: 0.9057 (0.9184) loss_bbox_4: 0.2213 (0.2326) loss_giou_4: 0.4491 (0.4890) loss_class_enc: 1.0440 (1.0934) loss_bbox_enc: 0.2664 (0.2797) loss_giou_enc: 0.5417 (0.5708) loss_class_dn: 0.4999 (0.5000) loss_bbox_dn: 0.4074 (0.4233) loss_giou_dn: 0.5647 (0.6136) loss_class_dn_0: 0.5169 (0.5178) loss_bbox_dn_0: 0.5191 (0.5292) loss_giou_dn_0: 0.7430 (0.7620) loss_class_dn_1: 0.4896 (0.4954) loss_bbox_dn_1: 0.4433 (0.4496) loss_giou_dn_1: 0.6068 (0.6497) loss_class_dn_2: 0.4853 (0.4872) loss_bbox_dn_2: 0.4146 (0.4295) loss_giou_dn_2: 0.5687 (0.6211) loss_class_dn_3: 0.4857 (0.4892) loss_bbox_dn_3: 0.4040 (0.4247) loss_giou_dn_3: 0.5654 (0.6150) loss_class_dn_4: 0.4922 (0.4944) loss_bbox_dn_4: 0.4072 (0.4233) loss_giou_dn_4: 0.5647 (0.6134) loss_class_hybrid: 0.9047 (0.8971) loss_bbox_hybrid: 0.2399 (0.2556) loss_giou_hybrid: 0.4884 (0.5344) loss_class_0_hybrid: 0.9676 (0.9539) loss_bbox_0_hybrid: 0.2559 (0.2731) loss_giou_0_hybrid: 0.5125 (0.5648) loss_class_1_hybrid: 0.9113 (0.9267) loss_bbox_1_hybrid: 0.2355 (0.2610) loss_giou_1_hybrid: 0.4921 (0.5449) loss_class_2_hybrid: 0.8937 (0.9137) loss_bbox_2_hybrid: 0.2279 (0.2554) loss_giou_2_hybrid: 0.4948 (0.5359) loss_class_3_hybrid: 0.8819 (0.9002) loss_bbox_3_hybrid: 0.2350 (0.2559) loss_giou_3_hybrid: 0.4932 (0.5349) loss_class_4_hybrid: 0.8954 (0.8959) loss_bbox_4_hybrid: 0.2431 (0.2559) loss_giou_4_hybrid: 0.4864 (0.5349) loss_class_enc_hybrid: 0.8620 (0.8819) loss_bbox_enc_hybrid: 0.3250 (0.3362) loss_giou_enc_hybrid: 0.5978 (0.6601) mem: 1028 max mem: 36964 [2024-01-14 16:35:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:36:23 det.util.engine] INFO: Epoch: [1] [2950/11727] eta: 2:34:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.0514 loss: 33.6221 (33.9523) loss_class: 0.8300 (0.9157) loss_bbox: 0.2200 (0.2333) loss_giou: 0.4675 (0.4892) loss_class_0: 1.1092 (1.1873) loss_bbox_0: 0.2223 (0.2307) loss_giou_0: 0.4630 (0.4929) loss_class_1: 0.9910 (1.0502) loss_bbox_1: 0.2205 (0.2309) loss_giou_1: 0.4589 (0.4893) loss_class_2: 0.8863 (0.9809) loss_bbox_2: 0.2176 (0.2286) loss_giou_2: 0.4555 (0.4859) loss_class_3: 0.8733 (0.9370) loss_bbox_3: 0.2228 (0.2310) loss_giou_3: 0.4625 (0.4875) loss_class_4: 0.8385 (0.9176) loss_bbox_4: 0.2249 (0.2325) loss_giou_4: 0.4690 (0.4888) loss_class_enc: 0.9976 (1.0926) loss_bbox_enc: 0.2784 (0.2796) loss_giou_enc: 0.5473 (0.5706) loss_class_dn: 0.4620 (0.4997) loss_bbox_dn: 0.3622 (0.4231) loss_giou_dn: 0.6351 (0.6133) loss_class_dn_0: 0.5028 (0.5177) loss_bbox_dn_0: 0.4690 (0.5290) loss_giou_dn_0: 0.7739 (0.7617) loss_class_dn_1: 0.4725 (0.4952) loss_bbox_dn_1: 0.3918 (0.4494) loss_giou_dn_1: 0.6667 (0.6494) loss_class_dn_2: 0.4564 (0.4871) loss_bbox_dn_2: 0.3743 (0.4292) loss_giou_dn_2: 0.6459 (0.6208) loss_class_dn_3: 0.4501 (0.4889) loss_bbox_dn_3: 0.3649 (0.4245) loss_giou_dn_3: 0.6345 (0.6147) loss_class_dn_4: 0.4568 (0.4941) loss_bbox_dn_4: 0.3621 (0.4230) loss_giou_dn_4: 0.6352 (0.6132) loss_class_hybrid: 0.8118 (0.8962) loss_bbox_hybrid: 0.2438 (0.2555) loss_giou_hybrid: 0.5092 (0.5343) loss_class_0_hybrid: 0.8767 (0.9533) loss_bbox_0_hybrid: 0.2703 (0.2730) loss_giou_0_hybrid: 0.5506 (0.5647) loss_class_1_hybrid: 0.8382 (0.9261) loss_bbox_1_hybrid: 0.2486 (0.2609) loss_giou_1_hybrid: 0.5201 (0.5448) loss_class_2_hybrid: 0.7977 (0.9130) loss_bbox_2_hybrid: 0.2456 (0.2553) loss_giou_2_hybrid: 0.5130 (0.5358) loss_class_3_hybrid: 0.8045 (0.8994) loss_bbox_3_hybrid: 0.2477 (0.2558) loss_giou_3_hybrid: 0.5114 (0.5348) loss_class_4_hybrid: 0.7992 (0.8950) loss_bbox_4_hybrid: 0.2437 (0.2559) loss_giou_4_hybrid: 0.5098 (0.5348) loss_class_enc_hybrid: 0.8153 (0.8815) loss_bbox_enc_hybrid: 0.3354 (0.3361) loss_giou_enc_hybrid: 0.6368 (0.6600) mem: 1023 max mem: 36964 [2024-01-14 16:36:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:37:16 det.util.engine] INFO: Epoch: [1] [3000/11727] eta: 2:33:33 lr: 0.000100 data_time: 0.0032 iter_time: 1.0210 loss: 32.8848 (33.9447) loss_class: 0.8721 (0.9156) loss_bbox: 0.2356 (0.2333) loss_giou: 0.4936 (0.4890) loss_class_0: 1.0988 (1.1870) loss_bbox_0: 0.2234 (0.2308) loss_giou_0: 0.4654 (0.4928) loss_class_1: 0.9917 (1.0499) loss_bbox_1: 0.2174 (0.2309) loss_giou_1: 0.4725 (0.4891) loss_class_2: 0.9336 (0.9807) loss_bbox_2: 0.2223 (0.2286) loss_giou_2: 0.4804 (0.4857) loss_class_3: 0.8775 (0.9369) loss_bbox_3: 0.2339 (0.2310) loss_giou_3: 0.4929 (0.4873) loss_class_4: 0.8826 (0.9174) loss_bbox_4: 0.2350 (0.2325) loss_giou_4: 0.4870 (0.4886) loss_class_enc: 1.0443 (1.0924) loss_bbox_enc: 0.2680 (0.2796) loss_giou_enc: 0.5154 (0.5704) loss_class_dn: 0.4911 (0.4996) loss_bbox_dn: 0.3984 (0.4229) loss_giou_dn: 0.6044 (0.6130) loss_class_dn_0: 0.5206 (0.5176) loss_bbox_dn_0: 0.5023 (0.5289) loss_giou_dn_0: 0.7370 (0.7614) loss_class_dn_1: 0.4906 (0.4952) loss_bbox_dn_1: 0.4288 (0.4493) loss_giou_dn_1: 0.6352 (0.6492) loss_class_dn_2: 0.4803 (0.4870) loss_bbox_dn_2: 0.4045 (0.4291) loss_giou_dn_2: 0.6107 (0.6206) loss_class_dn_3: 0.4843 (0.4889) loss_bbox_dn_3: 0.3998 (0.4243) loss_giou_dn_3: 0.6046 (0.6145) loss_class_dn_4: 0.4908 (0.4941) loss_bbox_dn_4: 0.3985 (0.4229) loss_giou_dn_4: 0.6043 (0.6129) loss_class_hybrid: 0.8625 (0.8961) loss_bbox_hybrid: 0.2472 (0.2556) loss_giou_hybrid: 0.4845 (0.5341) loss_class_0_hybrid: 0.9194 (0.9534) loss_bbox_0_hybrid: 0.2520 (0.2730) loss_giou_0_hybrid: 0.5031 (0.5645) loss_class_1_hybrid: 0.8908 (0.9259) loss_bbox_1_hybrid: 0.2459 (0.2610) loss_giou_1_hybrid: 0.4912 (0.5446) loss_class_2_hybrid: 0.8553 (0.9128) loss_bbox_2_hybrid: 0.2402 (0.2554) loss_giou_2_hybrid: 0.4876 (0.5356) loss_class_3_hybrid: 0.8495 (0.8992) loss_bbox_3_hybrid: 0.2435 (0.2559) loss_giou_3_hybrid: 0.4898 (0.5346) loss_class_4_hybrid: 0.8492 (0.8949) loss_bbox_4_hybrid: 0.2489 (0.2559) loss_giou_4_hybrid: 0.4872 (0.5346) loss_class_enc_hybrid: 0.8607 (0.8815) loss_bbox_enc_hybrid: 0.3143 (0.3360) loss_giou_enc_hybrid: 0.6112 (0.6596) mem: 1030 max mem: 36964 [2024-01-14 16:37:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:38:07 det.util.engine] INFO: Epoch: [1] [3050/11727] eta: 2:32:36 lr: 0.000100 data_time: 0.0031 iter_time: 1.0232 loss: 31.6368 (33.9231) loss_class: 0.7970 (0.9150) loss_bbox: 0.2484 (0.2332) loss_giou: 0.4340 (0.4886) loss_class_0: 1.1055 (1.1863) loss_bbox_0: 0.2135 (0.2306) loss_giou_0: 0.4307 (0.4923) loss_class_1: 0.9580 (1.0497) loss_bbox_1: 0.2080 (0.2307) loss_giou_1: 0.4334 (0.4887) loss_class_2: 0.8926 (0.9802) loss_bbox_2: 0.2123 (0.2284) loss_giou_2: 0.4401 (0.4853) loss_class_3: 0.8405 (0.9364) loss_bbox_3: 0.2350 (0.2308) loss_giou_3: 0.4427 (0.4869) loss_class_4: 0.8085 (0.9169) loss_bbox_4: 0.2341 (0.2324) loss_giou_4: 0.4319 (0.4882) loss_class_enc: 1.0408 (1.0919) loss_bbox_enc: 0.2720 (0.2794) loss_giou_enc: 0.5170 (0.5699) loss_class_dn: 0.4776 (0.4994) loss_bbox_dn: 0.3879 (0.4226) loss_giou_dn: 0.5832 (0.6124) loss_class_dn_0: 0.5092 (0.5177) loss_bbox_dn_0: 0.4811 (0.5285) loss_giou_dn_0: 0.7202 (0.7608) loss_class_dn_1: 0.4829 (0.4950) loss_bbox_dn_1: 0.4083 (0.4489) loss_giou_dn_1: 0.6252 (0.6485) loss_class_dn_2: 0.4687 (0.4868) loss_bbox_dn_2: 0.3911 (0.4287) loss_giou_dn_2: 0.5887 (0.6199) loss_class_dn_3: 0.4662 (0.4886) loss_bbox_dn_3: 0.3885 (0.4240) loss_giou_dn_3: 0.5842 (0.6139) loss_class_dn_4: 0.4745 (0.4938) loss_bbox_dn_4: 0.3879 (0.4225) loss_giou_dn_4: 0.5832 (0.6123) loss_class_hybrid: 0.8526 (0.8959) loss_bbox_hybrid: 0.2481 (0.2554) loss_giou_hybrid: 0.4690 (0.5335) loss_class_0_hybrid: 0.9055 (0.9533) loss_bbox_0_hybrid: 0.2629 (0.2727) loss_giou_0_hybrid: 0.5045 (0.5638) loss_class_1_hybrid: 0.8739 (0.9258) loss_bbox_1_hybrid: 0.2477 (0.2607) loss_giou_1_hybrid: 0.4779 (0.5440) loss_class_2_hybrid: 0.8573 (0.9126) loss_bbox_2_hybrid: 0.2383 (0.2551) loss_giou_2_hybrid: 0.4716 (0.5350) loss_class_3_hybrid: 0.8588 (0.8990) loss_bbox_3_hybrid: 0.2419 (0.2556) loss_giou_3_hybrid: 0.4704 (0.5340) loss_class_4_hybrid: 0.8493 (0.8947) loss_bbox_4_hybrid: 0.2407 (0.2557) loss_giou_4_hybrid: 0.4711 (0.5340) loss_class_enc_hybrid: 0.8570 (0.8815) loss_bbox_enc_hybrid: 0.3160 (0.3357) loss_giou_enc_hybrid: 0.5992 (0.6589) mem: 1019 max mem: 36964 [2024-01-14 16:38:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:38:59 det.util.engine] INFO: Epoch: [1] [3100/11727] eta: 2:31:42 lr: 0.000100 data_time: 0.0028 iter_time: 1.0414 loss: 33.8019 (33.9180) loss_class: 0.8895 (0.9152) loss_bbox: 0.2266 (0.2331) loss_giou: 0.4187 (0.4882) loss_class_0: 1.1489 (1.1866) loss_bbox_0: 0.2313 (0.2305) loss_giou_0: 0.4321 (0.4918) loss_class_1: 1.0601 (1.0499) loss_bbox_1: 0.2286 (0.2306) loss_giou_1: 0.4448 (0.4883) loss_class_2: 0.9949 (0.9803) loss_bbox_2: 0.2267 (0.2284) loss_giou_2: 0.4473 (0.4849) loss_class_3: 0.9632 (0.9368) loss_bbox_3: 0.2260 (0.2307) loss_giou_3: 0.4300 (0.4864) loss_class_4: 0.9265 (0.9171) loss_bbox_4: 0.2248 (0.2323) loss_giou_4: 0.4212 (0.4877) loss_class_enc: 1.1069 (1.0921) loss_bbox_enc: 0.2793 (0.2794) loss_giou_enc: 0.5058 (0.5695) loss_class_dn: 0.4981 (0.4995) loss_bbox_dn: 0.4007 (0.4227) loss_giou_dn: 0.5861 (0.6122) loss_class_dn_0: 0.5218 (0.5177) loss_bbox_dn_0: 0.5305 (0.5286) loss_giou_dn_0: 0.7206 (0.7604) loss_class_dn_1: 0.4853 (0.4951) loss_bbox_dn_1: 0.4311 (0.4490) loss_giou_dn_1: 0.6166 (0.6483) loss_class_dn_2: 0.4846 (0.4868) loss_bbox_dn_2: 0.4051 (0.4288) loss_giou_dn_2: 0.5890 (0.6197) loss_class_dn_3: 0.4823 (0.4886) loss_bbox_dn_3: 0.3994 (0.4241) loss_giou_dn_3: 0.5896 (0.6136) loss_class_dn_4: 0.4911 (0.4939) loss_bbox_dn_4: 0.4008 (0.4227) loss_giou_dn_4: 0.5859 (0.6120) loss_class_hybrid: 0.8848 (0.8961) loss_bbox_hybrid: 0.2371 (0.2552) loss_giou_hybrid: 0.4547 (0.5330) loss_class_0_hybrid: 1.0050 (0.9536) loss_bbox_0_hybrid: 0.2662 (0.2726) loss_giou_0_hybrid: 0.4918 (0.5633) loss_class_1_hybrid: 0.9779 (0.9261) loss_bbox_1_hybrid: 0.2440 (0.2606) loss_giou_1_hybrid: 0.4686 (0.5435) loss_class_2_hybrid: 0.9618 (0.9130) loss_bbox_2_hybrid: 0.2360 (0.2551) loss_giou_2_hybrid: 0.4547 (0.5346) loss_class_3_hybrid: 0.9271 (0.8992) loss_bbox_3_hybrid: 0.2396 (0.2555) loss_giou_3_hybrid: 0.4514 (0.5336) loss_class_4_hybrid: 0.8849 (0.8949) loss_bbox_4_hybrid: 0.2382 (0.2555) loss_giou_4_hybrid: 0.4517 (0.5336) loss_class_enc_hybrid: 0.9183 (0.8818) loss_bbox_enc_hybrid: 0.3353 (0.3357) loss_giou_enc_hybrid: 0.6101 (0.6583) mem: 1013 max mem: 36964 [2024-01-14 16:38:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:39:53 det.util.engine] INFO: Epoch: [1] [3150/11727] eta: 2:30:52 lr: 0.000100 data_time: 0.0032 iter_time: 1.0758 loss: 33.3792 (33.9012) loss_class: 0.8917 (0.9149) loss_bbox: 0.2274 (0.2329) loss_giou: 0.4660 (0.4879) loss_class_0: 1.1963 (1.1862) loss_bbox_0: 0.2320 (0.2303) loss_giou_0: 0.4672 (0.4916) loss_class_1: 1.0293 (1.0493) loss_bbox_1: 0.2201 (0.2304) loss_giou_1: 0.4718 (0.4881) loss_class_2: 0.9647 (0.9799) loss_bbox_2: 0.2216 (0.2282) loss_giou_2: 0.4698 (0.4847) loss_class_3: 0.9019 (0.9363) loss_bbox_3: 0.2282 (0.2305) loss_giou_3: 0.4626 (0.4862) loss_class_4: 0.9140 (0.9167) loss_bbox_4: 0.2296 (0.2320) loss_giou_4: 0.4617 (0.4876) loss_class_enc: 1.0523 (1.0917) loss_bbox_enc: 0.2885 (0.2791) loss_giou_enc: 0.5519 (0.5692) loss_class_dn: 0.4922 (0.4993) loss_bbox_dn: 0.4096 (0.4223) loss_giou_dn: 0.6241 (0.6119) loss_class_dn_0: 0.5109 (0.5176) loss_bbox_dn_0: 0.5148 (0.5282) loss_giou_dn_0: 0.7591 (0.7602) loss_class_dn_1: 0.4862 (0.4949) loss_bbox_dn_1: 0.4227 (0.4486) loss_giou_dn_1: 0.6477 (0.6480) loss_class_dn_2: 0.4757 (0.4866) loss_bbox_dn_2: 0.4119 (0.4284) loss_giou_dn_2: 0.6253 (0.6194) loss_class_dn_3: 0.4800 (0.4885) loss_bbox_dn_3: 0.4106 (0.4237) loss_giou_dn_3: 0.6262 (0.6134) loss_class_dn_4: 0.4827 (0.4937) loss_bbox_dn_4: 0.4094 (0.4223) loss_giou_dn_4: 0.6242 (0.6118) loss_class_hybrid: 0.8893 (0.8957) loss_bbox_hybrid: 0.2447 (0.2550) loss_giou_hybrid: 0.5192 (0.5328) loss_class_0_hybrid: 0.9682 (0.9534) loss_bbox_0_hybrid: 0.2559 (0.2723) loss_giou_0_hybrid: 0.5386 (0.5631) loss_class_1_hybrid: 0.9230 (0.9258) loss_bbox_1_hybrid: 0.2501 (0.2602) loss_giou_1_hybrid: 0.5300 (0.5433) loss_class_2_hybrid: 0.9080 (0.9126) loss_bbox_2_hybrid: 0.2496 (0.2547) loss_giou_2_hybrid: 0.5199 (0.5343) loss_class_3_hybrid: 0.8876 (0.8989) loss_bbox_3_hybrid: 0.2470 (0.2552) loss_giou_3_hybrid: 0.5207 (0.5334) loss_class_4_hybrid: 0.8873 (0.8946) loss_bbox_4_hybrid: 0.2435 (0.2552) loss_giou_4_hybrid: 0.5219 (0.5333) loss_class_enc_hybrid: 0.8810 (0.8816) loss_bbox_enc_hybrid: 0.3229 (0.3353) loss_giou_enc_hybrid: 0.6207 (0.6580) mem: 1022 max mem: 36964 [2024-01-14 16:39:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:40:46 det.util.engine] INFO: Epoch: [1] [3200/11727] eta: 2:30:00 lr: 0.000100 data_time: 0.0033 iter_time: 1.0491 loss: 32.9438 (33.8875) loss_class: 0.8522 (0.9145) loss_bbox: 0.2080 (0.2325) loss_giou: 0.4898 (0.4882) loss_class_0: 1.1150 (1.1853) loss_bbox_0: 0.2035 (0.2299) loss_giou_0: 0.5034 (0.4919) loss_class_1: 0.9506 (1.0485) loss_bbox_1: 0.2054 (0.2301) loss_giou_1: 0.4907 (0.4884) loss_class_2: 0.9101 (0.9794) loss_bbox_2: 0.2114 (0.2278) loss_giou_2: 0.4788 (0.4850) loss_class_3: 0.8791 (0.9358) loss_bbox_3: 0.2092 (0.2301) loss_giou_3: 0.4824 (0.4865) loss_class_4: 0.8643 (0.9163) loss_bbox_4: 0.2079 (0.2316) loss_giou_4: 0.4933 (0.4879) loss_class_enc: 1.0209 (1.0909) loss_bbox_enc: 0.2547 (0.2788) loss_giou_enc: 0.5550 (0.5694) loss_class_dn: 0.4980 (0.4993) loss_bbox_dn: 0.3392 (0.4214) loss_giou_dn: 0.6133 (0.6119) loss_class_dn_0: 0.5165 (0.5176) loss_bbox_dn_0: 0.4464 (0.5273) loss_giou_dn_0: 0.7370 (0.7601) loss_class_dn_1: 0.4845 (0.4948) loss_bbox_dn_1: 0.3596 (0.4477) loss_giou_dn_1: 0.6368 (0.6480) loss_class_dn_2: 0.4858 (0.4866) loss_bbox_dn_2: 0.3379 (0.4276) loss_giou_dn_2: 0.6136 (0.6194) loss_class_dn_3: 0.4817 (0.4884) loss_bbox_dn_3: 0.3391 (0.4228) loss_giou_dn_3: 0.6107 (0.6134) loss_class_dn_4: 0.4858 (0.4936) loss_bbox_dn_4: 0.3392 (0.4214) loss_giou_dn_4: 0.6131 (0.6118) loss_class_hybrid: 0.8367 (0.8952) loss_bbox_hybrid: 0.2390 (0.2547) loss_giou_hybrid: 0.5102 (0.5333) loss_class_0_hybrid: 0.9125 (0.9527) loss_bbox_0_hybrid: 0.2554 (0.2720) loss_giou_0_hybrid: 0.5448 (0.5635) loss_class_1_hybrid: 0.8609 (0.9251) loss_bbox_1_hybrid: 0.2370 (0.2600) loss_giou_1_hybrid: 0.5276 (0.5437) loss_class_2_hybrid: 0.8540 (0.9120) loss_bbox_2_hybrid: 0.2381 (0.2545) loss_giou_2_hybrid: 0.5191 (0.5348) loss_class_3_hybrid: 0.8442 (0.8983) loss_bbox_3_hybrid: 0.2420 (0.2549) loss_giou_3_hybrid: 0.5140 (0.5338) loss_class_4_hybrid: 0.8378 (0.8940) loss_bbox_4_hybrid: 0.2402 (0.2550) loss_giou_4_hybrid: 0.5158 (0.5338) loss_class_enc_hybrid: 0.8275 (0.8811) loss_bbox_enc_hybrid: 0.3126 (0.3350) loss_giou_enc_hybrid: 0.6455 (0.6583) mem: 1014 max mem: 36964 [2024-01-14 16:40:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:41:39 det.util.engine] INFO: Epoch: [1] [3250/11727] eta: 2:29:08 lr: 0.000100 data_time: 0.0030 iter_time: 1.0648 loss: 32.6125 (33.8795) loss_class: 0.8668 (0.9145) loss_bbox: 0.2029 (0.2323) loss_giou: 0.4940 (0.4883) loss_class_0: 1.0889 (1.1848) loss_bbox_0: 0.2013 (0.2298) loss_giou_0: 0.5160 (0.4920) loss_class_1: 0.9406 (1.0481) loss_bbox_1: 0.2054 (0.2299) loss_giou_1: 0.4973 (0.4885) loss_class_2: 0.9052 (0.9792) loss_bbox_2: 0.1983 (0.2276) loss_giou_2: 0.5000 (0.4850) loss_class_3: 0.8714 (0.9359) loss_bbox_3: 0.1999 (0.2299) loss_giou_3: 0.4988 (0.4866) loss_class_4: 0.8565 (0.9163) loss_bbox_4: 0.1961 (0.2314) loss_giou_4: 0.4985 (0.4879) loss_class_enc: 1.0046 (1.0907) loss_bbox_enc: 0.2425 (0.2785) loss_giou_enc: 0.5750 (0.5694) loss_class_dn: 0.4781 (0.4991) loss_bbox_dn: 0.3189 (0.4210) loss_giou_dn: 0.6174 (0.6119) loss_class_dn_0: 0.5073 (0.5174) loss_bbox_dn_0: 0.4297 (0.5269) loss_giou_dn_0: 0.7410 (0.7599) loss_class_dn_1: 0.4797 (0.4947) loss_bbox_dn_1: 0.3491 (0.4473) loss_giou_dn_1: 0.6330 (0.6479) loss_class_dn_2: 0.4718 (0.4864) loss_bbox_dn_2: 0.3302 (0.4271) loss_giou_dn_2: 0.6190 (0.6194) loss_class_dn_3: 0.4616 (0.4883) loss_bbox_dn_3: 0.3205 (0.4224) loss_giou_dn_3: 0.6171 (0.6133) loss_class_dn_4: 0.4704 (0.4935) loss_bbox_dn_4: 0.3189 (0.4210) loss_giou_dn_4: 0.6169 (0.6117) loss_class_hybrid: 0.8583 (0.8951) loss_bbox_hybrid: 0.2209 (0.2545) loss_giou_hybrid: 0.5419 (0.5333) loss_class_0_hybrid: 0.9206 (0.9525) loss_bbox_0_hybrid: 0.2399 (0.2718) loss_giou_0_hybrid: 0.5653 (0.5636) loss_class_1_hybrid: 0.8663 (0.9249) loss_bbox_1_hybrid: 0.2343 (0.2598) loss_giou_1_hybrid: 0.5499 (0.5438) loss_class_2_hybrid: 0.8554 (0.9119) loss_bbox_2_hybrid: 0.2183 (0.2543) loss_giou_2_hybrid: 0.5456 (0.5348) loss_class_3_hybrid: 0.8707 (0.8983) loss_bbox_3_hybrid: 0.2187 (0.2547) loss_giou_3_hybrid: 0.5447 (0.5338) loss_class_4_hybrid: 0.8650 (0.8940) loss_bbox_4_hybrid: 0.2154 (0.2548) loss_giou_4_hybrid: 0.5401 (0.5338) loss_class_enc_hybrid: 0.8279 (0.8809) loss_bbox_enc_hybrid: 0.2898 (0.3347) loss_giou_enc_hybrid: 0.6474 (0.6583) mem: 1028 max mem: 36964 [2024-01-14 16:41:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:42:32 det.util.engine] INFO: Epoch: [1] [3300/11727] eta: 2:28:15 lr: 0.000100 data_time: 0.0029 iter_time: 1.0176 loss: 33.8266 (33.8715) loss_class: 0.9555 (0.9145) loss_bbox: 0.2264 (0.2322) loss_giou: 0.5148 (0.4882) loss_class_0: 1.1133 (1.1844) loss_bbox_0: 0.2271 (0.2297) loss_giou_0: 0.5274 (0.4919) loss_class_1: 1.0251 (1.0478) loss_bbox_1: 0.2175 (0.2298) loss_giou_1: 0.5220 (0.4885) loss_class_2: 0.9842 (0.9790) loss_bbox_2: 0.2233 (0.2275) loss_giou_2: 0.4957 (0.4850) loss_class_3: 0.9566 (0.9358) loss_bbox_3: 0.2209 (0.2298) loss_giou_3: 0.5067 (0.4865) loss_class_4: 0.9633 (0.9164) loss_bbox_4: 0.2191 (0.2313) loss_giou_4: 0.5073 (0.4878) loss_class_enc: 1.0490 (1.0902) loss_bbox_enc: 0.2647 (0.2784) loss_giou_enc: 0.5999 (0.5694) loss_class_dn: 0.4918 (0.4990) loss_bbox_dn: 0.3760 (0.4207) loss_giou_dn: 0.6210 (0.6118) loss_class_dn_0: 0.5216 (0.5175) loss_bbox_dn_0: 0.4647 (0.5265) loss_giou_dn_0: 0.7388 (0.7597) loss_class_dn_1: 0.4855 (0.4946) loss_bbox_dn_1: 0.3958 (0.4469) loss_giou_dn_1: 0.6601 (0.6478) loss_class_dn_2: 0.4830 (0.4863) loss_bbox_dn_2: 0.3736 (0.4268) loss_giou_dn_2: 0.6247 (0.6193) loss_class_dn_3: 0.4788 (0.4882) loss_bbox_dn_3: 0.3733 (0.4220) loss_giou_dn_3: 0.6204 (0.6132) loss_class_dn_4: 0.4837 (0.4933) loss_bbox_dn_4: 0.3762 (0.4207) loss_giou_dn_4: 0.6209 (0.6117) loss_class_hybrid: 0.8687 (0.8951) loss_bbox_hybrid: 0.2411 (0.2544) loss_giou_hybrid: 0.5691 (0.5332) loss_class_0_hybrid: 0.9030 (0.9523) loss_bbox_0_hybrid: 0.2643 (0.2717) loss_giou_0_hybrid: 0.5949 (0.5635) loss_class_1_hybrid: 0.8935 (0.9249) loss_bbox_1_hybrid: 0.2552 (0.2596) loss_giou_1_hybrid: 0.5699 (0.5437) loss_class_2_hybrid: 0.8981 (0.9119) loss_bbox_2_hybrid: 0.2454 (0.2542) loss_giou_2_hybrid: 0.5676 (0.5347) loss_class_3_hybrid: 0.8630 (0.8982) loss_bbox_3_hybrid: 0.2539 (0.2546) loss_giou_3_hybrid: 0.5641 (0.5338) loss_class_4_hybrid: 0.8603 (0.8939) loss_bbox_4_hybrid: 0.2503 (0.2547) loss_giou_4_hybrid: 0.5686 (0.5337) loss_class_enc_hybrid: 0.8612 (0.8807) loss_bbox_enc_hybrid: 0.3089 (0.3345) loss_giou_enc_hybrid: 0.6704 (0.6582) mem: 1027 max mem: 36964 [2024-01-14 16:42:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:43:25 det.util.engine] INFO: Epoch: [1] [3350/11727] eta: 2:27:24 lr: 0.000100 data_time: 0.0034 iter_time: 1.0746 loss: 34.2812 (33.8715) loss_class: 0.9080 (0.9146) loss_bbox: 0.2255 (0.2322) loss_giou: 0.4784 (0.4882) loss_class_0: 1.1654 (1.1843) loss_bbox_0: 0.2084 (0.2296) loss_giou_0: 0.4777 (0.4919) loss_class_1: 0.9857 (1.0477) loss_bbox_1: 0.2288 (0.2298) loss_giou_1: 0.4791 (0.4885) loss_class_2: 0.9489 (0.9791) loss_bbox_2: 0.2382 (0.2275) loss_giou_2: 0.4759 (0.4850) loss_class_3: 0.9428 (0.9359) loss_bbox_3: 0.2322 (0.2298) loss_giou_3: 0.4753 (0.4865) loss_class_4: 0.9271 (0.9165) loss_bbox_4: 0.2254 (0.2313) loss_giou_4: 0.4754 (0.4878) loss_class_enc: 1.0474 (1.0899) loss_bbox_enc: 0.2642 (0.2784) loss_giou_enc: 0.5736 (0.5693) loss_class_dn: 0.4853 (0.4989) loss_bbox_dn: 0.4539 (0.4207) loss_giou_dn: 0.6257 (0.6119) loss_class_dn_0: 0.5117 (0.5174) loss_bbox_dn_0: 0.5252 (0.5264) loss_giou_dn_0: 0.7562 (0.7597) loss_class_dn_1: 0.4911 (0.4946) loss_bbox_dn_1: 0.4665 (0.4469) loss_giou_dn_1: 0.6650 (0.6478) loss_class_dn_2: 0.4846 (0.4863) loss_bbox_dn_2: 0.4555 (0.4268) loss_giou_dn_2: 0.6352 (0.6194) loss_class_dn_3: 0.4803 (0.4881) loss_bbox_dn_3: 0.4542 (0.4220) loss_giou_dn_3: 0.6272 (0.6133) loss_class_dn_4: 0.4829 (0.4933) loss_bbox_dn_4: 0.4540 (0.4207) loss_giou_dn_4: 0.6258 (0.6118) loss_class_hybrid: 0.9081 (0.8952) loss_bbox_hybrid: 0.2419 (0.2544) loss_giou_hybrid: 0.5336 (0.5332) loss_class_0_hybrid: 0.9207 (0.9524) loss_bbox_0_hybrid: 0.2514 (0.2716) loss_giou_0_hybrid: 0.5619 (0.5634) loss_class_1_hybrid: 0.9389 (0.9249) loss_bbox_1_hybrid: 0.2472 (0.2597) loss_giou_1_hybrid: 0.5490 (0.5437) loss_class_2_hybrid: 0.9320 (0.9119) loss_bbox_2_hybrid: 0.2438 (0.2542) loss_giou_2_hybrid: 0.5367 (0.5347) loss_class_3_hybrid: 0.9286 (0.8984) loss_bbox_3_hybrid: 0.2433 (0.2547) loss_giou_3_hybrid: 0.5373 (0.5338) loss_class_4_hybrid: 0.9236 (0.8940) loss_bbox_4_hybrid: 0.2427 (0.2547) loss_giou_4_hybrid: 0.5342 (0.5337) loss_class_enc_hybrid: 0.8469 (0.8806) loss_bbox_enc_hybrid: 0.3099 (0.3344) loss_giou_enc_hybrid: 0.6569 (0.6581) mem: 1017 max mem: 36964 [2024-01-14 16:43:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:44:17 det.util.engine] INFO: Epoch: [1] [3400/11727] eta: 2:26:28 lr: 0.000100 data_time: 0.0027 iter_time: 1.0051 loss: 32.9368 (33.8638) loss_class: 0.8993 (0.9146) loss_bbox: 0.2092 (0.2320) loss_giou: 0.4563 (0.4880) loss_class_0: 1.1950 (1.1842) loss_bbox_0: 0.2034 (0.2295) loss_giou_0: 0.4540 (0.4917) loss_class_1: 1.0193 (1.0476) loss_bbox_1: 0.2036 (0.2297) loss_giou_1: 0.4675 (0.4883) loss_class_2: 0.9384 (0.9789) loss_bbox_2: 0.2074 (0.2274) loss_giou_2: 0.4445 (0.4848) loss_class_3: 0.9021 (0.9359) loss_bbox_3: 0.2092 (0.2297) loss_giou_3: 0.4584 (0.4863) loss_class_4: 0.8838 (0.9164) loss_bbox_4: 0.2114 (0.2312) loss_giou_4: 0.4533 (0.4876) loss_class_enc: 1.0918 (1.0900) loss_bbox_enc: 0.2497 (0.2782) loss_giou_enc: 0.5231 (0.5691) loss_class_dn: 0.4894 (0.4989) loss_bbox_dn: 0.3723 (0.4206) loss_giou_dn: 0.5868 (0.6117) loss_class_dn_0: 0.5118 (0.5174) loss_bbox_dn_0: 0.4710 (0.5263) loss_giou_dn_0: 0.7433 (0.7594) loss_class_dn_1: 0.4839 (0.4945) loss_bbox_dn_1: 0.4095 (0.4468) loss_giou_dn_1: 0.6241 (0.6476) loss_class_dn_2: 0.4784 (0.4862) loss_bbox_dn_2: 0.3753 (0.4266) loss_giou_dn_2: 0.5964 (0.6192) loss_class_dn_3: 0.4781 (0.4880) loss_bbox_dn_3: 0.3715 (0.4219) loss_giou_dn_3: 0.5891 (0.6131) loss_class_dn_4: 0.4816 (0.4932) loss_bbox_dn_4: 0.3724 (0.4205) loss_giou_dn_4: 0.5865 (0.6116) loss_class_hybrid: 0.8693 (0.8951) loss_bbox_hybrid: 0.2302 (0.2543) loss_giou_hybrid: 0.5020 (0.5330) loss_class_0_hybrid: 0.9621 (0.9526) loss_bbox_0_hybrid: 0.2404 (0.2714) loss_giou_0_hybrid: 0.5471 (0.5631) loss_class_1_hybrid: 0.8953 (0.9249) loss_bbox_1_hybrid: 0.2328 (0.2595) loss_giou_1_hybrid: 0.5152 (0.5435) loss_class_2_hybrid: 0.8996 (0.9120) loss_bbox_2_hybrid: 0.2279 (0.2540) loss_giou_2_hybrid: 0.4992 (0.5344) loss_class_3_hybrid: 0.8756 (0.8983) loss_bbox_3_hybrid: 0.2297 (0.2545) loss_giou_3_hybrid: 0.5027 (0.5335) loss_class_4_hybrid: 0.8656 (0.8939) loss_bbox_4_hybrid: 0.2277 (0.2546) loss_giou_4_hybrid: 0.5044 (0.5335) loss_class_enc_hybrid: 0.8807 (0.8809) loss_bbox_enc_hybrid: 0.2997 (0.3342) loss_giou_enc_hybrid: 0.6387 (0.6577) mem: 1015 max mem: 36964 [2024-01-14 16:44:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:45:10 det.util.engine] INFO: Epoch: [1] [3450/11727] eta: 2:25:36 lr: 0.000100 data_time: 0.0031 iter_time: 1.0563 loss: 32.6490 (33.8579) loss_class: 0.9020 (0.9146) loss_bbox: 0.2235 (0.2319) loss_giou: 0.4527 (0.4879) loss_class_0: 1.1484 (1.1840) loss_bbox_0: 0.2151 (0.2294) loss_giou_0: 0.4464 (0.4916) loss_class_1: 0.9650 (1.0473) loss_bbox_1: 0.2209 (0.2295) loss_giou_1: 0.4482 (0.4882) loss_class_2: 0.9145 (0.9788) loss_bbox_2: 0.2254 (0.2274) loss_giou_2: 0.4596 (0.4847) loss_class_3: 0.9046 (0.9358) loss_bbox_3: 0.2269 (0.2296) loss_giou_3: 0.4571 (0.4863) loss_class_4: 0.8998 (0.9164) loss_bbox_4: 0.2214 (0.2311) loss_giou_4: 0.4459 (0.4875) loss_class_enc: 1.0330 (1.0898) loss_bbox_enc: 0.2650 (0.2782) loss_giou_enc: 0.5519 (0.5690) loss_class_dn: 0.4869 (0.4988) loss_bbox_dn: 0.3694 (0.4203) loss_giou_dn: 0.6073 (0.6117) loss_class_dn_0: 0.5031 (0.5174) loss_bbox_dn_0: 0.4666 (0.5261) loss_giou_dn_0: 0.7424 (0.7594) loss_class_dn_1: 0.4828 (0.4944) loss_bbox_dn_1: 0.3934 (0.4465) loss_giou_dn_1: 0.6245 (0.6476) loss_class_dn_2: 0.4741 (0.4861) loss_bbox_dn_2: 0.3791 (0.4264) loss_giou_dn_2: 0.6078 (0.6191) loss_class_dn_3: 0.4796 (0.4880) loss_bbox_dn_3: 0.3710 (0.4217) loss_giou_dn_3: 0.6074 (0.6131) loss_class_dn_4: 0.4824 (0.4931) loss_bbox_dn_4: 0.3695 (0.4203) loss_giou_dn_4: 0.6072 (0.6116) loss_class_hybrid: 0.8576 (0.8951) loss_bbox_hybrid: 0.2391 (0.2541) loss_giou_hybrid: 0.4976 (0.5328) loss_class_0_hybrid: 0.9337 (0.9526) loss_bbox_0_hybrid: 0.2484 (0.2713) loss_giou_0_hybrid: 0.5262 (0.5630) loss_class_1_hybrid: 0.8808 (0.9250) loss_bbox_1_hybrid: 0.2422 (0.2593) loss_giou_1_hybrid: 0.5127 (0.5433) loss_class_2_hybrid: 0.8686 (0.9120) loss_bbox_2_hybrid: 0.2379 (0.2539) loss_giou_2_hybrid: 0.5027 (0.5343) loss_class_3_hybrid: 0.8643 (0.8983) loss_bbox_3_hybrid: 0.2393 (0.2544) loss_giou_3_hybrid: 0.5007 (0.5334) loss_class_4_hybrid: 0.8561 (0.8939) loss_bbox_4_hybrid: 0.2404 (0.2544) loss_giou_4_hybrid: 0.5025 (0.5334) loss_class_enc_hybrid: 0.8448 (0.8809) loss_bbox_enc_hybrid: 0.3093 (0.3340) loss_giou_enc_hybrid: 0.6266 (0.6575) mem: 1041 max mem: 36964 [2024-01-14 16:45:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:46:01 det.util.engine] INFO: Epoch: [1] [3500/11727] eta: 2:24:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0595 loss: 33.2856 (33.8570) loss_class: 0.9382 (0.9150) loss_bbox: 0.2305 (0.2320) loss_giou: 0.4647 (0.4875) loss_class_0: 1.1106 (1.1840) loss_bbox_0: 0.2532 (0.2296) loss_giou_0: 0.4670 (0.4913) loss_class_1: 0.9967 (1.0475) loss_bbox_1: 0.2373 (0.2297) loss_giou_1: 0.4637 (0.4878) loss_class_2: 0.9741 (0.9791) loss_bbox_2: 0.2325 (0.2275) loss_giou_2: 0.4581 (0.4843) loss_class_3: 0.9665 (0.9362) loss_bbox_3: 0.2295 (0.2297) loss_giou_3: 0.4607 (0.4858) loss_class_4: 0.9506 (0.9168) loss_bbox_4: 0.2304 (0.2311) loss_giou_4: 0.4594 (0.4871) loss_class_enc: 1.0593 (1.0899) loss_bbox_enc: 0.2893 (0.2784) loss_giou_enc: 0.5629 (0.5686) loss_class_dn: 0.4833 (0.4988) loss_bbox_dn: 0.4203 (0.4206) loss_giou_dn: 0.5939 (0.6114) loss_class_dn_0: 0.5157 (0.5175) loss_bbox_dn_0: 0.5055 (0.5263) loss_giou_dn_0: 0.7449 (0.7590) loss_class_dn_1: 0.4831 (0.4945) loss_bbox_dn_1: 0.4555 (0.4468) loss_giou_dn_1: 0.6365 (0.6472) loss_class_dn_2: 0.4802 (0.4861) loss_bbox_dn_2: 0.4336 (0.4266) loss_giou_dn_2: 0.5998 (0.6188) loss_class_dn_3: 0.4772 (0.4879) loss_bbox_dn_3: 0.4220 (0.4219) loss_giou_dn_3: 0.5942 (0.6128) loss_class_dn_4: 0.4704 (0.4931) loss_bbox_dn_4: 0.4204 (0.4206) loss_giou_dn_4: 0.5934 (0.6112) loss_class_hybrid: 0.8905 (0.8955) loss_bbox_hybrid: 0.2589 (0.2542) loss_giou_hybrid: 0.4969 (0.5324) loss_class_0_hybrid: 0.9212 (0.9529) loss_bbox_0_hybrid: 0.2812 (0.2714) loss_giou_0_hybrid: 0.5409 (0.5626) loss_class_1_hybrid: 0.9051 (0.9253) loss_bbox_1_hybrid: 0.2639 (0.2595) loss_giou_1_hybrid: 0.5096 (0.5429) loss_class_2_hybrid: 0.8832 (0.9123) loss_bbox_2_hybrid: 0.2581 (0.2540) loss_giou_2_hybrid: 0.5028 (0.5339) loss_class_3_hybrid: 0.8794 (0.8987) loss_bbox_3_hybrid: 0.2565 (0.2545) loss_giou_3_hybrid: 0.4974 (0.5329) loss_class_4_hybrid: 0.8950 (0.8942) loss_bbox_4_hybrid: 0.2577 (0.2545) loss_giou_4_hybrid: 0.4966 (0.5329) loss_class_enc_hybrid: 0.8577 (0.8813) loss_bbox_enc_hybrid: 0.3419 (0.3342) loss_giou_enc_hybrid: 0.6287 (0.6570) mem: 1026 max mem: 36964 [2024-01-14 16:46:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:46:55 det.util.engine] INFO: Epoch: [1] [3550/11727] eta: 2:23:49 lr: 0.000100 data_time: 0.0033 iter_time: 1.0577 loss: 34.1358 (33.8531) loss_class: 0.8635 (0.9147) loss_bbox: 0.2529 (0.2319) loss_giou: 0.4883 (0.4878) loss_class_0: 1.1798 (1.1836) loss_bbox_0: 0.2494 (0.2295) loss_giou_0: 0.4723 (0.4915) loss_class_1: 1.0441 (1.0471) loss_bbox_1: 0.2448 (0.2296) loss_giou_1: 0.4734 (0.4881) loss_class_2: 0.9494 (0.9787) loss_bbox_2: 0.2456 (0.2274) loss_giou_2: 0.4788 (0.4846) loss_class_3: 0.8906 (0.9359) loss_bbox_3: 0.2471 (0.2296) loss_giou_3: 0.4867 (0.4861) loss_class_4: 0.8718 (0.9165) loss_bbox_4: 0.2502 (0.2311) loss_giou_4: 0.4836 (0.4874) loss_class_enc: 1.1170 (1.0896) loss_bbox_enc: 0.2838 (0.2783) loss_giou_enc: 0.5480 (0.5688) loss_class_dn: 0.4976 (0.4987) loss_bbox_dn: 0.4136 (0.4204) loss_giou_dn: 0.6289 (0.6115) loss_class_dn_0: 0.5196 (0.5174) loss_bbox_dn_0: 0.5566 (0.5260) loss_giou_dn_0: 0.7602 (0.7589) loss_class_dn_1: 0.4878 (0.4944) loss_bbox_dn_1: 0.4682 (0.4465) loss_giou_dn_1: 0.6591 (0.6472) loss_class_dn_2: 0.4755 (0.4860) loss_bbox_dn_2: 0.4382 (0.4264) loss_giou_dn_2: 0.6341 (0.6189) loss_class_dn_3: 0.4853 (0.4878) loss_bbox_dn_3: 0.4177 (0.4217) loss_giou_dn_3: 0.6302 (0.6129) loss_class_dn_4: 0.4907 (0.4929) loss_bbox_dn_4: 0.4135 (0.4204) loss_giou_dn_4: 0.6287 (0.6113) loss_class_hybrid: 0.8592 (0.8952) loss_bbox_hybrid: 0.2553 (0.2541) loss_giou_hybrid: 0.5262 (0.5326) loss_class_0_hybrid: 0.9622 (0.9526) loss_bbox_0_hybrid: 0.2707 (0.2713) loss_giou_0_hybrid: 0.5585 (0.5628) loss_class_1_hybrid: 0.9214 (0.9251) loss_bbox_1_hybrid: 0.2643 (0.2594) loss_giou_1_hybrid: 0.5414 (0.5431) loss_class_2_hybrid: 0.8885 (0.9120) loss_bbox_2_hybrid: 0.2563 (0.2539) loss_giou_2_hybrid: 0.5331 (0.5342) loss_class_3_hybrid: 0.8395 (0.8984) loss_bbox_3_hybrid: 0.2537 (0.2543) loss_giou_3_hybrid: 0.5288 (0.5332) loss_class_4_hybrid: 0.8522 (0.8940) loss_bbox_4_hybrid: 0.2558 (0.2544) loss_giou_4_hybrid: 0.5264 (0.5332) loss_class_enc_hybrid: 0.9080 (0.8811) loss_bbox_enc_hybrid: 0.3394 (0.3339) loss_giou_enc_hybrid: 0.6428 (0.6571) mem: 1024 max mem: 36964 [2024-01-14 16:46:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:47:47 det.util.engine] INFO: Epoch: [1] [3600/11727] eta: 2:22:56 lr: 0.000100 data_time: 0.0031 iter_time: 1.0562 loss: 34.1904 (33.8434) loss_class: 0.8984 (0.9145) loss_bbox: 0.2117 (0.2317) loss_giou: 0.4862 (0.4878) loss_class_0: 1.1442 (1.1830) loss_bbox_0: 0.2187 (0.2294) loss_giou_0: 0.4797 (0.4916) loss_class_1: 0.9804 (1.0466) loss_bbox_1: 0.2107 (0.2295) loss_giou_1: 0.5005 (0.4882) loss_class_2: 0.9347 (0.9783) loss_bbox_2: 0.2112 (0.2273) loss_giou_2: 0.4882 (0.4847) loss_class_3: 0.9286 (0.9357) loss_bbox_3: 0.2191 (0.2295) loss_giou_3: 0.4815 (0.4862) loss_class_4: 0.9063 (0.9163) loss_bbox_4: 0.2118 (0.2309) loss_giou_4: 0.4823 (0.4875) loss_class_enc: 1.0373 (1.0891) loss_bbox_enc: 0.2612 (0.2781) loss_giou_enc: 0.5660 (0.5688) loss_class_dn: 0.4927 (0.4986) loss_bbox_dn: 0.3596 (0.4199) loss_giou_dn: 0.6078 (0.6113) loss_class_dn_0: 0.5151 (0.5174) loss_bbox_dn_0: 0.4646 (0.5255) loss_giou_dn_0: 0.7412 (0.7588) loss_class_dn_1: 0.4817 (0.4943) loss_bbox_dn_1: 0.3885 (0.4461) loss_giou_dn_1: 0.6466 (0.6471) loss_class_dn_2: 0.4716 (0.4859) loss_bbox_dn_2: 0.3637 (0.4259) loss_giou_dn_2: 0.6097 (0.6188) loss_class_dn_3: 0.4714 (0.4877) loss_bbox_dn_3: 0.3628 (0.4213) loss_giou_dn_3: 0.6109 (0.6127) loss_class_dn_4: 0.4823 (0.4928) loss_bbox_dn_4: 0.3599 (0.4199) loss_giou_dn_4: 0.6071 (0.6112) loss_class_hybrid: 0.8782 (0.8949) loss_bbox_hybrid: 0.2491 (0.2539) loss_giou_hybrid: 0.5329 (0.5328) loss_class_0_hybrid: 0.9222 (0.9523) loss_bbox_0_hybrid: 0.2636 (0.2712) loss_giou_0_hybrid: 0.5653 (0.5629) loss_class_1_hybrid: 0.9158 (0.9247) loss_bbox_1_hybrid: 0.2540 (0.2592) loss_giou_1_hybrid: 0.5567 (0.5433) loss_class_2_hybrid: 0.8878 (0.9116) loss_bbox_2_hybrid: 0.2527 (0.2538) loss_giou_2_hybrid: 0.5438 (0.5343) loss_class_3_hybrid: 0.8607 (0.8981) loss_bbox_3_hybrid: 0.2500 (0.2542) loss_giou_3_hybrid: 0.5359 (0.5334) loss_class_4_hybrid: 0.8678 (0.8936) loss_bbox_4_hybrid: 0.2514 (0.2542) loss_giou_4_hybrid: 0.5351 (0.5333) loss_class_enc_hybrid: 0.8659 (0.8810) loss_bbox_enc_hybrid: 0.3276 (0.3336) loss_giou_enc_hybrid: 0.6447 (0.6571) mem: 1031 max mem: 36964 [2024-01-14 16:47:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:48:40 det.util.engine] INFO: Epoch: [1] [3650/11727] eta: 2:22:03 lr: 0.000100 data_time: 0.0031 iter_time: 1.0403 loss: 32.6609 (33.8337) loss_class: 0.8900 (0.9142) loss_bbox: 0.2086 (0.2316) loss_giou: 0.4932 (0.4878) loss_class_0: 1.1927 (1.1827) loss_bbox_0: 0.2097 (0.2293) loss_giou_0: 0.4780 (0.4916) loss_class_1: 1.0059 (1.0462) loss_bbox_1: 0.2020 (0.2295) loss_giou_1: 0.4825 (0.4882) loss_class_2: 0.9614 (0.9779) loss_bbox_2: 0.2089 (0.2273) loss_giou_2: 0.4971 (0.4847) loss_class_3: 0.9120 (0.9354) loss_bbox_3: 0.2082 (0.2294) loss_giou_3: 0.4937 (0.4862) loss_class_4: 0.9046 (0.9160) loss_bbox_4: 0.2077 (0.2308) loss_giou_4: 0.4894 (0.4874) loss_class_enc: 1.0810 (1.0889) loss_bbox_enc: 0.2449 (0.2780) loss_giou_enc: 0.5585 (0.5688) loss_class_dn: 0.4967 (0.4984) loss_bbox_dn: 0.3417 (0.4195) loss_giou_dn: 0.6119 (0.6111) loss_class_dn_0: 0.5112 (0.5174) loss_bbox_dn_0: 0.4445 (0.5252) loss_giou_dn_0: 0.7454 (0.7585) loss_class_dn_1: 0.4885 (0.4942) loss_bbox_dn_1: 0.3610 (0.4457) loss_giou_dn_1: 0.6438 (0.6468) loss_class_dn_2: 0.4723 (0.4858) loss_bbox_dn_2: 0.3509 (0.4256) loss_giou_dn_2: 0.6185 (0.6185) loss_class_dn_3: 0.4799 (0.4875) loss_bbox_dn_3: 0.3455 (0.4209) loss_giou_dn_3: 0.6134 (0.6125) loss_class_dn_4: 0.4892 (0.4927) loss_bbox_dn_4: 0.3418 (0.4195) loss_giou_dn_4: 0.6115 (0.6109) loss_class_hybrid: 0.8573 (0.8948) loss_bbox_hybrid: 0.2292 (0.2538) loss_giou_hybrid: 0.5252 (0.5327) loss_class_0_hybrid: 0.9542 (0.9524) loss_bbox_0_hybrid: 0.2430 (0.2710) loss_giou_0_hybrid: 0.5473 (0.5627) loss_class_1_hybrid: 0.8954 (0.9246) loss_bbox_1_hybrid: 0.2301 (0.2591) loss_giou_1_hybrid: 0.5326 (0.5432) loss_class_2_hybrid: 0.8940 (0.9116) loss_bbox_2_hybrid: 0.2275 (0.2537) loss_giou_2_hybrid: 0.5234 (0.5342) loss_class_3_hybrid: 0.8999 (0.8980) loss_bbox_3_hybrid: 0.2250 (0.2541) loss_giou_3_hybrid: 0.5259 (0.5332) loss_class_4_hybrid: 0.8812 (0.8935) loss_bbox_4_hybrid: 0.2282 (0.2541) loss_giou_4_hybrid: 0.5260 (0.5332) loss_class_enc_hybrid: 0.8527 (0.8809) loss_bbox_enc_hybrid: 0.3157 (0.3336) loss_giou_enc_hybrid: 0.6615 (0.6569) mem: 1021 max mem: 36964 [2024-01-14 16:48:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:49:32 det.util.engine] INFO: Epoch: [1] [3700/11727] eta: 2:21:08 lr: 0.000100 data_time: 0.0031 iter_time: 1.0372 loss: 33.0339 (33.8291) loss_class: 0.9335 (0.9141) loss_bbox: 0.2237 (0.2318) loss_giou: 0.4404 (0.4875) loss_class_0: 1.1836 (1.1827) loss_bbox_0: 0.2194 (0.2294) loss_giou_0: 0.4256 (0.4912) loss_class_1: 1.0941 (1.0464) loss_bbox_1: 0.2081 (0.2295) loss_giou_1: 0.4180 (0.4878) loss_class_2: 0.9764 (0.9779) loss_bbox_2: 0.2208 (0.2274) loss_giou_2: 0.4324 (0.4844) loss_class_3: 0.9314 (0.9352) loss_bbox_3: 0.2266 (0.2295) loss_giou_3: 0.4345 (0.4858) loss_class_4: 0.9223 (0.9159) loss_bbox_4: 0.2237 (0.2310) loss_giou_4: 0.4372 (0.4871) loss_class_enc: 1.0803 (1.0887) loss_bbox_enc: 0.2787 (0.2782) loss_giou_enc: 0.5109 (0.5685) loss_class_dn: 0.4708 (0.4983) loss_bbox_dn: 0.4273 (0.4197) loss_giou_dn: 0.5285 (0.6108) loss_class_dn_0: 0.5074 (0.5173) loss_bbox_dn_0: 0.5420 (0.5255) loss_giou_dn_0: 0.7230 (0.7582) loss_class_dn_1: 0.4828 (0.4941) loss_bbox_dn_1: 0.4500 (0.4459) loss_giou_dn_1: 0.5762 (0.6465) loss_class_dn_2: 0.4730 (0.4857) loss_bbox_dn_2: 0.4258 (0.4258) loss_giou_dn_2: 0.5416 (0.6182) loss_class_dn_3: 0.4693 (0.4874) loss_bbox_dn_3: 0.4282 (0.4211) loss_giou_dn_3: 0.5317 (0.6122) loss_class_dn_4: 0.4706 (0.4925) loss_bbox_dn_4: 0.4275 (0.4197) loss_giou_dn_4: 0.5284 (0.6106) loss_class_hybrid: 0.9020 (0.8949) loss_bbox_hybrid: 0.2412 (0.2539) loss_giou_hybrid: 0.4545 (0.5323) loss_class_0_hybrid: 0.9724 (0.9525) loss_bbox_0_hybrid: 0.2586 (0.2711) loss_giou_0_hybrid: 0.4750 (0.5623) loss_class_1_hybrid: 0.9251 (0.9246) loss_bbox_1_hybrid: 0.2472 (0.2592) loss_giou_1_hybrid: 0.4606 (0.5427) loss_class_2_hybrid: 0.9216 (0.9116) loss_bbox_2_hybrid: 0.2398 (0.2538) loss_giou_2_hybrid: 0.4499 (0.5338) loss_class_3_hybrid: 0.8975 (0.8981) loss_bbox_3_hybrid: 0.2389 (0.2542) loss_giou_3_hybrid: 0.4506 (0.5328) loss_class_4_hybrid: 0.9063 (0.8936) loss_bbox_4_hybrid: 0.2379 (0.2543) loss_giou_4_hybrid: 0.4504 (0.5328) loss_class_enc_hybrid: 0.8773 (0.8810) loss_bbox_enc_hybrid: 0.3205 (0.3337) loss_giou_enc_hybrid: 0.5829 (0.6565) mem: 1015 max mem: 36964 [2024-01-14 16:49:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:50:24 det.util.engine] INFO: Epoch: [1] [3750/11727] eta: 2:20:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0442 loss: 33.0474 (33.8263) loss_class: 0.8560 (0.9138) loss_bbox: 0.2148 (0.2318) loss_giou: 0.4826 (0.4876) loss_class_0: 1.1362 (1.1823) loss_bbox_0: 0.2112 (0.2295) loss_giou_0: 0.4819 (0.4914) loss_class_1: 0.9511 (1.0460) loss_bbox_1: 0.2166 (0.2295) loss_giou_1: 0.4988 (0.4880) loss_class_2: 0.9212 (0.9777) loss_bbox_2: 0.2151 (0.2274) loss_giou_2: 0.4905 (0.4845) loss_class_3: 0.8979 (0.9350) loss_bbox_3: 0.2124 (0.2295) loss_giou_3: 0.4988 (0.4860) loss_class_4: 0.8655 (0.9156) loss_bbox_4: 0.2167 (0.2310) loss_giou_4: 0.5039 (0.4873) loss_class_enc: 1.0455 (1.0884) loss_bbox_enc: 0.2646 (0.2782) loss_giou_enc: 0.5548 (0.5685) loss_class_dn: 0.4871 (0.4982) loss_bbox_dn: 0.3876 (0.4196) loss_giou_dn: 0.6113 (0.6107) loss_class_dn_0: 0.5173 (0.5173) loss_bbox_dn_0: 0.5029 (0.5254) loss_giou_dn_0: 0.7456 (0.7581) loss_class_dn_1: 0.4894 (0.4941) loss_bbox_dn_1: 0.4196 (0.4458) loss_giou_dn_1: 0.6505 (0.6465) loss_class_dn_2: 0.4735 (0.4856) loss_bbox_dn_2: 0.3947 (0.4256) loss_giou_dn_2: 0.6213 (0.6181) loss_class_dn_3: 0.4798 (0.4874) loss_bbox_dn_3: 0.3880 (0.4209) loss_giou_dn_3: 0.6137 (0.6121) loss_class_dn_4: 0.4793 (0.4925) loss_bbox_dn_4: 0.3876 (0.4196) loss_giou_dn_4: 0.6113 (0.6105) loss_class_hybrid: 0.8257 (0.8946) loss_bbox_hybrid: 0.2380 (0.2539) loss_giou_hybrid: 0.5231 (0.5324) loss_class_0_hybrid: 0.8869 (0.9525) loss_bbox_0_hybrid: 0.2557 (0.2711) loss_giou_0_hybrid: 0.5358 (0.5624) loss_class_1_hybrid: 0.8670 (0.9245) loss_bbox_1_hybrid: 0.2437 (0.2592) loss_giou_1_hybrid: 0.5372 (0.5429) loss_class_2_hybrid: 0.8307 (0.9115) loss_bbox_2_hybrid: 0.2409 (0.2538) loss_giou_2_hybrid: 0.5321 (0.5340) loss_class_3_hybrid: 0.8289 (0.8978) loss_bbox_3_hybrid: 0.2391 (0.2542) loss_giou_3_hybrid: 0.5193 (0.5330) loss_class_4_hybrid: 0.8208 (0.8934) loss_bbox_4_hybrid: 0.2392 (0.2543) loss_giou_4_hybrid: 0.5232 (0.5330) loss_class_enc_hybrid: 0.8462 (0.8809) loss_bbox_enc_hybrid: 0.2951 (0.3336) loss_giou_enc_hybrid: 0.6235 (0.6565) mem: 1010 max mem: 36964 [2024-01-14 16:50:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:51:15 det.util.engine] INFO: Epoch: [1] [3800/11727] eta: 2:19:18 lr: 0.000100 data_time: 0.0031 iter_time: 1.0187 loss: 34.3513 (33.8239) loss_class: 0.8982 (0.9136) loss_bbox: 0.2317 (0.2318) loss_giou: 0.4743 (0.4876) loss_class_0: 1.1827 (1.1823) loss_bbox_0: 0.2229 (0.2295) loss_giou_0: 0.4435 (0.4913) loss_class_1: 1.0081 (1.0457) loss_bbox_1: 0.2376 (0.2296) loss_giou_1: 0.4715 (0.4879) loss_class_2: 0.9723 (0.9774) loss_bbox_2: 0.2360 (0.2275) loss_giou_2: 0.4700 (0.4845) loss_class_3: 0.9307 (0.9348) loss_bbox_3: 0.2281 (0.2296) loss_giou_3: 0.4815 (0.4859) loss_class_4: 0.9057 (0.9154) loss_bbox_4: 0.2318 (0.2311) loss_giou_4: 0.4745 (0.4872) loss_class_enc: 1.0622 (1.0883) loss_bbox_enc: 0.2828 (0.2783) loss_giou_enc: 0.5610 (0.5684) loss_class_dn: 0.4783 (0.4981) loss_bbox_dn: 0.4366 (0.4197) loss_giou_dn: 0.6218 (0.6106) loss_class_dn_0: 0.4994 (0.5173) loss_bbox_dn_0: 0.5456 (0.5256) loss_giou_dn_0: 0.7606 (0.7580) loss_class_dn_1: 0.4739 (0.4940) loss_bbox_dn_1: 0.4663 (0.4460) loss_giou_dn_1: 0.6531 (0.6464) loss_class_dn_2: 0.4611 (0.4856) loss_bbox_dn_2: 0.4436 (0.4258) loss_giou_dn_2: 0.6276 (0.6180) loss_class_dn_3: 0.4618 (0.4873) loss_bbox_dn_3: 0.4375 (0.4211) loss_giou_dn_3: 0.6241 (0.6120) loss_class_dn_4: 0.4634 (0.4924) loss_bbox_dn_4: 0.4366 (0.4197) loss_giou_dn_4: 0.6217 (0.6105) loss_class_hybrid: 0.8764 (0.8945) loss_bbox_hybrid: 0.2602 (0.2540) loss_giou_hybrid: 0.4797 (0.5323) loss_class_0_hybrid: 0.9334 (0.9527) loss_bbox_0_hybrid: 0.2697 (0.2711) loss_giou_0_hybrid: 0.5050 (0.5621) loss_class_1_hybrid: 0.9150 (0.9245) loss_bbox_1_hybrid: 0.2584 (0.2593) loss_giou_1_hybrid: 0.4914 (0.5427) loss_class_2_hybrid: 0.9028 (0.9114) loss_bbox_2_hybrid: 0.2618 (0.2538) loss_giou_2_hybrid: 0.4778 (0.5338) loss_class_3_hybrid: 0.8798 (0.8978) loss_bbox_3_hybrid: 0.2586 (0.2543) loss_giou_3_hybrid: 0.4849 (0.5328) loss_class_4_hybrid: 0.8746 (0.8933) loss_bbox_4_hybrid: 0.2588 (0.2543) loss_giou_4_hybrid: 0.4811 (0.5328) loss_class_enc_hybrid: 0.8861 (0.8811) loss_bbox_enc_hybrid: 0.3282 (0.3336) loss_giou_enc_hybrid: 0.5983 (0.6562) mem: 1033 max mem: 36964 [2024-01-14 16:51:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:52:07 det.util.engine] INFO: Epoch: [1] [3850/11727] eta: 2:18:23 lr: 0.000100 data_time: 0.0031 iter_time: 1.0260 loss: 34.1508 (33.8258) loss_class: 0.9258 (0.9139) loss_bbox: 0.2398 (0.2319) loss_giou: 0.4722 (0.4874) loss_class_0: 1.1967 (1.1826) loss_bbox_0: 0.2236 (0.2296) loss_giou_0: 0.4937 (0.4911) loss_class_1: 1.0629 (1.0458) loss_bbox_1: 0.2332 (0.2297) loss_giou_1: 0.5071 (0.4878) loss_class_2: 0.9774 (0.9775) loss_bbox_2: 0.2379 (0.2276) loss_giou_2: 0.4844 (0.4844) loss_class_3: 0.9488 (0.9350) loss_bbox_3: 0.2381 (0.2297) loss_giou_3: 0.4842 (0.4858) loss_class_4: 0.9227 (0.9157) loss_bbox_4: 0.2355 (0.2311) loss_giou_4: 0.4757 (0.4871) loss_class_enc: 1.0455 (1.0884) loss_bbox_enc: 0.2856 (0.2784) loss_giou_enc: 0.5664 (0.5682) loss_class_dn: 0.4906 (0.4982) loss_bbox_dn: 0.3921 (0.4198) loss_giou_dn: 0.6239 (0.6105) loss_class_dn_0: 0.5134 (0.5173) loss_bbox_dn_0: 0.5383 (0.5257) loss_giou_dn_0: 0.7551 (0.7578) loss_class_dn_1: 0.4816 (0.4940) loss_bbox_dn_1: 0.4366 (0.4461) loss_giou_dn_1: 0.6503 (0.6462) loss_class_dn_2: 0.4747 (0.4856) loss_bbox_dn_2: 0.4042 (0.4258) loss_giou_dn_2: 0.6276 (0.6179) loss_class_dn_3: 0.4759 (0.4873) loss_bbox_dn_3: 0.3956 (0.4211) loss_giou_dn_3: 0.6251 (0.6119) loss_class_dn_4: 0.4813 (0.4924) loss_bbox_dn_4: 0.3920 (0.4198) loss_giou_dn_4: 0.6237 (0.6103) loss_class_hybrid: 0.8803 (0.8947) loss_bbox_hybrid: 0.2556 (0.2541) loss_giou_hybrid: 0.5382 (0.5321) loss_class_0_hybrid: 0.9952 (0.9531) loss_bbox_0_hybrid: 0.2643 (0.2712) loss_giou_0_hybrid: 0.5441 (0.5619) loss_class_1_hybrid: 0.9205 (0.9247) loss_bbox_1_hybrid: 0.2607 (0.2594) loss_giou_1_hybrid: 0.5465 (0.5425) loss_class_2_hybrid: 0.9083 (0.9117) loss_bbox_2_hybrid: 0.2461 (0.2539) loss_giou_2_hybrid: 0.5374 (0.5336) loss_class_3_hybrid: 0.8981 (0.8980) loss_bbox_3_hybrid: 0.2553 (0.2544) loss_giou_3_hybrid: 0.5392 (0.5326) loss_class_4_hybrid: 0.8788 (0.8936) loss_bbox_4_hybrid: 0.2623 (0.2544) loss_giou_4_hybrid: 0.5420 (0.5326) loss_class_enc_hybrid: 0.8962 (0.8815) loss_bbox_enc_hybrid: 0.3157 (0.3336) loss_giou_enc_hybrid: 0.6190 (0.6558) mem: 1034 max mem: 36964 [2024-01-14 16:52:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:52:59 det.util.engine] INFO: Epoch: [1] [3900/11727] eta: 2:17:29 lr: 0.000100 data_time: 0.0029 iter_time: 1.0275 loss: 32.4653 (33.8202) loss_class: 0.9112 (0.9139) loss_bbox: 0.1982 (0.2318) loss_giou: 0.4592 (0.4874) loss_class_0: 1.1608 (1.1825) loss_bbox_0: 0.2068 (0.2294) loss_giou_0: 0.4614 (0.4910) loss_class_1: 1.0277 (1.0458) loss_bbox_1: 0.1962 (0.2295) loss_giou_1: 0.4569 (0.4877) loss_class_2: 1.0048 (0.9776) loss_bbox_2: 0.1985 (0.2274) loss_giou_2: 0.4473 (0.4843) loss_class_3: 0.9493 (0.9352) loss_bbox_3: 0.1932 (0.2295) loss_giou_3: 0.4523 (0.4857) loss_class_4: 0.8949 (0.9157) loss_bbox_4: 0.1992 (0.2310) loss_giou_4: 0.4617 (0.4870) loss_class_enc: 1.0774 (1.0883) loss_bbox_enc: 0.2626 (0.2783) loss_giou_enc: 0.5361 (0.5682) loss_class_dn: 0.4867 (0.4981) loss_bbox_dn: 0.3489 (0.4194) loss_giou_dn: 0.6008 (0.6103) loss_class_dn_0: 0.5149 (0.5174) loss_bbox_dn_0: 0.4524 (0.5254) loss_giou_dn_0: 0.7306 (0.7575) loss_class_dn_1: 0.4868 (0.4940) loss_bbox_dn_1: 0.3849 (0.4457) loss_giou_dn_1: 0.6228 (0.6460) loss_class_dn_2: 0.4812 (0.4855) loss_bbox_dn_2: 0.3540 (0.4255) loss_giou_dn_2: 0.6039 (0.6177) loss_class_dn_3: 0.4740 (0.4873) loss_bbox_dn_3: 0.3494 (0.4208) loss_giou_dn_3: 0.6017 (0.6117) loss_class_dn_4: 0.4810 (0.4924) loss_bbox_dn_4: 0.3489 (0.4194) loss_giou_dn_4: 0.6008 (0.6102) loss_class_hybrid: 0.9025 (0.8947) loss_bbox_hybrid: 0.2348 (0.2540) loss_giou_hybrid: 0.5008 (0.5321) loss_class_0_hybrid: 0.9425 (0.9531) loss_bbox_0_hybrid: 0.2360 (0.2711) loss_giou_0_hybrid: 0.5434 (0.5619) loss_class_1_hybrid: 0.9165 (0.9248) loss_bbox_1_hybrid: 0.2317 (0.2593) loss_giou_1_hybrid: 0.5177 (0.5425) loss_class_2_hybrid: 0.9094 (0.9116) loss_bbox_2_hybrid: 0.2345 (0.2538) loss_giou_2_hybrid: 0.5037 (0.5336) loss_class_3_hybrid: 0.9149 (0.8979) loss_bbox_3_hybrid: 0.2369 (0.2543) loss_giou_3_hybrid: 0.5015 (0.5326) loss_class_4_hybrid: 0.8950 (0.8935) loss_bbox_4_hybrid: 0.2368 (0.2544) loss_giou_4_hybrid: 0.5009 (0.5327) loss_class_enc_hybrid: 0.9225 (0.8816) loss_bbox_enc_hybrid: 0.3070 (0.3334) loss_giou_enc_hybrid: 0.6359 (0.6557) mem: 1013 max mem: 36964 [2024-01-14 16:52:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:53:51 det.util.engine] INFO: Epoch: [1] [3950/11727] eta: 2:16:36 lr: 0.000100 data_time: 0.0034 iter_time: 1.0404 loss: 33.4000 (33.8172) loss_class: 0.9234 (0.9139) loss_bbox: 0.2107 (0.2317) loss_giou: 0.4646 (0.4874) loss_class_0: 1.1426 (1.1823) loss_bbox_0: 0.2039 (0.2293) loss_giou_0: 0.4796 (0.4910) loss_class_1: 1.0046 (1.0456) loss_bbox_1: 0.1985 (0.2294) loss_giou_1: 0.4755 (0.4877) loss_class_2: 0.9868 (0.9775) loss_bbox_2: 0.2021 (0.2274) loss_giou_2: 0.4660 (0.4843) loss_class_3: 0.9190 (0.9351) loss_bbox_3: 0.2034 (0.2295) loss_giou_3: 0.4664 (0.4857) loss_class_4: 0.9164 (0.9158) loss_bbox_4: 0.2084 (0.2309) loss_giou_4: 0.4628 (0.4871) loss_class_enc: 1.0553 (1.0880) loss_bbox_enc: 0.2512 (0.2783) loss_giou_enc: 0.5478 (0.5682) loss_class_dn: 0.4957 (0.4980) loss_bbox_dn: 0.3418 (0.4192) loss_giou_dn: 0.6232 (0.6103) loss_class_dn_0: 0.5143 (0.5173) loss_bbox_dn_0: 0.4425 (0.5251) loss_giou_dn_0: 0.7644 (0.7575) loss_class_dn_1: 0.4896 (0.4939) loss_bbox_dn_1: 0.3671 (0.4454) loss_giou_dn_1: 0.6636 (0.6460) loss_class_dn_2: 0.4795 (0.4855) loss_bbox_dn_2: 0.3458 (0.4252) loss_giou_dn_2: 0.6335 (0.6177) loss_class_dn_3: 0.4843 (0.4871) loss_bbox_dn_3: 0.3409 (0.4206) loss_giou_dn_3: 0.6263 (0.6117) loss_class_dn_4: 0.4925 (0.4923) loss_bbox_dn_4: 0.3419 (0.4192) loss_giou_dn_4: 0.6231 (0.6102) loss_class_hybrid: 0.8824 (0.8945) loss_bbox_hybrid: 0.2265 (0.2540) loss_giou_hybrid: 0.5348 (0.5323) loss_class_0_hybrid: 0.9133 (0.9529) loss_bbox_0_hybrid: 0.2531 (0.2710) loss_giou_0_hybrid: 0.5673 (0.5621) loss_class_1_hybrid: 0.8975 (0.9246) loss_bbox_1_hybrid: 0.2346 (0.2593) loss_giou_1_hybrid: 0.5476 (0.5427) loss_class_2_hybrid: 0.8943 (0.9115) loss_bbox_2_hybrid: 0.2246 (0.2538) loss_giou_2_hybrid: 0.5343 (0.5338) loss_class_3_hybrid: 0.8836 (0.8978) loss_bbox_3_hybrid: 0.2252 (0.2543) loss_giou_3_hybrid: 0.5359 (0.5328) loss_class_4_hybrid: 0.8779 (0.8934) loss_bbox_4_hybrid: 0.2266 (0.2543) loss_giou_4_hybrid: 0.5307 (0.5328) loss_class_enc_hybrid: 0.8741 (0.8814) loss_bbox_enc_hybrid: 0.2940 (0.3334) loss_giou_enc_hybrid: 0.6482 (0.6559) mem: 1028 max mem: 36964 [2024-01-14 16:53:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:54:45 det.util.engine] INFO: Epoch: [1] [4000/11727] eta: 2:15:46 lr: 0.000100 data_time: 0.0030 iter_time: 1.0708 loss: 32.6981 (33.7994) loss_class: 0.8688 (0.9134) loss_bbox: 0.2022 (0.2314) loss_giou: 0.4753 (0.4875) loss_class_0: 1.1121 (1.1819) loss_bbox_0: 0.1997 (0.2290) loss_giou_0: 0.4996 (0.4910) loss_class_1: 0.9843 (1.0450) loss_bbox_1: 0.1952 (0.2291) loss_giou_1: 0.4883 (0.4878) loss_class_2: 0.9189 (0.9770) loss_bbox_2: 0.1983 (0.2270) loss_giou_2: 0.4703 (0.4843) loss_class_3: 0.8815 (0.9346) loss_bbox_3: 0.2099 (0.2291) loss_giou_3: 0.4851 (0.4858) loss_class_4: 0.8591 (0.9152) loss_bbox_4: 0.2092 (0.2306) loss_giou_4: 0.4778 (0.4871) loss_class_enc: 1.0491 (1.0874) loss_bbox_enc: 0.2497 (0.2779) loss_giou_enc: 0.5544 (0.5681) loss_class_dn: 0.4801 (0.4978) loss_bbox_dn: 0.3384 (0.4185) loss_giou_dn: 0.6068 (0.6102) loss_class_dn_0: 0.5134 (0.5172) loss_bbox_dn_0: 0.4515 (0.5243) loss_giou_dn_0: 0.7412 (0.7573) loss_class_dn_1: 0.4838 (0.4938) loss_bbox_dn_1: 0.3638 (0.4447) loss_giou_dn_1: 0.6409 (0.6458) loss_class_dn_2: 0.4712 (0.4853) loss_bbox_dn_2: 0.3429 (0.4245) loss_giou_dn_2: 0.6164 (0.6176) loss_class_dn_3: 0.4752 (0.4870) loss_bbox_dn_3: 0.3375 (0.4199) loss_giou_dn_3: 0.6089 (0.6116) loss_class_dn_4: 0.4760 (0.4921) loss_bbox_dn_4: 0.3385 (0.4185) loss_giou_dn_4: 0.6066 (0.6100) loss_class_hybrid: 0.8511 (0.8941) loss_bbox_hybrid: 0.2295 (0.2537) loss_giou_hybrid: 0.5076 (0.5323) loss_class_0_hybrid: 0.8830 (0.9523) loss_bbox_0_hybrid: 0.2431 (0.2707) loss_giou_0_hybrid: 0.5386 (0.5621) loss_class_1_hybrid: 0.8700 (0.9240) loss_bbox_1_hybrid: 0.2336 (0.2590) loss_giou_1_hybrid: 0.5159 (0.5428) loss_class_2_hybrid: 0.8751 (0.9110) loss_bbox_2_hybrid: 0.2290 (0.2535) loss_giou_2_hybrid: 0.5029 (0.5339) loss_class_3_hybrid: 0.8706 (0.8974) loss_bbox_3_hybrid: 0.2304 (0.2539) loss_giou_3_hybrid: 0.5084 (0.5329) loss_class_4_hybrid: 0.8559 (0.8929) loss_bbox_4_hybrid: 0.2311 (0.2540) loss_giou_4_hybrid: 0.5072 (0.5329) loss_class_enc_hybrid: 0.8377 (0.8810) loss_bbox_enc_hybrid: 0.3026 (0.3330) loss_giou_enc_hybrid: 0.6171 (0.6558) mem: 1034 max mem: 36964 [2024-01-14 16:54:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:55:39 det.util.engine] INFO: Epoch: [1] [4050/11727] eta: 2:14:54 lr: 0.000100 data_time: 0.0033 iter_time: 1.0469 loss: 33.7740 (33.7956) loss_class: 0.8497 (0.9130) loss_bbox: 0.2144 (0.2314) loss_giou: 0.4713 (0.4876) loss_class_0: 1.0925 (1.1814) loss_bbox_0: 0.2198 (0.2289) loss_giou_0: 0.5016 (0.4912) loss_class_1: 0.9999 (1.0444) loss_bbox_1: 0.2071 (0.2292) loss_giou_1: 0.4750 (0.4880) loss_class_2: 0.9195 (0.9764) loss_bbox_2: 0.2054 (0.2271) loss_giou_2: 0.4759 (0.4845) loss_class_3: 0.8799 (0.9342) loss_bbox_3: 0.2168 (0.2292) loss_giou_3: 0.4782 (0.4860) loss_class_4: 0.8505 (0.9148) loss_bbox_4: 0.2191 (0.2307) loss_giou_4: 0.4722 (0.4873) loss_class_enc: 1.0416 (1.0870) loss_bbox_enc: 0.2559 (0.2779) loss_giou_enc: 0.5506 (0.5682) loss_class_dn: 0.4818 (0.4977) loss_bbox_dn: 0.3509 (0.4184) loss_giou_dn: 0.6083 (0.6103) loss_class_dn_0: 0.5072 (0.5171) loss_bbox_dn_0: 0.4793 (0.5240) loss_giou_dn_0: 0.7503 (0.7573) loss_class_dn_1: 0.4891 (0.4937) loss_bbox_dn_1: 0.3770 (0.4445) loss_giou_dn_1: 0.6381 (0.6459) loss_class_dn_2: 0.4762 (0.4852) loss_bbox_dn_2: 0.3586 (0.4244) loss_giou_dn_2: 0.6141 (0.6176) loss_class_dn_3: 0.4736 (0.4869) loss_bbox_dn_3: 0.3532 (0.4197) loss_giou_dn_3: 0.6097 (0.6116) loss_class_dn_4: 0.4755 (0.4920) loss_bbox_dn_4: 0.3508 (0.4183) loss_giou_dn_4: 0.6084 (0.6101) loss_class_hybrid: 0.8478 (0.8937) loss_bbox_hybrid: 0.2328 (0.2537) loss_giou_hybrid: 0.5156 (0.5326) loss_class_0_hybrid: 0.8960 (0.9520) loss_bbox_0_hybrid: 0.2588 (0.2707) loss_giou_0_hybrid: 0.5489 (0.5623) loss_class_1_hybrid: 0.8893 (0.9237) loss_bbox_1_hybrid: 0.2406 (0.2590) loss_giou_1_hybrid: 0.5229 (0.5430) loss_class_2_hybrid: 0.8673 (0.9106) loss_bbox_2_hybrid: 0.2333 (0.2536) loss_giou_2_hybrid: 0.5187 (0.5341) loss_class_3_hybrid: 0.8609 (0.8970) loss_bbox_3_hybrid: 0.2372 (0.2540) loss_giou_3_hybrid: 0.5160 (0.5331) loss_class_4_hybrid: 0.8417 (0.8925) loss_bbox_4_hybrid: 0.2387 (0.2540) loss_giou_4_hybrid: 0.5166 (0.5332) loss_class_enc_hybrid: 0.8340 (0.8807) loss_bbox_enc_hybrid: 0.3156 (0.3329) loss_giou_enc_hybrid: 0.6400 (0.6559) mem: 1014 max mem: 36964 [2024-01-14 16:55:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:56:32 det.util.engine] INFO: Epoch: [1] [4100/11727] eta: 2:14:02 lr: 0.000100 data_time: 0.0031 iter_time: 1.0526 loss: 33.5691 (33.7887) loss_class: 0.9264 (0.9130) loss_bbox: 0.1936 (0.2312) loss_giou: 0.4700 (0.4875) loss_class_0: 1.1542 (1.1813) loss_bbox_0: 0.1989 (0.2288) loss_giou_0: 0.4846 (0.4911) loss_class_1: 1.0302 (1.0444) loss_bbox_1: 0.1948 (0.2290) loss_giou_1: 0.4656 (0.4879) loss_class_2: 0.9772 (0.9765) loss_bbox_2: 0.1913 (0.2269) loss_giou_2: 0.4673 (0.4844) loss_class_3: 0.9516 (0.9343) loss_bbox_3: 0.1907 (0.2290) loss_giou_3: 0.4648 (0.4858) loss_class_4: 0.9372 (0.9149) loss_bbox_4: 0.1974 (0.2305) loss_giou_4: 0.4728 (0.4871) loss_class_enc: 1.0778 (1.0869) loss_bbox_enc: 0.2480 (0.2777) loss_giou_enc: 0.5487 (0.5680) loss_class_dn: 0.4862 (0.4976) loss_bbox_dn: 0.3777 (0.4181) loss_giou_dn: 0.5956 (0.6101) loss_class_dn_0: 0.5101 (0.5171) loss_bbox_dn_0: 0.4717 (0.5239) loss_giou_dn_0: 0.7654 (0.7573) loss_class_dn_1: 0.4854 (0.4936) loss_bbox_dn_1: 0.3983 (0.4443) loss_giou_dn_1: 0.6410 (0.6457) loss_class_dn_2: 0.4724 (0.4851) loss_bbox_dn_2: 0.3763 (0.4241) loss_giou_dn_2: 0.6076 (0.6175) loss_class_dn_3: 0.4780 (0.4867) loss_bbox_dn_3: 0.3774 (0.4195) loss_giou_dn_3: 0.5980 (0.6115) loss_class_dn_4: 0.4779 (0.4918) loss_bbox_dn_4: 0.3777 (0.4181) loss_giou_dn_4: 0.5954 (0.6100) loss_class_hybrid: 0.8823 (0.8937) loss_bbox_hybrid: 0.2239 (0.2536) loss_giou_hybrid: 0.5271 (0.5325) loss_class_0_hybrid: 0.9741 (0.9519) loss_bbox_0_hybrid: 0.2538 (0.2706) loss_giou_0_hybrid: 0.5584 (0.5622) loss_class_1_hybrid: 0.9288 (0.9237) loss_bbox_1_hybrid: 0.2324 (0.2588) loss_giou_1_hybrid: 0.5362 (0.5429) loss_class_2_hybrid: 0.9153 (0.9106) loss_bbox_2_hybrid: 0.2253 (0.2534) loss_giou_2_hybrid: 0.5279 (0.5340) loss_class_3_hybrid: 0.9147 (0.8970) loss_bbox_3_hybrid: 0.2261 (0.2538) loss_giou_3_hybrid: 0.5295 (0.5330) loss_class_4_hybrid: 0.8885 (0.8925) loss_bbox_4_hybrid: 0.2232 (0.2539) loss_giou_4_hybrid: 0.5243 (0.5331) loss_class_enc_hybrid: 0.8954 (0.8809) loss_bbox_enc_hybrid: 0.3115 (0.3327) loss_giou_enc_hybrid: 0.6481 (0.6556) mem: 1018 max mem: 36964 [2024-01-14 16:56:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:57:24 det.util.engine] INFO: Epoch: [1] [4150/11727] eta: 2:13:09 lr: 0.000100 data_time: 0.0034 iter_time: 1.0637 loss: 32.4609 (33.7834) loss_class: 0.9055 (0.9131) loss_bbox: 0.1921 (0.2312) loss_giou: 0.4771 (0.4873) loss_class_0: 1.1507 (1.1810) loss_bbox_0: 0.1987 (0.2287) loss_giou_0: 0.4651 (0.4909) loss_class_1: 1.0159 (1.0440) loss_bbox_1: 0.1943 (0.2290) loss_giou_1: 0.4661 (0.4877) loss_class_2: 0.9415 (0.9765) loss_bbox_2: 0.1871 (0.2268) loss_giou_2: 0.4663 (0.4842) loss_class_3: 0.9735 (0.9343) loss_bbox_3: 0.1881 (0.2289) loss_giou_3: 0.4653 (0.4856) loss_class_4: 0.9112 (0.9150) loss_bbox_4: 0.1944 (0.2304) loss_giou_4: 0.4802 (0.4870) loss_class_enc: 1.0319 (1.0866) loss_bbox_enc: 0.2510 (0.2777) loss_giou_enc: 0.5579 (0.5679) loss_class_dn: 0.4904 (0.4976) loss_bbox_dn: 0.3901 (0.4180) loss_giou_dn: 0.5875 (0.6100) loss_class_dn_0: 0.5141 (0.5171) loss_bbox_dn_0: 0.4773 (0.5237) loss_giou_dn_0: 0.7376 (0.7571) loss_class_dn_1: 0.4951 (0.4936) loss_bbox_dn_1: 0.3951 (0.4442) loss_giou_dn_1: 0.6196 (0.6455) loss_class_dn_2: 0.4866 (0.4851) loss_bbox_dn_2: 0.3890 (0.4240) loss_giou_dn_2: 0.5947 (0.6173) loss_class_dn_3: 0.4847 (0.4867) loss_bbox_dn_3: 0.3900 (0.4193) loss_giou_dn_3: 0.5871 (0.6113) loss_class_dn_4: 0.4916 (0.4919) loss_bbox_dn_4: 0.3901 (0.4180) loss_giou_dn_4: 0.5876 (0.6098) loss_class_hybrid: 0.9023 (0.8937) loss_bbox_hybrid: 0.2119 (0.2536) loss_giou_hybrid: 0.5020 (0.5324) loss_class_0_hybrid: 0.9394 (0.9519) loss_bbox_0_hybrid: 0.2330 (0.2706) loss_giou_0_hybrid: 0.5349 (0.5621) loss_class_1_hybrid: 0.9302 (0.9236) loss_bbox_1_hybrid: 0.2217 (0.2588) loss_giou_1_hybrid: 0.5049 (0.5428) loss_class_2_hybrid: 0.8931 (0.9105) loss_bbox_2_hybrid: 0.2135 (0.2534) loss_giou_2_hybrid: 0.4960 (0.5339) loss_class_3_hybrid: 0.8930 (0.8970) loss_bbox_3_hybrid: 0.2169 (0.2538) loss_giou_3_hybrid: 0.4955 (0.5329) loss_class_4_hybrid: 0.8961 (0.8925) loss_bbox_4_hybrid: 0.2151 (0.2539) loss_giou_4_hybrid: 0.5033 (0.5330) loss_class_enc_hybrid: 0.8719 (0.8810) loss_bbox_enc_hybrid: 0.2892 (0.3326) loss_giou_enc_hybrid: 0.6275 (0.6554) mem: 1021 max mem: 36964 [2024-01-14 16:57:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:58:17 det.util.engine] INFO: Epoch: [1] [4200/11727] eta: 2:12:17 lr: 0.000100 data_time: 0.0031 iter_time: 1.0361 loss: 33.0036 (33.7741) loss_class: 0.8976 (0.9130) loss_bbox: 0.2218 (0.2311) loss_giou: 0.4811 (0.4871) loss_class_0: 1.1270 (1.1808) loss_bbox_0: 0.2194 (0.2286) loss_giou_0: 0.4735 (0.4907) loss_class_1: 1.0150 (1.0437) loss_bbox_1: 0.2129 (0.2289) loss_giou_1: 0.4838 (0.4875) loss_class_2: 0.9596 (0.9762) loss_bbox_2: 0.2232 (0.2268) loss_giou_2: 0.4851 (0.4841) loss_class_3: 0.9063 (0.9341) loss_bbox_3: 0.2211 (0.2288) loss_giou_3: 0.4777 (0.4854) loss_class_4: 0.9010 (0.9148) loss_bbox_4: 0.2230 (0.2303) loss_giou_4: 0.4827 (0.4868) loss_class_enc: 0.9851 (1.0862) loss_bbox_enc: 0.2568 (0.2776) loss_giou_enc: 0.5640 (0.5677) loss_class_dn: 0.4753 (0.4976) loss_bbox_dn: 0.3878 (0.4178) loss_giou_dn: 0.5816 (0.6097) loss_class_dn_0: 0.5111 (0.5171) loss_bbox_dn_0: 0.4831 (0.5235) loss_giou_dn_0: 0.7286 (0.7568) loss_class_dn_1: 0.4871 (0.4936) loss_bbox_dn_1: 0.4065 (0.4440) loss_giou_dn_1: 0.6133 (0.6452) loss_class_dn_2: 0.4758 (0.4850) loss_bbox_dn_2: 0.3901 (0.4238) loss_giou_dn_2: 0.5913 (0.6171) loss_class_dn_3: 0.4783 (0.4867) loss_bbox_dn_3: 0.3880 (0.4192) loss_giou_dn_3: 0.5818 (0.6111) loss_class_dn_4: 0.4742 (0.4918) loss_bbox_dn_4: 0.3880 (0.4178) loss_giou_dn_4: 0.5812 (0.6095) loss_class_hybrid: 0.8503 (0.8935) loss_bbox_hybrid: 0.2441 (0.2535) loss_giou_hybrid: 0.5238 (0.5323) loss_class_0_hybrid: 0.8998 (0.9517) loss_bbox_0_hybrid: 0.2549 (0.2705) loss_giou_0_hybrid: 0.5556 (0.5619) loss_class_1_hybrid: 0.8938 (0.9234) loss_bbox_1_hybrid: 0.2468 (0.2587) loss_giou_1_hybrid: 0.5400 (0.5426) loss_class_2_hybrid: 0.8612 (0.9104) loss_bbox_2_hybrid: 0.2462 (0.2534) loss_giou_2_hybrid: 0.5288 (0.5338) loss_class_3_hybrid: 0.8470 (0.8968) loss_bbox_3_hybrid: 0.2482 (0.2538) loss_giou_3_hybrid: 0.5306 (0.5328) loss_class_4_hybrid: 0.8429 (0.8923) loss_bbox_4_hybrid: 0.2485 (0.2539) loss_giou_4_hybrid: 0.5258 (0.5328) loss_class_enc_hybrid: 0.8463 (0.8808) loss_bbox_enc_hybrid: 0.3065 (0.3324) loss_giou_enc_hybrid: 0.6702 (0.6552) mem: 1025 max mem: 36964 [2024-01-14 16:58:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 16:59:09 det.util.engine] INFO: Epoch: [1] [4250/11727] eta: 2:11:23 lr: 0.000100 data_time: 0.0036 iter_time: 1.0589 loss: 32.9302 (33.7637) loss_class: 0.8532 (0.9124) loss_bbox: 0.2228 (0.2309) loss_giou: 0.4888 (0.4873) loss_class_0: 1.1147 (1.1800) loss_bbox_0: 0.2000 (0.2285) loss_giou_0: 0.5032 (0.4909) loss_class_1: 0.9875 (1.0430) loss_bbox_1: 0.2095 (0.2287) loss_giou_1: 0.4820 (0.4877) loss_class_2: 0.9324 (0.9757) loss_bbox_2: 0.2199 (0.2266) loss_giou_2: 0.4851 (0.4842) loss_class_3: 0.8852 (0.9335) loss_bbox_3: 0.2184 (0.2287) loss_giou_3: 0.4824 (0.4856) loss_class_4: 0.8663 (0.9142) loss_bbox_4: 0.2227 (0.2302) loss_giou_4: 0.4850 (0.4870) loss_class_enc: 1.0352 (1.0856) loss_bbox_enc: 0.2389 (0.2774) loss_giou_enc: 0.5797 (0.5679) loss_class_dn: 0.4791 (0.4974) loss_bbox_dn: 0.3657 (0.4174) loss_giou_dn: 0.6271 (0.6097) loss_class_dn_0: 0.5103 (0.5170) loss_bbox_dn_0: 0.4469 (0.5230) loss_giou_dn_0: 0.7712 (0.7568) loss_class_dn_1: 0.4805 (0.4934) loss_bbox_dn_1: 0.3836 (0.4435) loss_giou_dn_1: 0.6566 (0.6453) loss_class_dn_2: 0.4666 (0.4849) loss_bbox_dn_2: 0.3680 (0.4234) loss_giou_dn_2: 0.6343 (0.6171) loss_class_dn_3: 0.4664 (0.4865) loss_bbox_dn_3: 0.3660 (0.4187) loss_giou_dn_3: 0.6276 (0.6111) loss_class_dn_4: 0.4755 (0.4916) loss_bbox_dn_4: 0.3657 (0.4174) loss_giou_dn_4: 0.6271 (0.6096) loss_class_hybrid: 0.8552 (0.8930) loss_bbox_hybrid: 0.2477 (0.2534) loss_giou_hybrid: 0.5609 (0.5325) loss_class_0_hybrid: 0.9098 (0.9512) loss_bbox_0_hybrid: 0.2471 (0.2703) loss_giou_0_hybrid: 0.5709 (0.5621) loss_class_1_hybrid: 0.8820 (0.9228) loss_bbox_1_hybrid: 0.2329 (0.2586) loss_giou_1_hybrid: 0.5647 (0.5429) loss_class_2_hybrid: 0.8819 (0.9099) loss_bbox_2_hybrid: 0.2413 (0.2532) loss_giou_2_hybrid: 0.5605 (0.5341) loss_class_3_hybrid: 0.8661 (0.8963) loss_bbox_3_hybrid: 0.2414 (0.2536) loss_giou_3_hybrid: 0.5599 (0.5331) loss_class_4_hybrid: 0.8631 (0.8918) loss_bbox_4_hybrid: 0.2479 (0.2537) loss_giou_4_hybrid: 0.5624 (0.5331) loss_class_enc_hybrid: 0.8357 (0.8804) loss_bbox_enc_hybrid: 0.3021 (0.3322) loss_giou_enc_hybrid: 0.6795 (0.6554) mem: 1025 max mem: 36964 [2024-01-14 16:59:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:00:02 det.util.engine] INFO: Epoch: [1] [4300/11727] eta: 2:10:30 lr: 0.000100 data_time: 0.0034 iter_time: 1.0515 loss: 33.3590 (33.7510) loss_class: 0.8788 (0.9123) loss_bbox: 0.2123 (0.2307) loss_giou: 0.4462 (0.4872) loss_class_0: 1.1357 (1.1796) loss_bbox_0: 0.2103 (0.2282) loss_giou_0: 0.4435 (0.4909) loss_class_1: 0.9773 (1.0427) loss_bbox_1: 0.2260 (0.2285) loss_giou_1: 0.4497 (0.4876) loss_class_2: 0.9191 (0.9754) loss_bbox_2: 0.2119 (0.2264) loss_giou_2: 0.4462 (0.4842) loss_class_3: 0.9006 (0.9333) loss_bbox_3: 0.2214 (0.2285) loss_giou_3: 0.4511 (0.4855) loss_class_4: 0.8777 (0.9141) loss_bbox_4: 0.2128 (0.2300) loss_giou_4: 0.4534 (0.4869) loss_class_enc: 1.0651 (1.0854) loss_bbox_enc: 0.2572 (0.2771) loss_giou_enc: 0.5050 (0.5677) loss_class_dn: 0.4893 (0.4974) loss_bbox_dn: 0.3731 (0.4167) loss_giou_dn: 0.5619 (0.6095) loss_class_dn_0: 0.5191 (0.5170) loss_bbox_dn_0: 0.4847 (0.5223) loss_giou_dn_0: 0.7054 (0.7565) loss_class_dn_1: 0.4999 (0.4934) loss_bbox_dn_1: 0.3935 (0.4429) loss_giou_dn_1: 0.5950 (0.6450) loss_class_dn_2: 0.4772 (0.4848) loss_bbox_dn_2: 0.3764 (0.4227) loss_giou_dn_2: 0.5640 (0.6169) loss_class_dn_3: 0.4733 (0.4865) loss_bbox_dn_3: 0.3747 (0.4181) loss_giou_dn_3: 0.5632 (0.6109) loss_class_dn_4: 0.4832 (0.4916) loss_bbox_dn_4: 0.3729 (0.4167) loss_giou_dn_4: 0.5616 (0.6093) loss_class_hybrid: 0.8748 (0.8928) loss_bbox_hybrid: 0.2381 (0.2532) loss_giou_hybrid: 0.4741 (0.5325) loss_class_0_hybrid: 0.9172 (0.9510) loss_bbox_0_hybrid: 0.2589 (0.2701) loss_giou_0_hybrid: 0.5000 (0.5621) loss_class_1_hybrid: 0.8940 (0.9227) loss_bbox_1_hybrid: 0.2492 (0.2583) loss_giou_1_hybrid: 0.4763 (0.5428) loss_class_2_hybrid: 0.8945 (0.9098) loss_bbox_2_hybrid: 0.2366 (0.2530) loss_giou_2_hybrid: 0.4710 (0.5340) loss_class_3_hybrid: 0.8689 (0.8961) loss_bbox_3_hybrid: 0.2381 (0.2534) loss_giou_3_hybrid: 0.4725 (0.5331) loss_class_4_hybrid: 0.8616 (0.8916) loss_bbox_4_hybrid: 0.2371 (0.2535) loss_giou_4_hybrid: 0.4781 (0.5331) loss_class_enc_hybrid: 0.8423 (0.8803) loss_bbox_enc_hybrid: 0.3034 (0.3319) loss_giou_enc_hybrid: 0.5766 (0.6552) mem: 1035 max mem: 36964 [2024-01-14 17:00:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:00:56 det.util.engine] INFO: Epoch: [1] [4350/11727] eta: 2:09:39 lr: 0.000100 data_time: 0.0035 iter_time: 1.0794 loss: 32.7748 (33.7387) loss_class: 0.8694 (0.9120) loss_bbox: 0.2123 (0.2305) loss_giou: 0.4948 (0.4872) loss_class_0: 1.0734 (1.1790) loss_bbox_0: 0.2089 (0.2281) loss_giou_0: 0.4994 (0.4909) loss_class_1: 0.9564 (1.0421) loss_bbox_1: 0.2153 (0.2284) loss_giou_1: 0.4948 (0.4877) loss_class_2: 0.8846 (0.9749) loss_bbox_2: 0.2080 (0.2263) loss_giou_2: 0.4946 (0.4842) loss_class_3: 0.8583 (0.9329) loss_bbox_3: 0.2108 (0.2283) loss_giou_3: 0.4933 (0.4856) loss_class_4: 0.8466 (0.9137) loss_bbox_4: 0.2083 (0.2298) loss_giou_4: 0.4960 (0.4869) loss_class_enc: 1.0098 (1.0850) loss_bbox_enc: 0.2471 (0.2769) loss_giou_enc: 0.5665 (0.5676) loss_class_dn: 0.4803 (0.4973) loss_bbox_dn: 0.3504 (0.4162) loss_giou_dn: 0.6093 (0.6095) loss_class_dn_0: 0.5073 (0.5170) loss_bbox_dn_0: 0.4539 (0.5216) loss_giou_dn_0: 0.7558 (0.7564) loss_class_dn_1: 0.4847 (0.4934) loss_bbox_dn_1: 0.3766 (0.4422) loss_giou_dn_1: 0.6419 (0.6449) loss_class_dn_2: 0.4734 (0.4848) loss_bbox_dn_2: 0.3560 (0.4221) loss_giou_dn_2: 0.6165 (0.6168) loss_class_dn_3: 0.4731 (0.4863) loss_bbox_dn_3: 0.3518 (0.4175) loss_giou_dn_3: 0.6105 (0.6108) loss_class_dn_4: 0.4733 (0.4915) loss_bbox_dn_4: 0.3505 (0.4162) loss_giou_dn_4: 0.6097 (0.6093) loss_class_hybrid: 0.8409 (0.8926) loss_bbox_hybrid: 0.2345 (0.2530) loss_giou_hybrid: 0.5269 (0.5325) loss_class_0_hybrid: 0.8925 (0.9508) loss_bbox_0_hybrid: 0.2438 (0.2698) loss_giou_0_hybrid: 0.5428 (0.5621) loss_class_1_hybrid: 0.8560 (0.9223) loss_bbox_1_hybrid: 0.2438 (0.2581) loss_giou_1_hybrid: 0.5349 (0.5429) loss_class_2_hybrid: 0.8531 (0.9095) loss_bbox_2_hybrid: 0.2415 (0.2528) loss_giou_2_hybrid: 0.5233 (0.5340) loss_class_3_hybrid: 0.8442 (0.8959) loss_bbox_3_hybrid: 0.2323 (0.2532) loss_giou_3_hybrid: 0.5272 (0.5331) loss_class_4_hybrid: 0.8484 (0.8914) loss_bbox_4_hybrid: 0.2331 (0.2533) loss_giou_4_hybrid: 0.5271 (0.5331) loss_class_enc_hybrid: 0.8275 (0.8800) loss_bbox_enc_hybrid: 0.2940 (0.3315) loss_giou_enc_hybrid: 0.6406 (0.6551) mem: 1029 max mem: 36964 [2024-01-14 17:00:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:01:49 det.util.engine] INFO: Epoch: [1] [4400/11727] eta: 2:08:47 lr: 0.000100 data_time: 0.0035 iter_time: 1.0603 loss: 32.9997 (33.7297) loss_class: 0.8556 (0.9116) loss_bbox: 0.1965 (0.2304) loss_giou: 0.4701 (0.4873) loss_class_0: 1.1134 (1.1784) loss_bbox_0: 0.1938 (0.2280) loss_giou_0: 0.4796 (0.4909) loss_class_1: 0.9669 (1.0417) loss_bbox_1: 0.1960 (0.2283) loss_giou_1: 0.4700 (0.4877) loss_class_2: 0.9262 (0.9744) loss_bbox_2: 0.1938 (0.2262) loss_giou_2: 0.4627 (0.4843) loss_class_3: 0.8955 (0.9326) loss_bbox_3: 0.1888 (0.2282) loss_giou_3: 0.4629 (0.4857) loss_class_4: 0.8747 (0.9133) loss_bbox_4: 0.1926 (0.2297) loss_giou_4: 0.4669 (0.4870) loss_class_enc: 1.0726 (1.0846) loss_bbox_enc: 0.2473 (0.2767) loss_giou_enc: 0.5338 (0.5677) loss_class_dn: 0.4824 (0.4972) loss_bbox_dn: 0.3227 (0.4158) loss_giou_dn: 0.5807 (0.6094) loss_class_dn_0: 0.5172 (0.5170) loss_bbox_dn_0: 0.4107 (0.5212) loss_giou_dn_0: 0.7252 (0.7563) loss_class_dn_1: 0.4883 (0.4933) loss_bbox_dn_1: 0.3427 (0.4418) loss_giou_dn_1: 0.6180 (0.6448) loss_class_dn_2: 0.4672 (0.4847) loss_bbox_dn_2: 0.3245 (0.4217) loss_giou_dn_2: 0.5903 (0.6168) loss_class_dn_3: 0.4703 (0.4862) loss_bbox_dn_3: 0.3248 (0.4171) loss_giou_dn_3: 0.5815 (0.6108) loss_class_dn_4: 0.4744 (0.4914) loss_bbox_dn_4: 0.3226 (0.4157) loss_giou_dn_4: 0.5806 (0.6093) loss_class_hybrid: 0.8501 (0.8923) loss_bbox_hybrid: 0.2229 (0.2528) loss_giou_hybrid: 0.5229 (0.5327) loss_class_0_hybrid: 0.9099 (0.9504) loss_bbox_0_hybrid: 0.2483 (0.2696) loss_giou_0_hybrid: 0.5412 (0.5622) loss_class_1_hybrid: 0.8955 (0.9221) loss_bbox_1_hybrid: 0.2349 (0.2580) loss_giou_1_hybrid: 0.5258 (0.5430) loss_class_2_hybrid: 0.8803 (0.9092) loss_bbox_2_hybrid: 0.2323 (0.2526) loss_giou_2_hybrid: 0.5186 (0.5342) loss_class_3_hybrid: 0.8601 (0.8956) loss_bbox_3_hybrid: 0.2237 (0.2530) loss_giou_3_hybrid: 0.5217 (0.5332) loss_class_4_hybrid: 0.8561 (0.8911) loss_bbox_4_hybrid: 0.2253 (0.2531) loss_giou_4_hybrid: 0.5223 (0.5332) loss_class_enc_hybrid: 0.8491 (0.8799) loss_bbox_enc_hybrid: 0.2963 (0.3313) loss_giou_enc_hybrid: 0.6366 (0.6552) mem: 1032 max mem: 36964 [2024-01-14 17:01:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:02:42 det.util.engine] INFO: Epoch: [1] [4450/11727] eta: 2:07:55 lr: 0.000100 data_time: 0.0035 iter_time: 1.0694 loss: 32.8650 (33.7270) loss_class: 0.8570 (0.9115) loss_bbox: 0.2161 (0.2305) loss_giou: 0.4867 (0.4870) loss_class_0: 1.1385 (1.1785) loss_bbox_0: 0.2233 (0.2280) loss_giou_0: 0.4926 (0.4906) loss_class_1: 0.9894 (1.0415) loss_bbox_1: 0.2123 (0.2284) loss_giou_1: 0.4893 (0.4874) loss_class_2: 0.9288 (0.9744) loss_bbox_2: 0.2196 (0.2263) loss_giou_2: 0.4879 (0.4840) loss_class_3: 0.8885 (0.9326) loss_bbox_3: 0.2147 (0.2283) loss_giou_3: 0.4930 (0.4853) loss_class_4: 0.8666 (0.9133) loss_bbox_4: 0.2111 (0.2298) loss_giou_4: 0.4968 (0.4867) loss_class_enc: 1.0155 (1.0847) loss_bbox_enc: 0.2687 (0.2769) loss_giou_enc: 0.5456 (0.5673) loss_class_dn: 0.4673 (0.4970) loss_bbox_dn: 0.3994 (0.4160) loss_giou_dn: 0.6053 (0.6092) loss_class_dn_0: 0.5138 (0.5169) loss_bbox_dn_0: 0.5266 (0.5215) loss_giou_dn_0: 0.7277 (0.7561) loss_class_dn_1: 0.4778 (0.4932) loss_bbox_dn_1: 0.4551 (0.4421) loss_giou_dn_1: 0.6277 (0.6446) loss_class_dn_2: 0.4616 (0.4845) loss_bbox_dn_2: 0.4124 (0.4220) loss_giou_dn_2: 0.6075 (0.6166) loss_class_dn_3: 0.4644 (0.4861) loss_bbox_dn_3: 0.4045 (0.4173) loss_giou_dn_3: 0.6045 (0.6106) loss_class_dn_4: 0.4649 (0.4912) loss_bbox_dn_4: 0.3991 (0.4160) loss_giou_dn_4: 0.6054 (0.6091) loss_class_hybrid: 0.8688 (0.8924) loss_bbox_hybrid: 0.2470 (0.2529) loss_giou_hybrid: 0.5171 (0.5323) loss_class_0_hybrid: 0.9528 (0.9507) loss_bbox_0_hybrid: 0.2552 (0.2697) loss_giou_0_hybrid: 0.5277 (0.5617) loss_class_1_hybrid: 0.9366 (0.9223) loss_bbox_1_hybrid: 0.2498 (0.2580) loss_giou_1_hybrid: 0.5164 (0.5426) loss_class_2_hybrid: 0.8810 (0.9095) loss_bbox_2_hybrid: 0.2499 (0.2527) loss_giou_2_hybrid: 0.5162 (0.5338) loss_class_3_hybrid: 0.8808 (0.8958) loss_bbox_3_hybrid: 0.2463 (0.2531) loss_giou_3_hybrid: 0.5150 (0.5328) loss_class_4_hybrid: 0.8637 (0.8912) loss_bbox_4_hybrid: 0.2457 (0.2532) loss_giou_4_hybrid: 0.5153 (0.5328) loss_class_enc_hybrid: 0.8463 (0.8802) loss_bbox_enc_hybrid: 0.3176 (0.3314) loss_giou_enc_hybrid: 0.6018 (0.6547) mem: 1021 max mem: 36964 [2024-01-14 17:02:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:03:35 det.util.engine] INFO: Epoch: [1] [4500/11727] eta: 2:07:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.0421 loss: 33.5188 (33.7150) loss_class: 0.8445 (0.9112) loss_bbox: 0.2125 (0.2304) loss_giou: 0.4821 (0.4869) loss_class_0: 1.1396 (1.1779) loss_bbox_0: 0.2147 (0.2279) loss_giou_0: 0.5100 (0.4906) loss_class_1: 0.9980 (1.0409) loss_bbox_1: 0.2101 (0.2283) loss_giou_1: 0.4974 (0.4874) loss_class_2: 0.9272 (0.9739) loss_bbox_2: 0.2071 (0.2262) loss_giou_2: 0.4872 (0.4839) loss_class_3: 0.8950 (0.9322) loss_bbox_3: 0.2082 (0.2282) loss_giou_3: 0.4888 (0.4853) loss_class_4: 0.8474 (0.9130) loss_bbox_4: 0.2119 (0.2296) loss_giou_4: 0.4875 (0.4866) loss_class_enc: 1.0129 (1.0842) loss_bbox_enc: 0.2451 (0.2768) loss_giou_enc: 0.5777 (0.5673) loss_class_dn: 0.4831 (0.4968) loss_bbox_dn: 0.3513 (0.4157) loss_giou_dn: 0.5970 (0.6090) loss_class_dn_0: 0.5159 (0.5169) loss_bbox_dn_0: 0.4737 (0.5212) loss_giou_dn_0: 0.7294 (0.7558) loss_class_dn_1: 0.4848 (0.4931) loss_bbox_dn_1: 0.3752 (0.4418) loss_giou_dn_1: 0.6278 (0.6444) loss_class_dn_2: 0.4741 (0.4844) loss_bbox_dn_2: 0.3588 (0.4217) loss_giou_dn_2: 0.6026 (0.6163) loss_class_dn_3: 0.4731 (0.4859) loss_bbox_dn_3: 0.3527 (0.4170) loss_giou_dn_3: 0.5963 (0.6104) loss_class_dn_4: 0.4801 (0.4911) loss_bbox_dn_4: 0.3510 (0.4157) loss_giou_dn_4: 0.5965 (0.6088) loss_class_hybrid: 0.8532 (0.8921) loss_bbox_hybrid: 0.2340 (0.2527) loss_giou_hybrid: 0.5503 (0.5322) loss_class_0_hybrid: 0.9192 (0.9505) loss_bbox_0_hybrid: 0.2606 (0.2696) loss_giou_0_hybrid: 0.5835 (0.5616) loss_class_1_hybrid: 0.8717 (0.9220) loss_bbox_1_hybrid: 0.2430 (0.2579) loss_giou_1_hybrid: 0.5679 (0.5425) loss_class_2_hybrid: 0.8565 (0.9091) loss_bbox_2_hybrid: 0.2375 (0.2525) loss_giou_2_hybrid: 0.5609 (0.5337) loss_class_3_hybrid: 0.8293 (0.8955) loss_bbox_3_hybrid: 0.2346 (0.2529) loss_giou_3_hybrid: 0.5551 (0.5327) loss_class_4_hybrid: 0.8350 (0.8909) loss_bbox_4_hybrid: 0.2347 (0.2530) loss_giou_4_hybrid: 0.5548 (0.5327) loss_class_enc_hybrid: 0.8375 (0.8800) loss_bbox_enc_hybrid: 0.3199 (0.3313) loss_giou_enc_hybrid: 0.6578 (0.6546) mem: 1021 max mem: 36964 [2024-01-14 17:03:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:04:27 det.util.engine] INFO: Epoch: [1] [4550/11727] eta: 2:06:10 lr: 0.000100 data_time: 0.0031 iter_time: 1.0617 loss: 32.3402 (33.7079) loss_class: 0.8426 (0.9108) loss_bbox: 0.2228 (0.2304) loss_giou: 0.4945 (0.4870) loss_class_0: 1.1073 (1.1776) loss_bbox_0: 0.2192 (0.2280) loss_giou_0: 0.4860 (0.4906) loss_class_1: 0.9471 (1.0403) loss_bbox_1: 0.2114 (0.2283) loss_giou_1: 0.4805 (0.4874) loss_class_2: 0.8866 (0.9733) loss_bbox_2: 0.2154 (0.2262) loss_giou_2: 0.4804 (0.4840) loss_class_3: 0.8356 (0.9317) loss_bbox_3: 0.2238 (0.2282) loss_giou_3: 0.4899 (0.4853) loss_class_4: 0.8307 (0.9126) loss_bbox_4: 0.2229 (0.2297) loss_giou_4: 0.4875 (0.4867) loss_class_enc: 1.0035 (1.0838) loss_bbox_enc: 0.2713 (0.2768) loss_giou_enc: 0.5592 (0.5673) loss_class_dn: 0.4766 (0.4967) loss_bbox_dn: 0.3741 (0.4155) loss_giou_dn: 0.5807 (0.6089) loss_class_dn_0: 0.5069 (0.5169) loss_bbox_dn_0: 0.4795 (0.5210) loss_giou_dn_0: 0.7181 (0.7557) loss_class_dn_1: 0.4772 (0.4931) loss_bbox_dn_1: 0.3989 (0.4416) loss_giou_dn_1: 0.6129 (0.6442) loss_class_dn_2: 0.4757 (0.4843) loss_bbox_dn_2: 0.3805 (0.4215) loss_giou_dn_2: 0.5813 (0.6162) loss_class_dn_3: 0.4731 (0.4858) loss_bbox_dn_3: 0.3771 (0.4169) loss_giou_dn_3: 0.5797 (0.6102) loss_class_dn_4: 0.4707 (0.4910) loss_bbox_dn_4: 0.3741 (0.4155) loss_giou_dn_4: 0.5805 (0.6087) loss_class_hybrid: 0.8456 (0.8919) loss_bbox_hybrid: 0.2334 (0.2527) loss_giou_hybrid: 0.5107 (0.5322) loss_class_0_hybrid: 0.8804 (0.9502) loss_bbox_0_hybrid: 0.2599 (0.2696) loss_giou_0_hybrid: 0.5472 (0.5616) loss_class_1_hybrid: 0.8638 (0.9217) loss_bbox_1_hybrid: 0.2452 (0.2579) loss_giou_1_hybrid: 0.5298 (0.5425) loss_class_2_hybrid: 0.8794 (0.9088) loss_bbox_2_hybrid: 0.2414 (0.2525) loss_giou_2_hybrid: 0.5080 (0.5337) loss_class_3_hybrid: 0.8504 (0.8952) loss_bbox_3_hybrid: 0.2280 (0.2529) loss_giou_3_hybrid: 0.5147 (0.5327) loss_class_4_hybrid: 0.8506 (0.8907) loss_bbox_4_hybrid: 0.2509 (0.2530) loss_giou_4_hybrid: 0.5134 (0.5327) loss_class_enc_hybrid: 0.8487 (0.8799) loss_bbox_enc_hybrid: 0.3307 (0.3312) loss_giou_enc_hybrid: 0.6438 (0.6545) mem: 1024 max mem: 36964 [2024-01-14 17:04:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:05:20 det.util.engine] INFO: Epoch: [1] [4600/11727] eta: 2:05:17 lr: 0.000100 data_time: 0.0032 iter_time: 1.0352 loss: 32.7492 (33.6982) loss_class: 0.8913 (0.9106) loss_bbox: 0.2173 (0.2303) loss_giou: 0.4634 (0.4868) loss_class_0: 1.1038 (1.1774) loss_bbox_0: 0.2200 (0.2278) loss_giou_0: 0.4638 (0.4904) loss_class_1: 1.0173 (1.0400) loss_bbox_1: 0.2192 (0.2282) loss_giou_1: 0.4660 (0.4872) loss_class_2: 0.9575 (0.9731) loss_bbox_2: 0.2113 (0.2260) loss_giou_2: 0.4427 (0.4838) loss_class_3: 0.9382 (0.9316) loss_bbox_3: 0.2070 (0.2280) loss_giou_3: 0.4527 (0.4851) loss_class_4: 0.8857 (0.9124) loss_bbox_4: 0.2110 (0.2295) loss_giou_4: 0.4631 (0.4865) loss_class_enc: 0.9910 (1.0833) loss_bbox_enc: 0.2768 (0.2768) loss_giou_enc: 0.5691 (0.5672) loss_class_dn: 0.4927 (0.4966) loss_bbox_dn: 0.3970 (0.4154) loss_giou_dn: 0.5754 (0.6086) loss_class_dn_0: 0.5117 (0.5168) loss_bbox_dn_0: 0.4679 (0.5209) loss_giou_dn_0: 0.7198 (0.7554) loss_class_dn_1: 0.4837 (0.4930) loss_bbox_dn_1: 0.4044 (0.4415) loss_giou_dn_1: 0.6113 (0.6440) loss_class_dn_2: 0.4707 (0.4843) loss_bbox_dn_2: 0.3981 (0.4214) loss_giou_dn_2: 0.5797 (0.6160) loss_class_dn_3: 0.4755 (0.4857) loss_bbox_dn_3: 0.3969 (0.4167) loss_giou_dn_3: 0.5759 (0.6100) loss_class_dn_4: 0.4848 (0.4908) loss_bbox_dn_4: 0.3972 (0.4154) loss_giou_dn_4: 0.5754 (0.6085) loss_class_hybrid: 0.8552 (0.8919) loss_bbox_hybrid: 0.2412 (0.2525) loss_giou_hybrid: 0.4970 (0.5319) loss_class_0_hybrid: 0.8930 (0.9501) loss_bbox_0_hybrid: 0.2631 (0.2694) loss_giou_0_hybrid: 0.5225 (0.5613) loss_class_1_hybrid: 0.9022 (0.9217) loss_bbox_1_hybrid: 0.2495 (0.2577) loss_giou_1_hybrid: 0.5133 (0.5422) loss_class_2_hybrid: 0.8975 (0.9088) loss_bbox_2_hybrid: 0.2388 (0.2523) loss_giou_2_hybrid: 0.4990 (0.5334) loss_class_3_hybrid: 0.8738 (0.8952) loss_bbox_3_hybrid: 0.2409 (0.2527) loss_giou_3_hybrid: 0.4977 (0.5324) loss_class_4_hybrid: 0.8634 (0.8907) loss_bbox_4_hybrid: 0.2415 (0.2528) loss_giou_4_hybrid: 0.4953 (0.5325) loss_class_enc_hybrid: 0.8322 (0.8799) loss_bbox_enc_hybrid: 0.3151 (0.3310) loss_giou_enc_hybrid: 0.6491 (0.6542) mem: 1030 max mem: 36964 [2024-01-14 17:05:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:06:13 det.util.engine] INFO: Epoch: [1] [4650/11727] eta: 2:04:24 lr: 0.000100 data_time: 0.0036 iter_time: 1.0243 loss: 32.1855 (33.6884) loss_class: 0.8877 (0.9104) loss_bbox: 0.2205 (0.2303) loss_giou: 0.4736 (0.4866) loss_class_0: 1.1426 (1.1772) loss_bbox_0: 0.2269 (0.2278) loss_giou_0: 0.4839 (0.4902) loss_class_1: 1.0102 (1.0397) loss_bbox_1: 0.2223 (0.2281) loss_giou_1: 0.4816 (0.4870) loss_class_2: 0.9510 (0.9730) loss_bbox_2: 0.2143 (0.2260) loss_giou_2: 0.4597 (0.4835) loss_class_3: 0.9001 (0.9314) loss_bbox_3: 0.2160 (0.2280) loss_giou_3: 0.4598 (0.4849) loss_class_4: 0.8718 (0.9122) loss_bbox_4: 0.2222 (0.2295) loss_giou_4: 0.4705 (0.4863) loss_class_enc: 1.0407 (1.0830) loss_bbox_enc: 0.2744 (0.2768) loss_giou_enc: 0.5628 (0.5670) loss_class_dn: 0.4687 (0.4965) loss_bbox_dn: 0.3604 (0.4153) loss_giou_dn: 0.6136 (0.6084) loss_class_dn_0: 0.5037 (0.5168) loss_bbox_dn_0: 0.4629 (0.5208) loss_giou_dn_0: 0.7585 (0.7552) loss_class_dn_1: 0.4720 (0.4929) loss_bbox_dn_1: 0.3847 (0.4414) loss_giou_dn_1: 0.6449 (0.6437) loss_class_dn_2: 0.4604 (0.4841) loss_bbox_dn_2: 0.3607 (0.4212) loss_giou_dn_2: 0.6170 (0.6157) loss_class_dn_3: 0.4560 (0.4856) loss_bbox_dn_3: 0.3598 (0.4166) loss_giou_dn_3: 0.6107 (0.6098) loss_class_dn_4: 0.4591 (0.4907) loss_bbox_dn_4: 0.3605 (0.4153) loss_giou_dn_4: 0.6135 (0.6082) loss_class_hybrid: 0.8463 (0.8917) loss_bbox_hybrid: 0.2300 (0.2524) loss_giou_hybrid: 0.5054 (0.5317) loss_class_0_hybrid: 0.9234 (0.9500) loss_bbox_0_hybrid: 0.2471 (0.2693) loss_giou_0_hybrid: 0.5503 (0.5611) loss_class_1_hybrid: 0.9028 (0.9216) loss_bbox_1_hybrid: 0.2353 (0.2576) loss_giou_1_hybrid: 0.5271 (0.5420) loss_class_2_hybrid: 0.8971 (0.9087) loss_bbox_2_hybrid: 0.2349 (0.2522) loss_giou_2_hybrid: 0.5134 (0.5332) loss_class_3_hybrid: 0.8705 (0.8951) loss_bbox_3_hybrid: 0.2323 (0.2526) loss_giou_3_hybrid: 0.5062 (0.5322) loss_class_4_hybrid: 0.8405 (0.8906) loss_bbox_4_hybrid: 0.2351 (0.2527) loss_giou_4_hybrid: 0.5072 (0.5322) loss_class_enc_hybrid: 0.8467 (0.8799) loss_bbox_enc_hybrid: 0.3183 (0.3309) loss_giou_enc_hybrid: 0.6257 (0.6539) mem: 1029 max mem: 36964 [2024-01-14 17:06:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:07:06 det.util.engine] INFO: Epoch: [1] [4700/11727] eta: 2:03:32 lr: 0.000100 data_time: 0.0032 iter_time: 1.0418 loss: 33.5071 (33.6852) loss_class: 0.9032 (0.9104) loss_bbox: 0.2126 (0.2302) loss_giou: 0.4760 (0.4864) loss_class_0: 1.1503 (1.1770) loss_bbox_0: 0.2136 (0.2278) loss_giou_0: 0.4721 (0.4901) loss_class_1: 1.0236 (1.0396) loss_bbox_1: 0.2245 (0.2281) loss_giou_1: 0.4702 (0.4869) loss_class_2: 0.9631 (0.9729) loss_bbox_2: 0.2095 (0.2259) loss_giou_2: 0.4734 (0.4834) loss_class_3: 0.9236 (0.9315) loss_bbox_3: 0.2118 (0.2280) loss_giou_3: 0.4752 (0.4847) loss_class_4: 0.9163 (0.9122) loss_bbox_4: 0.2125 (0.2295) loss_giou_4: 0.4763 (0.4861) loss_class_enc: 1.0494 (1.0829) loss_bbox_enc: 0.2548 (0.2768) loss_giou_enc: 0.5463 (0.5668) loss_class_dn: 0.4798 (0.4964) loss_bbox_dn: 0.3642 (0.4152) loss_giou_dn: 0.6163 (0.6083) loss_class_dn_0: 0.5214 (0.5168) loss_bbox_dn_0: 0.4506 (0.5207) loss_giou_dn_0: 0.7415 (0.7551) loss_class_dn_1: 0.4821 (0.4928) loss_bbox_dn_1: 0.3767 (0.4413) loss_giou_dn_1: 0.6550 (0.6437) loss_class_dn_2: 0.4723 (0.4840) loss_bbox_dn_2: 0.3647 (0.4212) loss_giou_dn_2: 0.6230 (0.6157) loss_class_dn_3: 0.4743 (0.4855) loss_bbox_dn_3: 0.3644 (0.4166) loss_giou_dn_3: 0.6172 (0.6097) loss_class_dn_4: 0.4750 (0.4906) loss_bbox_dn_4: 0.3643 (0.4152) loss_giou_dn_4: 0.6162 (0.6082) loss_class_hybrid: 0.8965 (0.8918) loss_bbox_hybrid: 0.2331 (0.2524) loss_giou_hybrid: 0.5258 (0.5316) loss_class_0_hybrid: 0.9480 (0.9500) loss_bbox_0_hybrid: 0.2565 (0.2693) loss_giou_0_hybrid: 0.5490 (0.5610) loss_class_1_hybrid: 0.9027 (0.9216) loss_bbox_1_hybrid: 0.2429 (0.2576) loss_giou_1_hybrid: 0.5281 (0.5419) loss_class_2_hybrid: 0.9282 (0.9088) loss_bbox_2_hybrid: 0.2331 (0.2522) loss_giou_2_hybrid: 0.5234 (0.5331) loss_class_3_hybrid: 0.9026 (0.8951) loss_bbox_3_hybrid: 0.2371 (0.2526) loss_giou_3_hybrid: 0.5283 (0.5321) loss_class_4_hybrid: 0.8968 (0.8907) loss_bbox_4_hybrid: 0.2333 (0.2527) loss_giou_4_hybrid: 0.5275 (0.5321) loss_class_enc_hybrid: 0.8883 (0.8799) loss_bbox_enc_hybrid: 0.3112 (0.3308) loss_giou_enc_hybrid: 0.6267 (0.6537) mem: 1024 max mem: 36964 [2024-01-14 17:07:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:07:59 det.util.engine] INFO: Epoch: [1] [4750/11727] eta: 2:02:39 lr: 0.000100 data_time: 0.0032 iter_time: 1.0488 loss: 32.5735 (33.6826) loss_class: 0.8486 (0.9104) loss_bbox: 0.2174 (0.2302) loss_giou: 0.4555 (0.4864) loss_class_0: 1.1072 (1.1770) loss_bbox_0: 0.2138 (0.2278) loss_giou_0: 0.4734 (0.4900) loss_class_1: 0.9447 (1.0392) loss_bbox_1: 0.2226 (0.2282) loss_giou_1: 0.4776 (0.4869) loss_class_2: 0.9114 (0.9727) loss_bbox_2: 0.2227 (0.2260) loss_giou_2: 0.4636 (0.4834) loss_class_3: 0.8705 (0.9313) loss_bbox_3: 0.2181 (0.2280) loss_giou_3: 0.4533 (0.4847) loss_class_4: 0.8632 (0.9122) loss_bbox_4: 0.2185 (0.2295) loss_giou_4: 0.4555 (0.4861) loss_class_enc: 1.0245 (1.0826) loss_bbox_enc: 0.2561 (0.2768) loss_giou_enc: 0.5726 (0.5668) loss_class_dn: 0.4764 (0.4963) loss_bbox_dn: 0.3578 (0.4152) loss_giou_dn: 0.5893 (0.6084) loss_class_dn_0: 0.5101 (0.5167) loss_bbox_dn_0: 0.4644 (0.5206) loss_giou_dn_0: 0.7117 (0.7550) loss_class_dn_1: 0.4820 (0.4927) loss_bbox_dn_1: 0.3800 (0.4413) loss_giou_dn_1: 0.6151 (0.6437) loss_class_dn_2: 0.4665 (0.4839) loss_bbox_dn_2: 0.3599 (0.4212) loss_giou_dn_2: 0.5961 (0.6157) loss_class_dn_3: 0.4692 (0.4854) loss_bbox_dn_3: 0.3573 (0.4165) loss_giou_dn_3: 0.5927 (0.6097) loss_class_dn_4: 0.4690 (0.4905) loss_bbox_dn_4: 0.3577 (0.4152) loss_giou_dn_4: 0.5892 (0.6082) loss_class_hybrid: 0.8698 (0.8916) loss_bbox_hybrid: 0.2527 (0.2524) loss_giou_hybrid: 0.5252 (0.5316) loss_class_0_hybrid: 0.9043 (0.9500) loss_bbox_0_hybrid: 0.2705 (0.2693) loss_giou_0_hybrid: 0.5534 (0.5610) loss_class_1_hybrid: 0.8633 (0.9214) loss_bbox_1_hybrid: 0.2620 (0.2576) loss_giou_1_hybrid: 0.5471 (0.5419) loss_class_2_hybrid: 0.8426 (0.9085) loss_bbox_2_hybrid: 0.2573 (0.2522) loss_giou_2_hybrid: 0.5256 (0.5331) loss_class_3_hybrid: 0.8370 (0.8949) loss_bbox_3_hybrid: 0.2536 (0.2526) loss_giou_3_hybrid: 0.5317 (0.5321) loss_class_4_hybrid: 0.8624 (0.8904) loss_bbox_4_hybrid: 0.2530 (0.2527) loss_giou_4_hybrid: 0.5279 (0.5322) loss_class_enc_hybrid: 0.8255 (0.8798) loss_bbox_enc_hybrid: 0.3147 (0.3308) loss_giou_enc_hybrid: 0.6589 (0.6537) mem: 1028 max mem: 36964 [2024-01-14 17:07:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:08:52 det.util.engine] INFO: Epoch: [1] [4800/11727] eta: 2:01:47 lr: 0.000100 data_time: 0.0035 iter_time: 1.0498 loss: 32.7577 (33.6715) loss_class: 0.8595 (0.9100) loss_bbox: 0.2291 (0.2302) loss_giou: 0.4340 (0.4862) loss_class_0: 1.1225 (1.1767) loss_bbox_0: 0.2243 (0.2277) loss_giou_0: 0.4502 (0.4898) loss_class_1: 0.9713 (1.0386) loss_bbox_1: 0.2257 (0.2282) loss_giou_1: 0.4544 (0.4867) loss_class_2: 0.9198 (0.9722) loss_bbox_2: 0.2221 (0.2260) loss_giou_2: 0.4336 (0.4832) loss_class_3: 0.8955 (0.9309) loss_bbox_3: 0.2333 (0.2280) loss_giou_3: 0.4432 (0.4845) loss_class_4: 0.8583 (0.9118) loss_bbox_4: 0.2238 (0.2295) loss_giou_4: 0.4409 (0.4859) loss_class_enc: 1.0458 (1.0823) loss_bbox_enc: 0.2753 (0.2768) loss_giou_enc: 0.5263 (0.5665) loss_class_dn: 0.4677 (0.4962) loss_bbox_dn: 0.4118 (0.4151) loss_giou_dn: 0.5570 (0.6081) loss_class_dn_0: 0.5255 (0.5168) loss_bbox_dn_0: 0.5307 (0.5205) loss_giou_dn_0: 0.7295 (0.7547) loss_class_dn_1: 0.4844 (0.4927) loss_bbox_dn_1: 0.4444 (0.4412) loss_giou_dn_1: 0.5928 (0.6434) loss_class_dn_2: 0.4645 (0.4839) loss_bbox_dn_2: 0.4168 (0.4211) loss_giou_dn_2: 0.5625 (0.6154) loss_class_dn_3: 0.4614 (0.4853) loss_bbox_dn_3: 0.4139 (0.4164) loss_giou_dn_3: 0.5569 (0.6094) loss_class_dn_4: 0.4639 (0.4904) loss_bbox_dn_4: 0.4119 (0.4151) loss_giou_dn_4: 0.5564 (0.6079) loss_class_hybrid: 0.8561 (0.8914) loss_bbox_hybrid: 0.2610 (0.2524) loss_giou_hybrid: 0.4852 (0.5314) loss_class_0_hybrid: 0.8895 (0.9498) loss_bbox_0_hybrid: 0.2710 (0.2692) loss_giou_0_hybrid: 0.5073 (0.5607) loss_class_1_hybrid: 0.8881 (0.9211) loss_bbox_1_hybrid: 0.2659 (0.2576) loss_giou_1_hybrid: 0.4935 (0.5416) loss_class_2_hybrid: 0.8694 (0.9083) loss_bbox_2_hybrid: 0.2593 (0.2522) loss_giou_2_hybrid: 0.4834 (0.5328) loss_class_3_hybrid: 0.8801 (0.8947) loss_bbox_3_hybrid: 0.2607 (0.2526) loss_giou_3_hybrid: 0.4867 (0.5319) loss_class_4_hybrid: 0.8651 (0.8902) loss_bbox_4_hybrid: 0.2616 (0.2527) loss_giou_4_hybrid: 0.4834 (0.5319) loss_class_enc_hybrid: 0.8835 (0.8797) loss_bbox_enc_hybrid: 0.3173 (0.3307) loss_giou_enc_hybrid: 0.5923 (0.6533) mem: 1027 max mem: 36964 [2024-01-14 17:08:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:09:44 det.util.engine] INFO: Epoch: [1] [4850/11727] eta: 2:00:54 lr: 0.000100 data_time: 0.0032 iter_time: 1.0539 loss: 31.4622 (33.6664) loss_class: 0.8692 (0.9097) loss_bbox: 0.2022 (0.2302) loss_giou: 0.4187 (0.4862) loss_class_0: 1.1648 (1.1765) loss_bbox_0: 0.2001 (0.2277) loss_giou_0: 0.4198 (0.4898) loss_class_1: 0.9940 (1.0383) loss_bbox_1: 0.1937 (0.2281) loss_giou_1: 0.4150 (0.4867) loss_class_2: 0.9582 (0.9720) loss_bbox_2: 0.1863 (0.2259) loss_giou_2: 0.4185 (0.4832) loss_class_3: 0.9170 (0.9307) loss_bbox_3: 0.1965 (0.2280) loss_giou_3: 0.4259 (0.4845) loss_class_4: 0.8839 (0.9116) loss_bbox_4: 0.2039 (0.2295) loss_giou_4: 0.4206 (0.4859) loss_class_enc: 1.0626 (1.0820) loss_bbox_enc: 0.2366 (0.2767) loss_giou_enc: 0.5041 (0.5664) loss_class_dn: 0.4781 (0.4961) loss_bbox_dn: 0.3684 (0.4151) loss_giou_dn: 0.5468 (0.6080) loss_class_dn_0: 0.5155 (0.5167) loss_bbox_dn_0: 0.5055 (0.5205) loss_giou_dn_0: 0.6982 (0.7546) loss_class_dn_1: 0.4751 (0.4926) loss_bbox_dn_1: 0.4110 (0.4411) loss_giou_dn_1: 0.5807 (0.6432) loss_class_dn_2: 0.4723 (0.4838) loss_bbox_dn_2: 0.3818 (0.4210) loss_giou_dn_2: 0.5547 (0.6153) loss_class_dn_3: 0.4712 (0.4852) loss_bbox_dn_3: 0.3728 (0.4164) loss_giou_dn_3: 0.5501 (0.6093) loss_class_dn_4: 0.4744 (0.4903) loss_bbox_dn_4: 0.3683 (0.4151) loss_giou_dn_4: 0.5465 (0.6078) loss_class_hybrid: 0.8879 (0.8912) loss_bbox_hybrid: 0.2136 (0.2524) loss_giou_hybrid: 0.4447 (0.5314) loss_class_0_hybrid: 0.9647 (0.9498) loss_bbox_0_hybrid: 0.2218 (0.2691) loss_giou_0_hybrid: 0.4712 (0.5606) loss_class_1_hybrid: 0.9265 (0.9210) loss_bbox_1_hybrid: 0.2158 (0.2575) loss_giou_1_hybrid: 0.4542 (0.5416) loss_class_2_hybrid: 0.9147 (0.9081) loss_bbox_2_hybrid: 0.2144 (0.2521) loss_giou_2_hybrid: 0.4450 (0.5329) loss_class_3_hybrid: 0.8852 (0.8945) loss_bbox_3_hybrid: 0.2136 (0.2526) loss_giou_3_hybrid: 0.4441 (0.5319) loss_class_4_hybrid: 0.8996 (0.8901) loss_bbox_4_hybrid: 0.2178 (0.2527) loss_giou_4_hybrid: 0.4468 (0.5319) loss_class_enc_hybrid: 0.8995 (0.8797) loss_bbox_enc_hybrid: 0.2868 (0.3306) loss_giou_enc_hybrid: 0.5643 (0.6532) mem: 1016 max mem: 36964 [2024-01-14 17:09:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:10:37 det.util.engine] INFO: Epoch: [1] [4900/11727] eta: 2:00:01 lr: 0.000100 data_time: 0.0034 iter_time: 1.0280 loss: 32.7265 (33.6555) loss_class: 0.8776 (0.9095) loss_bbox: 0.2043 (0.2300) loss_giou: 0.4909 (0.4862) loss_class_0: 1.1062 (1.1761) loss_bbox_0: 0.2164 (0.2275) loss_giou_0: 0.5038 (0.4896) loss_class_1: 1.0124 (1.0380) loss_bbox_1: 0.2024 (0.2280) loss_giou_1: 0.4937 (0.4866) loss_class_2: 0.9508 (0.9718) loss_bbox_2: 0.1989 (0.2257) loss_giou_2: 0.4857 (0.4831) loss_class_3: 0.8932 (0.9305) loss_bbox_3: 0.2064 (0.2277) loss_giou_3: 0.4922 (0.4844) loss_class_4: 0.8817 (0.9115) loss_bbox_4: 0.2065 (0.2293) loss_giou_4: 0.4928 (0.4858) loss_class_enc: 1.0325 (1.0815) loss_bbox_enc: 0.2621 (0.2765) loss_giou_enc: 0.5641 (0.5663) loss_class_dn: 0.4762 (0.4959) loss_bbox_dn: 0.3629 (0.4147) loss_giou_dn: 0.6211 (0.6078) loss_class_dn_0: 0.5096 (0.5167) loss_bbox_dn_0: 0.4430 (0.5201) loss_giou_dn_0: 0.7438 (0.7544) loss_class_dn_1: 0.4789 (0.4924) loss_bbox_dn_1: 0.3882 (0.4408) loss_giou_dn_1: 0.6466 (0.6431) loss_class_dn_2: 0.4703 (0.4836) loss_bbox_dn_2: 0.3680 (0.4207) loss_giou_dn_2: 0.6259 (0.6151) loss_class_dn_3: 0.4688 (0.4850) loss_bbox_dn_3: 0.3613 (0.4160) loss_giou_dn_3: 0.6220 (0.6092) loss_class_dn_4: 0.4755 (0.4901) loss_bbox_dn_4: 0.3630 (0.4147) loss_giou_dn_4: 0.6209 (0.6077) loss_class_hybrid: 0.8431 (0.8908) loss_bbox_hybrid: 0.2292 (0.2523) loss_giou_hybrid: 0.5592 (0.5314) loss_class_0_hybrid: 0.8915 (0.9495) loss_bbox_0_hybrid: 0.2495 (0.2690) loss_giou_0_hybrid: 0.5769 (0.5606) loss_class_1_hybrid: 0.8691 (0.9208) loss_bbox_1_hybrid: 0.2368 (0.2574) loss_giou_1_hybrid: 0.5593 (0.5416) loss_class_2_hybrid: 0.8723 (0.9079) loss_bbox_2_hybrid: 0.2310 (0.2520) loss_giou_2_hybrid: 0.5577 (0.5329) loss_class_3_hybrid: 0.8597 (0.8942) loss_bbox_3_hybrid: 0.2306 (0.2524) loss_giou_3_hybrid: 0.5586 (0.5319) loss_class_4_hybrid: 0.8437 (0.8897) loss_bbox_4_hybrid: 0.2280 (0.2525) loss_giou_4_hybrid: 0.5587 (0.5319) loss_class_enc_hybrid: 0.8543 (0.8795) loss_bbox_enc_hybrid: 0.2992 (0.3304) loss_giou_enc_hybrid: 0.6565 (0.6530) mem: 1019 max mem: 36964 [2024-01-14 17:10:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:11:29 det.util.engine] INFO: Epoch: [1] [4950/11727] eta: 1:59:07 lr: 0.000100 data_time: 0.0033 iter_time: 1.0434 loss: 32.1191 (33.6479) loss_class: 0.8948 (0.9094) loss_bbox: 0.2191 (0.2300) loss_giou: 0.4692 (0.4859) loss_class_0: 1.1622 (1.1761) loss_bbox_0: 0.2192 (0.2275) loss_giou_0: 0.4760 (0.4894) loss_class_1: 1.0055 (1.0380) loss_bbox_1: 0.2137 (0.2279) loss_giou_1: 0.4592 (0.4863) loss_class_2: 0.9182 (0.9717) loss_bbox_2: 0.2165 (0.2257) loss_giou_2: 0.4622 (0.4828) loss_class_3: 0.9227 (0.9305) loss_bbox_3: 0.2181 (0.2277) loss_giou_3: 0.4703 (0.4841) loss_class_4: 0.8682 (0.9114) loss_bbox_4: 0.2146 (0.2292) loss_giou_4: 0.4694 (0.4855) loss_class_enc: 1.0055 (1.0813) loss_bbox_enc: 0.2792 (0.2765) loss_giou_enc: 0.5682 (0.5661) loss_class_dn: 0.4767 (0.4958) loss_bbox_dn: 0.4101 (0.4147) loss_giou_dn: 0.6075 (0.6076) loss_class_dn_0: 0.5124 (0.5167) loss_bbox_dn_0: 0.5037 (0.5201) loss_giou_dn_0: 0.7208 (0.7542) loss_class_dn_1: 0.4852 (0.4924) loss_bbox_dn_1: 0.4363 (0.4408) loss_giou_dn_1: 0.6396 (0.6429) loss_class_dn_2: 0.4732 (0.4836) loss_bbox_dn_2: 0.4128 (0.4207) loss_giou_dn_2: 0.6167 (0.6149) loss_class_dn_3: 0.4724 (0.4849) loss_bbox_dn_3: 0.4097 (0.4160) loss_giou_dn_3: 0.6082 (0.6090) loss_class_dn_4: 0.4736 (0.4900) loss_bbox_dn_4: 0.4104 (0.4147) loss_giou_dn_4: 0.6077 (0.6075) loss_class_hybrid: 0.8637 (0.8908) loss_bbox_hybrid: 0.2496 (0.2522) loss_giou_hybrid: 0.5125 (0.5310) loss_class_0_hybrid: 0.9505 (0.9496) loss_bbox_0_hybrid: 0.2614 (0.2689) loss_giou_0_hybrid: 0.5371 (0.5602) loss_class_1_hybrid: 0.8986 (0.9208) loss_bbox_1_hybrid: 0.2481 (0.2573) loss_giou_1_hybrid: 0.5204 (0.5412) loss_class_2_hybrid: 0.8757 (0.9079) loss_bbox_2_hybrid: 0.2492 (0.2519) loss_giou_2_hybrid: 0.5203 (0.5325) loss_class_3_hybrid: 0.8531 (0.8942) loss_bbox_3_hybrid: 0.2371 (0.2524) loss_giou_3_hybrid: 0.5172 (0.5315) loss_class_4_hybrid: 0.8454 (0.8897) loss_bbox_4_hybrid: 0.2440 (0.2525) loss_giou_4_hybrid: 0.5133 (0.5315) loss_class_enc_hybrid: 0.8549 (0.8796) loss_bbox_enc_hybrid: 0.3065 (0.3303) loss_giou_enc_hybrid: 0.6281 (0.6526) mem: 1026 max mem: 36964 [2024-01-14 17:11:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:12:22 det.util.engine] INFO: Epoch: [1] [5000/11727] eta: 1:58:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0400 loss: 33.2901 (33.6438) loss_class: 0.8658 (0.9094) loss_bbox: 0.2222 (0.2300) loss_giou: 0.4620 (0.4857) loss_class_0: 1.1010 (1.1760) loss_bbox_0: 0.2274 (0.2274) loss_giou_0: 0.4726 (0.4892) loss_class_1: 0.9407 (1.0379) loss_bbox_1: 0.2343 (0.2279) loss_giou_1: 0.4715 (0.4862) loss_class_2: 0.9111 (0.9716) loss_bbox_2: 0.2278 (0.2257) loss_giou_2: 0.4573 (0.4827) loss_class_3: 0.8986 (0.9304) loss_bbox_3: 0.2273 (0.2277) loss_giou_3: 0.4647 (0.4840) loss_class_4: 0.8762 (0.9113) loss_bbox_4: 0.2239 (0.2292) loss_giou_4: 0.4625 (0.4854) loss_class_enc: 1.0151 (1.0811) loss_bbox_enc: 0.2730 (0.2765) loss_giou_enc: 0.5270 (0.5659) loss_class_dn: 0.4575 (0.4957) loss_bbox_dn: 0.3939 (0.4147) loss_giou_dn: 0.6046 (0.6075) loss_class_dn_0: 0.5040 (0.5166) loss_bbox_dn_0: 0.4900 (0.5201) loss_giou_dn_0: 0.7261 (0.7540) loss_class_dn_1: 0.4679 (0.4923) loss_bbox_dn_1: 0.4154 (0.4408) loss_giou_dn_1: 0.6343 (0.6427) loss_class_dn_2: 0.4613 (0.4835) loss_bbox_dn_2: 0.4035 (0.4206) loss_giou_dn_2: 0.6122 (0.6148) loss_class_dn_3: 0.4599 (0.4848) loss_bbox_dn_3: 0.3972 (0.4160) loss_giou_dn_3: 0.6071 (0.6088) loss_class_dn_4: 0.4568 (0.4899) loss_bbox_dn_4: 0.3937 (0.4147) loss_giou_dn_4: 0.6045 (0.6073) loss_class_hybrid: 0.8345 (0.8908) loss_bbox_hybrid: 0.2587 (0.2522) loss_giou_hybrid: 0.5060 (0.5309) loss_class_0_hybrid: 0.8882 (0.9496) loss_bbox_0_hybrid: 0.2625 (0.2689) loss_giou_0_hybrid: 0.5441 (0.5600) loss_class_1_hybrid: 0.8555 (0.9208) loss_bbox_1_hybrid: 0.2596 (0.2573) loss_giou_1_hybrid: 0.5172 (0.5411) loss_class_2_hybrid: 0.8499 (0.9079) loss_bbox_2_hybrid: 0.2578 (0.2519) loss_giou_2_hybrid: 0.5123 (0.5324) loss_class_3_hybrid: 0.8394 (0.8942) loss_bbox_3_hybrid: 0.2596 (0.2524) loss_giou_3_hybrid: 0.5056 (0.5314) loss_class_4_hybrid: 0.8354 (0.8897) loss_bbox_4_hybrid: 0.2553 (0.2525) loss_giou_4_hybrid: 0.5094 (0.5314) loss_class_enc_hybrid: 0.8221 (0.8797) loss_bbox_enc_hybrid: 0.3198 (0.3302) loss_giou_enc_hybrid: 0.6325 (0.6524) mem: 1023 max mem: 36964 [2024-01-14 17:12:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:13:14 det.util.engine] INFO: Epoch: [1] [5050/11727] eta: 1:57:20 lr: 0.000100 data_time: 0.0032 iter_time: 1.0212 loss: 32.1478 (33.6335) loss_class: 0.8310 (0.9089) loss_bbox: 0.1993 (0.2299) loss_giou: 0.5076 (0.4857) loss_class_0: 1.0436 (1.1754) loss_bbox_0: 0.1980 (0.2274) loss_giou_0: 0.5093 (0.4892) loss_class_1: 0.9290 (1.0373) loss_bbox_1: 0.2082 (0.2279) loss_giou_1: 0.5075 (0.4862) loss_class_2: 0.8799 (0.9711) loss_bbox_2: 0.2079 (0.2256) loss_giou_2: 0.5064 (0.4827) loss_class_3: 0.8482 (0.9299) loss_bbox_3: 0.2076 (0.2277) loss_giou_3: 0.5056 (0.4840) loss_class_4: 0.8192 (0.9109) loss_bbox_4: 0.2009 (0.2292) loss_giou_4: 0.5063 (0.4854) loss_class_enc: 0.9521 (1.0808) loss_bbox_enc: 0.2654 (0.2765) loss_giou_enc: 0.5703 (0.5659) loss_class_dn: 0.4765 (0.4955) loss_bbox_dn: 0.3613 (0.4144) loss_giou_dn: 0.6264 (0.6074) loss_class_dn_0: 0.5011 (0.5165) loss_bbox_dn_0: 0.4746 (0.5199) loss_giou_dn_0: 0.7483 (0.7538) loss_class_dn_1: 0.4810 (0.4922) loss_bbox_dn_1: 0.3888 (0.4405) loss_giou_dn_1: 0.6588 (0.6425) loss_class_dn_2: 0.4690 (0.4834) loss_bbox_dn_2: 0.3701 (0.4203) loss_giou_dn_2: 0.6295 (0.6147) loss_class_dn_3: 0.4755 (0.4847) loss_bbox_dn_3: 0.3663 (0.4157) loss_giou_dn_3: 0.6275 (0.6087) loss_class_dn_4: 0.4730 (0.4897) loss_bbox_dn_4: 0.3610 (0.4144) loss_giou_dn_4: 0.6262 (0.6072) loss_class_hybrid: 0.8058 (0.8904) loss_bbox_hybrid: 0.2224 (0.2521) loss_giou_hybrid: 0.5682 (0.5309) loss_class_0_hybrid: 0.8401 (0.9493) loss_bbox_0_hybrid: 0.2417 (0.2688) loss_giou_0_hybrid: 0.5966 (0.5600) loss_class_1_hybrid: 0.8200 (0.9204) loss_bbox_1_hybrid: 0.2285 (0.2572) loss_giou_1_hybrid: 0.5814 (0.5411) loss_class_2_hybrid: 0.8100 (0.9074) loss_bbox_2_hybrid: 0.2229 (0.2519) loss_giou_2_hybrid: 0.5749 (0.5324) loss_class_3_hybrid: 0.8131 (0.8937) loss_bbox_3_hybrid: 0.2234 (0.2523) loss_giou_3_hybrid: 0.5724 (0.5314) loss_class_4_hybrid: 0.8091 (0.8893) loss_bbox_4_hybrid: 0.2221 (0.2524) loss_giou_4_hybrid: 0.5684 (0.5314) loss_class_enc_hybrid: 0.7840 (0.8795) loss_bbox_enc_hybrid: 0.2925 (0.3302) loss_giou_enc_hybrid: 0.6695 (0.6523) mem: 1022 max mem: 36964 [2024-01-14 17:13:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:14:06 det.util.engine] INFO: Epoch: [1] [5100/11727] eta: 1:56:27 lr: 0.000100 data_time: 0.0033 iter_time: 1.0484 loss: 32.2824 (33.6325) loss_class: 0.8711 (0.9089) loss_bbox: 0.2204 (0.2299) loss_giou: 0.4974 (0.4858) loss_class_0: 1.1489 (1.1752) loss_bbox_0: 0.2053 (0.2274) loss_giou_0: 0.4972 (0.4893) loss_class_1: 1.0337 (1.0371) loss_bbox_1: 0.2033 (0.2279) loss_giou_1: 0.5010 (0.4863) loss_class_2: 0.9400 (0.9710) loss_bbox_2: 0.2333 (0.2257) loss_giou_2: 0.4965 (0.4828) loss_class_3: 0.8801 (0.9298) loss_bbox_3: 0.2310 (0.2277) loss_giou_3: 0.4976 (0.4841) loss_class_4: 0.8633 (0.9108) loss_bbox_4: 0.2258 (0.2292) loss_giou_4: 0.5045 (0.4855) loss_class_enc: 1.0184 (1.0805) loss_bbox_enc: 0.2691 (0.2766) loss_giou_enc: 0.5584 (0.5660) loss_class_dn: 0.4734 (0.4954) loss_bbox_dn: 0.3877 (0.4143) loss_giou_dn: 0.5986 (0.6073) loss_class_dn_0: 0.5142 (0.5166) loss_bbox_dn_0: 0.4746 (0.5197) loss_giou_dn_0: 0.7389 (0.7536) loss_class_dn_1: 0.4787 (0.4922) loss_bbox_dn_1: 0.4101 (0.4404) loss_giou_dn_1: 0.6286 (0.6424) loss_class_dn_2: 0.4690 (0.4833) loss_bbox_dn_2: 0.3940 (0.4202) loss_giou_dn_2: 0.6071 (0.6146) loss_class_dn_3: 0.4652 (0.4846) loss_bbox_dn_3: 0.3908 (0.4156) loss_giou_dn_3: 0.6015 (0.6087) loss_class_dn_4: 0.4693 (0.4896) loss_bbox_dn_4: 0.3877 (0.4143) loss_giou_dn_4: 0.5985 (0.6071) loss_class_hybrid: 0.8729 (0.8904) loss_bbox_hybrid: 0.2508 (0.2521) loss_giou_hybrid: 0.5393 (0.5310) loss_class_0_hybrid: 0.9249 (0.9493) loss_bbox_0_hybrid: 0.2581 (0.2688) loss_giou_0_hybrid: 0.5664 (0.5601) loss_class_1_hybrid: 0.9144 (0.9203) loss_bbox_1_hybrid: 0.2498 (0.2573) loss_giou_1_hybrid: 0.5466 (0.5412) loss_class_2_hybrid: 0.9147 (0.9074) loss_bbox_2_hybrid: 0.2477 (0.2519) loss_giou_2_hybrid: 0.5304 (0.5325) loss_class_3_hybrid: 0.8825 (0.8938) loss_bbox_3_hybrid: 0.2550 (0.2523) loss_giou_3_hybrid: 0.5303 (0.5315) loss_class_4_hybrid: 0.8738 (0.8893) loss_bbox_4_hybrid: 0.2495 (0.2524) loss_giou_4_hybrid: 0.5355 (0.5315) loss_class_enc_hybrid: 0.8346 (0.8794) loss_bbox_enc_hybrid: 0.3133 (0.3302) loss_giou_enc_hybrid: 0.6372 (0.6524) mem: 1027 max mem: 36964 [2024-01-14 17:14:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:14:59 det.util.engine] INFO: Epoch: [1] [5150/11727] eta: 1:55:35 lr: 0.000100 data_time: 0.0031 iter_time: 1.0276 loss: 32.6967 (33.6248) loss_class: 0.8880 (0.9089) loss_bbox: 0.2126 (0.2298) loss_giou: 0.4445 (0.4856) loss_class_0: 1.1298 (1.1751) loss_bbox_0: 0.2147 (0.2273) loss_giou_0: 0.4532 (0.4890) loss_class_1: 1.0266 (1.0370) loss_bbox_1: 0.2105 (0.2278) loss_giou_1: 0.4461 (0.4860) loss_class_2: 0.9520 (0.9709) loss_bbox_2: 0.2056 (0.2256) loss_giou_2: 0.4606 (0.4825) loss_class_3: 0.8847 (0.9297) loss_bbox_3: 0.2110 (0.2276) loss_giou_3: 0.4634 (0.4839) loss_class_4: 0.8907 (0.9107) loss_bbox_4: 0.2222 (0.2291) loss_giou_4: 0.4397 (0.4852) loss_class_enc: 1.0375 (1.0803) loss_bbox_enc: 0.2684 (0.2765) loss_giou_enc: 0.5322 (0.5657) loss_class_dn: 0.4863 (0.4954) loss_bbox_dn: 0.4227 (0.4143) loss_giou_dn: 0.6000 (0.6071) loss_class_dn_0: 0.5083 (0.5165) loss_bbox_dn_0: 0.5248 (0.5197) loss_giou_dn_0: 0.7575 (0.7534) loss_class_dn_1: 0.4898 (0.4922) loss_bbox_dn_1: 0.4607 (0.4403) loss_giou_dn_1: 0.6307 (0.6422) loss_class_dn_2: 0.4729 (0.4833) loss_bbox_dn_2: 0.4311 (0.4202) loss_giou_dn_2: 0.6019 (0.6144) loss_class_dn_3: 0.4673 (0.4846) loss_bbox_dn_3: 0.4246 (0.4156) loss_giou_dn_3: 0.6013 (0.6085) loss_class_dn_4: 0.4779 (0.4896) loss_bbox_dn_4: 0.4227 (0.4143) loss_giou_dn_4: 0.5999 (0.6069) loss_class_hybrid: 0.8591 (0.8904) loss_bbox_hybrid: 0.2468 (0.2521) loss_giou_hybrid: 0.4965 (0.5307) loss_class_0_hybrid: 0.9148 (0.9491) loss_bbox_0_hybrid: 0.2646 (0.2687) loss_giou_0_hybrid: 0.5384 (0.5598) loss_class_1_hybrid: 0.8935 (0.9203) loss_bbox_1_hybrid: 0.2459 (0.2571) loss_giou_1_hybrid: 0.5091 (0.5409) loss_class_2_hybrid: 0.8720 (0.9074) loss_bbox_2_hybrid: 0.2422 (0.2518) loss_giou_2_hybrid: 0.5004 (0.5322) loss_class_3_hybrid: 0.8504 (0.8937) loss_bbox_3_hybrid: 0.2548 (0.2522) loss_giou_3_hybrid: 0.4952 (0.5313) loss_class_4_hybrid: 0.8555 (0.8892) loss_bbox_4_hybrid: 0.2522 (0.2523) loss_giou_4_hybrid: 0.4958 (0.5312) loss_class_enc_hybrid: 0.8773 (0.8794) loss_bbox_enc_hybrid: 0.3215 (0.3301) loss_giou_enc_hybrid: 0.6181 (0.6520) mem: 1033 max mem: 36964 [2024-01-14 17:14:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:15:51 det.util.engine] INFO: Epoch: [1] [5200/11727] eta: 1:54:42 lr: 0.000100 data_time: 0.0033 iter_time: 1.0308 loss: 32.1842 (33.6175) loss_class: 0.9147 (0.9088) loss_bbox: 0.1983 (0.2298) loss_giou: 0.4020 (0.4854) loss_class_0: 1.2028 (1.1748) loss_bbox_0: 0.2121 (0.2272) loss_giou_0: 0.4431 (0.4888) loss_class_1: 1.0351 (1.0369) loss_bbox_1: 0.2011 (0.2277) loss_giou_1: 0.4163 (0.4859) loss_class_2: 0.9797 (0.9708) loss_bbox_2: 0.1947 (0.2255) loss_giou_2: 0.4044 (0.4823) loss_class_3: 0.9580 (0.9297) loss_bbox_3: 0.1932 (0.2276) loss_giou_3: 0.4053 (0.4837) loss_class_4: 0.9242 (0.9108) loss_bbox_4: 0.1983 (0.2290) loss_giou_4: 0.4023 (0.4851) loss_class_enc: 1.0651 (1.0800) loss_bbox_enc: 0.2458 (0.2764) loss_giou_enc: 0.5023 (0.5656) loss_class_dn: 0.4803 (0.4953) loss_bbox_dn: 0.3624 (0.4141) loss_giou_dn: 0.5593 (0.6069) loss_class_dn_0: 0.5108 (0.5165) loss_bbox_dn_0: 0.4590 (0.5194) loss_giou_dn_0: 0.7237 (0.7533) loss_class_dn_1: 0.4750 (0.4921) loss_bbox_dn_1: 0.3885 (0.4401) loss_giou_dn_1: 0.5833 (0.6421) loss_class_dn_2: 0.4679 (0.4832) loss_bbox_dn_2: 0.3695 (0.4200) loss_giou_dn_2: 0.5684 (0.6142) loss_class_dn_3: 0.4666 (0.4845) loss_bbox_dn_3: 0.3645 (0.4154) loss_giou_dn_3: 0.5613 (0.6083) loss_class_dn_4: 0.4697 (0.4895) loss_bbox_dn_4: 0.3624 (0.4140) loss_giou_dn_4: 0.5594 (0.6068) loss_class_hybrid: 0.9043 (0.8903) loss_bbox_hybrid: 0.2080 (0.2519) loss_giou_hybrid: 0.4421 (0.5305) loss_class_0_hybrid: 0.9627 (0.9491) loss_bbox_0_hybrid: 0.2333 (0.2686) loss_giou_0_hybrid: 0.4713 (0.5596) loss_class_1_hybrid: 0.9560 (0.9203) loss_bbox_1_hybrid: 0.2223 (0.2570) loss_giou_1_hybrid: 0.4518 (0.5407) loss_class_2_hybrid: 0.9446 (0.9075) loss_bbox_2_hybrid: 0.2122 (0.2517) loss_giou_2_hybrid: 0.4435 (0.5320) loss_class_3_hybrid: 0.8890 (0.8937) loss_bbox_3_hybrid: 0.2102 (0.2521) loss_giou_3_hybrid: 0.4419 (0.5310) loss_class_4_hybrid: 0.8861 (0.8892) loss_bbox_4_hybrid: 0.2103 (0.2522) loss_giou_4_hybrid: 0.4406 (0.5310) loss_class_enc_hybrid: 0.8929 (0.8794) loss_bbox_enc_hybrid: 0.2815 (0.3299) loss_giou_enc_hybrid: 0.5719 (0.6518) mem: 1026 max mem: 36964 [2024-01-14 17:15:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:16:43 det.util.engine] INFO: Epoch: [1] [5250/11727] eta: 1:53:47 lr: 0.000100 data_time: 0.0031 iter_time: 1.0281 loss: 34.1125 (33.6161) loss_class: 0.9380 (0.9090) loss_bbox: 0.2208 (0.2298) loss_giou: 0.4211 (0.4852) loss_class_0: 1.1737 (1.1750) loss_bbox_0: 0.2232 (0.2273) loss_giou_0: 0.4411 (0.4886) loss_class_1: 1.0438 (1.0371) loss_bbox_1: 0.2311 (0.2277) loss_giou_1: 0.4305 (0.4856) loss_class_2: 0.9879 (0.9710) loss_bbox_2: 0.2188 (0.2256) loss_giou_2: 0.4287 (0.4821) loss_class_3: 0.9257 (0.9298) loss_bbox_3: 0.2195 (0.2276) loss_giou_3: 0.4154 (0.4835) loss_class_4: 0.9304 (0.9110) loss_bbox_4: 0.2235 (0.2291) loss_giou_4: 0.4207 (0.4848) loss_class_enc: 1.0494 (1.0800) loss_bbox_enc: 0.2852 (0.2764) loss_giou_enc: 0.5361 (0.5653) loss_class_dn: 0.4865 (0.4953) loss_bbox_dn: 0.3981 (0.4143) loss_giou_dn: 0.6105 (0.6068) loss_class_dn_0: 0.5088 (0.5165) loss_bbox_dn_0: 0.5195 (0.5197) loss_giou_dn_0: 0.7540 (0.7531) loss_class_dn_1: 0.4836 (0.4920) loss_bbox_dn_1: 0.4280 (0.4403) loss_giou_dn_1: 0.6513 (0.6419) loss_class_dn_2: 0.4801 (0.4832) loss_bbox_dn_2: 0.4086 (0.4202) loss_giou_dn_2: 0.6201 (0.6141) loss_class_dn_3: 0.4758 (0.4844) loss_bbox_dn_3: 0.4004 (0.4156) loss_giou_dn_3: 0.6114 (0.6082) loss_class_dn_4: 0.4817 (0.4895) loss_bbox_dn_4: 0.3980 (0.4143) loss_giou_dn_4: 0.6106 (0.6066) loss_class_hybrid: 0.8714 (0.8905) loss_bbox_hybrid: 0.2649 (0.2520) loss_giou_hybrid: 0.5046 (0.5303) loss_class_0_hybrid: 0.9121 (0.9493) loss_bbox_0_hybrid: 0.2873 (0.2686) loss_giou_0_hybrid: 0.5323 (0.5593) loss_class_1_hybrid: 0.8947 (0.9205) loss_bbox_1_hybrid: 0.2477 (0.2570) loss_giou_1_hybrid: 0.5185 (0.5405) loss_class_2_hybrid: 0.8923 (0.9076) loss_bbox_2_hybrid: 0.2630 (0.2517) loss_giou_2_hybrid: 0.5014 (0.5317) loss_class_3_hybrid: 0.8716 (0.8938) loss_bbox_3_hybrid: 0.2642 (0.2521) loss_giou_3_hybrid: 0.5060 (0.5308) loss_class_4_hybrid: 0.8634 (0.8893) loss_bbox_4_hybrid: 0.2636 (0.2522) loss_giou_4_hybrid: 0.5056 (0.5308) loss_class_enc_hybrid: 0.8885 (0.8796) loss_bbox_enc_hybrid: 0.3299 (0.3299) loss_giou_enc_hybrid: 0.6248 (0.6514) mem: 1018 max mem: 36964 [2024-01-14 17:16:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:17:35 det.util.engine] INFO: Epoch: [1] [5300/11727] eta: 1:52:54 lr: 0.000100 data_time: 0.0030 iter_time: 1.0466 loss: 32.5004 (33.6104) loss_class: 0.8640 (0.9088) loss_bbox: 0.2079 (0.2298) loss_giou: 0.4622 (0.4851) loss_class_0: 1.1109 (1.1745) loss_bbox_0: 0.2006 (0.2272) loss_giou_0: 0.4682 (0.4885) loss_class_1: 0.9938 (1.0368) loss_bbox_1: 0.2027 (0.2276) loss_giou_1: 0.4721 (0.4855) loss_class_2: 0.9218 (0.9708) loss_bbox_2: 0.2018 (0.2255) loss_giou_2: 0.4664 (0.4820) loss_class_3: 0.8944 (0.9297) loss_bbox_3: 0.2079 (0.2276) loss_giou_3: 0.4601 (0.4834) loss_class_4: 0.8873 (0.9108) loss_bbox_4: 0.2009 (0.2290) loss_giou_4: 0.4600 (0.4848) loss_class_enc: 1.0420 (1.0797) loss_bbox_enc: 0.2539 (0.2764) loss_giou_enc: 0.5307 (0.5652) loss_class_dn: 0.4910 (0.4952) loss_bbox_dn: 0.3883 (0.4142) loss_giou_dn: 0.5984 (0.6067) loss_class_dn_0: 0.5105 (0.5165) loss_bbox_dn_0: 0.4951 (0.5195) loss_giou_dn_0: 0.7380 (0.7530) loss_class_dn_1: 0.4837 (0.4920) loss_bbox_dn_1: 0.4192 (0.4402) loss_giou_dn_1: 0.6289 (0.6418) loss_class_dn_2: 0.4769 (0.4831) loss_bbox_dn_2: 0.3998 (0.4201) loss_giou_dn_2: 0.6058 (0.6140) loss_class_dn_3: 0.4786 (0.4844) loss_bbox_dn_3: 0.3912 (0.4155) loss_giou_dn_3: 0.5996 (0.6080) loss_class_dn_4: 0.4829 (0.4894) loss_bbox_dn_4: 0.3880 (0.4142) loss_giou_dn_4: 0.5979 (0.6065) loss_class_hybrid: 0.8737 (0.8903) loss_bbox_hybrid: 0.2302 (0.2519) loss_giou_hybrid: 0.5059 (0.5302) loss_class_0_hybrid: 0.9109 (0.9493) loss_bbox_0_hybrid: 0.2382 (0.2685) loss_giou_0_hybrid: 0.5389 (0.5592) loss_class_1_hybrid: 0.9016 (0.9203) loss_bbox_1_hybrid: 0.2345 (0.2570) loss_giou_1_hybrid: 0.5288 (0.5404) loss_class_2_hybrid: 0.8744 (0.9074) loss_bbox_2_hybrid: 0.2299 (0.2516) loss_giou_2_hybrid: 0.5102 (0.5317) loss_class_3_hybrid: 0.8701 (0.8936) loss_bbox_3_hybrid: 0.2312 (0.2521) loss_giou_3_hybrid: 0.5038 (0.5308) loss_class_4_hybrid: 0.8702 (0.8892) loss_bbox_4_hybrid: 0.2318 (0.2522) loss_giou_4_hybrid: 0.5053 (0.5307) loss_class_enc_hybrid: 0.8625 (0.8796) loss_bbox_enc_hybrid: 0.3015 (0.3298) loss_giou_enc_hybrid: 0.6325 (0.6513) mem: 1023 max mem: 36964 [2024-01-14 17:17:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:18:28 det.util.engine] INFO: Epoch: [1] [5350/11727] eta: 1:52:02 lr: 0.000100 data_time: 0.0034 iter_time: 1.0986 loss: 32.5031 (33.6047) loss_class: 0.9018 (0.9087) loss_bbox: 0.2068 (0.2297) loss_giou: 0.4682 (0.4851) loss_class_0: 1.1463 (1.1742) loss_bbox_0: 0.2114 (0.2272) loss_giou_0: 0.4916 (0.4885) loss_class_1: 0.9911 (1.0365) loss_bbox_1: 0.2058 (0.2276) loss_giou_1: 0.4762 (0.4855) loss_class_2: 0.9532 (0.9706) loss_bbox_2: 0.2069 (0.2254) loss_giou_2: 0.4699 (0.4820) loss_class_3: 0.9106 (0.9295) loss_bbox_3: 0.2112 (0.2275) loss_giou_3: 0.4687 (0.4834) loss_class_4: 0.8942 (0.9107) loss_bbox_4: 0.2086 (0.2290) loss_giou_4: 0.4681 (0.4847) loss_class_enc: 1.0374 (1.0794) loss_bbox_enc: 0.2526 (0.2764) loss_giou_enc: 0.5531 (0.5652) loss_class_dn: 0.4821 (0.4951) loss_bbox_dn: 0.3654 (0.4140) loss_giou_dn: 0.6116 (0.6066) loss_class_dn_0: 0.5119 (0.5164) loss_bbox_dn_0: 0.4512 (0.5193) loss_giou_dn_0: 0.7240 (0.7529) loss_class_dn_1: 0.4768 (0.4919) loss_bbox_dn_1: 0.3755 (0.4400) loss_giou_dn_1: 0.6310 (0.6417) loss_class_dn_2: 0.4709 (0.4830) loss_bbox_dn_2: 0.3647 (0.4199) loss_giou_dn_2: 0.6143 (0.6139) loss_class_dn_3: 0.4685 (0.4843) loss_bbox_dn_3: 0.3660 (0.4153) loss_giou_dn_3: 0.6113 (0.6080) loss_class_dn_4: 0.4790 (0.4893) loss_bbox_dn_4: 0.3653 (0.4140) loss_giou_dn_4: 0.6118 (0.6065) loss_class_hybrid: 0.8930 (0.8902) loss_bbox_hybrid: 0.2350 (0.2519) loss_giou_hybrid: 0.5293 (0.5303) loss_class_0_hybrid: 0.9180 (0.9491) loss_bbox_0_hybrid: 0.2493 (0.2685) loss_giou_0_hybrid: 0.5454 (0.5592) loss_class_1_hybrid: 0.8876 (0.9202) loss_bbox_1_hybrid: 0.2428 (0.2569) loss_giou_1_hybrid: 0.5344 (0.5404) loss_class_2_hybrid: 0.9012 (0.9073) loss_bbox_2_hybrid: 0.2384 (0.2516) loss_giou_2_hybrid: 0.5296 (0.5317) loss_class_3_hybrid: 0.8777 (0.8935) loss_bbox_3_hybrid: 0.2370 (0.2521) loss_giou_3_hybrid: 0.5290 (0.5308) loss_class_4_hybrid: 0.8905 (0.8891) loss_bbox_4_hybrid: 0.2358 (0.2522) loss_giou_4_hybrid: 0.5312 (0.5308) loss_class_enc_hybrid: 0.8818 (0.8795) loss_bbox_enc_hybrid: 0.2997 (0.3297) loss_giou_enc_hybrid: 0.6350 (0.6512) mem: 1033 max mem: 36964 [2024-01-14 17:18:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:19:21 det.util.engine] INFO: Epoch: [1] [5400/11727] eta: 1:51:10 lr: 0.000100 data_time: 0.0030 iter_time: 1.0835 loss: 32.1725 (33.5981) loss_class: 0.8643 (0.9086) loss_bbox: 0.2133 (0.2296) loss_giou: 0.4614 (0.4849) loss_class_0: 1.1406 (1.1740) loss_bbox_0: 0.2062 (0.2271) loss_giou_0: 0.4587 (0.4883) loss_class_1: 1.0127 (1.0363) loss_bbox_1: 0.2009 (0.2275) loss_giou_1: 0.4631 (0.4853) loss_class_2: 0.9629 (0.9704) loss_bbox_2: 0.2019 (0.2254) loss_giou_2: 0.4574 (0.4818) loss_class_3: 0.9202 (0.9294) loss_bbox_3: 0.2000 (0.2274) loss_giou_3: 0.4612 (0.4832) loss_class_4: 0.8702 (0.9106) loss_bbox_4: 0.2152 (0.2289) loss_giou_4: 0.4609 (0.4846) loss_class_enc: 1.0399 (1.0792) loss_bbox_enc: 0.2831 (0.2763) loss_giou_enc: 0.5621 (0.5651) loss_class_dn: 0.4863 (0.4950) loss_bbox_dn: 0.3419 (0.4139) loss_giou_dn: 0.5649 (0.6065) loss_class_dn_0: 0.5188 (0.5164) loss_bbox_dn_0: 0.4456 (0.5193) loss_giou_dn_0: 0.7273 (0.7528) loss_class_dn_1: 0.4888 (0.4918) loss_bbox_dn_1: 0.3741 (0.4399) loss_giou_dn_1: 0.5977 (0.6415) loss_class_dn_2: 0.4804 (0.4829) loss_bbox_dn_2: 0.3513 (0.4198) loss_giou_dn_2: 0.5739 (0.6137) loss_class_dn_3: 0.4809 (0.4842) loss_bbox_dn_3: 0.3443 (0.4152) loss_giou_dn_3: 0.5705 (0.6078) loss_class_dn_4: 0.4835 (0.4892) loss_bbox_dn_4: 0.3419 (0.4139) loss_giou_dn_4: 0.5648 (0.6063) loss_class_hybrid: 0.8732 (0.8901) loss_bbox_hybrid: 0.2294 (0.2518) loss_giou_hybrid: 0.5023 (0.5301) loss_class_0_hybrid: 0.9224 (0.9491) loss_bbox_0_hybrid: 0.2352 (0.2684) loss_giou_0_hybrid: 0.5216 (0.5591) loss_class_1_hybrid: 0.8872 (0.9201) loss_bbox_1_hybrid: 0.2238 (0.2568) loss_giou_1_hybrid: 0.5098 (0.5402) loss_class_2_hybrid: 0.8878 (0.9071) loss_bbox_2_hybrid: 0.2259 (0.2515) loss_giou_2_hybrid: 0.5038 (0.5316) loss_class_3_hybrid: 0.8641 (0.8934) loss_bbox_3_hybrid: 0.2252 (0.2520) loss_giou_3_hybrid: 0.5042 (0.5306) loss_class_4_hybrid: 0.8705 (0.8890) loss_bbox_4_hybrid: 0.2292 (0.2521) loss_giou_4_hybrid: 0.5040 (0.5306) loss_class_enc_hybrid: 0.8885 (0.8795) loss_bbox_enc_hybrid: 0.3175 (0.3296) loss_giou_enc_hybrid: 0.6258 (0.6510) mem: 1028 max mem: 36964 [2024-01-14 17:19:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:20:15 det.util.engine] INFO: Epoch: [1] [5450/11727] eta: 1:50:18 lr: 0.000100 data_time: 0.0034 iter_time: 1.0413 loss: 33.1860 (33.5913) loss_class: 0.8812 (0.9084) loss_bbox: 0.2060 (0.2295) loss_giou: 0.5074 (0.4849) loss_class_0: 1.1077 (1.1736) loss_bbox_0: 0.1879 (0.2271) loss_giou_0: 0.5085 (0.4884) loss_class_1: 0.9771 (1.0359) loss_bbox_1: 0.2045 (0.2274) loss_giou_1: 0.5000 (0.4854) loss_class_2: 0.9203 (0.9701) loss_bbox_2: 0.2110 (0.2253) loss_giou_2: 0.5131 (0.4819) loss_class_3: 0.9116 (0.9292) loss_bbox_3: 0.2154 (0.2273) loss_giou_3: 0.5073 (0.4832) loss_class_4: 0.8909 (0.9104) loss_bbox_4: 0.2060 (0.2288) loss_giou_4: 0.5071 (0.4846) loss_class_enc: 1.0572 (1.0790) loss_bbox_enc: 0.2471 (0.2762) loss_giou_enc: 0.5782 (0.5650) loss_class_dn: 0.4697 (0.4949) loss_bbox_dn: 0.3787 (0.4137) loss_giou_dn: 0.5811 (0.6064) loss_class_dn_0: 0.5116 (0.5164) loss_bbox_dn_0: 0.4825 (0.5191) loss_giou_dn_0: 0.7146 (0.7526) loss_class_dn_1: 0.4795 (0.4917) loss_bbox_dn_1: 0.4010 (0.4397) loss_giou_dn_1: 0.6110 (0.6414) loss_class_dn_2: 0.4669 (0.4828) loss_bbox_dn_2: 0.3824 (0.4196) loss_giou_dn_2: 0.5852 (0.6136) loss_class_dn_3: 0.4657 (0.4840) loss_bbox_dn_3: 0.3780 (0.4150) loss_giou_dn_3: 0.5853 (0.6077) loss_class_dn_4: 0.4661 (0.4891) loss_bbox_dn_4: 0.3787 (0.4137) loss_giou_dn_4: 0.5809 (0.6062) loss_class_hybrid: 0.8451 (0.8899) loss_bbox_hybrid: 0.2201 (0.2517) loss_giou_hybrid: 0.5482 (0.5301) loss_class_0_hybrid: 0.9136 (0.9490) loss_bbox_0_hybrid: 0.2437 (0.2684) loss_giou_0_hybrid: 0.5793 (0.5591) loss_class_1_hybrid: 0.8665 (0.9199) loss_bbox_1_hybrid: 0.2213 (0.2568) loss_giou_1_hybrid: 0.5596 (0.5403) loss_class_2_hybrid: 0.8673 (0.9069) loss_bbox_2_hybrid: 0.2277 (0.2515) loss_giou_2_hybrid: 0.5425 (0.5316) loss_class_3_hybrid: 0.8531 (0.8932) loss_bbox_3_hybrid: 0.2259 (0.2519) loss_giou_3_hybrid: 0.5460 (0.5307) loss_class_4_hybrid: 0.8532 (0.8888) loss_bbox_4_hybrid: 0.2194 (0.2520) loss_giou_4_hybrid: 0.5508 (0.5306) loss_class_enc_hybrid: 0.8386 (0.8794) loss_bbox_enc_hybrid: 0.2954 (0.3294) loss_giou_enc_hybrid: 0.6507 (0.6509) mem: 1028 max mem: 36964 [2024-01-14 17:20:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:21:08 det.util.engine] INFO: Epoch: [1] [5500/11727] eta: 1:49:26 lr: 0.000100 data_time: 0.0034 iter_time: 1.0425 loss: 32.6677 (33.5830) loss_class: 0.8961 (0.9080) loss_bbox: 0.2170 (0.2295) loss_giou: 0.4302 (0.4849) loss_class_0: 1.1505 (1.1732) loss_bbox_0: 0.2257 (0.2271) loss_giou_0: 0.4513 (0.4884) loss_class_1: 1.0123 (1.0354) loss_bbox_1: 0.2120 (0.2274) loss_giou_1: 0.4342 (0.4854) loss_class_2: 0.9787 (0.9697) loss_bbox_2: 0.2131 (0.2253) loss_giou_2: 0.4201 (0.4818) loss_class_3: 0.9200 (0.9287) loss_bbox_3: 0.2177 (0.2273) loss_giou_3: 0.4224 (0.4832) loss_class_4: 0.9134 (0.9100) loss_bbox_4: 0.2185 (0.2288) loss_giou_4: 0.4301 (0.4845) loss_class_enc: 1.0985 (1.0786) loss_bbox_enc: 0.2787 (0.2762) loss_giou_enc: 0.5462 (0.5651) loss_class_dn: 0.4855 (0.4947) loss_bbox_dn: 0.4023 (0.4135) loss_giou_dn: 0.5527 (0.6061) loss_class_dn_0: 0.5170 (0.5164) loss_bbox_dn_0: 0.5528 (0.5190) loss_giou_dn_0: 0.6969 (0.7524) loss_class_dn_1: 0.4870 (0.4917) loss_bbox_dn_1: 0.4369 (0.4395) loss_giou_dn_1: 0.5829 (0.6412) loss_class_dn_2: 0.4796 (0.4827) loss_bbox_dn_2: 0.4119 (0.4194) loss_giou_dn_2: 0.5593 (0.6134) loss_class_dn_3: 0.4775 (0.4839) loss_bbox_dn_3: 0.4016 (0.4148) loss_giou_dn_3: 0.5519 (0.6075) loss_class_dn_4: 0.4857 (0.4889) loss_bbox_dn_4: 0.4023 (0.4135) loss_giou_dn_4: 0.5526 (0.6060) loss_class_hybrid: 0.9414 (0.8896) loss_bbox_hybrid: 0.2441 (0.2517) loss_giou_hybrid: 0.4737 (0.5302) loss_class_0_hybrid: 0.9889 (0.9487) loss_bbox_0_hybrid: 0.2480 (0.2684) loss_giou_0_hybrid: 0.5164 (0.5591) loss_class_1_hybrid: 0.9681 (0.9196) loss_bbox_1_hybrid: 0.2456 (0.2568) loss_giou_1_hybrid: 0.4876 (0.5403) loss_class_2_hybrid: 0.9516 (0.9066) loss_bbox_2_hybrid: 0.2422 (0.2515) loss_giou_2_hybrid: 0.4767 (0.5316) loss_class_3_hybrid: 0.9204 (0.8928) loss_bbox_3_hybrid: 0.2430 (0.2519) loss_giou_3_hybrid: 0.4748 (0.5307) loss_class_4_hybrid: 0.9418 (0.8885) loss_bbox_4_hybrid: 0.2421 (0.2520) loss_giou_4_hybrid: 0.4730 (0.5307) loss_class_enc_hybrid: 0.9343 (0.8793) loss_bbox_enc_hybrid: 0.3068 (0.3294) loss_giou_enc_hybrid: 0.6172 (0.6509) mem: 1025 max mem: 36964 [2024-01-14 17:21:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:22:01 det.util.engine] INFO: Epoch: [1] [5550/11727] eta: 1:48:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0546 loss: 31.0751 (33.5687) loss_class: 0.8156 (0.9077) loss_bbox: 0.1832 (0.2293) loss_giou: 0.5080 (0.4848) loss_class_0: 1.0271 (1.1726) loss_bbox_0: 0.1996 (0.2269) loss_giou_0: 0.4900 (0.4883) loss_class_1: 0.9294 (1.0349) loss_bbox_1: 0.1759 (0.2272) loss_giou_1: 0.4822 (0.4853) loss_class_2: 0.8533 (0.9693) loss_bbox_2: 0.1838 (0.2251) loss_giou_2: 0.4927 (0.4818) loss_class_3: 0.8331 (0.9284) loss_bbox_3: 0.1801 (0.2271) loss_giou_3: 0.4830 (0.4831) loss_class_4: 0.8208 (0.9097) loss_bbox_4: 0.1818 (0.2286) loss_giou_4: 0.5014 (0.4845) loss_class_enc: 0.9782 (1.0781) loss_bbox_enc: 0.2216 (0.2760) loss_giou_enc: 0.5823 (0.5650) loss_class_dn: 0.4734 (0.4946) loss_bbox_dn: 0.2820 (0.4130) loss_giou_dn: 0.5525 (0.6059) loss_class_dn_0: 0.5046 (0.5164) loss_bbox_dn_0: 0.3692 (0.5184) loss_giou_dn_0: 0.7066 (0.7521) loss_class_dn_1: 0.4763 (0.4916) loss_bbox_dn_1: 0.3050 (0.4390) loss_giou_dn_1: 0.5962 (0.6409) loss_class_dn_2: 0.4630 (0.4826) loss_bbox_dn_2: 0.2866 (0.4189) loss_giou_dn_2: 0.5612 (0.6132) loss_class_dn_3: 0.4594 (0.4838) loss_bbox_dn_3: 0.2833 (0.4143) loss_giou_dn_3: 0.5556 (0.6073) loss_class_dn_4: 0.4713 (0.4888) loss_bbox_dn_4: 0.2818 (0.4129) loss_giou_dn_4: 0.5525 (0.6057) loss_class_hybrid: 0.7915 (0.8892) loss_bbox_hybrid: 0.2029 (0.2515) loss_giou_hybrid: 0.5286 (0.5301) loss_class_0_hybrid: 0.8592 (0.9484) loss_bbox_0_hybrid: 0.2172 (0.2681) loss_giou_0_hybrid: 0.5652 (0.5590) loss_class_1_hybrid: 0.8199 (0.9192) loss_bbox_1_hybrid: 0.1972 (0.2565) loss_giou_1_hybrid: 0.5434 (0.5402) loss_class_2_hybrid: 0.7957 (0.9062) loss_bbox_2_hybrid: 0.1999 (0.2513) loss_giou_2_hybrid: 0.5346 (0.5316) loss_class_3_hybrid: 0.7964 (0.8925) loss_bbox_3_hybrid: 0.1990 (0.2517) loss_giou_3_hybrid: 0.5328 (0.5306) loss_class_4_hybrid: 0.7943 (0.8881) loss_bbox_4_hybrid: 0.2024 (0.2518) loss_giou_4_hybrid: 0.5292 (0.5306) loss_class_enc_hybrid: 0.8099 (0.8791) loss_bbox_enc_hybrid: 0.2625 (0.3292) loss_giou_enc_hybrid: 0.6537 (0.6508) mem: 1025 max mem: 36964 [2024-01-14 17:22:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:22:53 det.util.engine] INFO: Epoch: [1] [5600/11727] eta: 1:47:40 lr: 0.000100 data_time: 0.0034 iter_time: 1.0425 loss: 33.4849 (33.5654) loss_class: 0.8957 (0.9076) loss_bbox: 0.2197 (0.2293) loss_giou: 0.4866 (0.4847) loss_class_0: 1.1170 (1.1723) loss_bbox_0: 0.2156 (0.2269) loss_giou_0: 0.4774 (0.4882) loss_class_1: 0.9848 (1.0347) loss_bbox_1: 0.2150 (0.2272) loss_giou_1: 0.4676 (0.4852) loss_class_2: 0.9185 (0.9692) loss_bbox_2: 0.2181 (0.2251) loss_giou_2: 0.4762 (0.4816) loss_class_3: 0.8945 (0.9283) loss_bbox_3: 0.2185 (0.2270) loss_giou_3: 0.4825 (0.4830) loss_class_4: 0.9024 (0.9096) loss_bbox_4: 0.2197 (0.2286) loss_giou_4: 0.4865 (0.4844) loss_class_enc: 1.0173 (1.0779) loss_bbox_enc: 0.2875 (0.2760) loss_giou_enc: 0.5536 (0.5649) loss_class_dn: 0.4820 (0.4946) loss_bbox_dn: 0.3917 (0.4129) loss_giou_dn: 0.5898 (0.6058) loss_class_dn_0: 0.5086 (0.5164) loss_bbox_dn_0: 0.4866 (0.5183) loss_giou_dn_0: 0.7347 (0.7520) loss_class_dn_1: 0.4791 (0.4916) loss_bbox_dn_1: 0.4114 (0.4389) loss_giou_dn_1: 0.6228 (0.6408) loss_class_dn_2: 0.4679 (0.4826) loss_bbox_dn_2: 0.3958 (0.4188) loss_giou_dn_2: 0.5987 (0.6131) loss_class_dn_3: 0.4677 (0.4838) loss_bbox_dn_3: 0.3932 (0.4142) loss_giou_dn_3: 0.5917 (0.6072) loss_class_dn_4: 0.4755 (0.4888) loss_bbox_dn_4: 0.3917 (0.4129) loss_giou_dn_4: 0.5897 (0.6057) loss_class_hybrid: 0.8645 (0.8891) loss_bbox_hybrid: 0.2536 (0.2516) loss_giou_hybrid: 0.4991 (0.5301) loss_class_0_hybrid: 0.9012 (0.9484) loss_bbox_0_hybrid: 0.2663 (0.2681) loss_giou_0_hybrid: 0.5352 (0.5589) loss_class_1_hybrid: 0.8976 (0.9192) loss_bbox_1_hybrid: 0.2484 (0.2566) loss_giou_1_hybrid: 0.5123 (0.5402) loss_class_2_hybrid: 0.8795 (0.9061) loss_bbox_2_hybrid: 0.2493 (0.2513) loss_giou_2_hybrid: 0.4927 (0.5315) loss_class_3_hybrid: 0.8629 (0.8924) loss_bbox_3_hybrid: 0.2488 (0.2518) loss_giou_3_hybrid: 0.4925 (0.5306) loss_class_4_hybrid: 0.8523 (0.8880) loss_bbox_4_hybrid: 0.2552 (0.2518) loss_giou_4_hybrid: 0.4937 (0.5306) loss_class_enc_hybrid: 0.8628 (0.8790) loss_bbox_enc_hybrid: 0.3310 (0.3292) loss_giou_enc_hybrid: 0.6316 (0.6507) mem: 1025 max mem: 36964 [2024-01-14 17:22:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:23:47 det.util.engine] INFO: Epoch: [1] [5650/11727] eta: 1:46:48 lr: 0.000100 data_time: 0.0033 iter_time: 1.0510 loss: 32.3705 (33.5597) loss_class: 0.8067 (0.9074) loss_bbox: 0.2294 (0.2293) loss_giou: 0.4448 (0.4846) loss_class_0: 1.0681 (1.1720) loss_bbox_0: 0.2326 (0.2269) loss_giou_0: 0.4539 (0.4881) loss_class_1: 0.9616 (1.0344) loss_bbox_1: 0.2224 (0.2272) loss_giou_1: 0.4601 (0.4851) loss_class_2: 0.8758 (0.9690) loss_bbox_2: 0.2303 (0.2251) loss_giou_2: 0.4566 (0.4815) loss_class_3: 0.8370 (0.9282) loss_bbox_3: 0.2268 (0.2270) loss_giou_3: 0.4424 (0.4829) loss_class_4: 0.8382 (0.9094) loss_bbox_4: 0.2254 (0.2286) loss_giou_4: 0.4471 (0.4843) loss_class_enc: 0.9993 (1.0775) loss_bbox_enc: 0.2744 (0.2760) loss_giou_enc: 0.5297 (0.5648) loss_class_dn: 0.4699 (0.4946) loss_bbox_dn: 0.4279 (0.4128) loss_giou_dn: 0.5824 (0.6057) loss_class_dn_0: 0.5124 (0.5164) loss_bbox_dn_0: 0.4986 (0.5183) loss_giou_dn_0: 0.7177 (0.7518) loss_class_dn_1: 0.4848 (0.4915) loss_bbox_dn_1: 0.4476 (0.4389) loss_giou_dn_1: 0.6166 (0.6407) loss_class_dn_2: 0.4707 (0.4825) loss_bbox_dn_2: 0.4321 (0.4188) loss_giou_dn_2: 0.5936 (0.6129) loss_class_dn_3: 0.4692 (0.4837) loss_bbox_dn_3: 0.4293 (0.4142) loss_giou_dn_3: 0.5844 (0.6070) loss_class_dn_4: 0.4693 (0.4887) loss_bbox_dn_4: 0.4280 (0.4128) loss_giou_dn_4: 0.5826 (0.6055) loss_class_hybrid: 0.8440 (0.8890) loss_bbox_hybrid: 0.2357 (0.2516) loss_giou_hybrid: 0.5181 (0.5299) loss_class_0_hybrid: 0.8999 (0.9484) loss_bbox_0_hybrid: 0.2594 (0.2682) loss_giou_0_hybrid: 0.5431 (0.5588) loss_class_1_hybrid: 0.8484 (0.9190) loss_bbox_1_hybrid: 0.2481 (0.2566) loss_giou_1_hybrid: 0.5277 (0.5400) loss_class_2_hybrid: 0.8518 (0.9060) loss_bbox_2_hybrid: 0.2343 (0.2513) loss_giou_2_hybrid: 0.5102 (0.5314) loss_class_3_hybrid: 0.8442 (0.8923) loss_bbox_3_hybrid: 0.2345 (0.2518) loss_giou_3_hybrid: 0.5192 (0.5305) loss_class_4_hybrid: 0.8549 (0.8879) loss_bbox_4_hybrid: 0.2333 (0.2518) loss_giou_4_hybrid: 0.5187 (0.5304) loss_class_enc_hybrid: 0.8348 (0.8789) loss_bbox_enc_hybrid: 0.3248 (0.3291) loss_giou_enc_hybrid: 0.6192 (0.6505) mem: 1021 max mem: 36964 [2024-01-14 17:23:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:24:40 det.util.engine] INFO: Epoch: [1] [5700/11727] eta: 1:45:57 lr: 0.000100 data_time: 0.0031 iter_time: 1.0766 loss: 32.5699 (33.5538) loss_class: 0.9348 (0.9073) loss_bbox: 0.2269 (0.2293) loss_giou: 0.4183 (0.4846) loss_class_0: 1.2341 (1.1719) loss_bbox_0: 0.2226 (0.2268) loss_giou_0: 0.4036 (0.4880) loss_class_1: 1.0326 (1.0342) loss_bbox_1: 0.2234 (0.2271) loss_giou_1: 0.4055 (0.4851) loss_class_2: 0.9813 (0.9689) loss_bbox_2: 0.2243 (0.2250) loss_giou_2: 0.4099 (0.4815) loss_class_3: 0.9590 (0.9280) loss_bbox_3: 0.2309 (0.2270) loss_giou_3: 0.4158 (0.4829) loss_class_4: 0.9507 (0.9093) loss_bbox_4: 0.2266 (0.2285) loss_giou_4: 0.4184 (0.4842) loss_class_enc: 1.0640 (1.0773) loss_bbox_enc: 0.2765 (0.2760) loss_giou_enc: 0.5025 (0.5647) loss_class_dn: 0.4664 (0.4944) loss_bbox_dn: 0.4072 (0.4126) loss_giou_dn: 0.5633 (0.6055) loss_class_dn_0: 0.5177 (0.5164) loss_bbox_dn_0: 0.4807 (0.5180) loss_giou_dn_0: 0.7038 (0.7516) loss_class_dn_1: 0.4864 (0.4915) loss_bbox_dn_1: 0.4371 (0.4387) loss_giou_dn_1: 0.5913 (0.6405) loss_class_dn_2: 0.4689 (0.4824) loss_bbox_dn_2: 0.4131 (0.4185) loss_giou_dn_2: 0.5735 (0.6128) loss_class_dn_3: 0.4654 (0.4836) loss_bbox_dn_3: 0.4080 (0.4139) loss_giou_dn_3: 0.5621 (0.6069) loss_class_dn_4: 0.4681 (0.4886) loss_bbox_dn_4: 0.4072 (0.4126) loss_giou_dn_4: 0.5631 (0.6053) loss_class_hybrid: 0.8680 (0.8890) loss_bbox_hybrid: 0.2501 (0.2515) loss_giou_hybrid: 0.4294 (0.5299) loss_class_0_hybrid: 1.0053 (0.9483) loss_bbox_0_hybrid: 0.2629 (0.2681) loss_giou_0_hybrid: 0.4483 (0.5587) loss_class_1_hybrid: 0.9362 (0.9190) loss_bbox_1_hybrid: 0.2558 (0.2565) loss_giou_1_hybrid: 0.4329 (0.5400) loss_class_2_hybrid: 0.8859 (0.9060) loss_bbox_2_hybrid: 0.2468 (0.2512) loss_giou_2_hybrid: 0.4297 (0.5313) loss_class_3_hybrid: 0.8811 (0.8922) loss_bbox_3_hybrid: 0.2503 (0.2517) loss_giou_3_hybrid: 0.4285 (0.5304) loss_class_4_hybrid: 0.8625 (0.8878) loss_bbox_4_hybrid: 0.2475 (0.2518) loss_giou_4_hybrid: 0.4304 (0.5304) loss_class_enc_hybrid: 0.8727 (0.8789) loss_bbox_enc_hybrid: 0.3254 (0.3291) loss_giou_enc_hybrid: 0.5564 (0.6504) mem: 1038 max mem: 36964 [2024-01-14 17:24:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:25:32 det.util.engine] INFO: Epoch: [1] [5750/11727] eta: 1:45:03 lr: 0.000100 data_time: 0.0033 iter_time: 0.9995 loss: 32.1550 (33.5450) loss_class: 0.8342 (0.9069) loss_bbox: 0.2274 (0.2292) loss_giou: 0.4607 (0.4846) loss_class_0: 1.0664 (1.1713) loss_bbox_0: 0.2426 (0.2268) loss_giou_0: 0.4819 (0.4880) loss_class_1: 0.9341 (1.0335) loss_bbox_1: 0.2278 (0.2271) loss_giou_1: 0.4841 (0.4851) loss_class_2: 0.8911 (0.9683) loss_bbox_2: 0.2230 (0.2250) loss_giou_2: 0.4644 (0.4816) loss_class_3: 0.8534 (0.9276) loss_bbox_3: 0.2288 (0.2270) loss_giou_3: 0.4546 (0.4829) loss_class_4: 0.8435 (0.9089) loss_bbox_4: 0.2274 (0.2285) loss_giou_4: 0.4583 (0.4843) loss_class_enc: 1.0399 (1.0770) loss_bbox_enc: 0.2798 (0.2759) loss_giou_enc: 0.5458 (0.5646) loss_class_dn: 0.4717 (0.4943) loss_bbox_dn: 0.3926 (0.4124) loss_giou_dn: 0.5875 (0.6053) loss_class_dn_0: 0.5047 (0.5164) loss_bbox_dn_0: 0.5176 (0.5178) loss_giou_dn_0: 0.7150 (0.7514) loss_class_dn_1: 0.4739 (0.4914) loss_bbox_dn_1: 0.4255 (0.4384) loss_giou_dn_1: 0.6158 (0.6403) loss_class_dn_2: 0.4636 (0.4823) loss_bbox_dn_2: 0.3964 (0.4183) loss_giou_dn_2: 0.5946 (0.6126) loss_class_dn_3: 0.4681 (0.4835) loss_bbox_dn_3: 0.3929 (0.4137) loss_giou_dn_3: 0.5887 (0.6067) loss_class_dn_4: 0.4691 (0.4885) loss_bbox_dn_4: 0.3926 (0.4124) loss_giou_dn_4: 0.5874 (0.6052) loss_class_hybrid: 0.8493 (0.8886) loss_bbox_hybrid: 0.2508 (0.2515) loss_giou_hybrid: 0.4966 (0.5299) loss_class_0_hybrid: 0.8821 (0.9479) loss_bbox_0_hybrid: 0.2575 (0.2681) loss_giou_0_hybrid: 0.5236 (0.5587) loss_class_1_hybrid: 0.8533 (0.9186) loss_bbox_1_hybrid: 0.2426 (0.2566) loss_giou_1_hybrid: 0.5075 (0.5400) loss_class_2_hybrid: 0.8494 (0.9057) loss_bbox_2_hybrid: 0.2411 (0.2512) loss_giou_2_hybrid: 0.5019 (0.5314) loss_class_3_hybrid: 0.8443 (0.8918) loss_bbox_3_hybrid: 0.2430 (0.2517) loss_giou_3_hybrid: 0.5003 (0.5305) loss_class_4_hybrid: 0.8512 (0.8875) loss_bbox_4_hybrid: 0.2455 (0.2518) loss_giou_4_hybrid: 0.4954 (0.5304) loss_class_enc_hybrid: 0.8462 (0.8787) loss_bbox_enc_hybrid: 0.3297 (0.3290) loss_giou_enc_hybrid: 0.6137 (0.6503) mem: 1028 max mem: 36964 [2024-01-14 17:25:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:26:26 det.util.engine] INFO: Epoch: [1] [5800/11727] eta: 1:44:12 lr: 0.000100 data_time: 0.0034 iter_time: 1.1073 loss: 32.9650 (33.5354) loss_class: 0.8909 (0.9067) loss_bbox: 0.2287 (0.2292) loss_giou: 0.4710 (0.4845) loss_class_0: 1.1102 (1.1710) loss_bbox_0: 0.2224 (0.2267) loss_giou_0: 0.4770 (0.4879) loss_class_1: 0.9988 (1.0334) loss_bbox_1: 0.2197 (0.2270) loss_giou_1: 0.4688 (0.4850) loss_class_2: 0.9387 (0.9681) loss_bbox_2: 0.2159 (0.2249) loss_giou_2: 0.4676 (0.4814) loss_class_3: 0.8990 (0.9274) loss_bbox_3: 0.2186 (0.2269) loss_giou_3: 0.4736 (0.4827) loss_class_4: 0.8954 (0.9087) loss_bbox_4: 0.2292 (0.2284) loss_giou_4: 0.4729 (0.4841) loss_class_enc: 1.0272 (1.0767) loss_bbox_enc: 0.2725 (0.2758) loss_giou_enc: 0.5511 (0.5645) loss_class_dn: 0.4787 (0.4942) loss_bbox_dn: 0.3762 (0.4122) loss_giou_dn: 0.6086 (0.6051) loss_class_dn_0: 0.5223 (0.5164) loss_bbox_dn_0: 0.4813 (0.5176) loss_giou_dn_0: 0.7383 (0.7512) loss_class_dn_1: 0.4883 (0.4913) loss_bbox_dn_1: 0.4061 (0.4382) loss_giou_dn_1: 0.6466 (0.6401) loss_class_dn_2: 0.4747 (0.4822) loss_bbox_dn_2: 0.3838 (0.4181) loss_giou_dn_2: 0.6240 (0.6124) loss_class_dn_3: 0.4730 (0.4834) loss_bbox_dn_3: 0.3790 (0.4135) loss_giou_dn_3: 0.6117 (0.6065) loss_class_dn_4: 0.4813 (0.4884) loss_bbox_dn_4: 0.3762 (0.4121) loss_giou_dn_4: 0.6085 (0.6049) loss_class_hybrid: 0.8813 (0.8885) loss_bbox_hybrid: 0.2476 (0.2514) loss_giou_hybrid: 0.5186 (0.5298) loss_class_0_hybrid: 0.9789 (0.9479) loss_bbox_0_hybrid: 0.2622 (0.2679) loss_giou_0_hybrid: 0.5520 (0.5585) loss_class_1_hybrid: 0.9037 (0.9185) loss_bbox_1_hybrid: 0.2434 (0.2564) loss_giou_1_hybrid: 0.5311 (0.5398) loss_class_2_hybrid: 0.8909 (0.9055) loss_bbox_2_hybrid: 0.2417 (0.2511) loss_giou_2_hybrid: 0.5200 (0.5312) loss_class_3_hybrid: 0.8724 (0.8917) loss_bbox_3_hybrid: 0.2507 (0.2516) loss_giou_3_hybrid: 0.5210 (0.5303) loss_class_4_hybrid: 0.8741 (0.8873) loss_bbox_4_hybrid: 0.2515 (0.2517) loss_giou_4_hybrid: 0.5182 (0.5303) loss_class_enc_hybrid: 0.8519 (0.8787) loss_bbox_enc_hybrid: 0.3130 (0.3288) loss_giou_enc_hybrid: 0.6323 (0.6500) mem: 1026 max mem: 36964 [2024-01-14 17:26:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:27:18 det.util.engine] INFO: Epoch: [1] [5850/11727] eta: 1:43:18 lr: 0.000100 data_time: 0.0030 iter_time: 1.0305 loss: 32.3869 (33.5304) loss_class: 0.8545 (0.9065) loss_bbox: 0.2154 (0.2292) loss_giou: 0.4275 (0.4843) loss_class_0: 1.1704 (1.1709) loss_bbox_0: 0.2118 (0.2268) loss_giou_0: 0.4436 (0.4877) loss_class_1: 0.9956 (1.0333) loss_bbox_1: 0.2225 (0.2270) loss_giou_1: 0.4265 (0.4847) loss_class_2: 0.9081 (0.9679) loss_bbox_2: 0.2208 (0.2249) loss_giou_2: 0.4275 (0.4812) loss_class_3: 0.8542 (0.9272) loss_bbox_3: 0.2161 (0.2270) loss_giou_3: 0.4274 (0.4825) loss_class_4: 0.8465 (0.9085) loss_bbox_4: 0.2154 (0.2285) loss_giou_4: 0.4259 (0.4839) loss_class_enc: 1.0532 (1.0766) loss_bbox_enc: 0.2450 (0.2760) loss_giou_enc: 0.5305 (0.5642) loss_class_dn: 0.4748 (0.4941) loss_bbox_dn: 0.4061 (0.4123) loss_giou_dn: 0.5758 (0.6049) loss_class_dn_0: 0.5063 (0.5163) loss_bbox_dn_0: 0.5130 (0.5177) loss_giou_dn_0: 0.7255 (0.7510) loss_class_dn_1: 0.4707 (0.4912) loss_bbox_dn_1: 0.4278 (0.4383) loss_giou_dn_1: 0.6176 (0.6399) loss_class_dn_2: 0.4588 (0.4821) loss_bbox_dn_2: 0.4094 (0.4182) loss_giou_dn_2: 0.5831 (0.6122) loss_class_dn_3: 0.4616 (0.4833) loss_bbox_dn_3: 0.4073 (0.4136) loss_giou_dn_3: 0.5757 (0.6063) loss_class_dn_4: 0.4698 (0.4882) loss_bbox_dn_4: 0.4061 (0.4122) loss_giou_dn_4: 0.5760 (0.6048) loss_class_hybrid: 0.8767 (0.8884) loss_bbox_hybrid: 0.2492 (0.2514) loss_giou_hybrid: 0.4530 (0.5295) loss_class_0_hybrid: 0.9554 (0.9479) loss_bbox_0_hybrid: 0.2654 (0.2680) loss_giou_0_hybrid: 0.4817 (0.5582) loss_class_1_hybrid: 0.9274 (0.9185) loss_bbox_1_hybrid: 0.2580 (0.2564) loss_giou_1_hybrid: 0.4636 (0.5395) loss_class_2_hybrid: 0.8790 (0.9054) loss_bbox_2_hybrid: 0.2539 (0.2512) loss_giou_2_hybrid: 0.4641 (0.5309) loss_class_3_hybrid: 0.8809 (0.8916) loss_bbox_3_hybrid: 0.2472 (0.2516) loss_giou_3_hybrid: 0.4571 (0.5300) loss_class_4_hybrid: 0.8773 (0.8873) loss_bbox_4_hybrid: 0.2442 (0.2517) loss_giou_4_hybrid: 0.4675 (0.5300) loss_class_enc_hybrid: 0.8771 (0.8788) loss_bbox_enc_hybrid: 0.3212 (0.3289) loss_giou_enc_hybrid: 0.5657 (0.6496) mem: 1019 max mem: 36964 [2024-01-14 17:27:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:28:10 det.util.engine] INFO: Epoch: [1] [5900/11727] eta: 1:42:24 lr: 0.000100 data_time: 0.0032 iter_time: 1.0298 loss: 33.0947 (33.5249) loss_class: 0.9083 (0.9066) loss_bbox: 0.2199 (0.2291) loss_giou: 0.4903 (0.4840) loss_class_0: 1.1981 (1.1711) loss_bbox_0: 0.2059 (0.2267) loss_giou_0: 0.4749 (0.4874) loss_class_1: 1.0655 (1.0333) loss_bbox_1: 0.2198 (0.2270) loss_giou_1: 0.4777 (0.4845) loss_class_2: 0.9744 (0.9679) loss_bbox_2: 0.2279 (0.2249) loss_giou_2: 0.4894 (0.4810) loss_class_3: 0.9441 (0.9273) loss_bbox_3: 0.2165 (0.2269) loss_giou_3: 0.4860 (0.4823) loss_class_4: 0.9182 (0.9086) loss_bbox_4: 0.2260 (0.2284) loss_giou_4: 0.4835 (0.4836) loss_class_enc: 1.0463 (1.0767) loss_bbox_enc: 0.2620 (0.2759) loss_giou_enc: 0.5452 (0.5639) loss_class_dn: 0.4934 (0.4940) loss_bbox_dn: 0.3909 (0.4122) loss_giou_dn: 0.5896 (0.6047) loss_class_dn_0: 0.5196 (0.5164) loss_bbox_dn_0: 0.4772 (0.5177) loss_giou_dn_0: 0.7235 (0.7507) loss_class_dn_1: 0.4871 (0.4912) loss_bbox_dn_1: 0.4111 (0.4383) loss_giou_dn_1: 0.6147 (0.6396) loss_class_dn_2: 0.4753 (0.4821) loss_bbox_dn_2: 0.3927 (0.4182) loss_giou_dn_2: 0.5961 (0.6119) loss_class_dn_3: 0.4848 (0.4832) loss_bbox_dn_3: 0.3906 (0.4136) loss_giou_dn_3: 0.5921 (0.6060) loss_class_dn_4: 0.4899 (0.4882) loss_bbox_dn_4: 0.3909 (0.4122) loss_giou_dn_4: 0.5896 (0.6045) loss_class_hybrid: 0.8977 (0.8886) loss_bbox_hybrid: 0.2295 (0.2513) loss_giou_hybrid: 0.5219 (0.5291) loss_class_0_hybrid: 0.9496 (0.9481) loss_bbox_0_hybrid: 0.2471 (0.2679) loss_giou_0_hybrid: 0.5430 (0.5579) loss_class_1_hybrid: 0.9344 (0.9187) loss_bbox_1_hybrid: 0.2369 (0.2563) loss_giou_1_hybrid: 0.5366 (0.5392) loss_class_2_hybrid: 0.9128 (0.9056) loss_bbox_2_hybrid: 0.2306 (0.2510) loss_giou_2_hybrid: 0.5187 (0.5306) loss_class_3_hybrid: 0.9234 (0.8918) loss_bbox_3_hybrid: 0.2318 (0.2515) loss_giou_3_hybrid: 0.5190 (0.5297) loss_class_4_hybrid: 0.8963 (0.8874) loss_bbox_4_hybrid: 0.2285 (0.2516) loss_giou_4_hybrid: 0.5235 (0.5296) loss_class_enc_hybrid: 0.8882 (0.8791) loss_bbox_enc_hybrid: 0.2988 (0.3288) loss_giou_enc_hybrid: 0.6153 (0.6492) mem: 1034 max mem: 36964 [2024-01-14 17:28:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:29:01 det.util.engine] INFO: Epoch: [1] [5950/11727] eta: 1:41:30 lr: 0.000100 data_time: 0.0034 iter_time: 1.0167 loss: 31.7905 (33.5207) loss_class: 0.9021 (0.9067) loss_bbox: 0.1966 (0.2291) loss_giou: 0.4239 (0.4838) loss_class_0: 1.1475 (1.1711) loss_bbox_0: 0.1993 (0.2266) loss_giou_0: 0.4411 (0.4872) loss_class_1: 0.9924 (1.0333) loss_bbox_1: 0.1962 (0.2269) loss_giou_1: 0.4410 (0.4844) loss_class_2: 0.9596 (0.9680) loss_bbox_2: 0.2059 (0.2248) loss_giou_2: 0.4202 (0.4809) loss_class_3: 0.9013 (0.9274) loss_bbox_3: 0.1975 (0.2268) loss_giou_3: 0.4145 (0.4821) loss_class_4: 0.9106 (0.9087) loss_bbox_4: 0.1967 (0.2283) loss_giou_4: 0.4196 (0.4835) loss_class_enc: 1.0658 (1.0767) loss_bbox_enc: 0.2394 (0.2758) loss_giou_enc: 0.5047 (0.5638) loss_class_dn: 0.4975 (0.4940) loss_bbox_dn: 0.3902 (0.4121) loss_giou_dn: 0.5861 (0.6045) loss_class_dn_0: 0.5125 (0.5164) loss_bbox_dn_0: 0.4872 (0.5175) loss_giou_dn_0: 0.7142 (0.7505) loss_class_dn_1: 0.4924 (0.4912) loss_bbox_dn_1: 0.4067 (0.4381) loss_giou_dn_1: 0.6277 (0.6395) loss_class_dn_2: 0.4814 (0.4820) loss_bbox_dn_2: 0.3909 (0.4180) loss_giou_dn_2: 0.5976 (0.6118) loss_class_dn_3: 0.4811 (0.4832) loss_bbox_dn_3: 0.3882 (0.4134) loss_giou_dn_3: 0.5890 (0.6059) loss_class_dn_4: 0.4907 (0.4882) loss_bbox_dn_4: 0.3904 (0.4121) loss_giou_dn_4: 0.5858 (0.6044) loss_class_hybrid: 0.8846 (0.8887) loss_bbox_hybrid: 0.2225 (0.2512) loss_giou_hybrid: 0.4594 (0.5290) loss_class_0_hybrid: 0.9350 (0.9482) loss_bbox_0_hybrid: 0.2320 (0.2678) loss_giou_0_hybrid: 0.5006 (0.5577) loss_class_1_hybrid: 0.9214 (0.9188) loss_bbox_1_hybrid: 0.2258 (0.2562) loss_giou_1_hybrid: 0.4773 (0.5390) loss_class_2_hybrid: 0.9136 (0.9058) loss_bbox_2_hybrid: 0.2259 (0.2510) loss_giou_2_hybrid: 0.4676 (0.5304) loss_class_3_hybrid: 0.8902 (0.8920) loss_bbox_3_hybrid: 0.2257 (0.2514) loss_giou_3_hybrid: 0.4609 (0.5295) loss_class_4_hybrid: 0.8756 (0.8876) loss_bbox_4_hybrid: 0.2255 (0.2515) loss_giou_4_hybrid: 0.4610 (0.5295) loss_class_enc_hybrid: 0.8827 (0.8792) loss_bbox_enc_hybrid: 0.2907 (0.3286) loss_giou_enc_hybrid: 0.5677 (0.6490) mem: 1017 max mem: 36964 [2024-01-14 17:29:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:29:54 det.util.engine] INFO: Epoch: [1] [6000/11727] eta: 1:40:37 lr: 0.000100 data_time: 0.0041 iter_time: 1.0576 loss: 32.4593 (33.5130) loss_class: 0.8581 (0.9065) loss_bbox: 0.2310 (0.2291) loss_giou: 0.4472 (0.4837) loss_class_0: 1.1006 (1.1708) loss_bbox_0: 0.2180 (0.2266) loss_giou_0: 0.4491 (0.4870) loss_class_1: 0.9785 (1.0331) loss_bbox_1: 0.2275 (0.2269) loss_giou_1: 0.4489 (0.4842) loss_class_2: 0.9220 (0.9677) loss_bbox_2: 0.2299 (0.2248) loss_giou_2: 0.4509 (0.4807) loss_class_3: 0.8947 (0.9273) loss_bbox_3: 0.2270 (0.2268) loss_giou_3: 0.4443 (0.4819) loss_class_4: 0.8613 (0.9085) loss_bbox_4: 0.2284 (0.2283) loss_giou_4: 0.4474 (0.4833) loss_class_enc: 1.0189 (1.0764) loss_bbox_enc: 0.2798 (0.2759) loss_giou_enc: 0.5191 (0.5636) loss_class_dn: 0.4751 (0.4938) loss_bbox_dn: 0.3875 (0.4120) loss_giou_dn: 0.5729 (0.6043) loss_class_dn_0: 0.5142 (0.5163) loss_bbox_dn_0: 0.5186 (0.5174) loss_giou_dn_0: 0.7211 (0.7502) loss_class_dn_1: 0.4788 (0.4911) loss_bbox_dn_1: 0.4330 (0.4381) loss_giou_dn_1: 0.6086 (0.6392) loss_class_dn_2: 0.4670 (0.4819) loss_bbox_dn_2: 0.3948 (0.4179) loss_giou_dn_2: 0.5814 (0.6116) loss_class_dn_3: 0.4640 (0.4830) loss_bbox_dn_3: 0.3897 (0.4134) loss_giou_dn_3: 0.5756 (0.6057) loss_class_dn_4: 0.4714 (0.4880) loss_bbox_dn_4: 0.3874 (0.4120) loss_giou_dn_4: 0.5728 (0.6042) loss_class_hybrid: 0.8284 (0.8885) loss_bbox_hybrid: 0.2557 (0.2512) loss_giou_hybrid: 0.4829 (0.5288) loss_class_0_hybrid: 0.9212 (0.9482) loss_bbox_0_hybrid: 0.2630 (0.2678) loss_giou_0_hybrid: 0.5142 (0.5575) loss_class_1_hybrid: 0.8676 (0.9187) loss_bbox_1_hybrid: 0.2556 (0.2562) loss_giou_1_hybrid: 0.5010 (0.5389) loss_class_2_hybrid: 0.8538 (0.9056) loss_bbox_2_hybrid: 0.2451 (0.2510) loss_giou_2_hybrid: 0.4793 (0.5303) loss_class_3_hybrid: 0.8467 (0.8918) loss_bbox_3_hybrid: 0.2533 (0.2514) loss_giou_3_hybrid: 0.4738 (0.5293) loss_class_4_hybrid: 0.8401 (0.8874) loss_bbox_4_hybrid: 0.2555 (0.2515) loss_giou_4_hybrid: 0.4792 (0.5293) loss_class_enc_hybrid: 0.8714 (0.8792) loss_bbox_enc_hybrid: 0.3283 (0.3286) loss_giou_enc_hybrid: 0.5835 (0.6487) mem: 1035 max mem: 36964 [2024-01-14 17:29:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:30:46 det.util.engine] INFO: Epoch: [1] [6050/11727] eta: 1:39:44 lr: 0.000100 data_time: 0.0028 iter_time: 1.0297 loss: 31.5584 (33.4988) loss_class: 0.8919 (0.9062) loss_bbox: 0.2022 (0.2289) loss_giou: 0.4361 (0.4835) loss_class_0: 1.1216 (1.1705) loss_bbox_0: 0.1999 (0.2265) loss_giou_0: 0.4348 (0.4868) loss_class_1: 1.0278 (1.0327) loss_bbox_1: 0.1981 (0.2267) loss_giou_1: 0.4399 (0.4840) loss_class_2: 0.9465 (0.9674) loss_bbox_2: 0.1993 (0.2247) loss_giou_2: 0.4398 (0.4805) loss_class_3: 0.9142 (0.9269) loss_bbox_3: 0.1985 (0.2266) loss_giou_3: 0.4406 (0.4818) loss_class_4: 0.8813 (0.9081) loss_bbox_4: 0.2021 (0.2282) loss_giou_4: 0.4374 (0.4832) loss_class_enc: 1.0409 (1.0760) loss_bbox_enc: 0.2605 (0.2758) loss_giou_enc: 0.5155 (0.5634) loss_class_dn: 0.4724 (0.4936) loss_bbox_dn: 0.3732 (0.4116) loss_giou_dn: 0.5760 (0.6041) loss_class_dn_0: 0.5165 (0.5163) loss_bbox_dn_0: 0.4647 (0.5169) loss_giou_dn_0: 0.7224 (0.7500) loss_class_dn_1: 0.4773 (0.4910) loss_bbox_dn_1: 0.4030 (0.4376) loss_giou_dn_1: 0.6014 (0.6390) loss_class_dn_2: 0.4602 (0.4818) loss_bbox_dn_2: 0.3789 (0.4175) loss_giou_dn_2: 0.5864 (0.6113) loss_class_dn_3: 0.4619 (0.4829) loss_bbox_dn_3: 0.3748 (0.4129) loss_giou_dn_3: 0.5791 (0.6054) loss_class_dn_4: 0.4650 (0.4878) loss_bbox_dn_4: 0.3732 (0.4116) loss_giou_dn_4: 0.5761 (0.6039) loss_class_hybrid: 0.8747 (0.8882) loss_bbox_hybrid: 0.2459 (0.2511) loss_giou_hybrid: 0.4838 (0.5286) loss_class_0_hybrid: 0.9270 (0.9479) loss_bbox_0_hybrid: 0.2485 (0.2676) loss_giou_0_hybrid: 0.5142 (0.5573) loss_class_1_hybrid: 0.8761 (0.9184) loss_bbox_1_hybrid: 0.2354 (0.2560) loss_giou_1_hybrid: 0.4899 (0.5387) loss_class_2_hybrid: 0.8845 (0.9053) loss_bbox_2_hybrid: 0.2361 (0.2508) loss_giou_2_hybrid: 0.4826 (0.5301) loss_class_3_hybrid: 0.8568 (0.8915) loss_bbox_3_hybrid: 0.2382 (0.2512) loss_giou_3_hybrid: 0.4839 (0.5292) loss_class_4_hybrid: 0.8673 (0.8871) loss_bbox_4_hybrid: 0.2436 (0.2513) loss_giou_4_hybrid: 0.4848 (0.5292) loss_class_enc_hybrid: 0.8459 (0.8790) loss_bbox_enc_hybrid: 0.2957 (0.3283) loss_giou_enc_hybrid: 0.5938 (0.6485) mem: 1026 max mem: 36964 [2024-01-14 17:30:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:31:40 det.util.engine] INFO: Epoch: [1] [6100/11727] eta: 1:38:53 lr: 0.000100 data_time: 0.0028 iter_time: 1.0706 loss: 33.8527 (33.4988) loss_class: 0.8716 (0.9063) loss_bbox: 0.2372 (0.2288) loss_giou: 0.4762 (0.4835) loss_class_0: 1.1157 (1.1705) loss_bbox_0: 0.2201 (0.2264) loss_giou_0: 0.4586 (0.4868) loss_class_1: 1.0754 (1.0329) loss_bbox_1: 0.2319 (0.2266) loss_giou_1: 0.4631 (0.4840) loss_class_2: 0.9035 (0.9675) loss_bbox_2: 0.2254 (0.2246) loss_giou_2: 0.4724 (0.4806) loss_class_3: 0.9163 (0.9271) loss_bbox_3: 0.2195 (0.2265) loss_giou_3: 0.4724 (0.4818) loss_class_4: 0.8902 (0.9083) loss_bbox_4: 0.2282 (0.2281) loss_giou_4: 0.4700 (0.4832) loss_class_enc: 1.0617 (1.0758) loss_bbox_enc: 0.2645 (0.2757) loss_giou_enc: 0.5419 (0.5634) loss_class_dn: 0.4775 (0.4936) loss_bbox_dn: 0.4243 (0.4115) loss_giou_dn: 0.5962 (0.6042) loss_class_dn_0: 0.5073 (0.5163) loss_bbox_dn_0: 0.5347 (0.5168) loss_giou_dn_0: 0.7394 (0.7500) loss_class_dn_1: 0.4840 (0.4909) loss_bbox_dn_1: 0.4573 (0.4375) loss_giou_dn_1: 0.6311 (0.6390) loss_class_dn_2: 0.4667 (0.4817) loss_bbox_dn_2: 0.4308 (0.4174) loss_giou_dn_2: 0.6044 (0.6114) loss_class_dn_3: 0.4690 (0.4828) loss_bbox_dn_3: 0.4268 (0.4128) loss_giou_dn_3: 0.5995 (0.6055) loss_class_dn_4: 0.4806 (0.4878) loss_bbox_dn_4: 0.4243 (0.4115) loss_giou_dn_4: 0.5959 (0.6040) loss_class_hybrid: 0.8741 (0.8883) loss_bbox_hybrid: 0.2641 (0.2510) loss_giou_hybrid: 0.5162 (0.5287) loss_class_0_hybrid: 0.9272 (0.9480) loss_bbox_0_hybrid: 0.2746 (0.2675) loss_giou_0_hybrid: 0.5394 (0.5573) loss_class_1_hybrid: 0.9123 (0.9185) loss_bbox_1_hybrid: 0.2609 (0.2560) loss_giou_1_hybrid: 0.5144 (0.5387) loss_class_2_hybrid: 0.9132 (0.9054) loss_bbox_2_hybrid: 0.2586 (0.2507) loss_giou_2_hybrid: 0.5133 (0.5301) loss_class_3_hybrid: 0.8937 (0.8916) loss_bbox_3_hybrid: 0.2623 (0.2512) loss_giou_3_hybrid: 0.5138 (0.5292) loss_class_4_hybrid: 0.8777 (0.8872) loss_bbox_4_hybrid: 0.2638 (0.2513) loss_giou_4_hybrid: 0.5164 (0.5292) loss_class_enc_hybrid: 0.8395 (0.8790) loss_bbox_enc_hybrid: 0.3226 (0.3282) loss_giou_enc_hybrid: 0.6192 (0.6484) mem: 1025 max mem: 36964 [2024-01-14 17:31:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:32:34 det.util.engine] INFO: Epoch: [1] [6150/11727] eta: 1:38:01 lr: 0.000100 data_time: 0.0032 iter_time: 1.1127 loss: 31.2974 (33.4902) loss_class: 0.8728 (0.9063) loss_bbox: 0.2001 (0.2288) loss_giou: 0.4320 (0.4832) loss_class_0: 1.1703 (1.1705) loss_bbox_0: 0.1974 (0.2263) loss_giou_0: 0.4412 (0.4864) loss_class_1: 1.0373 (1.0331) loss_bbox_1: 0.1942 (0.2265) loss_giou_1: 0.4352 (0.4836) loss_class_2: 0.9584 (0.9676) loss_bbox_2: 0.2001 (0.2245) loss_giou_2: 0.4355 (0.4802) loss_class_3: 0.9219 (0.9271) loss_bbox_3: 0.1919 (0.2264) loss_giou_3: 0.4394 (0.4814) loss_class_4: 0.8668 (0.9083) loss_bbox_4: 0.2001 (0.2280) loss_giou_4: 0.4287 (0.4829) loss_class_enc: 1.0309 (1.0757) loss_bbox_enc: 0.2663 (0.2756) loss_giou_enc: 0.5140 (0.5630) loss_class_dn: 0.4778 (0.4935) loss_bbox_dn: 0.3714 (0.4114) loss_giou_dn: 0.5274 (0.6038) loss_class_dn_0: 0.5014 (0.5163) loss_bbox_dn_0: 0.5095 (0.5167) loss_giou_dn_0: 0.6960 (0.7497) loss_class_dn_1: 0.4782 (0.4909) loss_bbox_dn_1: 0.4013 (0.4374) loss_giou_dn_1: 0.5710 (0.6387) loss_class_dn_2: 0.4685 (0.4817) loss_bbox_dn_2: 0.3750 (0.4173) loss_giou_dn_2: 0.5348 (0.6111) loss_class_dn_3: 0.4686 (0.4828) loss_bbox_dn_3: 0.3715 (0.4127) loss_giou_dn_3: 0.5299 (0.6052) loss_class_dn_4: 0.4680 (0.4877) loss_bbox_dn_4: 0.3715 (0.4114) loss_giou_dn_4: 0.5271 (0.6037) loss_class_hybrid: 0.8860 (0.8884) loss_bbox_hybrid: 0.2166 (0.2509) loss_giou_hybrid: 0.4725 (0.5283) loss_class_0_hybrid: 1.0000 (0.9482) loss_bbox_0_hybrid: 0.2289 (0.2674) loss_giou_0_hybrid: 0.4907 (0.5569) loss_class_1_hybrid: 0.9379 (0.9186) loss_bbox_1_hybrid: 0.2182 (0.2559) loss_giou_1_hybrid: 0.4704 (0.5383) loss_class_2_hybrid: 0.9156 (0.9055) loss_bbox_2_hybrid: 0.2207 (0.2506) loss_giou_2_hybrid: 0.4744 (0.5297) loss_class_3_hybrid: 0.8924 (0.8917) loss_bbox_3_hybrid: 0.2165 (0.2511) loss_giou_3_hybrid: 0.4690 (0.5288) loss_class_4_hybrid: 0.9002 (0.8873) loss_bbox_4_hybrid: 0.2166 (0.2512) loss_giou_4_hybrid: 0.4744 (0.5288) loss_class_enc_hybrid: 0.8997 (0.8792) loss_bbox_enc_hybrid: 0.2969 (0.3281) loss_giou_enc_hybrid: 0.5769 (0.6479) mem: 1023 max mem: 36964 [2024-01-14 17:32:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:33:29 det.util.engine] INFO: Epoch: [1] [6200/11727] eta: 1:37:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.0832 loss: 32.8087 (33.4816) loss_class: 0.8988 (0.9061) loss_bbox: 0.2140 (0.2287) loss_giou: 0.4483 (0.4831) loss_class_0: 1.1618 (1.1703) loss_bbox_0: 0.2095 (0.2262) loss_giou_0: 0.4499 (0.4862) loss_class_1: 1.0569 (1.0330) loss_bbox_1: 0.2110 (0.2264) loss_giou_1: 0.4554 (0.4835) loss_class_2: 0.9534 (0.9673) loss_bbox_2: 0.2207 (0.2245) loss_giou_2: 0.4643 (0.4801) loss_class_3: 0.9328 (0.9269) loss_bbox_3: 0.2185 (0.2264) loss_giou_3: 0.4639 (0.4813) loss_class_4: 0.8972 (0.9081) loss_bbox_4: 0.2148 (0.2280) loss_giou_4: 0.4501 (0.4827) loss_class_enc: 1.0426 (1.0755) loss_bbox_enc: 0.2532 (0.2755) loss_giou_enc: 0.5231 (0.5629) loss_class_dn: 0.4833 (0.4934) loss_bbox_dn: 0.3800 (0.4112) loss_giou_dn: 0.5732 (0.6037) loss_class_dn_0: 0.5129 (0.5162) loss_bbox_dn_0: 0.4893 (0.5165) loss_giou_dn_0: 0.7126 (0.7495) loss_class_dn_1: 0.4862 (0.4908) loss_bbox_dn_1: 0.3999 (0.4373) loss_giou_dn_1: 0.6054 (0.6385) loss_class_dn_2: 0.4695 (0.4815) loss_bbox_dn_2: 0.3929 (0.4171) loss_giou_dn_2: 0.5830 (0.6109) loss_class_dn_3: 0.4742 (0.4826) loss_bbox_dn_3: 0.3838 (0.4125) loss_giou_dn_3: 0.5764 (0.6051) loss_class_dn_4: 0.4757 (0.4875) loss_bbox_dn_4: 0.3798 (0.4112) loss_giou_dn_4: 0.5734 (0.6035) loss_class_hybrid: 0.8908 (0.8883) loss_bbox_hybrid: 0.2314 (0.2508) loss_giou_hybrid: 0.4754 (0.5281) loss_class_0_hybrid: 0.9404 (0.9481) loss_bbox_0_hybrid: 0.2506 (0.2673) loss_giou_0_hybrid: 0.5047 (0.5567) loss_class_1_hybrid: 0.9170 (0.9185) loss_bbox_1_hybrid: 0.2380 (0.2558) loss_giou_1_hybrid: 0.4979 (0.5381) loss_class_2_hybrid: 0.8935 (0.9054) loss_bbox_2_hybrid: 0.2340 (0.2505) loss_giou_2_hybrid: 0.4890 (0.5295) loss_class_3_hybrid: 0.8666 (0.8916) loss_bbox_3_hybrid: 0.2339 (0.2510) loss_giou_3_hybrid: 0.4801 (0.5286) loss_class_4_hybrid: 0.8731 (0.8872) loss_bbox_4_hybrid: 0.2317 (0.2511) loss_giou_4_hybrid: 0.4770 (0.5286) loss_class_enc_hybrid: 0.8786 (0.8792) loss_bbox_enc_hybrid: 0.3082 (0.3279) loss_giou_enc_hybrid: 0.5869 (0.6477) mem: 1025 max mem: 36964 [2024-01-14 17:33:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:34:24 det.util.engine] INFO: Epoch: [1] [6250/11727] eta: 1:36:20 lr: 0.000100 data_time: 0.0029 iter_time: 1.0839 loss: 32.5902 (33.4788) loss_class: 0.8606 (0.9059) loss_bbox: 0.2274 (0.2287) loss_giou: 0.4830 (0.4830) loss_class_0: 1.0973 (1.1701) loss_bbox_0: 0.2366 (0.2261) loss_giou_0: 0.4850 (0.4862) loss_class_1: 0.9584 (1.0328) loss_bbox_1: 0.2264 (0.2264) loss_giou_1: 0.4974 (0.4834) loss_class_2: 0.9008 (0.9671) loss_bbox_2: 0.2297 (0.2245) loss_giou_2: 0.4851 (0.4800) loss_class_3: 0.8843 (0.9267) loss_bbox_3: 0.2263 (0.2264) loss_giou_3: 0.4806 (0.4812) loss_class_4: 0.8693 (0.9079) loss_bbox_4: 0.2301 (0.2280) loss_giou_4: 0.4821 (0.4827) loss_class_enc: 1.0372 (1.0753) loss_bbox_enc: 0.2892 (0.2755) loss_giou_enc: 0.5403 (0.5628) loss_class_dn: 0.4730 (0.4933) loss_bbox_dn: 0.4009 (0.4112) loss_giou_dn: 0.5883 (0.6036) loss_class_dn_0: 0.5057 (0.5162) loss_bbox_dn_0: 0.5236 (0.5165) loss_giou_dn_0: 0.7229 (0.7494) loss_class_dn_1: 0.4783 (0.4907) loss_bbox_dn_1: 0.4281 (0.4372) loss_giou_dn_1: 0.6178 (0.6385) loss_class_dn_2: 0.4680 (0.4815) loss_bbox_dn_2: 0.4089 (0.4171) loss_giou_dn_2: 0.5936 (0.6109) loss_class_dn_3: 0.4631 (0.4825) loss_bbox_dn_3: 0.4012 (0.4125) loss_giou_dn_3: 0.5891 (0.6050) loss_class_dn_4: 0.4691 (0.4874) loss_bbox_dn_4: 0.4008 (0.4112) loss_giou_dn_4: 0.5879 (0.6035) loss_class_hybrid: 0.8611 (0.8882) loss_bbox_hybrid: 0.2718 (0.2509) loss_giou_hybrid: 0.5228 (0.5281) loss_class_0_hybrid: 0.8992 (0.9481) loss_bbox_0_hybrid: 0.2934 (0.2673) loss_giou_0_hybrid: 0.5473 (0.5566) loss_class_1_hybrid: 0.8739 (0.9184) loss_bbox_1_hybrid: 0.2805 (0.2558) loss_giou_1_hybrid: 0.5388 (0.5381) loss_class_2_hybrid: 0.8635 (0.9053) loss_bbox_2_hybrid: 0.2788 (0.2506) loss_giou_2_hybrid: 0.5297 (0.5295) loss_class_3_hybrid: 0.8681 (0.8915) loss_bbox_3_hybrid: 0.2746 (0.2511) loss_giou_3_hybrid: 0.5229 (0.5286) loss_class_4_hybrid: 0.8634 (0.8871) loss_bbox_4_hybrid: 0.2737 (0.2512) loss_giou_4_hybrid: 0.5232 (0.5286) loss_class_enc_hybrid: 0.8427 (0.8792) loss_bbox_enc_hybrid: 0.3530 (0.3279) loss_giou_enc_hybrid: 0.6159 (0.6475) mem: 1020 max mem: 36964 [2024-01-14 17:34:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:35:17 det.util.engine] INFO: Epoch: [1] [6300/11727] eta: 1:35:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.0193 loss: 31.5449 (33.4664) loss_class: 0.8441 (0.9057) loss_bbox: 0.2138 (0.2286) loss_giou: 0.4598 (0.4827) loss_class_0: 1.1522 (1.1700) loss_bbox_0: 0.2115 (0.2260) loss_giou_0: 0.4437 (0.4859) loss_class_1: 0.9678 (1.0326) loss_bbox_1: 0.1992 (0.2263) loss_giou_1: 0.4588 (0.4831) loss_class_2: 0.9005 (0.9669) loss_bbox_2: 0.1967 (0.2244) loss_giou_2: 0.4646 (0.4797) loss_class_3: 0.8797 (0.9266) loss_bbox_3: 0.2104 (0.2263) loss_giou_3: 0.4555 (0.4809) loss_class_4: 0.8604 (0.9077) loss_bbox_4: 0.2137 (0.2279) loss_giou_4: 0.4554 (0.4824) loss_class_enc: 1.0270 (1.0751) loss_bbox_enc: 0.2739 (0.2754) loss_giou_enc: 0.5345 (0.5625) loss_class_dn: 0.4822 (0.4931) loss_bbox_dn: 0.3821 (0.4110) loss_giou_dn: 0.5671 (0.6033) loss_class_dn_0: 0.5159 (0.5162) loss_bbox_dn_0: 0.4860 (0.5164) loss_giou_dn_0: 0.7058 (0.7491) loss_class_dn_1: 0.4798 (0.4907) loss_bbox_dn_1: 0.4084 (0.4370) loss_giou_dn_1: 0.6055 (0.6381) loss_class_dn_2: 0.4617 (0.4814) loss_bbox_dn_2: 0.3910 (0.4169) loss_giou_dn_2: 0.5758 (0.6105) loss_class_dn_3: 0.4669 (0.4824) loss_bbox_dn_3: 0.3859 (0.4123) loss_giou_dn_3: 0.5675 (0.6046) loss_class_dn_4: 0.4716 (0.4873) loss_bbox_dn_4: 0.3820 (0.4110) loss_giou_dn_4: 0.5665 (0.6031) loss_class_hybrid: 0.8481 (0.8880) loss_bbox_hybrid: 0.2385 (0.2508) loss_giou_hybrid: 0.4990 (0.5278) loss_class_0_hybrid: 0.9254 (0.9480) loss_bbox_0_hybrid: 0.2528 (0.2672) loss_giou_0_hybrid: 0.5170 (0.5563) loss_class_1_hybrid: 0.8967 (0.9183) loss_bbox_1_hybrid: 0.2384 (0.2557) loss_giou_1_hybrid: 0.5180 (0.5378) loss_class_2_hybrid: 0.8755 (0.9051) loss_bbox_2_hybrid: 0.2415 (0.2505) loss_giou_2_hybrid: 0.5065 (0.5292) loss_class_3_hybrid: 0.8708 (0.8913) loss_bbox_3_hybrid: 0.2397 (0.2509) loss_giou_3_hybrid: 0.5037 (0.5283) loss_class_4_hybrid: 0.8616 (0.8869) loss_bbox_4_hybrid: 0.2400 (0.2510) loss_giou_4_hybrid: 0.5021 (0.5283) loss_class_enc_hybrid: 0.8857 (0.8791) loss_bbox_enc_hybrid: 0.3037 (0.3278) loss_giou_enc_hybrid: 0.5895 (0.6472) mem: 1027 max mem: 36964 [2024-01-14 17:35:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:36:09 det.util.engine] INFO: Epoch: [1] [6350/11727] eta: 1:34:34 lr: 0.000100 data_time: 0.0028 iter_time: 1.0699 loss: 32.6847 (33.4625) loss_class: 0.8852 (0.9057) loss_bbox: 0.2354 (0.2286) loss_giou: 0.4390 (0.4826) loss_class_0: 1.1321 (1.1698) loss_bbox_0: 0.2231 (0.2260) loss_giou_0: 0.4445 (0.4857) loss_class_1: 1.0254 (1.0324) loss_bbox_1: 0.2293 (0.2263) loss_giou_1: 0.4403 (0.4830) loss_class_2: 0.9471 (0.9669) loss_bbox_2: 0.2413 (0.2244) loss_giou_2: 0.4274 (0.4796) loss_class_3: 0.9053 (0.9266) loss_bbox_3: 0.2337 (0.2263) loss_giou_3: 0.4365 (0.4807) loss_class_4: 0.8834 (0.9078) loss_bbox_4: 0.2403 (0.2279) loss_giou_4: 0.4402 (0.4822) loss_class_enc: 1.0146 (1.0749) loss_bbox_enc: 0.2911 (0.2754) loss_giou_enc: 0.5167 (0.5623) loss_class_dn: 0.4842 (0.4930) loss_bbox_dn: 0.4235 (0.4110) loss_giou_dn: 0.5602 (0.6031) loss_class_dn_0: 0.5078 (0.5162) loss_bbox_dn_0: 0.5498 (0.5164) loss_giou_dn_0: 0.6993 (0.7489) loss_class_dn_1: 0.4862 (0.4906) loss_bbox_dn_1: 0.4524 (0.4371) loss_giou_dn_1: 0.5918 (0.6379) loss_class_dn_2: 0.4733 (0.4813) loss_bbox_dn_2: 0.4281 (0.4170) loss_giou_dn_2: 0.5707 (0.6103) loss_class_dn_3: 0.4694 (0.4822) loss_bbox_dn_3: 0.4253 (0.4124) loss_giou_dn_3: 0.5607 (0.6044) loss_class_dn_4: 0.4820 (0.4872) loss_bbox_dn_4: 0.4233 (0.4110) loss_giou_dn_4: 0.5600 (0.6029) loss_class_hybrid: 0.9023 (0.8879) loss_bbox_hybrid: 0.2594 (0.2508) loss_giou_hybrid: 0.4623 (0.5276) loss_class_0_hybrid: 0.9510 (0.9479) loss_bbox_0_hybrid: 0.2760 (0.2672) loss_giou_0_hybrid: 0.4925 (0.5562) loss_class_1_hybrid: 0.9307 (0.9182) loss_bbox_1_hybrid: 0.2636 (0.2558) loss_giou_1_hybrid: 0.4668 (0.5376) loss_class_2_hybrid: 0.9268 (0.9051) loss_bbox_2_hybrid: 0.2645 (0.2506) loss_giou_2_hybrid: 0.4571 (0.5291) loss_class_3_hybrid: 0.9185 (0.8913) loss_bbox_3_hybrid: 0.2586 (0.2510) loss_giou_3_hybrid: 0.4577 (0.5282) loss_class_4_hybrid: 0.8942 (0.8869) loss_bbox_4_hybrid: 0.2614 (0.2511) loss_giou_4_hybrid: 0.4586 (0.5281) loss_class_enc_hybrid: 0.8821 (0.8791) loss_bbox_enc_hybrid: 0.3341 (0.3279) loss_giou_enc_hybrid: 0.5717 (0.6470) mem: 1030 max mem: 36964 [2024-01-14 17:36:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:37:04 det.util.engine] INFO: Epoch: [1] [6400/11727] eta: 1:33:43 lr: 0.000100 data_time: 0.0031 iter_time: 1.1311 loss: 32.5704 (33.4532) loss_class: 0.8365 (0.9054) loss_bbox: 0.2084 (0.2285) loss_giou: 0.4286 (0.4825) loss_class_0: 1.1115 (1.1694) loss_bbox_0: 0.2099 (0.2259) loss_giou_0: 0.4691 (0.4856) loss_class_1: 0.9729 (1.0320) loss_bbox_1: 0.2044 (0.2262) loss_giou_1: 0.4354 (0.4829) loss_class_2: 0.9217 (0.9666) loss_bbox_2: 0.1957 (0.2243) loss_giou_2: 0.4317 (0.4795) loss_class_3: 0.8476 (0.9263) loss_bbox_3: 0.2110 (0.2262) loss_giou_3: 0.4287 (0.4806) loss_class_4: 0.8469 (0.9075) loss_bbox_4: 0.2039 (0.2278) loss_giou_4: 0.4284 (0.4821) loss_class_enc: 1.0149 (1.0746) loss_bbox_enc: 0.2681 (0.2753) loss_giou_enc: 0.5503 (0.5622) loss_class_dn: 0.4715 (0.4929) loss_bbox_dn: 0.3745 (0.4108) loss_giou_dn: 0.5739 (0.6029) loss_class_dn_0: 0.5122 (0.5161) loss_bbox_dn_0: 0.4729 (0.5162) loss_giou_dn_0: 0.7149 (0.7486) loss_class_dn_1: 0.4811 (0.4905) loss_bbox_dn_1: 0.4046 (0.4369) loss_giou_dn_1: 0.6079 (0.6377) loss_class_dn_2: 0.4677 (0.4812) loss_bbox_dn_2: 0.3784 (0.4167) loss_giou_dn_2: 0.5835 (0.6101) loss_class_dn_3: 0.4712 (0.4822) loss_bbox_dn_3: 0.3751 (0.4122) loss_giou_dn_3: 0.5763 (0.6043) loss_class_dn_4: 0.4661 (0.4871) loss_bbox_dn_4: 0.3745 (0.4108) loss_giou_dn_4: 0.5739 (0.6028) loss_class_hybrid: 0.8481 (0.8877) loss_bbox_hybrid: 0.2369 (0.2507) loss_giou_hybrid: 0.4703 (0.5275) loss_class_0_hybrid: 0.9173 (0.9477) loss_bbox_0_hybrid: 0.2479 (0.2672) loss_giou_0_hybrid: 0.5070 (0.5560) loss_class_1_hybrid: 0.8775 (0.9180) loss_bbox_1_hybrid: 0.2405 (0.2557) loss_giou_1_hybrid: 0.4882 (0.5375) loss_class_2_hybrid: 0.8611 (0.9049) loss_bbox_2_hybrid: 0.2372 (0.2505) loss_giou_2_hybrid: 0.4761 (0.5290) loss_class_3_hybrid: 0.8552 (0.8910) loss_bbox_3_hybrid: 0.2379 (0.2509) loss_giou_3_hybrid: 0.4754 (0.5281) loss_class_4_hybrid: 0.8600 (0.8867) loss_bbox_4_hybrid: 0.2366 (0.2510) loss_giou_4_hybrid: 0.4713 (0.5280) loss_class_enc_hybrid: 0.8568 (0.8790) loss_bbox_enc_hybrid: 0.3032 (0.3277) loss_giou_enc_hybrid: 0.6158 (0.6468) mem: 1026 max mem: 36964 [2024-01-14 17:37:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:37:57 det.util.engine] INFO: Epoch: [1] [6450/11727] eta: 1:32:50 lr: 0.000100 data_time: 0.0030 iter_time: 1.0496 loss: 32.8545 (33.4445) loss_class: 0.8951 (0.9052) loss_bbox: 0.2324 (0.2285) loss_giou: 0.4457 (0.4822) loss_class_0: 1.2161 (1.1693) loss_bbox_0: 0.2202 (0.2259) loss_giou_0: 0.4427 (0.4853) loss_class_1: 1.0513 (1.0320) loss_bbox_1: 0.2048 (0.2262) loss_giou_1: 0.4318 (0.4826) loss_class_2: 0.9823 (0.9665) loss_bbox_2: 0.2256 (0.2242) loss_giou_2: 0.4282 (0.4792) loss_class_3: 0.9149 (0.9261) loss_bbox_3: 0.2328 (0.2261) loss_giou_3: 0.4357 (0.4804) loss_class_4: 0.9011 (0.9073) loss_bbox_4: 0.2316 (0.2278) loss_giou_4: 0.4444 (0.4818) loss_class_enc: 1.0861 (1.0745) loss_bbox_enc: 0.2634 (0.2753) loss_giou_enc: 0.5093 (0.5619) loss_class_dn: 0.4875 (0.4928) loss_bbox_dn: 0.3839 (0.4107) loss_giou_dn: 0.5689 (0.6026) loss_class_dn_0: 0.5184 (0.5161) loss_bbox_dn_0: 0.4906 (0.5162) loss_giou_dn_0: 0.7040 (0.7483) loss_class_dn_1: 0.4919 (0.4905) loss_bbox_dn_1: 0.4238 (0.4368) loss_giou_dn_1: 0.5971 (0.6374) loss_class_dn_2: 0.4820 (0.4811) loss_bbox_dn_2: 0.3899 (0.4166) loss_giou_dn_2: 0.5743 (0.6098) loss_class_dn_3: 0.4843 (0.4821) loss_bbox_dn_3: 0.3841 (0.4120) loss_giou_dn_3: 0.5674 (0.6039) loss_class_dn_4: 0.4840 (0.4870) loss_bbox_dn_4: 0.3838 (0.4107) loss_giou_dn_4: 0.5685 (0.6024) loss_class_hybrid: 0.9343 (0.8877) loss_bbox_hybrid: 0.2414 (0.2507) loss_giou_hybrid: 0.4648 (0.5272) loss_class_0_hybrid: 0.9919 (0.9478) loss_bbox_0_hybrid: 0.2542 (0.2671) loss_giou_0_hybrid: 0.4893 (0.5557) loss_class_1_hybrid: 0.9845 (0.9180) loss_bbox_1_hybrid: 0.2495 (0.2557) loss_giou_1_hybrid: 0.4749 (0.5372) loss_class_2_hybrid: 0.9631 (0.9049) loss_bbox_2_hybrid: 0.2447 (0.2505) loss_giou_2_hybrid: 0.4668 (0.5287) loss_class_3_hybrid: 0.9351 (0.8910) loss_bbox_3_hybrid: 0.2433 (0.2509) loss_giou_3_hybrid: 0.4634 (0.5278) loss_class_4_hybrid: 0.9287 (0.8866) loss_bbox_4_hybrid: 0.2440 (0.2510) loss_giou_4_hybrid: 0.4627 (0.5277) loss_class_enc_hybrid: 0.9276 (0.8791) loss_bbox_enc_hybrid: 0.3149 (0.3276) loss_giou_enc_hybrid: 0.5686 (0.6464) mem: 1028 max mem: 36964 [2024-01-14 17:37:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:38:50 det.util.engine] INFO: Epoch: [1] [6500/11727] eta: 1:31:57 lr: 0.000100 data_time: 0.0027 iter_time: 1.0285 loss: 33.0092 (33.4417) loss_class: 0.8529 (0.9051) loss_bbox: 0.2112 (0.2284) loss_giou: 0.4647 (0.4823) loss_class_0: 1.0915 (1.1691) loss_bbox_0: 0.2201 (0.2258) loss_giou_0: 0.4632 (0.4854) loss_class_1: 0.9476 (1.0318) loss_bbox_1: 0.2141 (0.2261) loss_giou_1: 0.4683 (0.4827) loss_class_2: 0.9119 (0.9663) loss_bbox_2: 0.2075 (0.2242) loss_giou_2: 0.4651 (0.4793) loss_class_3: 0.8919 (0.9260) loss_bbox_3: 0.2157 (0.2261) loss_giou_3: 0.4598 (0.4805) loss_class_4: 0.8664 (0.9073) loss_bbox_4: 0.2111 (0.2277) loss_giou_4: 0.4641 (0.4819) loss_class_enc: 1.0330 (1.0743) loss_bbox_enc: 0.2707 (0.2753) loss_giou_enc: 0.5430 (0.5620) loss_class_dn: 0.4728 (0.4927) loss_bbox_dn: 0.3749 (0.4104) loss_giou_dn: 0.5709 (0.6025) loss_class_dn_0: 0.5157 (0.5162) loss_bbox_dn_0: 0.4556 (0.5158) loss_giou_dn_0: 0.7213 (0.7482) loss_class_dn_1: 0.4721 (0.4904) loss_bbox_dn_1: 0.4050 (0.4365) loss_giou_dn_1: 0.6084 (0.6373) loss_class_dn_2: 0.4663 (0.4810) loss_bbox_dn_2: 0.3784 (0.4163) loss_giou_dn_2: 0.5832 (0.6097) loss_class_dn_3: 0.4662 (0.4820) loss_bbox_dn_3: 0.3751 (0.4118) loss_giou_dn_3: 0.5731 (0.6039) loss_class_dn_4: 0.4645 (0.4869) loss_bbox_dn_4: 0.3749 (0.4104) loss_giou_dn_4: 0.5708 (0.6024) loss_class_hybrid: 0.8203 (0.8876) loss_bbox_hybrid: 0.2390 (0.2507) loss_giou_hybrid: 0.4911 (0.5274) loss_class_0_hybrid: 0.9392 (0.9478) loss_bbox_0_hybrid: 0.2463 (0.2671) loss_giou_0_hybrid: 0.5275 (0.5558) loss_class_1_hybrid: 0.8696 (0.9179) loss_bbox_1_hybrid: 0.2379 (0.2557) loss_giou_1_hybrid: 0.5012 (0.5373) loss_class_2_hybrid: 0.8310 (0.9047) loss_bbox_2_hybrid: 0.2391 (0.2504) loss_giou_2_hybrid: 0.4929 (0.5288) loss_class_3_hybrid: 0.8209 (0.8909) loss_bbox_3_hybrid: 0.2344 (0.2509) loss_giou_3_hybrid: 0.4916 (0.5279) loss_class_4_hybrid: 0.8245 (0.8865) loss_bbox_4_hybrid: 0.2390 (0.2510) loss_giou_4_hybrid: 0.4914 (0.5279) loss_class_enc_hybrid: 0.8417 (0.8791) loss_bbox_enc_hybrid: 0.3084 (0.3276) loss_giou_enc_hybrid: 0.6319 (0.6465) mem: 1033 max mem: 36964 [2024-01-14 17:38:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:39:42 det.util.engine] INFO: Epoch: [1] [6550/11727] eta: 1:31:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0441 loss: 31.9516 (33.4376) loss_class: 0.8803 (0.9051) loss_bbox: 0.2120 (0.2284) loss_giou: 0.4360 (0.4822) loss_class_0: 1.1213 (1.1690) loss_bbox_0: 0.2005 (0.2258) loss_giou_0: 0.4518 (0.4852) loss_class_1: 1.0240 (1.0318) loss_bbox_1: 0.1979 (0.2261) loss_giou_1: 0.4328 (0.4825) loss_class_2: 0.9241 (0.9663) loss_bbox_2: 0.2029 (0.2241) loss_giou_2: 0.4374 (0.4791) loss_class_3: 0.8859 (0.9261) loss_bbox_3: 0.2070 (0.2260) loss_giou_3: 0.4382 (0.4803) loss_class_4: 0.8733 (0.9072) loss_bbox_4: 0.2085 (0.2277) loss_giou_4: 0.4420 (0.4818) loss_class_enc: 1.0661 (1.0741) loss_bbox_enc: 0.2623 (0.2752) loss_giou_enc: 0.5141 (0.5619) loss_class_dn: 0.4864 (0.4927) loss_bbox_dn: 0.3960 (0.4104) loss_giou_dn: 0.5826 (0.6024) loss_class_dn_0: 0.5080 (0.5161) loss_bbox_dn_0: 0.5252 (0.5158) loss_giou_dn_0: 0.7276 (0.7481) loss_class_dn_1: 0.4854 (0.4904) loss_bbox_dn_1: 0.4243 (0.4365) loss_giou_dn_1: 0.6179 (0.6372) loss_class_dn_2: 0.4724 (0.4810) loss_bbox_dn_2: 0.4031 (0.4164) loss_giou_dn_2: 0.5884 (0.6096) loss_class_dn_3: 0.4724 (0.4819) loss_bbox_dn_3: 0.3960 (0.4118) loss_giou_dn_3: 0.5844 (0.6038) loss_class_dn_4: 0.4776 (0.4868) loss_bbox_dn_4: 0.3961 (0.4104) loss_giou_dn_4: 0.5824 (0.6023) loss_class_hybrid: 0.8705 (0.8875) loss_bbox_hybrid: 0.2358 (0.2507) loss_giou_hybrid: 0.5187 (0.5272) loss_class_0_hybrid: 0.9160 (0.9478) loss_bbox_0_hybrid: 0.2525 (0.2670) loss_giou_0_hybrid: 0.5390 (0.5557) loss_class_1_hybrid: 0.9169 (0.9179) loss_bbox_1_hybrid: 0.2498 (0.2556) loss_giou_1_hybrid: 0.5176 (0.5372) loss_class_2_hybrid: 0.8870 (0.9047) loss_bbox_2_hybrid: 0.2323 (0.2504) loss_giou_2_hybrid: 0.5206 (0.5287) loss_class_3_hybrid: 0.8663 (0.8909) loss_bbox_3_hybrid: 0.2375 (0.2508) loss_giou_3_hybrid: 0.5197 (0.5278) loss_class_4_hybrid: 0.8678 (0.8865) loss_bbox_4_hybrid: 0.2370 (0.2510) loss_giou_4_hybrid: 0.5199 (0.5277) loss_class_enc_hybrid: 0.8842 (0.8792) loss_bbox_enc_hybrid: 0.3083 (0.3275) loss_giou_enc_hybrid: 0.6328 (0.6463) mem: 1013 max mem: 36964 [2024-01-14 17:39:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:40:34 det.util.engine] INFO: Epoch: [1] [6600/11727] eta: 1:30:11 lr: 0.000100 data_time: 0.0028 iter_time: 1.0401 loss: 31.5109 (33.4315) loss_class: 0.8388 (0.9050) loss_bbox: 0.2260 (0.2283) loss_giou: 0.4416 (0.4821) loss_class_0: 1.0946 (1.1689) loss_bbox_0: 0.2119 (0.2258) loss_giou_0: 0.4450 (0.4852) loss_class_1: 0.9363 (1.0315) loss_bbox_1: 0.2105 (0.2260) loss_giou_1: 0.4358 (0.4825) loss_class_2: 0.8831 (0.9661) loss_bbox_2: 0.2167 (0.2240) loss_giou_2: 0.4361 (0.4791) loss_class_3: 0.8454 (0.9259) loss_bbox_3: 0.2195 (0.2260) loss_giou_3: 0.4430 (0.4803) loss_class_4: 0.8340 (0.9071) loss_bbox_4: 0.2257 (0.2276) loss_giou_4: 0.4360 (0.4817) loss_class_enc: 1.0325 (1.0739) loss_bbox_enc: 0.2450 (0.2752) loss_giou_enc: 0.5410 (0.5618) loss_class_dn: 0.4617 (0.4926) loss_bbox_dn: 0.3603 (0.4103) loss_giou_dn: 0.5584 (0.6023) loss_class_dn_0: 0.5079 (0.5161) loss_bbox_dn_0: 0.4562 (0.5157) loss_giou_dn_0: 0.7160 (0.7479) loss_class_dn_1: 0.4754 (0.4903) loss_bbox_dn_1: 0.3869 (0.4364) loss_giou_dn_1: 0.5844 (0.6370) loss_class_dn_2: 0.4646 (0.4809) loss_bbox_dn_2: 0.3684 (0.4162) loss_giou_dn_2: 0.5621 (0.6095) loss_class_dn_3: 0.4538 (0.4818) loss_bbox_dn_3: 0.3619 (0.4117) loss_giou_dn_3: 0.5588 (0.6036) loss_class_dn_4: 0.4592 (0.4867) loss_bbox_dn_4: 0.3604 (0.4103) loss_giou_dn_4: 0.5578 (0.6021) loss_class_hybrid: 0.8441 (0.8874) loss_bbox_hybrid: 0.2226 (0.2506) loss_giou_hybrid: 0.5000 (0.5272) loss_class_0_hybrid: 0.9025 (0.9478) loss_bbox_0_hybrid: 0.2390 (0.2670) loss_giou_0_hybrid: 0.5068 (0.5555) loss_class_1_hybrid: 0.8782 (0.9178) loss_bbox_1_hybrid: 0.2212 (0.2556) loss_giou_1_hybrid: 0.5005 (0.5371) loss_class_2_hybrid: 0.8710 (0.9046) loss_bbox_2_hybrid: 0.2234 (0.2504) loss_giou_2_hybrid: 0.4991 (0.5286) loss_class_3_hybrid: 0.8486 (0.8908) loss_bbox_3_hybrid: 0.2243 (0.2508) loss_giou_3_hybrid: 0.4925 (0.5277) loss_class_4_hybrid: 0.8433 (0.8863) loss_bbox_4_hybrid: 0.2238 (0.2509) loss_giou_4_hybrid: 0.4995 (0.5276) loss_class_enc_hybrid: 0.8564 (0.8792) loss_bbox_enc_hybrid: 0.2921 (0.3274) loss_giou_enc_hybrid: 0.6014 (0.6461) mem: 1027 max mem: 36964 [2024-01-14 17:40:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:41:26 det.util.engine] INFO: Epoch: [1] [6650/11727] eta: 1:29:17 lr: 0.000100 data_time: 0.0030 iter_time: 1.0421 loss: 31.9352 (33.4250) loss_class: 0.9081 (0.9049) loss_bbox: 0.1985 (0.2282) loss_giou: 0.4533 (0.4820) loss_class_0: 1.1311 (1.1687) loss_bbox_0: 0.2094 (0.2256) loss_giou_0: 0.4417 (0.4851) loss_class_1: 0.9583 (1.0313) loss_bbox_1: 0.1961 (0.2259) loss_giou_1: 0.4533 (0.4824) loss_class_2: 0.9155 (0.9660) loss_bbox_2: 0.2007 (0.2239) loss_giou_2: 0.4496 (0.4790) loss_class_3: 0.9001 (0.9258) loss_bbox_3: 0.1918 (0.2259) loss_giou_3: 0.4470 (0.4802) loss_class_4: 0.9059 (0.9070) loss_bbox_4: 0.1945 (0.2275) loss_giou_4: 0.4534 (0.4816) loss_class_enc: 1.0629 (1.0738) loss_bbox_enc: 0.2453 (0.2751) loss_giou_enc: 0.5146 (0.5617) loss_class_dn: 0.4697 (0.4925) loss_bbox_dn: 0.3379 (0.4102) loss_giou_dn: 0.5642 (0.6021) loss_class_dn_0: 0.5102 (0.5161) loss_bbox_dn_0: 0.4257 (0.5155) loss_giou_dn_0: 0.7142 (0.7477) loss_class_dn_1: 0.4701 (0.4902) loss_bbox_dn_1: 0.3551 (0.4362) loss_giou_dn_1: 0.6151 (0.6369) loss_class_dn_2: 0.4582 (0.4808) loss_bbox_dn_2: 0.3418 (0.4161) loss_giou_dn_2: 0.5749 (0.6093) loss_class_dn_3: 0.4650 (0.4818) loss_bbox_dn_3: 0.3381 (0.4115) loss_giou_dn_3: 0.5684 (0.6035) loss_class_dn_4: 0.4624 (0.4866) loss_bbox_dn_4: 0.3380 (0.4102) loss_giou_dn_4: 0.5644 (0.6020) loss_class_hybrid: 0.8594 (0.8874) loss_bbox_hybrid: 0.2233 (0.2505) loss_giou_hybrid: 0.4666 (0.5271) loss_class_0_hybrid: 0.9205 (0.9477) loss_bbox_0_hybrid: 0.2288 (0.2668) loss_giou_0_hybrid: 0.4881 (0.5554) loss_class_1_hybrid: 0.8991 (0.9178) loss_bbox_1_hybrid: 0.2256 (0.2554) loss_giou_1_hybrid: 0.4727 (0.5370) loss_class_2_hybrid: 0.8976 (0.9046) loss_bbox_2_hybrid: 0.2109 (0.2502) loss_giou_2_hybrid: 0.4687 (0.5285) loss_class_3_hybrid: 0.9003 (0.8908) loss_bbox_3_hybrid: 0.2170 (0.2507) loss_giou_3_hybrid: 0.4677 (0.5276) loss_class_4_hybrid: 0.8802 (0.8863) loss_bbox_4_hybrid: 0.2220 (0.2508) loss_giou_4_hybrid: 0.4682 (0.5275) loss_class_enc_hybrid: 0.8992 (0.8791) loss_bbox_enc_hybrid: 0.2805 (0.3272) loss_giou_enc_hybrid: 0.5850 (0.6459) mem: 1032 max mem: 36964 [2024-01-14 17:41:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:42:20 det.util.engine] INFO: Epoch: [1] [6700/11727] eta: 1:28:25 lr: 0.000100 data_time: 0.0028 iter_time: 1.0584 loss: 32.5794 (33.4150) loss_class: 0.8456 (0.9046) loss_bbox: 0.2063 (0.2281) loss_giou: 0.4887 (0.4820) loss_class_0: 1.0983 (1.1682) loss_bbox_0: 0.2018 (0.2255) loss_giou_0: 0.4832 (0.4851) loss_class_1: 0.9666 (1.0308) loss_bbox_1: 0.2026 (0.2258) loss_giou_1: 0.4957 (0.4824) loss_class_2: 0.9032 (0.9656) loss_bbox_2: 0.2023 (0.2238) loss_giou_2: 0.4917 (0.4790) loss_class_3: 0.8871 (0.9255) loss_bbox_3: 0.2058 (0.2258) loss_giou_3: 0.4875 (0.4802) loss_class_4: 0.8448 (0.9068) loss_bbox_4: 0.2021 (0.2274) loss_giou_4: 0.4893 (0.4817) loss_class_enc: 1.0259 (1.0733) loss_bbox_enc: 0.2515 (0.2750) loss_giou_enc: 0.5570 (0.5616) loss_class_dn: 0.4635 (0.4923) loss_bbox_dn: 0.3420 (0.4098) loss_giou_dn: 0.5879 (0.6020) loss_class_dn_0: 0.5070 (0.5160) loss_bbox_dn_0: 0.4432 (0.5151) loss_giou_dn_0: 0.7369 (0.7475) loss_class_dn_1: 0.4724 (0.4901) loss_bbox_dn_1: 0.3662 (0.4358) loss_giou_dn_1: 0.6106 (0.6367) loss_class_dn_2: 0.4533 (0.4807) loss_bbox_dn_2: 0.3477 (0.4157) loss_giou_dn_2: 0.5901 (0.6092) loss_class_dn_3: 0.4511 (0.4816) loss_bbox_dn_3: 0.3432 (0.4111) loss_giou_dn_3: 0.5877 (0.6034) loss_class_dn_4: 0.4541 (0.4864) loss_bbox_dn_4: 0.3418 (0.4098) loss_giou_dn_4: 0.5876 (0.6019) loss_class_hybrid: 0.8267 (0.8870) loss_bbox_hybrid: 0.2376 (0.2504) loss_giou_hybrid: 0.5466 (0.5271) loss_class_0_hybrid: 0.9259 (0.9475) loss_bbox_0_hybrid: 0.2505 (0.2667) loss_giou_0_hybrid: 0.5548 (0.5554) loss_class_1_hybrid: 0.8798 (0.9175) loss_bbox_1_hybrid: 0.2339 (0.2553) loss_giou_1_hybrid: 0.5478 (0.5370) loss_class_2_hybrid: 0.8649 (0.9042) loss_bbox_2_hybrid: 0.2305 (0.2501) loss_giou_2_hybrid: 0.5433 (0.5285) loss_class_3_hybrid: 0.8349 (0.8904) loss_bbox_3_hybrid: 0.2328 (0.2506) loss_giou_3_hybrid: 0.5409 (0.5276) loss_class_4_hybrid: 0.8315 (0.8859) loss_bbox_4_hybrid: 0.2358 (0.2507) loss_giou_4_hybrid: 0.5467 (0.5276) loss_class_enc_hybrid: 0.8637 (0.8789) loss_bbox_enc_hybrid: 0.3032 (0.3271) loss_giou_enc_hybrid: 0.6194 (0.6459) mem: 1031 max mem: 36964 [2024-01-14 17:42:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:43:13 det.util.engine] INFO: Epoch: [1] [6750/11727] eta: 1:27:33 lr: 0.000100 data_time: 0.0031 iter_time: 1.0508 loss: 32.3040 (33.4118) loss_class: 0.9211 (0.9047) loss_bbox: 0.2242 (0.2281) loss_giou: 0.4558 (0.4820) loss_class_0: 1.1305 (1.1680) loss_bbox_0: 0.2254 (0.2255) loss_giou_0: 0.4626 (0.4850) loss_class_1: 1.0473 (1.0309) loss_bbox_1: 0.2142 (0.2257) loss_giou_1: 0.4546 (0.4823) loss_class_2: 0.9787 (0.9657) loss_bbox_2: 0.2255 (0.2238) loss_giou_2: 0.4606 (0.4790) loss_class_3: 0.9434 (0.9255) loss_bbox_3: 0.2266 (0.2257) loss_giou_3: 0.4525 (0.4801) loss_class_4: 0.9091 (0.9068) loss_bbox_4: 0.2237 (0.2274) loss_giou_4: 0.4584 (0.4816) loss_class_enc: 1.0364 (1.0732) loss_bbox_enc: 0.2690 (0.2749) loss_giou_enc: 0.5269 (0.5615) loss_class_dn: 0.4869 (0.4922) loss_bbox_dn: 0.3706 (0.4097) loss_giou_dn: 0.5715 (0.6019) loss_class_dn_0: 0.5245 (0.5160) loss_bbox_dn_0: 0.4694 (0.5150) loss_giou_dn_0: 0.7108 (0.7473) loss_class_dn_1: 0.4886 (0.4900) loss_bbox_dn_1: 0.4054 (0.4357) loss_giou_dn_1: 0.6110 (0.6366) loss_class_dn_2: 0.4725 (0.4806) loss_bbox_dn_2: 0.3864 (0.4156) loss_giou_dn_2: 0.5750 (0.6091) loss_class_dn_3: 0.4808 (0.4815) loss_bbox_dn_3: 0.3735 (0.4110) loss_giou_dn_3: 0.5738 (0.6033) loss_class_dn_4: 0.4828 (0.4864) loss_bbox_dn_4: 0.3704 (0.4097) loss_giou_dn_4: 0.5712 (0.6018) loss_class_hybrid: 0.9161 (0.8870) loss_bbox_hybrid: 0.2430 (0.2504) loss_giou_hybrid: 0.4807 (0.5270) loss_class_0_hybrid: 0.9541 (0.9476) loss_bbox_0_hybrid: 0.2547 (0.2667) loss_giou_0_hybrid: 0.5225 (0.5553) loss_class_1_hybrid: 0.9450 (0.9174) loss_bbox_1_hybrid: 0.2506 (0.2553) loss_giou_1_hybrid: 0.5113 (0.5369) loss_class_2_hybrid: 0.9113 (0.9042) loss_bbox_2_hybrid: 0.2408 (0.2501) loss_giou_2_hybrid: 0.5030 (0.5284) loss_class_3_hybrid: 0.9320 (0.8904) loss_bbox_3_hybrid: 0.2448 (0.2506) loss_giou_3_hybrid: 0.4869 (0.5276) loss_class_4_hybrid: 0.9340 (0.8860) loss_bbox_4_hybrid: 0.2406 (0.2507) loss_giou_4_hybrid: 0.4810 (0.5275) loss_class_enc_hybrid: 0.8582 (0.8790) loss_bbox_enc_hybrid: 0.3239 (0.3270) loss_giou_enc_hybrid: 0.6073 (0.6457) mem: 1041 max mem: 36964 [2024-01-14 17:43:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:44:06 det.util.engine] INFO: Epoch: [1] [6800/11727] eta: 1:26:40 lr: 0.000100 data_time: 0.0033 iter_time: 1.0478 loss: 32.2966 (33.4079) loss_class: 0.8937 (0.9046) loss_bbox: 0.2125 (0.2280) loss_giou: 0.4660 (0.4821) loss_class_0: 1.1194 (1.1677) loss_bbox_0: 0.1944 (0.2254) loss_giou_0: 0.4665 (0.4851) loss_class_1: 0.9344 (1.0307) loss_bbox_1: 0.2021 (0.2257) loss_giou_1: 0.4692 (0.4825) loss_class_2: 0.9101 (0.9654) loss_bbox_2: 0.2047 (0.2237) loss_giou_2: 0.4729 (0.4791) loss_class_3: 0.9005 (0.9254) loss_bbox_3: 0.2093 (0.2257) loss_giou_3: 0.4660 (0.4802) loss_class_4: 0.9071 (0.9067) loss_bbox_4: 0.2105 (0.2273) loss_giou_4: 0.4624 (0.4817) loss_class_enc: 0.9921 (1.0727) loss_bbox_enc: 0.2495 (0.2749) loss_giou_enc: 0.5452 (0.5617) loss_class_dn: 0.4700 (0.4922) loss_bbox_dn: 0.3679 (0.4095) loss_giou_dn: 0.5736 (0.6019) loss_class_dn_0: 0.5062 (0.5160) loss_bbox_dn_0: 0.4506 (0.5148) loss_giou_dn_0: 0.7132 (0.7472) loss_class_dn_1: 0.4752 (0.4900) loss_bbox_dn_1: 0.3921 (0.4355) loss_giou_dn_1: 0.6010 (0.6365) loss_class_dn_2: 0.4647 (0.4805) loss_bbox_dn_2: 0.3712 (0.4154) loss_giou_dn_2: 0.5743 (0.6091) loss_class_dn_3: 0.4635 (0.4815) loss_bbox_dn_3: 0.3673 (0.4108) loss_giou_dn_3: 0.5717 (0.6032) loss_class_dn_4: 0.4682 (0.4863) loss_bbox_dn_4: 0.3679 (0.4095) loss_giou_dn_4: 0.5733 (0.6017) loss_class_hybrid: 0.8329 (0.8868) loss_bbox_hybrid: 0.2158 (0.2504) loss_giou_hybrid: 0.5049 (0.5272) loss_class_0_hybrid: 0.8981 (0.9473) loss_bbox_0_hybrid: 0.2391 (0.2666) loss_giou_0_hybrid: 0.5286 (0.5555) loss_class_1_hybrid: 0.8605 (0.9173) loss_bbox_1_hybrid: 0.2290 (0.2553) loss_giou_1_hybrid: 0.5098 (0.5371) loss_class_2_hybrid: 0.8575 (0.9040) loss_bbox_2_hybrid: 0.2218 (0.2501) loss_giou_2_hybrid: 0.5148 (0.5286) loss_class_3_hybrid: 0.8325 (0.8902) loss_bbox_3_hybrid: 0.2218 (0.2505) loss_giou_3_hybrid: 0.5082 (0.5277) loss_class_4_hybrid: 0.8584 (0.8858) loss_bbox_4_hybrid: 0.2192 (0.2506) loss_giou_4_hybrid: 0.5086 (0.5277) loss_class_enc_hybrid: 0.8453 (0.8788) loss_bbox_enc_hybrid: 0.2929 (0.3269) loss_giou_enc_hybrid: 0.6204 (0.6458) mem: 1020 max mem: 36964 [2024-01-14 17:44:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:44:59 det.util.engine] INFO: Epoch: [1] [6850/11727] eta: 1:25:48 lr: 0.000100 data_time: 0.0026 iter_time: 1.0606 loss: 32.3191 (33.4005) loss_class: 0.9064 (0.9046) loss_bbox: 0.2081 (0.2279) loss_giou: 0.4589 (0.4820) loss_class_0: 1.1188 (1.1674) loss_bbox_0: 0.2114 (0.2253) loss_giou_0: 0.4658 (0.4850) loss_class_1: 0.9911 (1.0305) loss_bbox_1: 0.2139 (0.2256) loss_giou_1: 0.4714 (0.4824) loss_class_2: 0.9340 (0.9653) loss_bbox_2: 0.2132 (0.2236) loss_giou_2: 0.4603 (0.4790) loss_class_3: 0.9032 (0.9253) loss_bbox_3: 0.2067 (0.2256) loss_giou_3: 0.4556 (0.4801) loss_class_4: 0.9248 (0.9067) loss_bbox_4: 0.2149 (0.2272) loss_giou_4: 0.4602 (0.4816) loss_class_enc: 1.0147 (1.0724) loss_bbox_enc: 0.2710 (0.2748) loss_giou_enc: 0.5525 (0.5616) loss_class_dn: 0.4725 (0.4920) loss_bbox_dn: 0.3534 (0.4092) loss_giou_dn: 0.5776 (0.6018) loss_class_dn_0: 0.5058 (0.5160) loss_bbox_dn_0: 0.4625 (0.5145) loss_giou_dn_0: 0.7273 (0.7471) loss_class_dn_1: 0.4737 (0.4899) loss_bbox_dn_1: 0.3817 (0.4353) loss_giou_dn_1: 0.6237 (0.6364) loss_class_dn_2: 0.4627 (0.4804) loss_bbox_dn_2: 0.3601 (0.4151) loss_giou_dn_2: 0.5918 (0.6090) loss_class_dn_3: 0.4647 (0.4813) loss_bbox_dn_3: 0.3580 (0.4106) loss_giou_dn_3: 0.5786 (0.6031) loss_class_dn_4: 0.4612 (0.4862) loss_bbox_dn_4: 0.3533 (0.4092) loss_giou_dn_4: 0.5777 (0.6016) loss_class_hybrid: 0.8822 (0.8867) loss_bbox_hybrid: 0.2382 (0.2503) loss_giou_hybrid: 0.5211 (0.5272) loss_class_0_hybrid: 0.8922 (0.9471) loss_bbox_0_hybrid: 0.2513 (0.2665) loss_giou_0_hybrid: 0.5434 (0.5555) loss_class_1_hybrid: 0.8732 (0.9171) loss_bbox_1_hybrid: 0.2438 (0.2552) loss_giou_1_hybrid: 0.5248 (0.5371) loss_class_2_hybrid: 0.8715 (0.9038) loss_bbox_2_hybrid: 0.2368 (0.2500) loss_giou_2_hybrid: 0.5232 (0.5286) loss_class_3_hybrid: 0.8568 (0.8901) loss_bbox_3_hybrid: 0.2351 (0.2504) loss_giou_3_hybrid: 0.5243 (0.5277) loss_class_4_hybrid: 0.8676 (0.8856) loss_bbox_4_hybrid: 0.2366 (0.2505) loss_giou_4_hybrid: 0.5245 (0.5277) loss_class_enc_hybrid: 0.8098 (0.8786) loss_bbox_enc_hybrid: 0.3067 (0.3268) loss_giou_enc_hybrid: 0.6397 (0.6458) mem: 1023 max mem: 36964 [2024-01-14 17:44:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:45:52 det.util.engine] INFO: Epoch: [1] [6900/11727] eta: 1:24:55 lr: 0.000100 data_time: 0.0029 iter_time: 1.0381 loss: 33.9385 (33.3958) loss_class: 0.9415 (0.9046) loss_bbox: 0.2119 (0.2278) loss_giou: 0.4711 (0.4818) loss_class_0: 1.1562 (1.1673) loss_bbox_0: 0.2178 (0.2253) loss_giou_0: 0.4586 (0.4849) loss_class_1: 0.9920 (1.0303) loss_bbox_1: 0.2102 (0.2255) loss_giou_1: 0.4766 (0.4822) loss_class_2: 0.9621 (0.9652) loss_bbox_2: 0.2120 (0.2236) loss_giou_2: 0.4731 (0.4788) loss_class_3: 0.9191 (0.9252) loss_bbox_3: 0.2126 (0.2255) loss_giou_3: 0.4725 (0.4800) loss_class_4: 0.9125 (0.9067) loss_bbox_4: 0.2145 (0.2271) loss_giou_4: 0.4738 (0.4814) loss_class_enc: 1.0649 (1.0723) loss_bbox_enc: 0.2659 (0.2748) loss_giou_enc: 0.5432 (0.5614) loss_class_dn: 0.4913 (0.4919) loss_bbox_dn: 0.4071 (0.4092) loss_giou_dn: 0.6121 (0.6016) loss_class_dn_0: 0.5008 (0.5159) loss_bbox_dn_0: 0.4969 (0.5145) loss_giou_dn_0: 0.7435 (0.7469) loss_class_dn_1: 0.4772 (0.4898) loss_bbox_dn_1: 0.4251 (0.4352) loss_giou_dn_1: 0.6395 (0.6363) loss_class_dn_2: 0.4647 (0.4803) loss_bbox_dn_2: 0.4107 (0.4151) loss_giou_dn_2: 0.6179 (0.6088) loss_class_dn_3: 0.4683 (0.4813) loss_bbox_dn_3: 0.4086 (0.4105) loss_giou_dn_3: 0.6132 (0.6030) loss_class_dn_4: 0.4848 (0.4861) loss_bbox_dn_4: 0.4070 (0.4092) loss_giou_dn_4: 0.6117 (0.6015) loss_class_hybrid: 0.8981 (0.8867) loss_bbox_hybrid: 0.2504 (0.2502) loss_giou_hybrid: 0.5397 (0.5270) loss_class_0_hybrid: 0.9342 (0.9472) loss_bbox_0_hybrid: 0.2659 (0.2664) loss_giou_0_hybrid: 0.5606 (0.5553) loss_class_1_hybrid: 0.9067 (0.9171) loss_bbox_1_hybrid: 0.2544 (0.2551) loss_giou_1_hybrid: 0.5472 (0.5369) loss_class_2_hybrid: 0.9072 (0.9038) loss_bbox_2_hybrid: 0.2458 (0.2499) loss_giou_2_hybrid: 0.5382 (0.5284) loss_class_3_hybrid: 0.8977 (0.8900) loss_bbox_3_hybrid: 0.2530 (0.2504) loss_giou_3_hybrid: 0.5415 (0.5276) loss_class_4_hybrid: 0.8955 (0.8856) loss_bbox_4_hybrid: 0.2489 (0.2505) loss_giou_4_hybrid: 0.5406 (0.5275) loss_class_enc_hybrid: 0.8951 (0.8787) loss_bbox_enc_hybrid: 0.3233 (0.3266) loss_giou_enc_hybrid: 0.6474 (0.6455) mem: 1020 max mem: 36964 [2024-01-14 17:45:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:46:48 det.util.engine] INFO: Epoch: [1] [6950/11727] eta: 1:24:05 lr: 0.000100 data_time: 0.0031 iter_time: 1.0435 loss: 32.2226 (33.3888) loss_class: 0.8695 (0.9044) loss_bbox: 0.2121 (0.2278) loss_giou: 0.4614 (0.4818) loss_class_0: 1.1213 (1.1670) loss_bbox_0: 0.2090 (0.2252) loss_giou_0: 0.4781 (0.4849) loss_class_1: 1.0071 (1.0300) loss_bbox_1: 0.2102 (0.2255) loss_giou_1: 0.4595 (0.4822) loss_class_2: 0.9161 (0.9649) loss_bbox_2: 0.1996 (0.2235) loss_giou_2: 0.4536 (0.4788) loss_class_3: 0.8930 (0.9250) loss_bbox_3: 0.2018 (0.2255) loss_giou_3: 0.4624 (0.4800) loss_class_4: 0.8668 (0.9065) loss_bbox_4: 0.2095 (0.2271) loss_giou_4: 0.4796 (0.4814) loss_class_enc: 1.0328 (1.0720) loss_bbox_enc: 0.2424 (0.2747) loss_giou_enc: 0.5414 (0.5613) loss_class_dn: 0.4710 (0.4918) loss_bbox_dn: 0.3676 (0.4090) loss_giou_dn: 0.5743 (0.6016) loss_class_dn_0: 0.5128 (0.5159) loss_bbox_dn_0: 0.4597 (0.5143) loss_giou_dn_0: 0.7343 (0.7468) loss_class_dn_1: 0.4751 (0.4897) loss_bbox_dn_1: 0.3773 (0.4350) loss_giou_dn_1: 0.6062 (0.6362) loss_class_dn_2: 0.4665 (0.4802) loss_bbox_dn_2: 0.3706 (0.4149) loss_giou_dn_2: 0.5834 (0.6088) loss_class_dn_3: 0.4616 (0.4811) loss_bbox_dn_3: 0.3661 (0.4103) loss_giou_dn_3: 0.5768 (0.6029) loss_class_dn_4: 0.4685 (0.4860) loss_bbox_dn_4: 0.3677 (0.4090) loss_giou_dn_4: 0.5741 (0.6014) loss_class_hybrid: 0.8870 (0.8866) loss_bbox_hybrid: 0.2237 (0.2501) loss_giou_hybrid: 0.4919 (0.5270) loss_class_0_hybrid: 0.9328 (0.9471) loss_bbox_0_hybrid: 0.2303 (0.2663) loss_giou_0_hybrid: 0.5262 (0.5552) loss_class_1_hybrid: 0.9038 (0.9170) loss_bbox_1_hybrid: 0.2257 (0.2550) loss_giou_1_hybrid: 0.4920 (0.5369) loss_class_2_hybrid: 0.9082 (0.9037) loss_bbox_2_hybrid: 0.2188 (0.2498) loss_giou_2_hybrid: 0.4940 (0.5284) loss_class_3_hybrid: 0.9091 (0.8899) loss_bbox_3_hybrid: 0.2184 (0.2502) loss_giou_3_hybrid: 0.4897 (0.5275) loss_class_4_hybrid: 0.9141 (0.8855) loss_bbox_4_hybrid: 0.2223 (0.2504) loss_giou_4_hybrid: 0.4927 (0.5275) loss_class_enc_hybrid: 0.8684 (0.8786) loss_bbox_enc_hybrid: 0.2897 (0.3265) loss_giou_enc_hybrid: 0.6054 (0.6454) mem: 1028 max mem: 36964 [2024-01-14 17:46:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:47:41 det.util.engine] INFO: Epoch: [1] [7000/11727] eta: 1:23:12 lr: 0.000100 data_time: 0.0029 iter_time: 1.0414 loss: 32.1282 (33.3839) loss_class: 0.8595 (0.9043) loss_bbox: 0.2142 (0.2277) loss_giou: 0.4619 (0.4817) loss_class_0: 1.0956 (1.1670) loss_bbox_0: 0.2001 (0.2252) loss_giou_0: 0.4355 (0.4847) loss_class_1: 0.9712 (1.0298) loss_bbox_1: 0.2096 (0.2255) loss_giou_1: 0.4551 (0.4821) loss_class_2: 0.8969 (0.9648) loss_bbox_2: 0.2151 (0.2235) loss_giou_2: 0.4519 (0.4787) loss_class_3: 0.8943 (0.9250) loss_bbox_3: 0.2072 (0.2254) loss_giou_3: 0.4633 (0.4799) loss_class_4: 0.8562 (0.9065) loss_bbox_4: 0.2022 (0.2270) loss_giou_4: 0.4589 (0.4813) loss_class_enc: 1.0155 (1.0719) loss_bbox_enc: 0.2404 (0.2746) loss_giou_enc: 0.5148 (0.5611) loss_class_dn: 0.4568 (0.4917) loss_bbox_dn: 0.3586 (0.4090) loss_giou_dn: 0.5658 (0.6014) loss_class_dn_0: 0.5067 (0.5159) loss_bbox_dn_0: 0.4686 (0.5143) loss_giou_dn_0: 0.7055 (0.7466) loss_class_dn_1: 0.4722 (0.4896) loss_bbox_dn_1: 0.3861 (0.4350) loss_giou_dn_1: 0.5982 (0.6360) loss_class_dn_2: 0.4501 (0.4801) loss_bbox_dn_2: 0.3665 (0.4149) loss_giou_dn_2: 0.5731 (0.6086) loss_class_dn_3: 0.4520 (0.4810) loss_bbox_dn_3: 0.3606 (0.4103) loss_giou_dn_3: 0.5677 (0.6028) loss_class_dn_4: 0.4502 (0.4858) loss_bbox_dn_4: 0.3588 (0.4090) loss_giou_dn_4: 0.5656 (0.6013) loss_class_hybrid: 0.8726 (0.8865) loss_bbox_hybrid: 0.2239 (0.2501) loss_giou_hybrid: 0.5040 (0.5268) loss_class_0_hybrid: 0.9067 (0.9471) loss_bbox_0_hybrid: 0.2377 (0.2663) loss_giou_0_hybrid: 0.5140 (0.5549) loss_class_1_hybrid: 0.8926 (0.9170) loss_bbox_1_hybrid: 0.2240 (0.2550) loss_giou_1_hybrid: 0.4888 (0.5366) loss_class_2_hybrid: 0.8741 (0.9036) loss_bbox_2_hybrid: 0.2253 (0.2498) loss_giou_2_hybrid: 0.4889 (0.5282) loss_class_3_hybrid: 0.8601 (0.8899) loss_bbox_3_hybrid: 0.2263 (0.2502) loss_giou_3_hybrid: 0.4885 (0.5273) loss_class_4_hybrid: 0.8694 (0.8855) loss_bbox_4_hybrid: 0.2235 (0.2503) loss_giou_4_hybrid: 0.4893 (0.5273) loss_class_enc_hybrid: 0.8296 (0.8787) loss_bbox_enc_hybrid: 0.3001 (0.3264) loss_giou_enc_hybrid: 0.5855 (0.6451) mem: 1021 max mem: 36964 [2024-01-14 17:47:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:48:37 det.util.engine] INFO: Epoch: [1] [7050/11727] eta: 1:22:21 lr: 0.000100 data_time: 0.0028 iter_time: 1.2111 loss: 33.0123 (33.3793) loss_class: 0.8836 (0.9044) loss_bbox: 0.2061 (0.2277) loss_giou: 0.4764 (0.4816) loss_class_0: 1.0926 (1.1668) loss_bbox_0: 0.2011 (0.2251) loss_giou_0: 0.4946 (0.4846) loss_class_1: 0.9840 (1.0298) loss_bbox_1: 0.2114 (0.2254) loss_giou_1: 0.4807 (0.4820) loss_class_2: 0.9530 (0.9648) loss_bbox_2: 0.2130 (0.2234) loss_giou_2: 0.4872 (0.4786) loss_class_3: 0.8885 (0.9251) loss_bbox_3: 0.2142 (0.2253) loss_giou_3: 0.4680 (0.4798) loss_class_4: 0.8659 (0.9065) loss_bbox_4: 0.2158 (0.2270) loss_giou_4: 0.4783 (0.4812) loss_class_enc: 1.0284 (1.0718) loss_bbox_enc: 0.2473 (0.2745) loss_giou_enc: 0.5657 (0.5610) loss_class_dn: 0.4766 (0.4916) loss_bbox_dn: 0.3486 (0.4089) loss_giou_dn: 0.5856 (0.6012) loss_class_dn_0: 0.5045 (0.5159) loss_bbox_dn_0: 0.4279 (0.5141) loss_giou_dn_0: 0.7146 (0.7464) loss_class_dn_1: 0.4742 (0.4896) loss_bbox_dn_1: 0.3553 (0.4349) loss_giou_dn_1: 0.6092 (0.6358) loss_class_dn_2: 0.4662 (0.4801) loss_bbox_dn_2: 0.3529 (0.4148) loss_giou_dn_2: 0.5880 (0.6084) loss_class_dn_3: 0.4629 (0.4810) loss_bbox_dn_3: 0.3484 (0.4102) loss_giou_dn_3: 0.5857 (0.6026) loss_class_dn_4: 0.4720 (0.4858) loss_bbox_dn_4: 0.3487 (0.4088) loss_giou_dn_4: 0.5856 (0.6011) loss_class_hybrid: 0.8409 (0.8866) loss_bbox_hybrid: 0.2349 (0.2500) loss_giou_hybrid: 0.5345 (0.5267) loss_class_0_hybrid: 0.9062 (0.9471) loss_bbox_0_hybrid: 0.2417 (0.2662) loss_giou_0_hybrid: 0.5602 (0.5549) loss_class_1_hybrid: 0.8829 (0.9170) loss_bbox_1_hybrid: 0.2418 (0.2549) loss_giou_1_hybrid: 0.5416 (0.5366) loss_class_2_hybrid: 0.8657 (0.9037) loss_bbox_2_hybrid: 0.2373 (0.2497) loss_giou_2_hybrid: 0.5391 (0.5281) loss_class_3_hybrid: 0.8467 (0.8899) loss_bbox_3_hybrid: 0.2370 (0.2502) loss_giou_3_hybrid: 0.5363 (0.5273) loss_class_4_hybrid: 0.8350 (0.8855) loss_bbox_4_hybrid: 0.2379 (0.2503) loss_giou_4_hybrid: 0.5347 (0.5272) loss_class_enc_hybrid: 0.8352 (0.8788) loss_bbox_enc_hybrid: 0.2818 (0.3263) loss_giou_enc_hybrid: 0.6466 (0.6449) mem: 1029 max mem: 36964 [2024-01-14 17:48:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:49:29 det.util.engine] INFO: Epoch: [1] [7100/11727] eta: 1:21:28 lr: 0.000100 data_time: 0.0030 iter_time: 1.0595 loss: 32.2645 (33.3749) loss_class: 0.8846 (0.9042) loss_bbox: 0.2304 (0.2276) loss_giou: 0.4710 (0.4816) loss_class_0: 1.1425 (1.1665) loss_bbox_0: 0.2180 (0.2251) loss_giou_0: 0.4701 (0.4846) loss_class_1: 0.9945 (1.0295) loss_bbox_1: 0.2199 (0.2253) loss_giou_1: 0.4615 (0.4820) loss_class_2: 0.9327 (0.9646) loss_bbox_2: 0.2096 (0.2234) loss_giou_2: 0.4607 (0.4786) loss_class_3: 0.8943 (0.9249) loss_bbox_3: 0.2265 (0.2253) loss_giou_3: 0.4595 (0.4798) loss_class_4: 0.8908 (0.9064) loss_bbox_4: 0.2303 (0.2269) loss_giou_4: 0.4655 (0.4812) loss_class_enc: 1.0617 (1.0716) loss_bbox_enc: 0.2602 (0.2745) loss_giou_enc: 0.5307 (0.5610) loss_class_dn: 0.4858 (0.4915) loss_bbox_dn: 0.3920 (0.4088) loss_giou_dn: 0.5842 (0.6012) loss_class_dn_0: 0.5109 (0.5158) loss_bbox_dn_0: 0.4933 (0.5140) loss_giou_dn_0: 0.7407 (0.7464) loss_class_dn_1: 0.4788 (0.4895) loss_bbox_dn_1: 0.4128 (0.4348) loss_giou_dn_1: 0.6145 (0.6358) loss_class_dn_2: 0.4721 (0.4800) loss_bbox_dn_2: 0.3948 (0.4147) loss_giou_dn_2: 0.5902 (0.6084) loss_class_dn_3: 0.4795 (0.4809) loss_bbox_dn_3: 0.3921 (0.4101) loss_giou_dn_3: 0.5826 (0.6026) loss_class_dn_4: 0.4780 (0.4857) loss_bbox_dn_4: 0.3920 (0.4087) loss_giou_dn_4: 0.5842 (0.6010) loss_class_hybrid: 0.8506 (0.8864) loss_bbox_hybrid: 0.2380 (0.2500) loss_giou_hybrid: 0.5107 (0.5268) loss_class_0_hybrid: 0.9062 (0.9469) loss_bbox_0_hybrid: 0.2460 (0.2661) loss_giou_0_hybrid: 0.5152 (0.5549) loss_class_1_hybrid: 0.8762 (0.9168) loss_bbox_1_hybrid: 0.2381 (0.2549) loss_giou_1_hybrid: 0.5079 (0.5366) loss_class_2_hybrid: 0.8649 (0.9035) loss_bbox_2_hybrid: 0.2334 (0.2497) loss_giou_2_hybrid: 0.5011 (0.5282) loss_class_3_hybrid: 0.8457 (0.8897) loss_bbox_3_hybrid: 0.2332 (0.2501) loss_giou_3_hybrid: 0.5053 (0.5273) loss_class_4_hybrid: 0.8388 (0.8853) loss_bbox_4_hybrid: 0.2361 (0.2503) loss_giou_4_hybrid: 0.5096 (0.5273) loss_class_enc_hybrid: 0.8913 (0.8787) loss_bbox_enc_hybrid: 0.3197 (0.3262) loss_giou_enc_hybrid: 0.6064 (0.6449) mem: 1027 max mem: 36964 [2024-01-14 17:49:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:50:21 det.util.engine] INFO: Epoch: [1] [7150/11727] eta: 1:20:34 lr: 0.000100 data_time: 0.0028 iter_time: 1.0374 loss: 31.8051 (33.3725) loss_class: 0.8735 (0.9042) loss_bbox: 0.1975 (0.2276) loss_giou: 0.4409 (0.4815) loss_class_0: 1.1457 (1.1664) loss_bbox_0: 0.2047 (0.2251) loss_giou_0: 0.4603 (0.4845) loss_class_1: 0.9464 (1.0293) loss_bbox_1: 0.2014 (0.2254) loss_giou_1: 0.4715 (0.4820) loss_class_2: 0.9300 (0.9645) loss_bbox_2: 0.2133 (0.2234) loss_giou_2: 0.4614 (0.4786) loss_class_3: 0.9101 (0.9248) loss_bbox_3: 0.2006 (0.2254) loss_giou_3: 0.4400 (0.4797) loss_class_4: 0.8995 (0.9063) loss_bbox_4: 0.2080 (0.2269) loss_giou_4: 0.4410 (0.4811) loss_class_enc: 1.0101 (1.0714) loss_bbox_enc: 0.2457 (0.2745) loss_giou_enc: 0.5238 (0.5609) loss_class_dn: 0.4733 (0.4915) loss_bbox_dn: 0.3396 (0.4088) loss_giou_dn: 0.5614 (0.6010) loss_class_dn_0: 0.5173 (0.5158) loss_bbox_dn_0: 0.4111 (0.5141) loss_giou_dn_0: 0.7049 (0.7462) loss_class_dn_1: 0.4839 (0.4895) loss_bbox_dn_1: 0.3556 (0.4348) loss_giou_dn_1: 0.6000 (0.6356) loss_class_dn_2: 0.4632 (0.4799) loss_bbox_dn_2: 0.3454 (0.4147) loss_giou_dn_2: 0.5661 (0.6082) loss_class_dn_3: 0.4580 (0.4808) loss_bbox_dn_3: 0.3390 (0.4101) loss_giou_dn_3: 0.5642 (0.6024) loss_class_dn_4: 0.4655 (0.4856) loss_bbox_dn_4: 0.3397 (0.4088) loss_giou_dn_4: 0.5611 (0.6009) loss_class_hybrid: 0.8747 (0.8864) loss_bbox_hybrid: 0.2437 (0.2501) loss_giou_hybrid: 0.5439 (0.5267) loss_class_0_hybrid: 0.9374 (0.9470) loss_bbox_0_hybrid: 0.2580 (0.2662) loss_giou_0_hybrid: 0.5561 (0.5548) loss_class_1_hybrid: 0.8750 (0.9167) loss_bbox_1_hybrid: 0.2481 (0.2549) loss_giou_1_hybrid: 0.5528 (0.5365) loss_class_2_hybrid: 0.8924 (0.9035) loss_bbox_2_hybrid: 0.2426 (0.2498) loss_giou_2_hybrid: 0.5384 (0.5281) loss_class_3_hybrid: 0.8766 (0.8897) loss_bbox_3_hybrid: 0.2442 (0.2502) loss_giou_3_hybrid: 0.5421 (0.5272) loss_class_4_hybrid: 0.8875 (0.8853) loss_bbox_4_hybrid: 0.2425 (0.2503) loss_giou_4_hybrid: 0.5423 (0.5271) loss_class_enc_hybrid: 0.8359 (0.8787) loss_bbox_enc_hybrid: 0.2992 (0.3263) loss_giou_enc_hybrid: 0.6501 (0.6448) mem: 1023 max mem: 36964 [2024-01-14 17:50:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:51:13 det.util.engine] INFO: Epoch: [1] [7200/11727] eta: 1:19:41 lr: 0.000100 data_time: 0.0030 iter_time: 1.0437 loss: 32.7315 (33.3662) loss_class: 0.9129 (0.9040) loss_bbox: 0.2223 (0.2276) loss_giou: 0.4434 (0.4814) loss_class_0: 1.1763 (1.1662) loss_bbox_0: 0.2208 (0.2251) loss_giou_0: 0.4397 (0.4843) loss_class_1: 0.9943 (1.0290) loss_bbox_1: 0.2405 (0.2254) loss_giou_1: 0.4393 (0.4818) loss_class_2: 0.9559 (0.9643) loss_bbox_2: 0.2344 (0.2234) loss_giou_2: 0.4396 (0.4784) loss_class_3: 0.9044 (0.9246) loss_bbox_3: 0.2368 (0.2253) loss_giou_3: 0.4360 (0.4796) loss_class_4: 0.9183 (0.9061) loss_bbox_4: 0.2257 (0.2269) loss_giou_4: 0.4380 (0.4810) loss_class_enc: 1.0336 (1.0711) loss_bbox_enc: 0.2539 (0.2745) loss_giou_enc: 0.5272 (0.5608) loss_class_dn: 0.4806 (0.4914) loss_bbox_dn: 0.3853 (0.4087) loss_giou_dn: 0.5660 (0.6009) loss_class_dn_0: 0.5193 (0.5158) loss_bbox_dn_0: 0.4768 (0.5140) loss_giou_dn_0: 0.7018 (0.7461) loss_class_dn_1: 0.4771 (0.4894) loss_bbox_dn_1: 0.4022 (0.4348) loss_giou_dn_1: 0.5927 (0.6355) loss_class_dn_2: 0.4669 (0.4799) loss_bbox_dn_2: 0.3883 (0.4147) loss_giou_dn_2: 0.5704 (0.6081) loss_class_dn_3: 0.4661 (0.4807) loss_bbox_dn_3: 0.3849 (0.4101) loss_giou_dn_3: 0.5672 (0.6022) loss_class_dn_4: 0.4765 (0.4855) loss_bbox_dn_4: 0.3853 (0.4087) loss_giou_dn_4: 0.5653 (0.6007) loss_class_hybrid: 0.9356 (0.8863) loss_bbox_hybrid: 0.2578 (0.2500) loss_giou_hybrid: 0.4600 (0.5265) loss_class_0_hybrid: 0.9708 (0.9469) loss_bbox_0_hybrid: 0.2635 (0.2661) loss_giou_0_hybrid: 0.4774 (0.5545) loss_class_1_hybrid: 0.9328 (0.9167) loss_bbox_1_hybrid: 0.2659 (0.2549) loss_giou_1_hybrid: 0.4643 (0.5363) loss_class_2_hybrid: 0.9454 (0.9034) loss_bbox_2_hybrid: 0.2623 (0.2497) loss_giou_2_hybrid: 0.4597 (0.5279) loss_class_3_hybrid: 0.9338 (0.8896) loss_bbox_3_hybrid: 0.2579 (0.2502) loss_giou_3_hybrid: 0.4604 (0.5270) loss_class_4_hybrid: 0.9222 (0.8852) loss_bbox_4_hybrid: 0.2583 (0.2503) loss_giou_4_hybrid: 0.4600 (0.5270) loss_class_enc_hybrid: 0.8991 (0.8786) loss_bbox_enc_hybrid: 0.3086 (0.3262) loss_giou_enc_hybrid: 0.5942 (0.6446) mem: 1027 max mem: 36964 [2024-01-14 17:51:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:52:05 det.util.engine] INFO: Epoch: [1] [7250/11727] eta: 1:18:48 lr: 0.000100 data_time: 0.0031 iter_time: 1.0384 loss: 32.1692 (33.3633) loss_class: 0.8833 (0.9041) loss_bbox: 0.2264 (0.2276) loss_giou: 0.4715 (0.4812) loss_class_0: 1.1046 (1.1663) loss_bbox_0: 0.2160 (0.2250) loss_giou_0: 0.4788 (0.4841) loss_class_1: 0.9956 (1.0290) loss_bbox_1: 0.2144 (0.2253) loss_giou_1: 0.4776 (0.4816) loss_class_2: 0.9417 (0.9643) loss_bbox_2: 0.2147 (0.2234) loss_giou_2: 0.4714 (0.4783) loss_class_3: 0.9061 (0.9248) loss_bbox_3: 0.2140 (0.2253) loss_giou_3: 0.4840 (0.4794) loss_class_4: 0.8837 (0.9062) loss_bbox_4: 0.2264 (0.2269) loss_giou_4: 0.4731 (0.4808) loss_class_enc: 1.0458 (1.0712) loss_bbox_enc: 0.2498 (0.2745) loss_giou_enc: 0.5471 (0.5605) loss_class_dn: 0.4733 (0.4913) loss_bbox_dn: 0.3706 (0.4087) loss_giou_dn: 0.6018 (0.6007) loss_class_dn_0: 0.5123 (0.5158) loss_bbox_dn_0: 0.4622 (0.5140) loss_giou_dn_0: 0.7362 (0.7459) loss_class_dn_1: 0.4767 (0.4894) loss_bbox_dn_1: 0.3957 (0.4348) loss_giou_dn_1: 0.6366 (0.6353) loss_class_dn_2: 0.4662 (0.4798) loss_bbox_dn_2: 0.3755 (0.4146) loss_giou_dn_2: 0.6090 (0.6079) loss_class_dn_3: 0.4646 (0.4807) loss_bbox_dn_3: 0.3712 (0.4100) loss_giou_dn_3: 0.6031 (0.6021) loss_class_dn_4: 0.4695 (0.4855) loss_bbox_dn_4: 0.3705 (0.4087) loss_giou_dn_4: 0.6018 (0.6006) loss_class_hybrid: 0.8589 (0.8864) loss_bbox_hybrid: 0.2363 (0.2500) loss_giou_hybrid: 0.5101 (0.5263) loss_class_0_hybrid: 0.9663 (0.9471) loss_bbox_0_hybrid: 0.2452 (0.2661) loss_giou_0_hybrid: 0.5291 (0.5543) loss_class_1_hybrid: 0.9131 (0.9169) loss_bbox_1_hybrid: 0.2511 (0.2548) loss_giou_1_hybrid: 0.5181 (0.5361) loss_class_2_hybrid: 0.8853 (0.9036) loss_bbox_2_hybrid: 0.2353 (0.2497) loss_giou_2_hybrid: 0.5140 (0.5277) loss_class_3_hybrid: 0.8765 (0.8898) loss_bbox_3_hybrid: 0.2425 (0.2501) loss_giou_3_hybrid: 0.5117 (0.5268) loss_class_4_hybrid: 0.8637 (0.8854) loss_bbox_4_hybrid: 0.2346 (0.2503) loss_giou_4_hybrid: 0.5109 (0.5268) loss_class_enc_hybrid: 0.8488 (0.8788) loss_bbox_enc_hybrid: 0.2957 (0.3262) loss_giou_enc_hybrid: 0.6069 (0.6443) mem: 1023 max mem: 36964 [2024-01-14 17:52:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:52:59 det.util.engine] INFO: Epoch: [1] [7300/11727] eta: 1:17:55 lr: 0.000100 data_time: 0.0029 iter_time: 1.0955 loss: 32.9469 (33.3605) loss_class: 0.9166 (0.9042) loss_bbox: 0.2211 (0.2276) loss_giou: 0.4280 (0.4811) loss_class_0: 1.1282 (1.1662) loss_bbox_0: 0.2104 (0.2250) loss_giou_0: 0.4370 (0.4840) loss_class_1: 0.9744 (1.0289) loss_bbox_1: 0.2219 (0.2253) loss_giou_1: 0.4368 (0.4815) loss_class_2: 0.9677 (0.9643) loss_bbox_2: 0.2218 (0.2234) loss_giou_2: 0.4250 (0.4781) loss_class_3: 0.9145 (0.9248) loss_bbox_3: 0.2158 (0.2253) loss_giou_3: 0.4252 (0.4793) loss_class_4: 0.9071 (0.9063) loss_bbox_4: 0.2194 (0.2269) loss_giou_4: 0.4280 (0.4807) loss_class_enc: 1.0702 (1.0712) loss_bbox_enc: 0.2696 (0.2745) loss_giou_enc: 0.5003 (0.5603) loss_class_dn: 0.4744 (0.4913) loss_bbox_dn: 0.3964 (0.4088) loss_giou_dn: 0.5759 (0.6005) loss_class_dn_0: 0.5039 (0.5158) loss_bbox_dn_0: 0.4965 (0.5141) loss_giou_dn_0: 0.7101 (0.7457) loss_class_dn_1: 0.4729 (0.4893) loss_bbox_dn_1: 0.4221 (0.4349) loss_giou_dn_1: 0.6044 (0.6351) loss_class_dn_2: 0.4606 (0.4798) loss_bbox_dn_2: 0.4022 (0.4147) loss_giou_dn_2: 0.5813 (0.6077) loss_class_dn_3: 0.4577 (0.4806) loss_bbox_dn_3: 0.3991 (0.4102) loss_giou_dn_3: 0.5751 (0.6019) loss_class_dn_4: 0.4653 (0.4854) loss_bbox_dn_4: 0.3962 (0.4088) loss_giou_dn_4: 0.5749 (0.6004) loss_class_hybrid: 0.9022 (0.8865) loss_bbox_hybrid: 0.2432 (0.2500) loss_giou_hybrid: 0.4783 (0.5261) loss_class_0_hybrid: 0.9588 (0.9472) loss_bbox_0_hybrid: 0.2604 (0.2661) loss_giou_0_hybrid: 0.4935 (0.5541) loss_class_1_hybrid: 0.9226 (0.9169) loss_bbox_1_hybrid: 0.2490 (0.2549) loss_giou_1_hybrid: 0.4792 (0.5359) loss_class_2_hybrid: 0.9080 (0.9036) loss_bbox_2_hybrid: 0.2425 (0.2497) loss_giou_2_hybrid: 0.4840 (0.5275) loss_class_3_hybrid: 0.8974 (0.8898) loss_bbox_3_hybrid: 0.2404 (0.2502) loss_giou_3_hybrid: 0.4777 (0.5266) loss_class_4_hybrid: 0.8977 (0.8854) loss_bbox_4_hybrid: 0.2428 (0.2503) loss_giou_4_hybrid: 0.4802 (0.5266) loss_class_enc_hybrid: 0.9049 (0.8790) loss_bbox_enc_hybrid: 0.3133 (0.3261) loss_giou_enc_hybrid: 0.5690 (0.6440) mem: 1028 max mem: 36964 [2024-01-14 17:52:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:53:52 det.util.engine] INFO: Epoch: [1] [7350/11727] eta: 1:17:03 lr: 0.000100 data_time: 0.0030 iter_time: 1.0667 loss: 33.1840 (33.3547) loss_class: 0.8423 (0.9041) loss_bbox: 0.2199 (0.2275) loss_giou: 0.4831 (0.4811) loss_class_0: 1.1414 (1.1659) loss_bbox_0: 0.2274 (0.2250) loss_giou_0: 0.4854 (0.4840) loss_class_1: 0.9195 (1.0286) loss_bbox_1: 0.2194 (0.2253) loss_giou_1: 0.4754 (0.4816) loss_class_2: 0.8784 (0.9641) loss_bbox_2: 0.2177 (0.2233) loss_giou_2: 0.4734 (0.4782) loss_class_3: 0.8595 (0.9247) loss_bbox_3: 0.2187 (0.2252) loss_giou_3: 0.4804 (0.4793) loss_class_4: 0.8440 (0.9062) loss_bbox_4: 0.2215 (0.2268) loss_giou_4: 0.4832 (0.4807) loss_class_enc: 0.9946 (1.0709) loss_bbox_enc: 0.2558 (0.2744) loss_giou_enc: 0.5173 (0.5603) loss_class_dn: 0.4788 (0.4912) loss_bbox_dn: 0.3557 (0.4086) loss_giou_dn: 0.6122 (0.6004) loss_class_dn_0: 0.5167 (0.5158) loss_bbox_dn_0: 0.4250 (0.5138) loss_giou_dn_0: 0.7511 (0.7456) loss_class_dn_1: 0.4759 (0.4893) loss_bbox_dn_1: 0.3606 (0.4346) loss_giou_dn_1: 0.6443 (0.6350) loss_class_dn_2: 0.4641 (0.4797) loss_bbox_dn_2: 0.3571 (0.4145) loss_giou_dn_2: 0.6174 (0.6076) loss_class_dn_3: 0.4635 (0.4805) loss_bbox_dn_3: 0.3563 (0.4099) loss_giou_dn_3: 0.6157 (0.6018) loss_class_dn_4: 0.4752 (0.4853) loss_bbox_dn_4: 0.3557 (0.4085) loss_giou_dn_4: 0.6116 (0.6003) loss_class_hybrid: 0.8702 (0.8863) loss_bbox_hybrid: 0.2474 (0.2499) loss_giou_hybrid: 0.5027 (0.5263) loss_class_0_hybrid: 0.8903 (0.9470) loss_bbox_0_hybrid: 0.2646 (0.2660) loss_giou_0_hybrid: 0.5182 (0.5542) loss_class_1_hybrid: 0.8395 (0.9167) loss_bbox_1_hybrid: 0.2537 (0.2548) loss_giou_1_hybrid: 0.5108 (0.5360) loss_class_2_hybrid: 0.8445 (0.9035) loss_bbox_2_hybrid: 0.2477 (0.2497) loss_giou_2_hybrid: 0.5040 (0.5276) loss_class_3_hybrid: 0.8272 (0.8897) loss_bbox_3_hybrid: 0.2436 (0.2501) loss_giou_3_hybrid: 0.5053 (0.5268) loss_class_4_hybrid: 0.8567 (0.8853) loss_bbox_4_hybrid: 0.2474 (0.2502) loss_giou_4_hybrid: 0.5056 (0.5267) loss_class_enc_hybrid: 0.8248 (0.8788) loss_bbox_enc_hybrid: 0.3006 (0.3260) loss_giou_enc_hybrid: 0.5841 (0.6440) mem: 1031 max mem: 36964 [2024-01-14 17:53:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:54:44 det.util.engine] INFO: Epoch: [1] [7400/11727] eta: 1:16:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.0472 loss: 32.3024 (33.3534) loss_class: 0.8627 (0.9042) loss_bbox: 0.2073 (0.2275) loss_giou: 0.4637 (0.4810) loss_class_0: 1.1383 (1.1660) loss_bbox_0: 0.2097 (0.2250) loss_giou_0: 0.4759 (0.4839) loss_class_1: 0.9649 (1.0286) loss_bbox_1: 0.2252 (0.2253) loss_giou_1: 0.4704 (0.4814) loss_class_2: 0.9029 (0.9641) loss_bbox_2: 0.2138 (0.2233) loss_giou_2: 0.4661 (0.4781) loss_class_3: 0.8818 (0.9247) loss_bbox_3: 0.2108 (0.2252) loss_giou_3: 0.4712 (0.4792) loss_class_4: 0.8692 (0.9063) loss_bbox_4: 0.2024 (0.2268) loss_giou_4: 0.4635 (0.4806) loss_class_enc: 1.0445 (1.0710) loss_bbox_enc: 0.2713 (0.2744) loss_giou_enc: 0.5396 (0.5602) loss_class_dn: 0.4680 (0.4911) loss_bbox_dn: 0.3803 (0.4086) loss_giou_dn: 0.5982 (0.6004) loss_class_dn_0: 0.5062 (0.5158) loss_bbox_dn_0: 0.4963 (0.5138) loss_giou_dn_0: 0.7229 (0.7454) loss_class_dn_1: 0.4694 (0.4892) loss_bbox_dn_1: 0.4060 (0.4346) loss_giou_dn_1: 0.6274 (0.6349) loss_class_dn_2: 0.4518 (0.4797) loss_bbox_dn_2: 0.3816 (0.4145) loss_giou_dn_2: 0.5975 (0.6075) loss_class_dn_3: 0.4564 (0.4805) loss_bbox_dn_3: 0.3801 (0.4099) loss_giou_dn_3: 0.5934 (0.6017) loss_class_dn_4: 0.4596 (0.4853) loss_bbox_dn_4: 0.3804 (0.4085) loss_giou_dn_4: 0.5980 (0.6002) loss_class_hybrid: 0.8594 (0.8863) loss_bbox_hybrid: 0.2364 (0.2499) loss_giou_hybrid: 0.4904 (0.5262) loss_class_0_hybrid: 0.8884 (0.9470) loss_bbox_0_hybrid: 0.2682 (0.2660) loss_giou_0_hybrid: 0.5407 (0.5541) loss_class_1_hybrid: 0.8708 (0.9167) loss_bbox_1_hybrid: 0.2509 (0.2549) loss_giou_1_hybrid: 0.5047 (0.5359) loss_class_2_hybrid: 0.8724 (0.9035) loss_bbox_2_hybrid: 0.2424 (0.2497) loss_giou_2_hybrid: 0.4971 (0.5276) loss_class_3_hybrid: 0.8590 (0.8897) loss_bbox_3_hybrid: 0.2384 (0.2501) loss_giou_3_hybrid: 0.4968 (0.5267) loss_class_4_hybrid: 0.8545 (0.8853) loss_bbox_4_hybrid: 0.2353 (0.2502) loss_giou_4_hybrid: 0.5003 (0.5266) loss_class_enc_hybrid: 0.8626 (0.8790) loss_bbox_enc_hybrid: 0.3249 (0.3260) loss_giou_enc_hybrid: 0.6147 (0.6439) mem: 1022 max mem: 36964 [2024-01-14 17:54:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:55:37 det.util.engine] INFO: Epoch: [1] [7450/11727] eta: 1:15:17 lr: 0.000100 data_time: 0.0027 iter_time: 1.0372 loss: 32.0263 (33.3457) loss_class: 0.8757 (0.9041) loss_bbox: 0.1939 (0.2274) loss_giou: 0.4718 (0.4808) loss_class_0: 1.1476 (1.1660) loss_bbox_0: 0.1881 (0.2249) loss_giou_0: 0.4547 (0.4836) loss_class_1: 0.9720 (1.0284) loss_bbox_1: 0.1964 (0.2252) loss_giou_1: 0.4616 (0.4813) loss_class_2: 0.9482 (0.9640) loss_bbox_2: 0.1962 (0.2233) loss_giou_2: 0.4613 (0.4779) loss_class_3: 0.8794 (0.9246) loss_bbox_3: 0.1917 (0.2251) loss_giou_3: 0.4730 (0.4790) loss_class_4: 0.8965 (0.9062) loss_bbox_4: 0.1902 (0.2267) loss_giou_4: 0.4746 (0.4804) loss_class_enc: 1.0458 (1.0709) loss_bbox_enc: 0.2472 (0.2743) loss_giou_enc: 0.5464 (0.5599) loss_class_dn: 0.4701 (0.4911) loss_bbox_dn: 0.3766 (0.4084) loss_giou_dn: 0.5685 (0.6001) loss_class_dn_0: 0.5110 (0.5158) loss_bbox_dn_0: 0.4520 (0.5137) loss_giou_dn_0: 0.7078 (0.7452) loss_class_dn_1: 0.4823 (0.4892) loss_bbox_dn_1: 0.3929 (0.4344) loss_giou_dn_1: 0.5995 (0.6346) loss_class_dn_2: 0.4677 (0.4796) loss_bbox_dn_2: 0.3749 (0.4143) loss_giou_dn_2: 0.5723 (0.6072) loss_class_dn_3: 0.4681 (0.4804) loss_bbox_dn_3: 0.3753 (0.4097) loss_giou_dn_3: 0.5692 (0.6014) loss_class_dn_4: 0.4687 (0.4852) loss_bbox_dn_4: 0.3770 (0.4084) loss_giou_dn_4: 0.5685 (0.5999) loss_class_hybrid: 0.8462 (0.8863) loss_bbox_hybrid: 0.2188 (0.2499) loss_giou_hybrid: 0.5186 (0.5260) loss_class_0_hybrid: 0.8990 (0.9470) loss_bbox_0_hybrid: 0.2387 (0.2660) loss_giou_0_hybrid: 0.5650 (0.5539) loss_class_1_hybrid: 0.8669 (0.9167) loss_bbox_1_hybrid: 0.2323 (0.2548) loss_giou_1_hybrid: 0.5431 (0.5357) loss_class_2_hybrid: 0.8656 (0.9034) loss_bbox_2_hybrid: 0.2188 (0.2496) loss_giou_2_hybrid: 0.5306 (0.5273) loss_class_3_hybrid: 0.8413 (0.8897) loss_bbox_3_hybrid: 0.2194 (0.2501) loss_giou_3_hybrid: 0.5179 (0.5265) loss_class_4_hybrid: 0.8384 (0.8853) loss_bbox_4_hybrid: 0.2196 (0.2502) loss_giou_4_hybrid: 0.5167 (0.5264) loss_class_enc_hybrid: 0.8342 (0.8790) loss_bbox_enc_hybrid: 0.2864 (0.3259) loss_giou_enc_hybrid: 0.6385 (0.6436) mem: 1019 max mem: 36964 [2024-01-14 17:55:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:56:31 det.util.engine] INFO: Epoch: [1] [7500/11727] eta: 1:14:24 lr: 0.000100 data_time: 0.0032 iter_time: 1.0574 loss: 30.7209 (33.3340) loss_class: 0.8526 (0.9037) loss_bbox: 0.1961 (0.2274) loss_giou: 0.4279 (0.4806) loss_class_0: 1.0738 (1.1656) loss_bbox_0: 0.1967 (0.2248) loss_giou_0: 0.4070 (0.4835) loss_class_1: 0.9273 (1.0280) loss_bbox_1: 0.2028 (0.2252) loss_giou_1: 0.4027 (0.4811) loss_class_2: 0.8697 (0.9635) loss_bbox_2: 0.1951 (0.2232) loss_giou_2: 0.4235 (0.4778) loss_class_3: 0.8497 (0.9242) loss_bbox_3: 0.1949 (0.2251) loss_giou_3: 0.4239 (0.4788) loss_class_4: 0.8620 (0.9059) loss_bbox_4: 0.1957 (0.2267) loss_giou_4: 0.4255 (0.4802) loss_class_enc: 1.0447 (1.0706) loss_bbox_enc: 0.2444 (0.2742) loss_giou_enc: 0.4621 (0.5597) loss_class_dn: 0.4625 (0.4909) loss_bbox_dn: 0.3656 (0.4082) loss_giou_dn: 0.5195 (0.5998) loss_class_dn_0: 0.4987 (0.5158) loss_bbox_dn_0: 0.4615 (0.5135) loss_giou_dn_0: 0.6794 (0.7449) loss_class_dn_1: 0.4722 (0.4891) loss_bbox_dn_1: 0.3892 (0.4343) loss_giou_dn_1: 0.5509 (0.6343) loss_class_dn_2: 0.4554 (0.4795) loss_bbox_dn_2: 0.3769 (0.4141) loss_giou_dn_2: 0.5222 (0.6070) loss_class_dn_3: 0.4539 (0.4802) loss_bbox_dn_3: 0.3681 (0.4095) loss_giou_dn_3: 0.5188 (0.6012) loss_class_dn_4: 0.4571 (0.4850) loss_bbox_dn_4: 0.3656 (0.4082) loss_giou_dn_4: 0.5188 (0.5997) loss_class_hybrid: 0.8070 (0.8861) loss_bbox_hybrid: 0.2187 (0.2498) loss_giou_hybrid: 0.4219 (0.5257) loss_class_0_hybrid: 0.9063 (0.9468) loss_bbox_0_hybrid: 0.2332 (0.2658) loss_giou_0_hybrid: 0.4409 (0.5536) loss_class_1_hybrid: 0.8494 (0.9165) loss_bbox_1_hybrid: 0.2249 (0.2547) loss_giou_1_hybrid: 0.4256 (0.5355) loss_class_2_hybrid: 0.8303 (0.9032) loss_bbox_2_hybrid: 0.2174 (0.2495) loss_giou_2_hybrid: 0.4202 (0.5271) loss_class_3_hybrid: 0.8052 (0.8894) loss_bbox_3_hybrid: 0.2197 (0.2499) loss_giou_3_hybrid: 0.4188 (0.5263) loss_class_4_hybrid: 0.8052 (0.8850) loss_bbox_4_hybrid: 0.2179 (0.2501) loss_giou_4_hybrid: 0.4202 (0.5262) loss_class_enc_hybrid: 0.8924 (0.8790) loss_bbox_enc_hybrid: 0.2749 (0.3257) loss_giou_enc_hybrid: 0.5312 (0.6433) mem: 1030 max mem: 36964 [2024-01-14 17:56:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:57:23 det.util.engine] INFO: Epoch: [1] [7550/11727] eta: 1:13:31 lr: 0.000100 data_time: 0.0030 iter_time: 1.0490 loss: 32.1030 (33.3302) loss_class: 0.8649 (0.9037) loss_bbox: 0.1994 (0.2273) loss_giou: 0.4527 (0.4805) loss_class_0: 1.1341 (1.1656) loss_bbox_0: 0.1992 (0.2247) loss_giou_0: 0.4569 (0.4834) loss_class_1: 0.9996 (1.0279) loss_bbox_1: 0.1956 (0.2251) loss_giou_1: 0.4430 (0.4811) loss_class_2: 0.9451 (0.9634) loss_bbox_2: 0.1983 (0.2232) loss_giou_2: 0.4441 (0.4777) loss_class_3: 0.9000 (0.9241) loss_bbox_3: 0.1973 (0.2250) loss_giou_3: 0.4635 (0.4788) loss_class_4: 0.8674 (0.9058) loss_bbox_4: 0.2012 (0.2266) loss_giou_4: 0.4532 (0.4801) loss_class_enc: 1.0239 (1.0705) loss_bbox_enc: 0.2413 (0.2742) loss_giou_enc: 0.5371 (0.5596) loss_class_dn: 0.4691 (0.4908) loss_bbox_dn: 0.3286 (0.4081) loss_giou_dn: 0.5711 (0.5996) loss_class_dn_0: 0.5145 (0.5157) loss_bbox_dn_0: 0.4353 (0.5135) loss_giou_dn_0: 0.7264 (0.7447) loss_class_dn_1: 0.4832 (0.4891) loss_bbox_dn_1: 0.3529 (0.4342) loss_giou_dn_1: 0.6082 (0.6341) loss_class_dn_2: 0.4728 (0.4794) loss_bbox_dn_2: 0.3327 (0.4140) loss_giou_dn_2: 0.5801 (0.6068) loss_class_dn_3: 0.4679 (0.4802) loss_bbox_dn_3: 0.3293 (0.4094) loss_giou_dn_3: 0.5724 (0.6010) loss_class_dn_4: 0.4634 (0.4849) loss_bbox_dn_4: 0.3286 (0.4081) loss_giou_dn_4: 0.5710 (0.5995) loss_class_hybrid: 0.8627 (0.8860) loss_bbox_hybrid: 0.2273 (0.2497) loss_giou_hybrid: 0.4954 (0.5257) loss_class_0_hybrid: 0.9548 (0.9468) loss_bbox_0_hybrid: 0.2317 (0.2658) loss_giou_0_hybrid: 0.5141 (0.5535) loss_class_1_hybrid: 0.9072 (0.9165) loss_bbox_1_hybrid: 0.2238 (0.2546) loss_giou_1_hybrid: 0.5033 (0.5354) loss_class_2_hybrid: 0.8970 (0.9032) loss_bbox_2_hybrid: 0.2226 (0.2495) loss_giou_2_hybrid: 0.4948 (0.5271) loss_class_3_hybrid: 0.8695 (0.8894) loss_bbox_3_hybrid: 0.2278 (0.2499) loss_giou_3_hybrid: 0.4928 (0.5262) loss_class_4_hybrid: 0.8568 (0.8850) loss_bbox_4_hybrid: 0.2221 (0.2500) loss_giou_4_hybrid: 0.4957 (0.5262) loss_class_enc_hybrid: 0.8973 (0.8791) loss_bbox_enc_hybrid: 0.2828 (0.3257) loss_giou_enc_hybrid: 0.6119 (0.6432) mem: 1019 max mem: 36964 [2024-01-14 17:57:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:58:15 det.util.engine] INFO: Epoch: [1] [7600/11727] eta: 1:12:38 lr: 0.000100 data_time: 0.0030 iter_time: 1.0238 loss: 31.9370 (33.3224) loss_class: 0.8714 (0.9034) loss_bbox: 0.2191 (0.2273) loss_giou: 0.4487 (0.4804) loss_class_0: 1.1105 (1.1654) loss_bbox_0: 0.2284 (0.2247) loss_giou_0: 0.4595 (0.4833) loss_class_1: 0.9558 (1.0276) loss_bbox_1: 0.2267 (0.2251) loss_giou_1: 0.4491 (0.4810) loss_class_2: 0.8934 (0.9631) loss_bbox_2: 0.2154 (0.2232) loss_giou_2: 0.4512 (0.4776) loss_class_3: 0.8447 (0.9238) loss_bbox_3: 0.2239 (0.2250) loss_giou_3: 0.4512 (0.4787) loss_class_4: 0.8641 (0.9056) loss_bbox_4: 0.2209 (0.2266) loss_giou_4: 0.4463 (0.4801) loss_class_enc: 1.0175 (1.0702) loss_bbox_enc: 0.2810 (0.2742) loss_giou_enc: 0.5463 (0.5595) loss_class_dn: 0.4803 (0.4907) loss_bbox_dn: 0.4037 (0.4080) loss_giou_dn: 0.5661 (0.5994) loss_class_dn_0: 0.5123 (0.5157) loss_bbox_dn_0: 0.5093 (0.5134) loss_giou_dn_0: 0.7035 (0.7445) loss_class_dn_1: 0.4875 (0.4890) loss_bbox_dn_1: 0.4291 (0.4341) loss_giou_dn_1: 0.6022 (0.6339) loss_class_dn_2: 0.4759 (0.4793) loss_bbox_dn_2: 0.4109 (0.4139) loss_giou_dn_2: 0.5745 (0.6066) loss_class_dn_3: 0.4667 (0.4801) loss_bbox_dn_3: 0.4045 (0.4093) loss_giou_dn_3: 0.5677 (0.6008) loss_class_dn_4: 0.4711 (0.4848) loss_bbox_dn_4: 0.4038 (0.4080) loss_giou_dn_4: 0.5665 (0.5993) loss_class_hybrid: 0.8247 (0.8858) loss_bbox_hybrid: 0.2432 (0.2497) loss_giou_hybrid: 0.4806 (0.5256) loss_class_0_hybrid: 0.9174 (0.9467) loss_bbox_0_hybrid: 0.2712 (0.2657) loss_giou_0_hybrid: 0.5078 (0.5534) loss_class_1_hybrid: 0.8826 (0.9163) loss_bbox_1_hybrid: 0.2552 (0.2546) loss_giou_1_hybrid: 0.4850 (0.5353) loss_class_2_hybrid: 0.8548 (0.9030) loss_bbox_2_hybrid: 0.2446 (0.2494) loss_giou_2_hybrid: 0.4865 (0.5270) loss_class_3_hybrid: 0.8322 (0.8892) loss_bbox_3_hybrid: 0.2424 (0.2498) loss_giou_3_hybrid: 0.4772 (0.5261) loss_class_4_hybrid: 0.8274 (0.8848) loss_bbox_4_hybrid: 0.2444 (0.2500) loss_giou_4_hybrid: 0.4865 (0.5260) loss_class_enc_hybrid: 0.8668 (0.8790) loss_bbox_enc_hybrid: 0.3257 (0.3256) loss_giou_enc_hybrid: 0.5928 (0.6429) mem: 1019 max mem: 36964 [2024-01-14 17:58:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 17:59:07 det.util.engine] INFO: Epoch: [1] [7650/11727] eta: 1:11:45 lr: 0.000100 data_time: 0.0031 iter_time: 1.0366 loss: 32.0597 (33.3156) loss_class: 0.8237 (0.9031) loss_bbox: 0.2175 (0.2273) loss_giou: 0.4732 (0.4804) loss_class_0: 1.1098 (1.1653) loss_bbox_0: 0.2118 (0.2247) loss_giou_0: 0.4795 (0.4832) loss_class_1: 0.9680 (1.0274) loss_bbox_1: 0.2113 (0.2251) loss_giou_1: 0.4786 (0.4809) loss_class_2: 0.8883 (0.9628) loss_bbox_2: 0.2100 (0.2232) loss_giou_2: 0.4704 (0.4776) loss_class_3: 0.8394 (0.9234) loss_bbox_3: 0.2093 (0.2250) loss_giou_3: 0.4762 (0.4787) loss_class_4: 0.8249 (0.9052) loss_bbox_4: 0.2138 (0.2266) loss_giou_4: 0.4702 (0.4800) loss_class_enc: 1.0119 (1.0699) loss_bbox_enc: 0.2681 (0.2742) loss_giou_enc: 0.5451 (0.5595) loss_class_dn: 0.4588 (0.4905) loss_bbox_dn: 0.3592 (0.4078) loss_giou_dn: 0.5807 (0.5993) loss_class_dn_0: 0.5023 (0.5157) loss_bbox_dn_0: 0.4931 (0.5133) loss_giou_dn_0: 0.7244 (0.7443) loss_class_dn_1: 0.4691 (0.4889) loss_bbox_dn_1: 0.4013 (0.4340) loss_giou_dn_1: 0.6128 (0.6338) loss_class_dn_2: 0.4547 (0.4792) loss_bbox_dn_2: 0.3641 (0.4138) loss_giou_dn_2: 0.5883 (0.6064) loss_class_dn_3: 0.4494 (0.4799) loss_bbox_dn_3: 0.3613 (0.4091) loss_giou_dn_3: 0.5830 (0.6006) loss_class_dn_4: 0.4519 (0.4847) loss_bbox_dn_4: 0.3591 (0.4078) loss_giou_dn_4: 0.5807 (0.5991) loss_class_hybrid: 0.8365 (0.8856) loss_bbox_hybrid: 0.2333 (0.2496) loss_giou_hybrid: 0.5004 (0.5255) loss_class_0_hybrid: 0.8834 (0.9465) loss_bbox_0_hybrid: 0.2605 (0.2657) loss_giou_0_hybrid: 0.5247 (0.5533) loss_class_1_hybrid: 0.8526 (0.9161) loss_bbox_1_hybrid: 0.2367 (0.2545) loss_giou_1_hybrid: 0.5095 (0.5352) loss_class_2_hybrid: 0.8557 (0.9028) loss_bbox_2_hybrid: 0.2330 (0.2494) loss_giou_2_hybrid: 0.4944 (0.5269) loss_class_3_hybrid: 0.8491 (0.8890) loss_bbox_3_hybrid: 0.2325 (0.2498) loss_giou_3_hybrid: 0.5033 (0.5260) loss_class_4_hybrid: 0.8328 (0.8846) loss_bbox_4_hybrid: 0.2325 (0.2499) loss_giou_4_hybrid: 0.5021 (0.5260) loss_class_enc_hybrid: 0.8325 (0.8789) loss_bbox_enc_hybrid: 0.3155 (0.3255) loss_giou_enc_hybrid: 0.6408 (0.6428) mem: 1034 max mem: 36964 [2024-01-14 17:59:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:00:01 det.util.engine] INFO: Epoch: [1] [7700/11727] eta: 1:10:53 lr: 0.000100 data_time: 0.0030 iter_time: 1.0868 loss: 31.7799 (33.3083) loss_class: 0.8547 (0.9030) loss_bbox: 0.2032 (0.2272) loss_giou: 0.4635 (0.4803) loss_class_0: 1.1367 (1.1652) loss_bbox_0: 0.1992 (0.2245) loss_giou_0: 0.4707 (0.4830) loss_class_1: 0.9692 (1.0273) loss_bbox_1: 0.1983 (0.2250) loss_giou_1: 0.4596 (0.4808) loss_class_2: 0.9214 (0.9626) loss_bbox_2: 0.2018 (0.2231) loss_giou_2: 0.4612 (0.4775) loss_class_3: 0.8590 (0.9233) loss_bbox_3: 0.2019 (0.2249) loss_giou_3: 0.4613 (0.4785) loss_class_4: 0.8759 (0.9052) loss_bbox_4: 0.1997 (0.2265) loss_giou_4: 0.4629 (0.4799) loss_class_enc: 0.9939 (1.0698) loss_bbox_enc: 0.2665 (0.2741) loss_giou_enc: 0.5383 (0.5593) loss_class_dn: 0.4677 (0.4905) loss_bbox_dn: 0.3679 (0.4076) loss_giou_dn: 0.5616 (0.5990) loss_class_dn_0: 0.5062 (0.5157) loss_bbox_dn_0: 0.4668 (0.5131) loss_giou_dn_0: 0.7206 (0.7441) loss_class_dn_1: 0.4794 (0.4889) loss_bbox_dn_1: 0.3975 (0.4338) loss_giou_dn_1: 0.6085 (0.6335) loss_class_dn_2: 0.4617 (0.4792) loss_bbox_dn_2: 0.3798 (0.4136) loss_giou_dn_2: 0.5732 (0.6062) loss_class_dn_3: 0.4596 (0.4799) loss_bbox_dn_3: 0.3699 (0.4090) loss_giou_dn_3: 0.5609 (0.6004) loss_class_dn_4: 0.4642 (0.4846) loss_bbox_dn_4: 0.3676 (0.4076) loss_giou_dn_4: 0.5614 (0.5989) loss_class_hybrid: 0.8336 (0.8855) loss_bbox_hybrid: 0.2362 (0.2496) loss_giou_hybrid: 0.4822 (0.5254) loss_class_0_hybrid: 0.8827 (0.9464) loss_bbox_0_hybrid: 0.2555 (0.2656) loss_giou_0_hybrid: 0.5169 (0.5532) loss_class_1_hybrid: 0.8774 (0.9161) loss_bbox_1_hybrid: 0.2408 (0.2544) loss_giou_1_hybrid: 0.4862 (0.5351) loss_class_2_hybrid: 0.8706 (0.9027) loss_bbox_2_hybrid: 0.2296 (0.2493) loss_giou_2_hybrid: 0.4815 (0.5267) loss_class_3_hybrid: 0.8310 (0.8890) loss_bbox_3_hybrid: 0.2369 (0.2497) loss_giou_3_hybrid: 0.4780 (0.5259) loss_class_4_hybrid: 0.8353 (0.8845) loss_bbox_4_hybrid: 0.2348 (0.2499) loss_giou_4_hybrid: 0.4803 (0.5258) loss_class_enc_hybrid: 0.8201 (0.8789) loss_bbox_enc_hybrid: 0.3026 (0.3254) loss_giou_enc_hybrid: 0.6311 (0.6427) mem: 1023 max mem: 36964 [2024-01-14 18:00:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:00:55 det.util.engine] INFO: Epoch: [1] [7750/11727] eta: 1:10:00 lr: 0.000100 data_time: 0.0031 iter_time: 1.0455 loss: 31.7646 (33.2981) loss_class: 0.8263 (0.9026) loss_bbox: 0.2249 (0.2271) loss_giou: 0.4746 (0.4802) loss_class_0: 1.0608 (1.1648) loss_bbox_0: 0.2182 (0.2245) loss_giou_0: 0.4540 (0.4829) loss_class_1: 0.9652 (1.0268) loss_bbox_1: 0.2237 (0.2249) loss_giou_1: 0.4635 (0.4807) loss_class_2: 0.8505 (0.9622) loss_bbox_2: 0.2194 (0.2230) loss_giou_2: 0.4669 (0.4774) loss_class_3: 0.8383 (0.9229) loss_bbox_3: 0.2279 (0.2249) loss_giou_3: 0.4736 (0.4785) loss_class_4: 0.8309 (0.9048) loss_bbox_4: 0.2277 (0.2264) loss_giou_4: 0.4699 (0.4798) loss_class_enc: 0.9889 (1.0693) loss_bbox_enc: 0.2552 (0.2740) loss_giou_enc: 0.5256 (0.5593) loss_class_dn: 0.4664 (0.4904) loss_bbox_dn: 0.3722 (0.4074) loss_giou_dn: 0.5742 (0.5989) loss_class_dn_0: 0.5082 (0.5157) loss_bbox_dn_0: 0.4908 (0.5129) loss_giou_dn_0: 0.7154 (0.7439) loss_class_dn_1: 0.4735 (0.4888) loss_bbox_dn_1: 0.4051 (0.4336) loss_giou_dn_1: 0.6103 (0.6334) loss_class_dn_2: 0.4643 (0.4791) loss_bbox_dn_2: 0.3744 (0.4133) loss_giou_dn_2: 0.5788 (0.6061) loss_class_dn_3: 0.4571 (0.4798) loss_bbox_dn_3: 0.3749 (0.4087) loss_giou_dn_3: 0.5735 (0.6002) loss_class_dn_4: 0.4624 (0.4845) loss_bbox_dn_4: 0.3723 (0.4074) loss_giou_dn_4: 0.5744 (0.5987) loss_class_hybrid: 0.7872 (0.8852) loss_bbox_hybrid: 0.2570 (0.2495) loss_giou_hybrid: 0.4961 (0.5253) loss_class_0_hybrid: 0.9026 (0.9461) loss_bbox_0_hybrid: 0.2669 (0.2655) loss_giou_0_hybrid: 0.5211 (0.5531) loss_class_1_hybrid: 0.8333 (0.9157) loss_bbox_1_hybrid: 0.2551 (0.2543) loss_giou_1_hybrid: 0.5130 (0.5350) loss_class_2_hybrid: 0.8310 (0.9024) loss_bbox_2_hybrid: 0.2507 (0.2492) loss_giou_2_hybrid: 0.4958 (0.5267) loss_class_3_hybrid: 0.7989 (0.8886) loss_bbox_3_hybrid: 0.2560 (0.2496) loss_giou_3_hybrid: 0.4954 (0.5258) loss_class_4_hybrid: 0.7890 (0.8841) loss_bbox_4_hybrid: 0.2571 (0.2498) loss_giou_4_hybrid: 0.4965 (0.5258) loss_class_enc_hybrid: 0.8625 (0.8787) loss_bbox_enc_hybrid: 0.3006 (0.3253) loss_giou_enc_hybrid: 0.5846 (0.6425) mem: 1023 max mem: 36964 [2024-01-14 18:00:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:01:47 det.util.engine] INFO: Epoch: [1] [7800/11727] eta: 1:09:07 lr: 0.000100 data_time: 0.0032 iter_time: 1.0500 loss: 32.8841 (33.2970) loss_class: 0.9146 (0.9027) loss_bbox: 0.2158 (0.2271) loss_giou: 0.4824 (0.4802) loss_class_0: 1.1440 (1.1647) loss_bbox_0: 0.2045 (0.2245) loss_giou_0: 0.4826 (0.4829) loss_class_1: 0.9653 (1.0266) loss_bbox_1: 0.2187 (0.2250) loss_giou_1: 0.4834 (0.4807) loss_class_2: 0.9419 (0.9621) loss_bbox_2: 0.2166 (0.2231) loss_giou_2: 0.4842 (0.4774) loss_class_3: 0.9275 (0.9229) loss_bbox_3: 0.2164 (0.2249) loss_giou_3: 0.4737 (0.4785) loss_class_4: 0.9065 (0.9048) loss_bbox_4: 0.2177 (0.2265) loss_giou_4: 0.4872 (0.4798) loss_class_enc: 1.0499 (1.0693) loss_bbox_enc: 0.2806 (0.2741) loss_giou_enc: 0.5622 (0.5592) loss_class_dn: 0.4688 (0.4902) loss_bbox_dn: 0.4035 (0.4074) loss_giou_dn: 0.5976 (0.5989) loss_class_dn_0: 0.4966 (0.5156) loss_bbox_dn_0: 0.5045 (0.5129) loss_giou_dn_0: 0.7311 (0.7439) loss_class_dn_1: 0.4728 (0.4887) loss_bbox_dn_1: 0.4266 (0.4336) loss_giou_dn_1: 0.6299 (0.6333) loss_class_dn_2: 0.4655 (0.4790) loss_bbox_dn_2: 0.4099 (0.4134) loss_giou_dn_2: 0.6021 (0.6060) loss_class_dn_3: 0.4556 (0.4796) loss_bbox_dn_3: 0.4048 (0.4088) loss_giou_dn_3: 0.5978 (0.6002) loss_class_dn_4: 0.4586 (0.4844) loss_bbox_dn_4: 0.4034 (0.4074) loss_giou_dn_4: 0.5981 (0.5987) loss_class_hybrid: 0.8396 (0.8851) loss_bbox_hybrid: 0.2589 (0.2495) loss_giou_hybrid: 0.5337 (0.5253) loss_class_0_hybrid: 0.8897 (0.9459) loss_bbox_0_hybrid: 0.2716 (0.2656) loss_giou_0_hybrid: 0.5637 (0.5531) loss_class_1_hybrid: 0.8578 (0.9156) loss_bbox_1_hybrid: 0.2598 (0.2544) loss_giou_1_hybrid: 0.5426 (0.5350) loss_class_2_hybrid: 0.8446 (0.9022) loss_bbox_2_hybrid: 0.2622 (0.2493) loss_giou_2_hybrid: 0.5375 (0.5267) loss_class_3_hybrid: 0.8485 (0.8885) loss_bbox_3_hybrid: 0.2571 (0.2497) loss_giou_3_hybrid: 0.5315 (0.5258) loss_class_4_hybrid: 0.8493 (0.8840) loss_bbox_4_hybrid: 0.2579 (0.2498) loss_giou_4_hybrid: 0.5318 (0.5258) loss_class_enc_hybrid: 0.8757 (0.8787) loss_bbox_enc_hybrid: 0.3248 (0.3253) loss_giou_enc_hybrid: 0.6362 (0.6425) mem: 1021 max mem: 36964 [2024-01-14 18:01:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:02:40 det.util.engine] INFO: Epoch: [1] [7850/11727] eta: 1:08:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0743 loss: 31.1112 (33.2932) loss_class: 0.8492 (0.9027) loss_bbox: 0.2091 (0.2271) loss_giou: 0.4381 (0.4801) loss_class_0: 1.1282 (1.1646) loss_bbox_0: 0.2006 (0.2244) loss_giou_0: 0.4423 (0.4828) loss_class_1: 1.0013 (1.0265) loss_bbox_1: 0.2031 (0.2250) loss_giou_1: 0.4382 (0.4807) loss_class_2: 0.8761 (0.9619) loss_bbox_2: 0.2106 (0.2231) loss_giou_2: 0.4530 (0.4774) loss_class_3: 0.8591 (0.9229) loss_bbox_3: 0.2123 (0.2249) loss_giou_3: 0.4555 (0.4784) loss_class_4: 0.8517 (0.9048) loss_bbox_4: 0.2089 (0.2264) loss_giou_4: 0.4449 (0.4797) loss_class_enc: 1.0261 (1.0691) loss_bbox_enc: 0.2377 (0.2740) loss_giou_enc: 0.5268 (0.5591) loss_class_dn: 0.4808 (0.4902) loss_bbox_dn: 0.3429 (0.4074) loss_giou_dn: 0.5673 (0.5988) loss_class_dn_0: 0.5159 (0.5156) loss_bbox_dn_0: 0.4094 (0.5129) loss_giou_dn_0: 0.7030 (0.7437) loss_class_dn_1: 0.4816 (0.4887) loss_bbox_dn_1: 0.3586 (0.4335) loss_giou_dn_1: 0.5932 (0.6332) loss_class_dn_2: 0.4755 (0.4789) loss_bbox_dn_2: 0.3462 (0.4133) loss_giou_dn_2: 0.5754 (0.6059) loss_class_dn_3: 0.4748 (0.4796) loss_bbox_dn_3: 0.3416 (0.4087) loss_giou_dn_3: 0.5683 (0.6001) loss_class_dn_4: 0.4814 (0.4843) loss_bbox_dn_4: 0.3431 (0.4074) loss_giou_dn_4: 0.5673 (0.5986) loss_class_hybrid: 0.8468 (0.8850) loss_bbox_hybrid: 0.2196 (0.2495) loss_giou_hybrid: 0.4748 (0.5253) loss_class_0_hybrid: 0.9189 (0.9458) loss_bbox_0_hybrid: 0.2351 (0.2655) loss_giou_0_hybrid: 0.5058 (0.5530) loss_class_1_hybrid: 0.8794 (0.9155) loss_bbox_1_hybrid: 0.2215 (0.2544) loss_giou_1_hybrid: 0.4856 (0.5350) loss_class_2_hybrid: 0.8606 (0.9021) loss_bbox_2_hybrid: 0.2200 (0.2493) loss_giou_2_hybrid: 0.4758 (0.5267) loss_class_3_hybrid: 0.8427 (0.8884) loss_bbox_3_hybrid: 0.2220 (0.2497) loss_giou_3_hybrid: 0.4779 (0.5258) loss_class_4_hybrid: 0.8453 (0.8840) loss_bbox_4_hybrid: 0.2177 (0.2498) loss_giou_4_hybrid: 0.4769 (0.5257) loss_class_enc_hybrid: 0.8900 (0.8787) loss_bbox_enc_hybrid: 0.2782 (0.3252) loss_giou_enc_hybrid: 0.6003 (0.6423) mem: 1022 max mem: 36964 [2024-01-14 18:02:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:03:33 det.util.engine] INFO: Epoch: [1] [7900/11727] eta: 1:07:22 lr: 0.000100 data_time: 0.0037 iter_time: 1.0056 loss: 31.5822 (33.2822) loss_class: 0.8569 (0.9024) loss_bbox: 0.1991 (0.2270) loss_giou: 0.4455 (0.4799) loss_class_0: 1.0917 (1.1644) loss_bbox_0: 0.1978 (0.2243) loss_giou_0: 0.4493 (0.4826) loss_class_1: 0.9762 (1.0262) loss_bbox_1: 0.1995 (0.2249) loss_giou_1: 0.4475 (0.4805) loss_class_2: 0.9208 (0.9616) loss_bbox_2: 0.1941 (0.2230) loss_giou_2: 0.4474 (0.4772) loss_class_3: 0.8743 (0.9226) loss_bbox_3: 0.2039 (0.2248) loss_giou_3: 0.4371 (0.4782) loss_class_4: 0.8735 (0.9045) loss_bbox_4: 0.1990 (0.2263) loss_giou_4: 0.4421 (0.4795) loss_class_enc: 1.0210 (1.0688) loss_bbox_enc: 0.2488 (0.2739) loss_giou_enc: 0.5137 (0.5589) loss_class_dn: 0.4591 (0.4900) loss_bbox_dn: 0.3677 (0.4072) loss_giou_dn: 0.5757 (0.5986) loss_class_dn_0: 0.5076 (0.5156) loss_bbox_dn_0: 0.4643 (0.5127) loss_giou_dn_0: 0.7250 (0.7435) loss_class_dn_1: 0.4676 (0.4886) loss_bbox_dn_1: 0.3897 (0.4334) loss_giou_dn_1: 0.6112 (0.6330) loss_class_dn_2: 0.4537 (0.4788) loss_bbox_dn_2: 0.3784 (0.4132) loss_giou_dn_2: 0.5820 (0.6057) loss_class_dn_3: 0.4517 (0.4794) loss_bbox_dn_3: 0.3720 (0.4085) loss_giou_dn_3: 0.5793 (0.5999) loss_class_dn_4: 0.4536 (0.4842) loss_bbox_dn_4: 0.3678 (0.4072) loss_giou_dn_4: 0.5754 (0.5984) loss_class_hybrid: 0.8465 (0.8848) loss_bbox_hybrid: 0.2356 (0.2494) loss_giou_hybrid: 0.4938 (0.5250) loss_class_0_hybrid: 0.9043 (0.9458) loss_bbox_0_hybrid: 0.2357 (0.2654) loss_giou_0_hybrid: 0.4928 (0.5528) loss_class_1_hybrid: 0.8657 (0.9154) loss_bbox_1_hybrid: 0.2399 (0.2542) loss_giou_1_hybrid: 0.4891 (0.5347) loss_class_2_hybrid: 0.8632 (0.9019) loss_bbox_2_hybrid: 0.2355 (0.2491) loss_giou_2_hybrid: 0.4966 (0.5264) loss_class_3_hybrid: 0.8350 (0.8882) loss_bbox_3_hybrid: 0.2369 (0.2495) loss_giou_3_hybrid: 0.4959 (0.5255) loss_class_4_hybrid: 0.8306 (0.8837) loss_bbox_4_hybrid: 0.2385 (0.2497) loss_giou_4_hybrid: 0.4931 (0.5255) loss_class_enc_hybrid: 0.8604 (0.8786) loss_bbox_enc_hybrid: 0.2919 (0.3250) loss_giou_enc_hybrid: 0.5848 (0.6420) mem: 1028 max mem: 36964 [2024-01-14 18:03:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:04:26 det.util.engine] INFO: Epoch: [1] [7950/11727] eta: 1:06:29 lr: 0.000100 data_time: 0.0031 iter_time: 1.0409 loss: 30.8897 (33.2727) loss_class: 0.8632 (0.9021) loss_bbox: 0.1862 (0.2269) loss_giou: 0.4028 (0.4799) loss_class_0: 1.0955 (1.1640) loss_bbox_0: 0.1984 (0.2242) loss_giou_0: 0.4109 (0.4825) loss_class_1: 0.9856 (1.0258) loss_bbox_1: 0.1826 (0.2248) loss_giou_1: 0.4135 (0.4804) loss_class_2: 0.8947 (0.9613) loss_bbox_2: 0.1812 (0.2229) loss_giou_2: 0.4243 (0.4772) loss_class_3: 0.8716 (0.9222) loss_bbox_3: 0.1845 (0.2247) loss_giou_3: 0.4260 (0.4782) loss_class_4: 0.8739 (0.9043) loss_bbox_4: 0.1855 (0.2262) loss_giou_4: 0.4027 (0.4795) loss_class_enc: 1.0160 (1.0685) loss_bbox_enc: 0.2393 (0.2738) loss_giou_enc: 0.4995 (0.5587) loss_class_dn: 0.4595 (0.4899) loss_bbox_dn: 0.3524 (0.4070) loss_giou_dn: 0.5439 (0.5985) loss_class_dn_0: 0.5191 (0.5156) loss_bbox_dn_0: 0.4648 (0.5125) loss_giou_dn_0: 0.6765 (0.7434) loss_class_dn_1: 0.4726 (0.4885) loss_bbox_dn_1: 0.3760 (0.4331) loss_giou_dn_1: 0.5768 (0.6329) loss_class_dn_2: 0.4536 (0.4787) loss_bbox_dn_2: 0.3520 (0.4129) loss_giou_dn_2: 0.5513 (0.6056) loss_class_dn_3: 0.4472 (0.4793) loss_bbox_dn_3: 0.3531 (0.4083) loss_giou_dn_3: 0.5454 (0.5998) loss_class_dn_4: 0.4549 (0.4840) loss_bbox_dn_4: 0.3523 (0.4069) loss_giou_dn_4: 0.5440 (0.5983) loss_class_hybrid: 0.8294 (0.8845) loss_bbox_hybrid: 0.2160 (0.2493) loss_giou_hybrid: 0.4668 (0.5250) loss_class_0_hybrid: 0.9184 (0.9455) loss_bbox_0_hybrid: 0.2257 (0.2653) loss_giou_0_hybrid: 0.4778 (0.5527) loss_class_1_hybrid: 0.8666 (0.9151) loss_bbox_1_hybrid: 0.2227 (0.2541) loss_giou_1_hybrid: 0.4656 (0.5346) loss_class_2_hybrid: 0.8458 (0.9017) loss_bbox_2_hybrid: 0.2165 (0.2490) loss_giou_2_hybrid: 0.4653 (0.5264) loss_class_3_hybrid: 0.8599 (0.8879) loss_bbox_3_hybrid: 0.2192 (0.2494) loss_giou_3_hybrid: 0.4625 (0.5255) loss_class_4_hybrid: 0.8424 (0.8835) loss_bbox_4_hybrid: 0.2191 (0.2496) loss_giou_4_hybrid: 0.4646 (0.5254) loss_class_enc_hybrid: 0.8787 (0.8784) loss_bbox_enc_hybrid: 0.2889 (0.3249) loss_giou_enc_hybrid: 0.5664 (0.6418) mem: 1019 max mem: 36964 [2024-01-14 18:04:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:05:20 det.util.engine] INFO: Epoch: [1] [8000/11727] eta: 1:05:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0621 loss: 31.6608 (33.2650) loss_class: 0.8385 (0.9018) loss_bbox: 0.1968 (0.2268) loss_giou: 0.4860 (0.4799) loss_class_0: 1.1080 (1.1638) loss_bbox_0: 0.1938 (0.2241) loss_giou_0: 0.4817 (0.4825) loss_class_1: 0.9485 (1.0254) loss_bbox_1: 0.1949 (0.2247) loss_giou_1: 0.4813 (0.4805) loss_class_2: 0.8925 (0.9610) loss_bbox_2: 0.1955 (0.2228) loss_giou_2: 0.4780 (0.4772) loss_class_3: 0.8629 (0.9219) loss_bbox_3: 0.2061 (0.2246) loss_giou_3: 0.4726 (0.4782) loss_class_4: 0.8450 (0.9040) loss_bbox_4: 0.2018 (0.2262) loss_giou_4: 0.4859 (0.4795) loss_class_enc: 0.9794 (1.0681) loss_bbox_enc: 0.2418 (0.2737) loss_giou_enc: 0.5366 (0.5587) loss_class_dn: 0.4676 (0.4898) loss_bbox_dn: 0.3665 (0.4068) loss_giou_dn: 0.5875 (0.5983) loss_class_dn_0: 0.5120 (0.5155) loss_bbox_dn_0: 0.4459 (0.5122) loss_giou_dn_0: 0.7084 (0.7432) loss_class_dn_1: 0.4730 (0.4884) loss_bbox_dn_1: 0.3847 (0.4329) loss_giou_dn_1: 0.6090 (0.6328) loss_class_dn_2: 0.4603 (0.4786) loss_bbox_dn_2: 0.3662 (0.4127) loss_giou_dn_2: 0.5888 (0.6055) loss_class_dn_3: 0.4596 (0.4792) loss_bbox_dn_3: 0.3668 (0.4081) loss_giou_dn_3: 0.5877 (0.5997) loss_class_dn_4: 0.4585 (0.4839) loss_bbox_dn_4: 0.3665 (0.4067) loss_giou_dn_4: 0.5875 (0.5982) loss_class_hybrid: 0.8091 (0.8842) loss_bbox_hybrid: 0.2226 (0.2492) loss_giou_hybrid: 0.5358 (0.5250) loss_class_0_hybrid: 0.8801 (0.9453) loss_bbox_0_hybrid: 0.2404 (0.2652) loss_giou_0_hybrid: 0.5657 (0.5527) loss_class_1_hybrid: 0.8331 (0.9148) loss_bbox_1_hybrid: 0.2383 (0.2540) loss_giou_1_hybrid: 0.5504 (0.5347) loss_class_2_hybrid: 0.8284 (0.9014) loss_bbox_2_hybrid: 0.2290 (0.2490) loss_giou_2_hybrid: 0.5415 (0.5264) loss_class_3_hybrid: 0.8078 (0.8876) loss_bbox_3_hybrid: 0.2226 (0.2494) loss_giou_3_hybrid: 0.5381 (0.5255) loss_class_4_hybrid: 0.8103 (0.8832) loss_bbox_4_hybrid: 0.2214 (0.2495) loss_giou_4_hybrid: 0.5405 (0.5255) loss_class_enc_hybrid: 0.8298 (0.8782) loss_bbox_enc_hybrid: 0.2929 (0.3247) loss_giou_enc_hybrid: 0.6530 (0.6418) mem: 1026 max mem: 36964 [2024-01-14 18:05:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:06:14 det.util.engine] INFO: Epoch: [1] [8050/11727] eta: 1:04:45 lr: 0.000100 data_time: 0.0034 iter_time: 1.0911 loss: 33.4434 (33.2642) loss_class: 0.9206 (0.9018) loss_bbox: 0.2163 (0.2268) loss_giou: 0.4105 (0.4799) loss_class_0: 1.1361 (1.1638) loss_bbox_0: 0.2157 (0.2240) loss_giou_0: 0.4197 (0.4825) loss_class_1: 1.0259 (1.0254) loss_bbox_1: 0.2204 (0.2247) loss_giou_1: 0.4101 (0.4805) loss_class_2: 0.9792 (0.9610) loss_bbox_2: 0.2198 (0.2227) loss_giou_2: 0.4122 (0.4772) loss_class_3: 0.9448 (0.9219) loss_bbox_3: 0.2143 (0.2246) loss_giou_3: 0.4109 (0.4782) loss_class_4: 0.9369 (0.9041) loss_bbox_4: 0.2158 (0.2261) loss_giou_4: 0.4098 (0.4795) loss_class_enc: 1.0782 (1.0679) loss_bbox_enc: 0.2778 (0.2737) loss_giou_enc: 0.5026 (0.5588) loss_class_dn: 0.4761 (0.4897) loss_bbox_dn: 0.4014 (0.4066) loss_giou_dn: 0.5785 (0.5983) loss_class_dn_0: 0.5134 (0.5155) loss_bbox_dn_0: 0.4558 (0.5121) loss_giou_dn_0: 0.7290 (0.7431) loss_class_dn_1: 0.4810 (0.4884) loss_bbox_dn_1: 0.4064 (0.4328) loss_giou_dn_1: 0.6203 (0.6327) loss_class_dn_2: 0.4601 (0.4785) loss_bbox_dn_2: 0.4002 (0.4125) loss_giou_dn_2: 0.5902 (0.6055) loss_class_dn_3: 0.4558 (0.4792) loss_bbox_dn_3: 0.4018 (0.4079) loss_giou_dn_3: 0.5786 (0.5997) loss_class_dn_4: 0.4625 (0.4838) loss_bbox_dn_4: 0.4014 (0.4066) loss_giou_dn_4: 0.5786 (0.5982) loss_class_hybrid: 0.8734 (0.8841) loss_bbox_hybrid: 0.2481 (0.2492) loss_giou_hybrid: 0.4584 (0.5252) loss_class_0_hybrid: 0.9634 (0.9452) loss_bbox_0_hybrid: 0.2634 (0.2652) loss_giou_0_hybrid: 0.4939 (0.5528) loss_class_1_hybrid: 0.9258 (0.9147) loss_bbox_1_hybrid: 0.2558 (0.2541) loss_giou_1_hybrid: 0.4738 (0.5349) loss_class_2_hybrid: 0.8937 (0.9013) loss_bbox_2_hybrid: 0.2526 (0.2490) loss_giou_2_hybrid: 0.4622 (0.5266) loss_class_3_hybrid: 0.9020 (0.8875) loss_bbox_3_hybrid: 0.2493 (0.2494) loss_giou_3_hybrid: 0.4642 (0.5257) loss_class_4_hybrid: 0.8739 (0.8831) loss_bbox_4_hybrid: 0.2485 (0.2495) loss_giou_4_hybrid: 0.4626 (0.5257) loss_class_enc_hybrid: 0.8915 (0.8781) loss_bbox_enc_hybrid: 0.3365 (0.3247) loss_giou_enc_hybrid: 0.5887 (0.6419) mem: 1029 max mem: 36964 [2024-01-14 18:06:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:07:06 det.util.engine] INFO: Epoch: [1] [8100/11727] eta: 1:03:52 lr: 0.000100 data_time: 0.0034 iter_time: 1.0091 loss: 32.3517 (33.2608) loss_class: 0.8668 (0.9018) loss_bbox: 0.2200 (0.2268) loss_giou: 0.4572 (0.4798) loss_class_0: 1.1248 (1.1636) loss_bbox_0: 0.2226 (0.2241) loss_giou_0: 0.4505 (0.4824) loss_class_1: 0.9791 (1.0253) loss_bbox_1: 0.2208 (0.2247) loss_giou_1: 0.4573 (0.4805) loss_class_2: 0.9189 (0.9609) loss_bbox_2: 0.2138 (0.2228) loss_giou_2: 0.4555 (0.4772) loss_class_3: 0.9037 (0.9219) loss_bbox_3: 0.2134 (0.2246) loss_giou_3: 0.4535 (0.4781) loss_class_4: 0.8785 (0.9040) loss_bbox_4: 0.2178 (0.2262) loss_giou_4: 0.4531 (0.4794) loss_class_enc: 1.0502 (1.0678) loss_bbox_enc: 0.2604 (0.2737) loss_giou_enc: 0.5233 (0.5586) loss_class_dn: 0.4662 (0.4896) loss_bbox_dn: 0.4025 (0.4066) loss_giou_dn: 0.5668 (0.5982) loss_class_dn_0: 0.5118 (0.5155) loss_bbox_dn_0: 0.5075 (0.5120) loss_giou_dn_0: 0.7056 (0.7430) loss_class_dn_1: 0.4726 (0.4883) loss_bbox_dn_1: 0.4341 (0.4327) loss_giou_dn_1: 0.6027 (0.6326) loss_class_dn_2: 0.4611 (0.4785) loss_bbox_dn_2: 0.4071 (0.4125) loss_giou_dn_2: 0.5768 (0.6054) loss_class_dn_3: 0.4548 (0.4791) loss_bbox_dn_3: 0.4028 (0.4079) loss_giou_dn_3: 0.5670 (0.5995) loss_class_dn_4: 0.4595 (0.4837) loss_bbox_dn_4: 0.4026 (0.4066) loss_giou_dn_4: 0.5669 (0.5980) loss_class_hybrid: 0.8525 (0.8841) loss_bbox_hybrid: 0.2267 (0.2493) loss_giou_hybrid: 0.5133 (0.5251) loss_class_0_hybrid: 0.9256 (0.9452) loss_bbox_0_hybrid: 0.2473 (0.2652) loss_giou_0_hybrid: 0.5403 (0.5527) loss_class_1_hybrid: 0.8680 (0.9147) loss_bbox_1_hybrid: 0.2326 (0.2541) loss_giou_1_hybrid: 0.5248 (0.5347) loss_class_2_hybrid: 0.8659 (0.9012) loss_bbox_2_hybrid: 0.2256 (0.2490) loss_giou_2_hybrid: 0.5164 (0.5265) loss_class_3_hybrid: 0.8524 (0.8875) loss_bbox_3_hybrid: 0.2304 (0.2494) loss_giou_3_hybrid: 0.5131 (0.5256) loss_class_4_hybrid: 0.8458 (0.8831) loss_bbox_4_hybrid: 0.2311 (0.2495) loss_giou_4_hybrid: 0.5124 (0.5255) loss_class_enc_hybrid: 0.8757 (0.8781) loss_bbox_enc_hybrid: 0.3026 (0.3247) loss_giou_enc_hybrid: 0.6004 (0.6417) mem: 1031 max mem: 36964 [2024-01-14 18:07:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:07:59 det.util.engine] INFO: Epoch: [1] [8150/11727] eta: 1:02:59 lr: 0.000100 data_time: 0.0031 iter_time: 1.0574 loss: 30.8444 (33.2566) loss_class: 0.8475 (0.9017) loss_bbox: 0.2021 (0.2268) loss_giou: 0.4471 (0.4797) loss_class_0: 1.1660 (1.1635) loss_bbox_0: 0.1899 (0.2240) loss_giou_0: 0.4340 (0.4823) loss_class_1: 1.0234 (1.0252) loss_bbox_1: 0.1978 (0.2247) loss_giou_1: 0.4401 (0.4803) loss_class_2: 0.9104 (0.9607) loss_bbox_2: 0.2030 (0.2228) loss_giou_2: 0.4393 (0.4770) loss_class_3: 0.8512 (0.9218) loss_bbox_3: 0.1908 (0.2246) loss_giou_3: 0.4387 (0.4780) loss_class_4: 0.8439 (0.9039) loss_bbox_4: 0.2091 (0.2261) loss_giou_4: 0.4464 (0.4793) loss_class_enc: 1.0601 (1.0677) loss_bbox_enc: 0.2357 (0.2737) loss_giou_enc: 0.5184 (0.5585) loss_class_dn: 0.4578 (0.4895) loss_bbox_dn: 0.3721 (0.4066) loss_giou_dn: 0.5769 (0.5981) loss_class_dn_0: 0.5030 (0.5154) loss_bbox_dn_0: 0.4663 (0.5120) loss_giou_dn_0: 0.7068 (0.7429) loss_class_dn_1: 0.4651 (0.4883) loss_bbox_dn_1: 0.3882 (0.4327) loss_giou_dn_1: 0.6031 (0.6325) loss_class_dn_2: 0.4571 (0.4784) loss_bbox_dn_2: 0.3742 (0.4125) loss_giou_dn_2: 0.5772 (0.6052) loss_class_dn_3: 0.4530 (0.4790) loss_bbox_dn_3: 0.3727 (0.4079) loss_giou_dn_3: 0.5767 (0.5994) loss_class_dn_4: 0.4492 (0.4836) loss_bbox_dn_4: 0.3721 (0.4065) loss_giou_dn_4: 0.5766 (0.5979) loss_class_hybrid: 0.8425 (0.8841) loss_bbox_hybrid: 0.2290 (0.2492) loss_giou_hybrid: 0.4931 (0.5249) loss_class_0_hybrid: 0.9449 (0.9452) loss_bbox_0_hybrid: 0.2362 (0.2651) loss_giou_0_hybrid: 0.5150 (0.5526) loss_class_1_hybrid: 0.9040 (0.9147) loss_bbox_1_hybrid: 0.2277 (0.2541) loss_giou_1_hybrid: 0.4936 (0.5346) loss_class_2_hybrid: 0.8849 (0.9013) loss_bbox_2_hybrid: 0.2359 (0.2490) loss_giou_2_hybrid: 0.4851 (0.5264) loss_class_3_hybrid: 0.8738 (0.8875) loss_bbox_3_hybrid: 0.2306 (0.2494) loss_giou_3_hybrid: 0.4876 (0.5255) loss_class_4_hybrid: 0.8520 (0.8831) loss_bbox_4_hybrid: 0.2319 (0.2495) loss_giou_4_hybrid: 0.4974 (0.5254) loss_class_enc_hybrid: 0.8537 (0.8782) loss_bbox_enc_hybrid: 0.2951 (0.3247) loss_giou_enc_hybrid: 0.6041 (0.6416) mem: 1025 max mem: 36964 [2024-01-14 18:07:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:08:51 det.util.engine] INFO: Epoch: [1] [8200/11727] eta: 1:02:06 lr: 0.000100 data_time: 0.0036 iter_time: 1.0677 loss: 31.6027 (33.2514) loss_class: 0.8120 (0.9016) loss_bbox: 0.2252 (0.2268) loss_giou: 0.4677 (0.4797) loss_class_0: 1.0793 (1.1633) loss_bbox_0: 0.2261 (0.2240) loss_giou_0: 0.4635 (0.4822) loss_class_1: 0.9304 (1.0250) loss_bbox_1: 0.2113 (0.2247) loss_giou_1: 0.4580 (0.4803) loss_class_2: 0.8489 (0.9606) loss_bbox_2: 0.2263 (0.2228) loss_giou_2: 0.4676 (0.4770) loss_class_3: 0.8113 (0.9217) loss_bbox_3: 0.2243 (0.2246) loss_giou_3: 0.4611 (0.4780) loss_class_4: 0.8082 (0.9038) loss_bbox_4: 0.2252 (0.2261) loss_giou_4: 0.4675 (0.4792) loss_class_enc: 0.9874 (1.0675) loss_bbox_enc: 0.2693 (0.2737) loss_giou_enc: 0.5386 (0.5584) loss_class_dn: 0.4664 (0.4894) loss_bbox_dn: 0.3707 (0.4064) loss_giou_dn: 0.5586 (0.5979) loss_class_dn_0: 0.5131 (0.5154) loss_bbox_dn_0: 0.4758 (0.5119) loss_giou_dn_0: 0.7017 (0.7427) loss_class_dn_1: 0.4717 (0.4882) loss_bbox_dn_1: 0.3928 (0.4326) loss_giou_dn_1: 0.5939 (0.6323) loss_class_dn_2: 0.4567 (0.4783) loss_bbox_dn_2: 0.3746 (0.4123) loss_giou_dn_2: 0.5660 (0.6051) loss_class_dn_3: 0.4522 (0.4789) loss_bbox_dn_3: 0.3693 (0.4077) loss_giou_dn_3: 0.5593 (0.5993) loss_class_dn_4: 0.4590 (0.4835) loss_bbox_dn_4: 0.3710 (0.4064) loss_giou_dn_4: 0.5585 (0.5978) loss_class_hybrid: 0.8115 (0.8840) loss_bbox_hybrid: 0.2574 (0.2492) loss_giou_hybrid: 0.5143 (0.5248) loss_class_0_hybrid: 0.9005 (0.9451) loss_bbox_0_hybrid: 0.2698 (0.2651) loss_giou_0_hybrid: 0.5318 (0.5525) loss_class_1_hybrid: 0.8575 (0.9146) loss_bbox_1_hybrid: 0.2551 (0.2540) loss_giou_1_hybrid: 0.5174 (0.5345) loss_class_2_hybrid: 0.8168 (0.9011) loss_bbox_2_hybrid: 0.2524 (0.2490) loss_giou_2_hybrid: 0.5103 (0.5263) loss_class_3_hybrid: 0.8269 (0.8874) loss_bbox_3_hybrid: 0.2607 (0.2494) loss_giou_3_hybrid: 0.5126 (0.5254) loss_class_4_hybrid: 0.8151 (0.8830) loss_bbox_4_hybrid: 0.2596 (0.2495) loss_giou_4_hybrid: 0.5131 (0.5253) loss_class_enc_hybrid: 0.8473 (0.8782) loss_bbox_enc_hybrid: 0.3238 (0.3246) loss_giou_enc_hybrid: 0.6080 (0.6414) mem: 1020 max mem: 36964 [2024-01-14 18:08:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:09:44 det.util.engine] INFO: Epoch: [1] [8250/11727] eta: 1:01:13 lr: 0.000100 data_time: 0.0031 iter_time: 1.0607 loss: 32.3045 (33.2474) loss_class: 0.9323 (0.9016) loss_bbox: 0.2008 (0.2268) loss_giou: 0.4449 (0.4796) loss_class_0: 1.1396 (1.1632) loss_bbox_0: 0.2038 (0.2239) loss_giou_0: 0.4607 (0.4821) loss_class_1: 1.0225 (1.0250) loss_bbox_1: 0.2122 (0.2246) loss_giou_1: 0.4534 (0.4802) loss_class_2: 0.9631 (0.9605) loss_bbox_2: 0.2038 (0.2227) loss_giou_2: 0.4387 (0.4769) loss_class_3: 0.9352 (0.9218) loss_bbox_3: 0.2004 (0.2246) loss_giou_3: 0.4469 (0.4778) loss_class_4: 0.9391 (0.9039) loss_bbox_4: 0.1993 (0.2261) loss_giou_4: 0.4448 (0.4791) loss_class_enc: 1.0560 (1.0674) loss_bbox_enc: 0.2527 (0.2736) loss_giou_enc: 0.5319 (0.5583) loss_class_dn: 0.4755 (0.4893) loss_bbox_dn: 0.3525 (0.4064) loss_giou_dn: 0.5603 (0.5978) loss_class_dn_0: 0.5135 (0.5154) loss_bbox_dn_0: 0.4701 (0.5118) loss_giou_dn_0: 0.6974 (0.7425) loss_class_dn_1: 0.4819 (0.4881) loss_bbox_dn_1: 0.3851 (0.4325) loss_giou_dn_1: 0.5927 (0.6321) loss_class_dn_2: 0.4636 (0.4782) loss_bbox_dn_2: 0.3602 (0.4123) loss_giou_dn_2: 0.5664 (0.6050) loss_class_dn_3: 0.4622 (0.4788) loss_bbox_dn_3: 0.3528 (0.4077) loss_giou_dn_3: 0.5610 (0.5992) loss_class_dn_4: 0.4682 (0.4834) loss_bbox_dn_4: 0.3526 (0.4064) loss_giou_dn_4: 0.5603 (0.5977) loss_class_hybrid: 0.8563 (0.8840) loss_bbox_hybrid: 0.2237 (0.2492) loss_giou_hybrid: 0.4886 (0.5247) loss_class_0_hybrid: 0.9570 (0.9452) loss_bbox_0_hybrid: 0.2368 (0.2651) loss_giou_0_hybrid: 0.5093 (0.5523) loss_class_1_hybrid: 0.9208 (0.9146) loss_bbox_1_hybrid: 0.2341 (0.2540) loss_giou_1_hybrid: 0.4939 (0.5344) loss_class_2_hybrid: 0.8761 (0.9012) loss_bbox_2_hybrid: 0.2261 (0.2489) loss_giou_2_hybrid: 0.4831 (0.5261) loss_class_3_hybrid: 0.8607 (0.8874) loss_bbox_3_hybrid: 0.2262 (0.2493) loss_giou_3_hybrid: 0.4848 (0.5252) loss_class_4_hybrid: 0.8436 (0.8830) loss_bbox_4_hybrid: 0.2230 (0.2495) loss_giou_4_hybrid: 0.4899 (0.5252) loss_class_enc_hybrid: 0.9065 (0.8782) loss_bbox_enc_hybrid: 0.2983 (0.3245) loss_giou_enc_hybrid: 0.6014 (0.6412) mem: 1019 max mem: 36964 [2024-01-14 18:09:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:10:36 det.util.engine] INFO: Epoch: [1] [8300/11727] eta: 1:00:20 lr: 0.000100 data_time: 0.0032 iter_time: 1.0412 loss: 31.9618 (33.2410) loss_class: 0.8588 (0.9016) loss_bbox: 0.2301 (0.2267) loss_giou: 0.4420 (0.4794) loss_class_0: 1.1061 (1.1631) loss_bbox_0: 0.2262 (0.2239) loss_giou_0: 0.4543 (0.4819) loss_class_1: 0.9286 (1.0248) loss_bbox_1: 0.2363 (0.2246) loss_giou_1: 0.4551 (0.4800) loss_class_2: 0.8929 (0.9603) loss_bbox_2: 0.2285 (0.2227) loss_giou_2: 0.4449 (0.4768) loss_class_3: 0.8764 (0.9216) loss_bbox_3: 0.2256 (0.2245) loss_giou_3: 0.4407 (0.4777) loss_class_4: 0.8508 (0.9038) loss_bbox_4: 0.2293 (0.2260) loss_giou_4: 0.4446 (0.4789) loss_class_enc: 0.9993 (1.0672) loss_bbox_enc: 0.2656 (0.2736) loss_giou_enc: 0.5139 (0.5581) loss_class_dn: 0.4662 (0.4892) loss_bbox_dn: 0.4043 (0.4063) loss_giou_dn: 0.5598 (0.5976) loss_class_dn_0: 0.5082 (0.5154) loss_bbox_dn_0: 0.5016 (0.5118) loss_giou_dn_0: 0.7071 (0.7423) loss_class_dn_1: 0.4695 (0.4881) loss_bbox_dn_1: 0.4336 (0.4324) loss_giou_dn_1: 0.5896 (0.6320) loss_class_dn_2: 0.4609 (0.4782) loss_bbox_dn_2: 0.4131 (0.4122) loss_giou_dn_2: 0.5713 (0.6048) loss_class_dn_3: 0.4637 (0.4787) loss_bbox_dn_3: 0.4069 (0.4076) loss_giou_dn_3: 0.5603 (0.5990) loss_class_dn_4: 0.4631 (0.4833) loss_bbox_dn_4: 0.4041 (0.4063) loss_giou_dn_4: 0.5596 (0.5975) loss_class_hybrid: 0.8637 (0.8838) loss_bbox_hybrid: 0.2415 (0.2492) loss_giou_hybrid: 0.4955 (0.5246) loss_class_0_hybrid: 0.9015 (0.9451) loss_bbox_0_hybrid: 0.2493 (0.2650) loss_giou_0_hybrid: 0.5163 (0.5521) loss_class_1_hybrid: 0.8792 (0.9145) loss_bbox_1_hybrid: 0.2361 (0.2540) loss_giou_1_hybrid: 0.4927 (0.5342) loss_class_2_hybrid: 0.8688 (0.9010) loss_bbox_2_hybrid: 0.2317 (0.2489) loss_giou_2_hybrid: 0.4891 (0.5260) loss_class_3_hybrid: 0.8554 (0.8873) loss_bbox_3_hybrid: 0.2344 (0.2493) loss_giou_3_hybrid: 0.4932 (0.5251) loss_class_4_hybrid: 0.8584 (0.8828) loss_bbox_4_hybrid: 0.2402 (0.2494) loss_giou_4_hybrid: 0.4948 (0.5250) loss_class_enc_hybrid: 0.8483 (0.8782) loss_bbox_enc_hybrid: 0.3108 (0.3244) loss_giou_enc_hybrid: 0.6032 (0.6410) mem: 1029 max mem: 36964 [2024-01-14 18:10:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:11:30 det.util.engine] INFO: Epoch: [1] [8350/11727] eta: 0:59:27 lr: 0.000100 data_time: 0.0032 iter_time: 1.0711 loss: 32.6352 (33.2378) loss_class: 0.9140 (0.9016) loss_bbox: 0.2226 (0.2267) loss_giou: 0.4191 (0.4793) loss_class_0: 1.1139 (1.1631) loss_bbox_0: 0.2200 (0.2238) loss_giou_0: 0.4378 (0.4818) loss_class_1: 1.0017 (1.0248) loss_bbox_1: 0.2214 (0.2245) loss_giou_1: 0.4170 (0.4800) loss_class_2: 0.9487 (0.9603) loss_bbox_2: 0.2234 (0.2227) loss_giou_2: 0.4229 (0.4767) loss_class_3: 0.9545 (0.9217) loss_bbox_3: 0.2229 (0.2245) loss_giou_3: 0.4207 (0.4776) loss_class_4: 0.9647 (0.9039) loss_bbox_4: 0.2191 (0.2260) loss_giou_4: 0.4193 (0.4788) loss_class_enc: 1.0252 (1.0672) loss_bbox_enc: 0.2760 (0.2735) loss_giou_enc: 0.5069 (0.5581) loss_class_dn: 0.4603 (0.4891) loss_bbox_dn: 0.4202 (0.4062) loss_giou_dn: 0.5785 (0.5976) loss_class_dn_0: 0.5081 (0.5154) loss_bbox_dn_0: 0.5181 (0.5117) loss_giou_dn_0: 0.7275 (0.7422) loss_class_dn_1: 0.4656 (0.4880) loss_bbox_dn_1: 0.4305 (0.4323) loss_giou_dn_1: 0.6124 (0.6319) loss_class_dn_2: 0.4588 (0.4781) loss_bbox_dn_2: 0.4203 (0.4121) loss_giou_dn_2: 0.5807 (0.6047) loss_class_dn_3: 0.4554 (0.4786) loss_bbox_dn_3: 0.4196 (0.4075) loss_giou_dn_3: 0.5814 (0.5989) loss_class_dn_4: 0.4564 (0.4832) loss_bbox_dn_4: 0.4204 (0.4062) loss_giou_dn_4: 0.5785 (0.5974) loss_class_hybrid: 0.8677 (0.8838) loss_bbox_hybrid: 0.2506 (0.2491) loss_giou_hybrid: 0.5134 (0.5245) loss_class_0_hybrid: 0.9175 (0.9451) loss_bbox_0_hybrid: 0.2579 (0.2649) loss_giou_0_hybrid: 0.5267 (0.5520) loss_class_1_hybrid: 0.8943 (0.9145) loss_bbox_1_hybrid: 0.2502 (0.2539) loss_giou_1_hybrid: 0.5203 (0.5342) loss_class_2_hybrid: 0.8826 (0.9010) loss_bbox_2_hybrid: 0.2429 (0.2489) loss_giou_2_hybrid: 0.5126 (0.5259) loss_class_3_hybrid: 0.8724 (0.8872) loss_bbox_3_hybrid: 0.2462 (0.2493) loss_giou_3_hybrid: 0.5123 (0.5250) loss_class_4_hybrid: 0.8679 (0.8828) loss_bbox_4_hybrid: 0.2460 (0.2494) loss_giou_4_hybrid: 0.5106 (0.5250) loss_class_enc_hybrid: 0.8512 (0.8783) loss_bbox_enc_hybrid: 0.3195 (0.3244) loss_giou_enc_hybrid: 0.6020 (0.6409) mem: 1033 max mem: 36964 [2024-01-14 18:11:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:12:23 det.util.engine] INFO: Epoch: [1] [8400/11727] eta: 0:58:34 lr: 0.000100 data_time: 0.0030 iter_time: 1.0197 loss: 32.1297 (33.2326) loss_class: 0.8619 (0.9016) loss_bbox: 0.2132 (0.2266) loss_giou: 0.4482 (0.4792) loss_class_0: 1.1285 (1.1630) loss_bbox_0: 0.2117 (0.2238) loss_giou_0: 0.4308 (0.4817) loss_class_1: 0.9718 (1.0246) loss_bbox_1: 0.2039 (0.2245) loss_giou_1: 0.4387 (0.4799) loss_class_2: 0.9025 (0.9602) loss_bbox_2: 0.2097 (0.2226) loss_giou_2: 0.4447 (0.4766) loss_class_3: 0.8645 (0.9216) loss_bbox_3: 0.2133 (0.2244) loss_giou_3: 0.4464 (0.4775) loss_class_4: 0.8618 (0.9038) loss_bbox_4: 0.2160 (0.2259) loss_giou_4: 0.4511 (0.4787) loss_class_enc: 1.0245 (1.0671) loss_bbox_enc: 0.2687 (0.2734) loss_giou_enc: 0.5348 (0.5579) loss_class_dn: 0.4732 (0.4890) loss_bbox_dn: 0.4139 (0.4062) loss_giou_dn: 0.5561 (0.5975) loss_class_dn_0: 0.5139 (0.5153) loss_bbox_dn_0: 0.4842 (0.5116) loss_giou_dn_0: 0.7011 (0.7421) loss_class_dn_1: 0.4742 (0.4880) loss_bbox_dn_1: 0.4290 (0.4323) loss_giou_dn_1: 0.5888 (0.6318) loss_class_dn_2: 0.4684 (0.4780) loss_bbox_dn_2: 0.4194 (0.4121) loss_giou_dn_2: 0.5623 (0.6046) loss_class_dn_3: 0.4643 (0.4785) loss_bbox_dn_3: 0.4146 (0.4075) loss_giou_dn_3: 0.5561 (0.5988) loss_class_dn_4: 0.4707 (0.4831) loss_bbox_dn_4: 0.4139 (0.4061) loss_giou_dn_4: 0.5561 (0.5973) loss_class_hybrid: 0.8431 (0.8838) loss_bbox_hybrid: 0.2367 (0.2490) loss_giou_hybrid: 0.4907 (0.5243) loss_class_0_hybrid: 0.9286 (0.9451) loss_bbox_0_hybrid: 0.2473 (0.2648) loss_giou_0_hybrid: 0.5137 (0.5519) loss_class_1_hybrid: 0.8917 (0.9145) loss_bbox_1_hybrid: 0.2388 (0.2538) loss_giou_1_hybrid: 0.4967 (0.5340) loss_class_2_hybrid: 0.8689 (0.9009) loss_bbox_2_hybrid: 0.2353 (0.2488) loss_giou_2_hybrid: 0.4877 (0.5258) loss_class_3_hybrid: 0.8549 (0.8872) loss_bbox_3_hybrid: 0.2350 (0.2492) loss_giou_3_hybrid: 0.4916 (0.5249) loss_class_4_hybrid: 0.8543 (0.8828) loss_bbox_4_hybrid: 0.2337 (0.2493) loss_giou_4_hybrid: 0.4911 (0.5248) loss_class_enc_hybrid: 0.8652 (0.8783) loss_bbox_enc_hybrid: 0.3023 (0.3242) loss_giou_enc_hybrid: 0.5871 (0.6407) mem: 1025 max mem: 36964 [2024-01-14 18:12:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:13:14 det.util.engine] INFO: Epoch: [1] [8450/11727] eta: 0:57:41 lr: 0.000100 data_time: 0.0033 iter_time: 1.0242 loss: 31.7766 (33.2253) loss_class: 0.8250 (0.9013) loss_bbox: 0.1959 (0.2265) loss_giou: 0.4546 (0.4792) loss_class_0: 1.0997 (1.1627) loss_bbox_0: 0.2039 (0.2237) loss_giou_0: 0.4689 (0.4817) loss_class_1: 0.9649 (1.0245) loss_bbox_1: 0.1892 (0.2244) loss_giou_1: 0.4638 (0.4798) loss_class_2: 0.8883 (0.9600) loss_bbox_2: 0.1943 (0.2226) loss_giou_2: 0.4662 (0.4766) loss_class_3: 0.8384 (0.9213) loss_bbox_3: 0.1932 (0.2244) loss_giou_3: 0.4560 (0.4775) loss_class_4: 0.8172 (0.9036) loss_bbox_4: 0.1976 (0.2258) loss_giou_4: 0.4526 (0.4787) loss_class_enc: 0.9654 (1.0668) loss_bbox_enc: 0.2562 (0.2734) loss_giou_enc: 0.5396 (0.5579) loss_class_dn: 0.4623 (0.4889) loss_bbox_dn: 0.3312 (0.4059) loss_giou_dn: 0.5414 (0.5974) loss_class_dn_0: 0.5062 (0.5153) loss_bbox_dn_0: 0.4304 (0.5114) loss_giou_dn_0: 0.6846 (0.7419) loss_class_dn_1: 0.4718 (0.4879) loss_bbox_dn_1: 0.3608 (0.4321) loss_giou_dn_1: 0.5766 (0.6316) loss_class_dn_2: 0.4605 (0.4779) loss_bbox_dn_2: 0.3362 (0.4119) loss_giou_dn_2: 0.5494 (0.6045) loss_class_dn_3: 0.4585 (0.4784) loss_bbox_dn_3: 0.3314 (0.4073) loss_giou_dn_3: 0.5426 (0.5987) loss_class_dn_4: 0.4575 (0.4830) loss_bbox_dn_4: 0.3313 (0.4059) loss_giou_dn_4: 0.5411 (0.5972) loss_class_hybrid: 0.8203 (0.8836) loss_bbox_hybrid: 0.2195 (0.2489) loss_giou_hybrid: 0.4898 (0.5243) loss_class_0_hybrid: 0.9083 (0.9449) loss_bbox_0_hybrid: 0.2447 (0.2647) loss_giou_0_hybrid: 0.5209 (0.5518) loss_class_1_hybrid: 0.8565 (0.9143) loss_bbox_1_hybrid: 0.2298 (0.2537) loss_giou_1_hybrid: 0.5103 (0.5339) loss_class_2_hybrid: 0.8406 (0.9008) loss_bbox_2_hybrid: 0.2218 (0.2487) loss_giou_2_hybrid: 0.4946 (0.5257) loss_class_3_hybrid: 0.8209 (0.8870) loss_bbox_3_hybrid: 0.2204 (0.2491) loss_giou_3_hybrid: 0.4912 (0.5248) loss_class_4_hybrid: 0.8083 (0.8826) loss_bbox_4_hybrid: 0.2192 (0.2492) loss_giou_4_hybrid: 0.4892 (0.5248) loss_class_enc_hybrid: 0.8531 (0.8782) loss_bbox_enc_hybrid: 0.2815 (0.3241) loss_giou_enc_hybrid: 0.6056 (0.6406) mem: 1019 max mem: 36964 [2024-01-14 18:13:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:14:08 det.util.engine] INFO: Epoch: [1] [8500/11727] eta: 0:56:49 lr: 0.000100 data_time: 0.0033 iter_time: 1.0809 loss: 32.4327 (33.2205) loss_class: 0.9239 (0.9013) loss_bbox: 0.2029 (0.2264) loss_giou: 0.4747 (0.4790) loss_class_0: 1.1455 (1.1626) loss_bbox_0: 0.2059 (0.2236) loss_giou_0: 0.4523 (0.4816) loss_class_1: 1.0471 (1.0244) loss_bbox_1: 0.2019 (0.2243) loss_giou_1: 0.4521 (0.4797) loss_class_2: 0.9997 (0.9599) loss_bbox_2: 0.2010 (0.2225) loss_giou_2: 0.4610 (0.4765) loss_class_3: 0.9561 (0.9213) loss_bbox_3: 0.2011 (0.2242) loss_giou_3: 0.4698 (0.4774) loss_class_4: 0.9113 (0.9036) loss_bbox_4: 0.2038 (0.2257) loss_giou_4: 0.4753 (0.4786) loss_class_enc: 1.1088 (1.0668) loss_bbox_enc: 0.2528 (0.2732) loss_giou_enc: 0.5236 (0.5577) loss_class_dn: 0.4806 (0.4888) loss_bbox_dn: 0.3685 (0.4058) loss_giou_dn: 0.5647 (0.5972) loss_class_dn_0: 0.5186 (0.5153) loss_bbox_dn_0: 0.4626 (0.5113) loss_giou_dn_0: 0.7050 (0.7418) loss_class_dn_1: 0.4874 (0.4879) loss_bbox_dn_1: 0.3952 (0.4320) loss_giou_dn_1: 0.6007 (0.6315) loss_class_dn_2: 0.4717 (0.4779) loss_bbox_dn_2: 0.3735 (0.4117) loss_giou_dn_2: 0.5722 (0.6044) loss_class_dn_3: 0.4718 (0.4784) loss_bbox_dn_3: 0.3682 (0.4071) loss_giou_dn_3: 0.5666 (0.5986) loss_class_dn_4: 0.4778 (0.4830) loss_bbox_dn_4: 0.3685 (0.4058) loss_giou_dn_4: 0.5647 (0.5971) loss_class_hybrid: 0.8958 (0.8836) loss_bbox_hybrid: 0.2247 (0.2488) loss_giou_hybrid: 0.5103 (0.5242) loss_class_0_hybrid: 0.9671 (0.9449) loss_bbox_0_hybrid: 0.2390 (0.2646) loss_giou_0_hybrid: 0.5331 (0.5517) loss_class_1_hybrid: 0.9231 (0.9143) loss_bbox_1_hybrid: 0.2308 (0.2536) loss_giou_1_hybrid: 0.5128 (0.5339) loss_class_2_hybrid: 0.9080 (0.9008) loss_bbox_2_hybrid: 0.2261 (0.2486) loss_giou_2_hybrid: 0.5071 (0.5257) loss_class_3_hybrid: 0.9252 (0.8871) loss_bbox_3_hybrid: 0.2220 (0.2490) loss_giou_3_hybrid: 0.5066 (0.5248) loss_class_4_hybrid: 0.9181 (0.8826) loss_bbox_4_hybrid: 0.2252 (0.2491) loss_giou_4_hybrid: 0.5072 (0.5247) loss_class_enc_hybrid: 0.9187 (0.8783) loss_bbox_enc_hybrid: 0.2870 (0.3240) loss_giou_enc_hybrid: 0.6069 (0.6405) mem: 1031 max mem: 36964 [2024-01-14 18:14:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:15:01 det.util.engine] INFO: Epoch: [1] [8550/11727] eta: 0:55:56 lr: 0.000100 data_time: 0.0029 iter_time: 1.0860 loss: 31.9847 (33.2169) loss_class: 0.8573 (0.9012) loss_bbox: 0.2017 (0.2264) loss_giou: 0.4554 (0.4790) loss_class_0: 1.1258 (1.1623) loss_bbox_0: 0.2047 (0.2236) loss_giou_0: 0.4510 (0.4816) loss_class_1: 1.0666 (1.0244) loss_bbox_1: 0.1953 (0.2243) loss_giou_1: 0.4436 (0.4797) loss_class_2: 0.9472 (0.9598) loss_bbox_2: 0.1933 (0.2224) loss_giou_2: 0.4360 (0.4765) loss_class_3: 0.9017 (0.9212) loss_bbox_3: 0.2056 (0.2242) loss_giou_3: 0.4562 (0.4774) loss_class_4: 0.8644 (0.9034) loss_bbox_4: 0.2094 (0.2257) loss_giou_4: 0.4534 (0.4786) loss_class_enc: 1.0112 (1.0666) loss_bbox_enc: 0.2369 (0.2732) loss_giou_enc: 0.5201 (0.5577) loss_class_dn: 0.4783 (0.4887) loss_bbox_dn: 0.3599 (0.4057) loss_giou_dn: 0.5667 (0.5971) loss_class_dn_0: 0.5163 (0.5153) loss_bbox_dn_0: 0.4693 (0.5112) loss_giou_dn_0: 0.7164 (0.7417) loss_class_dn_1: 0.4841 (0.4878) loss_bbox_dn_1: 0.3878 (0.4319) loss_giou_dn_1: 0.6011 (0.6314) loss_class_dn_2: 0.4688 (0.4778) loss_bbox_dn_2: 0.3663 (0.4116) loss_giou_dn_2: 0.5691 (0.6043) loss_class_dn_3: 0.4677 (0.4783) loss_bbox_dn_3: 0.3614 (0.4070) loss_giou_dn_3: 0.5662 (0.5985) loss_class_dn_4: 0.4737 (0.4829) loss_bbox_dn_4: 0.3599 (0.4057) loss_giou_dn_4: 0.5669 (0.5970) loss_class_hybrid: 0.8379 (0.8835) loss_bbox_hybrid: 0.2251 (0.2488) loss_giou_hybrid: 0.4761 (0.5242) loss_class_0_hybrid: 0.9321 (0.9448) loss_bbox_0_hybrid: 0.2369 (0.2646) loss_giou_0_hybrid: 0.4976 (0.5516) loss_class_1_hybrid: 0.8704 (0.9142) loss_bbox_1_hybrid: 0.2317 (0.2536) loss_giou_1_hybrid: 0.4962 (0.5338) loss_class_2_hybrid: 0.8657 (0.9007) loss_bbox_2_hybrid: 0.2260 (0.2486) loss_giou_2_hybrid: 0.4811 (0.5256) loss_class_3_hybrid: 0.8478 (0.8870) loss_bbox_3_hybrid: 0.2267 (0.2489) loss_giou_3_hybrid: 0.4751 (0.5247) loss_class_4_hybrid: 0.8346 (0.8825) loss_bbox_4_hybrid: 0.2260 (0.2491) loss_giou_4_hybrid: 0.4733 (0.5247) loss_class_enc_hybrid: 0.8683 (0.8783) loss_bbox_enc_hybrid: 0.2895 (0.3239) loss_giou_enc_hybrid: 0.5880 (0.6404) mem: 1027 max mem: 36964 [2024-01-14 18:15:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:15:53 det.util.engine] INFO: Epoch: [1] [8600/11727] eta: 0:55:03 lr: 0.000100 data_time: 0.0027 iter_time: 1.0326 loss: 34.1879 (33.2140) loss_class: 0.9404 (0.9013) loss_bbox: 0.2254 (0.2264) loss_giou: 0.3999 (0.4788) loss_class_0: 1.1852 (1.1623) loss_bbox_0: 0.2407 (0.2236) loss_giou_0: 0.4215 (0.4814) loss_class_1: 1.0719 (1.0246) loss_bbox_1: 0.2240 (0.2242) loss_giou_1: 0.4041 (0.4795) loss_class_2: 1.0005 (0.9600) loss_bbox_2: 0.2262 (0.2224) loss_giou_2: 0.4034 (0.4763) loss_class_3: 0.9542 (0.9213) loss_bbox_3: 0.2247 (0.2242) loss_giou_3: 0.4024 (0.4772) loss_class_4: 0.9389 (0.9036) loss_bbox_4: 0.2244 (0.2257) loss_giou_4: 0.3996 (0.4784) loss_class_enc: 1.0862 (1.0666) loss_bbox_enc: 0.2862 (0.2732) loss_giou_enc: 0.5152 (0.5575) loss_class_dn: 0.4716 (0.4886) loss_bbox_dn: 0.4151 (0.4057) loss_giou_dn: 0.5723 (0.5969) loss_class_dn_0: 0.5170 (0.5153) loss_bbox_dn_0: 0.5456 (0.5113) loss_giou_dn_0: 0.7081 (0.7415) loss_class_dn_1: 0.4773 (0.4878) loss_bbox_dn_1: 0.4475 (0.4319) loss_giou_dn_1: 0.6060 (0.6312) loss_class_dn_2: 0.4621 (0.4777) loss_bbox_dn_2: 0.4205 (0.4117) loss_giou_dn_2: 0.5819 (0.6041) loss_class_dn_3: 0.4617 (0.4782) loss_bbox_dn_3: 0.4158 (0.4071) loss_giou_dn_3: 0.5748 (0.5983) loss_class_dn_4: 0.4655 (0.4828) loss_bbox_dn_4: 0.4150 (0.4057) loss_giou_dn_4: 0.5721 (0.5968) loss_class_hybrid: 0.9017 (0.8836) loss_bbox_hybrid: 0.2595 (0.2488) loss_giou_hybrid: 0.4144 (0.5240) loss_class_0_hybrid: 0.9441 (0.9449) loss_bbox_0_hybrid: 0.2722 (0.2646) loss_giou_0_hybrid: 0.4581 (0.5514) loss_class_1_hybrid: 0.9314 (0.9143) loss_bbox_1_hybrid: 0.2630 (0.2536) loss_giou_1_hybrid: 0.4454 (0.5336) loss_class_2_hybrid: 0.8987 (0.9008) loss_bbox_2_hybrid: 0.2611 (0.2486) loss_giou_2_hybrid: 0.4283 (0.5254) loss_class_3_hybrid: 0.8949 (0.8871) loss_bbox_3_hybrid: 0.2592 (0.2490) loss_giou_3_hybrid: 0.4181 (0.5245) loss_class_4_hybrid: 0.8983 (0.8826) loss_bbox_4_hybrid: 0.2600 (0.2491) loss_giou_4_hybrid: 0.4168 (0.5245) loss_class_enc_hybrid: 0.9243 (0.8785) loss_bbox_enc_hybrid: 0.3302 (0.3239) loss_giou_enc_hybrid: 0.5483 (0.6401) mem: 1032 max mem: 36964 [2024-01-14 18:15:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:16:47 det.util.engine] INFO: Epoch: [1] [8650/11727] eta: 0:54:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.0931 loss: 32.5021 (33.2112) loss_class: 0.8389 (0.9012) loss_bbox: 0.2031 (0.2264) loss_giou: 0.4815 (0.4788) loss_class_0: 1.1209 (1.1622) loss_bbox_0: 0.2077 (0.2236) loss_giou_0: 0.4786 (0.4814) loss_class_1: 0.9920 (1.0246) loss_bbox_1: 0.2035 (0.2242) loss_giou_1: 0.4862 (0.4794) loss_class_2: 0.9031 (0.9599) loss_bbox_2: 0.2051 (0.2224) loss_giou_2: 0.4783 (0.4763) loss_class_3: 0.8766 (0.9212) loss_bbox_3: 0.2116 (0.2242) loss_giou_3: 0.4804 (0.4772) loss_class_4: 0.8453 (0.9034) loss_bbox_4: 0.2071 (0.2257) loss_giou_4: 0.4817 (0.4784) loss_class_enc: 0.9830 (1.0665) loss_bbox_enc: 0.2599 (0.2732) loss_giou_enc: 0.5296 (0.5574) loss_class_dn: 0.4632 (0.4885) loss_bbox_dn: 0.3857 (0.4057) loss_giou_dn: 0.6064 (0.5968) loss_class_dn_0: 0.5005 (0.5153) loss_bbox_dn_0: 0.4860 (0.5112) loss_giou_dn_0: 0.7419 (0.7414) loss_class_dn_1: 0.4694 (0.4877) loss_bbox_dn_1: 0.3984 (0.4319) loss_giou_dn_1: 0.6332 (0.6311) loss_class_dn_2: 0.4587 (0.4777) loss_bbox_dn_2: 0.3890 (0.4117) loss_giou_dn_2: 0.6089 (0.6040) loss_class_dn_3: 0.4546 (0.4781) loss_bbox_dn_3: 0.3873 (0.4070) loss_giou_dn_3: 0.6076 (0.5981) loss_class_dn_4: 0.4550 (0.4827) loss_bbox_dn_4: 0.3858 (0.4057) loss_giou_dn_4: 0.6063 (0.5966) loss_class_hybrid: 0.8232 (0.8836) loss_bbox_hybrid: 0.2336 (0.2488) loss_giou_hybrid: 0.5214 (0.5240) loss_class_0_hybrid: 0.9376 (0.9450) loss_bbox_0_hybrid: 0.2375 (0.2646) loss_giou_0_hybrid: 0.5456 (0.5514) loss_class_1_hybrid: 0.9107 (0.9144) loss_bbox_1_hybrid: 0.2315 (0.2536) loss_giou_1_hybrid: 0.5319 (0.5336) loss_class_2_hybrid: 0.8713 (0.9008) loss_bbox_2_hybrid: 0.2296 (0.2486) loss_giou_2_hybrid: 0.5199 (0.5254) loss_class_3_hybrid: 0.8277 (0.8871) loss_bbox_3_hybrid: 0.2311 (0.2490) loss_giou_3_hybrid: 0.5205 (0.5245) loss_class_4_hybrid: 0.8234 (0.8826) loss_bbox_4_hybrid: 0.2306 (0.2491) loss_giou_4_hybrid: 0.5222 (0.5244) loss_class_enc_hybrid: 0.8375 (0.8785) loss_bbox_enc_hybrid: 0.2840 (0.3239) loss_giou_enc_hybrid: 0.6026 (0.6400) mem: 1024 max mem: 36964 [2024-01-14 18:16:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:17:40 det.util.engine] INFO: Epoch: [1] [8700/11727] eta: 0:53:18 lr: 0.000100 data_time: 0.0030 iter_time: 1.0529 loss: 32.2828 (33.2069) loss_class: 0.8966 (0.9011) loss_bbox: 0.2160 (0.2263) loss_giou: 0.4492 (0.4788) loss_class_0: 1.1419 (1.1621) loss_bbox_0: 0.2062 (0.2235) loss_giou_0: 0.4530 (0.4813) loss_class_1: 1.0051 (1.0245) loss_bbox_1: 0.2076 (0.2241) loss_giou_1: 0.4568 (0.4794) loss_class_2: 0.9672 (0.9598) loss_bbox_2: 0.2069 (0.2223) loss_giou_2: 0.4493 (0.4762) loss_class_3: 0.9379 (0.9211) loss_bbox_3: 0.2084 (0.2241) loss_giou_3: 0.4479 (0.4771) loss_class_4: 0.9061 (0.9034) loss_bbox_4: 0.2051 (0.2256) loss_giou_4: 0.4463 (0.4783) loss_class_enc: 1.0271 (1.0664) loss_bbox_enc: 0.2502 (0.2731) loss_giou_enc: 0.5265 (0.5573) loss_class_dn: 0.4592 (0.4884) loss_bbox_dn: 0.3611 (0.4057) loss_giou_dn: 0.5502 (0.5967) loss_class_dn_0: 0.5050 (0.5153) loss_bbox_dn_0: 0.4596 (0.5112) loss_giou_dn_0: 0.7100 (0.7413) loss_class_dn_1: 0.4779 (0.4876) loss_bbox_dn_1: 0.3806 (0.4318) loss_giou_dn_1: 0.5803 (0.6310) loss_class_dn_2: 0.4601 (0.4776) loss_bbox_dn_2: 0.3655 (0.4116) loss_giou_dn_2: 0.5537 (0.6039) loss_class_dn_3: 0.4618 (0.4780) loss_bbox_dn_3: 0.3630 (0.4070) loss_giou_dn_3: 0.5520 (0.5981) loss_class_dn_4: 0.4624 (0.4826) loss_bbox_dn_4: 0.3610 (0.4057) loss_giou_dn_4: 0.5502 (0.5966) loss_class_hybrid: 0.8828 (0.8836) loss_bbox_hybrid: 0.2307 (0.2487) loss_giou_hybrid: 0.4891 (0.5239) loss_class_0_hybrid: 0.9359 (0.9449) loss_bbox_0_hybrid: 0.2372 (0.2645) loss_giou_0_hybrid: 0.5019 (0.5513) loss_class_1_hybrid: 0.9245 (0.9143) loss_bbox_1_hybrid: 0.2322 (0.2535) loss_giou_1_hybrid: 0.4915 (0.5335) loss_class_2_hybrid: 0.8919 (0.9008) loss_bbox_2_hybrid: 0.2270 (0.2485) loss_giou_2_hybrid: 0.4876 (0.5253) loss_class_3_hybrid: 0.9001 (0.8871) loss_bbox_3_hybrid: 0.2300 (0.2489) loss_giou_3_hybrid: 0.4882 (0.5244) loss_class_4_hybrid: 0.8931 (0.8826) loss_bbox_4_hybrid: 0.2318 (0.2490) loss_giou_4_hybrid: 0.4880 (0.5244) loss_class_enc_hybrid: 0.8887 (0.8785) loss_bbox_enc_hybrid: 0.2998 (0.3237) loss_giou_enc_hybrid: 0.5854 (0.6399) mem: 1027 max mem: 36964 [2024-01-14 18:17:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:18:33 det.util.engine] INFO: Epoch: [1] [8750/11727] eta: 0:52:25 lr: 0.000100 data_time: 0.0029 iter_time: 1.0861 loss: 31.8933 (33.2008) loss_class: 0.8639 (0.9011) loss_bbox: 0.2263 (0.2262) loss_giou: 0.4708 (0.4786) loss_class_0: 1.1027 (1.1620) loss_bbox_0: 0.2192 (0.2234) loss_giou_0: 0.4851 (0.4812) loss_class_1: 0.9776 (1.0245) loss_bbox_1: 0.2090 (0.2241) loss_giou_1: 0.4793 (0.4793) loss_class_2: 0.9537 (0.9598) loss_bbox_2: 0.1990 (0.2222) loss_giou_2: 0.4762 (0.4761) loss_class_3: 0.8956 (0.9211) loss_bbox_3: 0.2193 (0.2241) loss_giou_3: 0.4801 (0.4770) loss_class_4: 0.8468 (0.9034) loss_bbox_4: 0.2162 (0.2255) loss_giou_4: 0.4784 (0.4782) loss_class_enc: 1.0212 (1.0663) loss_bbox_enc: 0.2630 (0.2731) loss_giou_enc: 0.5362 (0.5572) loss_class_dn: 0.4689 (0.4883) loss_bbox_dn: 0.3740 (0.4055) loss_giou_dn: 0.5725 (0.5966) loss_class_dn_0: 0.5105 (0.5152) loss_bbox_dn_0: 0.4566 (0.5110) loss_giou_dn_0: 0.6995 (0.7411) loss_class_dn_1: 0.4732 (0.4876) loss_bbox_dn_1: 0.3776 (0.4317) loss_giou_dn_1: 0.5989 (0.6308) loss_class_dn_2: 0.4500 (0.4775) loss_bbox_dn_2: 0.3759 (0.4114) loss_giou_dn_2: 0.5738 (0.6037) loss_class_dn_3: 0.4569 (0.4779) loss_bbox_dn_3: 0.3759 (0.4068) loss_giou_dn_3: 0.5729 (0.5979) loss_class_dn_4: 0.4612 (0.4825) loss_bbox_dn_4: 0.3740 (0.4055) loss_giou_dn_4: 0.5725 (0.5964) loss_class_hybrid: 0.8654 (0.8835) loss_bbox_hybrid: 0.2410 (0.2487) loss_giou_hybrid: 0.5027 (0.5237) loss_class_0_hybrid: 0.9225 (0.9449) loss_bbox_0_hybrid: 0.2462 (0.2644) loss_giou_0_hybrid: 0.5299 (0.5511) loss_class_1_hybrid: 0.9114 (0.9143) loss_bbox_1_hybrid: 0.2413 (0.2534) loss_giou_1_hybrid: 0.5093 (0.5333) loss_class_2_hybrid: 0.8652 (0.9007) loss_bbox_2_hybrid: 0.2384 (0.2484) loss_giou_2_hybrid: 0.4970 (0.5252) loss_class_3_hybrid: 0.8593 (0.8870) loss_bbox_3_hybrid: 0.2373 (0.2488) loss_giou_3_hybrid: 0.5025 (0.5243) loss_class_4_hybrid: 0.8678 (0.8826) loss_bbox_4_hybrid: 0.2358 (0.2489) loss_giou_4_hybrid: 0.4996 (0.5242) loss_class_enc_hybrid: 0.8850 (0.8785) loss_bbox_enc_hybrid: 0.3066 (0.3236) loss_giou_enc_hybrid: 0.6175 (0.6397) mem: 1029 max mem: 36964 [2024-01-14 18:18:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:19:25 det.util.engine] INFO: Epoch: [1] [8800/11727] eta: 0:51:32 lr: 0.000100 data_time: 0.0027 iter_time: 1.0435 loss: 32.2513 (33.1975) loss_class: 0.8740 (0.9011) loss_bbox: 0.2181 (0.2262) loss_giou: 0.4514 (0.4785) loss_class_0: 1.1324 (1.1621) loss_bbox_0: 0.2071 (0.2234) loss_giou_0: 0.4689 (0.4810) loss_class_1: 0.9932 (1.0247) loss_bbox_1: 0.2112 (0.2240) loss_giou_1: 0.4644 (0.4792) loss_class_2: 0.9786 (0.9599) loss_bbox_2: 0.2145 (0.2222) loss_giou_2: 0.4601 (0.4760) loss_class_3: 0.8936 (0.9211) loss_bbox_3: 0.2126 (0.2240) loss_giou_3: 0.4535 (0.4769) loss_class_4: 0.8780 (0.9034) loss_bbox_4: 0.2181 (0.2255) loss_giou_4: 0.4497 (0.4781) loss_class_enc: 1.0674 (1.0661) loss_bbox_enc: 0.2608 (0.2730) loss_giou_enc: 0.5378 (0.5571) loss_class_dn: 0.4602 (0.4882) loss_bbox_dn: 0.3558 (0.4054) loss_giou_dn: 0.5585 (0.5964) loss_class_dn_0: 0.5131 (0.5152) loss_bbox_dn_0: 0.4554 (0.5109) loss_giou_dn_0: 0.6971 (0.7409) loss_class_dn_1: 0.4726 (0.4875) loss_bbox_dn_1: 0.3793 (0.4316) loss_giou_dn_1: 0.5951 (0.6307) loss_class_dn_2: 0.4575 (0.4774) loss_bbox_dn_2: 0.3635 (0.4113) loss_giou_dn_2: 0.5678 (0.6036) loss_class_dn_3: 0.4524 (0.4778) loss_bbox_dn_3: 0.3562 (0.4067) loss_giou_dn_3: 0.5629 (0.5978) loss_class_dn_4: 0.4548 (0.4823) loss_bbox_dn_4: 0.3559 (0.4054) loss_giou_dn_4: 0.5583 (0.5963) loss_class_hybrid: 0.8823 (0.8835) loss_bbox_hybrid: 0.2362 (0.2486) loss_giou_hybrid: 0.5192 (0.5236) loss_class_0_hybrid: 0.9569 (0.9449) loss_bbox_0_hybrid: 0.2501 (0.2644) loss_giou_0_hybrid: 0.5297 (0.5510) loss_class_1_hybrid: 0.9223 (0.9144) loss_bbox_1_hybrid: 0.2447 (0.2534) loss_giou_1_hybrid: 0.5317 (0.5332) loss_class_2_hybrid: 0.8970 (0.9007) loss_bbox_2_hybrid: 0.2408 (0.2484) loss_giou_2_hybrid: 0.5237 (0.5251) loss_class_3_hybrid: 0.8791 (0.8870) loss_bbox_3_hybrid: 0.2377 (0.2488) loss_giou_3_hybrid: 0.5236 (0.5242) loss_class_4_hybrid: 0.8948 (0.8826) loss_bbox_4_hybrid: 0.2360 (0.2489) loss_giou_4_hybrid: 0.5170 (0.5241) loss_class_enc_hybrid: 0.8880 (0.8786) loss_bbox_enc_hybrid: 0.3041 (0.3236) loss_giou_enc_hybrid: 0.6088 (0.6395) mem: 1020 max mem: 36964 [2024-01-14 18:19:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:20:18 det.util.engine] INFO: Epoch: [1] [8850/11727] eta: 0:50:39 lr: 0.000100 data_time: 0.0032 iter_time: 1.0322 loss: 31.8379 (33.1901) loss_class: 0.8827 (0.9009) loss_bbox: 0.2064 (0.2262) loss_giou: 0.4435 (0.4785) loss_class_0: 1.0992 (1.1619) loss_bbox_0: 0.2073 (0.2234) loss_giou_0: 0.4689 (0.4810) loss_class_1: 1.0423 (1.0245) loss_bbox_1: 0.1998 (0.2240) loss_giou_1: 0.4482 (0.4791) loss_class_2: 0.9317 (0.9596) loss_bbox_2: 0.2106 (0.2222) loss_giou_2: 0.4514 (0.4759) loss_class_3: 0.8764 (0.9209) loss_bbox_3: 0.2071 (0.2240) loss_giou_3: 0.4471 (0.4768) loss_class_4: 0.8659 (0.9032) loss_bbox_4: 0.2029 (0.2255) loss_giou_4: 0.4443 (0.4780) loss_class_enc: 1.0155 (1.0658) loss_bbox_enc: 0.2689 (0.2730) loss_giou_enc: 0.5342 (0.5570) loss_class_dn: 0.4621 (0.4880) loss_bbox_dn: 0.3536 (0.4052) loss_giou_dn: 0.5647 (0.5963) loss_class_dn_0: 0.4993 (0.5151) loss_bbox_dn_0: 0.4493 (0.5107) loss_giou_dn_0: 0.7002 (0.7407) loss_class_dn_1: 0.4617 (0.4874) loss_bbox_dn_1: 0.3870 (0.4314) loss_giou_dn_1: 0.5987 (0.6305) loss_class_dn_2: 0.4470 (0.4773) loss_bbox_dn_2: 0.3647 (0.4112) loss_giou_dn_2: 0.5722 (0.6034) loss_class_dn_3: 0.4483 (0.4777) loss_bbox_dn_3: 0.3542 (0.4066) loss_giou_dn_3: 0.5677 (0.5976) loss_class_dn_4: 0.4528 (0.4822) loss_bbox_dn_4: 0.3535 (0.4052) loss_giou_dn_4: 0.5648 (0.5961) loss_class_hybrid: 0.8312 (0.8833) loss_bbox_hybrid: 0.2267 (0.2486) loss_giou_hybrid: 0.5133 (0.5236) loss_class_0_hybrid: 0.9225 (0.9447) loss_bbox_0_hybrid: 0.2429 (0.2643) loss_giou_0_hybrid: 0.5132 (0.5508) loss_class_1_hybrid: 0.8982 (0.9142) loss_bbox_1_hybrid: 0.2347 (0.2533) loss_giou_1_hybrid: 0.5182 (0.5331) loss_class_2_hybrid: 0.8696 (0.9005) loss_bbox_2_hybrid: 0.2237 (0.2483) loss_giou_2_hybrid: 0.5127 (0.5250) loss_class_3_hybrid: 0.8638 (0.8868) loss_bbox_3_hybrid: 0.2267 (0.2487) loss_giou_3_hybrid: 0.5136 (0.5241) loss_class_4_hybrid: 0.8267 (0.8824) loss_bbox_4_hybrid: 0.2274 (0.2489) loss_giou_4_hybrid: 0.5136 (0.5240) loss_class_enc_hybrid: 0.8888 (0.8785) loss_bbox_enc_hybrid: 0.2990 (0.3235) loss_giou_enc_hybrid: 0.6064 (0.6393) mem: 1018 max mem: 36964 [2024-01-14 18:20:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:21:10 det.util.engine] INFO: Epoch: [1] [8900/11727] eta: 0:49:46 lr: 0.000100 data_time: 0.0029 iter_time: 1.0266 loss: 32.0424 (33.1823) loss_class: 0.8660 (0.9008) loss_bbox: 0.2128 (0.2262) loss_giou: 0.4178 (0.4783) loss_class_0: 1.1959 (1.1618) loss_bbox_0: 0.2089 (0.2233) loss_giou_0: 0.4226 (0.4808) loss_class_1: 1.0296 (1.0244) loss_bbox_1: 0.2069 (0.2239) loss_giou_1: 0.4171 (0.4789) loss_class_2: 0.9938 (0.9596) loss_bbox_2: 0.1989 (0.2221) loss_giou_2: 0.4142 (0.4757) loss_class_3: 0.8694 (0.9208) loss_bbox_3: 0.2136 (0.2240) loss_giou_3: 0.4171 (0.4766) loss_class_4: 0.8652 (0.9031) loss_bbox_4: 0.2133 (0.2254) loss_giou_4: 0.4199 (0.4778) loss_class_enc: 1.0682 (1.0657) loss_bbox_enc: 0.2595 (0.2730) loss_giou_enc: 0.4937 (0.5568) loss_class_dn: 0.4690 (0.4879) loss_bbox_dn: 0.3807 (0.4051) loss_giou_dn: 0.5748 (0.5961) loss_class_dn_0: 0.5019 (0.5151) loss_bbox_dn_0: 0.4722 (0.5106) loss_giou_dn_0: 0.6998 (0.7405) loss_class_dn_1: 0.4729 (0.4873) loss_bbox_dn_1: 0.4053 (0.4313) loss_giou_dn_1: 0.6005 (0.6303) loss_class_dn_2: 0.4627 (0.4772) loss_bbox_dn_2: 0.3826 (0.4110) loss_giou_dn_2: 0.5793 (0.6032) loss_class_dn_3: 0.4617 (0.4775) loss_bbox_dn_3: 0.3817 (0.4064) loss_giou_dn_3: 0.5773 (0.5974) loss_class_dn_4: 0.4631 (0.4821) loss_bbox_dn_4: 0.3805 (0.4051) loss_giou_dn_4: 0.5746 (0.5959) loss_class_hybrid: 0.8604 (0.8832) loss_bbox_hybrid: 0.2333 (0.2486) loss_giou_hybrid: 0.4507 (0.5234) loss_class_0_hybrid: 0.9085 (0.9447) loss_bbox_0_hybrid: 0.2506 (0.2642) loss_giou_0_hybrid: 0.4853 (0.5507) loss_class_1_hybrid: 0.9085 (0.9141) loss_bbox_1_hybrid: 0.2291 (0.2533) loss_giou_1_hybrid: 0.4631 (0.5330) loss_class_2_hybrid: 0.8673 (0.9004) loss_bbox_2_hybrid: 0.2286 (0.2483) loss_giou_2_hybrid: 0.4580 (0.5248) loss_class_3_hybrid: 0.8418 (0.8866) loss_bbox_3_hybrid: 0.2284 (0.2487) loss_giou_3_hybrid: 0.4528 (0.5239) loss_class_4_hybrid: 0.8549 (0.8822) loss_bbox_4_hybrid: 0.2314 (0.2488) loss_giou_4_hybrid: 0.4501 (0.5239) loss_class_enc_hybrid: 0.8866 (0.8784) loss_bbox_enc_hybrid: 0.2951 (0.3234) loss_giou_enc_hybrid: 0.5638 (0.6391) mem: 1027 max mem: 36964 [2024-01-14 18:21:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:22:02 det.util.engine] INFO: Epoch: [1] [8950/11727] eta: 0:48:53 lr: 0.000100 data_time: 0.0030 iter_time: 1.0295 loss: 31.0450 (33.1758) loss_class: 0.8232 (0.9005) loss_bbox: 0.2032 (0.2261) loss_giou: 0.4368 (0.4783) loss_class_0: 1.0653 (1.1615) loss_bbox_0: 0.1960 (0.2232) loss_giou_0: 0.4422 (0.4808) loss_class_1: 0.9718 (1.0242) loss_bbox_1: 0.1987 (0.2238) loss_giou_1: 0.4518 (0.4789) loss_class_2: 0.8957 (0.9593) loss_bbox_2: 0.2071 (0.2221) loss_giou_2: 0.4555 (0.4758) loss_class_3: 0.8526 (0.9205) loss_bbox_3: 0.2165 (0.2239) loss_giou_3: 0.4468 (0.4767) loss_class_4: 0.8353 (0.9028) loss_bbox_4: 0.2057 (0.2254) loss_giou_4: 0.4369 (0.4779) loss_class_enc: 0.9772 (1.0653) loss_bbox_enc: 0.2465 (0.2729) loss_giou_enc: 0.5253 (0.5568) loss_class_dn: 0.4536 (0.4878) loss_bbox_dn: 0.3306 (0.4049) loss_giou_dn: 0.5558 (0.5960) loss_class_dn_0: 0.5080 (0.5151) loss_bbox_dn_0: 0.4278 (0.5103) loss_giou_dn_0: 0.6932 (0.7404) loss_class_dn_1: 0.4735 (0.4872) loss_bbox_dn_1: 0.3491 (0.4310) loss_giou_dn_1: 0.5897 (0.6302) loss_class_dn_2: 0.4553 (0.4771) loss_bbox_dn_2: 0.3342 (0.4108) loss_giou_dn_2: 0.5586 (0.6032) loss_class_dn_3: 0.4556 (0.4774) loss_bbox_dn_3: 0.3311 (0.4062) loss_giou_dn_3: 0.5547 (0.5973) loss_class_dn_4: 0.4569 (0.4820) loss_bbox_dn_4: 0.3306 (0.4049) loss_giou_dn_4: 0.5554 (0.5958) loss_class_hybrid: 0.8305 (0.8829) loss_bbox_hybrid: 0.2309 (0.2485) loss_giou_hybrid: 0.4637 (0.5235) loss_class_0_hybrid: 0.8661 (0.9444) loss_bbox_0_hybrid: 0.2373 (0.2642) loss_giou_0_hybrid: 0.5204 (0.5507) loss_class_1_hybrid: 0.8494 (0.9139) loss_bbox_1_hybrid: 0.2334 (0.2532) loss_giou_1_hybrid: 0.4822 (0.5330) loss_class_2_hybrid: 0.8307 (0.9001) loss_bbox_2_hybrid: 0.2287 (0.2482) loss_giou_2_hybrid: 0.4724 (0.5249) loss_class_3_hybrid: 0.8242 (0.8863) loss_bbox_3_hybrid: 0.2360 (0.2486) loss_giou_3_hybrid: 0.4678 (0.5240) loss_class_4_hybrid: 0.8295 (0.8819) loss_bbox_4_hybrid: 0.2310 (0.2488) loss_giou_4_hybrid: 0.4630 (0.5239) loss_class_enc_hybrid: 0.8342 (0.8782) loss_bbox_enc_hybrid: 0.2804 (0.3233) loss_giou_enc_hybrid: 0.5983 (0.6391) mem: 1032 max mem: 36964 [2024-01-14 18:22:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:22:55 det.util.engine] INFO: Epoch: [1] [9000/11727] eta: 0:48:00 lr: 0.000100 data_time: 0.0032 iter_time: 1.0307 loss: 33.3944 (33.1742) loss_class: 0.9182 (0.9005) loss_bbox: 0.2233 (0.2261) loss_giou: 0.4424 (0.4783) loss_class_0: 1.1583 (1.1614) loss_bbox_0: 0.2235 (0.2232) loss_giou_0: 0.4489 (0.4807) loss_class_1: 1.0417 (1.0242) loss_bbox_1: 0.2200 (0.2239) loss_giou_1: 0.4421 (0.4789) loss_class_2: 1.0132 (0.9592) loss_bbox_2: 0.2110 (0.2221) loss_giou_2: 0.4483 (0.4758) loss_class_3: 0.9259 (0.9205) loss_bbox_3: 0.2187 (0.2240) loss_giou_3: 0.4374 (0.4766) loss_class_4: 0.9074 (0.9028) loss_bbox_4: 0.2331 (0.2254) loss_giou_4: 0.4423 (0.4778) loss_class_enc: 1.0743 (1.0653) loss_bbox_enc: 0.2700 (0.2729) loss_giou_enc: 0.5353 (0.5568) loss_class_dn: 0.4719 (0.4877) loss_bbox_dn: 0.3513 (0.4048) loss_giou_dn: 0.5683 (0.5959) loss_class_dn_0: 0.5120 (0.5151) loss_bbox_dn_0: 0.4495 (0.5102) loss_giou_dn_0: 0.7069 (0.7402) loss_class_dn_1: 0.4747 (0.4872) loss_bbox_dn_1: 0.3713 (0.4310) loss_giou_dn_1: 0.6005 (0.6301) loss_class_dn_2: 0.4648 (0.4770) loss_bbox_dn_2: 0.3560 (0.4107) loss_giou_dn_2: 0.5785 (0.6030) loss_class_dn_3: 0.4605 (0.4774) loss_bbox_dn_3: 0.3529 (0.4061) loss_giou_dn_3: 0.5689 (0.5972) loss_class_dn_4: 0.4686 (0.4819) loss_bbox_dn_4: 0.3513 (0.4048) loss_giou_dn_4: 0.5685 (0.5957) loss_class_hybrid: 0.9227 (0.8829) loss_bbox_hybrid: 0.2420 (0.2485) loss_giou_hybrid: 0.4999 (0.5235) loss_class_0_hybrid: 0.9733 (0.9445) loss_bbox_0_hybrid: 0.2536 (0.2642) loss_giou_0_hybrid: 0.5290 (0.5507) loss_class_1_hybrid: 0.9439 (0.9139) loss_bbox_1_hybrid: 0.2460 (0.2532) loss_giou_1_hybrid: 0.5159 (0.5330) loss_class_2_hybrid: 0.9246 (0.9001) loss_bbox_2_hybrid: 0.2410 (0.2483) loss_giou_2_hybrid: 0.5099 (0.5249) loss_class_3_hybrid: 0.9262 (0.8863) loss_bbox_3_hybrid: 0.2375 (0.2487) loss_giou_3_hybrid: 0.4970 (0.5240) loss_class_4_hybrid: 0.9117 (0.8819) loss_bbox_4_hybrid: 0.2449 (0.2488) loss_giou_4_hybrid: 0.4958 (0.5239) loss_class_enc_hybrid: 0.8766 (0.8782) loss_bbox_enc_hybrid: 0.2995 (0.3232) loss_giou_enc_hybrid: 0.5979 (0.6390) mem: 1022 max mem: 36964 [2024-01-14 18:22:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:23:49 det.util.engine] INFO: Epoch: [1] [9050/11727] eta: 0:47:08 lr: 0.000100 data_time: 0.0031 iter_time: 1.1212 loss: 32.5779 (33.1712) loss_class: 0.9158 (0.9006) loss_bbox: 0.2041 (0.2262) loss_giou: 0.4541 (0.4781) loss_class_0: 1.1276 (1.1614) loss_bbox_0: 0.2048 (0.2232) loss_giou_0: 0.4672 (0.4805) loss_class_1: 1.0153 (1.0242) loss_bbox_1: 0.2009 (0.2239) loss_giou_1: 0.4593 (0.4787) loss_class_2: 0.9411 (0.9593) loss_bbox_2: 0.2047 (0.2221) loss_giou_2: 0.4577 (0.4756) loss_class_3: 0.9345 (0.9205) loss_bbox_3: 0.2061 (0.2240) loss_giou_3: 0.4564 (0.4764) loss_class_4: 0.9190 (0.9029) loss_bbox_4: 0.1982 (0.2254) loss_giou_4: 0.4541 (0.4776) loss_class_enc: 1.0530 (1.0652) loss_bbox_enc: 0.2527 (0.2729) loss_giou_enc: 0.5386 (0.5566) loss_class_dn: 0.4692 (0.4876) loss_bbox_dn: 0.3845 (0.4049) loss_giou_dn: 0.5800 (0.5957) loss_class_dn_0: 0.5131 (0.5150) loss_bbox_dn_0: 0.4816 (0.5103) loss_giou_dn_0: 0.7378 (0.7400) loss_class_dn_1: 0.4757 (0.4871) loss_bbox_dn_1: 0.4149 (0.4311) loss_giou_dn_1: 0.6249 (0.6299) loss_class_dn_2: 0.4584 (0.4770) loss_bbox_dn_2: 0.3929 (0.4108) loss_giou_dn_2: 0.5978 (0.6029) loss_class_dn_3: 0.4506 (0.4773) loss_bbox_dn_3: 0.3865 (0.4062) loss_giou_dn_3: 0.5832 (0.5971) loss_class_dn_4: 0.4631 (0.4818) loss_bbox_dn_4: 0.3846 (0.4049) loss_giou_dn_4: 0.5802 (0.5956) loss_class_hybrid: 0.8808 (0.8829) loss_bbox_hybrid: 0.2293 (0.2486) loss_giou_hybrid: 0.5022 (0.5232) loss_class_0_hybrid: 0.9995 (0.9446) loss_bbox_0_hybrid: 0.2389 (0.2642) loss_giou_0_hybrid: 0.5369 (0.5504) loss_class_1_hybrid: 0.9269 (0.9140) loss_bbox_1_hybrid: 0.2280 (0.2532) loss_giou_1_hybrid: 0.5087 (0.5328) loss_class_2_hybrid: 0.8918 (0.9001) loss_bbox_2_hybrid: 0.2241 (0.2483) loss_giou_2_hybrid: 0.5079 (0.5247) loss_class_3_hybrid: 0.8799 (0.8864) loss_bbox_3_hybrid: 0.2292 (0.2487) loss_giou_3_hybrid: 0.5043 (0.5238) loss_class_4_hybrid: 0.8720 (0.8820) loss_bbox_4_hybrid: 0.2323 (0.2488) loss_giou_4_hybrid: 0.5059 (0.5237) loss_class_enc_hybrid: 0.9299 (0.8783) loss_bbox_enc_hybrid: 0.2977 (0.3232) loss_giou_enc_hybrid: 0.6236 (0.6388) mem: 1019 max mem: 36964 [2024-01-14 18:23:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:24:42 det.util.engine] INFO: Epoch: [1] [9100/11727] eta: 0:46:15 lr: 0.000100 data_time: 0.0031 iter_time: 1.0172 loss: 31.6394 (33.1654) loss_class: 0.9067 (0.9006) loss_bbox: 0.1925 (0.2261) loss_giou: 0.4315 (0.4780) loss_class_0: 1.1404 (1.1613) loss_bbox_0: 0.1878 (0.2231) loss_giou_0: 0.4325 (0.4805) loss_class_1: 1.0052 (1.0241) loss_bbox_1: 0.1868 (0.2238) loss_giou_1: 0.4558 (0.4787) loss_class_2: 0.9397 (0.9592) loss_bbox_2: 0.1905 (0.2220) loss_giou_2: 0.4348 (0.4755) loss_class_3: 0.9163 (0.9205) loss_bbox_3: 0.1929 (0.2239) loss_giou_3: 0.4314 (0.4763) loss_class_4: 0.9049 (0.9029) loss_bbox_4: 0.1925 (0.2254) loss_giou_4: 0.4362 (0.4775) loss_class_enc: 1.0436 (1.0651) loss_bbox_enc: 0.2367 (0.2728) loss_giou_enc: 0.5218 (0.5565) loss_class_dn: 0.4661 (0.4876) loss_bbox_dn: 0.3376 (0.4047) loss_giou_dn: 0.5777 (0.5956) loss_class_dn_0: 0.4999 (0.5150) loss_bbox_dn_0: 0.4376 (0.5101) loss_giou_dn_0: 0.7041 (0.7399) loss_class_dn_1: 0.4759 (0.4871) loss_bbox_dn_1: 0.3630 (0.4308) loss_giou_dn_1: 0.6160 (0.6298) loss_class_dn_2: 0.4578 (0.4769) loss_bbox_dn_2: 0.3408 (0.4106) loss_giou_dn_2: 0.5865 (0.6028) loss_class_dn_3: 0.4541 (0.4772) loss_bbox_dn_3: 0.3393 (0.4060) loss_giou_dn_3: 0.5780 (0.5970) loss_class_dn_4: 0.4600 (0.4818) loss_bbox_dn_4: 0.3375 (0.4046) loss_giou_dn_4: 0.5775 (0.5955) loss_class_hybrid: 0.8538 (0.8828) loss_bbox_hybrid: 0.2164 (0.2485) loss_giou_hybrid: 0.4866 (0.5232) loss_class_0_hybrid: 0.9124 (0.9445) loss_bbox_0_hybrid: 0.2302 (0.2641) loss_giou_0_hybrid: 0.5170 (0.5504) loss_class_1_hybrid: 0.8834 (0.9139) loss_bbox_1_hybrid: 0.2150 (0.2531) loss_giou_1_hybrid: 0.4988 (0.5328) loss_class_2_hybrid: 0.8639 (0.9000) loss_bbox_2_hybrid: 0.2143 (0.2482) loss_giou_2_hybrid: 0.4928 (0.5247) loss_class_3_hybrid: 0.8387 (0.8862) loss_bbox_3_hybrid: 0.2164 (0.2486) loss_giou_3_hybrid: 0.4873 (0.5238) loss_class_4_hybrid: 0.8566 (0.8818) loss_bbox_4_hybrid: 0.2172 (0.2487) loss_giou_4_hybrid: 0.4877 (0.5237) loss_class_enc_hybrid: 0.8658 (0.8783) loss_bbox_enc_hybrid: 0.2845 (0.3231) loss_giou_enc_hybrid: 0.6081 (0.6387) mem: 1024 max mem: 36964 [2024-01-14 18:24:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:25:35 det.util.engine] INFO: Epoch: [1] [9150/11727] eta: 0:45:22 lr: 0.000100 data_time: 0.0033 iter_time: 1.0743 loss: 32.7241 (33.1592) loss_class: 0.8795 (0.9004) loss_bbox: 0.2029 (0.2260) loss_giou: 0.4709 (0.4779) loss_class_0: 1.1003 (1.1611) loss_bbox_0: 0.1972 (0.2230) loss_giou_0: 0.4918 (0.4804) loss_class_1: 0.9395 (1.0239) loss_bbox_1: 0.2005 (0.2237) loss_giou_1: 0.4887 (0.4786) loss_class_2: 0.9144 (0.9590) loss_bbox_2: 0.1966 (0.2220) loss_giou_2: 0.4694 (0.4755) loss_class_3: 0.9277 (0.9204) loss_bbox_3: 0.2030 (0.2238) loss_giou_3: 0.4664 (0.4763) loss_class_4: 0.8910 (0.9027) loss_bbox_4: 0.2028 (0.2253) loss_giou_4: 0.4715 (0.4775) loss_class_enc: 1.0298 (1.0650) loss_bbox_enc: 0.2482 (0.2727) loss_giou_enc: 0.5526 (0.5564) loss_class_dn: 0.4817 (0.4875) loss_bbox_dn: 0.3970 (0.4045) loss_giou_dn: 0.6106 (0.5955) loss_class_dn_0: 0.4997 (0.5150) loss_bbox_dn_0: 0.4671 (0.5099) loss_giou_dn_0: 0.7412 (0.7397) loss_class_dn_1: 0.4787 (0.4870) loss_bbox_dn_1: 0.4154 (0.4306) loss_giou_dn_1: 0.6465 (0.6297) loss_class_dn_2: 0.4689 (0.4768) loss_bbox_dn_2: 0.3978 (0.4104) loss_giou_dn_2: 0.6190 (0.6027) loss_class_dn_3: 0.4720 (0.4772) loss_bbox_dn_3: 0.3987 (0.4058) loss_giou_dn_3: 0.6124 (0.5968) loss_class_dn_4: 0.4790 (0.4817) loss_bbox_dn_4: 0.3972 (0.4045) loss_giou_dn_4: 0.6107 (0.5953) loss_class_hybrid: 0.8459 (0.8827) loss_bbox_hybrid: 0.2122 (0.2484) loss_giou_hybrid: 0.5344 (0.5232) loss_class_0_hybrid: 0.8952 (0.9444) loss_bbox_0_hybrid: 0.2358 (0.2640) loss_giou_0_hybrid: 0.5556 (0.5503) loss_class_1_hybrid: 0.8857 (0.9138) loss_bbox_1_hybrid: 0.2245 (0.2531) loss_giou_1_hybrid: 0.5398 (0.5327) loss_class_2_hybrid: 0.8768 (0.8999) loss_bbox_2_hybrid: 0.2162 (0.2482) loss_giou_2_hybrid: 0.5361 (0.5246) loss_class_3_hybrid: 0.8656 (0.8861) loss_bbox_3_hybrid: 0.2137 (0.2485) loss_giou_3_hybrid: 0.5331 (0.5237) loss_class_4_hybrid: 0.8515 (0.8817) loss_bbox_4_hybrid: 0.2135 (0.2487) loss_giou_4_hybrid: 0.5362 (0.5236) loss_class_enc_hybrid: 0.8887 (0.8782) loss_bbox_enc_hybrid: 0.2892 (0.3229) loss_giou_enc_hybrid: 0.6460 (0.6386) mem: 1033 max mem: 36964 [2024-01-14 18:25:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:26:28 det.util.engine] INFO: Epoch: [1] [9200/11727] eta: 0:44:29 lr: 0.000100 data_time: 0.0030 iter_time: 1.0606 loss: 31.9250 (33.1502) loss_class: 0.8279 (0.9001) loss_bbox: 0.2078 (0.2259) loss_giou: 0.4997 (0.4779) loss_class_0: 1.0588 (1.1607) loss_bbox_0: 0.2092 (0.2229) loss_giou_0: 0.4880 (0.4804) loss_class_1: 0.9411 (1.0235) loss_bbox_1: 0.2079 (0.2237) loss_giou_1: 0.4907 (0.4786) loss_class_2: 0.8905 (0.9586) loss_bbox_2: 0.2058 (0.2219) loss_giou_2: 0.4946 (0.4755) loss_class_3: 0.8597 (0.9200) loss_bbox_3: 0.2032 (0.2237) loss_giou_3: 0.5009 (0.4763) loss_class_4: 0.8561 (0.9024) loss_bbox_4: 0.2048 (0.2252) loss_giou_4: 0.4971 (0.4775) loss_class_enc: 0.9843 (1.0646) loss_bbox_enc: 0.2481 (0.2726) loss_giou_enc: 0.5762 (0.5564) loss_class_dn: 0.4614 (0.4874) loss_bbox_dn: 0.3205 (0.4042) loss_giou_dn: 0.5811 (0.5953) loss_class_dn_0: 0.5040 (0.5149) loss_bbox_dn_0: 0.4447 (0.5096) loss_giou_dn_0: 0.7166 (0.7395) loss_class_dn_1: 0.4689 (0.4869) loss_bbox_dn_1: 0.3563 (0.4304) loss_giou_dn_1: 0.6113 (0.6295) loss_class_dn_2: 0.4547 (0.4767) loss_bbox_dn_2: 0.3215 (0.4101) loss_giou_dn_2: 0.5937 (0.6025) loss_class_dn_3: 0.4522 (0.4770) loss_bbox_dn_3: 0.3209 (0.4055) loss_giou_dn_3: 0.5805 (0.5967) loss_class_dn_4: 0.4576 (0.4815) loss_bbox_dn_4: 0.3204 (0.4042) loss_giou_dn_4: 0.5815 (0.5952) loss_class_hybrid: 0.8358 (0.8824) loss_bbox_hybrid: 0.2325 (0.2483) loss_giou_hybrid: 0.5293 (0.5231) loss_class_0_hybrid: 0.8599 (0.9441) loss_bbox_0_hybrid: 0.2483 (0.2639) loss_giou_0_hybrid: 0.5508 (0.5503) loss_class_1_hybrid: 0.8491 (0.9135) loss_bbox_1_hybrid: 0.2375 (0.2530) loss_giou_1_hybrid: 0.5327 (0.5327) loss_class_2_hybrid: 0.8586 (0.8996) loss_bbox_2_hybrid: 0.2343 (0.2481) loss_giou_2_hybrid: 0.5281 (0.5246) loss_class_3_hybrid: 0.8375 (0.8859) loss_bbox_3_hybrid: 0.2247 (0.2485) loss_giou_3_hybrid: 0.5254 (0.5237) loss_class_4_hybrid: 0.8460 (0.8815) loss_bbox_4_hybrid: 0.2313 (0.2486) loss_giou_4_hybrid: 0.5261 (0.5236) loss_class_enc_hybrid: 0.8538 (0.8781) loss_bbox_enc_hybrid: 0.2882 (0.3228) loss_giou_enc_hybrid: 0.6375 (0.6384) mem: 1020 max mem: 36964 [2024-01-14 18:26:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:27:21 det.util.engine] INFO: Epoch: [1] [9250/11727] eta: 0:43:36 lr: 0.000100 data_time: 0.0035 iter_time: 1.0428 loss: 31.4531 (33.1446) loss_class: 0.8319 (0.9001) loss_bbox: 0.1876 (0.2259) loss_giou: 0.4888 (0.4779) loss_class_0: 1.0931 (1.1605) loss_bbox_0: 0.1996 (0.2229) loss_giou_0: 0.4784 (0.4804) loss_class_1: 0.9210 (1.0233) loss_bbox_1: 0.1998 (0.2236) loss_giou_1: 0.4889 (0.4786) loss_class_2: 0.8728 (0.9584) loss_bbox_2: 0.1958 (0.2219) loss_giou_2: 0.4950 (0.4754) loss_class_3: 0.8410 (0.9199) loss_bbox_3: 0.1878 (0.2237) loss_giou_3: 0.4923 (0.4762) loss_class_4: 0.8397 (0.9023) loss_bbox_4: 0.1883 (0.2252) loss_giou_4: 0.4884 (0.4774) loss_class_enc: 0.9703 (1.0643) loss_bbox_enc: 0.2466 (0.2725) loss_giou_enc: 0.5538 (0.5563) loss_class_dn: 0.4596 (0.4873) loss_bbox_dn: 0.3385 (0.4040) loss_giou_dn: 0.5604 (0.5952) loss_class_dn_0: 0.5018 (0.5149) loss_bbox_dn_0: 0.4442 (0.5094) loss_giou_dn_0: 0.7136 (0.7394) loss_class_dn_1: 0.4724 (0.4869) loss_bbox_dn_1: 0.3664 (0.4302) loss_giou_dn_1: 0.5950 (0.6294) loss_class_dn_2: 0.4575 (0.4767) loss_bbox_dn_2: 0.3457 (0.4099) loss_giou_dn_2: 0.5690 (0.6024) loss_class_dn_3: 0.4568 (0.4770) loss_bbox_dn_3: 0.3394 (0.4053) loss_giou_dn_3: 0.5624 (0.5966) loss_class_dn_4: 0.4578 (0.4815) loss_bbox_dn_4: 0.3384 (0.4040) loss_giou_dn_4: 0.5602 (0.5951) loss_class_hybrid: 0.8162 (0.8823) loss_bbox_hybrid: 0.2164 (0.2483) loss_giou_hybrid: 0.5303 (0.5231) loss_class_0_hybrid: 0.8717 (0.9441) loss_bbox_0_hybrid: 0.2307 (0.2638) loss_giou_0_hybrid: 0.5485 (0.5502) loss_class_1_hybrid: 0.8349 (0.9134) loss_bbox_1_hybrid: 0.2202 (0.2529) loss_giou_1_hybrid: 0.5352 (0.5326) loss_class_2_hybrid: 0.8178 (0.8995) loss_bbox_2_hybrid: 0.2152 (0.2480) loss_giou_2_hybrid: 0.5312 (0.5246) loss_class_3_hybrid: 0.8206 (0.8858) loss_bbox_3_hybrid: 0.2173 (0.2484) loss_giou_3_hybrid: 0.5283 (0.5236) loss_class_4_hybrid: 0.8121 (0.8813) loss_bbox_4_hybrid: 0.2154 (0.2485) loss_giou_4_hybrid: 0.5270 (0.5235) loss_class_enc_hybrid: 0.8227 (0.8780) loss_bbox_enc_hybrid: 0.2923 (0.3227) loss_giou_enc_hybrid: 0.6245 (0.6383) mem: 1036 max mem: 36964 [2024-01-14 18:27:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:28:14 det.util.engine] INFO: Epoch: [1] [9300/11727] eta: 0:42:44 lr: 0.000100 data_time: 0.0032 iter_time: 1.0765 loss: 32.0137 (33.1390) loss_class: 0.8680 (0.9000) loss_bbox: 0.2252 (0.2258) loss_giou: 0.4221 (0.4778) loss_class_0: 1.1031 (1.1603) loss_bbox_0: 0.2179 (0.2228) loss_giou_0: 0.4414 (0.4803) loss_class_1: 0.9687 (1.0231) loss_bbox_1: 0.2138 (0.2236) loss_giou_1: 0.4280 (0.4785) loss_class_2: 0.9168 (0.9583) loss_bbox_2: 0.2134 (0.2218) loss_giou_2: 0.4254 (0.4754) loss_class_3: 0.8949 (0.9198) loss_bbox_3: 0.2172 (0.2236) loss_giou_3: 0.4091 (0.4761) loss_class_4: 0.8741 (0.9022) loss_bbox_4: 0.2299 (0.2251) loss_giou_4: 0.4224 (0.4774) loss_class_enc: 1.0250 (1.0642) loss_bbox_enc: 0.2729 (0.2724) loss_giou_enc: 0.5164 (0.5562) loss_class_dn: 0.4617 (0.4872) loss_bbox_dn: 0.3684 (0.4040) loss_giou_dn: 0.5572 (0.5951) loss_class_dn_0: 0.5179 (0.5149) loss_bbox_dn_0: 0.4862 (0.5093) loss_giou_dn_0: 0.7014 (0.7392) loss_class_dn_1: 0.4749 (0.4868) loss_bbox_dn_1: 0.3992 (0.4301) loss_giou_dn_1: 0.5855 (0.6292) loss_class_dn_2: 0.4610 (0.4766) loss_bbox_dn_2: 0.3770 (0.4099) loss_giou_dn_2: 0.5652 (0.6023) loss_class_dn_3: 0.4572 (0.4769) loss_bbox_dn_3: 0.3716 (0.4053) loss_giou_dn_3: 0.5583 (0.5964) loss_class_dn_4: 0.4580 (0.4814) loss_bbox_dn_4: 0.3683 (0.4039) loss_giou_dn_4: 0.5570 (0.5949) loss_class_hybrid: 0.8083 (0.8822) loss_bbox_hybrid: 0.2333 (0.2482) loss_giou_hybrid: 0.4466 (0.5230) loss_class_0_hybrid: 0.9182 (0.9440) loss_bbox_0_hybrid: 0.2544 (0.2638) loss_giou_0_hybrid: 0.4676 (0.5501) loss_class_1_hybrid: 0.8778 (0.9133) loss_bbox_1_hybrid: 0.2378 (0.2529) loss_giou_1_hybrid: 0.4625 (0.5325) loss_class_2_hybrid: 0.8290 (0.8993) loss_bbox_2_hybrid: 0.2344 (0.2479) loss_giou_2_hybrid: 0.4497 (0.5245) loss_class_3_hybrid: 0.8204 (0.8857) loss_bbox_3_hybrid: 0.2297 (0.2483) loss_giou_3_hybrid: 0.4434 (0.5235) loss_class_4_hybrid: 0.8130 (0.8812) loss_bbox_4_hybrid: 0.2330 (0.2485) loss_giou_4_hybrid: 0.4464 (0.5234) loss_class_enc_hybrid: 0.8555 (0.8780) loss_bbox_enc_hybrid: 0.3161 (0.3226) loss_giou_enc_hybrid: 0.5542 (0.6382) mem: 1015 max mem: 36964 [2024-01-14 18:28:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:29:07 det.util.engine] INFO: Epoch: [1] [9350/11727] eta: 0:41:51 lr: 0.000100 data_time: 0.0038 iter_time: 1.0499 loss: 32.2262 (33.1329) loss_class: 0.8240 (0.8998) loss_bbox: 0.2144 (0.2258) loss_giou: 0.4595 (0.4777) loss_class_0: 1.0243 (1.1599) loss_bbox_0: 0.2219 (0.2228) loss_giou_0: 0.4529 (0.4803) loss_class_1: 0.9666 (1.0228) loss_bbox_1: 0.2132 (0.2235) loss_giou_1: 0.4518 (0.4785) loss_class_2: 0.8694 (0.9581) loss_bbox_2: 0.2134 (0.2218) loss_giou_2: 0.4606 (0.4753) loss_class_3: 0.8399 (0.9196) loss_bbox_3: 0.2064 (0.2236) loss_giou_3: 0.4535 (0.4761) loss_class_4: 0.8322 (0.9021) loss_bbox_4: 0.2144 (0.2251) loss_giou_4: 0.4506 (0.4773) loss_class_enc: 1.0007 (1.0639) loss_bbox_enc: 0.2478 (0.2723) loss_giou_enc: 0.5272 (0.5561) loss_class_dn: 0.4612 (0.4871) loss_bbox_dn: 0.3704 (0.4038) loss_giou_dn: 0.5979 (0.5950) loss_class_dn_0: 0.5095 (0.5148) loss_bbox_dn_0: 0.4559 (0.5090) loss_giou_dn_0: 0.7382 (0.7391) loss_class_dn_1: 0.4682 (0.4868) loss_bbox_dn_1: 0.3931 (0.4299) loss_giou_dn_1: 0.6287 (0.6291) loss_class_dn_2: 0.4503 (0.4765) loss_bbox_dn_2: 0.3799 (0.4096) loss_giou_dn_2: 0.5991 (0.6022) loss_class_dn_3: 0.4475 (0.4768) loss_bbox_dn_3: 0.3741 (0.4051) loss_giou_dn_3: 0.5988 (0.5964) loss_class_dn_4: 0.4552 (0.4813) loss_bbox_dn_4: 0.3703 (0.4037) loss_giou_dn_4: 0.5978 (0.5949) loss_class_hybrid: 0.8145 (0.8820) loss_bbox_hybrid: 0.2322 (0.2482) loss_giou_hybrid: 0.4949 (0.5230) loss_class_0_hybrid: 0.9217 (0.9439) loss_bbox_0_hybrid: 0.2491 (0.2637) loss_giou_0_hybrid: 0.5326 (0.5500) loss_class_1_hybrid: 0.8663 (0.9132) loss_bbox_1_hybrid: 0.2271 (0.2528) loss_giou_1_hybrid: 0.4991 (0.5325) loss_class_2_hybrid: 0.8449 (0.8992) loss_bbox_2_hybrid: 0.2333 (0.2479) loss_giou_2_hybrid: 0.4989 (0.5244) loss_class_3_hybrid: 0.8297 (0.8855) loss_bbox_3_hybrid: 0.2336 (0.2483) loss_giou_3_hybrid: 0.4952 (0.5235) loss_class_4_hybrid: 0.8269 (0.8811) loss_bbox_4_hybrid: 0.2326 (0.2484) loss_giou_4_hybrid: 0.4939 (0.5234) loss_class_enc_hybrid: 0.8603 (0.8779) loss_bbox_enc_hybrid: 0.3098 (0.3225) loss_giou_enc_hybrid: 0.6018 (0.6381) mem: 1029 max mem: 36964 [2024-01-14 18:29:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:30:00 det.util.engine] INFO: Epoch: [1] [9400/11727] eta: 0:40:58 lr: 0.000100 data_time: 0.0033 iter_time: 1.0540 loss: 31.6779 (33.1265) loss_class: 0.8736 (0.8998) loss_bbox: 0.2114 (0.2257) loss_giou: 0.4396 (0.4775) loss_class_0: 1.0876 (1.1598) loss_bbox_0: 0.2074 (0.2227) loss_giou_0: 0.4472 (0.4801) loss_class_1: 0.9836 (1.0228) loss_bbox_1: 0.2066 (0.2235) loss_giou_1: 0.4515 (0.4783) loss_class_2: 0.9141 (0.9580) loss_bbox_2: 0.2087 (0.2217) loss_giou_2: 0.4437 (0.4751) loss_class_3: 0.8976 (0.9196) loss_bbox_3: 0.2164 (0.2235) loss_giou_3: 0.4383 (0.4759) loss_class_4: 0.8811 (0.9021) loss_bbox_4: 0.2147 (0.2250) loss_giou_4: 0.4434 (0.4771) loss_class_enc: 1.0312 (1.0639) loss_bbox_enc: 0.2361 (0.2723) loss_giou_enc: 0.5151 (0.5559) loss_class_dn: 0.4701 (0.4870) loss_bbox_dn: 0.3802 (0.4037) loss_giou_dn: 0.5671 (0.5948) loss_class_dn_0: 0.5060 (0.5148) loss_bbox_dn_0: 0.5174 (0.5090) loss_giou_dn_0: 0.7245 (0.7389) loss_class_dn_1: 0.4728 (0.4867) loss_bbox_dn_1: 0.4190 (0.4299) loss_giou_dn_1: 0.6084 (0.6289) loss_class_dn_2: 0.4635 (0.4764) loss_bbox_dn_2: 0.3875 (0.4096) loss_giou_dn_2: 0.5795 (0.6020) loss_class_dn_3: 0.4604 (0.4767) loss_bbox_dn_3: 0.3790 (0.4050) loss_giou_dn_3: 0.5679 (0.5962) loss_class_dn_4: 0.4637 (0.4812) loss_bbox_dn_4: 0.3804 (0.4037) loss_giou_dn_4: 0.5669 (0.5947) loss_class_hybrid: 0.8682 (0.8820) loss_bbox_hybrid: 0.2329 (0.2481) loss_giou_hybrid: 0.4890 (0.5227) loss_class_0_hybrid: 0.9120 (0.9439) loss_bbox_0_hybrid: 0.2448 (0.2636) loss_giou_0_hybrid: 0.5021 (0.5498) loss_class_1_hybrid: 0.8937 (0.9132) loss_bbox_1_hybrid: 0.2308 (0.2528) loss_giou_1_hybrid: 0.4968 (0.5322) loss_class_2_hybrid: 0.8695 (0.8992) loss_bbox_2_hybrid: 0.2298 (0.2478) loss_giou_2_hybrid: 0.4923 (0.5242) loss_class_3_hybrid: 0.8668 (0.8855) loss_bbox_3_hybrid: 0.2335 (0.2482) loss_giou_3_hybrid: 0.4878 (0.5232) loss_class_4_hybrid: 0.8637 (0.8810) loss_bbox_4_hybrid: 0.2344 (0.2484) loss_giou_4_hybrid: 0.4883 (0.5232) loss_class_enc_hybrid: 0.8568 (0.8779) loss_bbox_enc_hybrid: 0.3039 (0.3224) loss_giou_enc_hybrid: 0.5890 (0.6378) mem: 1026 max mem: 36964 [2024-01-14 18:30:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:30:53 det.util.engine] INFO: Epoch: [1] [9450/11727] eta: 0:40:05 lr: 0.000100 data_time: 0.0031 iter_time: 1.0799 loss: 32.4148 (33.1189) loss_class: 0.8801 (0.8996) loss_bbox: 0.2154 (0.2257) loss_giou: 0.4370 (0.4774) loss_class_0: 1.1227 (1.1596) loss_bbox_0: 0.2035 (0.2227) loss_giou_0: 0.4339 (0.4799) loss_class_1: 1.0068 (1.0225) loss_bbox_1: 0.2068 (0.2234) loss_giou_1: 0.4373 (0.4782) loss_class_2: 0.9543 (0.9578) loss_bbox_2: 0.1996 (0.2216) loss_giou_2: 0.4307 (0.4750) loss_class_3: 0.9296 (0.9194) loss_bbox_3: 0.2064 (0.2235) loss_giou_3: 0.4315 (0.4758) loss_class_4: 0.8777 (0.9019) loss_bbox_4: 0.2154 (0.2250) loss_giou_4: 0.4369 (0.4770) loss_class_enc: 1.0257 (1.0637) loss_bbox_enc: 0.2608 (0.2722) loss_giou_enc: 0.5185 (0.5557) loss_class_dn: 0.4899 (0.4869) loss_bbox_dn: 0.3609 (0.4035) loss_giou_dn: 0.5711 (0.5946) loss_class_dn_0: 0.5198 (0.5148) loss_bbox_dn_0: 0.4554 (0.5089) loss_giou_dn_0: 0.7035 (0.7387) loss_class_dn_1: 0.4891 (0.4866) loss_bbox_dn_1: 0.3819 (0.4297) loss_giou_dn_1: 0.6021 (0.6287) loss_class_dn_2: 0.4789 (0.4764) loss_bbox_dn_2: 0.3705 (0.4094) loss_giou_dn_2: 0.5769 (0.6018) loss_class_dn_3: 0.4782 (0.4766) loss_bbox_dn_3: 0.3634 (0.4048) loss_giou_dn_3: 0.5697 (0.5960) loss_class_dn_4: 0.4848 (0.4811) loss_bbox_dn_4: 0.3606 (0.4035) loss_giou_dn_4: 0.5715 (0.5945) loss_class_hybrid: 0.8680 (0.8819) loss_bbox_hybrid: 0.2284 (0.2480) loss_giou_hybrid: 0.4697 (0.5225) loss_class_0_hybrid: 0.9460 (0.9438) loss_bbox_0_hybrid: 0.2519 (0.2635) loss_giou_0_hybrid: 0.4978 (0.5496) loss_class_1_hybrid: 0.9162 (0.9131) loss_bbox_1_hybrid: 0.2320 (0.2527) loss_giou_1_hybrid: 0.4774 (0.5321) loss_class_2_hybrid: 0.9083 (0.8991) loss_bbox_2_hybrid: 0.2300 (0.2478) loss_giou_2_hybrid: 0.4731 (0.5240) loss_class_3_hybrid: 0.8669 (0.8854) loss_bbox_3_hybrid: 0.2246 (0.2481) loss_giou_3_hybrid: 0.4699 (0.5231) loss_class_4_hybrid: 0.8893 (0.8809) loss_bbox_4_hybrid: 0.2235 (0.2483) loss_giou_4_hybrid: 0.4709 (0.5230) loss_class_enc_hybrid: 0.8835 (0.8779) loss_bbox_enc_hybrid: 0.3102 (0.3223) loss_giou_enc_hybrid: 0.5605 (0.6376) mem: 1028 max mem: 36964 [2024-01-14 18:30:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:31:46 det.util.engine] INFO: Epoch: [1] [9500/11727] eta: 0:39:13 lr: 0.000100 data_time: 0.0033 iter_time: 1.0393 loss: 31.5193 (33.1153) loss_class: 0.8370 (0.8995) loss_bbox: 0.2097 (0.2257) loss_giou: 0.5108 (0.4773) loss_class_0: 1.0516 (1.1594) loss_bbox_0: 0.2108 (0.2227) loss_giou_0: 0.5075 (0.4799) loss_class_1: 0.9352 (1.0224) loss_bbox_1: 0.1996 (0.2234) loss_giou_1: 0.5106 (0.4781) loss_class_2: 0.8964 (0.9577) loss_bbox_2: 0.2014 (0.2216) loss_giou_2: 0.5080 (0.4750) loss_class_3: 0.8656 (0.9193) loss_bbox_3: 0.2038 (0.2235) loss_giou_3: 0.5071 (0.4757) loss_class_4: 0.8599 (0.9018) loss_bbox_4: 0.2122 (0.2250) loss_giou_4: 0.5099 (0.4769) loss_class_enc: 0.9794 (1.0636) loss_bbox_enc: 0.2342 (0.2722) loss_giou_enc: 0.5608 (0.5557) loss_class_dn: 0.4505 (0.4868) loss_bbox_dn: 0.3193 (0.4035) loss_giou_dn: 0.5667 (0.5945) loss_class_dn_0: 0.5048 (0.5148) loss_bbox_dn_0: 0.4035 (0.5088) loss_giou_dn_0: 0.6917 (0.7385) loss_class_dn_1: 0.4738 (0.4866) loss_bbox_dn_1: 0.3279 (0.4296) loss_giou_dn_1: 0.5972 (0.6286) loss_class_dn_2: 0.4600 (0.4763) loss_bbox_dn_2: 0.3186 (0.4094) loss_giou_dn_2: 0.5811 (0.6017) loss_class_dn_3: 0.4491 (0.4765) loss_bbox_dn_3: 0.3197 (0.4048) loss_giou_dn_3: 0.5658 (0.5958) loss_class_dn_4: 0.4489 (0.4810) loss_bbox_dn_4: 0.3193 (0.4035) loss_giou_dn_4: 0.5668 (0.5943) loss_class_hybrid: 0.8376 (0.8819) loss_bbox_hybrid: 0.2325 (0.2480) loss_giou_hybrid: 0.5384 (0.5225) loss_class_0_hybrid: 0.8993 (0.9439) loss_bbox_0_hybrid: 0.2375 (0.2635) loss_giou_0_hybrid: 0.5667 (0.5495) loss_class_1_hybrid: 0.8520 (0.9131) loss_bbox_1_hybrid: 0.2364 (0.2526) loss_giou_1_hybrid: 0.5426 (0.5320) loss_class_2_hybrid: 0.8507 (0.8991) loss_bbox_2_hybrid: 0.2340 (0.2477) loss_giou_2_hybrid: 0.5427 (0.5240) loss_class_3_hybrid: 0.8253 (0.8854) loss_bbox_3_hybrid: 0.2331 (0.2481) loss_giou_3_hybrid: 0.5353 (0.5230) loss_class_4_hybrid: 0.8145 (0.8809) loss_bbox_4_hybrid: 0.2315 (0.2483) loss_giou_4_hybrid: 0.5377 (0.5229) loss_class_enc_hybrid: 0.8353 (0.8780) loss_bbox_enc_hybrid: 0.2865 (0.3223) loss_giou_enc_hybrid: 0.6328 (0.6374) mem: 1020 max mem: 36964 [2024-01-14 18:31:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:32:40 det.util.engine] INFO: Epoch: [1] [9550/11727] eta: 0:38:20 lr: 0.000100 data_time: 0.0035 iter_time: 1.0852 loss: 30.7966 (33.1077) loss_class: 0.8529 (0.8994) loss_bbox: 0.1911 (0.2256) loss_giou: 0.4405 (0.4772) loss_class_0: 1.0708 (1.1592) loss_bbox_0: 0.2041 (0.2226) loss_giou_0: 0.4515 (0.4797) loss_class_1: 0.9305 (1.0222) loss_bbox_1: 0.2072 (0.2233) loss_giou_1: 0.4472 (0.4780) loss_class_2: 0.9128 (0.9575) loss_bbox_2: 0.1981 (0.2216) loss_giou_2: 0.4384 (0.4748) loss_class_3: 0.8538 (0.9192) loss_bbox_3: 0.1950 (0.2234) loss_giou_3: 0.4429 (0.4756) loss_class_4: 0.8347 (0.9017) loss_bbox_4: 0.1971 (0.2249) loss_giou_4: 0.4410 (0.4768) loss_class_enc: 1.0163 (1.0635) loss_bbox_enc: 0.2496 (0.2721) loss_giou_enc: 0.5121 (0.5555) loss_class_dn: 0.4573 (0.4867) loss_bbox_dn: 0.3533 (0.4033) loss_giou_dn: 0.5415 (0.5943) loss_class_dn_0: 0.5119 (0.5148) loss_bbox_dn_0: 0.4395 (0.5086) loss_giou_dn_0: 0.6820 (0.7383) loss_class_dn_1: 0.4778 (0.4866) loss_bbox_dn_1: 0.3739 (0.4294) loss_giou_dn_1: 0.5723 (0.6283) loss_class_dn_2: 0.4646 (0.4762) loss_bbox_dn_2: 0.3574 (0.4091) loss_giou_dn_2: 0.5516 (0.6014) loss_class_dn_3: 0.4577 (0.4765) loss_bbox_dn_3: 0.3537 (0.4046) loss_giou_dn_3: 0.5437 (0.5956) loss_class_dn_4: 0.4601 (0.4809) loss_bbox_dn_4: 0.3534 (0.4033) loss_giou_dn_4: 0.5414 (0.5941) loss_class_hybrid: 0.8404 (0.8819) loss_bbox_hybrid: 0.2251 (0.2479) loss_giou_hybrid: 0.4706 (0.5223) loss_class_0_hybrid: 0.8965 (0.9439) loss_bbox_0_hybrid: 0.2291 (0.2634) loss_giou_0_hybrid: 0.4973 (0.5493) loss_class_1_hybrid: 0.8790 (0.9131) loss_bbox_1_hybrid: 0.2210 (0.2526) loss_giou_1_hybrid: 0.4775 (0.5318) loss_class_2_hybrid: 0.8401 (0.8991) loss_bbox_2_hybrid: 0.2120 (0.2477) loss_giou_2_hybrid: 0.4704 (0.5238) loss_class_3_hybrid: 0.8491 (0.8854) loss_bbox_3_hybrid: 0.2172 (0.2480) loss_giou_3_hybrid: 0.4677 (0.5228) loss_class_4_hybrid: 0.8341 (0.8809) loss_bbox_4_hybrid: 0.2234 (0.2482) loss_giou_4_hybrid: 0.4669 (0.5227) loss_class_enc_hybrid: 0.8522 (0.8780) loss_bbox_enc_hybrid: 0.2919 (0.3222) loss_giou_enc_hybrid: 0.5828 (0.6372) mem: 1022 max mem: 36964 [2024-01-14 18:32:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:33:33 det.util.engine] INFO: Epoch: [1] [9600/11727] eta: 0:37:27 lr: 0.000100 data_time: 0.0033 iter_time: 1.0719 loss: 31.3033 (33.1008) loss_class: 0.8557 (0.8991) loss_bbox: 0.1993 (0.2255) loss_giou: 0.4564 (0.4773) loss_class_0: 1.0501 (1.1588) loss_bbox_0: 0.1866 (0.2225) loss_giou_0: 0.4697 (0.4798) loss_class_1: 0.9788 (1.0219) loss_bbox_1: 0.1884 (0.2232) loss_giou_1: 0.4707 (0.4781) loss_class_2: 0.8693 (0.9572) loss_bbox_2: 0.1953 (0.2215) loss_giou_2: 0.4700 (0.4749) loss_class_3: 0.8380 (0.9189) loss_bbox_3: 0.1896 (0.2233) loss_giou_3: 0.4615 (0.4756) loss_class_4: 0.8372 (0.9014) loss_bbox_4: 0.1947 (0.2248) loss_giou_4: 0.4567 (0.4769) loss_class_enc: 0.9703 (1.0633) loss_bbox_enc: 0.2207 (0.2720) loss_giou_enc: 0.5430 (0.5555) loss_class_dn: 0.4529 (0.4866) loss_bbox_dn: 0.3070 (0.4029) loss_giou_dn: 0.5739 (0.5942) loss_class_dn_0: 0.5082 (0.5147) loss_bbox_dn_0: 0.3968 (0.5083) loss_giou_dn_0: 0.7019 (0.7382) loss_class_dn_1: 0.4638 (0.4865) loss_bbox_dn_1: 0.3455 (0.4291) loss_giou_dn_1: 0.6069 (0.6283) loss_class_dn_2: 0.4454 (0.4761) loss_bbox_dn_2: 0.3113 (0.4088) loss_giou_dn_2: 0.5800 (0.6014) loss_class_dn_3: 0.4429 (0.4763) loss_bbox_dn_3: 0.3077 (0.4042) loss_giou_dn_3: 0.5747 (0.5955) loss_class_dn_4: 0.4434 (0.4808) loss_bbox_dn_4: 0.3069 (0.4029) loss_giou_dn_4: 0.5741 (0.5941) loss_class_hybrid: 0.8179 (0.8816) loss_bbox_hybrid: 0.2045 (0.2478) loss_giou_hybrid: 0.5081 (0.5224) loss_class_0_hybrid: 0.8711 (0.9436) loss_bbox_0_hybrid: 0.2055 (0.2633) loss_giou_0_hybrid: 0.5388 (0.5494) loss_class_1_hybrid: 0.8607 (0.9129) loss_bbox_1_hybrid: 0.2068 (0.2524) loss_giou_1_hybrid: 0.5221 (0.5319) loss_class_2_hybrid: 0.8355 (0.8988) loss_bbox_2_hybrid: 0.2072 (0.2476) loss_giou_2_hybrid: 0.5106 (0.5239) loss_class_3_hybrid: 0.8253 (0.8852) loss_bbox_3_hybrid: 0.2037 (0.2479) loss_giou_3_hybrid: 0.5079 (0.5229) loss_class_4_hybrid: 0.8226 (0.8807) loss_bbox_4_hybrid: 0.2020 (0.2481) loss_giou_4_hybrid: 0.5040 (0.5229) loss_class_enc_hybrid: 0.8114 (0.8779) loss_bbox_enc_hybrid: 0.2476 (0.3220) loss_giou_enc_hybrid: 0.6388 (0.6373) mem: 1022 max mem: 36964 [2024-01-14 18:33:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:34:25 det.util.engine] INFO: Epoch: [1] [9650/11727] eta: 0:36:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.0691 loss: 30.9659 (33.0930) loss_class: 0.8145 (0.8989) loss_bbox: 0.2145 (0.2254) loss_giou: 0.4531 (0.4771) loss_class_0: 1.1102 (1.1585) loss_bbox_0: 0.2054 (0.2224) loss_giou_0: 0.4496 (0.4797) loss_class_1: 0.9116 (1.0216) loss_bbox_1: 0.2013 (0.2232) loss_giou_1: 0.4375 (0.4779) loss_class_2: 0.8815 (0.9570) loss_bbox_2: 0.2014 (0.2214) loss_giou_2: 0.4446 (0.4748) loss_class_3: 0.8493 (0.9188) loss_bbox_3: 0.1872 (0.2232) loss_giou_3: 0.4353 (0.4755) loss_class_4: 0.8182 (0.9012) loss_bbox_4: 0.2110 (0.2247) loss_giou_4: 0.4535 (0.4767) loss_class_enc: 0.9785 (1.0631) loss_bbox_enc: 0.2376 (0.2719) loss_giou_enc: 0.5014 (0.5553) loss_class_dn: 0.4544 (0.4865) loss_bbox_dn: 0.3296 (0.4028) loss_giou_dn: 0.5614 (0.5941) loss_class_dn_0: 0.5019 (0.5147) loss_bbox_dn_0: 0.4408 (0.5082) loss_giou_dn_0: 0.6961 (0.7380) loss_class_dn_1: 0.4705 (0.4864) loss_bbox_dn_1: 0.3651 (0.4290) loss_giou_dn_1: 0.5957 (0.6281) loss_class_dn_2: 0.4536 (0.4761) loss_bbox_dn_2: 0.3363 (0.4087) loss_giou_dn_2: 0.5679 (0.6012) loss_class_dn_3: 0.4465 (0.4762) loss_bbox_dn_3: 0.3297 (0.4041) loss_giou_dn_3: 0.5623 (0.5954) loss_class_dn_4: 0.4490 (0.4807) loss_bbox_dn_4: 0.3296 (0.4028) loss_giou_dn_4: 0.5608 (0.5939) loss_class_hybrid: 0.8535 (0.8815) loss_bbox_hybrid: 0.2203 (0.2478) loss_giou_hybrid: 0.4626 (0.5222) loss_class_0_hybrid: 0.9028 (0.9435) loss_bbox_0_hybrid: 0.2239 (0.2632) loss_giou_0_hybrid: 0.4994 (0.5492) loss_class_1_hybrid: 0.8584 (0.9127) loss_bbox_1_hybrid: 0.2195 (0.2524) loss_giou_1_hybrid: 0.4852 (0.5317) loss_class_2_hybrid: 0.8558 (0.8987) loss_bbox_2_hybrid: 0.2130 (0.2475) loss_giou_2_hybrid: 0.4688 (0.5237) loss_class_3_hybrid: 0.8400 (0.8851) loss_bbox_3_hybrid: 0.2158 (0.2479) loss_giou_3_hybrid: 0.4706 (0.5227) loss_class_4_hybrid: 0.8487 (0.8806) loss_bbox_4_hybrid: 0.2160 (0.2480) loss_giou_4_hybrid: 0.4628 (0.5227) loss_class_enc_hybrid: 0.8478 (0.8778) loss_bbox_enc_hybrid: 0.2757 (0.3219) loss_giou_enc_hybrid: 0.5716 (0.6370) mem: 1038 max mem: 36964 [2024-01-14 18:34:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:35:19 det.util.engine] INFO: Epoch: [1] [9700/11727] eta: 0:35:41 lr: 0.000100 data_time: 0.0036 iter_time: 1.0366 loss: 31.8395 (33.0888) loss_class: 0.8857 (0.8989) loss_bbox: 0.2013 (0.2254) loss_giou: 0.4388 (0.4770) loss_class_0: 1.1362 (1.1584) loss_bbox_0: 0.2087 (0.2224) loss_giou_0: 0.4621 (0.4796) loss_class_1: 0.9740 (1.0215) loss_bbox_1: 0.2139 (0.2231) loss_giou_1: 0.4524 (0.4779) loss_class_2: 0.9478 (0.9570) loss_bbox_2: 0.2022 (0.2214) loss_giou_2: 0.4432 (0.4747) loss_class_3: 0.9329 (0.9187) loss_bbox_3: 0.1962 (0.2232) loss_giou_3: 0.4359 (0.4754) loss_class_4: 0.8890 (0.9011) loss_bbox_4: 0.2055 (0.2247) loss_giou_4: 0.4374 (0.4766) loss_class_enc: 1.0091 (1.0629) loss_bbox_enc: 0.2637 (0.2719) loss_giou_enc: 0.5367 (0.5552) loss_class_dn: 0.4659 (0.4864) loss_bbox_dn: 0.3795 (0.4028) loss_giou_dn: 0.5561 (0.5939) loss_class_dn_0: 0.5127 (0.5147) loss_bbox_dn_0: 0.4830 (0.5082) loss_giou_dn_0: 0.7056 (0.7379) loss_class_dn_1: 0.4874 (0.4864) loss_bbox_dn_1: 0.3980 (0.4289) loss_giou_dn_1: 0.5917 (0.6280) loss_class_dn_2: 0.4591 (0.4760) loss_bbox_dn_2: 0.3843 (0.4087) loss_giou_dn_2: 0.5655 (0.6011) loss_class_dn_3: 0.4576 (0.4762) loss_bbox_dn_3: 0.3813 (0.4041) loss_giou_dn_3: 0.5590 (0.5953) loss_class_dn_4: 0.4582 (0.4806) loss_bbox_dn_4: 0.3794 (0.4028) loss_giou_dn_4: 0.5557 (0.5938) loss_class_hybrid: 0.8653 (0.8815) loss_bbox_hybrid: 0.2286 (0.2477) loss_giou_hybrid: 0.5012 (0.5221) loss_class_0_hybrid: 0.9702 (0.9436) loss_bbox_0_hybrid: 0.2378 (0.2631) loss_giou_0_hybrid: 0.5342 (0.5491) loss_class_1_hybrid: 0.8918 (0.9127) loss_bbox_1_hybrid: 0.2282 (0.2523) loss_giou_1_hybrid: 0.5090 (0.5316) loss_class_2_hybrid: 0.8867 (0.8986) loss_bbox_2_hybrid: 0.2242 (0.2474) loss_giou_2_hybrid: 0.5055 (0.5236) loss_class_3_hybrid: 0.8836 (0.8850) loss_bbox_3_hybrid: 0.2247 (0.2478) loss_giou_3_hybrid: 0.5037 (0.5226) loss_class_4_hybrid: 0.8616 (0.8806) loss_bbox_4_hybrid: 0.2249 (0.2479) loss_giou_4_hybrid: 0.5044 (0.5225) loss_class_enc_hybrid: 0.9021 (0.8778) loss_bbox_enc_hybrid: 0.3034 (0.3218) loss_giou_enc_hybrid: 0.6065 (0.6368) mem: 1023 max mem: 36964 [2024-01-14 18:35:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:36:10 det.util.engine] INFO: Epoch: [1] [9750/11727] eta: 0:34:48 lr: 0.000100 data_time: 0.0034 iter_time: 1.0401 loss: 32.1761 (33.0818) loss_class: 0.9219 (0.8989) loss_bbox: 0.2306 (0.2253) loss_giou: 0.3920 (0.4768) loss_class_0: 1.1859 (1.1583) loss_bbox_0: 0.2363 (0.2224) loss_giou_0: 0.3954 (0.4794) loss_class_1: 0.9982 (1.0213) loss_bbox_1: 0.2318 (0.2231) loss_giou_1: 0.3932 (0.4777) loss_class_2: 0.9686 (0.9569) loss_bbox_2: 0.2144 (0.2213) loss_giou_2: 0.3920 (0.4745) loss_class_3: 0.9193 (0.9186) loss_bbox_3: 0.2282 (0.2231) loss_giou_3: 0.3908 (0.4751) loss_class_4: 0.9263 (0.9012) loss_bbox_4: 0.2309 (0.2246) loss_giou_4: 0.3927 (0.4764) loss_class_enc: 1.0708 (1.0628) loss_bbox_enc: 0.2767 (0.2718) loss_giou_enc: 0.4717 (0.5550) loss_class_dn: 0.4721 (0.4863) loss_bbox_dn: 0.4045 (0.4027) loss_giou_dn: 0.5413 (0.5937) loss_class_dn_0: 0.5070 (0.5147) loss_bbox_dn_0: 0.5441 (0.5081) loss_giou_dn_0: 0.6805 (0.7376) loss_class_dn_1: 0.4697 (0.4863) loss_bbox_dn_1: 0.4383 (0.4288) loss_giou_dn_1: 0.5715 (0.6277) loss_class_dn_2: 0.4636 (0.4759) loss_bbox_dn_2: 0.4126 (0.4086) loss_giou_dn_2: 0.5504 (0.6009) loss_class_dn_3: 0.4642 (0.4761) loss_bbox_dn_3: 0.4070 (0.4040) loss_giou_dn_3: 0.5428 (0.5950) loss_class_dn_4: 0.4654 (0.4805) loss_bbox_dn_4: 0.4044 (0.4027) loss_giou_dn_4: 0.5412 (0.5935) loss_class_hybrid: 0.9015 (0.8815) loss_bbox_hybrid: 0.2413 (0.2476) loss_giou_hybrid: 0.4176 (0.5218) loss_class_0_hybrid: 0.9880 (0.9436) loss_bbox_0_hybrid: 0.2621 (0.2630) loss_giou_0_hybrid: 0.4455 (0.5488) loss_class_1_hybrid: 0.9508 (0.9127) loss_bbox_1_hybrid: 0.2592 (0.2522) loss_giou_1_hybrid: 0.4339 (0.5313) loss_class_2_hybrid: 0.9090 (0.8987) loss_bbox_2_hybrid: 0.2507 (0.2474) loss_giou_2_hybrid: 0.4148 (0.5234) loss_class_3_hybrid: 0.9115 (0.8851) loss_bbox_3_hybrid: 0.2481 (0.2477) loss_giou_3_hybrid: 0.4169 (0.5223) loss_class_4_hybrid: 0.8985 (0.8806) loss_bbox_4_hybrid: 0.2423 (0.2479) loss_giou_4_hybrid: 0.4179 (0.5223) loss_class_enc_hybrid: 0.9116 (0.8779) loss_bbox_enc_hybrid: 0.3204 (0.3217) loss_giou_enc_hybrid: 0.5427 (0.6366) mem: 1026 max mem: 36964 [2024-01-14 18:36:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:37:02 det.util.engine] INFO: Epoch: [1] [9800/11727] eta: 0:33:55 lr: 0.000100 data_time: 0.0034 iter_time: 1.0134 loss: 31.0113 (33.0737) loss_class: 0.8839 (0.8988) loss_bbox: 0.2045 (0.2252) loss_giou: 0.4482 (0.4767) loss_class_0: 1.1003 (1.1580) loss_bbox_0: 0.2014 (0.2223) loss_giou_0: 0.4456 (0.4793) loss_class_1: 0.9879 (1.0211) loss_bbox_1: 0.1940 (0.2230) loss_giou_1: 0.4481 (0.4776) loss_class_2: 0.9301 (0.9567) loss_bbox_2: 0.1998 (0.2212) loss_giou_2: 0.4553 (0.4744) loss_class_3: 0.8823 (0.9185) loss_bbox_3: 0.1973 (0.2230) loss_giou_3: 0.4462 (0.4750) loss_class_4: 0.8843 (0.9010) loss_bbox_4: 0.2000 (0.2245) loss_giou_4: 0.4520 (0.4763) loss_class_enc: 1.0071 (1.0626) loss_bbox_enc: 0.2443 (0.2717) loss_giou_enc: 0.5201 (0.5549) loss_class_dn: 0.4507 (0.4862) loss_bbox_dn: 0.3572 (0.4025) loss_giou_dn: 0.5720 (0.5935) loss_class_dn_0: 0.5116 (0.5146) loss_bbox_dn_0: 0.4777 (0.5079) loss_giou_dn_0: 0.6976 (0.7374) loss_class_dn_1: 0.4653 (0.4862) loss_bbox_dn_1: 0.3886 (0.4286) loss_giou_dn_1: 0.6065 (0.6276) loss_class_dn_2: 0.4500 (0.4758) loss_bbox_dn_2: 0.3623 (0.4084) loss_giou_dn_2: 0.5822 (0.6007) loss_class_dn_3: 0.4461 (0.4760) loss_bbox_dn_3: 0.3579 (0.4038) loss_giou_dn_3: 0.5729 (0.5949) loss_class_dn_4: 0.4484 (0.4804) loss_bbox_dn_4: 0.3572 (0.4025) loss_giou_dn_4: 0.5719 (0.5934) loss_class_hybrid: 0.8350 (0.8814) loss_bbox_hybrid: 0.2168 (0.2475) loss_giou_hybrid: 0.4907 (0.5217) loss_class_0_hybrid: 0.8691 (0.9435) loss_bbox_0_hybrid: 0.2296 (0.2629) loss_giou_0_hybrid: 0.5228 (0.5486) loss_class_1_hybrid: 0.8673 (0.9126) loss_bbox_1_hybrid: 0.2202 (0.2521) loss_giou_1_hybrid: 0.5106 (0.5312) loss_class_2_hybrid: 0.8572 (0.8985) loss_bbox_2_hybrid: 0.2181 (0.2473) loss_giou_2_hybrid: 0.4985 (0.5233) loss_class_3_hybrid: 0.8605 (0.8849) loss_bbox_3_hybrid: 0.2179 (0.2476) loss_giou_3_hybrid: 0.4928 (0.5222) loss_class_4_hybrid: 0.8399 (0.8805) loss_bbox_4_hybrid: 0.2156 (0.2477) loss_giou_4_hybrid: 0.4905 (0.5221) loss_class_enc_hybrid: 0.8335 (0.8778) loss_bbox_enc_hybrid: 0.2869 (0.3216) loss_giou_enc_hybrid: 0.5832 (0.6364) mem: 1024 max mem: 36964 [2024-01-14 18:37:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:37:54 det.util.engine] INFO: Epoch: [1] [9850/11727] eta: 0:33:02 lr: 0.000100 data_time: 0.0036 iter_time: 1.0167 loss: 31.0956 (33.0682) loss_class: 0.8824 (0.8986) loss_bbox: 0.2094 (0.2252) loss_giou: 0.4772 (0.4766) loss_class_0: 1.1245 (1.1578) loss_bbox_0: 0.1984 (0.2222) loss_giou_0: 0.4792 (0.4792) loss_class_1: 1.0089 (1.0209) loss_bbox_1: 0.2067 (0.2230) loss_giou_1: 0.4976 (0.4775) loss_class_2: 0.9183 (0.9566) loss_bbox_2: 0.2078 (0.2212) loss_giou_2: 0.4866 (0.4744) loss_class_3: 0.9041 (0.9184) loss_bbox_3: 0.2084 (0.2230) loss_giou_3: 0.4730 (0.4750) loss_class_4: 0.8770 (0.9009) loss_bbox_4: 0.2091 (0.2245) loss_giou_4: 0.4758 (0.4762) loss_class_enc: 1.0428 (1.0624) loss_bbox_enc: 0.2447 (0.2716) loss_giou_enc: 0.5398 (0.5548) loss_class_dn: 0.4681 (0.4861) loss_bbox_dn: 0.3426 (0.4023) loss_giou_dn: 0.5662 (0.5934) loss_class_dn_0: 0.5157 (0.5146) loss_bbox_dn_0: 0.4407 (0.5077) loss_giou_dn_0: 0.7110 (0.7373) loss_class_dn_1: 0.4807 (0.4862) loss_bbox_dn_1: 0.3683 (0.4285) loss_giou_dn_1: 0.5988 (0.6275) loss_class_dn_2: 0.4700 (0.4758) loss_bbox_dn_2: 0.3492 (0.4082) loss_giou_dn_2: 0.5698 (0.6006) loss_class_dn_3: 0.4644 (0.4759) loss_bbox_dn_3: 0.3439 (0.4036) loss_giou_dn_3: 0.5673 (0.5948) loss_class_dn_4: 0.4662 (0.4803) loss_bbox_dn_4: 0.3425 (0.4023) loss_giou_dn_4: 0.5662 (0.5933) loss_class_hybrid: 0.8482 (0.8812) loss_bbox_hybrid: 0.2147 (0.2475) loss_giou_hybrid: 0.4916 (0.5217) loss_class_0_hybrid: 0.9137 (0.9433) loss_bbox_0_hybrid: 0.2290 (0.2628) loss_giou_0_hybrid: 0.5257 (0.5486) loss_class_1_hybrid: 0.8759 (0.9124) loss_bbox_1_hybrid: 0.2195 (0.2521) loss_giou_1_hybrid: 0.5158 (0.5312) loss_class_2_hybrid: 0.8576 (0.8983) loss_bbox_2_hybrid: 0.2170 (0.2472) loss_giou_2_hybrid: 0.5040 (0.5233) loss_class_3_hybrid: 0.8511 (0.8848) loss_bbox_3_hybrid: 0.2143 (0.2476) loss_giou_3_hybrid: 0.4911 (0.5222) loss_class_4_hybrid: 0.8604 (0.8803) loss_bbox_4_hybrid: 0.2143 (0.2477) loss_giou_4_hybrid: 0.4930 (0.5221) loss_class_enc_hybrid: 0.8945 (0.8777) loss_bbox_enc_hybrid: 0.2759 (0.3214) loss_giou_enc_hybrid: 0.6143 (0.6363) mem: 1014 max mem: 36964 [2024-01-14 18:37:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:38:46 det.util.engine] INFO: Epoch: [1] [9900/11727] eta: 0:32:09 lr: 0.000100 data_time: 0.0034 iter_time: 1.0528 loss: 30.9903 (33.0643) loss_class: 0.8401 (0.8984) loss_bbox: 0.2209 (0.2252) loss_giou: 0.4639 (0.4767) loss_class_0: 1.1194 (1.1575) loss_bbox_0: 0.2129 (0.2222) loss_giou_0: 0.4388 (0.4793) loss_class_1: 0.9546 (1.0206) loss_bbox_1: 0.2103 (0.2230) loss_giou_1: 0.4453 (0.4776) loss_class_2: 0.9141 (0.9563) loss_bbox_2: 0.2141 (0.2212) loss_giou_2: 0.4362 (0.4744) loss_class_3: 0.8761 (0.9182) loss_bbox_3: 0.2190 (0.2230) loss_giou_3: 0.4555 (0.4750) loss_class_4: 0.8686 (0.9007) loss_bbox_4: 0.2152 (0.2245) loss_giou_4: 0.4508 (0.4763) loss_class_enc: 1.0079 (1.0621) loss_bbox_enc: 0.2511 (0.2716) loss_giou_enc: 0.5186 (0.5548) loss_class_dn: 0.4866 (0.4860) loss_bbox_dn: 0.3675 (0.4022) loss_giou_dn: 0.5454 (0.5933) loss_class_dn_0: 0.5125 (0.5146) loss_bbox_dn_0: 0.4532 (0.5076) loss_giou_dn_0: 0.6758 (0.7372) loss_class_dn_1: 0.4819 (0.4861) loss_bbox_dn_1: 0.3752 (0.4283) loss_giou_dn_1: 0.5676 (0.6274) loss_class_dn_2: 0.4707 (0.4757) loss_bbox_dn_2: 0.3677 (0.4081) loss_giou_dn_2: 0.5507 (0.6005) loss_class_dn_3: 0.4754 (0.4758) loss_bbox_dn_3: 0.3676 (0.4035) loss_giou_dn_3: 0.5444 (0.5947) loss_class_dn_4: 0.4816 (0.4802) loss_bbox_dn_4: 0.3676 (0.4022) loss_giou_dn_4: 0.5457 (0.5932) loss_class_hybrid: 0.8454 (0.8811) loss_bbox_hybrid: 0.2313 (0.2475) loss_giou_hybrid: 0.4808 (0.5217) loss_class_0_hybrid: 0.9504 (0.9432) loss_bbox_0_hybrid: 0.2372 (0.2628) loss_giou_0_hybrid: 0.4874 (0.5486) loss_class_1_hybrid: 0.8748 (0.9123) loss_bbox_1_hybrid: 0.2291 (0.2521) loss_giou_1_hybrid: 0.4850 (0.5313) loss_class_2_hybrid: 0.8854 (0.8982) loss_bbox_2_hybrid: 0.2305 (0.2472) loss_giou_2_hybrid: 0.4795 (0.5233) loss_class_3_hybrid: 0.8599 (0.8847) loss_bbox_3_hybrid: 0.2286 (0.2476) loss_giou_3_hybrid: 0.4838 (0.5222) loss_class_4_hybrid: 0.8531 (0.8802) loss_bbox_4_hybrid: 0.2321 (0.2477) loss_giou_4_hybrid: 0.4798 (0.5221) loss_class_enc_hybrid: 0.8638 (0.8776) loss_bbox_enc_hybrid: 0.2971 (0.3214) loss_giou_enc_hybrid: 0.5563 (0.6363) mem: 1033 max mem: 36964 [2024-01-14 18:38:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:39:38 det.util.engine] INFO: Epoch: [1] [9950/11727] eta: 0:31:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.0378 loss: 32.3677 (33.0569) loss_class: 0.9047 (0.8983) loss_bbox: 0.2064 (0.2251) loss_giou: 0.4634 (0.4765) loss_class_0: 1.0931 (1.1573) loss_bbox_0: 0.2086 (0.2222) loss_giou_0: 0.4820 (0.4792) loss_class_1: 0.9531 (1.0204) loss_bbox_1: 0.2088 (0.2229) loss_giou_1: 0.4759 (0.4775) loss_class_2: 0.9414 (0.9561) loss_bbox_2: 0.2017 (0.2211) loss_giou_2: 0.4745 (0.4743) loss_class_3: 0.9123 (0.9181) loss_bbox_3: 0.2038 (0.2229) loss_giou_3: 0.4561 (0.4749) loss_class_4: 0.8778 (0.9006) loss_bbox_4: 0.2041 (0.2244) loss_giou_4: 0.4520 (0.4761) loss_class_enc: 1.0323 (1.0619) loss_bbox_enc: 0.2626 (0.2716) loss_giou_enc: 0.5553 (0.5547) loss_class_dn: 0.4593 (0.4859) loss_bbox_dn: 0.3871 (0.4021) loss_giou_dn: 0.5683 (0.5931) loss_class_dn_0: 0.5041 (0.5146) loss_bbox_dn_0: 0.5077 (0.5074) loss_giou_dn_0: 0.7181 (0.7370) loss_class_dn_1: 0.4698 (0.4860) loss_bbox_dn_1: 0.4156 (0.4282) loss_giou_dn_1: 0.6002 (0.6272) loss_class_dn_2: 0.4601 (0.4756) loss_bbox_dn_2: 0.3879 (0.4079) loss_giou_dn_2: 0.5748 (0.6004) loss_class_dn_3: 0.4548 (0.4757) loss_bbox_dn_3: 0.3871 (0.4034) loss_giou_dn_3: 0.5708 (0.5945) loss_class_dn_4: 0.4561 (0.4801) loss_bbox_dn_4: 0.3873 (0.4020) loss_giou_dn_4: 0.5685 (0.5930) loss_class_hybrid: 0.8423 (0.8810) loss_bbox_hybrid: 0.2447 (0.2474) loss_giou_hybrid: 0.4814 (0.5215) loss_class_0_hybrid: 0.9263 (0.9432) loss_bbox_0_hybrid: 0.2591 (0.2627) loss_giou_0_hybrid: 0.5178 (0.5485) loss_class_1_hybrid: 0.8763 (0.9122) loss_bbox_1_hybrid: 0.2392 (0.2520) loss_giou_1_hybrid: 0.5007 (0.5311) loss_class_2_hybrid: 0.8639 (0.8981) loss_bbox_2_hybrid: 0.2418 (0.2471) loss_giou_2_hybrid: 0.4957 (0.5232) loss_class_3_hybrid: 0.8548 (0.8846) loss_bbox_3_hybrid: 0.2436 (0.2475) loss_giou_3_hybrid: 0.4819 (0.5221) loss_class_4_hybrid: 0.8412 (0.8801) loss_bbox_4_hybrid: 0.2460 (0.2476) loss_giou_4_hybrid: 0.4817 (0.5220) loss_class_enc_hybrid: 0.8818 (0.8776) loss_bbox_enc_hybrid: 0.3149 (0.3213) loss_giou_enc_hybrid: 0.5950 (0.6361) mem: 1027 max mem: 36964 [2024-01-14 18:39:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:40:30 det.util.engine] INFO: Epoch: [1] [10000/11727] eta: 0:30:24 lr: 0.000100 data_time: 0.0032 iter_time: 1.0255 loss: 31.2167 (33.0499) loss_class: 0.8635 (0.8981) loss_bbox: 0.2171 (0.2251) loss_giou: 0.4284 (0.4764) loss_class_0: 1.1165 (1.1570) loss_bbox_0: 0.2220 (0.2221) loss_giou_0: 0.4361 (0.4791) loss_class_1: 0.9814 (1.0201) loss_bbox_1: 0.2166 (0.2228) loss_giou_1: 0.4309 (0.4774) loss_class_2: 0.9129 (0.9559) loss_bbox_2: 0.2177 (0.2211) loss_giou_2: 0.4293 (0.4742) loss_class_3: 0.8609 (0.9179) loss_bbox_3: 0.2189 (0.2229) loss_giou_3: 0.4176 (0.4748) loss_class_4: 0.8658 (0.9004) loss_bbox_4: 0.2118 (0.2244) loss_giou_4: 0.4235 (0.4760) loss_class_enc: 1.0027 (1.0617) loss_bbox_enc: 0.2698 (0.2715) loss_giou_enc: 0.4997 (0.5546) loss_class_dn: 0.4523 (0.4858) loss_bbox_dn: 0.3653 (0.4019) loss_giou_dn: 0.5311 (0.5930) loss_class_dn_0: 0.5097 (0.5145) loss_bbox_dn_0: 0.4767 (0.5073) loss_giou_dn_0: 0.6655 (0.7368) loss_class_dn_1: 0.4603 (0.4860) loss_bbox_dn_1: 0.3951 (0.4281) loss_giou_dn_1: 0.5677 (0.6270) loss_class_dn_2: 0.4474 (0.4755) loss_bbox_dn_2: 0.3704 (0.4078) loss_giou_dn_2: 0.5404 (0.6002) loss_class_dn_3: 0.4512 (0.4756) loss_bbox_dn_3: 0.3670 (0.4032) loss_giou_dn_3: 0.5319 (0.5943) loss_class_dn_4: 0.4515 (0.4800) loss_bbox_dn_4: 0.3653 (0.4019) loss_giou_dn_4: 0.5304 (0.5928) loss_class_hybrid: 0.8449 (0.8809) loss_bbox_hybrid: 0.2370 (0.2474) loss_giou_hybrid: 0.4343 (0.5214) loss_class_0_hybrid: 0.9148 (0.9430) loss_bbox_0_hybrid: 0.2451 (0.2627) loss_giou_0_hybrid: 0.4632 (0.5484) loss_class_1_hybrid: 0.8807 (0.9120) loss_bbox_1_hybrid: 0.2377 (0.2519) loss_giou_1_hybrid: 0.4384 (0.5310) loss_class_2_hybrid: 0.8671 (0.8979) loss_bbox_2_hybrid: 0.2249 (0.2471) loss_giou_2_hybrid: 0.4406 (0.5231) loss_class_3_hybrid: 0.8364 (0.8844) loss_bbox_3_hybrid: 0.2367 (0.2474) loss_giou_3_hybrid: 0.4364 (0.5219) loss_class_4_hybrid: 0.8355 (0.8800) loss_bbox_4_hybrid: 0.2363 (0.2476) loss_giou_4_hybrid: 0.4358 (0.5219) loss_class_enc_hybrid: 0.8548 (0.8776) loss_bbox_enc_hybrid: 0.3016 (0.3212) loss_giou_enc_hybrid: 0.5566 (0.6359) mem: 1037 max mem: 36964 [2024-01-14 18:40:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:41:22 det.util.engine] INFO: Epoch: [1] [10050/11727] eta: 0:29:30 lr: 0.000100 data_time: 0.0031 iter_time: 0.9946 loss: 31.8622 (33.0452) loss_class: 0.8457 (0.8979) loss_bbox: 0.2039 (0.2251) loss_giou: 0.4934 (0.4764) loss_class_0: 1.0682 (1.1567) loss_bbox_0: 0.2057 (0.2221) loss_giou_0: 0.4680 (0.4791) loss_class_1: 0.9533 (1.0199) loss_bbox_1: 0.1896 (0.2228) loss_giou_1: 0.4684 (0.4774) loss_class_2: 0.8641 (0.9557) loss_bbox_2: 0.2041 (0.2210) loss_giou_2: 0.4791 (0.4742) loss_class_3: 0.8471 (0.9177) loss_bbox_3: 0.2154 (0.2228) loss_giou_3: 0.4821 (0.4748) loss_class_4: 0.8474 (0.9003) loss_bbox_4: 0.2014 (0.2243) loss_giou_4: 0.4856 (0.4760) loss_class_enc: 1.0079 (1.0614) loss_bbox_enc: 0.2565 (0.2715) loss_giou_enc: 0.5422 (0.5546) loss_class_dn: 0.4530 (0.4856) loss_bbox_dn: 0.3725 (0.4018) loss_giou_dn: 0.5802 (0.5929) loss_class_dn_0: 0.4988 (0.5145) loss_bbox_dn_0: 0.4753 (0.5072) loss_giou_dn_0: 0.7170 (0.7368) loss_class_dn_1: 0.4654 (0.4859) loss_bbox_dn_1: 0.4127 (0.4280) loss_giou_dn_1: 0.6058 (0.6270) loss_class_dn_2: 0.4489 (0.4754) loss_bbox_dn_2: 0.3735 (0.4077) loss_giou_dn_2: 0.5849 (0.6002) loss_class_dn_3: 0.4431 (0.4755) loss_bbox_dn_3: 0.3736 (0.4031) loss_giou_dn_3: 0.5812 (0.5943) loss_class_dn_4: 0.4470 (0.4798) loss_bbox_dn_4: 0.3725 (0.4018) loss_giou_dn_4: 0.5803 (0.5928) loss_class_hybrid: 0.8008 (0.8807) loss_bbox_hybrid: 0.2420 (0.2474) loss_giou_hybrid: 0.5141 (0.5215) loss_class_0_hybrid: 0.8459 (0.9428) loss_bbox_0_hybrid: 0.2537 (0.2627) loss_giou_0_hybrid: 0.5440 (0.5484) loss_class_1_hybrid: 0.8221 (0.9118) loss_bbox_1_hybrid: 0.2480 (0.2519) loss_giou_1_hybrid: 0.5244 (0.5310) loss_class_2_hybrid: 0.7990 (0.8977) loss_bbox_2_hybrid: 0.2433 (0.2471) loss_giou_2_hybrid: 0.5209 (0.5231) loss_class_3_hybrid: 0.7891 (0.8842) loss_bbox_3_hybrid: 0.2432 (0.2474) loss_giou_3_hybrid: 0.5186 (0.5220) loss_class_4_hybrid: 0.7908 (0.8798) loss_bbox_4_hybrid: 0.2447 (0.2476) loss_giou_4_hybrid: 0.5154 (0.5219) loss_class_enc_hybrid: 0.8150 (0.8774) loss_bbox_enc_hybrid: 0.3093 (0.3211) loss_giou_enc_hybrid: 0.6210 (0.6359) mem: 1026 max mem: 36964 [2024-01-14 18:41:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:42:15 det.util.engine] INFO: Epoch: [1] [10100/11727] eta: 0:28:38 lr: 0.000100 data_time: 0.0033 iter_time: 1.0793 loss: 31.0995 (33.0392) loss_class: 0.8702 (0.8978) loss_bbox: 0.1917 (0.2250) loss_giou: 0.4419 (0.4763) loss_class_0: 1.0983 (1.1565) loss_bbox_0: 0.2056 (0.2220) loss_giou_0: 0.4551 (0.4790) loss_class_1: 0.9663 (1.0197) loss_bbox_1: 0.2009 (0.2227) loss_giou_1: 0.4505 (0.4773) loss_class_2: 0.8988 (0.9555) loss_bbox_2: 0.1886 (0.2210) loss_giou_2: 0.4356 (0.4741) loss_class_3: 0.8699 (0.9175) loss_bbox_3: 0.1887 (0.2228) loss_giou_3: 0.4441 (0.4747) loss_class_4: 0.8906 (0.9001) loss_bbox_4: 0.1917 (0.2243) loss_giou_4: 0.4418 (0.4759) loss_class_enc: 1.0081 (1.0612) loss_bbox_enc: 0.2434 (0.2714) loss_giou_enc: 0.5131 (0.5545) loss_class_dn: 0.4608 (0.4855) loss_bbox_dn: 0.3641 (0.4017) loss_giou_dn: 0.5803 (0.5928) loss_class_dn_0: 0.5132 (0.5144) loss_bbox_dn_0: 0.4640 (0.5071) loss_giou_dn_0: 0.7136 (0.7367) loss_class_dn_1: 0.4762 (0.4858) loss_bbox_dn_1: 0.3815 (0.4279) loss_giou_dn_1: 0.6085 (0.6269) loss_class_dn_2: 0.4621 (0.4753) loss_bbox_dn_2: 0.3662 (0.4076) loss_giou_dn_2: 0.5876 (0.6001) loss_class_dn_3: 0.4496 (0.4754) loss_bbox_dn_3: 0.3644 (0.4030) loss_giou_dn_3: 0.5830 (0.5942) loss_class_dn_4: 0.4572 (0.4797) loss_bbox_dn_4: 0.3641 (0.4017) loss_giou_dn_4: 0.5800 (0.5927) loss_class_hybrid: 0.8212 (0.8806) loss_bbox_hybrid: 0.2154 (0.2473) loss_giou_hybrid: 0.4878 (0.5214) loss_class_0_hybrid: 0.8988 (0.9427) loss_bbox_0_hybrid: 0.2162 (0.2626) loss_giou_0_hybrid: 0.4967 (0.5483) loss_class_1_hybrid: 0.8554 (0.9117) loss_bbox_1_hybrid: 0.2197 (0.2518) loss_giou_1_hybrid: 0.5014 (0.5309) loss_class_2_hybrid: 0.8592 (0.8976) loss_bbox_2_hybrid: 0.2181 (0.2470) loss_giou_2_hybrid: 0.4916 (0.5230) loss_class_3_hybrid: 0.8356 (0.8841) loss_bbox_3_hybrid: 0.2188 (0.2474) loss_giou_3_hybrid: 0.4900 (0.5219) loss_class_4_hybrid: 0.8256 (0.8796) loss_bbox_4_hybrid: 0.2143 (0.2475) loss_giou_4_hybrid: 0.4869 (0.5218) loss_class_enc_hybrid: 0.8765 (0.8774) loss_bbox_enc_hybrid: 0.2679 (0.3210) loss_giou_enc_hybrid: 0.5691 (0.6357) mem: 1032 max mem: 36964 [2024-01-14 18:42:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:43:08 det.util.engine] INFO: Epoch: [1] [10150/11727] eta: 0:27:45 lr: 0.000100 data_time: 0.0033 iter_time: 1.0634 loss: 30.8677 (33.0309) loss_class: 0.8603 (0.8977) loss_bbox: 0.1901 (0.2249) loss_giou: 0.4410 (0.4761) loss_class_0: 1.1093 (1.1564) loss_bbox_0: 0.1986 (0.2219) loss_giou_0: 0.4431 (0.4788) loss_class_1: 1.0090 (1.0196) loss_bbox_1: 0.1922 (0.2226) loss_giou_1: 0.4395 (0.4771) loss_class_2: 0.9221 (0.9554) loss_bbox_2: 0.1971 (0.2209) loss_giou_2: 0.4428 (0.4739) loss_class_3: 0.8916 (0.9175) loss_bbox_3: 0.1901 (0.2227) loss_giou_3: 0.4389 (0.4745) loss_class_4: 0.8813 (0.9001) loss_bbox_4: 0.1921 (0.2242) loss_giou_4: 0.4409 (0.4757) loss_class_enc: 1.0549 (1.0610) loss_bbox_enc: 0.2353 (0.2713) loss_giou_enc: 0.4986 (0.5543) loss_class_dn: 0.4562 (0.4854) loss_bbox_dn: 0.3534 (0.4016) loss_giou_dn: 0.5503 (0.5926) loss_class_dn_0: 0.5200 (0.5144) loss_bbox_dn_0: 0.4388 (0.5070) loss_giou_dn_0: 0.6981 (0.7365) loss_class_dn_1: 0.4709 (0.4857) loss_bbox_dn_1: 0.3729 (0.4277) loss_giou_dn_1: 0.5804 (0.6266) loss_class_dn_2: 0.4608 (0.4753) loss_bbox_dn_2: 0.3568 (0.4074) loss_giou_dn_2: 0.5625 (0.5998) loss_class_dn_3: 0.4548 (0.4753) loss_bbox_dn_3: 0.3552 (0.4029) loss_giou_dn_3: 0.5528 (0.5939) loss_class_dn_4: 0.4542 (0.4796) loss_bbox_dn_4: 0.3534 (0.4016) loss_giou_dn_4: 0.5502 (0.5924) loss_class_hybrid: 0.8526 (0.8805) loss_bbox_hybrid: 0.2036 (0.2472) loss_giou_hybrid: 0.4597 (0.5211) loss_class_0_hybrid: 0.9205 (0.9427) loss_bbox_0_hybrid: 0.2271 (0.2625) loss_giou_0_hybrid: 0.4954 (0.5480) loss_class_1_hybrid: 0.9128 (0.9117) loss_bbox_1_hybrid: 0.2065 (0.2517) loss_giou_1_hybrid: 0.4777 (0.5307) loss_class_2_hybrid: 0.8960 (0.8976) loss_bbox_2_hybrid: 0.2052 (0.2469) loss_giou_2_hybrid: 0.4693 (0.5228) loss_class_3_hybrid: 0.8763 (0.8841) loss_bbox_3_hybrid: 0.1988 (0.2473) loss_giou_3_hybrid: 0.4574 (0.5216) loss_class_4_hybrid: 0.8606 (0.8796) loss_bbox_4_hybrid: 0.2021 (0.2474) loss_giou_4_hybrid: 0.4581 (0.5215) loss_class_enc_hybrid: 0.9034 (0.8774) loss_bbox_enc_hybrid: 0.2841 (0.3209) loss_giou_enc_hybrid: 0.5827 (0.6355) mem: 1032 max mem: 36964 [2024-01-14 18:43:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:44:00 det.util.engine] INFO: Epoch: [1] [10200/11727] eta: 0:26:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0434 loss: 31.4615 (33.0224) loss_class: 0.8649 (0.8974) loss_bbox: 0.2109 (0.2248) loss_giou: 0.5034 (0.4761) loss_class_0: 1.0762 (1.1559) loss_bbox_0: 0.2064 (0.2218) loss_giou_0: 0.4855 (0.4788) loss_class_1: 0.9315 (1.0192) loss_bbox_1: 0.1977 (0.2225) loss_giou_1: 0.5041 (0.4771) loss_class_2: 0.8921 (0.9550) loss_bbox_2: 0.1966 (0.2208) loss_giou_2: 0.5123 (0.4740) loss_class_3: 0.8744 (0.9171) loss_bbox_3: 0.2135 (0.2226) loss_giou_3: 0.4980 (0.4745) loss_class_4: 0.8474 (0.8997) loss_bbox_4: 0.2172 (0.2241) loss_giou_4: 0.5024 (0.4757) loss_class_enc: 0.9695 (1.0607) loss_bbox_enc: 0.2514 (0.2712) loss_giou_enc: 0.5329 (0.5542) loss_class_dn: 0.4598 (0.4853) loss_bbox_dn: 0.3201 (0.4013) loss_giou_dn: 0.5525 (0.5924) loss_class_dn_0: 0.5051 (0.5144) loss_bbox_dn_0: 0.3945 (0.5066) loss_giou_dn_0: 0.7133 (0.7363) loss_class_dn_1: 0.4704 (0.4857) loss_bbox_dn_1: 0.3373 (0.4274) loss_giou_dn_1: 0.5870 (0.6265) loss_class_dn_2: 0.4532 (0.4752) loss_bbox_dn_2: 0.3218 (0.4071) loss_giou_dn_2: 0.5648 (0.5997) loss_class_dn_3: 0.4490 (0.4752) loss_bbox_dn_3: 0.3203 (0.4025) loss_giou_dn_3: 0.5548 (0.5938) loss_class_dn_4: 0.4556 (0.4795) loss_bbox_dn_4: 0.3201 (0.4012) loss_giou_dn_4: 0.5525 (0.5923) loss_class_hybrid: 0.7884 (0.8803) loss_bbox_hybrid: 0.2238 (0.2471) loss_giou_hybrid: 0.5357 (0.5212) loss_class_0_hybrid: 0.8508 (0.9424) loss_bbox_0_hybrid: 0.2335 (0.2624) loss_giou_0_hybrid: 0.5469 (0.5481) loss_class_1_hybrid: 0.8222 (0.9114) loss_bbox_1_hybrid: 0.2319 (0.2517) loss_giou_1_hybrid: 0.5452 (0.5307) loss_class_2_hybrid: 0.7843 (0.8973) loss_bbox_2_hybrid: 0.2287 (0.2469) loss_giou_2_hybrid: 0.5415 (0.5228) loss_class_3_hybrid: 0.8020 (0.8838) loss_bbox_3_hybrid: 0.2290 (0.2472) loss_giou_3_hybrid: 0.5349 (0.5217) loss_class_4_hybrid: 0.7851 (0.8794) loss_bbox_4_hybrid: 0.2223 (0.2473) loss_giou_4_hybrid: 0.5368 (0.5216) loss_class_enc_hybrid: 0.8152 (0.8772) loss_bbox_enc_hybrid: 0.2887 (0.3208) loss_giou_enc_hybrid: 0.6124 (0.6355) mem: 1018 max mem: 36964 [2024-01-14 18:44:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:44:52 det.util.engine] INFO: Epoch: [1] [10250/11727] eta: 0:25:59 lr: 0.000100 data_time: 0.0032 iter_time: 1.0208 loss: 31.5584 (33.0156) loss_class: 0.8424 (0.8972) loss_bbox: 0.2002 (0.2247) loss_giou: 0.4369 (0.4760) loss_class_0: 1.0838 (1.1557) loss_bbox_0: 0.2047 (0.2218) loss_giou_0: 0.4510 (0.4787) loss_class_1: 0.9721 (1.0189) loss_bbox_1: 0.2035 (0.2225) loss_giou_1: 0.4598 (0.4770) loss_class_2: 0.9047 (0.9548) loss_bbox_2: 0.2089 (0.2207) loss_giou_2: 0.4462 (0.4739) loss_class_3: 0.8702 (0.9170) loss_bbox_3: 0.2048 (0.2225) loss_giou_3: 0.4361 (0.4744) loss_class_4: 0.8511 (0.8996) loss_bbox_4: 0.2000 (0.2240) loss_giou_4: 0.4385 (0.4756) loss_class_enc: 1.0128 (1.0605) loss_bbox_enc: 0.2449 (0.2711) loss_giou_enc: 0.5216 (0.5541) loss_class_dn: 0.4491 (0.4852) loss_bbox_dn: 0.3610 (0.4011) loss_giou_dn: 0.5701 (0.5923) loss_class_dn_0: 0.5055 (0.5144) loss_bbox_dn_0: 0.4822 (0.5065) loss_giou_dn_0: 0.7112 (0.7362) loss_class_dn_1: 0.4593 (0.4856) loss_bbox_dn_1: 0.3872 (0.4272) loss_giou_dn_1: 0.5937 (0.6263) loss_class_dn_2: 0.4437 (0.4751) loss_bbox_dn_2: 0.3675 (0.4070) loss_giou_dn_2: 0.5785 (0.5996) loss_class_dn_3: 0.4418 (0.4751) loss_bbox_dn_3: 0.3597 (0.4024) loss_giou_dn_3: 0.5716 (0.5936) loss_class_dn_4: 0.4464 (0.4794) loss_bbox_dn_4: 0.3609 (0.4011) loss_giou_dn_4: 0.5701 (0.5922) loss_class_hybrid: 0.8646 (0.8802) loss_bbox_hybrid: 0.2326 (0.2471) loss_giou_hybrid: 0.5093 (0.5211) loss_class_0_hybrid: 0.9228 (0.9423) loss_bbox_0_hybrid: 0.2386 (0.2623) loss_giou_0_hybrid: 0.5390 (0.5479) loss_class_1_hybrid: 0.8849 (0.9113) loss_bbox_1_hybrid: 0.2353 (0.2516) loss_giou_1_hybrid: 0.5301 (0.5306) loss_class_2_hybrid: 0.8678 (0.8971) loss_bbox_2_hybrid: 0.2346 (0.2468) loss_giou_2_hybrid: 0.5265 (0.5227) loss_class_3_hybrid: 0.8650 (0.8837) loss_bbox_3_hybrid: 0.2285 (0.2472) loss_giou_3_hybrid: 0.5116 (0.5216) loss_class_4_hybrid: 0.8670 (0.8793) loss_bbox_4_hybrid: 0.2352 (0.2473) loss_giou_4_hybrid: 0.5126 (0.5215) loss_class_enc_hybrid: 0.8609 (0.8771) loss_bbox_enc_hybrid: 0.2843 (0.3207) loss_giou_enc_hybrid: 0.6155 (0.6353) mem: 1027 max mem: 36964 [2024-01-14 18:44:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:45:45 det.util.engine] INFO: Epoch: [1] [10300/11727] eta: 0:25:06 lr: 0.000100 data_time: 0.0032 iter_time: 1.0791 loss: 32.2508 (33.0128) loss_class: 0.8943 (0.8971) loss_bbox: 0.1897 (0.2247) loss_giou: 0.4591 (0.4761) loss_class_0: 1.0825 (1.1554) loss_bbox_0: 0.2100 (0.2218) loss_giou_0: 0.4619 (0.4788) loss_class_1: 0.9817 (1.0187) loss_bbox_1: 0.2018 (0.2225) loss_giou_1: 0.4686 (0.4771) loss_class_2: 0.9355 (0.9547) loss_bbox_2: 0.1970 (0.2207) loss_giou_2: 0.4499 (0.4740) loss_class_3: 0.8929 (0.9169) loss_bbox_3: 0.1917 (0.2225) loss_giou_3: 0.4506 (0.4745) loss_class_4: 0.8889 (0.8995) loss_bbox_4: 0.1937 (0.2240) loss_giou_4: 0.4663 (0.4757) loss_class_enc: 0.9724 (1.0602) loss_bbox_enc: 0.2547 (0.2711) loss_giou_enc: 0.5621 (0.5542) loss_class_dn: 0.4584 (0.4851) loss_bbox_dn: 0.3403 (0.4010) loss_giou_dn: 0.5653 (0.5923) loss_class_dn_0: 0.5003 (0.5143) loss_bbox_dn_0: 0.4544 (0.5064) loss_giou_dn_0: 0.7182 (0.7361) loss_class_dn_1: 0.4723 (0.4855) loss_bbox_dn_1: 0.3708 (0.4271) loss_giou_dn_1: 0.5959 (0.6263) loss_class_dn_2: 0.4590 (0.4750) loss_bbox_dn_2: 0.3488 (0.4069) loss_giou_dn_2: 0.5724 (0.5995) loss_class_dn_3: 0.4565 (0.4750) loss_bbox_dn_3: 0.3418 (0.4023) loss_giou_dn_3: 0.5663 (0.5936) loss_class_dn_4: 0.4542 (0.4793) loss_bbox_dn_4: 0.3403 (0.4010) loss_giou_dn_4: 0.5653 (0.5921) loss_class_hybrid: 0.8419 (0.8800) loss_bbox_hybrid: 0.2310 (0.2470) loss_giou_hybrid: 0.5058 (0.5211) loss_class_0_hybrid: 0.9162 (0.9421) loss_bbox_0_hybrid: 0.2518 (0.2623) loss_giou_0_hybrid: 0.5289 (0.5480) loss_class_1_hybrid: 0.8833 (0.9112) loss_bbox_1_hybrid: 0.2335 (0.2516) loss_giou_1_hybrid: 0.5103 (0.5307) loss_class_2_hybrid: 0.8550 (0.8970) loss_bbox_2_hybrid: 0.2329 (0.2468) loss_giou_2_hybrid: 0.5099 (0.5228) loss_class_3_hybrid: 0.8433 (0.8836) loss_bbox_3_hybrid: 0.2287 (0.2471) loss_giou_3_hybrid: 0.5076 (0.5216) loss_class_4_hybrid: 0.8372 (0.8791) loss_bbox_4_hybrid: 0.2315 (0.2473) loss_giou_4_hybrid: 0.5083 (0.5215) loss_class_enc_hybrid: 0.8234 (0.8769) loss_bbox_enc_hybrid: 0.2998 (0.3206) loss_giou_enc_hybrid: 0.6442 (0.6353) mem: 1021 max mem: 36964 [2024-01-14 18:45:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:46:37 det.util.engine] INFO: Epoch: [1] [10350/11727] eta: 0:24:13 lr: 0.000100 data_time: 0.0033 iter_time: 1.0614 loss: 32.2068 (33.0081) loss_class: 0.8878 (0.8971) loss_bbox: 0.2161 (0.2247) loss_giou: 0.4530 (0.4759) loss_class_0: 1.1135 (1.1553) loss_bbox_0: 0.2039 (0.2218) loss_giou_0: 0.4647 (0.4786) loss_class_1: 0.9916 (1.0186) loss_bbox_1: 0.2230 (0.2225) loss_giou_1: 0.4642 (0.4770) loss_class_2: 0.9636 (0.9546) loss_bbox_2: 0.2209 (0.2207) loss_giou_2: 0.4595 (0.4738) loss_class_3: 0.9059 (0.9168) loss_bbox_3: 0.2122 (0.2225) loss_giou_3: 0.4512 (0.4743) loss_class_4: 0.9012 (0.8994) loss_bbox_4: 0.2193 (0.2240) loss_giou_4: 0.4500 (0.4756) loss_class_enc: 1.0232 (1.0602) loss_bbox_enc: 0.2652 (0.2711) loss_giou_enc: 0.5244 (0.5540) loss_class_dn: 0.4561 (0.4850) loss_bbox_dn: 0.3582 (0.4010) loss_giou_dn: 0.5760 (0.5921) loss_class_dn_0: 0.5031 (0.5143) loss_bbox_dn_0: 0.4674 (0.5063) loss_giou_dn_0: 0.7236 (0.7359) loss_class_dn_1: 0.4592 (0.4855) loss_bbox_dn_1: 0.3963 (0.4271) loss_giou_dn_1: 0.6211 (0.6261) loss_class_dn_2: 0.4498 (0.4749) loss_bbox_dn_2: 0.3653 (0.4068) loss_giou_dn_2: 0.5943 (0.5994) loss_class_dn_3: 0.4481 (0.4749) loss_bbox_dn_3: 0.3603 (0.4022) loss_giou_dn_3: 0.5768 (0.5934) loss_class_dn_4: 0.4499 (0.4792) loss_bbox_dn_4: 0.3576 (0.4010) loss_giou_dn_4: 0.5760 (0.5920) loss_class_hybrid: 0.8827 (0.8800) loss_bbox_hybrid: 0.2322 (0.2470) loss_giou_hybrid: 0.5082 (0.5210) loss_class_0_hybrid: 0.9229 (0.9421) loss_bbox_0_hybrid: 0.2464 (0.2623) loss_giou_0_hybrid: 0.5401 (0.5479) loss_class_1_hybrid: 0.8984 (0.9111) loss_bbox_1_hybrid: 0.2388 (0.2516) loss_giou_1_hybrid: 0.5227 (0.5306) loss_class_2_hybrid: 0.8927 (0.8970) loss_bbox_2_hybrid: 0.2293 (0.2468) loss_giou_2_hybrid: 0.5234 (0.5227) loss_class_3_hybrid: 0.8837 (0.8835) loss_bbox_3_hybrid: 0.2325 (0.2471) loss_giou_3_hybrid: 0.5151 (0.5215) loss_class_4_hybrid: 0.8784 (0.8791) loss_bbox_4_hybrid: 0.2308 (0.2472) loss_giou_4_hybrid: 0.5100 (0.5214) loss_class_enc_hybrid: 0.8461 (0.8769) loss_bbox_enc_hybrid: 0.3079 (0.3206) loss_giou_enc_hybrid: 0.6275 (0.6352) mem: 1026 max mem: 36964 [2024-01-14 18:46:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:47:30 det.util.engine] INFO: Epoch: [1] [10400/11727] eta: 0:23:21 lr: 0.000100 data_time: 0.0033 iter_time: 1.0555 loss: 31.3295 (33.0026) loss_class: 0.8358 (0.8970) loss_bbox: 0.2037 (0.2246) loss_giou: 0.4816 (0.4758) loss_class_0: 1.0358 (1.1552) loss_bbox_0: 0.1961 (0.2217) loss_giou_0: 0.4776 (0.4785) loss_class_1: 0.9372 (1.0185) loss_bbox_1: 0.2028 (0.2224) loss_giou_1: 0.4756 (0.4769) loss_class_2: 0.8701 (0.9545) loss_bbox_2: 0.1985 (0.2207) loss_giou_2: 0.4759 (0.4737) loss_class_3: 0.8481 (0.9168) loss_bbox_3: 0.2061 (0.2224) loss_giou_3: 0.4778 (0.4742) loss_class_4: 0.8250 (0.8994) loss_bbox_4: 0.2037 (0.2239) loss_giou_4: 0.4809 (0.4754) loss_class_enc: 1.0135 (1.0601) loss_bbox_enc: 0.2239 (0.2710) loss_giou_enc: 0.5477 (0.5539) loss_class_dn: 0.4653 (0.4849) loss_bbox_dn: 0.3024 (0.4008) loss_giou_dn: 0.5558 (0.5920) loss_class_dn_0: 0.5140 (0.5143) loss_bbox_dn_0: 0.4005 (0.5062) loss_giou_dn_0: 0.7026 (0.7358) loss_class_dn_1: 0.4763 (0.4854) loss_bbox_dn_1: 0.3365 (0.4270) loss_giou_dn_1: 0.5927 (0.6260) loss_class_dn_2: 0.4567 (0.4748) loss_bbox_dn_2: 0.3068 (0.4067) loss_giou_dn_2: 0.5666 (0.5992) loss_class_dn_3: 0.4557 (0.4748) loss_bbox_dn_3: 0.3044 (0.4021) loss_giou_dn_3: 0.5551 (0.5933) loss_class_dn_4: 0.4595 (0.4791) loss_bbox_dn_4: 0.3025 (0.4008) loss_giou_dn_4: 0.5560 (0.5918) loss_class_hybrid: 0.8381 (0.8800) loss_bbox_hybrid: 0.2104 (0.2469) loss_giou_hybrid: 0.5182 (0.5209) loss_class_0_hybrid: 0.8775 (0.9421) loss_bbox_0_hybrid: 0.2196 (0.2622) loss_giou_0_hybrid: 0.5448 (0.5477) loss_class_1_hybrid: 0.8626 (0.9111) loss_bbox_1_hybrid: 0.2111 (0.2515) loss_giou_1_hybrid: 0.5376 (0.5304) loss_class_2_hybrid: 0.8382 (0.8969) loss_bbox_2_hybrid: 0.2102 (0.2467) loss_giou_2_hybrid: 0.5231 (0.5226) loss_class_3_hybrid: 0.8303 (0.8835) loss_bbox_3_hybrid: 0.2094 (0.2470) loss_giou_3_hybrid: 0.5181 (0.5214) loss_class_4_hybrid: 0.8388 (0.8791) loss_bbox_4_hybrid: 0.2101 (0.2472) loss_giou_4_hybrid: 0.5190 (0.5213) loss_class_enc_hybrid: 0.8489 (0.8770) loss_bbox_enc_hybrid: 0.2843 (0.3205) loss_giou_enc_hybrid: 0.6204 (0.6350) mem: 1012 max mem: 36964 [2024-01-14 18:47:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:48:23 det.util.engine] INFO: Epoch: [1] [10450/11727] eta: 0:22:28 lr: 0.000100 data_time: 0.0031 iter_time: 1.0475 loss: 32.4158 (32.9977) loss_class: 0.8731 (0.8970) loss_bbox: 0.2197 (0.2246) loss_giou: 0.4874 (0.4758) loss_class_0: 1.0939 (1.1549) loss_bbox_0: 0.2230 (0.2217) loss_giou_0: 0.4805 (0.4785) loss_class_1: 0.9972 (1.0183) loss_bbox_1: 0.2246 (0.2224) loss_giou_1: 0.4779 (0.4768) loss_class_2: 0.9396 (0.9544) loss_bbox_2: 0.2204 (0.2206) loss_giou_2: 0.4665 (0.4737) loss_class_3: 0.8885 (0.9167) loss_bbox_3: 0.2179 (0.2224) loss_giou_3: 0.4898 (0.4742) loss_class_4: 0.8924 (0.8993) loss_bbox_4: 0.2209 (0.2239) loss_giou_4: 0.4837 (0.4754) loss_class_enc: 1.0006 (1.0599) loss_bbox_enc: 0.2543 (0.2710) loss_giou_enc: 0.5658 (0.5538) loss_class_dn: 0.4644 (0.4848) loss_bbox_dn: 0.4082 (0.4007) loss_giou_dn: 0.5983 (0.5919) loss_class_dn_0: 0.4959 (0.5142) loss_bbox_dn_0: 0.4977 (0.5060) loss_giou_dn_0: 0.7158 (0.7356) loss_class_dn_1: 0.4702 (0.4853) loss_bbox_dn_1: 0.4230 (0.4268) loss_giou_dn_1: 0.6211 (0.6259) loss_class_dn_2: 0.4525 (0.4748) loss_bbox_dn_2: 0.4092 (0.4065) loss_giou_dn_2: 0.6054 (0.5991) loss_class_dn_3: 0.4495 (0.4747) loss_bbox_dn_3: 0.4086 (0.4019) loss_giou_dn_3: 0.5997 (0.5932) loss_class_dn_4: 0.4542 (0.4790) loss_bbox_dn_4: 0.4083 (0.4006) loss_giou_dn_4: 0.5983 (0.5917) loss_class_hybrid: 0.8619 (0.8799) loss_bbox_hybrid: 0.2396 (0.2469) loss_giou_hybrid: 0.5045 (0.5208) loss_class_0_hybrid: 0.9026 (0.9420) loss_bbox_0_hybrid: 0.2589 (0.2622) loss_giou_0_hybrid: 0.5309 (0.5477) loss_class_1_hybrid: 0.8907 (0.9110) loss_bbox_1_hybrid: 0.2528 (0.2515) loss_giou_1_hybrid: 0.5140 (0.5304) loss_class_2_hybrid: 0.8705 (0.8968) loss_bbox_2_hybrid: 0.2422 (0.2467) loss_giou_2_hybrid: 0.5099 (0.5225) loss_class_3_hybrid: 0.8718 (0.8834) loss_bbox_3_hybrid: 0.2387 (0.2470) loss_giou_3_hybrid: 0.5036 (0.5213) loss_class_4_hybrid: 0.8658 (0.8790) loss_bbox_4_hybrid: 0.2404 (0.2471) loss_giou_4_hybrid: 0.5060 (0.5212) loss_class_enc_hybrid: 0.8513 (0.8769) loss_bbox_enc_hybrid: 0.2984 (0.3204) loss_giou_enc_hybrid: 0.6113 (0.6349) mem: 1023 max mem: 36964 [2024-01-14 18:48:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:49:16 det.util.engine] INFO: Epoch: [1] [10500/11727] eta: 0:21:35 lr: 0.000100 data_time: 0.0035 iter_time: 1.0506 loss: 32.0548 (32.9929) loss_class: 0.8622 (0.8969) loss_bbox: 0.2245 (0.2246) loss_giou: 0.4322 (0.4756) loss_class_0: 1.1394 (1.1549) loss_bbox_0: 0.2178 (0.2217) loss_giou_0: 0.4464 (0.4783) loss_class_1: 0.9964 (1.0183) loss_bbox_1: 0.2093 (0.2224) loss_giou_1: 0.4271 (0.4767) loss_class_2: 0.9139 (0.9544) loss_bbox_2: 0.2204 (0.2206) loss_giou_2: 0.4341 (0.4735) loss_class_3: 0.8783 (0.9167) loss_bbox_3: 0.2246 (0.2224) loss_giou_3: 0.4351 (0.4740) loss_class_4: 0.8605 (0.8992) loss_bbox_4: 0.2254 (0.2239) loss_giou_4: 0.4337 (0.4752) loss_class_enc: 1.0415 (1.0599) loss_bbox_enc: 0.2664 (0.2709) loss_giou_enc: 0.5193 (0.5536) loss_class_dn: 0.4607 (0.4847) loss_bbox_dn: 0.3952 (0.4006) loss_giou_dn: 0.5571 (0.5917) loss_class_dn_0: 0.5044 (0.5142) loss_bbox_dn_0: 0.5007 (0.5060) loss_giou_dn_0: 0.7079 (0.7354) loss_class_dn_1: 0.4757 (0.4853) loss_bbox_dn_1: 0.4125 (0.4268) loss_giou_dn_1: 0.5942 (0.6257) loss_class_dn_2: 0.4610 (0.4747) loss_bbox_dn_2: 0.3971 (0.4065) loss_giou_dn_2: 0.5678 (0.5990) loss_class_dn_3: 0.4543 (0.4747) loss_bbox_dn_3: 0.3977 (0.4019) loss_giou_dn_3: 0.5586 (0.5930) loss_class_dn_4: 0.4594 (0.4789) loss_bbox_dn_4: 0.3952 (0.4006) loss_giou_dn_4: 0.5569 (0.5915) loss_class_hybrid: 0.8542 (0.8799) loss_bbox_hybrid: 0.2333 (0.2468) loss_giou_hybrid: 0.4778 (0.5206) loss_class_0_hybrid: 0.9370 (0.9420) loss_bbox_0_hybrid: 0.2487 (0.2621) loss_giou_0_hybrid: 0.5117 (0.5475) loss_class_1_hybrid: 0.8860 (0.9111) loss_bbox_1_hybrid: 0.2392 (0.2514) loss_giou_1_hybrid: 0.4920 (0.5302) loss_class_2_hybrid: 0.8604 (0.8969) loss_bbox_2_hybrid: 0.2342 (0.2466) loss_giou_2_hybrid: 0.4787 (0.5223) loss_class_3_hybrid: 0.8531 (0.8835) loss_bbox_3_hybrid: 0.2401 (0.2469) loss_giou_3_hybrid: 0.4782 (0.5211) loss_class_4_hybrid: 0.8550 (0.8790) loss_bbox_4_hybrid: 0.2360 (0.2471) loss_giou_4_hybrid: 0.4778 (0.5210) loss_class_enc_hybrid: 0.8822 (0.8771) loss_bbox_enc_hybrid: 0.2995 (0.3203) loss_giou_enc_hybrid: 0.5877 (0.6346) mem: 1018 max mem: 36964 [2024-01-14 18:49:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:50:08 det.util.engine] INFO: Epoch: [1] [10550/11727] eta: 0:20:42 lr: 0.000100 data_time: 0.0033 iter_time: 1.0586 loss: 31.1779 (32.9879) loss_class: 0.8259 (0.8967) loss_bbox: 0.2310 (0.2246) loss_giou: 0.5069 (0.4756) loss_class_0: 1.0440 (1.1546) loss_bbox_0: 0.2202 (0.2216) loss_giou_0: 0.4960 (0.4782) loss_class_1: 0.9221 (1.0181) loss_bbox_1: 0.2293 (0.2223) loss_giou_1: 0.4886 (0.4766) loss_class_2: 0.8635 (0.9542) loss_bbox_2: 0.2310 (0.2206) loss_giou_2: 0.5002 (0.4735) loss_class_3: 0.8410 (0.9165) loss_bbox_3: 0.2361 (0.2224) loss_giou_3: 0.5006 (0.4739) loss_class_4: 0.8392 (0.8990) loss_bbox_4: 0.2308 (0.2239) loss_giou_4: 0.5048 (0.4752) loss_class_enc: 0.9724 (1.0597) loss_bbox_enc: 0.2698 (0.2709) loss_giou_enc: 0.5515 (0.5535) loss_class_dn: 0.4605 (0.4846) loss_bbox_dn: 0.4037 (0.4006) loss_giou_dn: 0.5738 (0.5916) loss_class_dn_0: 0.5063 (0.5142) loss_bbox_dn_0: 0.5233 (0.5060) loss_giou_dn_0: 0.7096 (0.7353) loss_class_dn_1: 0.4662 (0.4852) loss_bbox_dn_1: 0.4437 (0.4267) loss_giou_dn_1: 0.6088 (0.6256) loss_class_dn_2: 0.4521 (0.4746) loss_bbox_dn_2: 0.4138 (0.4064) loss_giou_dn_2: 0.5826 (0.5988) loss_class_dn_3: 0.4506 (0.4745) loss_bbox_dn_3: 0.4065 (0.4019) loss_giou_dn_3: 0.5757 (0.5929) loss_class_dn_4: 0.4567 (0.4788) loss_bbox_dn_4: 0.4038 (0.4006) loss_giou_dn_4: 0.5740 (0.5914) loss_class_hybrid: 0.8152 (0.8798) loss_bbox_hybrid: 0.2440 (0.2468) loss_giou_hybrid: 0.5364 (0.5205) loss_class_0_hybrid: 0.8966 (0.9421) loss_bbox_0_hybrid: 0.2472 (0.2621) loss_giou_0_hybrid: 0.5613 (0.5473) loss_class_1_hybrid: 0.8785 (0.9110) loss_bbox_1_hybrid: 0.2492 (0.2514) loss_giou_1_hybrid: 0.5457 (0.5301) loss_class_2_hybrid: 0.8393 (0.8968) loss_bbox_2_hybrid: 0.2488 (0.2466) loss_giou_2_hybrid: 0.5414 (0.5222) loss_class_3_hybrid: 0.8323 (0.8834) loss_bbox_3_hybrid: 0.2434 (0.2469) loss_giou_3_hybrid: 0.5346 (0.5210) loss_class_4_hybrid: 0.8036 (0.8789) loss_bbox_4_hybrid: 0.2414 (0.2470) loss_giou_4_hybrid: 0.5343 (0.5209) loss_class_enc_hybrid: 0.8179 (0.8770) loss_bbox_enc_hybrid: 0.3092 (0.3203) loss_giou_enc_hybrid: 0.6370 (0.6345) mem: 1019 max mem: 36964 [2024-01-14 18:50:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:51:01 det.util.engine] INFO: Epoch: [1] [10600/11727] eta: 0:19:50 lr: 0.000100 data_time: 0.0031 iter_time: 1.0474 loss: 31.2615 (32.9833) loss_class: 0.8717 (0.8966) loss_bbox: 0.1865 (0.2246) loss_giou: 0.4388 (0.4756) loss_class_0: 1.0484 (1.1544) loss_bbox_0: 0.1972 (0.2216) loss_giou_0: 0.4544 (0.4782) loss_class_1: 0.9515 (1.0179) loss_bbox_1: 0.2020 (0.2223) loss_giou_1: 0.4418 (0.4766) loss_class_2: 0.9043 (0.9540) loss_bbox_2: 0.1978 (0.2205) loss_giou_2: 0.4482 (0.4735) loss_class_3: 0.8905 (0.9164) loss_bbox_3: 0.1971 (0.2223) loss_giou_3: 0.4445 (0.4739) loss_class_4: 0.8687 (0.8990) loss_bbox_4: 0.1861 (0.2238) loss_giou_4: 0.4390 (0.4752) loss_class_enc: 1.0184 (1.0595) loss_bbox_enc: 0.2339 (0.2709) loss_giou_enc: 0.5313 (0.5535) loss_class_dn: 0.4723 (0.4845) loss_bbox_dn: 0.3085 (0.4004) loss_giou_dn: 0.5429 (0.5915) loss_class_dn_0: 0.5180 (0.5142) loss_bbox_dn_0: 0.4298 (0.5058) loss_giou_dn_0: 0.6935 (0.7352) loss_class_dn_1: 0.4710 (0.4852) loss_bbox_dn_1: 0.3333 (0.4265) loss_giou_dn_1: 0.5749 (0.6255) loss_class_dn_2: 0.4636 (0.4746) loss_bbox_dn_2: 0.3180 (0.4062) loss_giou_dn_2: 0.5491 (0.5987) loss_class_dn_3: 0.4591 (0.4745) loss_bbox_dn_3: 0.3080 (0.4017) loss_giou_dn_3: 0.5426 (0.5928) loss_class_dn_4: 0.4683 (0.4788) loss_bbox_dn_4: 0.3085 (0.4004) loss_giou_dn_4: 0.5428 (0.5913) loss_class_hybrid: 0.8416 (0.8798) loss_bbox_hybrid: 0.2249 (0.2467) loss_giou_hybrid: 0.4469 (0.5205) loss_class_0_hybrid: 0.9169 (0.9420) loss_bbox_0_hybrid: 0.2253 (0.2620) loss_giou_0_hybrid: 0.4886 (0.5473) loss_class_1_hybrid: 0.8705 (0.9109) loss_bbox_1_hybrid: 0.2303 (0.2513) loss_giou_1_hybrid: 0.4765 (0.5301) loss_class_2_hybrid: 0.8513 (0.8967) loss_bbox_2_hybrid: 0.2248 (0.2465) loss_giou_2_hybrid: 0.4645 (0.5222) loss_class_3_hybrid: 0.8588 (0.8834) loss_bbox_3_hybrid: 0.2261 (0.2468) loss_giou_3_hybrid: 0.4518 (0.5210) loss_class_4_hybrid: 0.8314 (0.8789) loss_bbox_4_hybrid: 0.2265 (0.2470) loss_giou_4_hybrid: 0.4472 (0.5209) loss_class_enc_hybrid: 0.8476 (0.8770) loss_bbox_enc_hybrid: 0.2726 (0.3201) loss_giou_enc_hybrid: 0.5594 (0.6344) mem: 1034 max mem: 36964 [2024-01-14 18:51:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:51:55 det.util.engine] INFO: Epoch: [1] [10650/11727] eta: 0:18:57 lr: 0.000100 data_time: 0.0031 iter_time: 1.0484 loss: 31.9554 (32.9796) loss_class: 0.8399 (0.8966) loss_bbox: 0.1923 (0.2245) loss_giou: 0.4637 (0.4755) loss_class_0: 1.1114 (1.1542) loss_bbox_0: 0.1920 (0.2216) loss_giou_0: 0.4348 (0.4782) loss_class_1: 0.9384 (1.0177) loss_bbox_1: 0.1948 (0.2222) loss_giou_1: 0.4521 (0.4766) loss_class_2: 0.8925 (0.9539) loss_bbox_2: 0.1947 (0.2205) loss_giou_2: 0.4496 (0.4735) loss_class_3: 0.8652 (0.9164) loss_bbox_3: 0.2004 (0.2222) loss_giou_3: 0.4587 (0.4739) loss_class_4: 0.8563 (0.8990) loss_bbox_4: 0.1940 (0.2238) loss_giou_4: 0.4573 (0.4751) loss_class_enc: 0.9692 (1.0593) loss_bbox_enc: 0.2348 (0.2708) loss_giou_enc: 0.5283 (0.5535) loss_class_dn: 0.4676 (0.4844) loss_bbox_dn: 0.3255 (0.4002) loss_giou_dn: 0.6251 (0.5914) loss_class_dn_0: 0.5035 (0.5142) loss_bbox_dn_0: 0.4158 (0.5056) loss_giou_dn_0: 0.7288 (0.7351) loss_class_dn_1: 0.4757 (0.4852) loss_bbox_dn_1: 0.3525 (0.4264) loss_giou_dn_1: 0.6441 (0.6254) loss_class_dn_2: 0.4616 (0.4745) loss_bbox_dn_2: 0.3311 (0.4061) loss_giou_dn_2: 0.6337 (0.5987) loss_class_dn_3: 0.4571 (0.4744) loss_bbox_dn_3: 0.3268 (0.4015) loss_giou_dn_3: 0.6257 (0.5927) loss_class_dn_4: 0.4658 (0.4787) loss_bbox_dn_4: 0.3255 (0.4002) loss_giou_dn_4: 0.6250 (0.5913) loss_class_hybrid: 0.8353 (0.8797) loss_bbox_hybrid: 0.2168 (0.2467) loss_giou_hybrid: 0.5157 (0.5205) loss_class_0_hybrid: 0.9039 (0.9419) loss_bbox_0_hybrid: 0.2288 (0.2619) loss_giou_0_hybrid: 0.5261 (0.5473) loss_class_1_hybrid: 0.8469 (0.9108) loss_bbox_1_hybrid: 0.2167 (0.2513) loss_giou_1_hybrid: 0.5229 (0.5301) loss_class_2_hybrid: 0.8546 (0.8966) loss_bbox_2_hybrid: 0.2138 (0.2465) loss_giou_2_hybrid: 0.5160 (0.5223) loss_class_3_hybrid: 0.8366 (0.8833) loss_bbox_3_hybrid: 0.2139 (0.2468) loss_giou_3_hybrid: 0.5199 (0.5210) loss_class_4_hybrid: 0.8326 (0.8788) loss_bbox_4_hybrid: 0.2140 (0.2469) loss_giou_4_hybrid: 0.5146 (0.5209) loss_class_enc_hybrid: 0.8436 (0.8769) loss_bbox_enc_hybrid: 0.2755 (0.3201) loss_giou_enc_hybrid: 0.6254 (0.6344) mem: 1020 max mem: 36964 [2024-01-14 18:51:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:52:49 det.util.engine] INFO: Epoch: [1] [10700/11727] eta: 0:18:04 lr: 0.000100 data_time: 0.0030 iter_time: 1.0546 loss: 30.2280 (32.9720) loss_class: 0.8273 (0.8965) loss_bbox: 0.1979 (0.2244) loss_giou: 0.4401 (0.4754) loss_class_0: 1.0761 (1.1539) loss_bbox_0: 0.1827 (0.2215) loss_giou_0: 0.4419 (0.4781) loss_class_1: 0.9451 (1.0175) loss_bbox_1: 0.1941 (0.2222) loss_giou_1: 0.4368 (0.4764) loss_class_2: 0.9038 (0.9537) loss_bbox_2: 0.1850 (0.2204) loss_giou_2: 0.4235 (0.4733) loss_class_3: 0.8678 (0.9162) loss_bbox_3: 0.1840 (0.2222) loss_giou_3: 0.4393 (0.4738) loss_class_4: 0.8459 (0.8988) loss_bbox_4: 0.1878 (0.2237) loss_giou_4: 0.4404 (0.4750) loss_class_enc: 1.0104 (1.0591) loss_bbox_enc: 0.2325 (0.2707) loss_giou_enc: 0.5015 (0.5533) loss_class_dn: 0.4680 (0.4844) loss_bbox_dn: 0.3286 (0.4001) loss_giou_dn: 0.5257 (0.5912) loss_class_dn_0: 0.5087 (0.5141) loss_bbox_dn_0: 0.4241 (0.5055) loss_giou_dn_0: 0.6785 (0.7349) loss_class_dn_1: 0.4698 (0.4851) loss_bbox_dn_1: 0.3555 (0.4262) loss_giou_dn_1: 0.5721 (0.6252) loss_class_dn_2: 0.4510 (0.4744) loss_bbox_dn_2: 0.3321 (0.4059) loss_giou_dn_2: 0.5375 (0.5985) loss_class_dn_3: 0.4472 (0.4743) loss_bbox_dn_3: 0.3310 (0.4013) loss_giou_dn_3: 0.5267 (0.5926) loss_class_dn_4: 0.4588 (0.4786) loss_bbox_dn_4: 0.3286 (0.4001) loss_giou_dn_4: 0.5257 (0.5911) loss_class_hybrid: 0.8114 (0.8795) loss_bbox_hybrid: 0.1995 (0.2466) loss_giou_hybrid: 0.4897 (0.5204) loss_class_0_hybrid: 0.8955 (0.9418) loss_bbox_0_hybrid: 0.2104 (0.2618) loss_giou_0_hybrid: 0.5160 (0.5472) loss_class_1_hybrid: 0.8597 (0.9107) loss_bbox_1_hybrid: 0.1953 (0.2512) loss_giou_1_hybrid: 0.4980 (0.5300) loss_class_2_hybrid: 0.8468 (0.8964) loss_bbox_2_hybrid: 0.1954 (0.2464) loss_giou_2_hybrid: 0.4942 (0.5221) loss_class_3_hybrid: 0.8285 (0.8831) loss_bbox_3_hybrid: 0.1982 (0.2467) loss_giou_3_hybrid: 0.4894 (0.5209) loss_class_4_hybrid: 0.8276 (0.8787) loss_bbox_4_hybrid: 0.1947 (0.2468) loss_giou_4_hybrid: 0.4887 (0.5208) loss_class_enc_hybrid: 0.8291 (0.8769) loss_bbox_enc_hybrid: 0.2668 (0.3199) loss_giou_enc_hybrid: 0.6059 (0.6342) mem: 1022 max mem: 36964 [2024-01-14 18:52:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:53:42 det.util.engine] INFO: Epoch: [1] [10750/11727] eta: 0:17:11 lr: 0.000100 data_time: 0.0031 iter_time: 1.0269 loss: 31.8408 (32.9681) loss_class: 0.9086 (0.8965) loss_bbox: 0.2125 (0.2244) loss_giou: 0.3955 (0.4752) loss_class_0: 1.1677 (1.1540) loss_bbox_0: 0.2061 (0.2214) loss_giou_0: 0.3889 (0.4780) loss_class_1: 1.0498 (1.0175) loss_bbox_1: 0.2104 (0.2221) loss_giou_1: 0.4094 (0.4763) loss_class_2: 0.9770 (0.9538) loss_bbox_2: 0.2079 (0.2204) loss_giou_2: 0.3966 (0.4732) loss_class_3: 0.9192 (0.9162) loss_bbox_3: 0.2081 (0.2221) loss_giou_3: 0.3875 (0.4736) loss_class_4: 0.8974 (0.8988) loss_bbox_4: 0.2118 (0.2236) loss_giou_4: 0.3912 (0.4748) loss_class_enc: 1.0732 (1.0591) loss_bbox_enc: 0.2594 (0.2707) loss_giou_enc: 0.4727 (0.5532) loss_class_dn: 0.4794 (0.4843) loss_bbox_dn: 0.4064 (0.4000) loss_giou_dn: 0.5299 (0.5911) loss_class_dn_0: 0.5141 (0.5141) loss_bbox_dn_0: 0.5155 (0.5054) loss_giou_dn_0: 0.6726 (0.7347) loss_class_dn_1: 0.4825 (0.4851) loss_bbox_dn_1: 0.4310 (0.4261) loss_giou_dn_1: 0.5580 (0.6251) loss_class_dn_2: 0.4683 (0.4744) loss_bbox_dn_2: 0.4114 (0.4059) loss_giou_dn_2: 0.5346 (0.5984) loss_class_dn_3: 0.4726 (0.4743) loss_bbox_dn_3: 0.4061 (0.4013) loss_giou_dn_3: 0.5292 (0.5924) loss_class_dn_4: 0.4757 (0.4785) loss_bbox_dn_4: 0.4064 (0.4000) loss_giou_dn_4: 0.5302 (0.5909) loss_class_hybrid: 0.9066 (0.8796) loss_bbox_hybrid: 0.2236 (0.2466) loss_giou_hybrid: 0.4252 (0.5202) loss_class_0_hybrid: 0.9737 (0.9419) loss_bbox_0_hybrid: 0.2384 (0.2618) loss_giou_0_hybrid: 0.4625 (0.5470) loss_class_1_hybrid: 0.9245 (0.9108) loss_bbox_1_hybrid: 0.2290 (0.2511) loss_giou_1_hybrid: 0.4333 (0.5298) loss_class_2_hybrid: 0.9171 (0.8965) loss_bbox_2_hybrid: 0.2229 (0.2464) loss_giou_2_hybrid: 0.4275 (0.5220) loss_class_3_hybrid: 0.9186 (0.8832) loss_bbox_3_hybrid: 0.2249 (0.2466) loss_giou_3_hybrid: 0.4265 (0.5207) loss_class_4_hybrid: 0.9040 (0.8788) loss_bbox_4_hybrid: 0.2261 (0.2468) loss_giou_4_hybrid: 0.4260 (0.5206) loss_class_enc_hybrid: 0.8961 (0.8770) loss_bbox_enc_hybrid: 0.3138 (0.3199) loss_giou_enc_hybrid: 0.5397 (0.6340) mem: 1037 max mem: 36964 [2024-01-14 18:53:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:54:37 det.util.engine] INFO: Epoch: [1] [10800/11727] eta: 0:16:19 lr: 0.000100 data_time: 0.0032 iter_time: 1.0736 loss: 30.3068 (32.9612) loss_class: 0.8657 (0.8963) loss_bbox: 0.1987 (0.2243) loss_giou: 0.4369 (0.4752) loss_class_0: 1.0973 (1.1537) loss_bbox_0: 0.1986 (0.2214) loss_giou_0: 0.4431 (0.4779) loss_class_1: 0.9389 (1.0173) loss_bbox_1: 0.1928 (0.2221) loss_giou_1: 0.4331 (0.4762) loss_class_2: 0.9016 (0.9536) loss_bbox_2: 0.1929 (0.2203) loss_giou_2: 0.4381 (0.4731) loss_class_3: 0.8831 (0.9161) loss_bbox_3: 0.1985 (0.2220) loss_giou_3: 0.4410 (0.4735) loss_class_4: 0.8590 (0.8987) loss_bbox_4: 0.1987 (0.2236) loss_giou_4: 0.4377 (0.4748) loss_class_enc: 0.9753 (1.0588) loss_bbox_enc: 0.2377 (0.2706) loss_giou_enc: 0.5215 (0.5531) loss_class_dn: 0.4529 (0.4842) loss_bbox_dn: 0.3270 (0.3998) loss_giou_dn: 0.5305 (0.5909) loss_class_dn_0: 0.5047 (0.5141) loss_bbox_dn_0: 0.4314 (0.5052) loss_giou_dn_0: 0.6664 (0.7346) loss_class_dn_1: 0.4723 (0.4850) loss_bbox_dn_1: 0.3557 (0.4259) loss_giou_dn_1: 0.5615 (0.6249) loss_class_dn_2: 0.4559 (0.4743) loss_bbox_dn_2: 0.3322 (0.4056) loss_giou_dn_2: 0.5340 (0.5982) loss_class_dn_3: 0.4448 (0.4742) loss_bbox_dn_3: 0.3243 (0.4011) loss_giou_dn_3: 0.5306 (0.5923) loss_class_dn_4: 0.4495 (0.4785) loss_bbox_dn_4: 0.3273 (0.3998) loss_giou_dn_4: 0.5301 (0.5908) loss_class_hybrid: 0.8418 (0.8795) loss_bbox_hybrid: 0.2064 (0.2465) loss_giou_hybrid: 0.4781 (0.5201) loss_class_0_hybrid: 0.8986 (0.9417) loss_bbox_0_hybrid: 0.2092 (0.2617) loss_giou_0_hybrid: 0.5085 (0.5470) loss_class_1_hybrid: 0.8820 (0.9106) loss_bbox_1_hybrid: 0.2038 (0.2510) loss_giou_1_hybrid: 0.4814 (0.5297) loss_class_2_hybrid: 0.8578 (0.8964) loss_bbox_2_hybrid: 0.2022 (0.2463) loss_giou_2_hybrid: 0.4729 (0.5219) loss_class_3_hybrid: 0.8443 (0.8831) loss_bbox_3_hybrid: 0.2060 (0.2466) loss_giou_3_hybrid: 0.4778 (0.5206) loss_class_4_hybrid: 0.8440 (0.8786) loss_bbox_4_hybrid: 0.2099 (0.2467) loss_giou_4_hybrid: 0.4774 (0.5206) loss_class_enc_hybrid: 0.8534 (0.8769) loss_bbox_enc_hybrid: 0.2753 (0.3197) loss_giou_enc_hybrid: 0.5901 (0.6339) mem: 1027 max mem: 36964 [2024-01-14 18:54:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:55:29 det.util.engine] INFO: Epoch: [1] [10850/11727] eta: 0:15:26 lr: 0.000100 data_time: 0.0031 iter_time: 1.0357 loss: 32.5496 (32.9558) loss_class: 0.8602 (0.8962) loss_bbox: 0.2125 (0.2243) loss_giou: 0.5241 (0.4752) loss_class_0: 1.0884 (1.1535) loss_bbox_0: 0.2074 (0.2213) loss_giou_0: 0.4954 (0.4779) loss_class_1: 0.9783 (1.0171) loss_bbox_1: 0.2107 (0.2220) loss_giou_1: 0.5006 (0.4762) loss_class_2: 0.9053 (0.9535) loss_bbox_2: 0.1974 (0.2202) loss_giou_2: 0.5140 (0.4731) loss_class_3: 0.8746 (0.9159) loss_bbox_3: 0.1925 (0.2220) loss_giou_3: 0.5146 (0.4735) loss_class_4: 0.8483 (0.8985) loss_bbox_4: 0.1920 (0.2235) loss_giou_4: 0.5185 (0.4748) loss_class_enc: 1.0154 (1.0585) loss_bbox_enc: 0.2452 (0.2705) loss_giou_enc: 0.5596 (0.5531) loss_class_dn: 0.4479 (0.4841) loss_bbox_dn: 0.3473 (0.3996) loss_giou_dn: 0.5777 (0.5908) loss_class_dn_0: 0.4995 (0.5141) loss_bbox_dn_0: 0.4661 (0.5050) loss_giou_dn_0: 0.7106 (0.7345) loss_class_dn_1: 0.4567 (0.4849) loss_bbox_dn_1: 0.3757 (0.4258) loss_giou_dn_1: 0.6001 (0.6248) loss_class_dn_2: 0.4469 (0.4742) loss_bbox_dn_2: 0.3521 (0.4055) loss_giou_dn_2: 0.5873 (0.5981) loss_class_dn_3: 0.4395 (0.4741) loss_bbox_dn_3: 0.3484 (0.4009) loss_giou_dn_3: 0.5778 (0.5922) loss_class_dn_4: 0.4455 (0.4783) loss_bbox_dn_4: 0.3471 (0.3996) loss_giou_dn_4: 0.5776 (0.5907) loss_class_hybrid: 0.8304 (0.8794) loss_bbox_hybrid: 0.2237 (0.2464) loss_giou_hybrid: 0.5200 (0.5201) loss_class_0_hybrid: 0.9080 (0.9416) loss_bbox_0_hybrid: 0.2522 (0.2616) loss_giou_0_hybrid: 0.5478 (0.5470) loss_class_1_hybrid: 0.8646 (0.9105) loss_bbox_1_hybrid: 0.2300 (0.2510) loss_giou_1_hybrid: 0.5241 (0.5297) loss_class_2_hybrid: 0.8442 (0.8963) loss_bbox_2_hybrid: 0.2241 (0.2462) loss_giou_2_hybrid: 0.5171 (0.5219) loss_class_3_hybrid: 0.8198 (0.8830) loss_bbox_3_hybrid: 0.2230 (0.2465) loss_giou_3_hybrid: 0.5231 (0.5206) loss_class_4_hybrid: 0.8289 (0.8785) loss_bbox_4_hybrid: 0.2228 (0.2466) loss_giou_4_hybrid: 0.5228 (0.5206) loss_class_enc_hybrid: 0.8201 (0.8768) loss_bbox_enc_hybrid: 0.2852 (0.3197) loss_giou_enc_hybrid: 0.6268 (0.6338) mem: 1025 max mem: 36964 [2024-01-14 18:55:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:56:22 det.util.engine] INFO: Epoch: [1] [10900/11727] eta: 0:14:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0715 loss: 31.5678 (32.9497) loss_class: 0.8224 (0.8961) loss_bbox: 0.2162 (0.2242) loss_giou: 0.4646 (0.4752) loss_class_0: 1.0594 (1.1531) loss_bbox_0: 0.2165 (0.2213) loss_giou_0: 0.4646 (0.4779) loss_class_1: 0.8990 (1.0168) loss_bbox_1: 0.2220 (0.2220) loss_giou_1: 0.4707 (0.4762) loss_class_2: 0.8469 (0.9533) loss_bbox_2: 0.2145 (0.2202) loss_giou_2: 0.4673 (0.4731) loss_class_3: 0.8235 (0.9158) loss_bbox_3: 0.2115 (0.2220) loss_giou_3: 0.4610 (0.4735) loss_class_4: 0.8198 (0.8984) loss_bbox_4: 0.2107 (0.2235) loss_giou_4: 0.4594 (0.4748) loss_class_enc: 0.9982 (1.0584) loss_bbox_enc: 0.2431 (0.2705) loss_giou_enc: 0.5101 (0.5530) loss_class_dn: 0.4455 (0.4839) loss_bbox_dn: 0.3383 (0.3994) loss_giou_dn: 0.5749 (0.5908) loss_class_dn_0: 0.4907 (0.5140) loss_bbox_dn_0: 0.4662 (0.5048) loss_giou_dn_0: 0.7040 (0.7344) loss_class_dn_1: 0.4613 (0.4848) loss_bbox_dn_1: 0.3730 (0.4256) loss_giou_dn_1: 0.6119 (0.6247) loss_class_dn_2: 0.4447 (0.4741) loss_bbox_dn_2: 0.3501 (0.4053) loss_giou_dn_2: 0.5825 (0.5981) loss_class_dn_3: 0.4436 (0.4740) loss_bbox_dn_3: 0.3411 (0.4007) loss_giou_dn_3: 0.5751 (0.5921) loss_class_dn_4: 0.4433 (0.4782) loss_bbox_dn_4: 0.3381 (0.3994) loss_giou_dn_4: 0.5744 (0.5906) loss_class_hybrid: 0.7908 (0.8792) loss_bbox_hybrid: 0.2176 (0.2464) loss_giou_hybrid: 0.5036 (0.5201) loss_class_0_hybrid: 0.8735 (0.9415) loss_bbox_0_hybrid: 0.2315 (0.2615) loss_giou_0_hybrid: 0.5219 (0.5469) loss_class_1_hybrid: 0.7983 (0.9103) loss_bbox_1_hybrid: 0.2208 (0.2509) loss_giou_1_hybrid: 0.5091 (0.5297) loss_class_2_hybrid: 0.8030 (0.8961) loss_bbox_2_hybrid: 0.2207 (0.2462) loss_giou_2_hybrid: 0.5100 (0.5219) loss_class_3_hybrid: 0.7905 (0.8828) loss_bbox_3_hybrid: 0.2197 (0.2465) loss_giou_3_hybrid: 0.5066 (0.5206) loss_class_4_hybrid: 0.7918 (0.8783) loss_bbox_4_hybrid: 0.2189 (0.2466) loss_giou_4_hybrid: 0.5007 (0.5205) loss_class_enc_hybrid: 0.8170 (0.8767) loss_bbox_enc_hybrid: 0.2838 (0.3196) loss_giou_enc_hybrid: 0.5987 (0.6337) mem: 1026 max mem: 36964 [2024-01-14 18:56:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:57:16 det.util.engine] INFO: Epoch: [1] [10950/11727] eta: 0:13:40 lr: 0.000100 data_time: 0.0032 iter_time: 1.1168 loss: 31.0530 (32.9450) loss_class: 0.8542 (0.8960) loss_bbox: 0.1921 (0.2242) loss_giou: 0.4641 (0.4751) loss_class_0: 1.0801 (1.1530) loss_bbox_0: 0.1955 (0.2212) loss_giou_0: 0.4627 (0.4778) loss_class_1: 1.0136 (1.0167) loss_bbox_1: 0.2066 (0.2219) loss_giou_1: 0.4614 (0.4761) loss_class_2: 0.8928 (0.9532) loss_bbox_2: 0.1964 (0.2201) loss_giou_2: 0.4583 (0.4731) loss_class_3: 0.8719 (0.9157) loss_bbox_3: 0.1929 (0.2219) loss_giou_3: 0.4672 (0.4735) loss_class_4: 0.8820 (0.8983) loss_bbox_4: 0.1918 (0.2234) loss_giou_4: 0.4677 (0.4747) loss_class_enc: 0.9759 (1.0582) loss_bbox_enc: 0.2333 (0.2704) loss_giou_enc: 0.5538 (0.5530) loss_class_dn: 0.4443 (0.4838) loss_bbox_dn: 0.3571 (0.3993) loss_giou_dn: 0.5611 (0.5907) loss_class_dn_0: 0.5023 (0.5140) loss_bbox_dn_0: 0.4220 (0.5046) loss_giou_dn_0: 0.6864 (0.7343) loss_class_dn_1: 0.4670 (0.4848) loss_bbox_dn_1: 0.3634 (0.4254) loss_giou_dn_1: 0.6007 (0.6246) loss_class_dn_2: 0.4553 (0.4741) loss_bbox_dn_2: 0.3603 (0.4051) loss_giou_dn_2: 0.5665 (0.5980) loss_class_dn_3: 0.4406 (0.4739) loss_bbox_dn_3: 0.3566 (0.4005) loss_giou_dn_3: 0.5659 (0.5920) loss_class_dn_4: 0.4432 (0.4781) loss_bbox_dn_4: 0.3572 (0.3992) loss_giou_dn_4: 0.5605 (0.5905) loss_class_hybrid: 0.8335 (0.8791) loss_bbox_hybrid: 0.2010 (0.2463) loss_giou_hybrid: 0.4928 (0.5201) loss_class_0_hybrid: 0.8882 (0.9413) loss_bbox_0_hybrid: 0.2217 (0.2615) loss_giou_0_hybrid: 0.5287 (0.5469) loss_class_1_hybrid: 0.8671 (0.9102) loss_bbox_1_hybrid: 0.2113 (0.2509) loss_giou_1_hybrid: 0.5088 (0.5297) loss_class_2_hybrid: 0.8488 (0.8960) loss_bbox_2_hybrid: 0.2036 (0.2461) loss_giou_2_hybrid: 0.5037 (0.5219) loss_class_3_hybrid: 0.8393 (0.8827) loss_bbox_3_hybrid: 0.2026 (0.2464) loss_giou_3_hybrid: 0.4930 (0.5206) loss_class_4_hybrid: 0.8404 (0.8783) loss_bbox_4_hybrid: 0.2002 (0.2465) loss_giou_4_hybrid: 0.4922 (0.5205) loss_class_enc_hybrid: 0.8423 (0.8766) loss_bbox_enc_hybrid: 0.2771 (0.3195) loss_giou_enc_hybrid: 0.6039 (0.6337) mem: 1018 max mem: 36964 [2024-01-14 18:57:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:58:09 det.util.engine] INFO: Epoch: [1] [11000/11727] eta: 0:12:48 lr: 0.000100 data_time: 0.0032 iter_time: 1.0363 loss: 30.9409 (32.9390) loss_class: 0.8486 (0.8959) loss_bbox: 0.2160 (0.2241) loss_giou: 0.4248 (0.4750) loss_class_0: 1.1230 (1.1529) loss_bbox_0: 0.2163 (0.2211) loss_giou_0: 0.4229 (0.4777) loss_class_1: 1.0243 (1.0167) loss_bbox_1: 0.2172 (0.2218) loss_giou_1: 0.4081 (0.4760) loss_class_2: 0.9076 (0.9531) loss_bbox_2: 0.2123 (0.2201) loss_giou_2: 0.4135 (0.4729) loss_class_3: 0.8649 (0.9156) loss_bbox_3: 0.2066 (0.2218) loss_giou_3: 0.4113 (0.4733) loss_class_4: 0.8469 (0.8983) loss_bbox_4: 0.2161 (0.2233) loss_giou_4: 0.4253 (0.4746) loss_class_enc: 0.9983 (1.0580) loss_bbox_enc: 0.2375 (0.2703) loss_giou_enc: 0.5092 (0.5528) loss_class_dn: 0.4589 (0.4838) loss_bbox_dn: 0.3318 (0.3991) loss_giou_dn: 0.5553 (0.5905) loss_class_dn_0: 0.5119 (0.5140) loss_bbox_dn_0: 0.4355 (0.5044) loss_giou_dn_0: 0.6903 (0.7341) loss_class_dn_1: 0.4679 (0.4847) loss_bbox_dn_1: 0.3635 (0.4253) loss_giou_dn_1: 0.5951 (0.6245) loss_class_dn_2: 0.4531 (0.4740) loss_bbox_dn_2: 0.3372 (0.4050) loss_giou_dn_2: 0.5639 (0.5978) loss_class_dn_3: 0.4462 (0.4738) loss_bbox_dn_3: 0.3334 (0.4004) loss_giou_dn_3: 0.5583 (0.5918) loss_class_dn_4: 0.4547 (0.4780) loss_bbox_dn_4: 0.3317 (0.3991) loss_giou_dn_4: 0.5551 (0.5904) loss_class_hybrid: 0.8455 (0.8791) loss_bbox_hybrid: 0.2319 (0.2463) loss_giou_hybrid: 0.4752 (0.5199) loss_class_0_hybrid: 0.9012 (0.9413) loss_bbox_0_hybrid: 0.2439 (0.2614) loss_giou_0_hybrid: 0.5207 (0.5467) loss_class_1_hybrid: 0.8574 (0.9102) loss_bbox_1_hybrid: 0.2394 (0.2508) loss_giou_1_hybrid: 0.4916 (0.5295) loss_class_2_hybrid: 0.8336 (0.8959) loss_bbox_2_hybrid: 0.2300 (0.2461) loss_giou_2_hybrid: 0.4892 (0.5217) loss_class_3_hybrid: 0.8442 (0.8826) loss_bbox_3_hybrid: 0.2333 (0.2463) loss_giou_3_hybrid: 0.4813 (0.5205) loss_class_4_hybrid: 0.8380 (0.8782) loss_bbox_4_hybrid: 0.2346 (0.2465) loss_giou_4_hybrid: 0.4782 (0.5204) loss_class_enc_hybrid: 0.8256 (0.8766) loss_bbox_enc_hybrid: 0.2819 (0.3194) loss_giou_enc_hybrid: 0.5948 (0.6335) mem: 1029 max mem: 36964 [2024-01-14 18:58:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:59:02 det.util.engine] INFO: Epoch: [1] [11050/11727] eta: 0:11:55 lr: 0.000100 data_time: 0.0032 iter_time: 1.0510 loss: 31.3027 (32.9321) loss_class: 0.8827 (0.8959) loss_bbox: 0.1831 (0.2240) loss_giou: 0.4252 (0.4748) loss_class_0: 1.1071 (1.1527) loss_bbox_0: 0.1987 (0.2211) loss_giou_0: 0.4466 (0.4776) loss_class_1: 0.9789 (1.0167) loss_bbox_1: 0.1938 (0.2217) loss_giou_1: 0.4221 (0.4758) loss_class_2: 0.9475 (0.9530) loss_bbox_2: 0.1813 (0.2200) loss_giou_2: 0.4164 (0.4728) loss_class_3: 0.9183 (0.9156) loss_bbox_3: 0.1828 (0.2217) loss_giou_3: 0.4197 (0.4732) loss_class_4: 0.8731 (0.8982) loss_bbox_4: 0.1830 (0.2233) loss_giou_4: 0.4252 (0.4744) loss_class_enc: 0.9989 (1.0578) loss_bbox_enc: 0.2535 (0.2702) loss_giou_enc: 0.5191 (0.5527) loss_class_dn: 0.4619 (0.4837) loss_bbox_dn: 0.3626 (0.3989) loss_giou_dn: 0.5472 (0.5903) loss_class_dn_0: 0.5167 (0.5140) loss_bbox_dn_0: 0.4402 (0.5042) loss_giou_dn_0: 0.6919 (0.7338) loss_class_dn_1: 0.4592 (0.4847) loss_bbox_dn_1: 0.3738 (0.4251) loss_giou_dn_1: 0.5773 (0.6242) loss_class_dn_2: 0.4529 (0.4740) loss_bbox_dn_2: 0.3674 (0.4048) loss_giou_dn_2: 0.5563 (0.5976) loss_class_dn_3: 0.4599 (0.4738) loss_bbox_dn_3: 0.3646 (0.4002) loss_giou_dn_3: 0.5495 (0.5916) loss_class_dn_4: 0.4580 (0.4780) loss_bbox_dn_4: 0.3625 (0.3989) loss_giou_dn_4: 0.5464 (0.5901) loss_class_hybrid: 0.8632 (0.8790) loss_bbox_hybrid: 0.2177 (0.2462) loss_giou_hybrid: 0.4501 (0.5198) loss_class_0_hybrid: 0.9163 (0.9413) loss_bbox_0_hybrid: 0.2267 (0.2613) loss_giou_0_hybrid: 0.4824 (0.5466) loss_class_1_hybrid: 0.8845 (0.9101) loss_bbox_1_hybrid: 0.2187 (0.2507) loss_giou_1_hybrid: 0.4819 (0.5294) loss_class_2_hybrid: 0.8743 (0.8959) loss_bbox_2_hybrid: 0.2177 (0.2460) loss_giou_2_hybrid: 0.4743 (0.5216) loss_class_3_hybrid: 0.8545 (0.8826) loss_bbox_3_hybrid: 0.2155 (0.2463) loss_giou_3_hybrid: 0.4548 (0.5203) loss_class_4_hybrid: 0.8629 (0.8781) loss_bbox_4_hybrid: 0.2166 (0.2464) loss_giou_4_hybrid: 0.4517 (0.5202) loss_class_enc_hybrid: 0.8399 (0.8765) loss_bbox_enc_hybrid: 0.2951 (0.3192) loss_giou_enc_hybrid: 0.5857 (0.6334) mem: 1022 max mem: 36964 [2024-01-14 18:59:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 18:59:54 det.util.engine] INFO: Epoch: [1] [11100/11727] eta: 0:11:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.0588 loss: 31.0949 (32.9270) loss_class: 0.8154 (0.8957) loss_bbox: 0.2134 (0.2240) loss_giou: 0.4417 (0.4748) loss_class_0: 1.0698 (1.1524) loss_bbox_0: 0.2207 (0.2210) loss_giou_0: 0.4632 (0.4776) loss_class_1: 0.9525 (1.0164) loss_bbox_1: 0.2165 (0.2217) loss_giou_1: 0.4596 (0.4758) loss_class_2: 0.9081 (0.9528) loss_bbox_2: 0.2214 (0.2199) loss_giou_2: 0.4388 (0.4727) loss_class_3: 0.8547 (0.9154) loss_bbox_3: 0.2232 (0.2217) loss_giou_3: 0.4418 (0.4731) loss_class_4: 0.8233 (0.8981) loss_bbox_4: 0.2213 (0.2232) loss_giou_4: 0.4484 (0.4744) loss_class_enc: 0.9675 (1.0575) loss_bbox_enc: 0.2739 (0.2702) loss_giou_enc: 0.5305 (0.5527) loss_class_dn: 0.4558 (0.4836) loss_bbox_dn: 0.3232 (0.3988) loss_giou_dn: 0.5856 (0.5902) loss_class_dn_0: 0.5068 (0.5139) loss_bbox_dn_0: 0.4836 (0.5041) loss_giou_dn_0: 0.7119 (0.7337) loss_class_dn_1: 0.4681 (0.4846) loss_bbox_dn_1: 0.3632 (0.4250) loss_giou_dn_1: 0.6143 (0.6241) loss_class_dn_2: 0.4518 (0.4739) loss_bbox_dn_2: 0.3294 (0.4047) loss_giou_dn_2: 0.5938 (0.5975) loss_class_dn_3: 0.4501 (0.4737) loss_bbox_dn_3: 0.3230 (0.4001) loss_giou_dn_3: 0.5867 (0.5915) loss_class_dn_4: 0.4532 (0.4779) loss_bbox_dn_4: 0.3233 (0.3988) loss_giou_dn_4: 0.5860 (0.5900) loss_class_hybrid: 0.8249 (0.8788) loss_bbox_hybrid: 0.2266 (0.2462) loss_giou_hybrid: 0.5224 (0.5198) loss_class_0_hybrid: 0.8753 (0.9411) loss_bbox_0_hybrid: 0.2483 (0.2613) loss_giou_0_hybrid: 0.5496 (0.5466) loss_class_1_hybrid: 0.8726 (0.9100) loss_bbox_1_hybrid: 0.2308 (0.2507) loss_giou_1_hybrid: 0.5374 (0.5294) loss_class_2_hybrid: 0.8476 (0.8957) loss_bbox_2_hybrid: 0.2221 (0.2460) loss_giou_2_hybrid: 0.5299 (0.5216) loss_class_3_hybrid: 0.8339 (0.8824) loss_bbox_3_hybrid: 0.2262 (0.2463) loss_giou_3_hybrid: 0.5249 (0.5203) loss_class_4_hybrid: 0.8336 (0.8780) loss_bbox_4_hybrid: 0.2254 (0.2464) loss_giou_4_hybrid: 0.5217 (0.5202) loss_class_enc_hybrid: 0.8384 (0.8764) loss_bbox_enc_hybrid: 0.3165 (0.3192) loss_giou_enc_hybrid: 0.6311 (0.6333) mem: 1026 max mem: 36964 [2024-01-14 18:59:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:00:48 det.util.engine] INFO: Epoch: [1] [11150/11727] eta: 0:10:09 lr: 0.000100 data_time: 0.0032 iter_time: 1.0423 loss: 31.4244 (32.9188) loss_class: 0.8514 (0.8955) loss_bbox: 0.1955 (0.2239) loss_giou: 0.4286 (0.4747) loss_class_0: 1.0799 (1.1521) loss_bbox_0: 0.2130 (0.2210) loss_giou_0: 0.4499 (0.4775) loss_class_1: 1.0159 (1.0162) loss_bbox_1: 0.1999 (0.2216) loss_giou_1: 0.4242 (0.4756) loss_class_2: 0.9109 (0.9527) loss_bbox_2: 0.1930 (0.2199) loss_giou_2: 0.4177 (0.4726) loss_class_3: 0.8865 (0.9152) loss_bbox_3: 0.1964 (0.2216) loss_giou_3: 0.4321 (0.4730) loss_class_4: 0.8544 (0.8979) loss_bbox_4: 0.1953 (0.2231) loss_giou_4: 0.4343 (0.4742) loss_class_enc: 1.0057 (1.0572) loss_bbox_enc: 0.2480 (0.2702) loss_giou_enc: 0.5205 (0.5526) loss_class_dn: 0.4550 (0.4835) loss_bbox_dn: 0.3489 (0.3986) loss_giou_dn: 0.5533 (0.5900) loss_class_dn_0: 0.5098 (0.5139) loss_bbox_dn_0: 0.4721 (0.5040) loss_giou_dn_0: 0.6958 (0.7335) loss_class_dn_1: 0.4671 (0.4845) loss_bbox_dn_1: 0.3751 (0.4248) loss_giou_dn_1: 0.5777 (0.6240) loss_class_dn_2: 0.4511 (0.4738) loss_bbox_dn_2: 0.3538 (0.4045) loss_giou_dn_2: 0.5586 (0.5973) loss_class_dn_3: 0.4456 (0.4736) loss_bbox_dn_3: 0.3508 (0.3999) loss_giou_dn_3: 0.5539 (0.5913) loss_class_dn_4: 0.4537 (0.4778) loss_bbox_dn_4: 0.3488 (0.3986) loss_giou_dn_4: 0.5531 (0.5899) loss_class_hybrid: 0.8229 (0.8787) loss_bbox_hybrid: 0.2310 (0.2461) loss_giou_hybrid: 0.4672 (0.5197) loss_class_0_hybrid: 0.8982 (0.9409) loss_bbox_0_hybrid: 0.2382 (0.2612) loss_giou_0_hybrid: 0.5104 (0.5465) loss_class_1_hybrid: 0.8750 (0.9098) loss_bbox_1_hybrid: 0.2299 (0.2506) loss_giou_1_hybrid: 0.4779 (0.5293) loss_class_2_hybrid: 0.8256 (0.8955) loss_bbox_2_hybrid: 0.2282 (0.2459) loss_giou_2_hybrid: 0.4762 (0.5215) loss_class_3_hybrid: 0.8312 (0.8822) loss_bbox_3_hybrid: 0.2302 (0.2462) loss_giou_3_hybrid: 0.4695 (0.5202) loss_class_4_hybrid: 0.8243 (0.8778) loss_bbox_4_hybrid: 0.2321 (0.2463) loss_giou_4_hybrid: 0.4643 (0.5201) loss_class_enc_hybrid: 0.8288 (0.8763) loss_bbox_enc_hybrid: 0.3024 (0.3191) loss_giou_enc_hybrid: 0.5894 (0.6332) mem: 1020 max mem: 36964 [2024-01-14 19:00:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:01:42 det.util.engine] INFO: Epoch: [1] [11200/11727] eta: 0:09:16 lr: 0.000100 data_time: 0.0033 iter_time: 1.0733 loss: 30.1668 (32.9103) loss_class: 0.8545 (0.8954) loss_bbox: 0.2013 (0.2238) loss_giou: 0.4417 (0.4745) loss_class_0: 1.0869 (1.1519) loss_bbox_0: 0.1973 (0.2209) loss_giou_0: 0.4339 (0.4773) loss_class_1: 0.9471 (1.0160) loss_bbox_1: 0.2022 (0.2216) loss_giou_1: 0.4307 (0.4755) loss_class_2: 0.8916 (0.9525) loss_bbox_2: 0.1977 (0.2198) loss_giou_2: 0.4412 (0.4724) loss_class_3: 0.8423 (0.9150) loss_bbox_3: 0.2033 (0.2216) loss_giou_3: 0.4332 (0.4728) loss_class_4: 0.8648 (0.8978) loss_bbox_4: 0.1964 (0.2231) loss_giou_4: 0.4395 (0.4741) loss_class_enc: 1.0206 (1.0570) loss_bbox_enc: 0.2441 (0.2701) loss_giou_enc: 0.4841 (0.5524) loss_class_dn: 0.4478 (0.4834) loss_bbox_dn: 0.3447 (0.3984) loss_giou_dn: 0.5561 (0.5898) loss_class_dn_0: 0.5113 (0.5139) loss_bbox_dn_0: 0.4605 (0.5038) loss_giou_dn_0: 0.7072 (0.7334) loss_class_dn_1: 0.4723 (0.4845) loss_bbox_dn_1: 0.3685 (0.4246) loss_giou_dn_1: 0.5774 (0.6238) loss_class_dn_2: 0.4545 (0.4737) loss_bbox_dn_2: 0.3498 (0.4043) loss_giou_dn_2: 0.5585 (0.5971) loss_class_dn_3: 0.4405 (0.4735) loss_bbox_dn_3: 0.3441 (0.3997) loss_giou_dn_3: 0.5559 (0.5911) loss_class_dn_4: 0.4409 (0.4777) loss_bbox_dn_4: 0.3447 (0.3984) loss_giou_dn_4: 0.5560 (0.5897) loss_class_hybrid: 0.8552 (0.8785) loss_bbox_hybrid: 0.2106 (0.2460) loss_giou_hybrid: 0.4678 (0.5195) loss_class_0_hybrid: 0.9146 (0.9408) loss_bbox_0_hybrid: 0.2252 (0.2611) loss_giou_0_hybrid: 0.5009 (0.5463) loss_class_1_hybrid: 0.8864 (0.9097) loss_bbox_1_hybrid: 0.2164 (0.2506) loss_giou_1_hybrid: 0.4814 (0.5291) loss_class_2_hybrid: 0.8556 (0.8954) loss_bbox_2_hybrid: 0.2131 (0.2458) loss_giou_2_hybrid: 0.4705 (0.5213) loss_class_3_hybrid: 0.8626 (0.8821) loss_bbox_3_hybrid: 0.2134 (0.2461) loss_giou_3_hybrid: 0.4675 (0.5200) loss_class_4_hybrid: 0.8492 (0.8777) loss_bbox_4_hybrid: 0.2116 (0.2462) loss_giou_4_hybrid: 0.4674 (0.5199) loss_class_enc_hybrid: 0.8563 (0.8762) loss_bbox_enc_hybrid: 0.2846 (0.3190) loss_giou_enc_hybrid: 0.5541 (0.6329) mem: 1028 max mem: 36964 [2024-01-14 19:01:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:02:35 det.util.engine] INFO: Epoch: [1] [11250/11727] eta: 0:08:23 lr: 0.000100 data_time: 0.0030 iter_time: 1.0540 loss: 31.2392 (32.9058) loss_class: 0.8539 (0.8954) loss_bbox: 0.2048 (0.2238) loss_giou: 0.4007 (0.4744) loss_class_0: 1.1293 (1.1519) loss_bbox_0: 0.2055 (0.2209) loss_giou_0: 0.4082 (0.4772) loss_class_1: 0.9688 (1.0160) loss_bbox_1: 0.2060 (0.2215) loss_giou_1: 0.3980 (0.4753) loss_class_2: 0.9541 (0.9524) loss_bbox_2: 0.2040 (0.2197) loss_giou_2: 0.3982 (0.4723) loss_class_3: 0.8763 (0.9151) loss_bbox_3: 0.2056 (0.2215) loss_giou_3: 0.3992 (0.4727) loss_class_4: 0.8646 (0.8979) loss_bbox_4: 0.2008 (0.2230) loss_giou_4: 0.3999 (0.4739) loss_class_enc: 1.0506 (1.0570) loss_bbox_enc: 0.2539 (0.2700) loss_giou_enc: 0.4785 (0.5522) loss_class_dn: 0.4669 (0.4833) loss_bbox_dn: 0.3852 (0.3984) loss_giou_dn: 0.5114 (0.5897) loss_class_dn_0: 0.5065 (0.5139) loss_bbox_dn_0: 0.4929 (0.5037) loss_giou_dn_0: 0.6770 (0.7332) loss_class_dn_1: 0.4746 (0.4844) loss_bbox_dn_1: 0.4173 (0.4245) loss_giou_dn_1: 0.5509 (0.6236) loss_class_dn_2: 0.4631 (0.4737) loss_bbox_dn_2: 0.3893 (0.4042) loss_giou_dn_2: 0.5179 (0.5970) loss_class_dn_3: 0.4615 (0.4734) loss_bbox_dn_3: 0.3873 (0.3996) loss_giou_dn_3: 0.5145 (0.5910) loss_class_dn_4: 0.4637 (0.4776) loss_bbox_dn_4: 0.3850 (0.3983) loss_giou_dn_4: 0.5109 (0.5895) loss_class_hybrid: 0.9017 (0.8786) loss_bbox_hybrid: 0.2236 (0.2460) loss_giou_hybrid: 0.4214 (0.5193) loss_class_0_hybrid: 0.9441 (0.9408) loss_bbox_0_hybrid: 0.2387 (0.2611) loss_giou_0_hybrid: 0.4538 (0.5461) loss_class_1_hybrid: 0.9259 (0.9097) loss_bbox_1_hybrid: 0.2273 (0.2505) loss_giou_1_hybrid: 0.4329 (0.5289) loss_class_2_hybrid: 0.9233 (0.8954) loss_bbox_2_hybrid: 0.2269 (0.2458) loss_giou_2_hybrid: 0.4254 (0.5211) loss_class_3_hybrid: 0.9183 (0.8821) loss_bbox_3_hybrid: 0.2227 (0.2460) loss_giou_3_hybrid: 0.4236 (0.5198) loss_class_4_hybrid: 0.9102 (0.8777) loss_bbox_4_hybrid: 0.2231 (0.2462) loss_giou_4_hybrid: 0.4219 (0.5197) loss_class_enc_hybrid: 0.8732 (0.8762) loss_bbox_enc_hybrid: 0.2869 (0.3189) loss_giou_enc_hybrid: 0.5343 (0.6327) mem: 1022 max mem: 36964 [2024-01-14 19:02:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:03:29 det.util.engine] INFO: Epoch: [1] [11300/11727] eta: 0:07:31 lr: 0.000100 data_time: 0.0033 iter_time: 1.0525 loss: 30.4516 (32.8988) loss_class: 0.7826 (0.8952) loss_bbox: 0.2094 (0.2237) loss_giou: 0.4600 (0.4742) loss_class_0: 1.0572 (1.1517) loss_bbox_0: 0.2060 (0.2208) loss_giou_0: 0.4323 (0.4771) loss_class_1: 0.8951 (1.0158) loss_bbox_1: 0.1933 (0.2214) loss_giou_1: 0.4555 (0.4752) loss_class_2: 0.8196 (0.9522) loss_bbox_2: 0.2071 (0.2197) loss_giou_2: 0.4619 (0.4722) loss_class_3: 0.8043 (0.9149) loss_bbox_3: 0.2161 (0.2215) loss_giou_3: 0.4528 (0.4726) loss_class_4: 0.7927 (0.8977) loss_bbox_4: 0.2093 (0.2229) loss_giou_4: 0.4574 (0.4738) loss_class_enc: 0.9716 (1.0568) loss_bbox_enc: 0.2501 (0.2700) loss_giou_enc: 0.5104 (0.5521) loss_class_dn: 0.4498 (0.4832) loss_bbox_dn: 0.3082 (0.3982) loss_giou_dn: 0.5460 (0.5895) loss_class_dn_0: 0.5038 (0.5138) loss_bbox_dn_0: 0.3981 (0.5036) loss_giou_dn_0: 0.6956 (0.7330) loss_class_dn_1: 0.4675 (0.4844) loss_bbox_dn_1: 0.3237 (0.4244) loss_giou_dn_1: 0.5856 (0.6234) loss_class_dn_2: 0.4494 (0.4736) loss_bbox_dn_2: 0.3143 (0.4041) loss_giou_dn_2: 0.5484 (0.5968) loss_class_dn_3: 0.4421 (0.4733) loss_bbox_dn_3: 0.3093 (0.3995) loss_giou_dn_3: 0.5487 (0.5908) loss_class_dn_4: 0.4461 (0.4775) loss_bbox_dn_4: 0.3082 (0.3982) loss_giou_dn_4: 0.5462 (0.5893) loss_class_hybrid: 0.8098 (0.8785) loss_bbox_hybrid: 0.2330 (0.2459) loss_giou_hybrid: 0.4810 (0.5192) loss_class_0_hybrid: 0.8869 (0.9407) loss_bbox_0_hybrid: 0.2471 (0.2610) loss_giou_0_hybrid: 0.5131 (0.5460) loss_class_1_hybrid: 0.8377 (0.9096) loss_bbox_1_hybrid: 0.2303 (0.2504) loss_giou_1_hybrid: 0.4866 (0.5288) loss_class_2_hybrid: 0.8284 (0.8953) loss_bbox_2_hybrid: 0.2309 (0.2457) loss_giou_2_hybrid: 0.4839 (0.5210) loss_class_3_hybrid: 0.8144 (0.8820) loss_bbox_3_hybrid: 0.2276 (0.2460) loss_giou_3_hybrid: 0.4805 (0.5197) loss_class_4_hybrid: 0.8046 (0.8776) loss_bbox_4_hybrid: 0.2336 (0.2461) loss_giou_4_hybrid: 0.4819 (0.5196) loss_class_enc_hybrid: 0.8172 (0.8762) loss_bbox_enc_hybrid: 0.2968 (0.3187) loss_giou_enc_hybrid: 0.5853 (0.6326) mem: 1032 max mem: 36964 [2024-01-14 19:03:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:04:22 det.util.engine] INFO: Epoch: [1] [11350/11727] eta: 0:06:38 lr: 0.000100 data_time: 0.0032 iter_time: 1.0619 loss: 31.6612 (32.8936) loss_class: 0.8745 (0.8952) loss_bbox: 0.2217 (0.2237) loss_giou: 0.4815 (0.4741) loss_class_0: 1.1459 (1.1515) loss_bbox_0: 0.2176 (0.2207) loss_giou_0: 0.4555 (0.4769) loss_class_1: 1.0042 (1.0157) loss_bbox_1: 0.2240 (0.2214) loss_giou_1: 0.4704 (0.4751) loss_class_2: 0.9173 (0.9521) loss_bbox_2: 0.2202 (0.2197) loss_giou_2: 0.4693 (0.4720) loss_class_3: 0.8702 (0.9148) loss_bbox_3: 0.2153 (0.2215) loss_giou_3: 0.4610 (0.4724) loss_class_4: 0.8754 (0.8977) loss_bbox_4: 0.2184 (0.2229) loss_giou_4: 0.4808 (0.4737) loss_class_enc: 1.0107 (1.0567) loss_bbox_enc: 0.2682 (0.2699) loss_giou_enc: 0.5176 (0.5520) loss_class_dn: 0.4617 (0.4831) loss_bbox_dn: 0.3693 (0.3981) loss_giou_dn: 0.5493 (0.5893) loss_class_dn_0: 0.5074 (0.5138) loss_bbox_dn_0: 0.5073 (0.5035) loss_giou_dn_0: 0.6853 (0.7328) loss_class_dn_1: 0.4742 (0.4843) loss_bbox_dn_1: 0.4099 (0.4243) loss_giou_dn_1: 0.5652 (0.6233) loss_class_dn_2: 0.4594 (0.4735) loss_bbox_dn_2: 0.3809 (0.4040) loss_giou_dn_2: 0.5513 (0.5966) loss_class_dn_3: 0.4570 (0.4732) loss_bbox_dn_3: 0.3708 (0.3994) loss_giou_dn_3: 0.5489 (0.5906) loss_class_dn_4: 0.4588 (0.4774) loss_bbox_dn_4: 0.3696 (0.3981) loss_giou_dn_4: 0.5489 (0.5892) loss_class_hybrid: 0.8886 (0.8785) loss_bbox_hybrid: 0.2236 (0.2458) loss_giou_hybrid: 0.5032 (0.5190) loss_class_0_hybrid: 0.9218 (0.9407) loss_bbox_0_hybrid: 0.2487 (0.2609) loss_giou_0_hybrid: 0.5155 (0.5459) loss_class_1_hybrid: 0.9376 (0.9096) loss_bbox_1_hybrid: 0.2370 (0.2504) loss_giou_1_hybrid: 0.5004 (0.5286) loss_class_2_hybrid: 0.9070 (0.8953) loss_bbox_2_hybrid: 0.2267 (0.2456) loss_giou_2_hybrid: 0.5065 (0.5209) loss_class_3_hybrid: 0.9006 (0.8820) loss_bbox_3_hybrid: 0.2243 (0.2459) loss_giou_3_hybrid: 0.5041 (0.5195) loss_class_4_hybrid: 0.8858 (0.8776) loss_bbox_4_hybrid: 0.2229 (0.2461) loss_giou_4_hybrid: 0.5058 (0.5194) loss_class_enc_hybrid: 0.8526 (0.8762) loss_bbox_enc_hybrid: 0.2940 (0.3187) loss_giou_enc_hybrid: 0.6023 (0.6324) mem: 1027 max mem: 36964 [2024-01-14 19:04:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:05:15 det.util.engine] INFO: Epoch: [1] [11400/11727] eta: 0:05:45 lr: 0.000100 data_time: 0.0029 iter_time: 1.0406 loss: 31.8701 (32.8876) loss_class: 0.8774 (0.8951) loss_bbox: 0.2198 (0.2237) loss_giou: 0.4417 (0.4740) loss_class_0: 1.0932 (1.1513) loss_bbox_0: 0.2158 (0.2207) loss_giou_0: 0.4521 (0.4768) loss_class_1: 0.9703 (1.0155) loss_bbox_1: 0.2195 (0.2214) loss_giou_1: 0.4352 (0.4750) loss_class_2: 0.9131 (0.9520) loss_bbox_2: 0.2117 (0.2197) loss_giou_2: 0.4415 (0.4719) loss_class_3: 0.8807 (0.9147) loss_bbox_3: 0.2173 (0.2214) loss_giou_3: 0.4391 (0.4723) loss_class_4: 0.8897 (0.8976) loss_bbox_4: 0.2240 (0.2229) loss_giou_4: 0.4408 (0.4735) loss_class_enc: 1.0120 (1.0565) loss_bbox_enc: 0.2585 (0.2699) loss_giou_enc: 0.5118 (0.5519) loss_class_dn: 0.4646 (0.4830) loss_bbox_dn: 0.4008 (0.3981) loss_giou_dn: 0.5503 (0.5891) loss_class_dn_0: 0.5087 (0.5138) loss_bbox_dn_0: 0.4973 (0.5034) loss_giou_dn_0: 0.6800 (0.7326) loss_class_dn_1: 0.4745 (0.4843) loss_bbox_dn_1: 0.4328 (0.4242) loss_giou_dn_1: 0.5796 (0.6231) loss_class_dn_2: 0.4586 (0.4734) loss_bbox_dn_2: 0.4064 (0.4039) loss_giou_dn_2: 0.5580 (0.5965) loss_class_dn_3: 0.4576 (0.4732) loss_bbox_dn_3: 0.4026 (0.3993) loss_giou_dn_3: 0.5514 (0.5905) loss_class_dn_4: 0.4573 (0.4773) loss_bbox_dn_4: 0.4009 (0.3980) loss_giou_dn_4: 0.5501 (0.5890) loss_class_hybrid: 0.8601 (0.8784) loss_bbox_hybrid: 0.2329 (0.2458) loss_giou_hybrid: 0.4632 (0.5189) loss_class_0_hybrid: 0.9223 (0.9406) loss_bbox_0_hybrid: 0.2517 (0.2609) loss_giou_0_hybrid: 0.4968 (0.5457) loss_class_1_hybrid: 0.8828 (0.9095) loss_bbox_1_hybrid: 0.2430 (0.2503) loss_giou_1_hybrid: 0.4804 (0.5285) loss_class_2_hybrid: 0.8616 (0.8952) loss_bbox_2_hybrid: 0.2380 (0.2456) loss_giou_2_hybrid: 0.4794 (0.5207) loss_class_3_hybrid: 0.8657 (0.8819) loss_bbox_3_hybrid: 0.2342 (0.2459) loss_giou_3_hybrid: 0.4649 (0.5194) loss_class_4_hybrid: 0.8689 (0.8775) loss_bbox_4_hybrid: 0.2343 (0.2460) loss_giou_4_hybrid: 0.4620 (0.5193) loss_class_enc_hybrid: 0.8709 (0.8761) loss_bbox_enc_hybrid: 0.3001 (0.3186) loss_giou_enc_hybrid: 0.5612 (0.6322) mem: 1025 max mem: 36964 [2024-01-14 19:05:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:06:09 det.util.engine] INFO: Epoch: [1] [11450/11727] eta: 0:04:52 lr: 0.000100 data_time: 0.0030 iter_time: 1.0657 loss: 31.1287 (32.8811) loss_class: 0.8080 (0.8949) loss_bbox: 0.2021 (0.2236) loss_giou: 0.4545 (0.4740) loss_class_0: 1.0336 (1.1509) loss_bbox_0: 0.2004 (0.2207) loss_giou_0: 0.4478 (0.4768) loss_class_1: 0.8921 (1.0152) loss_bbox_1: 0.2071 (0.2214) loss_giou_1: 0.4426 (0.4750) loss_class_2: 0.8262 (0.9517) loss_bbox_2: 0.2040 (0.2196) loss_giou_2: 0.4414 (0.4719) loss_class_3: 0.8281 (0.9144) loss_bbox_3: 0.1956 (0.2214) loss_giou_3: 0.4228 (0.4723) loss_class_4: 0.8089 (0.8973) loss_bbox_4: 0.1983 (0.2228) loss_giou_4: 0.4362 (0.4735) loss_class_enc: 0.9810 (1.0562) loss_bbox_enc: 0.2509 (0.2698) loss_giou_enc: 0.5264 (0.5518) loss_class_dn: 0.4565 (0.4829) loss_bbox_dn: 0.3206 (0.3978) loss_giou_dn: 0.5289 (0.5891) loss_class_dn_0: 0.5060 (0.5137) loss_bbox_dn_0: 0.4251 (0.5031) loss_giou_dn_0: 0.6657 (0.7325) loss_class_dn_1: 0.4654 (0.4842) loss_bbox_dn_1: 0.3489 (0.4240) loss_giou_dn_1: 0.5608 (0.6230) loss_class_dn_2: 0.4582 (0.4734) loss_bbox_dn_2: 0.3270 (0.4037) loss_giou_dn_2: 0.5359 (0.5964) loss_class_dn_3: 0.4507 (0.4731) loss_bbox_dn_3: 0.3220 (0.3991) loss_giou_dn_3: 0.5299 (0.5904) loss_class_dn_4: 0.4520 (0.4772) loss_bbox_dn_4: 0.3207 (0.3978) loss_giou_dn_4: 0.5288 (0.5889) loss_class_hybrid: 0.7871 (0.8782) loss_bbox_hybrid: 0.2287 (0.2458) loss_giou_hybrid: 0.4549 (0.5189) loss_class_0_hybrid: 0.8626 (0.9404) loss_bbox_0_hybrid: 0.2345 (0.2608) loss_giou_0_hybrid: 0.4942 (0.5457) loss_class_1_hybrid: 0.8151 (0.9093) loss_bbox_1_hybrid: 0.2268 (0.2503) loss_giou_1_hybrid: 0.4694 (0.5285) loss_class_2_hybrid: 0.8067 (0.8950) loss_bbox_2_hybrid: 0.2244 (0.2456) loss_giou_2_hybrid: 0.4620 (0.5207) loss_class_3_hybrid: 0.7811 (0.8818) loss_bbox_3_hybrid: 0.2277 (0.2458) loss_giou_3_hybrid: 0.4533 (0.5194) loss_class_4_hybrid: 0.7828 (0.8773) loss_bbox_4_hybrid: 0.2267 (0.2460) loss_giou_4_hybrid: 0.4522 (0.5193) loss_class_enc_hybrid: 0.8181 (0.8760) loss_bbox_enc_hybrid: 0.2842 (0.3185) loss_giou_enc_hybrid: 0.5802 (0.6322) mem: 1035 max mem: 36964 [2024-01-14 19:06:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:07:01 det.util.engine] INFO: Epoch: [1] [11500/11727] eta: 0:03:59 lr: 0.000100 data_time: 0.0034 iter_time: 1.0225 loss: 31.1800 (32.8754) loss_class: 0.8215 (0.8947) loss_bbox: 0.2140 (0.2236) loss_giou: 0.4425 (0.4739) loss_class_0: 1.0619 (1.1507) loss_bbox_0: 0.2132 (0.2207) loss_giou_0: 0.4342 (0.4768) loss_class_1: 0.9257 (1.0149) loss_bbox_1: 0.2099 (0.2214) loss_giou_1: 0.4322 (0.4749) loss_class_2: 0.8823 (0.9515) loss_bbox_2: 0.2062 (0.2196) loss_giou_2: 0.4181 (0.4719) loss_class_3: 0.8503 (0.9143) loss_bbox_3: 0.2091 (0.2214) loss_giou_3: 0.4392 (0.4722) loss_class_4: 0.8517 (0.8972) loss_bbox_4: 0.2096 (0.2228) loss_giou_4: 0.4421 (0.4734) loss_class_enc: 0.9625 (1.0559) loss_bbox_enc: 0.2682 (0.2698) loss_giou_enc: 0.5055 (0.5517) loss_class_dn: 0.4490 (0.4828) loss_bbox_dn: 0.3404 (0.3978) loss_giou_dn: 0.5632 (0.5889) loss_class_dn_0: 0.5042 (0.5137) loss_bbox_dn_0: 0.4273 (0.5030) loss_giou_dn_0: 0.6931 (0.7323) loss_class_dn_1: 0.4584 (0.4841) loss_bbox_dn_1: 0.3588 (0.4239) loss_giou_dn_1: 0.5909 (0.6228) loss_class_dn_2: 0.4431 (0.4733) loss_bbox_dn_2: 0.3468 (0.4036) loss_giou_dn_2: 0.5650 (0.5962) loss_class_dn_3: 0.4404 (0.4730) loss_bbox_dn_3: 0.3441 (0.3990) loss_giou_dn_3: 0.5642 (0.5902) loss_class_dn_4: 0.4454 (0.4771) loss_bbox_dn_4: 0.3404 (0.3978) loss_giou_dn_4: 0.5632 (0.5888) loss_class_hybrid: 0.8291 (0.8781) loss_bbox_hybrid: 0.2217 (0.2457) loss_giou_hybrid: 0.5115 (0.5188) loss_class_0_hybrid: 0.8527 (0.9403) loss_bbox_0_hybrid: 0.2375 (0.2608) loss_giou_0_hybrid: 0.5314 (0.5456) loss_class_1_hybrid: 0.8363 (0.9092) loss_bbox_1_hybrid: 0.2242 (0.2502) loss_giou_1_hybrid: 0.5077 (0.5284) loss_class_2_hybrid: 0.8264 (0.8949) loss_bbox_2_hybrid: 0.2235 (0.2455) loss_giou_2_hybrid: 0.4968 (0.5206) loss_class_3_hybrid: 0.8184 (0.8816) loss_bbox_3_hybrid: 0.2195 (0.2458) loss_giou_3_hybrid: 0.5078 (0.5193) loss_class_4_hybrid: 0.8347 (0.8772) loss_bbox_4_hybrid: 0.2235 (0.2459) loss_giou_4_hybrid: 0.5106 (0.5192) loss_class_enc_hybrid: 0.8121 (0.8759) loss_bbox_enc_hybrid: 0.2998 (0.3184) loss_giou_enc_hybrid: 0.5970 (0.6320) mem: 1031 max mem: 36964 [2024-01-14 19:07:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:07:54 det.util.engine] INFO: Epoch: [1] [11550/11727] eta: 0:03:07 lr: 0.000100 data_time: 0.0029 iter_time: 1.0785 loss: 31.6826 (32.8700) loss_class: 0.8831 (0.8947) loss_bbox: 0.1950 (0.2236) loss_giou: 0.4574 (0.4738) loss_class_0: 1.0591 (1.1505) loss_bbox_0: 0.1955 (0.2206) loss_giou_0: 0.4618 (0.4767) loss_class_1: 0.9625 (1.0148) loss_bbox_1: 0.2019 (0.2213) loss_giou_1: 0.4571 (0.4748) loss_class_2: 0.9136 (0.9514) loss_bbox_2: 0.1943 (0.2195) loss_giou_2: 0.4584 (0.4718) loss_class_3: 0.8949 (0.9142) loss_bbox_3: 0.1937 (0.2213) loss_giou_3: 0.4500 (0.4722) loss_class_4: 0.8864 (0.8971) loss_bbox_4: 0.1943 (0.2228) loss_giou_4: 0.4577 (0.4734) loss_class_enc: 1.0022 (1.0558) loss_bbox_enc: 0.2358 (0.2697) loss_giou_enc: 0.5282 (0.5517) loss_class_dn: 0.4575 (0.4827) loss_bbox_dn: 0.3294 (0.3976) loss_giou_dn: 0.5523 (0.5888) loss_class_dn_0: 0.5003 (0.5137) loss_bbox_dn_0: 0.4414 (0.5029) loss_giou_dn_0: 0.7229 (0.7322) loss_class_dn_1: 0.4693 (0.4841) loss_bbox_dn_1: 0.3617 (0.4237) loss_giou_dn_1: 0.5855 (0.6227) loss_class_dn_2: 0.4528 (0.4732) loss_bbox_dn_2: 0.3472 (0.4034) loss_giou_dn_2: 0.5585 (0.5961) loss_class_dn_3: 0.4509 (0.4729) loss_bbox_dn_3: 0.3337 (0.3989) loss_giou_dn_3: 0.5531 (0.5901) loss_class_dn_4: 0.4521 (0.4770) loss_bbox_dn_4: 0.3293 (0.3976) loss_giou_dn_4: 0.5522 (0.5886) loss_class_hybrid: 0.8614 (0.8781) loss_bbox_hybrid: 0.2159 (0.2456) loss_giou_hybrid: 0.4996 (0.5187) loss_class_0_hybrid: 0.8930 (0.9403) loss_bbox_0_hybrid: 0.2332 (0.2607) loss_giou_0_hybrid: 0.5269 (0.5456) loss_class_1_hybrid: 0.8664 (0.9091) loss_bbox_1_hybrid: 0.2224 (0.2502) loss_giou_1_hybrid: 0.5101 (0.5283) loss_class_2_hybrid: 0.8633 (0.8948) loss_bbox_2_hybrid: 0.2137 (0.2455) loss_giou_2_hybrid: 0.4997 (0.5205) loss_class_3_hybrid: 0.8545 (0.8816) loss_bbox_3_hybrid: 0.2148 (0.2457) loss_giou_3_hybrid: 0.5001 (0.5192) loss_class_4_hybrid: 0.8676 (0.8772) loss_bbox_4_hybrid: 0.2138 (0.2459) loss_giou_4_hybrid: 0.4998 (0.5191) loss_class_enc_hybrid: 0.8737 (0.8760) loss_bbox_enc_hybrid: 0.2770 (0.3183) loss_giou_enc_hybrid: 0.6074 (0.6319) mem: 1033 max mem: 36964 [2024-01-14 19:07:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:08:47 det.util.engine] INFO: Epoch: [1] [11600/11727] eta: 0:02:14 lr: 0.000100 data_time: 0.0027 iter_time: 1.0223 loss: 31.6051 (32.8661) loss_class: 0.8943 (0.8946) loss_bbox: 0.1844 (0.2235) loss_giou: 0.4764 (0.4738) loss_class_0: 1.1026 (1.1503) loss_bbox_0: 0.1746 (0.2205) loss_giou_0: 0.4883 (0.4767) loss_class_1: 1.0109 (1.0147) loss_bbox_1: 0.1696 (0.2212) loss_giou_1: 0.4744 (0.4748) loss_class_2: 0.9583 (0.9513) loss_bbox_2: 0.1708 (0.2195) loss_giou_2: 0.4738 (0.4718) loss_class_3: 0.9169 (0.9142) loss_bbox_3: 0.1747 (0.2212) loss_giou_3: 0.4725 (0.4722) loss_class_4: 0.8813 (0.8971) loss_bbox_4: 0.1831 (0.2227) loss_giou_4: 0.4740 (0.4734) loss_class_enc: 0.9938 (1.0556) loss_bbox_enc: 0.2261 (0.2697) loss_giou_enc: 0.5248 (0.5517) loss_class_dn: 0.4684 (0.4826) loss_bbox_dn: 0.3253 (0.3975) loss_giou_dn: 0.5773 (0.5887) loss_class_dn_0: 0.5223 (0.5136) loss_bbox_dn_0: 0.3965 (0.5027) loss_giou_dn_0: 0.6875 (0.7321) loss_class_dn_1: 0.4743 (0.4840) loss_bbox_dn_1: 0.3494 (0.4236) loss_giou_dn_1: 0.6009 (0.6226) loss_class_dn_2: 0.4662 (0.4731) loss_bbox_dn_2: 0.3326 (0.4033) loss_giou_dn_2: 0.5812 (0.5961) loss_class_dn_3: 0.4663 (0.4728) loss_bbox_dn_3: 0.3272 (0.3987) loss_giou_dn_3: 0.5759 (0.5901) loss_class_dn_4: 0.4684 (0.4769) loss_bbox_dn_4: 0.3253 (0.3974) loss_giou_dn_4: 0.5769 (0.5886) loss_class_hybrid: 0.8875 (0.8780) loss_bbox_hybrid: 0.2191 (0.2456) loss_giou_hybrid: 0.5175 (0.5187) loss_class_0_hybrid: 0.9101 (0.9402) loss_bbox_0_hybrid: 0.2282 (0.2606) loss_giou_0_hybrid: 0.5438 (0.5456) loss_class_1_hybrid: 0.9103 (0.9091) loss_bbox_1_hybrid: 0.2147 (0.2501) loss_giou_1_hybrid: 0.5211 (0.5283) loss_class_2_hybrid: 0.9088 (0.8947) loss_bbox_2_hybrid: 0.2157 (0.2454) loss_giou_2_hybrid: 0.5166 (0.5205) loss_class_3_hybrid: 0.8843 (0.8815) loss_bbox_3_hybrid: 0.2146 (0.2457) loss_giou_3_hybrid: 0.5172 (0.5192) loss_class_4_hybrid: 0.8755 (0.8771) loss_bbox_4_hybrid: 0.2186 (0.2458) loss_giou_4_hybrid: 0.5164 (0.5191) loss_class_enc_hybrid: 0.8571 (0.8759) loss_bbox_enc_hybrid: 0.2625 (0.3182) loss_giou_enc_hybrid: 0.6105 (0.6319) mem: 1026 max mem: 36964 [2024-01-14 19:08:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:09:40 det.util.engine] INFO: Epoch: [1] [11650/11727] eta: 0:01:21 lr: 0.000100 data_time: 0.0032 iter_time: 1.0670 loss: 30.7149 (32.8609) loss_class: 0.8704 (0.8946) loss_bbox: 0.1899 (0.2234) loss_giou: 0.4492 (0.4737) loss_class_0: 1.0919 (1.1502) loss_bbox_0: 0.1963 (0.2205) loss_giou_0: 0.4435 (0.4766) loss_class_1: 0.9624 (1.0145) loss_bbox_1: 0.1986 (0.2212) loss_giou_1: 0.4493 (0.4747) loss_class_2: 0.9176 (0.9512) loss_bbox_2: 0.1921 (0.2194) loss_giou_2: 0.4596 (0.4717) loss_class_3: 0.8877 (0.9141) loss_bbox_3: 0.1897 (0.2212) loss_giou_3: 0.4411 (0.4720) loss_class_4: 0.8701 (0.8971) loss_bbox_4: 0.1849 (0.2226) loss_giou_4: 0.4489 (0.4732) loss_class_enc: 1.0014 (1.0555) loss_bbox_enc: 0.2429 (0.2696) loss_giou_enc: 0.5074 (0.5515) loss_class_dn: 0.4488 (0.4825) loss_bbox_dn: 0.3123 (0.3973) loss_giou_dn: 0.5772 (0.5886) loss_class_dn_0: 0.5026 (0.5136) loss_bbox_dn_0: 0.3805 (0.5026) loss_giou_dn_0: 0.7057 (0.7320) loss_class_dn_1: 0.4669 (0.4839) loss_bbox_dn_1: 0.3271 (0.4235) loss_giou_dn_1: 0.6001 (0.6225) loss_class_dn_2: 0.4531 (0.4731) loss_bbox_dn_2: 0.3147 (0.4032) loss_giou_dn_2: 0.5833 (0.5959) loss_class_dn_3: 0.4465 (0.4727) loss_bbox_dn_3: 0.3119 (0.3986) loss_giou_dn_3: 0.5781 (0.5899) loss_class_dn_4: 0.4447 (0.4768) loss_bbox_dn_4: 0.3123 (0.3973) loss_giou_dn_4: 0.5769 (0.5885) loss_class_hybrid: 0.8619 (0.8780) loss_bbox_hybrid: 0.2134 (0.2455) loss_giou_hybrid: 0.4834 (0.5185) loss_class_0_hybrid: 0.9222 (0.9402) loss_bbox_0_hybrid: 0.2149 (0.2605) loss_giou_0_hybrid: 0.4962 (0.5454) loss_class_1_hybrid: 0.8879 (0.9091) loss_bbox_1_hybrid: 0.2077 (0.2500) loss_giou_1_hybrid: 0.4824 (0.5281) loss_class_2_hybrid: 0.8835 (0.8948) loss_bbox_2_hybrid: 0.2047 (0.2453) loss_giou_2_hybrid: 0.4771 (0.5204) loss_class_3_hybrid: 0.8604 (0.8816) loss_bbox_3_hybrid: 0.2094 (0.2456) loss_giou_3_hybrid: 0.4809 (0.5191) loss_class_4_hybrid: 0.8607 (0.8772) loss_bbox_4_hybrid: 0.2154 (0.2457) loss_giou_4_hybrid: 0.4820 (0.5190) loss_class_enc_hybrid: 0.8620 (0.8759) loss_bbox_enc_hybrid: 0.2727 (0.3181) loss_giou_enc_hybrid: 0.5897 (0.6317) mem: 1032 max mem: 36964 [2024-01-14 19:09:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:10:33 det.util.engine] INFO: Epoch: [1] [11700/11727] eta: 0:00:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.0469 loss: 30.3973 (32.8530) loss_class: 0.8651 (0.8945) loss_bbox: 0.1915 (0.2233) loss_giou: 0.4028 (0.4736) loss_class_0: 1.1205 (1.1500) loss_bbox_0: 0.1823 (0.2204) loss_giou_0: 0.4189 (0.4765) loss_class_1: 0.9797 (1.0143) loss_bbox_1: 0.1806 (0.2211) loss_giou_1: 0.4000 (0.4746) loss_class_2: 0.9307 (0.9510) loss_bbox_2: 0.1775 (0.2193) loss_giou_2: 0.4199 (0.4716) loss_class_3: 0.9356 (0.9140) loss_bbox_3: 0.1851 (0.2211) loss_giou_3: 0.4050 (0.4719) loss_class_4: 0.8749 (0.8969) loss_bbox_4: 0.1879 (0.2225) loss_giou_4: 0.4027 (0.4731) loss_class_enc: 1.0035 (1.0553) loss_bbox_enc: 0.2443 (0.2695) loss_giou_enc: 0.4902 (0.5514) loss_class_dn: 0.4520 (0.4824) loss_bbox_dn: 0.3078 (0.3971) loss_giou_dn: 0.5458 (0.5884) loss_class_dn_0: 0.5026 (0.5136) loss_bbox_dn_0: 0.4513 (0.5023) loss_giou_dn_0: 0.6916 (0.7318) loss_class_dn_1: 0.4654 (0.4839) loss_bbox_dn_1: 0.3441 (0.4232) loss_giou_dn_1: 0.5727 (0.6223) loss_class_dn_2: 0.4472 (0.4730) loss_bbox_dn_2: 0.3209 (0.4030) loss_giou_dn_2: 0.5482 (0.5957) loss_class_dn_3: 0.4440 (0.4726) loss_bbox_dn_3: 0.3108 (0.3984) loss_giou_dn_3: 0.5457 (0.5897) loss_class_dn_4: 0.4481 (0.4767) loss_bbox_dn_4: 0.3076 (0.3971) loss_giou_dn_4: 0.5452 (0.5883) loss_class_hybrid: 0.8741 (0.8780) loss_bbox_hybrid: 0.2008 (0.2454) loss_giou_hybrid: 0.4473 (0.5184) loss_class_0_hybrid: 0.9088 (0.9401) loss_bbox_0_hybrid: 0.2146 (0.2604) loss_giou_0_hybrid: 0.4909 (0.5453) loss_class_1_hybrid: 0.9171 (0.9090) loss_bbox_1_hybrid: 0.2103 (0.2499) loss_giou_1_hybrid: 0.4628 (0.5280) loss_class_2_hybrid: 0.9077 (0.8947) loss_bbox_2_hybrid: 0.2026 (0.2452) loss_giou_2_hybrid: 0.4553 (0.5202) loss_class_3_hybrid: 0.8844 (0.8815) loss_bbox_3_hybrid: 0.2016 (0.2455) loss_giou_3_hybrid: 0.4430 (0.5189) loss_class_4_hybrid: 0.8693 (0.8771) loss_bbox_4_hybrid: 0.2023 (0.2456) loss_giou_4_hybrid: 0.4448 (0.5188) loss_class_enc_hybrid: 0.8702 (0.8759) loss_bbox_enc_hybrid: 0.2778 (0.3180) loss_giou_enc_hybrid: 0.5749 (0.6315) mem: 1032 max mem: 36964 [2024-01-14 19:10:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:11:00 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0025 iter_time: 1.0335 loss: 31.6346 (32.8506) loss_class: 0.8474 (0.8944) loss_bbox: 0.1966 (0.2233) loss_giou: 0.4758 (0.4736) loss_class_0: 1.0965 (1.1499) loss_bbox_0: 0.2225 (0.2204) loss_giou_0: 0.4533 (0.4765) loss_class_1: 0.9413 (1.0142) loss_bbox_1: 0.2060 (0.2211) loss_giou_1: 0.4600 (0.4746) loss_class_2: 0.8914 (0.9509) loss_bbox_2: 0.1975 (0.2193) loss_giou_2: 0.4657 (0.4716) loss_class_3: 0.8420 (0.9139) loss_bbox_3: 0.1985 (0.2211) loss_giou_3: 0.4721 (0.4719) loss_class_4: 0.8604 (0.8969) loss_bbox_4: 0.1935 (0.2225) loss_giou_4: 0.4728 (0.4731) loss_class_enc: 1.0106 (1.0552) loss_bbox_enc: 0.2489 (0.2695) loss_giou_enc: 0.5124 (0.5514) loss_class_dn: 0.4588 (0.4823) loss_bbox_dn: 0.3558 (0.3971) loss_giou_dn: 0.5529 (0.5884) loss_class_dn_0: 0.5100 (0.5136) loss_bbox_dn_0: 0.4711 (0.5023) loss_giou_dn_0: 0.6878 (0.7317) loss_class_dn_1: 0.4647 (0.4838) loss_bbox_dn_1: 0.3872 (0.4232) loss_giou_dn_1: 0.5785 (0.6222) loss_class_dn_2: 0.4515 (0.4729) loss_bbox_dn_2: 0.3640 (0.4029) loss_giou_dn_2: 0.5592 (0.5957) loss_class_dn_3: 0.4466 (0.4726) loss_bbox_dn_3: 0.3591 (0.3983) loss_giou_dn_3: 0.5536 (0.5897) loss_class_dn_4: 0.4512 (0.4767) loss_bbox_dn_4: 0.3557 (0.3971) loss_giou_dn_4: 0.5526 (0.5882) loss_class_hybrid: 0.8404 (0.8779) loss_bbox_hybrid: 0.2280 (0.2454) loss_giou_hybrid: 0.5080 (0.5184) loss_class_0_hybrid: 0.9107 (0.9400) loss_bbox_0_hybrid: 0.2405 (0.2604) loss_giou_0_hybrid: 0.5274 (0.5453) loss_class_1_hybrid: 0.8843 (0.9089) loss_bbox_1_hybrid: 0.2328 (0.2499) loss_giou_1_hybrid: 0.5113 (0.5280) loss_class_2_hybrid: 0.8536 (0.8946) loss_bbox_2_hybrid: 0.2326 (0.2452) loss_giou_2_hybrid: 0.5133 (0.5202) loss_class_3_hybrid: 0.8491 (0.8815) loss_bbox_3_hybrid: 0.2276 (0.2455) loss_giou_3_hybrid: 0.5084 (0.5189) loss_class_4_hybrid: 0.8477 (0.8771) loss_bbox_4_hybrid: 0.2275 (0.2456) loss_giou_4_hybrid: 0.5078 (0.5188) loss_class_enc_hybrid: 0.8494 (0.8758) loss_bbox_enc_hybrid: 0.3108 (0.3179) loss_giou_enc_hybrid: 0.5927 (0.6315) [2024-01-14 19:11:00 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_1 [2024-01-14 19:11:01 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_1/model.safetensors [2024-01-14 19:11:01 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_1/optimizer.bin [2024-01-14 19:11:01 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_1/scheduler.bin [2024-01-14 19:11:01 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_1/sampler.bin [2024-01-14 19:11:01 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_1/sampler_1.bin [2024-01-14 19:11:02 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_1/random_states_0.pkl [2024-01-14 19:11:02 det.__main__] INFO: Start evaluation [2024-01-14 19:11:07 det.util.utils] INFO: Test: [ 0/2500] eta: 0:29:24 model_time: 0.3391 (0.3391) evaluator_time: 0.0239 (0.0239) time: 0.7059 data: 0.3414 mem: 961 max mem: 36964 [2024-01-14 19:11:10 det.util.utils] INFO: Test: [ 10/2500] eta: 0:10:34 model_time: 0.1651 (0.2029) evaluator_time: 0.0183 (0.0189) time: 0.2550 data: 0.0316 mem: 961 max mem: 36964 [2024-01-14 19:11:11 det.util.utils] INFO: Test: [ 20/2500] eta: 0:08:55 model_time: 0.1385 (0.1803) evaluator_time: 0.0145 (0.0170) time: 0.1913 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:11:13 det.util.utils] INFO: Test: [ 30/2500] eta: 0:08:19 model_time: 0.1283 (0.1695) evaluator_time: 0.0156 (0.0194) time: 0.1734 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:11:15 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:08 model_time: 0.1349 (0.1682) evaluator_time: 0.0164 (0.0197) time: 0.1806 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:17 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:04 model_time: 0.1384 (0.1685) evaluator_time: 0.0159 (0.0199) time: 0.1902 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:19 det.util.utils] INFO: Test: [ 60/2500] eta: 0:07:52 model_time: 0.1375 (0.1654) evaluator_time: 0.0187 (0.0203) time: 0.1838 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:20 det.util.utils] INFO: Test: [ 70/2500] eta: 0:07:41 model_time: 0.1294 (0.1626) evaluator_time: 0.0176 (0.0201) time: 0.1706 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:11:22 det.util.utils] INFO: Test: [ 80/2500] eta: 0:07:34 model_time: 0.1334 (0.1611) evaluator_time: 0.0157 (0.0199) time: 0.1691 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:11:24 det.util.utils] INFO: Test: [ 90/2500] eta: 0:07:31 model_time: 0.1334 (0.1607) evaluator_time: 0.0162 (0.0202) time: 0.1773 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:25 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:24 model_time: 0.1296 (0.1589) evaluator_time: 0.0162 (0.0202) time: 0.1743 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:27 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:19 model_time: 0.1314 (0.1583) evaluator_time: 0.0143 (0.0199) time: 0.1685 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:29 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:14 model_time: 0.1386 (0.1571) evaluator_time: 0.0187 (0.0202) time: 0.1706 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:31 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:11 model_time: 0.1386 (0.1569) evaluator_time: 0.0203 (0.0202) time: 0.1733 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:32 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:08 model_time: 0.1364 (0.1566) evaluator_time: 0.0165 (0.0200) time: 0.1751 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:11:34 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:04 model_time: 0.1391 (0.1556) evaluator_time: 0.0155 (0.0204) time: 0.1714 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:36 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:00 model_time: 0.1358 (0.1545) evaluator_time: 0.0189 (0.0205) time: 0.1666 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:38 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:00 model_time: 0.1381 (0.1551) evaluator_time: 0.0185 (0.0206) time: 0.1767 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:39 det.util.utils] INFO: Test: [ 180/2500] eta: 0:06:54 model_time: 0.1379 (0.1538) evaluator_time: 0.0177 (0.0207) time: 0.1722 data: 0.0009 mem: 962 max mem: 36964 [2024-01-14 19:11:41 det.util.utils] INFO: Test: [ 190/2500] eta: 0:06:49 model_time: 0.1262 (0.1526) evaluator_time: 0.0155 (0.0204) time: 0.1521 data: 0.0009 mem: 961 max mem: 36964 [2024-01-14 19:11:42 det.util.utils] INFO: Test: [ 200/2500] eta: 0:06:46 model_time: 0.1297 (0.1524) evaluator_time: 0.0139 (0.0203) time: 0.1596 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:44 det.util.utils] INFO: Test: [ 210/2500] eta: 0:06:43 model_time: 0.1367 (0.1518) evaluator_time: 0.0162 (0.0202) time: 0.1651 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:45 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:39 model_time: 0.1367 (0.1510) evaluator_time: 0.0162 (0.0201) time: 0.1576 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:47 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:35 model_time: 0.1291 (0.1502) evaluator_time: 0.0142 (0.0199) time: 0.1522 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:11:49 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:32 model_time: 0.1293 (0.1495) evaluator_time: 0.0147 (0.0200) time: 0.1548 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:50 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:28 model_time: 0.1329 (0.1489) evaluator_time: 0.0178 (0.0200) time: 0.1577 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:11:52 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:25 model_time: 0.1229 (0.1483) evaluator_time: 0.0150 (0.0200) time: 0.1553 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:11:54 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:25 model_time: 0.1252 (0.1487) evaluator_time: 0.0168 (0.0203) time: 0.1722 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:11:55 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:24 model_time: 0.1424 (0.1493) evaluator_time: 0.0168 (0.0202) time: 0.1880 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:57 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:20 model_time: 0.1316 (0.1486) evaluator_time: 0.0146 (0.0201) time: 0.1675 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:11:59 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:18 model_time: 0.1272 (0.1485) evaluator_time: 0.0147 (0.0200) time: 0.1572 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:12:00 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:16 model_time: 0.1369 (0.1482) evaluator_time: 0.0163 (0.0201) time: 0.1647 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:12:02 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:14 model_time: 0.1429 (0.1480) evaluator_time: 0.0184 (0.0202) time: 0.1669 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:12:04 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:12 model_time: 0.1360 (0.1477) evaluator_time: 0.0179 (0.0202) time: 0.1657 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:05 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:11 model_time: 0.1393 (0.1480) evaluator_time: 0.0153 (0.0204) time: 0.1747 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:12:07 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:08 model_time: 0.1286 (0.1477) evaluator_time: 0.0157 (0.0203) time: 0.1704 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:12:09 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:06 model_time: 0.1276 (0.1473) evaluator_time: 0.0157 (0.0204) time: 0.1592 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:10 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:03 model_time: 0.1286 (0.1470) evaluator_time: 0.0162 (0.0204) time: 0.1607 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:12 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:02 model_time: 0.1357 (0.1471) evaluator_time: 0.0148 (0.0203) time: 0.1631 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:14 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:01 model_time: 0.1487 (0.1478) evaluator_time: 0.0134 (0.0202) time: 0.1822 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:12:15 det.util.utils] INFO: Test: [ 400/2500] eta: 0:05:59 model_time: 0.1430 (0.1474) evaluator_time: 0.0154 (0.0201) time: 0.1736 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:17 det.util.utils] INFO: Test: [ 410/2500] eta: 0:05:56 model_time: 0.1358 (0.1472) evaluator_time: 0.0154 (0.0202) time: 0.1577 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:19 det.util.utils] INFO: Test: [ 420/2500] eta: 0:05:55 model_time: 0.1427 (0.1475) evaluator_time: 0.0145 (0.0201) time: 0.1714 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:20 det.util.utils] INFO: Test: [ 430/2500] eta: 0:05:53 model_time: 0.1426 (0.1473) evaluator_time: 0.0162 (0.0201) time: 0.1705 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:12:22 det.util.utils] INFO: Test: [ 440/2500] eta: 0:05:51 model_time: 0.1373 (0.1471) evaluator_time: 0.0152 (0.0200) time: 0.1587 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:24 det.util.utils] INFO: Test: [ 450/2500] eta: 0:05:48 model_time: 0.1372 (0.1469) evaluator_time: 0.0118 (0.0199) time: 0.1569 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:12:25 det.util.utils] INFO: Test: [ 460/2500] eta: 0:05:46 model_time: 0.1337 (0.1467) evaluator_time: 0.0118 (0.0198) time: 0.1569 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:12:27 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:44 model_time: 0.1292 (0.1465) evaluator_time: 0.0138 (0.0197) time: 0.1550 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:12:28 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:42 model_time: 0.1320 (0.1463) evaluator_time: 0.0153 (0.0197) time: 0.1566 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:30 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:39 model_time: 0.1330 (0.1461) evaluator_time: 0.0154 (0.0197) time: 0.1588 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:12:31 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:38 model_time: 0.1330 (0.1460) evaluator_time: 0.0130 (0.0198) time: 0.1616 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:12:33 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:36 model_time: 0.1365 (0.1461) evaluator_time: 0.0168 (0.0199) time: 0.1729 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:12:35 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:34 model_time: 0.1337 (0.1459) evaluator_time: 0.0175 (0.0199) time: 0.1678 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:36 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:32 model_time: 0.1341 (0.1457) evaluator_time: 0.0149 (0.0198) time: 0.1563 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:38 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:30 model_time: 0.1350 (0.1456) evaluator_time: 0.0119 (0.0197) time: 0.1559 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:40 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:28 model_time: 0.1350 (0.1456) evaluator_time: 0.0144 (0.0197) time: 0.1599 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:12:41 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:26 model_time: 0.1340 (0.1454) evaluator_time: 0.0168 (0.0197) time: 0.1609 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:12:43 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:24 model_time: 0.1301 (0.1454) evaluator_time: 0.0157 (0.0197) time: 0.1637 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:12:44 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:22 model_time: 0.1279 (0.1453) evaluator_time: 0.0155 (0.0196) time: 0.1640 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:46 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:20 model_time: 0.1345 (0.1451) evaluator_time: 0.0164 (0.0197) time: 0.1589 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:48 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:18 model_time: 0.1295 (0.1448) evaluator_time: 0.0169 (0.0198) time: 0.1585 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:12:49 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:16 model_time: 0.1332 (0.1448) evaluator_time: 0.0190 (0.0198) time: 0.1602 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:51 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:15 model_time: 0.1349 (0.1446) evaluator_time: 0.0171 (0.0199) time: 0.1628 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:12:52 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:12 model_time: 0.1288 (0.1444) evaluator_time: 0.0150 (0.0198) time: 0.1552 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:12:54 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:10 model_time: 0.1288 (0.1442) evaluator_time: 0.0150 (0.0198) time: 0.1531 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:12:56 det.util.utils] INFO: Test: 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(0.0199) time: 0.1552 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:13:05 det.util.utils] INFO: Test: [ 710/2500] eta: 0:04:58 model_time: 0.1250 (0.1435) evaluator_time: 0.0148 (0.0200) time: 0.1538 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:13:07 det.util.utils] INFO: Test: [ 720/2500] eta: 0:04:56 model_time: 0.1358 (0.1434) evaluator_time: 0.0247 (0.0202) time: 0.1679 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:09 det.util.utils] INFO: Test: [ 730/2500] eta: 0:04:54 model_time: 0.1373 (0.1434) evaluator_time: 0.0235 (0.0202) time: 0.1711 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:13:10 det.util.utils] INFO: Test: [ 740/2500] eta: 0:04:53 model_time: 0.1373 (0.1434) evaluator_time: 0.0146 (0.0203) time: 0.1663 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:13:12 det.util.utils] INFO: Test: [ 750/2500] eta: 0:04:51 model_time: 0.1391 (0.1433) evaluator_time: 0.0183 (0.0202) time: 0.1652 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:13 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:49 model_time: 0.1368 (0.1432) evaluator_time: 0.0183 (0.0202) time: 0.1598 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:15 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:47 model_time: 0.1292 (0.1431) evaluator_time: 0.0143 (0.0202) time: 0.1557 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:17 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:45 model_time: 0.1287 (0.1430) evaluator_time: 0.0138 (0.0202) time: 0.1544 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:18 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:43 model_time: 0.1287 (0.1428) evaluator_time: 0.0157 (0.0202) time: 0.1542 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:13:20 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:42 model_time: 0.1289 (0.1427) evaluator_time: 0.0138 (0.0202) time: 0.1556 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:13:21 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:40 model_time: 0.1315 (0.1428) evaluator_time: 0.0157 (0.0202) time: 0.1623 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:13:23 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:38 model_time: 0.1325 (0.1426) evaluator_time: 0.0163 (0.0202) time: 0.1604 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:13:24 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:36 model_time: 0.1322 (0.1425) evaluator_time: 0.0161 (0.0201) time: 0.1550 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:26 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:34 model_time: 0.1352 (0.1425) evaluator_time: 0.0156 (0.0201) time: 0.1580 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:28 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:33 model_time: 0.1329 (0.1424) evaluator_time: 0.0156 (0.0202) time: 0.1625 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:29 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:31 model_time: 0.1379 (0.1424) evaluator_time: 0.0160 (0.0202) time: 0.1651 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:13:31 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:29 model_time: 0.1318 (0.1422) evaluator_time: 0.0139 (0.0202) time: 0.1551 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:32 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:27 model_time: 0.1278 (0.1422) evaluator_time: 0.0137 (0.0201) time: 0.1508 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:34 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:25 model_time: 0.1356 (0.1421) evaluator_time: 0.0165 (0.0201) time: 0.1556 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:13:36 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:24 model_time: 0.1358 (0.1422) evaluator_time: 0.0160 (0.0201) time: 0.1620 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:37 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:22 model_time: 0.1375 (0.1421) evaluator_time: 0.0150 (0.0200) time: 0.1631 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:13:39 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:20 model_time: 0.1372 (0.1420) evaluator_time: 0.0199 (0.0201) time: 0.1591 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:13:40 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:19 model_time: 0.1372 (0.1420) evaluator_time: 0.0199 (0.0201) time: 0.1636 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:42 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:17 model_time: 0.1373 (0.1420) evaluator_time: 0.0178 (0.0201) time: 0.1649 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:44 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:15 model_time: 0.1327 (0.1419) evaluator_time: 0.0132 (0.0200) time: 0.1564 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:45 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:13 model_time: 0.1361 (0.1420) evaluator_time: 0.0132 (0.0200) time: 0.1572 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:47 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:12 model_time: 0.1376 (0.1419) evaluator_time: 0.0174 (0.0200) time: 0.1617 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:13:48 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:10 model_time: 0.1359 (0.1419) evaluator_time: 0.0174 (0.0200) time: 0.1604 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:50 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:08 model_time: 0.1347 (0.1418) evaluator_time: 0.0172 (0.0200) time: 0.1634 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:13:52 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:07 model_time: 0.1386 (0.1418) evaluator_time: 0.0180 (0.0200) time: 0.1624 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:13:53 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:05 model_time: 0.1378 (0.1418) evaluator_time: 0.0180 (0.0200) time: 0.1600 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:13:55 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:03 model_time: 0.1426 (0.1418) evaluator_time: 0.0199 (0.0200) time: 0.1670 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:13:57 det.util.utils] INFO: Test: 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(0.0200) time: 0.1536 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:14:06 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:51 model_time: 0.1338 (0.1416) evaluator_time: 0.0164 (0.0200) time: 0.1578 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:08 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:50 model_time: 0.1324 (0.1416) evaluator_time: 0.0136 (0.0200) time: 0.1568 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:10 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:48 model_time: 0.1309 (0.1415) evaluator_time: 0.0164 (0.0201) time: 0.1605 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:14:11 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:46 model_time: 0.1354 (0.1415) evaluator_time: 0.0169 (0.0200) time: 0.1617 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:14:13 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:45 model_time: 0.1334 (0.1414) evaluator_time: 0.0169 (0.0201) time: 0.1588 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:14 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:43 model_time: 0.1346 (0.1414) evaluator_time: 0.0168 (0.0200) time: 0.1599 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:16 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:41 model_time: 0.1346 (0.1414) evaluator_time: 0.0145 (0.0200) time: 0.1585 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:18 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:40 model_time: 0.1380 (0.1414) evaluator_time: 0.0156 (0.0201) time: 0.1657 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:14:19 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:38 model_time: 0.1380 (0.1414) evaluator_time: 0.0156 (0.0200) time: 0.1635 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:14:21 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:36 model_time: 0.1332 (0.1413) evaluator_time: 0.0139 (0.0200) time: 0.1554 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:22 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:35 model_time: 0.1349 (0.1413) evaluator_time: 0.0197 (0.0200) time: 0.1639 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:24 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:33 model_time: 0.1344 (0.1413) evaluator_time: 0.0185 (0.0200) time: 0.1655 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:14:26 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:31 model_time: 0.1339 (0.1413) evaluator_time: 0.0185 (0.0201) time: 0.1624 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:14:27 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:30 model_time: 0.1286 (0.1412) evaluator_time: 0.0179 (0.0201) time: 0.1577 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:29 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:28 model_time: 0.1268 (0.1411) evaluator_time: 0.0145 (0.0201) time: 0.1533 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:14:30 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:26 model_time: 0.1314 (0.1411) evaluator_time: 0.0142 (0.0200) time: 0.1571 data: 0.0009 mem: 962 max mem: 36964 [2024-01-14 19:14:32 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:24 model_time: 0.1322 (0.1410) evaluator_time: 0.0142 (0.0200) time: 0.1543 data: 0.0009 mem: 962 max mem: 36964 [2024-01-14 19:14:34 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:23 model_time: 0.1309 (0.1410) evaluator_time: 0.0166 (0.0201) time: 0.1580 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:35 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:21 model_time: 0.1341 (0.1409) evaluator_time: 0.0128 (0.0200) time: 0.1604 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:37 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:19 model_time: 0.1288 (0.1409) evaluator_time: 0.0135 (0.0200) time: 0.1543 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:14:38 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:18 model_time: 0.1323 (0.1408) evaluator_time: 0.0163 (0.0200) time: 0.1580 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:14:40 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:16 model_time: 0.1386 (0.1408) evaluator_time: 0.0170 (0.0200) time: 0.1598 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:41 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:14 model_time: 0.1292 (0.1407) evaluator_time: 0.0146 (0.0201) time: 0.1573 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:43 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:13 model_time: 0.1324 (0.1407) evaluator_time: 0.0146 (0.0201) time: 0.1603 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:45 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:11 model_time: 0.1339 (0.1407) evaluator_time: 0.0164 (0.0201) time: 0.1604 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:14:46 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:09 model_time: 0.1356 (0.1407) evaluator_time: 0.0164 (0.0201) time: 0.1625 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:48 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:08 model_time: 0.1351 (0.1407) evaluator_time: 0.0153 (0.0201) time: 0.1635 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:49 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:06 model_time: 0.1334 (0.1407) evaluator_time: 0.0149 (0.0200) time: 0.1594 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:51 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:04 model_time: 0.1306 (0.1406) evaluator_time: 0.0148 (0.0200) time: 0.1546 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:14:53 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:03 model_time: 0.1339 (0.1406) evaluator_time: 0.0188 (0.0201) time: 0.1585 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:54 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:01 model_time: 0.1383 (0.1406) evaluator_time: 0.0188 (0.0201) time: 0.1642 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:14:56 det.util.utils] INFO: Test: [1400/2500] eta: 0:02:59 model_time: 0.1334 (0.1405) evaluator_time: 0.0143 (0.0201) time: 0.1586 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:14:57 det.util.utils] INFO: Test: 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(0.0200) time: 0.1638 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:07 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:48 model_time: 0.1487 (0.1404) evaluator_time: 0.0174 (0.0201) time: 0.1767 data: 0.0009 mem: 961 max mem: 36964 [2024-01-14 19:15:09 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:46 model_time: 0.1410 (0.1404) evaluator_time: 0.0174 (0.0201) time: 0.1732 data: 0.0010 mem: 961 max mem: 36964 [2024-01-14 19:15:10 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:44 model_time: 0.1321 (0.1404) evaluator_time: 0.0133 (0.0201) time: 0.1612 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:15:12 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:43 model_time: 0.1395 (0.1404) evaluator_time: 0.0127 (0.0201) time: 0.1595 data: 0.0009 mem: 962 max mem: 36964 [2024-01-14 19:15:14 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:41 model_time: 0.1342 (0.1404) evaluator_time: 0.0127 (0.0201) time: 0.1556 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:15:15 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:39 model_time: 0.1342 (0.1404) evaluator_time: 0.0156 (0.0201) time: 0.1572 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:17 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:38 model_time: 0.1390 (0.1404) evaluator_time: 0.0170 (0.0200) time: 0.1615 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:15:18 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:36 model_time: 0.1381 (0.1403) evaluator_time: 0.0170 (0.0200) time: 0.1595 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:20 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:34 model_time: 0.1352 (0.1403) evaluator_time: 0.0174 (0.0200) time: 0.1600 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:22 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:33 model_time: 0.1397 (0.1404) evaluator_time: 0.0163 (0.0200) time: 0.1642 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:23 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:31 model_time: 0.1484 (0.1404) evaluator_time: 0.0159 (0.0201) time: 0.1723 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:15:25 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:30 model_time: 0.1396 (0.1404) evaluator_time: 0.0135 (0.0200) time: 0.1650 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:26 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:28 model_time: 0.1290 (0.1404) evaluator_time: 0.0135 (0.0200) time: 0.1551 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:15:28 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:26 model_time: 0.1297 (0.1403) evaluator_time: 0.0152 (0.0200) time: 0.1554 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:30 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:25 model_time: 0.1364 (0.1403) evaluator_time: 0.0171 (0.0201) time: 0.1636 data: 0.0009 mem: 961 max mem: 36964 [2024-01-14 19:15:31 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:23 model_time: 0.1400 (0.1403) evaluator_time: 0.0171 (0.0201) time: 0.1688 data: 0.0010 mem: 962 max mem: 36964 [2024-01-14 19:15:33 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:21 model_time: 0.1408 (0.1404) evaluator_time: 0.0161 (0.0201) time: 0.1676 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:15:35 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:20 model_time: 0.1408 (0.1404) evaluator_time: 0.0159 (0.0200) time: 0.1637 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:15:36 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:18 model_time: 0.1276 (0.1403) evaluator_time: 0.0159 (0.0201) time: 0.1578 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:15:38 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:17 model_time: 0.1301 (0.1403) evaluator_time: 0.0161 (0.0201) time: 0.1646 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:15:40 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:15 model_time: 0.1388 (0.1403) evaluator_time: 0.0193 (0.0201) time: 0.1665 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:15:41 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:13 model_time: 0.1354 (0.1403) evaluator_time: 0.0193 (0.0201) time: 0.1641 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:15:43 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:12 model_time: 0.1354 (0.1403) evaluator_time: 0.0173 (0.0202) time: 0.1638 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:45 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:10 model_time: 0.1401 (0.1403) evaluator_time: 0.0172 (0.0202) time: 0.1639 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:46 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:08 model_time: 0.1365 (0.1402) evaluator_time: 0.0174 (0.0202) time: 0.1601 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:15:48 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:07 model_time: 0.1269 (0.1402) evaluator_time: 0.0174 (0.0202) time: 0.1540 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:49 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:05 model_time: 0.1265 (0.1401) evaluator_time: 0.0150 (0.0202) time: 0.1502 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:15:51 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:03 model_time: 0.1281 (0.1401) evaluator_time: 0.0150 (0.0201) time: 0.1529 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:15:52 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:02 model_time: 0.1441 (0.1401) evaluator_time: 0.0152 (0.0201) time: 0.1648 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:54 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:00 model_time: 0.1358 (0.1401) evaluator_time: 0.0136 (0.0201) time: 0.1590 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:15:55 det.util.utils] INFO: Test: [1770/2500] eta: 0:01:58 model_time: 0.1233 (0.1400) evaluator_time: 0.0136 (0.0201) time: 0.1499 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:15:57 det.util.utils] INFO: Test: [1780/2500] eta: 0:01:57 model_time: 0.1419 (0.1400) evaluator_time: 0.0155 (0.0201) time: 0.1612 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:15:59 det.util.utils] INFO: Test: 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(0.0201) time: 0.1567 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:16:08 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:45 model_time: 0.1350 (0.1399) evaluator_time: 0.0140 (0.0201) time: 0.1610 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:10 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:44 model_time: 0.1333 (0.1399) evaluator_time: 0.0138 (0.0201) time: 0.1583 data: 0.0009 mem: 961 max mem: 36964 [2024-01-14 19:16:11 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:42 model_time: 0.1266 (0.1399) evaluator_time: 0.0138 (0.0201) time: 0.1586 data: 0.0009 mem: 961 max mem: 36964 [2024-01-14 19:16:13 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:40 model_time: 0.1312 (0.1399) evaluator_time: 0.0162 (0.0201) time: 0.1609 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:15 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:39 model_time: 0.1349 (0.1398) evaluator_time: 0.0159 (0.0201) time: 0.1603 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:16 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:37 model_time: 0.1331 (0.1398) evaluator_time: 0.0168 (0.0201) time: 0.1607 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:18 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:35 model_time: 0.1314 (0.1398) evaluator_time: 0.0170 (0.0201) time: 0.1581 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:19 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:34 model_time: 0.1405 (0.1398) evaluator_time: 0.0157 (0.0201) time: 0.1606 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:21 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:32 model_time: 0.1332 (0.1398) evaluator_time: 0.0137 (0.0201) time: 0.1595 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 19:16:23 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:31 model_time: 0.1395 (0.1398) evaluator_time: 0.0147 (0.0201) time: 0.1594 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:24 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:29 model_time: 0.1441 (0.1398) evaluator_time: 0.0125 (0.0200) time: 0.1604 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:26 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:27 model_time: 0.1333 (0.1398) evaluator_time: 0.0138 (0.0200) time: 0.1558 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:27 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:26 model_time: 0.1327 (0.1398) evaluator_time: 0.0187 (0.0200) time: 0.1566 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:29 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:24 model_time: 0.1283 (0.1397) evaluator_time: 0.0185 (0.0201) time: 0.1564 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:30 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:22 model_time: 0.1241 (0.1396) evaluator_time: 0.0164 (0.0200) time: 0.1492 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:32 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:21 model_time: 0.1295 (0.1396) evaluator_time: 0.0147 (0.0200) time: 0.1520 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:33 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:19 model_time: 0.1361 (0.1396) evaluator_time: 0.0145 (0.0200) time: 0.1581 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:35 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:17 model_time: 0.1263 (0.1396) evaluator_time: 0.0186 (0.0200) time: 0.1584 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:37 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:16 model_time: 0.1324 (0.1396) evaluator_time: 0.0197 (0.0200) time: 0.1595 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:38 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:14 model_time: 0.1318 (0.1395) evaluator_time: 0.0178 (0.0201) time: 0.1590 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:40 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:13 model_time: 0.1301 (0.1395) evaluator_time: 0.0165 (0.0201) time: 0.1590 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:16:41 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:11 model_time: 0.1308 (0.1395) evaluator_time: 0.0136 (0.0200) time: 0.1544 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:43 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:09 model_time: 0.1305 (0.1395) evaluator_time: 0.0132 (0.0200) time: 0.1538 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:45 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:08 model_time: 0.1305 (0.1394) evaluator_time: 0.0158 (0.0200) time: 0.1589 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:46 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:06 model_time: 0.1277 (0.1394) evaluator_time: 0.0160 (0.0201) time: 0.1583 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:16:48 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:04 model_time: 0.1277 (0.1394) evaluator_time: 0.0147 (0.0200) time: 0.1623 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:49 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:03 model_time: 0.1373 (0.1394) evaluator_time: 0.0155 (0.0201) time: 0.1646 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:16:51 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:01 model_time: 0.1286 (0.1394) evaluator_time: 0.0129 (0.0200) time: 0.1525 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:52 det.util.utils] INFO: Test: [2130/2500] eta: 0:00:59 model_time: 0.1274 (0.1393) evaluator_time: 0.0137 (0.0201) time: 0.1544 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:16:54 det.util.utils] INFO: Test: [2140/2500] eta: 0:00:58 model_time: 0.1272 (0.1393) evaluator_time: 0.0170 (0.0200) time: 0.1590 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:16:56 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:56 model_time: 0.1382 (0.1394) evaluator_time: 0.0171 (0.0201) time: 0.1632 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:16:57 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:55 model_time: 0.1418 (0.1394) evaluator_time: 0.0188 (0.0201) time: 0.1692 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:16:59 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:53 model_time: 0.1384 (0.1394) evaluator_time: 0.0124 (0.0200) time: 0.1605 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:17:01 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:51 model_time: 0.1350 (0.1394) evaluator_time: 0.0140 (0.0200) time: 0.1557 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:02 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:50 model_time: 0.1348 (0.1393) evaluator_time: 0.0152 (0.0200) time: 0.1571 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:17:04 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:48 model_time: 0.1379 (0.1393) evaluator_time: 0.0168 (0.0200) time: 0.1600 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:05 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:46 model_time: 0.1371 (0.1393) evaluator_time: 0.0171 (0.0200) time: 0.1612 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:07 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:45 model_time: 0.1355 (0.1393) evaluator_time: 0.0171 (0.0200) time: 0.1597 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:08 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:43 model_time: 0.1300 (0.1393) evaluator_time: 0.0157 (0.0200) time: 0.1572 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:10 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:42 model_time: 0.1360 (0.1393) evaluator_time: 0.0141 (0.0200) time: 0.1578 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:12 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:40 model_time: 0.1443 (0.1393) evaluator_time: 0.0126 (0.0200) time: 0.1626 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:13 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:38 model_time: 0.1360 (0.1393) evaluator_time: 0.0163 (0.0200) time: 0.1600 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:17:15 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:37 model_time: 0.1443 (0.1393) evaluator_time: 0.0136 (0.0200) time: 0.1625 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:17:17 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:35 model_time: 0.1443 (0.1393) evaluator_time: 0.0181 (0.0200) time: 0.1675 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:18 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:34 model_time: 0.1399 (0.1393) evaluator_time: 0.0142 (0.0200) time: 0.1639 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:20 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:32 model_time: 0.1333 (0.1393) evaluator_time: 0.0132 (0.0200) time: 0.1561 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:21 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:30 model_time: 0.1317 (0.1393) evaluator_time: 0.0144 (0.0200) time: 0.1563 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:27 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:29 model_time: 0.1356 (0.1393) evaluator_time: 0.0171 (0.0218) time: 0.3728 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:29 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:27 model_time: 0.1382 (0.1393) evaluator_time: 0.0157 (0.0218) time: 0.3712 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:30 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:26 model_time: 0.1352 (0.1393) evaluator_time: 0.0125 (0.0218) time: 0.1572 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:32 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:24 model_time: 0.1288 (0.1392) evaluator_time: 0.0128 (0.0218) time: 0.1543 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:33 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:22 model_time: 0.1288 (0.1392) evaluator_time: 0.0155 (0.0217) time: 0.1553 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:35 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1286 (0.1392) evaluator_time: 0.0179 (0.0217) time: 0.1551 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:37 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:19 model_time: 0.1286 (0.1392) evaluator_time: 0.0156 (0.0217) time: 0.1556 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:38 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:17 model_time: 0.1390 (0.1392) evaluator_time: 0.0128 (0.0217) time: 0.1550 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:40 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1275 (0.1391) evaluator_time: 0.0128 (0.0217) time: 0.1489 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:41 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:14 model_time: 0.1280 (0.1391) evaluator_time: 0.0148 (0.0216) time: 0.1504 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:43 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1354 (0.1391) evaluator_time: 0.0153 (0.0216) time: 0.1578 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:44 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1337 (0.1391) evaluator_time: 0.0194 (0.0216) time: 0.1607 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:46 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:09 model_time: 0.1326 (0.1391) evaluator_time: 0.0210 (0.0216) time: 0.1592 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 19:17:48 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1357 (0.1391) evaluator_time: 0.0175 (0.0216) time: 0.1603 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 19:17:49 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1378 (0.1391) evaluator_time: 0.0175 (0.0216) time: 0.1647 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 19:17:51 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:04 model_time: 0.1337 (0.1391) evaluator_time: 0.0158 (0.0216) time: 0.1623 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 19:17:52 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1325 (0.1391) evaluator_time: 0.0133 (0.0216) time: 0.1557 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 19:17:54 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1268 (0.1390) evaluator_time: 0.0134 (0.0216) time: 0.1520 data: 0.0005 mem: 961 max mem: 36964 [2024-01-14 19:17:55 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1266 (0.1390) evaluator_time: 0.0166 (0.0215) time: 0.1521 data: 0.0005 mem: 962 max mem: 36964 [2024-01-14 19:17:55 det.util.engine] INFO: Averaged stats: model_time: 0.1266 (0.1347) evaluator_time: 0.0166 (0.0217) [2024-01-14 19:18:32 det.util.engine] INFO: Accumulating evaluation results... DONE (t=19.94s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.408 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.443 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.250 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.449 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.543 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.339 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.580 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.445 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.694 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.833 [2024-01-14 19:18:32 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 128194 | 0.935 | 0.798 | | bicycle | 149 | 316 | 5346 | 0.831 | 0.509 | | car | 535 | 1932 | 68239 | 0.897 | 0.634 | | motorcycle | 159 | 371 | 4845 | 0.924 | 0.651 | | airplane | 97 | 143 | 4549 | 0.979 | 0.856 | | bus | 189 | 285 | 3102 | 0.933 | 0.803 | | train | 157 | 190 | 2149 | 0.932 | 0.803 | | truck | 250 | 415 | 9365 | 0.925 | 0.494 | | boat | 121 | 430 | 22735 | 0.849 | 0.493 | | traffic light | 191 | 637 | 10412 | 0.806 | 0.519 | | fire hydrant | 86 | 101 | 1274 | 0.941 | 0.824 | | stop sign | 69 | 75 | 1871 | 0.933 | 0.715 | | parking meter | 37 | 60 | 1048 | 0.883 | 0.670 | | bench | 235 | 413 | 35618 | 0.747 | 0.325 | | bird | 125 | 440 | 24296 | 0.735 | 0.555 | | cat | 184 | 202 | 1653 | 0.975 | 0.905 | | dog | 177 | 218 | 15309 | 0.968 | 0.837 | | horse | 128 | 273 | 7444 | 0.956 | 0.749 | | sheep | 65 | 361 | 4919 | 0.944 | 0.758 | | cow | 87 | 380 | 5866 | 0.965 | 0.787 | | elephant | 89 | 255 | 4706 | 0.992 | 0.850 | | bear | 49 | 71 | 12453 | 0.986 | 0.899 | | zebra | 85 | 268 | 10921 | 0.985 | 0.873 | | giraffe | 101 | 232 | 4157 | 0.983 | 0.890 | | backpack | 228 | 371 | 15580 | 0.787 | 0.238 | | umbrella | 174 | 413 | 5966 | 0.857 | 0.583 | | handbag | 292 | 540 | 9074 | 0.689 | 0.238 | | tie | 145 | 254 | 3385 | 0.754 | 0.540 | | suitcase | 105 | 303 | 4720 | 0.856 | 0.561 | | frisbee | 84 | 115 | 2295 | 0.948 | 0.854 | | skis | 120 | 241 | 20340 | 0.822 | 0.378 | | snowboard | 49 | 69 | 4649 | 0.812 | 0.448 | | sports ball | 169 | 263 | 9244 | 0.800 | 0.643 | | kite | 91 | 336 | 8351 | 0.911 | 0.629 | | baseball bat | 97 | 146 | 3779 | 0.828 | 0.537 | | baseball glove | 100 | 148 | 4115 | 0.872 | 0.580 | | skateboard | 127 | 179 | 2549 | 0.888 | 0.710 | | surfboard | 149 | 269 | 13282 | 0.824 | 0.561 | | tennis racket | 167 | 225 | 5745 | 0.898 | 0.714 | | bottle | 379 | 1025 | 13131 | 0.861 | 0.575 | | wine glass | 110 | 343 | 4272 | 0.818 | 0.532 | | cup | 390 | 899 | 13614 | 0.893 | 0.594 | | fork | 155 | 215 | 4391 | 0.847 | 0.461 | | knife | 181 | 326 | 6845 | 0.729 | 0.227 | | spoon | 153 | 253 | 5341 | 0.735 | 0.270 | | bowl | 314 | 626 | 10758 | 0.904 | 0.536 | | banana | 103 | 379 | 6448 | 0.846 | 0.410 | | apple | 76 | 239 | 3738 | 0.754 | 0.310 | | sandwich | 98 | 177 | 2714 | 0.881 | 0.481 | | orange | 85 | 287 | 3294 | 0.853 | 0.438 | | broccoli | 71 | 316 | 5543 | 0.837 | 0.379 | | carrot | 3 | 2303 | 68239 | 0.808 | 0.322 | | hot dog | 0 | 345 | 15309 | 0.840 | 0.428 | | pizza | 153 | 285 | 3251 | 0.905 | 0.714 | | donut | 62 | 338 | 3416 | 0.930 | 0.618 | | cake | 124 | 316 | 6105 | 0.906 | 0.530 | | chair | 580 | 1791 | 65747 | 0.844 | 0.412 | | couch | 195 | 261 | 8403 | 0.916 | 0.567 | | potted plant | 172 | 343 | 6637 | 0.781 | 0.381 | | bed | 149 | 163 | 10778 | 0.951 | 0.611 | | dining table | 501 | 697 | 34131 | 0.786 | 0.339 | | toilet | 149 | 179 | 3257 | 0.939 | 0.723 | | tv | 207 | 288 | 2864 | 0.906 | 0.735 | | laptop | 183 | 231 | 2616 | 0.879 | 0.709 | | mouse | 88 | 106 | 1681 | 0.906 | 0.755 | | remote | 145 | 283 | 4262 | 0.827 | 0.450 | | keyboard | 106 | 153 | 1567 | 0.882 | 0.666 | | cell phone | 214 | 262 | 6277 | 0.844 | 0.552 | | microwave | 54 | 55 | 441 | 0.873 | 0.730 | | oven | 115 | 143 | 3586 | 0.853 | 0.511 | | toaster | 8 | 9 | 113 | 0.778 | 0.433 | | sink | 187 | 225 | 8034 | 0.871 | 0.529 | | refrigerator | 101 | 126 | 876 | 0.802 | 0.649 | | book | 230 | 1161 | 19447 | 0.781 | 0.284 | | clock | 204 | 267 | 6510 | 0.906 | 0.772 | | vase | 137 | 277 | 2646 | 0.839 | 0.525 | | scissors | 28 | 36 | 1690 | 0.694 | 0.352 | | teddy bear | 0 | 262 | 12453 | 0.905 | 0.607 | | hair drier | 9 | 11 | 1202 | 0.636 | 0.196 | | toothbrush | 34 | 57 | 2017 | 0.614 | 0.309 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.861 | 0.575 | +----------------+------+-------+--------+--------+-------+ [2024-01-14 19:18:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:18:35 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-14 19:18:35 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-14 19:18:38 det.util.engine] INFO: Epoch: [2] [0/11727] eta: 3:38:51 lr: 0.000100 data_time: 0.1236 iter_time: 1.1198 loss: 31.6308 (31.6308) loss_class: 0.8857 (0.8857) loss_bbox: 0.1819 (0.1819) loss_giou: 0.4638 (0.4638) loss_class_0: 1.0755 (1.0755) loss_bbox_0: 0.1738 (0.1738) loss_giou_0: 0.4751 (0.4751) loss_class_1: 0.9928 (0.9928) loss_bbox_1: 0.1649 (0.1649) loss_giou_1: 0.4548 (0.4548) loss_class_2: 0.9171 (0.9171) loss_bbox_2: 0.1668 (0.1668) loss_giou_2: 0.4566 (0.4566) loss_class_3: 0.8822 (0.8822) loss_bbox_3: 0.1824 (0.1824) loss_giou_3: 0.4653 (0.4653) loss_class_4: 0.8983 (0.8983) loss_bbox_4: 0.1819 (0.1819) loss_giou_4: 0.4640 (0.4640) loss_class_enc: 1.0134 (1.0134) loss_bbox_enc: 0.2300 (0.2300) loss_giou_enc: 0.5419 (0.5419) loss_class_dn: 0.4430 (0.4430) loss_bbox_dn: 0.3798 (0.3798) loss_giou_dn: 0.6012 (0.6012) loss_class_dn_0: 0.5027 (0.5027) loss_bbox_dn_0: 0.4909 (0.4909) loss_giou_dn_0: 0.7410 (0.7410) loss_class_dn_1: 0.4545 (0.4545) loss_bbox_dn_1: 0.4099 (0.4099) loss_giou_dn_1: 0.6347 (0.6347) loss_class_dn_2: 0.4350 (0.4350) loss_bbox_dn_2: 0.3871 (0.3871) loss_giou_dn_2: 0.6112 (0.6112) loss_class_dn_3: 0.4332 (0.4332) loss_bbox_dn_3: 0.3817 (0.3817) loss_giou_dn_3: 0.6029 (0.6029) loss_class_dn_4: 0.4377 (0.4377) loss_bbox_dn_4: 0.3800 (0.3800) loss_giou_dn_4: 0.6014 (0.6014) loss_class_hybrid: 0.8592 (0.8592) loss_bbox_hybrid: 0.2189 (0.2189) loss_giou_hybrid: 0.5270 (0.5270) loss_class_0_hybrid: 0.8646 (0.8646) loss_bbox_0_hybrid: 0.2387 (0.2387) loss_giou_0_hybrid: 0.5593 (0.5593) loss_class_1_hybrid: 0.8824 (0.8824) loss_bbox_1_hybrid: 0.2221 (0.2221) loss_giou_1_hybrid: 0.5393 (0.5393) loss_class_2_hybrid: 0.8482 (0.8482) loss_bbox_2_hybrid: 0.2170 (0.2170) loss_giou_2_hybrid: 0.5282 (0.5282) loss_class_3_hybrid: 0.8476 (0.8476) loss_bbox_3_hybrid: 0.2229 (0.2229) loss_giou_3_hybrid: 0.5282 (0.5282) loss_class_4_hybrid: 0.8525 (0.8525) loss_bbox_4_hybrid: 0.2206 (0.2206) loss_giou_4_hybrid: 0.5259 (0.5259) loss_class_enc_hybrid: 0.8080 (0.8080) loss_bbox_enc_hybrid: 0.2766 (0.2766) loss_giou_enc_hybrid: 0.6473 (0.6473) mem: 1031 max mem: 36964 [2024-01-14 19:18:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:19:33 det.util.engine] INFO: Epoch: [2] [50/11727] eta: 3:35:01 lr: 0.000100 data_time: 0.0035 iter_time: 1.1163 loss: 31.6239 (31.6991) loss_class: 0.8746 (0.8743) loss_bbox: 0.1975 (0.2120) loss_giou: 0.4408 (0.4548) loss_class_0: 1.1455 (1.1131) loss_bbox_0: 0.2005 (0.2120) loss_giou_0: 0.4406 (0.4638) loss_class_1: 0.9759 (0.9796) loss_bbox_1: 0.2013 (0.2122) loss_giou_1: 0.4389 (0.4603) loss_class_2: 0.9243 (0.9135) loss_bbox_2: 0.1886 (0.2116) loss_giou_2: 0.4401 (0.4555) loss_class_3: 0.8684 (0.8900) loss_bbox_3: 0.1948 (0.2118) loss_giou_3: 0.4441 (0.4540) loss_class_4: 0.8652 (0.8837) loss_bbox_4: 0.1863 (0.2096) loss_giou_4: 0.4424 (0.4538) loss_class_enc: 1.0101 (1.0268) loss_bbox_enc: 0.2504 (0.2607) loss_giou_enc: 0.5295 (0.5311) loss_class_dn: 0.4624 (0.4531) loss_bbox_dn: 0.3528 (0.3671) loss_giou_dn: 0.5553 (0.5619) loss_class_dn_0: 0.5020 (0.5046) loss_bbox_dn_0: 0.4410 (0.4713) loss_giou_dn_0: 0.7129 (0.7033) loss_class_dn_1: 0.4620 (0.4639) loss_bbox_dn_1: 0.3818 (0.3934) loss_giou_dn_1: 0.5903 (0.5950) loss_class_dn_2: 0.4530 (0.4527) loss_bbox_dn_2: 0.3601 (0.3717) loss_giou_dn_2: 0.5657 (0.5696) loss_class_dn_3: 0.4431 (0.4473) loss_bbox_dn_3: 0.3553 (0.3679) loss_giou_dn_3: 0.5570 (0.5629) loss_class_dn_4: 0.4503 (0.4488) loss_bbox_dn_4: 0.3528 (0.3671) loss_giou_dn_4: 0.5553 (0.5619) loss_class_hybrid: 0.8812 (0.8519) loss_bbox_hybrid: 0.2267 (0.2365) loss_giou_hybrid: 0.4932 (0.5052) loss_class_0_hybrid: 0.9740 (0.9285) loss_bbox_0_hybrid: 0.2492 (0.2512) loss_giou_0_hybrid: 0.5215 (0.5317) loss_class_1_hybrid: 0.8992 (0.8914) loss_bbox_1_hybrid: 0.2334 (0.2403) loss_giou_1_hybrid: 0.4974 (0.5133) loss_class_2_hybrid: 0.8986 (0.8704) loss_bbox_2_hybrid: 0.2269 (0.2367) loss_giou_2_hybrid: 0.4961 (0.5076) loss_class_3_hybrid: 0.8640 (0.8587) loss_bbox_3_hybrid: 0.2267 (0.2381) loss_giou_3_hybrid: 0.4932 (0.5063) loss_class_4_hybrid: 0.8806 (0.8532) loss_bbox_4_hybrid: 0.2258 (0.2369) loss_giou_4_hybrid: 0.4920 (0.5050) loss_class_enc_hybrid: 0.8666 (0.8708) loss_bbox_enc_hybrid: 0.2978 (0.3044) loss_giou_enc_hybrid: 0.6041 (0.6130) mem: 1032 max mem: 36964 [2024-01-14 19:19:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:20:25 det.util.engine] INFO: Epoch: [2] [100/11727] eta: 3:28:53 lr: 0.000100 data_time: 0.0031 iter_time: 1.0347 loss: 30.9595 (31.6160) loss_class: 0.9157 (0.8788) loss_bbox: 0.2038 (0.2103) loss_giou: 0.3879 (0.4549) loss_class_0: 1.0990 (1.1015) loss_bbox_0: 0.2113 (0.2102) loss_giou_0: 0.4062 (0.4630) loss_class_1: 0.9721 (0.9766) loss_bbox_1: 0.2091 (0.2114) loss_giou_1: 0.3900 (0.4596) loss_class_2: 0.9571 (0.9151) loss_bbox_2: 0.2102 (0.2103) loss_giou_2: 0.3927 (0.4562) loss_class_3: 0.9292 (0.8914) loss_bbox_3: 0.2135 (0.2102) loss_giou_3: 0.3931 (0.4553) loss_class_4: 0.9095 (0.8836) loss_bbox_4: 0.2042 (0.2089) loss_giou_4: 0.3845 (0.4547) loss_class_enc: 1.0204 (1.0266) loss_bbox_enc: 0.2518 (0.2574) loss_giou_enc: 0.4697 (0.5292) loss_class_dn: 0.4479 (0.4550) loss_bbox_dn: 0.3588 (0.3592) loss_giou_dn: 0.5170 (0.5592) loss_class_dn_0: 0.5130 (0.5076) loss_bbox_dn_0: 0.4680 (0.4634) loss_giou_dn_0: 0.6716 (0.6992) loss_class_dn_1: 0.4659 (0.4666) loss_bbox_dn_1: 0.3825 (0.3842) loss_giou_dn_1: 0.5470 (0.5915) loss_class_dn_2: 0.4466 (0.4536) loss_bbox_dn_2: 0.3620 (0.3638) loss_giou_dn_2: 0.5242 (0.5663) loss_class_dn_3: 0.4431 (0.4497) loss_bbox_dn_3: 0.3589 (0.3600) loss_giou_dn_3: 0.5186 (0.5603) loss_class_dn_4: 0.4416 (0.4504) loss_bbox_dn_4: 0.3587 (0.3592) loss_giou_dn_4: 0.5169 (0.5591) loss_class_hybrid: 0.8710 (0.8575) loss_bbox_hybrid: 0.2207 (0.2352) loss_giou_hybrid: 0.4433 (0.5051) loss_class_0_hybrid: 0.9312 (0.9276) loss_bbox_0_hybrid: 0.2338 (0.2485) loss_giou_0_hybrid: 0.4562 (0.5300) loss_class_1_hybrid: 0.9068 (0.8911) loss_bbox_1_hybrid: 0.2229 (0.2388) loss_giou_1_hybrid: 0.4434 (0.5129) loss_class_2_hybrid: 0.9194 (0.8718) loss_bbox_2_hybrid: 0.2209 (0.2359) loss_giou_2_hybrid: 0.4494 (0.5077) loss_class_3_hybrid: 0.8798 (0.8609) loss_bbox_3_hybrid: 0.2232 (0.2362) loss_giou_3_hybrid: 0.4412 (0.5065) loss_class_4_hybrid: 0.8743 (0.8571) loss_bbox_4_hybrid: 0.2210 (0.2355) loss_giou_4_hybrid: 0.4428 (0.5053) loss_class_enc_hybrid: 0.8690 (0.8699) loss_bbox_enc_hybrid: 0.2870 (0.3005) loss_giou_enc_hybrid: 0.5484 (0.6085) mem: 1014 max mem: 36964 [2024-01-14 19:20:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:21:19 det.util.engine] INFO: Epoch: [2] [150/11727] eta: 3:27:35 lr: 0.000100 data_time: 0.0033 iter_time: 1.0702 loss: 31.3647 (31.4733) loss_class: 0.8932 (0.8751) loss_bbox: 0.2080 (0.2124) loss_giou: 0.4279 (0.4459) loss_class_0: 1.0996 (1.1056) loss_bbox_0: 0.2007 (0.2097) loss_giou_0: 0.4463 (0.4535) loss_class_1: 0.9594 (0.9719) loss_bbox_1: 0.2071 (0.2122) loss_giou_1: 0.4294 (0.4502) loss_class_2: 0.9279 (0.9164) loss_bbox_2: 0.2099 (0.2100) loss_giou_2: 0.4218 (0.4455) loss_class_3: 0.9163 (0.8910) loss_bbox_3: 0.2070 (0.2112) loss_giou_3: 0.4252 (0.4449) loss_class_4: 0.8834 (0.8780) loss_bbox_4: 0.2085 (0.2110) loss_giou_4: 0.4322 (0.4455) loss_class_enc: 0.9852 (1.0282) loss_bbox_enc: 0.2662 (0.2578) loss_giou_enc: 0.5077 (0.5218) loss_class_dn: 0.4598 (0.4542) loss_bbox_dn: 0.3702 (0.3676) loss_giou_dn: 0.5653 (0.5528) loss_class_dn_0: 0.5057 (0.5081) loss_bbox_dn_0: 0.4742 (0.4730) loss_giou_dn_0: 0.6902 (0.6923) loss_class_dn_1: 0.4677 (0.4664) loss_bbox_dn_1: 0.3901 (0.3928) loss_giou_dn_1: 0.5858 (0.5849) loss_class_dn_2: 0.4618 (0.4526) loss_bbox_dn_2: 0.3746 (0.3725) loss_giou_dn_2: 0.5686 (0.5600) loss_class_dn_3: 0.4551 (0.4488) loss_bbox_dn_3: 0.3720 (0.3685) loss_giou_dn_3: 0.5666 (0.5538) loss_class_dn_4: 0.4558 (0.4499) loss_bbox_dn_4: 0.3702 (0.3676) loss_giou_dn_4: 0.5645 (0.5527) loss_class_hybrid: 0.8730 (0.8595) loss_bbox_hybrid: 0.2263 (0.2346) loss_giou_hybrid: 0.4972 (0.4922) loss_class_0_hybrid: 0.9368 (0.9281) loss_bbox_0_hybrid: 0.2322 (0.2474) loss_giou_0_hybrid: 0.5086 (0.5176) loss_class_1_hybrid: 0.8915 (0.8943) loss_bbox_1_hybrid: 0.2301 (0.2378) loss_giou_1_hybrid: 0.4975 (0.4994) loss_class_2_hybrid: 0.8758 (0.8747) loss_bbox_2_hybrid: 0.2269 (0.2345) loss_giou_2_hybrid: 0.4917 (0.4939) loss_class_3_hybrid: 0.8638 (0.8630) loss_bbox_3_hybrid: 0.2271 (0.2350) loss_giou_3_hybrid: 0.4972 (0.4929) loss_class_4_hybrid: 0.8697 (0.8584) loss_bbox_4_hybrid: 0.2267 (0.2348) loss_giou_4_hybrid: 0.4992 (0.4924) loss_class_enc_hybrid: 0.8880 (0.8730) loss_bbox_enc_hybrid: 0.2854 (0.2991) loss_giou_enc_hybrid: 0.5804 (0.5949) mem: 1014 max mem: 36964 [2024-01-14 19:21:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:22:13 det.util.engine] INFO: Epoch: [2] [200/11727] eta: 3:27:22 lr: 0.000100 data_time: 0.0034 iter_time: 1.1040 loss: 32.1254 (31.5672) loss_class: 0.8899 (0.8742) loss_bbox: 0.2108 (0.2133) loss_giou: 0.4457 (0.4495) loss_class_0: 1.0768 (1.1025) loss_bbox_0: 0.2173 (0.2118) loss_giou_0: 0.4526 (0.4570) loss_class_1: 0.9782 (0.9728) loss_bbox_1: 0.2178 (0.2131) loss_giou_1: 0.4458 (0.4536) loss_class_2: 0.9305 (0.9163) loss_bbox_2: 0.2065 (0.2107) loss_giou_2: 0.4493 (0.4494) loss_class_3: 0.9025 (0.8919) loss_bbox_3: 0.2035 (0.2115) loss_giou_3: 0.4453 (0.4486) loss_class_4: 0.8986 (0.8786) loss_bbox_4: 0.2146 (0.2122) loss_giou_4: 0.4446 (0.4491) loss_class_enc: 1.0741 (1.0265) loss_bbox_enc: 0.2428 (0.2590) loss_giou_enc: 0.5291 (0.5260) loss_class_dn: 0.4562 (0.4542) loss_bbox_dn: 0.3589 (0.3699) loss_giou_dn: 0.5606 (0.5580) loss_class_dn_0: 0.4936 (0.5057) loss_bbox_dn_0: 0.4981 (0.4756) loss_giou_dn_0: 0.7078 (0.6975) loss_class_dn_1: 0.4652 (0.4658) loss_bbox_dn_1: 0.4043 (0.3955) loss_giou_dn_1: 0.5932 (0.5902) loss_class_dn_2: 0.4555 (0.4525) loss_bbox_dn_2: 0.3669 (0.3749) loss_giou_dn_2: 0.5722 (0.5651) loss_class_dn_3: 0.4509 (0.4486) loss_bbox_dn_3: 0.3624 (0.3709) loss_giou_dn_3: 0.5605 (0.5590) loss_class_dn_4: 0.4551 (0.4499) loss_bbox_dn_4: 0.3590 (0.3699) loss_giou_dn_4: 0.5608 (0.5578) loss_class_hybrid: 0.8481 (0.8581) loss_bbox_hybrid: 0.2439 (0.2358) loss_giou_hybrid: 0.4653 (0.4948) loss_class_0_hybrid: 0.9208 (0.9252) loss_bbox_0_hybrid: 0.2577 (0.2491) loss_giou_0_hybrid: 0.5148 (0.5214) loss_class_1_hybrid: 0.9100 (0.8925) loss_bbox_1_hybrid: 0.2532 (0.2392) loss_giou_1_hybrid: 0.4818 (0.5031) loss_class_2_hybrid: 0.8674 (0.8742) loss_bbox_2_hybrid: 0.2456 (0.2358) loss_giou_2_hybrid: 0.4685 (0.4972) loss_class_3_hybrid: 0.8537 (0.8634) loss_bbox_3_hybrid: 0.2460 (0.2359) loss_giou_3_hybrid: 0.4624 (0.4955) loss_class_4_hybrid: 0.8637 (0.8580) loss_bbox_4_hybrid: 0.2431 (0.2359) loss_giou_4_hybrid: 0.4646 (0.4952) loss_class_enc_hybrid: 0.8653 (0.8688) loss_bbox_enc_hybrid: 0.3127 (0.3010) loss_giou_enc_hybrid: 0.5721 (0.5986) mem: 1034 max mem: 36964 [2024-01-14 19:22:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:23:09 det.util.engine] INFO: Epoch: [2] [250/11727] eta: 3:27:29 lr: 0.000100 data_time: 0.0027 iter_time: 1.0975 loss: 30.6035 (31.4388) loss_class: 0.7968 (0.8691) loss_bbox: 0.2134 (0.2139) loss_giou: 0.4313 (0.4469) loss_class_0: 1.0082 (1.1001) loss_bbox_0: 0.2065 (0.2119) loss_giou_0: 0.4537 (0.4542) loss_class_1: 0.8915 (0.9678) loss_bbox_1: 0.2061 (0.2126) loss_giou_1: 0.4395 (0.4503) loss_class_2: 0.8220 (0.9102) loss_bbox_2: 0.2086 (0.2112) loss_giou_2: 0.4399 (0.4466) loss_class_3: 0.7994 (0.8861) loss_bbox_3: 0.2095 (0.2118) loss_giou_3: 0.4362 (0.4457) loss_class_4: 0.7978 (0.8731) loss_bbox_4: 0.2142 (0.2129) loss_giou_4: 0.4308 (0.4463) loss_class_enc: 0.9430 (1.0210) loss_bbox_enc: 0.2611 (0.2598) loss_giou_enc: 0.5077 (0.5235) loss_class_dn: 0.4408 (0.4530) loss_bbox_dn: 0.3797 (0.3701) loss_giou_dn: 0.5322 (0.5547) loss_class_dn_0: 0.5023 (0.5049) loss_bbox_dn_0: 0.4693 (0.4752) loss_giou_dn_0: 0.6664 (0.6935) loss_class_dn_1: 0.4540 (0.4648) loss_bbox_dn_1: 0.4034 (0.3953) loss_giou_dn_1: 0.5667 (0.5866) loss_class_dn_2: 0.4383 (0.4514) loss_bbox_dn_2: 0.3864 (0.3752) loss_giou_dn_2: 0.5429 (0.5619) loss_class_dn_3: 0.4307 (0.4472) loss_bbox_dn_3: 0.3818 (0.3710) loss_giou_dn_3: 0.5335 (0.5557) loss_class_dn_4: 0.4338 (0.4487) loss_bbox_dn_4: 0.3796 (0.3701) loss_giou_dn_4: 0.5324 (0.5546) loss_class_hybrid: 0.7894 (0.8551) loss_bbox_hybrid: 0.2325 (0.2358) loss_giou_hybrid: 0.4746 (0.4909) loss_class_0_hybrid: 0.8684 (0.9233) loss_bbox_0_hybrid: 0.2520 (0.2489) loss_giou_0_hybrid: 0.5033 (0.5172) loss_class_1_hybrid: 0.8397 (0.8884) loss_bbox_1_hybrid: 0.2308 (0.2389) loss_giou_1_hybrid: 0.4841 (0.4996) loss_class_2_hybrid: 0.7931 (0.8710) loss_bbox_2_hybrid: 0.2329 (0.2358) loss_giou_2_hybrid: 0.4795 (0.4933) loss_class_3_hybrid: 0.7968 (0.8599) loss_bbox_3_hybrid: 0.2318 (0.2358) loss_giou_3_hybrid: 0.4792 (0.4914) loss_class_4_hybrid: 0.7868 (0.8544) loss_bbox_4_hybrid: 0.2321 (0.2360) loss_giou_4_hybrid: 0.4784 (0.4913) loss_class_enc_hybrid: 0.8129 (0.8672) loss_bbox_enc_hybrid: 0.3137 (0.3010) loss_giou_enc_hybrid: 0.5769 (0.5946) mem: 1015 max mem: 36964 [2024-01-14 19:23:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:24:03 det.util.engine] INFO: Epoch: [2] [300/11727] eta: 3:26:22 lr: 0.000100 data_time: 0.0032 iter_time: 1.0515 loss: 30.8595 (31.3663) loss_class: 0.8404 (0.8653) loss_bbox: 0.1912 (0.2132) loss_giou: 0.4318 (0.4481) loss_class_0: 1.0993 (1.1009) loss_bbox_0: 0.1963 (0.2098) loss_giou_0: 0.4240 (0.4543) loss_class_1: 0.9554 (0.9645) loss_bbox_1: 0.1995 (0.2109) loss_giou_1: 0.4400 (0.4517) loss_class_2: 0.9321 (0.9084) loss_bbox_2: 0.1769 (0.2100) loss_giou_2: 0.4237 (0.4473) loss_class_3: 0.8848 (0.8831) loss_bbox_3: 0.1813 (0.2106) loss_giou_3: 0.4326 (0.4464) loss_class_4: 0.8532 (0.8703) loss_bbox_4: 0.1820 (0.2119) loss_giou_4: 0.4374 (0.4474) loss_class_enc: 0.9858 (1.0181) loss_bbox_enc: 0.2570 (0.2583) loss_giou_enc: 0.5119 (0.5246) loss_class_dn: 0.4520 (0.4527) loss_bbox_dn: 0.3317 (0.3667) loss_giou_dn: 0.5388 (0.5537) loss_class_dn_0: 0.5078 (0.5048) loss_bbox_dn_0: 0.4521 (0.4719) loss_giou_dn_0: 0.6770 (0.6924) loss_class_dn_1: 0.4724 (0.4648) loss_bbox_dn_1: 0.3578 (0.3924) loss_giou_dn_1: 0.5812 (0.5857) loss_class_dn_2: 0.4550 (0.4513) loss_bbox_dn_2: 0.3481 (0.3720) loss_giou_dn_2: 0.5437 (0.5608) loss_class_dn_3: 0.4496 (0.4470) loss_bbox_dn_3: 0.3333 (0.3677) loss_giou_dn_3: 0.5371 (0.5548) loss_class_dn_4: 0.4510 (0.4485) loss_bbox_dn_4: 0.3317 (0.3667) loss_giou_dn_4: 0.5367 (0.5536) loss_class_hybrid: 0.8233 (0.8544) loss_bbox_hybrid: 0.2145 (0.2336) loss_giou_hybrid: 0.4851 (0.4902) loss_class_0_hybrid: 0.9600 (0.9236) loss_bbox_0_hybrid: 0.2306 (0.2456) loss_giou_0_hybrid: 0.5013 (0.5159) loss_class_1_hybrid: 0.8639 (0.8873) loss_bbox_1_hybrid: 0.2116 (0.2365) loss_giou_1_hybrid: 0.4914 (0.4990) loss_class_2_hybrid: 0.8797 (0.8702) loss_bbox_2_hybrid: 0.2168 (0.2335) loss_giou_2_hybrid: 0.4846 (0.4925) loss_class_3_hybrid: 0.8352 (0.8589) loss_bbox_3_hybrid: 0.2158 (0.2333) loss_giou_3_hybrid: 0.4826 (0.4906) loss_class_4_hybrid: 0.8302 (0.8545) loss_bbox_4_hybrid: 0.2168 (0.2336) loss_giou_4_hybrid: 0.4818 (0.4905) loss_class_enc_hybrid: 0.8802 (0.8669) loss_bbox_enc_hybrid: 0.2841 (0.2985) loss_giou_enc_hybrid: 0.5955 (0.5945) mem: 1027 max mem: 36964 [2024-01-14 19:24:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:24:56 det.util.engine] INFO: Epoch: [2] [350/11727] eta: 3:24:56 lr: 0.000100 data_time: 0.0030 iter_time: 1.0845 loss: 30.8452 (31.3308) loss_class: 0.8421 (0.8662) loss_bbox: 0.2054 (0.2116) loss_giou: 0.4550 (0.4474) loss_class_0: 1.0872 (1.1002) loss_bbox_0: 0.2026 (0.2088) loss_giou_0: 0.4449 (0.4539) loss_class_1: 0.9252 (0.9642) loss_bbox_1: 0.2089 (0.2099) loss_giou_1: 0.4540 (0.4510) loss_class_2: 0.8594 (0.9080) loss_bbox_2: 0.2002 (0.2087) loss_giou_2: 0.4456 (0.4470) loss_class_3: 0.8623 (0.8839) loss_bbox_3: 0.2133 (0.2092) loss_giou_3: 0.4497 (0.4459) loss_class_4: 0.8523 (0.8709) loss_bbox_4: 0.2045 (0.2103) loss_giou_4: 0.4535 (0.4467) loss_class_enc: 0.9608 (1.0148) loss_bbox_enc: 0.2554 (0.2574) loss_giou_enc: 0.5271 (0.5246) loss_class_dn: 0.4476 (0.4537) loss_bbox_dn: 0.3403 (0.3650) loss_giou_dn: 0.5343 (0.5530) loss_class_dn_0: 0.5059 (0.5057) loss_bbox_dn_0: 0.4862 (0.4701) loss_giou_dn_0: 0.6769 (0.6920) loss_class_dn_1: 0.4695 (0.4660) loss_bbox_dn_1: 0.3615 (0.3906) loss_giou_dn_1: 0.5599 (0.5850) loss_class_dn_2: 0.4486 (0.4522) loss_bbox_dn_2: 0.3473 (0.3703) loss_giou_dn_2: 0.5387 (0.5601) loss_class_dn_3: 0.4440 (0.4480) loss_bbox_dn_3: 0.3439 (0.3660) loss_giou_dn_3: 0.5366 (0.5541) loss_class_dn_4: 0.4447 (0.4496) loss_bbox_dn_4: 0.3402 (0.3650) loss_giou_dn_4: 0.5342 (0.5529) loss_class_hybrid: 0.8174 (0.8529) loss_bbox_hybrid: 0.2290 (0.2332) loss_giou_hybrid: 0.4960 (0.4906) loss_class_0_hybrid: 0.8754 (0.9207) loss_bbox_0_hybrid: 0.2460 (0.2453) loss_giou_0_hybrid: 0.5213 (0.5167) loss_class_1_hybrid: 0.8655 (0.8869) loss_bbox_1_hybrid: 0.2304 (0.2359) loss_giou_1_hybrid: 0.5066 (0.4991) loss_class_2_hybrid: 0.8255 (0.8684) loss_bbox_2_hybrid: 0.2269 (0.2329) loss_giou_2_hybrid: 0.4901 (0.4928) loss_class_3_hybrid: 0.8354 (0.8574) loss_bbox_3_hybrid: 0.2317 (0.2329) loss_giou_3_hybrid: 0.4953 (0.4911) loss_class_4_hybrid: 0.8253 (0.8530) loss_bbox_4_hybrid: 0.2297 (0.2331) loss_giou_4_hybrid: 0.4917 (0.4910) loss_class_enc_hybrid: 0.8299 (0.8643) loss_bbox_enc_hybrid: 0.2935 (0.2978) loss_giou_enc_hybrid: 0.6006 (0.5951) mem: 1028 max mem: 36964 [2024-01-14 19:24:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:25:48 det.util.engine] INFO: Epoch: [2] [400/11727] eta: 3:23:15 lr: 0.000100 data_time: 0.0029 iter_time: 1.0527 loss: 31.1104 (31.3483) loss_class: 0.8249 (0.8679) loss_bbox: 0.2276 (0.2127) loss_giou: 0.4374 (0.4450) loss_class_0: 1.1272 (1.1049) loss_bbox_0: 0.2183 (0.2093) loss_giou_0: 0.4391 (0.4510) loss_class_1: 0.9564 (0.9666) loss_bbox_1: 0.2280 (0.2111) loss_giou_1: 0.4287 (0.4484) loss_class_2: 0.9112 (0.9119) loss_bbox_2: 0.2165 (0.2095) loss_giou_2: 0.4332 (0.4443) loss_class_3: 0.8678 (0.8858) loss_bbox_3: 0.2103 (0.2101) loss_giou_3: 0.4373 (0.4432) loss_class_4: 0.8379 (0.8729) loss_bbox_4: 0.2267 (0.2113) loss_giou_4: 0.4376 (0.4442) loss_class_enc: 1.0006 (1.0162) loss_bbox_enc: 0.2448 (0.2580) loss_giou_enc: 0.5010 (0.5217) loss_class_dn: 0.4437 (0.4541) loss_bbox_dn: 0.3540 (0.3674) loss_giou_dn: 0.5455 (0.5522) loss_class_dn_0: 0.5031 (0.5061) loss_bbox_dn_0: 0.4841 (0.4729) loss_giou_dn_0: 0.6963 (0.6913) loss_class_dn_1: 0.4659 (0.4663) loss_bbox_dn_1: 0.3683 (0.3932) loss_giou_dn_1: 0.5811 (0.5844) loss_class_dn_2: 0.4506 (0.4523) loss_bbox_dn_2: 0.3517 (0.3726) loss_giou_dn_2: 0.5566 (0.5593) loss_class_dn_3: 0.4511 (0.4482) loss_bbox_dn_3: 0.3499 (0.3684) loss_giou_dn_3: 0.5474 (0.5534) loss_class_dn_4: 0.4422 (0.4498) loss_bbox_dn_4: 0.3542 (0.3674) loss_giou_dn_4: 0.5454 (0.5521) loss_class_hybrid: 0.8380 (0.8556) loss_bbox_hybrid: 0.2374 (0.2336) loss_giou_hybrid: 0.4708 (0.4876) loss_class_0_hybrid: 0.8956 (0.9240) loss_bbox_0_hybrid: 0.2443 (0.2457) loss_giou_0_hybrid: 0.4883 (0.5134) loss_class_1_hybrid: 0.8861 (0.8893) loss_bbox_1_hybrid: 0.2314 (0.2364) loss_giou_1_hybrid: 0.4726 (0.4960) loss_class_2_hybrid: 0.8516 (0.8717) loss_bbox_2_hybrid: 0.2349 (0.2332) loss_giou_2_hybrid: 0.4626 (0.4896) loss_class_3_hybrid: 0.8375 (0.8598) loss_bbox_3_hybrid: 0.2362 (0.2332) loss_giou_3_hybrid: 0.4684 (0.4880) loss_class_4_hybrid: 0.8397 (0.8553) loss_bbox_4_hybrid: 0.2358 (0.2334) loss_giou_4_hybrid: 0.4685 (0.4879) loss_class_enc_hybrid: 0.8869 (0.8670) loss_bbox_enc_hybrid: 0.2943 (0.2984) loss_giou_enc_hybrid: 0.5708 (0.5918) mem: 1022 max mem: 36964 [2024-01-14 19:25:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:26:43 det.util.engine] INFO: Epoch: [2] [450/11727] eta: 3:22:38 lr: 0.000100 data_time: 0.0032 iter_time: 1.0588 loss: 30.1068 (31.2332) loss_class: 0.8205 (0.8627) loss_bbox: 0.1878 (0.2109) loss_giou: 0.4390 (0.4464) loss_class_0: 1.0614 (1.0991) loss_bbox_0: 0.1888 (0.2078) loss_giou_0: 0.4454 (0.4526) loss_class_1: 0.9086 (0.9603) loss_bbox_1: 0.1940 (0.2093) loss_giou_1: 0.4321 (0.4495) loss_class_2: 0.8776 (0.9057) loss_bbox_2: 0.1756 (0.2079) loss_giou_2: 0.4346 (0.4458) loss_class_3: 0.8550 (0.8796) loss_bbox_3: 0.1791 (0.2084) loss_giou_3: 0.4406 (0.4447) loss_class_4: 0.8232 (0.8669) loss_bbox_4: 0.1879 (0.2095) loss_giou_4: 0.4389 (0.4457) loss_class_enc: 1.0010 (1.0108) loss_bbox_enc: 0.2350 (0.2560) loss_giou_enc: 0.5246 (0.5232) loss_class_dn: 0.4330 (0.4527) loss_bbox_dn: 0.3237 (0.3630) loss_giou_dn: 0.5102 (0.5518) loss_class_dn_0: 0.5058 (0.5057) loss_bbox_dn_0: 0.4643 (0.4681) loss_giou_dn_0: 0.6579 (0.6909) loss_class_dn_1: 0.4606 (0.4655) loss_bbox_dn_1: 0.3482 (0.3887) loss_giou_dn_1: 0.5366 (0.5839) loss_class_dn_2: 0.4430 (0.4513) loss_bbox_dn_2: 0.3278 (0.3682) loss_giou_dn_2: 0.5140 (0.5589) loss_class_dn_3: 0.4379 (0.4470) loss_bbox_dn_3: 0.3243 (0.3640) loss_giou_dn_3: 0.5123 (0.5529) loss_class_dn_4: 0.4361 (0.4485) loss_bbox_dn_4: 0.3237 (0.3630) loss_giou_dn_4: 0.5100 (0.5517) loss_class_hybrid: 0.8107 (0.8514) loss_bbox_hybrid: 0.2004 (0.2315) loss_giou_hybrid: 0.4256 (0.4891) loss_class_0_hybrid: 0.8769 (0.9187) loss_bbox_0_hybrid: 0.2235 (0.2439) loss_giou_0_hybrid: 0.4418 (0.5153) loss_class_1_hybrid: 0.8693 (0.8840) loss_bbox_1_hybrid: 0.2044 (0.2345) loss_giou_1_hybrid: 0.4311 (0.4977) loss_class_2_hybrid: 0.8270 (0.8669) loss_bbox_2_hybrid: 0.1966 (0.2311) loss_giou_2_hybrid: 0.4263 (0.4911) loss_class_3_hybrid: 0.8273 (0.8550) loss_bbox_3_hybrid: 0.1998 (0.2312) loss_giou_3_hybrid: 0.4270 (0.4895) loss_class_4_hybrid: 0.8126 (0.8507) loss_bbox_4_hybrid: 0.1970 (0.2313) loss_giou_4_hybrid: 0.4244 (0.4894) loss_class_enc_hybrid: 0.8609 (0.8624) loss_bbox_enc_hybrid: 0.2712 (0.2962) loss_giou_enc_hybrid: 0.5594 (0.5936) mem: 1022 max mem: 36964 [2024-01-14 19:26:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:27:38 det.util.engine] INFO: Epoch: [2] [500/11727] eta: 3:22:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.1277 loss: 30.1733 (31.1801) loss_class: 0.8604 (0.8626) loss_bbox: 0.2112 (0.2100) loss_giou: 0.4478 (0.4435) loss_class_0: 1.0303 (1.0985) loss_bbox_0: 0.1957 (0.2075) loss_giou_0: 0.4505 (0.4502) loss_class_1: 0.9191 (0.9603) loss_bbox_1: 0.1954 (0.2090) loss_giou_1: 0.4668 (0.4469) loss_class_2: 0.9021 (0.9057) loss_bbox_2: 0.2002 (0.2071) loss_giou_2: 0.4622 (0.4431) loss_class_3: 0.8389 (0.8796) loss_bbox_3: 0.2015 (0.2077) loss_giou_3: 0.4536 (0.4418) loss_class_4: 0.8738 (0.8666) loss_bbox_4: 0.2005 (0.2088) loss_giou_4: 0.4408 (0.4428) loss_class_enc: 1.0140 (1.0132) loss_bbox_enc: 0.2418 (0.2558) loss_giou_enc: 0.5228 (0.5207) loss_class_dn: 0.4517 (0.4528) loss_bbox_dn: 0.3020 (0.3632) loss_giou_dn: 0.5210 (0.5492) loss_class_dn_0: 0.5030 (0.5062) loss_bbox_dn_0: 0.4184 (0.4694) loss_giou_dn_0: 0.6678 (0.6892) loss_class_dn_1: 0.4629 (0.4657) loss_bbox_dn_1: 0.3344 (0.3893) loss_giou_dn_1: 0.5479 (0.5815) loss_class_dn_2: 0.4476 (0.4511) loss_bbox_dn_2: 0.3100 (0.3686) loss_giou_dn_2: 0.5241 (0.5564) loss_class_dn_3: 0.4470 (0.4468) loss_bbox_dn_3: 0.3041 (0.3643) loss_giou_dn_3: 0.5216 (0.5503) loss_class_dn_4: 0.4508 (0.4485) loss_bbox_dn_4: 0.3020 (0.3632) loss_giou_dn_4: 0.5210 (0.5490) loss_class_hybrid: 0.8448 (0.8526) loss_bbox_hybrid: 0.2288 (0.2303) loss_giou_hybrid: 0.4981 (0.4855) loss_class_0_hybrid: 0.8724 (0.9192) loss_bbox_0_hybrid: 0.2381 (0.2432) loss_giou_0_hybrid: 0.5202 (0.5123) loss_class_1_hybrid: 0.8585 (0.8850) loss_bbox_1_hybrid: 0.2317 (0.2338) loss_giou_1_hybrid: 0.5117 (0.4945) loss_class_2_hybrid: 0.8491 (0.8685) loss_bbox_2_hybrid: 0.2294 (0.2301) loss_giou_2_hybrid: 0.5021 (0.4877) loss_class_3_hybrid: 0.8545 (0.8567) loss_bbox_3_hybrid: 0.2278 (0.2301) loss_giou_3_hybrid: 0.4956 (0.4859) loss_class_4_hybrid: 0.8446 (0.8523) loss_bbox_4_hybrid: 0.2251 (0.2301) loss_giou_4_hybrid: 0.4967 (0.4858) loss_class_enc_hybrid: 0.8339 (0.8633) loss_bbox_enc_hybrid: 0.2850 (0.2961) loss_giou_enc_hybrid: 0.5769 (0.5911) mem: 1017 max mem: 36964 [2024-01-14 19:27:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:28:31 det.util.engine] INFO: Epoch: [2] [550/11727] eta: 3:20:55 lr: 0.000100 data_time: 0.0026 iter_time: 1.0471 loss: 30.8631 (31.2210) loss_class: 0.8810 (0.8652) loss_bbox: 0.2231 (0.2107) loss_giou: 0.4077 (0.4431) loss_class_0: 1.1017 (1.0993) loss_bbox_0: 0.2208 (0.2082) loss_giou_0: 0.4223 (0.4501) loss_class_1: 0.9702 (0.9617) loss_bbox_1: 0.2196 (0.2099) loss_giou_1: 0.4391 (0.4466) loss_class_2: 0.9258 (0.9073) loss_bbox_2: 0.2255 (0.2079) loss_giou_2: 0.4343 (0.4430) loss_class_3: 0.8950 (0.8816) loss_bbox_3: 0.2170 (0.2085) loss_giou_3: 0.4079 (0.4417) loss_class_4: 0.8877 (0.8691) loss_bbox_4: 0.2101 (0.2096) loss_giou_4: 0.4076 (0.4424) loss_class_enc: 1.0311 (1.0137) loss_bbox_enc: 0.2705 (0.2565) loss_giou_enc: 0.5141 (0.5209) loss_class_dn: 0.4425 (0.4529) loss_bbox_dn: 0.3783 (0.3648) loss_giou_dn: 0.5277 (0.5497) loss_class_dn_0: 0.5071 (0.5062) loss_bbox_dn_0: 0.5179 (0.4712) loss_giou_dn_0: 0.6673 (0.6899) loss_class_dn_1: 0.4690 (0.4657) loss_bbox_dn_1: 0.4122 (0.3909) loss_giou_dn_1: 0.5718 (0.5822) loss_class_dn_2: 0.4532 (0.4513) loss_bbox_dn_2: 0.3848 (0.3703) loss_giou_dn_2: 0.5395 (0.5570) loss_class_dn_3: 0.4407 (0.4470) loss_bbox_dn_3: 0.3781 (0.3660) loss_giou_dn_3: 0.5287 (0.5509) loss_class_dn_4: 0.4418 (0.4486) loss_bbox_dn_4: 0.3784 (0.3648) loss_giou_dn_4: 0.5277 (0.5496) loss_class_hybrid: 0.8628 (0.8545) loss_bbox_hybrid: 0.2282 (0.2309) loss_giou_hybrid: 0.4598 (0.4849) loss_class_0_hybrid: 0.9176 (0.9202) loss_bbox_0_hybrid: 0.2457 (0.2438) loss_giou_0_hybrid: 0.4834 (0.5118) loss_class_1_hybrid: 0.8695 (0.8869) loss_bbox_1_hybrid: 0.2273 (0.2345) loss_giou_1_hybrid: 0.4654 (0.4939) loss_class_2_hybrid: 0.8624 (0.8701) loss_bbox_2_hybrid: 0.2286 (0.2308) loss_giou_2_hybrid: 0.4640 (0.4871) loss_class_3_hybrid: 0.8621 (0.8584) loss_bbox_3_hybrid: 0.2286 (0.2307) loss_giou_3_hybrid: 0.4623 (0.4853) loss_class_4_hybrid: 0.8563 (0.8540) loss_bbox_4_hybrid: 0.2268 (0.2307) loss_giou_4_hybrid: 0.4614 (0.4851) loss_class_enc_hybrid: 0.8736 (0.8641) loss_bbox_enc_hybrid: 0.3076 (0.2967) loss_giou_enc_hybrid: 0.5561 (0.5904) mem: 1037 max mem: 36964 [2024-01-14 19:28:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:29:25 det.util.engine] INFO: Epoch: [2] [600/11727] eta: 3:20:10 lr: 0.000100 data_time: 0.0031 iter_time: 1.1059 loss: 31.8886 (31.2225) loss_class: 0.8262 (0.8627) loss_bbox: 0.2274 (0.2111) loss_giou: 0.4755 (0.4456) loss_class_0: 1.0944 (1.0981) loss_bbox_0: 0.2120 (0.2081) loss_giou_0: 0.4485 (0.4520) loss_class_1: 0.9625 (0.9604) loss_bbox_1: 0.2184 (0.2099) loss_giou_1: 0.4713 (0.4486) loss_class_2: 0.9124 (0.9058) loss_bbox_2: 0.2173 (0.2080) loss_giou_2: 0.4598 (0.4452) loss_class_3: 0.8672 (0.8795) loss_bbox_3: 0.2199 (0.2089) loss_giou_3: 0.4619 (0.4440) loss_class_4: 0.8332 (0.8665) loss_bbox_4: 0.2275 (0.2100) loss_giou_4: 0.4722 (0.4448) loss_class_enc: 0.9918 (1.0118) loss_bbox_enc: 0.2653 (0.2558) loss_giou_enc: 0.5110 (0.5224) loss_class_dn: 0.4476 (0.4526) loss_bbox_dn: 0.3554 (0.3630) loss_giou_dn: 0.5809 (0.5509) loss_class_dn_0: 0.5057 (0.5061) loss_bbox_dn_0: 0.4485 (0.4689) loss_giou_dn_0: 0.7169 (0.6904) loss_class_dn_1: 0.4637 (0.4655) loss_bbox_dn_1: 0.3830 (0.3891) loss_giou_dn_1: 0.6149 (0.5833) loss_class_dn_2: 0.4456 (0.4511) loss_bbox_dn_2: 0.3617 (0.3684) loss_giou_dn_2: 0.5881 (0.5582) loss_class_dn_3: 0.4416 (0.4468) loss_bbox_dn_3: 0.3590 (0.3641) loss_giou_dn_3: 0.5836 (0.5522) loss_class_dn_4: 0.4431 (0.4484) loss_bbox_dn_4: 0.3553 (0.3630) loss_giou_dn_4: 0.5806 (0.5508) loss_class_hybrid: 0.8367 (0.8524) loss_bbox_hybrid: 0.2426 (0.2313) loss_giou_hybrid: 0.5160 (0.4875) loss_class_0_hybrid: 0.9064 (0.9187) loss_bbox_0_hybrid: 0.2447 (0.2440) loss_giou_0_hybrid: 0.5287 (0.5142) loss_class_1_hybrid: 0.8793 (0.8850) loss_bbox_1_hybrid: 0.2395 (0.2346) loss_giou_1_hybrid: 0.5263 (0.4964) loss_class_2_hybrid: 0.8497 (0.8679) loss_bbox_2_hybrid: 0.2417 (0.2311) loss_giou_2_hybrid: 0.5205 (0.4898) loss_class_3_hybrid: 0.8378 (0.8561) loss_bbox_3_hybrid: 0.2489 (0.2312) loss_giou_3_hybrid: 0.5183 (0.4879) loss_class_4_hybrid: 0.8382 (0.8519) loss_bbox_4_hybrid: 0.2429 (0.2312) loss_giou_4_hybrid: 0.5177 (0.4878) loss_class_enc_hybrid: 0.8304 (0.8625) loss_bbox_enc_hybrid: 0.2983 (0.2965) loss_giou_enc_hybrid: 0.5917 (0.5925) mem: 1020 max mem: 36964 [2024-01-14 19:29:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:30:19 det.util.engine] INFO: Epoch: [2] [650/11727] eta: 3:19:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.0639 loss: 31.7839 (31.2426) loss_class: 0.8384 (0.8616) loss_bbox: 0.2064 (0.2114) loss_giou: 0.4550 (0.4468) loss_class_0: 1.0793 (1.0969) loss_bbox_0: 0.2075 (0.2086) loss_giou_0: 0.4541 (0.4534) loss_class_1: 0.9350 (0.9613) loss_bbox_1: 0.1957 (0.2099) loss_giou_1: 0.4471 (0.4496) loss_class_2: 0.8825 (0.9053) loss_bbox_2: 0.1969 (0.2083) loss_giou_2: 0.4438 (0.4465) loss_class_3: 0.8434 (0.8792) loss_bbox_3: 0.1996 (0.2090) loss_giou_3: 0.4346 (0.4451) loss_class_4: 0.8432 (0.8658) loss_bbox_4: 0.2038 (0.2102) loss_giou_4: 0.4415 (0.4459) loss_class_enc: 0.9763 (1.0106) loss_bbox_enc: 0.2369 (0.2563) loss_giou_enc: 0.5252 (0.5237) loss_class_dn: 0.4553 (0.4529) loss_bbox_dn: 0.3635 (0.3637) loss_giou_dn: 0.5678 (0.5514) loss_class_dn_0: 0.5013 (0.5060) loss_bbox_dn_0: 0.4480 (0.4692) loss_giou_dn_0: 0.7092 (0.6905) loss_class_dn_1: 0.4711 (0.4656) loss_bbox_dn_1: 0.3820 (0.3897) loss_giou_dn_1: 0.5974 (0.5836) loss_class_dn_2: 0.4533 (0.4512) loss_bbox_dn_2: 0.3749 (0.3692) loss_giou_dn_2: 0.5736 (0.5586) loss_class_dn_3: 0.4499 (0.4470) loss_bbox_dn_3: 0.3662 (0.3649) loss_giou_dn_3: 0.5680 (0.5526) loss_class_dn_4: 0.4483 (0.4486) loss_bbox_dn_4: 0.3636 (0.3637) loss_giou_dn_4: 0.5678 (0.5512) loss_class_hybrid: 0.8175 (0.8518) loss_bbox_hybrid: 0.2215 (0.2314) loss_giou_hybrid: 0.5009 (0.4890) loss_class_0_hybrid: 0.8671 (0.9178) loss_bbox_0_hybrid: 0.2351 (0.2443) loss_giou_0_hybrid: 0.5297 (0.5159) loss_class_1_hybrid: 0.8494 (0.8849) loss_bbox_1_hybrid: 0.2205 (0.2346) loss_giou_1_hybrid: 0.5192 (0.4978) loss_class_2_hybrid: 0.8378 (0.8673) loss_bbox_2_hybrid: 0.2232 (0.2313) loss_giou_2_hybrid: 0.5090 (0.4914) loss_class_3_hybrid: 0.8293 (0.8557) loss_bbox_3_hybrid: 0.2203 (0.2312) loss_giou_3_hybrid: 0.5011 (0.4894) loss_class_4_hybrid: 0.8180 (0.8511) loss_bbox_4_hybrid: 0.2252 (0.2313) loss_giou_4_hybrid: 0.4987 (0.4892) loss_class_enc_hybrid: 0.7985 (0.8610) loss_bbox_enc_hybrid: 0.2801 (0.2969) loss_giou_enc_hybrid: 0.6056 (0.5941) mem: 1029 max mem: 36964 [2024-01-14 19:30:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:31:12 det.util.engine] INFO: Epoch: [2] [700/11727] eta: 3:18:05 lr: 0.000100 data_time: 0.0032 iter_time: 1.0665 loss: 31.4390 (31.2614) loss_class: 0.8320 (0.8643) loss_bbox: 0.2104 (0.2113) loss_giou: 0.4156 (0.4448) loss_class_0: 1.1015 (1.0997) loss_bbox_0: 0.2134 (0.2087) loss_giou_0: 0.4210 (0.4519) loss_class_1: 0.9547 (0.9640) loss_bbox_1: 0.2040 (0.2098) loss_giou_1: 0.4271 (0.4478) loss_class_2: 0.9291 (0.9082) loss_bbox_2: 0.2024 (0.2081) loss_giou_2: 0.4074 (0.4445) loss_class_3: 0.8770 (0.8821) loss_bbox_3: 0.1918 (0.2089) loss_giou_3: 0.4011 (0.4431) loss_class_4: 0.8506 (0.8687) loss_bbox_4: 0.2104 (0.2101) loss_giou_4: 0.4113 (0.4439) loss_class_enc: 1.0194 (1.0138) loss_bbox_enc: 0.2610 (0.2567) loss_giou_enc: 0.4801 (0.5220) loss_class_dn: 0.4431 (0.4535) loss_bbox_dn: 0.3616 (0.3655) loss_giou_dn: 0.4997 (0.5500) loss_class_dn_0: 0.5053 (0.5067) loss_bbox_dn_0: 0.4646 (0.4715) loss_giou_dn_0: 0.6587 (0.6895) loss_class_dn_1: 0.4645 (0.4663) loss_bbox_dn_1: 0.3911 (0.3918) loss_giou_dn_1: 0.5392 (0.5824) loss_class_dn_2: 0.4466 (0.4517) loss_bbox_dn_2: 0.3660 (0.3710) loss_giou_dn_2: 0.5082 (0.5573) loss_class_dn_3: 0.4429 (0.4476) loss_bbox_dn_3: 0.3620 (0.3666) loss_giou_dn_3: 0.5040 (0.5512) loss_class_dn_4: 0.4413 (0.4491) loss_bbox_dn_4: 0.3616 (0.3655) loss_giou_dn_4: 0.5012 (0.5499) loss_class_hybrid: 0.7850 (0.8536) loss_bbox_hybrid: 0.2258 (0.2316) loss_giou_hybrid: 0.4509 (0.4872) loss_class_0_hybrid: 0.9094 (0.9204) loss_bbox_0_hybrid: 0.2441 (0.2448) loss_giou_0_hybrid: 0.4673 (0.5143) loss_class_1_hybrid: 0.8516 (0.8864) loss_bbox_1_hybrid: 0.2341 (0.2351) loss_giou_1_hybrid: 0.4611 (0.4961) loss_class_2_hybrid: 0.8416 (0.8693) loss_bbox_2_hybrid: 0.2199 (0.2315) loss_giou_2_hybrid: 0.4507 (0.4895) loss_class_3_hybrid: 0.8205 (0.8578) loss_bbox_3_hybrid: 0.2224 (0.2315) loss_giou_3_hybrid: 0.4531 (0.4875) loss_class_4_hybrid: 0.8209 (0.8532) loss_bbox_4_hybrid: 0.2215 (0.2316) loss_giou_4_hybrid: 0.4479 (0.4874) loss_class_enc_hybrid: 0.8494 (0.8634) loss_bbox_enc_hybrid: 0.2960 (0.2974) loss_giou_enc_hybrid: 0.5375 (0.5923) mem: 1025 max mem: 36964 [2024-01-14 19:31:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:32:05 det.util.engine] INFO: Epoch: [2] [750/11727] eta: 3:17:01 lr: 0.000100 data_time: 0.0028 iter_time: 1.0799 loss: 31.7530 (31.3043) loss_class: 0.8731 (0.8670) loss_bbox: 0.2100 (0.2113) loss_giou: 0.4598 (0.4451) loss_class_0: 1.0966 (1.1005) loss_bbox_0: 0.2058 (0.2091) loss_giou_0: 0.4597 (0.4525) loss_class_1: 0.9519 (0.9646) loss_bbox_1: 0.2160 (0.2103) loss_giou_1: 0.4760 (0.4486) loss_class_2: 0.8883 (0.9101) loss_bbox_2: 0.2125 (0.2084) loss_giou_2: 0.4611 (0.4451) loss_class_3: 0.8973 (0.8844) loss_bbox_3: 0.2090 (0.2091) loss_giou_3: 0.4680 (0.4436) loss_class_4: 0.8950 (0.8711) loss_bbox_4: 0.2099 (0.2102) loss_giou_4: 0.4596 (0.4442) loss_class_enc: 0.9973 (1.0145) loss_bbox_enc: 0.2604 (0.2568) loss_giou_enc: 0.5452 (0.5225) loss_class_dn: 0.4677 (0.4541) loss_bbox_dn: 0.3620 (0.3663) loss_giou_dn: 0.5762 (0.5509) loss_class_dn_0: 0.5123 (0.5068) loss_bbox_dn_0: 0.4505 (0.4722) loss_giou_dn_0: 0.7169 (0.6904) loss_class_dn_1: 0.4718 (0.4665) loss_bbox_dn_1: 0.3821 (0.3926) loss_giou_dn_1: 0.6069 (0.5833) loss_class_dn_2: 0.4667 (0.4522) loss_bbox_dn_2: 0.3648 (0.3718) loss_giou_dn_2: 0.5842 (0.5582) loss_class_dn_3: 0.4588 (0.4481) loss_bbox_dn_3: 0.3624 (0.3675) loss_giou_dn_3: 0.5763 (0.5521) loss_class_dn_4: 0.4611 (0.4497) loss_bbox_dn_4: 0.3621 (0.3663) loss_giou_dn_4: 0.5763 (0.5507) loss_class_hybrid: 0.8555 (0.8552) loss_bbox_hybrid: 0.2308 (0.2318) loss_giou_hybrid: 0.4859 (0.4876) loss_class_0_hybrid: 0.9343 (0.9211) loss_bbox_0_hybrid: 0.2531 (0.2450) loss_giou_0_hybrid: 0.5053 (0.5149) loss_class_1_hybrid: 0.8830 (0.8872) loss_bbox_1_hybrid: 0.2437 (0.2355) loss_giou_1_hybrid: 0.4991 (0.4968) loss_class_2_hybrid: 0.8703 (0.8706) loss_bbox_2_hybrid: 0.2383 (0.2317) loss_giou_2_hybrid: 0.4945 (0.4901) loss_class_3_hybrid: 0.8492 (0.8589) loss_bbox_3_hybrid: 0.2361 (0.2317) loss_giou_3_hybrid: 0.4910 (0.4881) loss_class_4_hybrid: 0.8674 (0.8548) loss_bbox_4_hybrid: 0.2324 (0.2317) loss_giou_4_hybrid: 0.4892 (0.4879) loss_class_enc_hybrid: 0.8557 (0.8642) loss_bbox_enc_hybrid: 0.3063 (0.2976) loss_giou_enc_hybrid: 0.5965 (0.5929) mem: 1023 max mem: 36964 [2024-01-14 19:32:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:32:59 det.util.engine] INFO: Epoch: [2] [800/11727] eta: 3:16:06 lr: 0.000100 data_time: 0.0032 iter_time: 1.0627 loss: 31.9819 (31.3117) loss_class: 0.8712 (0.8668) loss_bbox: 0.2101 (0.2115) loss_giou: 0.4536 (0.4457) loss_class_0: 1.0976 (1.0991) loss_bbox_0: 0.2123 (0.2094) loss_giou_0: 0.4484 (0.4532) loss_class_1: 0.9727 (0.9645) loss_bbox_1: 0.2065 (0.2104) loss_giou_1: 0.4467 (0.4490) loss_class_2: 0.9189 (0.9098) loss_bbox_2: 0.2180 (0.2087) loss_giou_2: 0.4448 (0.4457) loss_class_3: 0.8720 (0.8837) loss_bbox_3: 0.2204 (0.2094) loss_giou_3: 0.4519 (0.4442) loss_class_4: 0.8617 (0.8708) loss_bbox_4: 0.2100 (0.2104) loss_giou_4: 0.4537 (0.4449) loss_class_enc: 1.0162 (1.0139) loss_bbox_enc: 0.2471 (0.2566) loss_giou_enc: 0.5362 (0.5227) loss_class_dn: 0.4542 (0.4543) loss_bbox_dn: 0.3143 (0.3661) loss_giou_dn: 0.5632 (0.5519) loss_class_dn_0: 0.5064 (0.5067) loss_bbox_dn_0: 0.4287 (0.4719) loss_giou_dn_0: 0.6961 (0.6914) loss_class_dn_1: 0.4680 (0.4666) loss_bbox_dn_1: 0.3384 (0.3924) loss_giou_dn_1: 0.5938 (0.5843) loss_class_dn_2: 0.4519 (0.4521) loss_bbox_dn_2: 0.3213 (0.3716) loss_giou_dn_2: 0.5722 (0.5593) loss_class_dn_3: 0.4494 (0.4482) loss_bbox_dn_3: 0.3153 (0.3672) loss_giou_dn_3: 0.5669 (0.5531) loss_class_dn_4: 0.4484 (0.4498) loss_bbox_dn_4: 0.3143 (0.3661) loss_giou_dn_4: 0.5631 (0.5517) loss_class_hybrid: 0.8305 (0.8542) loss_bbox_hybrid: 0.2302 (0.2322) loss_giou_hybrid: 0.4868 (0.4886) loss_class_0_hybrid: 0.8980 (0.9202) loss_bbox_0_hybrid: 0.2394 (0.2453) loss_giou_0_hybrid: 0.5227 (0.5158) loss_class_1_hybrid: 0.8494 (0.8860) loss_bbox_1_hybrid: 0.2288 (0.2359) loss_giou_1_hybrid: 0.4952 (0.4978) loss_class_2_hybrid: 0.8408 (0.8691) loss_bbox_2_hybrid: 0.2285 (0.2322) loss_giou_2_hybrid: 0.4861 (0.4911) loss_class_3_hybrid: 0.8334 (0.8578) loss_bbox_3_hybrid: 0.2288 (0.2321) loss_giou_3_hybrid: 0.4844 (0.4891) loss_class_4_hybrid: 0.8426 (0.8537) loss_bbox_4_hybrid: 0.2272 (0.2322) loss_giou_4_hybrid: 0.4866 (0.4889) loss_class_enc_hybrid: 0.8424 (0.8633) loss_bbox_enc_hybrid: 0.2896 (0.2974) loss_giou_enc_hybrid: 0.5953 (0.5935) mem: 1021 max mem: 36964 [2024-01-14 19:32:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:33:52 det.util.engine] INFO: Epoch: [2] [850/11727] eta: 3:15:07 lr: 0.000100 data_time: 0.0029 iter_time: 1.0422 loss: 31.7524 (31.3119) loss_class: 0.8671 (0.8672) loss_bbox: 0.2177 (0.2115) loss_giou: 0.4323 (0.4450) loss_class_0: 1.0746 (1.1001) loss_bbox_0: 0.2205 (0.2097) loss_giou_0: 0.4679 (0.4528) loss_class_1: 0.9459 (0.9645) loss_bbox_1: 0.2277 (0.2105) loss_giou_1: 0.4582 (0.4483) loss_class_2: 0.9113 (0.9101) loss_bbox_2: 0.2233 (0.2087) loss_giou_2: 0.4471 (0.4451) loss_class_3: 0.8732 (0.8846) loss_bbox_3: 0.2173 (0.2093) loss_giou_3: 0.4370 (0.4435) loss_class_4: 0.8838 (0.8713) loss_bbox_4: 0.2178 (0.2103) loss_giou_4: 0.4385 (0.4442) loss_class_enc: 0.9884 (1.0136) loss_bbox_enc: 0.2660 (0.2569) loss_giou_enc: 0.5196 (0.5223) loss_class_dn: 0.4483 (0.4541) loss_bbox_dn: 0.3672 (0.3672) loss_giou_dn: 0.5537 (0.5516) loss_class_dn_0: 0.5045 (0.5068) loss_bbox_dn_0: 0.4819 (0.4732) loss_giou_dn_0: 0.6900 (0.6912) loss_class_dn_1: 0.4657 (0.4667) loss_bbox_dn_1: 0.3835 (0.3935) loss_giou_dn_1: 0.5884 (0.5839) loss_class_dn_2: 0.4549 (0.4521) loss_bbox_dn_2: 0.3735 (0.3728) loss_giou_dn_2: 0.5614 (0.5590) loss_class_dn_3: 0.4419 (0.4481) loss_bbox_dn_3: 0.3674 (0.3684) loss_giou_dn_3: 0.5581 (0.5528) loss_class_dn_4: 0.4445 (0.4497) loss_bbox_dn_4: 0.3672 (0.3672) loss_giou_dn_4: 0.5533 (0.5515) loss_class_hybrid: 0.8551 (0.8543) loss_bbox_hybrid: 0.2430 (0.2323) loss_giou_hybrid: 0.4673 (0.4879) loss_class_0_hybrid: 0.8916 (0.9204) loss_bbox_0_hybrid: 0.2654 (0.2454) loss_giou_0_hybrid: 0.5146 (0.5152) loss_class_1_hybrid: 0.8780 (0.8861) loss_bbox_1_hybrid: 0.2530 (0.2360) loss_giou_1_hybrid: 0.4842 (0.4971) loss_class_2_hybrid: 0.8607 (0.8694) loss_bbox_2_hybrid: 0.2466 (0.2322) loss_giou_2_hybrid: 0.4885 (0.4904) loss_class_3_hybrid: 0.8301 (0.8578) loss_bbox_3_hybrid: 0.2442 (0.2321) loss_giou_3_hybrid: 0.4706 (0.4884) loss_class_4_hybrid: 0.8496 (0.8536) loss_bbox_4_hybrid: 0.2441 (0.2322) loss_giou_4_hybrid: 0.4684 (0.4882) loss_class_enc_hybrid: 0.8331 (0.8630) loss_bbox_enc_hybrid: 0.3187 (0.2977) loss_giou_enc_hybrid: 0.6044 (0.5930) mem: 1025 max mem: 36964 [2024-01-14 19:33:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:34:46 det.util.engine] INFO: Epoch: [2] [900/11727] eta: 3:14:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0712 loss: 31.6608 (31.3391) loss_class: 0.8836 (0.8684) loss_bbox: 0.2143 (0.2120) loss_giou: 0.4553 (0.4454) loss_class_0: 1.1518 (1.1020) loss_bbox_0: 0.2087 (0.2096) loss_giou_0: 0.4531 (0.4529) loss_class_1: 1.0029 (0.9651) loss_bbox_1: 0.2218 (0.2110) loss_giou_1: 0.4392 (0.4489) loss_class_2: 0.9563 (0.9112) loss_bbox_2: 0.2159 (0.2091) loss_giou_2: 0.4412 (0.4455) loss_class_3: 0.9122 (0.8853) loss_bbox_3: 0.2174 (0.2098) loss_giou_3: 0.4531 (0.4439) loss_class_4: 0.8948 (0.8723) loss_bbox_4: 0.2147 (0.2107) loss_giou_4: 0.4520 (0.4445) loss_class_enc: 1.0130 (1.0139) loss_bbox_enc: 0.2598 (0.2574) loss_giou_enc: 0.5103 (0.5228) loss_class_dn: 0.4550 (0.4541) loss_bbox_dn: 0.3288 (0.3676) loss_giou_dn: 0.5563 (0.5519) loss_class_dn_0: 0.4905 (0.5065) loss_bbox_dn_0: 0.4233 (0.4735) loss_giou_dn_0: 0.6889 (0.6914) loss_class_dn_1: 0.4556 (0.4666) loss_bbox_dn_1: 0.3509 (0.3937) loss_giou_dn_1: 0.5926 (0.5842) loss_class_dn_2: 0.4450 (0.4521) loss_bbox_dn_2: 0.3358 (0.3731) loss_giou_dn_2: 0.5600 (0.5593) loss_class_dn_3: 0.4452 (0.4481) loss_bbox_dn_3: 0.3294 (0.3687) loss_giou_dn_3: 0.5579 (0.5531) loss_class_dn_4: 0.4433 (0.4497) loss_bbox_dn_4: 0.3290 (0.3676) loss_giou_dn_4: 0.5565 (0.5517) loss_class_hybrid: 0.8668 (0.8551) loss_bbox_hybrid: 0.2327 (0.2329) loss_giou_hybrid: 0.5163 (0.4885) loss_class_0_hybrid: 0.9278 (0.9213) loss_bbox_0_hybrid: 0.2472 (0.2458) loss_giou_0_hybrid: 0.5366 (0.5155) loss_class_1_hybrid: 0.9109 (0.8867) loss_bbox_1_hybrid: 0.2385 (0.2366) loss_giou_1_hybrid: 0.5279 (0.4976) loss_class_2_hybrid: 0.9122 (0.8703) loss_bbox_2_hybrid: 0.2357 (0.2328) loss_giou_2_hybrid: 0.5124 (0.4909) loss_class_3_hybrid: 0.8671 (0.8587) loss_bbox_3_hybrid: 0.2335 (0.2327) loss_giou_3_hybrid: 0.5164 (0.4889) loss_class_4_hybrid: 0.8839 (0.8545) loss_bbox_4_hybrid: 0.2329 (0.2328) loss_giou_4_hybrid: 0.5181 (0.4887) loss_class_enc_hybrid: 0.8476 (0.8628) loss_bbox_enc_hybrid: 0.3021 (0.2982) loss_giou_enc_hybrid: 0.6147 (0.5935) mem: 1025 max mem: 36964 [2024-01-14 19:34:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:35:42 det.util.engine] INFO: Epoch: [2] [950/11727] eta: 3:13:42 lr: 0.000100 data_time: 0.0029 iter_time: 1.0919 loss: 31.3252 (31.3285) loss_class: 0.8381 (0.8676) loss_bbox: 0.2191 (0.2115) loss_giou: 0.4548 (0.4459) loss_class_0: 1.0481 (1.1008) loss_bbox_0: 0.2139 (0.2093) loss_giou_0: 0.4579 (0.4535) loss_class_1: 0.9261 (0.9644) loss_bbox_1: 0.2126 (0.2106) loss_giou_1: 0.4502 (0.4495) loss_class_2: 0.8757 (0.9104) loss_bbox_2: 0.2068 (0.2086) loss_giou_2: 0.4666 (0.4461) loss_class_3: 0.8384 (0.8844) loss_bbox_3: 0.2098 (0.2094) loss_giou_3: 0.4642 (0.4446) loss_class_4: 0.8344 (0.8715) loss_bbox_4: 0.2079 (0.2103) loss_giou_4: 0.4548 (0.4451) loss_class_enc: 0.9625 (1.0128) loss_bbox_enc: 0.2521 (0.2567) loss_giou_enc: 0.5468 (0.5234) loss_class_dn: 0.4569 (0.4542) loss_bbox_dn: 0.3367 (0.3665) loss_giou_dn: 0.5525 (0.5525) loss_class_dn_0: 0.4969 (0.5065) loss_bbox_dn_0: 0.4412 (0.4723) loss_giou_dn_0: 0.7075 (0.6922) loss_class_dn_1: 0.4638 (0.4667) loss_bbox_dn_1: 0.3585 (0.3926) loss_giou_dn_1: 0.5875 (0.5848) loss_class_dn_2: 0.4531 (0.4523) loss_bbox_dn_2: 0.3464 (0.3720) loss_giou_dn_2: 0.5565 (0.5599) loss_class_dn_3: 0.4514 (0.4482) loss_bbox_dn_3: 0.3373 (0.3676) loss_giou_dn_3: 0.5558 (0.5538) loss_class_dn_4: 0.4524 (0.4498) loss_bbox_dn_4: 0.3366 (0.3665) loss_giou_dn_4: 0.5525 (0.5524) loss_class_hybrid: 0.7968 (0.8538) loss_bbox_hybrid: 0.2383 (0.2326) loss_giou_hybrid: 0.5035 (0.4896) loss_class_0_hybrid: 0.8597 (0.9194) loss_bbox_0_hybrid: 0.2542 (0.2457) loss_giou_0_hybrid: 0.5323 (0.5168) loss_class_1_hybrid: 0.8305 (0.8853) loss_bbox_1_hybrid: 0.2375 (0.2365) loss_giou_1_hybrid: 0.5149 (0.4989) loss_class_2_hybrid: 0.7965 (0.8689) loss_bbox_2_hybrid: 0.2412 (0.2326) loss_giou_2_hybrid: 0.5052 (0.4921) loss_class_3_hybrid: 0.7923 (0.8573) loss_bbox_3_hybrid: 0.2407 (0.2325) loss_giou_3_hybrid: 0.5054 (0.4901) loss_class_4_hybrid: 0.7995 (0.8531) loss_bbox_4_hybrid: 0.2388 (0.2326) loss_giou_4_hybrid: 0.5021 (0.4899) loss_class_enc_hybrid: 0.8182 (0.8618) loss_bbox_enc_hybrid: 0.2979 (0.2977) loss_giou_enc_hybrid: 0.6095 (0.5944) mem: 1020 max mem: 36964 [2024-01-14 19:35:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:36:36 det.util.engine] INFO: Epoch: [2] [1000/11727] eta: 3:12:52 lr: 0.000100 data_time: 0.0030 iter_time: 1.0974 loss: 31.8653 (31.3255) loss_class: 0.8513 (0.8670) loss_bbox: 0.2174 (0.2114) loss_giou: 0.4745 (0.4463) loss_class_0: 1.0871 (1.0999) loss_bbox_0: 0.2157 (0.2095) loss_giou_0: 0.4771 (0.4540) loss_class_1: 0.9392 (0.9641) loss_bbox_1: 0.2281 (0.2105) loss_giou_1: 0.4828 (0.4497) loss_class_2: 0.9202 (0.9099) loss_bbox_2: 0.2144 (0.2087) loss_giou_2: 0.4790 (0.4464) loss_class_3: 0.8449 (0.8838) loss_bbox_3: 0.2203 (0.2093) loss_giou_3: 0.4675 (0.4449) loss_class_4: 0.8554 (0.8708) loss_bbox_4: 0.2192 (0.2103) loss_giou_4: 0.4679 (0.4455) loss_class_enc: 0.9521 (1.0113) loss_bbox_enc: 0.2556 (0.2567) loss_giou_enc: 0.5475 (0.5239) loss_class_dn: 0.4503 (0.4542) loss_bbox_dn: 0.3611 (0.3663) loss_giou_dn: 0.5804 (0.5527) loss_class_dn_0: 0.4948 (0.5062) loss_bbox_dn_0: 0.4727 (0.4723) loss_giou_dn_0: 0.7099 (0.6926) loss_class_dn_1: 0.4591 (0.4666) loss_bbox_dn_1: 0.3891 (0.3925) loss_giou_dn_1: 0.6107 (0.5850) loss_class_dn_2: 0.4491 (0.4522) loss_bbox_dn_2: 0.3716 (0.3719) loss_giou_dn_2: 0.5873 (0.5601) loss_class_dn_3: 0.4463 (0.4482) loss_bbox_dn_3: 0.3642 (0.3675) loss_giou_dn_3: 0.5833 (0.5540) loss_class_dn_4: 0.4461 (0.4498) loss_bbox_dn_4: 0.3611 (0.3663) loss_giou_dn_4: 0.5802 (0.5526) loss_class_hybrid: 0.8330 (0.8529) loss_bbox_hybrid: 0.2240 (0.2328) loss_giou_hybrid: 0.5025 (0.4902) loss_class_0_hybrid: 0.8556 (0.9177) loss_bbox_0_hybrid: 0.2565 (0.2460) loss_giou_0_hybrid: 0.5385 (0.5176) loss_class_1_hybrid: 0.8431 (0.8845) loss_bbox_1_hybrid: 0.2385 (0.2367) loss_giou_1_hybrid: 0.5159 (0.4995) loss_class_2_hybrid: 0.8192 (0.8681) loss_bbox_2_hybrid: 0.2323 (0.2329) loss_giou_2_hybrid: 0.5181 (0.4927) loss_class_3_hybrid: 0.8283 (0.8567) loss_bbox_3_hybrid: 0.2296 (0.2326) loss_giou_3_hybrid: 0.5018 (0.4906) loss_class_4_hybrid: 0.8355 (0.8523) loss_bbox_4_hybrid: 0.2238 (0.2327) loss_giou_4_hybrid: 0.5015 (0.4904) loss_class_enc_hybrid: 0.7944 (0.8608) loss_bbox_enc_hybrid: 0.2983 (0.2978) loss_giou_enc_hybrid: 0.6005 (0.5949) mem: 1026 max mem: 36964 [2024-01-14 19:36:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:37:30 det.util.engine] INFO: Epoch: [2] [1050/11727] eta: 3:11:56 lr: 0.000100 data_time: 0.0031 iter_time: 1.0891 loss: 31.5928 (31.3319) loss_class: 0.8063 (0.8672) loss_bbox: 0.2306 (0.2113) loss_giou: 0.4434 (0.4466) loss_class_0: 1.0961 (1.1008) loss_bbox_0: 0.2106 (0.2093) loss_giou_0: 0.4343 (0.4541) loss_class_1: 0.9466 (0.9649) loss_bbox_1: 0.2235 (0.2104) loss_giou_1: 0.4303 (0.4501) loss_class_2: 0.8493 (0.9102) loss_bbox_2: 0.2215 (0.2086) loss_giou_2: 0.4366 (0.4467) loss_class_3: 0.8282 (0.8841) loss_bbox_3: 0.2221 (0.2092) loss_giou_3: 0.4385 (0.4452) loss_class_4: 0.8176 (0.8709) loss_bbox_4: 0.2203 (0.2101) loss_giou_4: 0.4429 (0.4458) loss_class_enc: 0.9413 (1.0115) loss_bbox_enc: 0.2638 (0.2567) loss_giou_enc: 0.4937 (0.5243) loss_class_dn: 0.4368 (0.4543) loss_bbox_dn: 0.3755 (0.3663) loss_giou_dn: 0.5356 (0.5528) loss_class_dn_0: 0.4998 (0.5063) loss_bbox_dn_0: 0.4531 (0.4721) loss_giou_dn_0: 0.6902 (0.6928) loss_class_dn_1: 0.4579 (0.4666) loss_bbox_dn_1: 0.3874 (0.3924) loss_giou_dn_1: 0.5715 (0.5851) loss_class_dn_2: 0.4426 (0.4522) loss_bbox_dn_2: 0.3764 (0.3718) loss_giou_dn_2: 0.5459 (0.5602) loss_class_dn_3: 0.4388 (0.4482) loss_bbox_dn_3: 0.3758 (0.3674) loss_giou_dn_3: 0.5355 (0.5541) loss_class_dn_4: 0.4389 (0.4499) loss_bbox_dn_4: 0.3755 (0.3663) loss_giou_dn_4: 0.5355 (0.5527) loss_class_hybrid: 0.8364 (0.8529) loss_bbox_hybrid: 0.2512 (0.2326) loss_giou_hybrid: 0.4684 (0.4905) loss_class_0_hybrid: 0.8793 (0.9183) loss_bbox_0_hybrid: 0.2628 (0.2456) loss_giou_0_hybrid: 0.4789 (0.5177) loss_class_1_hybrid: 0.8747 (0.8848) loss_bbox_1_hybrid: 0.2553 (0.2365) loss_giou_1_hybrid: 0.4748 (0.4998) loss_class_2_hybrid: 0.8423 (0.8682) loss_bbox_2_hybrid: 0.2486 (0.2326) loss_giou_2_hybrid: 0.4727 (0.4930) loss_class_3_hybrid: 0.8354 (0.8568) loss_bbox_3_hybrid: 0.2474 (0.2325) loss_giou_3_hybrid: 0.4663 (0.4909) loss_class_4_hybrid: 0.8304 (0.8523) loss_bbox_4_hybrid: 0.2501 (0.2326) loss_giou_4_hybrid: 0.4666 (0.4908) loss_class_enc_hybrid: 0.7950 (0.8610) loss_bbox_enc_hybrid: 0.2956 (0.2977) loss_giou_enc_hybrid: 0.5637 (0.5954) mem: 1021 max mem: 36964 [2024-01-14 19:37:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:38:25 det.util.engine] INFO: Epoch: [2] [1100/11727] eta: 3:11:10 lr: 0.000100 data_time: 0.0030 iter_time: 1.1034 loss: 32.3844 (31.3659) loss_class: 0.9005 (0.8680) loss_bbox: 0.2181 (0.2118) loss_giou: 0.4542 (0.4468) loss_class_0: 1.1397 (1.1023) loss_bbox_0: 0.2099 (0.2098) loss_giou_0: 0.4668 (0.4543) loss_class_1: 0.9887 (0.9662) loss_bbox_1: 0.2036 (0.2108) loss_giou_1: 0.4460 (0.4501) loss_class_2: 0.9383 (0.9114) loss_bbox_2: 0.2144 (0.2091) loss_giou_2: 0.4467 (0.4468) loss_class_3: 0.9121 (0.8848) loss_bbox_3: 0.2161 (0.2097) loss_giou_3: 0.4517 (0.4455) loss_class_4: 0.8968 (0.8718) loss_bbox_4: 0.2104 (0.2106) loss_giou_4: 0.4542 (0.4460) loss_class_enc: 1.0384 (1.0122) loss_bbox_enc: 0.2573 (0.2570) loss_giou_enc: 0.5168 (0.5245) loss_class_dn: 0.4552 (0.4541) loss_bbox_dn: 0.3754 (0.3676) loss_giou_dn: 0.5741 (0.5535) loss_class_dn_0: 0.5041 (0.5062) loss_bbox_dn_0: 0.4738 (0.4733) loss_giou_dn_0: 0.6972 (0.6932) loss_class_dn_1: 0.4649 (0.4666) loss_bbox_dn_1: 0.3985 (0.3936) loss_giou_dn_1: 0.6027 (0.5857) loss_class_dn_2: 0.4526 (0.4520) loss_bbox_dn_2: 0.3802 (0.3732) loss_giou_dn_2: 0.5804 (0.5608) loss_class_dn_3: 0.4516 (0.4481) loss_bbox_dn_3: 0.3759 (0.3687) loss_giou_dn_3: 0.5753 (0.5548) loss_class_dn_4: 0.4508 (0.4497) loss_bbox_dn_4: 0.3753 (0.3676) loss_giou_dn_4: 0.5735 (0.5534) loss_class_hybrid: 0.8811 (0.8536) loss_bbox_hybrid: 0.2332 (0.2334) loss_giou_hybrid: 0.4956 (0.4909) loss_class_0_hybrid: 0.9565 (0.9191) loss_bbox_0_hybrid: 0.2422 (0.2463) loss_giou_0_hybrid: 0.5264 (0.5180) loss_class_1_hybrid: 0.8956 (0.8852) loss_bbox_1_hybrid: 0.2358 (0.2373) loss_giou_1_hybrid: 0.5058 (0.5001) loss_class_2_hybrid: 0.8870 (0.8688) loss_bbox_2_hybrid: 0.2331 (0.2334) loss_giou_2_hybrid: 0.4988 (0.4933) loss_class_3_hybrid: 0.8935 (0.8574) loss_bbox_3_hybrid: 0.2331 (0.2333) loss_giou_3_hybrid: 0.4970 (0.4913) loss_class_4_hybrid: 0.8957 (0.8531) loss_bbox_4_hybrid: 0.2342 (0.2333) loss_giou_4_hybrid: 0.4975 (0.4911) loss_class_enc_hybrid: 0.9177 (0.8617) loss_bbox_enc_hybrid: 0.2871 (0.2982) loss_giou_enc_hybrid: 0.5980 (0.5954) mem: 1014 max mem: 36964 [2024-01-14 19:38:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:39:17 det.util.engine] INFO: Epoch: [2] [1150/11727] eta: 3:10:03 lr: 0.000100 data_time: 0.0029 iter_time: 1.0376 loss: 31.9906 (31.3716) loss_class: 0.8514 (0.8683) loss_bbox: 0.2089 (0.2117) loss_giou: 0.4354 (0.4467) loss_class_0: 1.0940 (1.1028) loss_bbox_0: 0.2098 (0.2097) loss_giou_0: 0.4455 (0.4542) loss_class_1: 0.9575 (0.9672) loss_bbox_1: 0.2134 (0.2107) loss_giou_1: 0.4308 (0.4498) loss_class_2: 0.8946 (0.9118) loss_bbox_2: 0.1983 (0.2090) loss_giou_2: 0.4430 (0.4468) loss_class_3: 0.8531 (0.8853) loss_bbox_3: 0.1997 (0.2097) loss_giou_3: 0.4328 (0.4454) loss_class_4: 0.8466 (0.8722) loss_bbox_4: 0.2008 (0.2106) loss_giou_4: 0.4398 (0.4459) loss_class_enc: 0.9898 (1.0127) loss_bbox_enc: 0.2501 (0.2571) loss_giou_enc: 0.5218 (0.5245) loss_class_dn: 0.4604 (0.4542) loss_bbox_dn: 0.3451 (0.3678) loss_giou_dn: 0.5743 (0.5535) loss_class_dn_0: 0.5099 (0.5063) loss_bbox_dn_0: 0.4424 (0.4736) loss_giou_dn_0: 0.7221 (0.6931) loss_class_dn_1: 0.4716 (0.4667) loss_bbox_dn_1: 0.3744 (0.3939) loss_giou_dn_1: 0.6087 (0.5856) loss_class_dn_2: 0.4544 (0.4522) loss_bbox_dn_2: 0.3495 (0.3734) loss_giou_dn_2: 0.5864 (0.5608) loss_class_dn_3: 0.4595 (0.4482) loss_bbox_dn_3: 0.3456 (0.3690) loss_giou_dn_3: 0.5751 (0.5547) loss_class_dn_4: 0.4580 (0.4498) loss_bbox_dn_4: 0.3450 (0.3678) loss_giou_dn_4: 0.5740 (0.5533) loss_class_hybrid: 0.8236 (0.8539) loss_bbox_hybrid: 0.2385 (0.2332) loss_giou_hybrid: 0.4734 (0.4908) loss_class_0_hybrid: 0.8589 (0.9193) loss_bbox_0_hybrid: 0.2512 (0.2463) loss_giou_0_hybrid: 0.5064 (0.5180) loss_class_1_hybrid: 0.8623 (0.8856) loss_bbox_1_hybrid: 0.2404 (0.2372) loss_giou_1_hybrid: 0.4863 (0.5000) loss_class_2_hybrid: 0.8233 (0.8691) loss_bbox_2_hybrid: 0.2440 (0.2333) loss_giou_2_hybrid: 0.4821 (0.4932) loss_class_3_hybrid: 0.8264 (0.8577) loss_bbox_3_hybrid: 0.2403 (0.2331) loss_giou_3_hybrid: 0.4747 (0.4912) loss_class_4_hybrid: 0.8346 (0.8535) loss_bbox_4_hybrid: 0.2397 (0.2332) loss_giou_4_hybrid: 0.4747 (0.4910) loss_class_enc_hybrid: 0.8257 (0.8622) loss_bbox_enc_hybrid: 0.2930 (0.2982) loss_giou_enc_hybrid: 0.5776 (0.5953) mem: 1026 max mem: 36964 [2024-01-14 19:39:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:40:12 det.util.engine] INFO: Epoch: [2] [1200/11727] eta: 3:09:19 lr: 0.000100 data_time: 0.0031 iter_time: 1.0769 loss: 30.4756 (31.3545) loss_class: 0.7858 (0.8671) loss_bbox: 0.2039 (0.2115) loss_giou: 0.4444 (0.4471) loss_class_0: 1.0140 (1.1018) loss_bbox_0: 0.2169 (0.2097) loss_giou_0: 0.4613 (0.4546) loss_class_1: 0.8485 (0.9656) loss_bbox_1: 0.2083 (0.2106) loss_giou_1: 0.4448 (0.4502) loss_class_2: 0.8090 (0.9101) loss_bbox_2: 0.1994 (0.2089) loss_giou_2: 0.4451 (0.4472) loss_class_3: 0.8151 (0.8838) loss_bbox_3: 0.1998 (0.2097) loss_giou_3: 0.4354 (0.4459) loss_class_4: 0.7933 (0.8707) loss_bbox_4: 0.2079 (0.2105) loss_giou_4: 0.4446 (0.4464) loss_class_enc: 0.9531 (1.0122) loss_bbox_enc: 0.2318 (0.2568) loss_giou_enc: 0.5225 (0.5246) loss_class_dn: 0.4411 (0.4540) loss_bbox_dn: 0.3204 (0.3674) loss_giou_dn: 0.5668 (0.5534) loss_class_dn_0: 0.4957 (0.5061) loss_bbox_dn_0: 0.4121 (0.4731) loss_giou_dn_0: 0.6975 (0.6930) loss_class_dn_1: 0.4622 (0.4666) loss_bbox_dn_1: 0.3390 (0.3934) loss_giou_dn_1: 0.5950 (0.5854) loss_class_dn_2: 0.4425 (0.4521) loss_bbox_dn_2: 0.3281 (0.3729) loss_giou_dn_2: 0.5735 (0.5606) loss_class_dn_3: 0.4426 (0.4481) loss_bbox_dn_3: 0.3222 (0.3685) loss_giou_dn_3: 0.5664 (0.5546) loss_class_dn_4: 0.4418 (0.4497) loss_bbox_dn_4: 0.3205 (0.3674) loss_giou_dn_4: 0.5652 (0.5532) loss_class_hybrid: 0.7710 (0.8526) loss_bbox_hybrid: 0.2309 (0.2332) loss_giou_hybrid: 0.4932 (0.4912) loss_class_0_hybrid: 0.8555 (0.9186) loss_bbox_0_hybrid: 0.2414 (0.2463) loss_giou_0_hybrid: 0.5195 (0.5184) loss_class_1_hybrid: 0.8010 (0.8843) loss_bbox_1_hybrid: 0.2315 (0.2371) loss_giou_1_hybrid: 0.4956 (0.5004) loss_class_2_hybrid: 0.7751 (0.8679) loss_bbox_2_hybrid: 0.2270 (0.2333) loss_giou_2_hybrid: 0.4917 (0.4937) loss_class_3_hybrid: 0.7750 (0.8565) loss_bbox_3_hybrid: 0.2306 (0.2331) loss_giou_3_hybrid: 0.4922 (0.4916) loss_class_4_hybrid: 0.7718 (0.8521) loss_bbox_4_hybrid: 0.2318 (0.2332) loss_giou_4_hybrid: 0.4948 (0.4914) loss_class_enc_hybrid: 0.8081 (0.8616) loss_bbox_enc_hybrid: 0.2877 (0.2981) loss_giou_enc_hybrid: 0.5825 (0.5956) mem: 1032 max mem: 36964 [2024-01-14 19:40:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:41:06 det.util.engine] INFO: Epoch: [2] [1250/11727] eta: 3:08:23 lr: 0.000100 data_time: 0.0030 iter_time: 1.0616 loss: 32.4538 (31.3711) loss_class: 0.9029 (0.8685) loss_bbox: 0.2120 (0.2116) loss_giou: 0.4209 (0.4466) loss_class_0: 1.1471 (1.1035) loss_bbox_0: 0.2075 (0.2098) loss_giou_0: 0.4007 (0.4541) loss_class_1: 1.0327 (0.9670) loss_bbox_1: 0.2144 (0.2109) loss_giou_1: 0.4291 (0.4497) loss_class_2: 0.9366 (0.9115) loss_bbox_2: 0.2147 (0.2091) loss_giou_2: 0.4188 (0.4468) loss_class_3: 0.9144 (0.8850) loss_bbox_3: 0.2129 (0.2099) loss_giou_3: 0.4219 (0.4454) loss_class_4: 0.9016 (0.8722) loss_bbox_4: 0.2137 (0.2106) loss_giou_4: 0.4207 (0.4459) loss_class_enc: 1.0638 (1.0135) loss_bbox_enc: 0.2587 (0.2570) loss_giou_enc: 0.4901 (0.5242) loss_class_dn: 0.4549 (0.4544) loss_bbox_dn: 0.3939 (0.3678) loss_giou_dn: 0.5495 (0.5531) loss_class_dn_0: 0.5087 (0.5063) loss_bbox_dn_0: 0.4842 (0.4737) loss_giou_dn_0: 0.6903 (0.6928) loss_class_dn_1: 0.4731 (0.4669) loss_bbox_dn_1: 0.4045 (0.3938) loss_giou_dn_1: 0.5790 (0.5852) loss_class_dn_2: 0.4555 (0.4524) loss_bbox_dn_2: 0.4028 (0.3733) loss_giou_dn_2: 0.5545 (0.5604) loss_class_dn_3: 0.4500 (0.4485) loss_bbox_dn_3: 0.3971 (0.3689) loss_giou_dn_3: 0.5521 (0.5544) loss_class_dn_4: 0.4497 (0.4500) loss_bbox_dn_4: 0.3939 (0.3678) loss_giou_dn_4: 0.5493 (0.5530) loss_class_hybrid: 0.8792 (0.8537) loss_bbox_hybrid: 0.2357 (0.2335) loss_giou_hybrid: 0.4484 (0.4906) loss_class_0_hybrid: 0.9516 (0.9194) loss_bbox_0_hybrid: 0.2538 (0.2465) loss_giou_0_hybrid: 0.4689 (0.5177) loss_class_1_hybrid: 0.9367 (0.8855) loss_bbox_1_hybrid: 0.2458 (0.2374) loss_giou_1_hybrid: 0.4603 (0.4998) loss_class_2_hybrid: 0.9008 (0.8692) loss_bbox_2_hybrid: 0.2405 (0.2336) loss_giou_2_hybrid: 0.4441 (0.4931) loss_class_3_hybrid: 0.8868 (0.8576) loss_bbox_3_hybrid: 0.2387 (0.2334) loss_giou_3_hybrid: 0.4505 (0.4911) loss_class_4_hybrid: 0.8780 (0.8533) loss_bbox_4_hybrid: 0.2368 (0.2335) loss_giou_4_hybrid: 0.4490 (0.4909) loss_class_enc_hybrid: 0.9359 (0.8628) loss_bbox_enc_hybrid: 0.3162 (0.2982) loss_giou_enc_hybrid: 0.5576 (0.5950) mem: 1027 max mem: 36964 [2024-01-14 19:41:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:42:01 det.util.engine] INFO: Epoch: [2] [1300/11727] eta: 3:07:33 lr: 0.000100 data_time: 0.0027 iter_time: 1.0812 loss: 32.1965 (31.3858) loss_class: 0.8948 (0.8689) loss_bbox: 0.2159 (0.2119) loss_giou: 0.4390 (0.4468) loss_class_0: 1.0946 (1.1036) loss_bbox_0: 0.2092 (0.2102) loss_giou_0: 0.4643 (0.4544) loss_class_1: 0.9606 (0.9670) loss_bbox_1: 0.2182 (0.2112) loss_giou_1: 0.4408 (0.4501) loss_class_2: 0.9243 (0.9115) loss_bbox_2: 0.2130 (0.2094) loss_giou_2: 0.4525 (0.4471) loss_class_3: 0.9001 (0.8853) loss_bbox_3: 0.2126 (0.2101) loss_giou_3: 0.4351 (0.4456) loss_class_4: 0.8984 (0.8726) loss_bbox_4: 0.2151 (0.2108) loss_giou_4: 0.4302 (0.4461) loss_class_enc: 0.9964 (1.0130) loss_bbox_enc: 0.2512 (0.2574) loss_giou_enc: 0.5273 (0.5247) loss_class_dn: 0.4526 (0.4546) loss_bbox_dn: 0.3577 (0.3680) loss_giou_dn: 0.5582 (0.5535) loss_class_dn_0: 0.5012 (0.5063) loss_bbox_dn_0: 0.4251 (0.4738) loss_giou_dn_0: 0.7074 (0.6932) loss_class_dn_1: 0.4758 (0.4670) loss_bbox_dn_1: 0.3756 (0.3940) loss_giou_dn_1: 0.5991 (0.5855) loss_class_dn_2: 0.4576 (0.4525) loss_bbox_dn_2: 0.3601 (0.3735) loss_giou_dn_2: 0.5707 (0.5607) loss_class_dn_3: 0.4530 (0.4486) loss_bbox_dn_3: 0.3583 (0.3691) loss_giou_dn_3: 0.5639 (0.5547) loss_class_dn_4: 0.4514 (0.4501) loss_bbox_dn_4: 0.3577 (0.3680) loss_giou_dn_4: 0.5580 (0.5533) loss_class_hybrid: 0.8498 (0.8540) loss_bbox_hybrid: 0.2260 (0.2337) loss_giou_hybrid: 0.5034 (0.4909) loss_class_0_hybrid: 0.8909 (0.9195) loss_bbox_0_hybrid: 0.2496 (0.2467) loss_giou_0_hybrid: 0.5327 (0.5181) loss_class_1_hybrid: 0.8700 (0.8858) loss_bbox_1_hybrid: 0.2326 (0.2377) loss_giou_1_hybrid: 0.5088 (0.5001) loss_class_2_hybrid: 0.8721 (0.8696) loss_bbox_2_hybrid: 0.2301 (0.2338) loss_giou_2_hybrid: 0.4940 (0.4934) loss_class_3_hybrid: 0.8544 (0.8581) loss_bbox_3_hybrid: 0.2317 (0.2336) loss_giou_3_hybrid: 0.5066 (0.4914) loss_class_4_hybrid: 0.8516 (0.8537) loss_bbox_4_hybrid: 0.2280 (0.2337) loss_giou_4_hybrid: 0.4989 (0.4911) loss_class_enc_hybrid: 0.8401 (0.8626) loss_bbox_enc_hybrid: 0.2974 (0.2986) loss_giou_enc_hybrid: 0.6309 (0.5955) mem: 1021 max mem: 36964 [2024-01-14 19:42:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:42:54 det.util.engine] INFO: Epoch: [2] [1350/11727] eta: 3:06:35 lr: 0.000100 data_time: 0.0031 iter_time: 1.0535 loss: 30.1735 (31.3582) loss_class: 0.8133 (0.8679) loss_bbox: 0.1897 (0.2113) loss_giou: 0.4332 (0.4467) loss_class_0: 1.0647 (1.1034) loss_bbox_0: 0.1900 (0.2097) loss_giou_0: 0.4415 (0.4543) loss_class_1: 0.9103 (0.9663) loss_bbox_1: 0.1925 (0.2107) loss_giou_1: 0.4426 (0.4500) loss_class_2: 0.8357 (0.9108) loss_bbox_2: 0.1886 (0.2088) loss_giou_2: 0.4401 (0.4470) loss_class_3: 0.8145 (0.8842) loss_bbox_3: 0.1851 (0.2096) loss_giou_3: 0.4365 (0.4457) loss_class_4: 0.8058 (0.8713) loss_bbox_4: 0.1889 (0.2103) loss_giou_4: 0.4338 (0.4460) loss_class_enc: 0.9656 (1.0126) loss_bbox_enc: 0.2390 (0.2569) loss_giou_enc: 0.5290 (0.5246) loss_class_dn: 0.4374 (0.4544) loss_bbox_dn: 0.3289 (0.3668) loss_giou_dn: 0.5640 (0.5532) loss_class_dn_0: 0.5015 (0.5063) loss_bbox_dn_0: 0.4528 (0.4725) loss_giou_dn_0: 0.7031 (0.6930) loss_class_dn_1: 0.4631 (0.4670) loss_bbox_dn_1: 0.3560 (0.3927) loss_giou_dn_1: 0.5882 (0.5852) loss_class_dn_2: 0.4469 (0.4524) loss_bbox_dn_2: 0.3356 (0.3723) loss_giou_dn_2: 0.5648 (0.5605) loss_class_dn_3: 0.4404 (0.4484) loss_bbox_dn_3: 0.3284 (0.3679) loss_giou_dn_3: 0.5655 (0.5545) loss_class_dn_4: 0.4400 (0.4500) loss_bbox_dn_4: 0.3289 (0.3668) loss_giou_dn_4: 0.5640 (0.5531) loss_class_hybrid: 0.8066 (0.8533) loss_bbox_hybrid: 0.2069 (0.2332) loss_giou_hybrid: 0.4931 (0.4909) loss_class_0_hybrid: 0.8574 (0.9190) loss_bbox_0_hybrid: 0.2230 (0.2463) loss_giou_0_hybrid: 0.5216 (0.5180) loss_class_1_hybrid: 0.8320 (0.8852) loss_bbox_1_hybrid: 0.2167 (0.2372) loss_giou_1_hybrid: 0.5028 (0.5000) loss_class_2_hybrid: 0.8131 (0.8690) loss_bbox_2_hybrid: 0.2070 (0.2333) loss_giou_2_hybrid: 0.5009 (0.4933) loss_class_3_hybrid: 0.8104 (0.8573) loss_bbox_3_hybrid: 0.2072 (0.2331) loss_giou_3_hybrid: 0.4959 (0.4914) loss_class_4_hybrid: 0.7994 (0.8529) loss_bbox_4_hybrid: 0.2076 (0.2332) loss_giou_4_hybrid: 0.4947 (0.4912) loss_class_enc_hybrid: 0.8271 (0.8625) loss_bbox_enc_hybrid: 0.2704 (0.2980) loss_giou_enc_hybrid: 0.5949 (0.5953) mem: 1026 max mem: 36964 [2024-01-14 19:42:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:43:47 det.util.engine] INFO: Epoch: [2] [1400/11727] eta: 3:05:34 lr: 0.000100 data_time: 0.0028 iter_time: 1.0585 loss: 31.6678 (31.3792) loss_class: 0.9006 (0.8694) loss_bbox: 0.2010 (0.2117) loss_giou: 0.4236 (0.4459) loss_class_0: 1.1831 (1.1044) loss_bbox_0: 0.2000 (0.2102) loss_giou_0: 0.4372 (0.4535) loss_class_1: 1.0466 (0.9683) loss_bbox_1: 0.2141 (0.2110) loss_giou_1: 0.4233 (0.4490) loss_class_2: 0.9674 (0.9124) loss_bbox_2: 0.2090 (0.2093) loss_giou_2: 0.4161 (0.4461) loss_class_3: 0.9390 (0.8858) loss_bbox_3: 0.2030 (0.2101) loss_giou_3: 0.4282 (0.4448) loss_class_4: 0.8939 (0.8727) loss_bbox_4: 0.2013 (0.2108) loss_giou_4: 0.4295 (0.4452) loss_class_enc: 1.0384 (1.0131) loss_bbox_enc: 0.2607 (0.2576) loss_giou_enc: 0.5332 (0.5239) loss_class_dn: 0.4599 (0.4546) loss_bbox_dn: 0.3745 (0.3680) loss_giou_dn: 0.5609 (0.5527) loss_class_dn_0: 0.5005 (0.5065) loss_bbox_dn_0: 0.4948 (0.4740) loss_giou_dn_0: 0.6957 (0.6927) loss_class_dn_1: 0.4710 (0.4671) loss_bbox_dn_1: 0.4065 (0.3941) loss_giou_dn_1: 0.5932 (0.5848) loss_class_dn_2: 0.4595 (0.4526) loss_bbox_dn_2: 0.3796 (0.3736) loss_giou_dn_2: 0.5678 (0.5600) loss_class_dn_3: 0.4536 (0.4486) loss_bbox_dn_3: 0.3757 (0.3692) loss_giou_dn_3: 0.5597 (0.5540) loss_class_dn_4: 0.4513 (0.4502) loss_bbox_dn_4: 0.3744 (0.3680) loss_giou_dn_4: 0.5610 (0.5526) loss_class_hybrid: 0.9060 (0.8550) loss_bbox_hybrid: 0.2316 (0.2337) loss_giou_hybrid: 0.4721 (0.4898) loss_class_0_hybrid: 0.9542 (0.9203) loss_bbox_0_hybrid: 0.2445 (0.2469) loss_giou_0_hybrid: 0.5003 (0.5170) loss_class_1_hybrid: 0.9263 (0.8867) loss_bbox_1_hybrid: 0.2345 (0.2377) loss_giou_1_hybrid: 0.4825 (0.4990) loss_class_2_hybrid: 0.9105 (0.8707) loss_bbox_2_hybrid: 0.2295 (0.2338) loss_giou_2_hybrid: 0.4721 (0.4923) loss_class_3_hybrid: 0.9084 (0.8590) loss_bbox_3_hybrid: 0.2344 (0.2336) loss_giou_3_hybrid: 0.4713 (0.4904) loss_class_4_hybrid: 0.8928 (0.8545) loss_bbox_4_hybrid: 0.2342 (0.2337) loss_giou_4_hybrid: 0.4723 (0.4901) loss_class_enc_hybrid: 0.8819 (0.8636) loss_bbox_enc_hybrid: 0.2958 (0.2987) loss_giou_enc_hybrid: 0.5750 (0.5942) mem: 1018 max mem: 36964 [2024-01-14 19:43:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:44:41 det.util.engine] INFO: Epoch: [2] [1450/11727] eta: 3:04:40 lr: 0.000100 data_time: 0.0026 iter_time: 1.0746 loss: 30.9014 (31.3672) loss_class: 0.8723 (0.8692) loss_bbox: 0.2027 (0.2116) loss_giou: 0.4423 (0.4455) loss_class_0: 1.0685 (1.1045) loss_bbox_0: 0.2189 (0.2100) loss_giou_0: 0.4451 (0.4532) loss_class_1: 0.9372 (0.9686) loss_bbox_1: 0.2134 (0.2107) loss_giou_1: 0.4268 (0.4486) loss_class_2: 0.9123 (0.9123) loss_bbox_2: 0.2045 (0.2092) loss_giou_2: 0.4368 (0.4459) loss_class_3: 0.8645 (0.8853) loss_bbox_3: 0.2067 (0.2101) loss_giou_3: 0.4377 (0.4446) loss_class_4: 0.8551 (0.8723) loss_bbox_4: 0.2066 (0.2108) loss_giou_4: 0.4445 (0.4450) loss_class_enc: 0.9655 (1.0131) loss_bbox_enc: 0.2609 (0.2575) loss_giou_enc: 0.4881 (0.5235) loss_class_dn: 0.4485 (0.4544) loss_bbox_dn: 0.3637 (0.3679) loss_giou_dn: 0.5288 (0.5522) loss_class_dn_0: 0.4984 (0.5064) loss_bbox_dn_0: 0.4653 (0.4741) loss_giou_dn_0: 0.6645 (0.6924) loss_class_dn_1: 0.4507 (0.4669) loss_bbox_dn_1: 0.3950 (0.3940) loss_giou_dn_1: 0.5591 (0.5843) loss_class_dn_2: 0.4443 (0.4523) loss_bbox_dn_2: 0.3752 (0.3735) loss_giou_dn_2: 0.5333 (0.5595) loss_class_dn_3: 0.4302 (0.4483) loss_bbox_dn_3: 0.3693 (0.3691) loss_giou_dn_3: 0.5294 (0.5535) loss_class_dn_4: 0.4398 (0.4499) loss_bbox_dn_4: 0.3636 (0.3679) loss_giou_dn_4: 0.5290 (0.5521) loss_class_hybrid: 0.8158 (0.8549) loss_bbox_hybrid: 0.2236 (0.2336) loss_giou_hybrid: 0.4567 (0.4894) loss_class_0_hybrid: 0.9087 (0.9202) loss_bbox_0_hybrid: 0.2203 (0.2467) loss_giou_0_hybrid: 0.4959 (0.5166) loss_class_1_hybrid: 0.8572 (0.8868) loss_bbox_1_hybrid: 0.2307 (0.2375) loss_giou_1_hybrid: 0.4753 (0.4986) loss_class_2_hybrid: 0.8257 (0.8707) loss_bbox_2_hybrid: 0.2188 (0.2336) loss_giou_2_hybrid: 0.4692 (0.4919) loss_class_3_hybrid: 0.8169 (0.8590) loss_bbox_3_hybrid: 0.2216 (0.2335) loss_giou_3_hybrid: 0.4604 (0.4900) loss_class_4_hybrid: 0.8316 (0.8543) loss_bbox_4_hybrid: 0.2229 (0.2336) loss_giou_4_hybrid: 0.4640 (0.4897) loss_class_enc_hybrid: 0.8612 (0.8638) loss_bbox_enc_hybrid: 0.2745 (0.2986) loss_giou_enc_hybrid: 0.5681 (0.5938) mem: 1033 max mem: 36964 [2024-01-14 19:44:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:45:35 det.util.engine] INFO: Epoch: [2] [1500/11727] eta: 3:03:46 lr: 0.000100 data_time: 0.0028 iter_time: 1.0736 loss: 30.2139 (31.3534) loss_class: 0.8576 (0.8695) loss_bbox: 0.1906 (0.2115) loss_giou: 0.3593 (0.4447) loss_class_0: 1.1182 (1.1050) loss_bbox_0: 0.1869 (0.2098) loss_giou_0: 0.3779 (0.4524) loss_class_1: 0.9433 (0.9687) loss_bbox_1: 0.1895 (0.2106) loss_giou_1: 0.3695 (0.4478) loss_class_2: 0.8766 (0.9125) loss_bbox_2: 0.1931 (0.2091) loss_giou_2: 0.3677 (0.4452) loss_class_3: 0.8651 (0.8856) loss_bbox_3: 0.1945 (0.2100) loss_giou_3: 0.3580 (0.4438) loss_class_4: 0.8453 (0.8726) loss_bbox_4: 0.1910 (0.2106) loss_giou_4: 0.3594 (0.4442) loss_class_enc: 1.0082 (1.0139) loss_bbox_enc: 0.2264 (0.2573) loss_giou_enc: 0.4657 (0.5226) loss_class_dn: 0.4474 (0.4546) loss_bbox_dn: 0.3222 (0.3678) loss_giou_dn: 0.4998 (0.5514) loss_class_dn_0: 0.5022 (0.5066) loss_bbox_dn_0: 0.4220 (0.4742) loss_giou_dn_0: 0.6499 (0.6916) loss_class_dn_1: 0.4560 (0.4670) loss_bbox_dn_1: 0.3463 (0.3939) loss_giou_dn_1: 0.5417 (0.5835) loss_class_dn_2: 0.4508 (0.4524) loss_bbox_dn_2: 0.3205 (0.3734) loss_giou_dn_2: 0.5079 (0.5587) loss_class_dn_3: 0.4447 (0.4484) loss_bbox_dn_3: 0.3185 (0.3689) loss_giou_dn_3: 0.5019 (0.5526) loss_class_dn_4: 0.4426 (0.4500) loss_bbox_dn_4: 0.3225 (0.3678) loss_giou_dn_4: 0.4999 (0.5512) loss_class_hybrid: 0.8496 (0.8554) loss_bbox_hybrid: 0.2125 (0.2333) loss_giou_hybrid: 0.3967 (0.4884) loss_class_0_hybrid: 0.9394 (0.9209) loss_bbox_0_hybrid: 0.2227 (0.2465) loss_giou_0_hybrid: 0.4292 (0.5156) loss_class_1_hybrid: 0.8762 (0.8873) loss_bbox_1_hybrid: 0.2146 (0.2372) loss_giou_1_hybrid: 0.4183 (0.4976) loss_class_2_hybrid: 0.8587 (0.8714) loss_bbox_2_hybrid: 0.2105 (0.2333) loss_giou_2_hybrid: 0.3975 (0.4909) loss_class_3_hybrid: 0.8630 (0.8594) loss_bbox_3_hybrid: 0.2157 (0.2333) loss_giou_3_hybrid: 0.4014 (0.4890) loss_class_4_hybrid: 0.8430 (0.8549) loss_bbox_4_hybrid: 0.2126 (0.2334) loss_giou_4_hybrid: 0.4000 (0.4887) loss_class_enc_hybrid: 0.8491 (0.8645) loss_bbox_enc_hybrid: 0.2689 (0.2984) loss_giou_enc_hybrid: 0.5164 (0.5928) mem: 1018 max mem: 36964 [2024-01-14 19:45:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:46:29 det.util.engine] INFO: Epoch: [2] [1550/11727] eta: 3:02:52 lr: 0.000100 data_time: 0.0031 iter_time: 1.0811 loss: 31.2862 (31.3497) loss_class: 0.8979 (0.8699) loss_bbox: 0.1930 (0.2114) loss_giou: 0.4077 (0.4444) loss_class_0: 1.1383 (1.1054) loss_bbox_0: 0.1866 (0.2097) loss_giou_0: 0.4044 (0.4520) loss_class_1: 1.0293 (0.9690) loss_bbox_1: 0.1828 (0.2104) loss_giou_1: 0.3965 (0.4475) loss_class_2: 0.9647 (0.9128) loss_bbox_2: 0.1803 (0.2089) loss_giou_2: 0.4167 (0.4449) loss_class_3: 0.9346 (0.8859) loss_bbox_3: 0.1870 (0.2099) loss_giou_3: 0.4070 (0.4436) loss_class_4: 0.8837 (0.8729) loss_bbox_4: 0.1883 (0.2105) loss_giou_4: 0.4076 (0.4439) loss_class_enc: 1.0278 (1.0140) loss_bbox_enc: 0.2333 (0.2573) loss_giou_enc: 0.4787 (0.5223) loss_class_dn: 0.4612 (0.4549) loss_bbox_dn: 0.3581 (0.3678) loss_giou_dn: 0.5411 (0.5511) loss_class_dn_0: 0.5098 (0.5067) loss_bbox_dn_0: 0.4483 (0.4741) loss_giou_dn_0: 0.6742 (0.6914) loss_class_dn_1: 0.4656 (0.4671) loss_bbox_dn_1: 0.3745 (0.3939) loss_giou_dn_1: 0.5738 (0.5832) loss_class_dn_2: 0.4474 (0.4526) loss_bbox_dn_2: 0.3588 (0.3733) loss_giou_dn_2: 0.5456 (0.5584) loss_class_dn_3: 0.4455 (0.4486) loss_bbox_dn_3: 0.3589 (0.3689) loss_giou_dn_3: 0.5416 (0.5523) loss_class_dn_4: 0.4529 (0.4503) loss_bbox_dn_4: 0.3582 (0.3678) loss_giou_dn_4: 0.5411 (0.5509) loss_class_hybrid: 0.8923 (0.8561) loss_bbox_hybrid: 0.2099 (0.2332) loss_giou_hybrid: 0.4413 (0.4878) loss_class_0_hybrid: 0.9537 (0.9212) loss_bbox_0_hybrid: 0.2129 (0.2462) loss_giou_0_hybrid: 0.4549 (0.5150) loss_class_1_hybrid: 0.9355 (0.8879) loss_bbox_1_hybrid: 0.2016 (0.2369) loss_giou_1_hybrid: 0.4368 (0.4969) loss_class_2_hybrid: 0.9345 (0.8719) loss_bbox_2_hybrid: 0.2056 (0.2331) loss_giou_2_hybrid: 0.4409 (0.4903) loss_class_3_hybrid: 0.9069 (0.8599) loss_bbox_3_hybrid: 0.2089 (0.2331) loss_giou_3_hybrid: 0.4391 (0.4884) loss_class_4_hybrid: 0.8937 (0.8555) loss_bbox_4_hybrid: 0.2112 (0.2332) loss_giou_4_hybrid: 0.4427 (0.4881) loss_class_enc_hybrid: 0.9060 (0.8647) loss_bbox_enc_hybrid: 0.2617 (0.2982) loss_giou_enc_hybrid: 0.5330 (0.5923) mem: 1026 max mem: 36964 [2024-01-14 19:46:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:47:23 det.util.engine] INFO: Epoch: [2] [1600/11727] eta: 3:01:57 lr: 0.000100 data_time: 0.0028 iter_time: 1.0588 loss: 30.7693 (31.3434) loss_class: 0.8701 (0.8699) loss_bbox: 0.1909 (0.2114) loss_giou: 0.4635 (0.4444) loss_class_0: 1.0760 (1.1051) loss_bbox_0: 0.1991 (0.2097) loss_giou_0: 0.4280 (0.4519) loss_class_1: 0.9368 (0.9686) loss_bbox_1: 0.2038 (0.2104) loss_giou_1: 0.4624 (0.4475) loss_class_2: 0.8813 (0.9127) loss_bbox_2: 0.2013 (0.2089) loss_giou_2: 0.4464 (0.4448) loss_class_3: 0.8707 (0.8857) loss_bbox_3: 0.1907 (0.2098) loss_giou_3: 0.4425 (0.4435) loss_class_4: 0.8831 (0.8730) loss_bbox_4: 0.1918 (0.2105) loss_giou_4: 0.4692 (0.4438) loss_class_enc: 1.0088 (1.0138) loss_bbox_enc: 0.2482 (0.2573) loss_giou_enc: 0.5297 (0.5222) loss_class_dn: 0.4413 (0.4548) loss_bbox_dn: 0.3236 (0.3675) loss_giou_dn: 0.5573 (0.5509) loss_class_dn_0: 0.5014 (0.5065) loss_bbox_dn_0: 0.4360 (0.4739) loss_giou_dn_0: 0.6871 (0.6913) loss_class_dn_1: 0.4623 (0.4670) loss_bbox_dn_1: 0.3528 (0.3937) loss_giou_dn_1: 0.5932 (0.5832) loss_class_dn_2: 0.4460 (0.4525) loss_bbox_dn_2: 0.3240 (0.3731) loss_giou_dn_2: 0.5628 (0.5583) loss_class_dn_3: 0.4488 (0.4485) loss_bbox_dn_3: 0.3234 (0.3687) loss_giou_dn_3: 0.5590 (0.5522) loss_class_dn_4: 0.4450 (0.4502) loss_bbox_dn_4: 0.3237 (0.3675) loss_giou_dn_4: 0.5573 (0.5508) loss_class_hybrid: 0.8684 (0.8561) loss_bbox_hybrid: 0.2231 (0.2331) loss_giou_hybrid: 0.4643 (0.4877) loss_class_0_hybrid: 0.9091 (0.9211) loss_bbox_0_hybrid: 0.2314 (0.2462) loss_giou_0_hybrid: 0.4967 (0.5149) loss_class_1_hybrid: 0.8983 (0.8876) loss_bbox_1_hybrid: 0.2290 (0.2369) loss_giou_1_hybrid: 0.4775 (0.4968) loss_class_2_hybrid: 0.8790 (0.8719) loss_bbox_2_hybrid: 0.2212 (0.2330) loss_giou_2_hybrid: 0.4703 (0.4901) loss_class_3_hybrid: 0.8372 (0.8599) loss_bbox_3_hybrid: 0.2238 (0.2331) loss_giou_3_hybrid: 0.4689 (0.4882) loss_class_4_hybrid: 0.8634 (0.8555) loss_bbox_4_hybrid: 0.2215 (0.2331) loss_giou_4_hybrid: 0.4663 (0.4880) loss_class_enc_hybrid: 0.8609 (0.8645) loss_bbox_enc_hybrid: 0.2986 (0.2981) loss_giou_enc_hybrid: 0.5777 (0.5920) mem: 1026 max mem: 36964 [2024-01-14 19:47:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:48:16 det.util.engine] INFO: Epoch: [2] [1650/11727] eta: 3:01:01 lr: 0.000100 data_time: 0.0029 iter_time: 1.0702 loss: 31.7401 (31.3347) loss_class: 0.8477 (0.8686) loss_bbox: 0.2203 (0.2115) loss_giou: 0.4474 (0.4452) loss_class_0: 1.0791 (1.1041) loss_bbox_0: 0.2039 (0.2097) loss_giou_0: 0.4459 (0.4525) loss_class_1: 0.9369 (0.9676) loss_bbox_1: 0.2115 (0.2104) loss_giou_1: 0.4654 (0.4482) loss_class_2: 0.8876 (0.9118) loss_bbox_2: 0.2193 (0.2089) loss_giou_2: 0.4556 (0.4455) loss_class_3: 0.8484 (0.8847) loss_bbox_3: 0.2223 (0.2099) loss_giou_3: 0.4500 (0.4442) loss_class_4: 0.8494 (0.8720) loss_bbox_4: 0.2215 (0.2106) loss_giou_4: 0.4475 (0.4446) loss_class_enc: 0.9561 (1.0126) loss_bbox_enc: 0.2613 (0.2572) loss_giou_enc: 0.5217 (0.5230) loss_class_dn: 0.4635 (0.4547) loss_bbox_dn: 0.3254 (0.3667) loss_giou_dn: 0.5659 (0.5508) loss_class_dn_0: 0.5039 (0.5065) loss_bbox_dn_0: 0.4204 (0.4730) loss_giou_dn_0: 0.7068 (0.6911) loss_class_dn_1: 0.4722 (0.4670) loss_bbox_dn_1: 0.3410 (0.3928) loss_giou_dn_1: 0.5962 (0.5830) loss_class_dn_2: 0.4593 (0.4524) loss_bbox_dn_2: 0.3288 (0.3723) loss_giou_dn_2: 0.5734 (0.5582) loss_class_dn_3: 0.4590 (0.4485) loss_bbox_dn_3: 0.3255 (0.3679) loss_giou_dn_3: 0.5685 (0.5521) loss_class_dn_4: 0.4611 (0.4502) loss_bbox_dn_4: 0.3255 (0.3667) loss_giou_dn_4: 0.5659 (0.5507) loss_class_hybrid: 0.8382 (0.8557) loss_bbox_hybrid: 0.2295 (0.2329) loss_giou_hybrid: 0.4806 (0.4882) loss_class_0_hybrid: 0.8932 (0.9206) loss_bbox_0_hybrid: 0.2453 (0.2460) loss_giou_0_hybrid: 0.5100 (0.5154) loss_class_1_hybrid: 0.8724 (0.8871) loss_bbox_1_hybrid: 0.2395 (0.2367) loss_giou_1_hybrid: 0.5002 (0.4973) loss_class_2_hybrid: 0.8638 (0.8715) loss_bbox_2_hybrid: 0.2332 (0.2329) loss_giou_2_hybrid: 0.4830 (0.4906) loss_class_3_hybrid: 0.8410 (0.8596) loss_bbox_3_hybrid: 0.2328 (0.2329) loss_giou_3_hybrid: 0.4843 (0.4888) loss_class_4_hybrid: 0.8399 (0.8552) loss_bbox_4_hybrid: 0.2319 (0.2330) loss_giou_4_hybrid: 0.4819 (0.4885) loss_class_enc_hybrid: 0.8261 (0.8640) loss_bbox_enc_hybrid: 0.2963 (0.2979) loss_giou_enc_hybrid: 0.6003 (0.5926) mem: 1016 max mem: 36964 [2024-01-14 19:48:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:49:09 det.util.engine] INFO: Epoch: [2] [1700/11727] eta: 3:00:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.1236 loss: 31.1875 (31.3149) loss_class: 0.8839 (0.8685) loss_bbox: 0.1990 (0.2111) loss_giou: 0.4184 (0.4446) loss_class_0: 1.1320 (1.1040) loss_bbox_0: 0.2002 (0.2093) loss_giou_0: 0.4395 (0.4520) loss_class_1: 0.9657 (0.9672) loss_bbox_1: 0.1922 (0.2100) loss_giou_1: 0.4126 (0.4477) loss_class_2: 0.9145 (0.9115) loss_bbox_2: 0.1916 (0.2086) loss_giou_2: 0.4065 (0.4450) loss_class_3: 0.9058 (0.8846) loss_bbox_3: 0.1954 (0.2095) loss_giou_3: 0.4074 (0.4436) loss_class_4: 0.8959 (0.8720) loss_bbox_4: 0.1951 (0.2102) loss_giou_4: 0.4180 (0.4440) loss_class_enc: 1.0600 (1.0125) loss_bbox_enc: 0.2483 (0.2568) loss_giou_enc: 0.4813 (0.5225) loss_class_dn: 0.4715 (0.4547) loss_bbox_dn: 0.3734 (0.3663) loss_giou_dn: 0.5318 (0.5500) loss_class_dn_0: 0.5159 (0.5067) loss_bbox_dn_0: 0.4708 (0.4727) loss_giou_dn_0: 0.6550 (0.6904) loss_class_dn_1: 0.4759 (0.4670) loss_bbox_dn_1: 0.3944 (0.3923) loss_giou_dn_1: 0.5583 (0.5822) loss_class_dn_2: 0.4646 (0.4524) loss_bbox_dn_2: 0.3759 (0.3718) loss_giou_dn_2: 0.5333 (0.5574) loss_class_dn_3: 0.4610 (0.4485) loss_bbox_dn_3: 0.3743 (0.3675) loss_giou_dn_3: 0.5357 (0.5513) loss_class_dn_4: 0.4637 (0.4502) loss_bbox_dn_4: 0.3732 (0.3663) loss_giou_dn_4: 0.5315 (0.5499) loss_class_hybrid: 0.8879 (0.8558) loss_bbox_hybrid: 0.2246 (0.2325) loss_giou_hybrid: 0.4519 (0.4877) loss_class_0_hybrid: 0.9371 (0.9208) loss_bbox_0_hybrid: 0.2387 (0.2456) loss_giou_0_hybrid: 0.4724 (0.5149) loss_class_1_hybrid: 0.9135 (0.8871) loss_bbox_1_hybrid: 0.2270 (0.2364) loss_giou_1_hybrid: 0.4562 (0.4968) loss_class_2_hybrid: 0.9032 (0.8715) loss_bbox_2_hybrid: 0.2212 (0.2325) loss_giou_2_hybrid: 0.4433 (0.4901) loss_class_3_hybrid: 0.8879 (0.8596) loss_bbox_3_hybrid: 0.2270 (0.2325) loss_giou_3_hybrid: 0.4516 (0.4882) loss_class_4_hybrid: 0.8949 (0.8553) loss_bbox_4_hybrid: 0.2255 (0.2325) loss_giou_4_hybrid: 0.4485 (0.4880) loss_class_enc_hybrid: 0.8888 (0.8642) loss_bbox_enc_hybrid: 0.2963 (0.2976) loss_giou_enc_hybrid: 0.5657 (0.5922) mem: 1035 max mem: 36964 [2024-01-14 19:49:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:50:04 det.util.engine] INFO: Epoch: [2] [1750/11727] eta: 2:59:13 lr: 0.000100 data_time: 0.0033 iter_time: 1.0743 loss: 30.7556 (31.3042) loss_class: 0.8127 (0.8680) loss_bbox: 0.1975 (0.2111) loss_giou: 0.4405 (0.4446) loss_class_0: 1.0481 (1.1035) loss_bbox_0: 0.1899 (0.2093) loss_giou_0: 0.4514 (0.4520) loss_class_1: 0.9126 (0.9667) loss_bbox_1: 0.1920 (0.2100) loss_giou_1: 0.4430 (0.4476) loss_class_2: 0.8461 (0.9111) loss_bbox_2: 0.2008 (0.2086) loss_giou_2: 0.4443 (0.4450) loss_class_3: 0.8065 (0.8839) loss_bbox_3: 0.1890 (0.2094) loss_giou_3: 0.4384 (0.4436) loss_class_4: 0.8156 (0.8713) loss_bbox_4: 0.1976 (0.2102) loss_giou_4: 0.4405 (0.4440) loss_class_enc: 1.0103 (1.0120) loss_bbox_enc: 0.2450 (0.2568) loss_giou_enc: 0.5192 (0.5226) loss_class_dn: 0.4432 (0.4547) loss_bbox_dn: 0.3317 (0.3659) loss_giou_dn: 0.5553 (0.5499) loss_class_dn_0: 0.5008 (0.5068) loss_bbox_dn_0: 0.4283 (0.4722) loss_giou_dn_0: 0.6840 (0.6903) loss_class_dn_1: 0.4624 (0.4670) loss_bbox_dn_1: 0.3523 (0.3919) loss_giou_dn_1: 0.5855 (0.5821) loss_class_dn_2: 0.4519 (0.4525) loss_bbox_dn_2: 0.3364 (0.3714) loss_giou_dn_2: 0.5620 (0.5572) loss_class_dn_3: 0.4428 (0.4486) loss_bbox_dn_3: 0.3334 (0.3670) loss_giou_dn_3: 0.5553 (0.5512) loss_class_dn_4: 0.4463 (0.4503) loss_bbox_dn_4: 0.3316 (0.3658) loss_giou_dn_4: 0.5551 (0.5498) loss_class_hybrid: 0.7961 (0.8552) loss_bbox_hybrid: 0.2274 (0.2324) loss_giou_hybrid: 0.4825 (0.4877) loss_class_0_hybrid: 0.8982 (0.9205) loss_bbox_0_hybrid: 0.2321 (0.2456) loss_giou_0_hybrid: 0.5195 (0.5149) loss_class_1_hybrid: 0.8399 (0.8867) loss_bbox_1_hybrid: 0.2227 (0.2363) loss_giou_1_hybrid: 0.4830 (0.4968) loss_class_2_hybrid: 0.8192 (0.8710) loss_bbox_2_hybrid: 0.2227 (0.2323) loss_giou_2_hybrid: 0.4869 (0.4901) loss_class_3_hybrid: 0.7913 (0.8592) loss_bbox_3_hybrid: 0.2253 (0.2323) loss_giou_3_hybrid: 0.4767 (0.4883) loss_class_4_hybrid: 0.7868 (0.8547) loss_bbox_4_hybrid: 0.2254 (0.2324) loss_giou_4_hybrid: 0.4762 (0.4880) loss_class_enc_hybrid: 0.8433 (0.8640) loss_bbox_enc_hybrid: 0.2876 (0.2975) loss_giou_enc_hybrid: 0.5820 (0.5923) mem: 1023 max mem: 36964 [2024-01-14 19:50:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:50:57 det.util.engine] INFO: Epoch: [2] [1800/11727] eta: 2:58:18 lr: 0.000100 data_time: 0.0030 iter_time: 1.0892 loss: 32.6490 (31.3107) loss_class: 0.8580 (0.8677) loss_bbox: 0.2181 (0.2112) loss_giou: 0.4803 (0.4455) loss_class_0: 1.0624 (1.1027) loss_bbox_0: 0.2178 (0.2095) loss_giou_0: 0.4815 (0.4529) loss_class_1: 0.9915 (0.9662) loss_bbox_1: 0.2131 (0.2101) loss_giou_1: 0.4936 (0.4486) loss_class_2: 0.9139 (0.9109) loss_bbox_2: 0.2141 (0.2087) loss_giou_2: 0.4800 (0.4459) loss_class_3: 0.8783 (0.8834) loss_bbox_3: 0.2193 (0.2096) loss_giou_3: 0.4798 (0.4446) loss_class_4: 0.8833 (0.8711) loss_bbox_4: 0.2182 (0.2103) loss_giou_4: 0.4801 (0.4450) loss_class_enc: 0.9756 (1.0111) loss_bbox_enc: 0.2529 (0.2569) loss_giou_enc: 0.5579 (0.5236) loss_class_dn: 0.4599 (0.4547) loss_bbox_dn: 0.3107 (0.3650) loss_giou_dn: 0.5948 (0.5503) loss_class_dn_0: 0.5034 (0.5066) loss_bbox_dn_0: 0.4049 (0.4713) loss_giou_dn_0: 0.7123 (0.6906) loss_class_dn_1: 0.4628 (0.4670) loss_bbox_dn_1: 0.3221 (0.3910) loss_giou_dn_1: 0.6293 (0.5824) loss_class_dn_2: 0.4526 (0.4524) loss_bbox_dn_2: 0.3122 (0.3705) loss_giou_dn_2: 0.6017 (0.5576) loss_class_dn_3: 0.4521 (0.4485) loss_bbox_dn_3: 0.3106 (0.3662) loss_giou_dn_3: 0.5968 (0.5516) loss_class_dn_4: 0.4557 (0.4503) loss_bbox_dn_4: 0.3106 (0.3650) loss_giou_dn_4: 0.5948 (0.5502) loss_class_hybrid: 0.8326 (0.8545) loss_bbox_hybrid: 0.2495 (0.2327) loss_giou_hybrid: 0.5391 (0.4890) loss_class_0_hybrid: 0.8903 (0.9198) loss_bbox_0_hybrid: 0.2559 (0.2458) loss_giou_0_hybrid: 0.5376 (0.5161) loss_class_1_hybrid: 0.8425 (0.8859) loss_bbox_1_hybrid: 0.2578 (0.2365) loss_giou_1_hybrid: 0.5395 (0.4981) loss_class_2_hybrid: 0.8561 (0.8704) loss_bbox_2_hybrid: 0.2505 (0.2326) loss_giou_2_hybrid: 0.5398 (0.4914) loss_class_3_hybrid: 0.8206 (0.8584) loss_bbox_3_hybrid: 0.2513 (0.2326) loss_giou_3_hybrid: 0.5427 (0.4896) loss_class_4_hybrid: 0.8237 (0.8542) loss_bbox_4_hybrid: 0.2495 (0.2327) loss_giou_4_hybrid: 0.5412 (0.4893) loss_class_enc_hybrid: 0.8122 (0.8634) loss_bbox_enc_hybrid: 0.3039 (0.2977) loss_giou_enc_hybrid: 0.5931 (0.5934) mem: 1022 max mem: 36964 [2024-01-14 19:50:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:51:50 det.util.engine] INFO: Epoch: [2] [1850/11727] eta: 2:57:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.0396 loss: 30.6938 (31.3163) loss_class: 0.8019 (0.8676) loss_bbox: 0.2246 (0.2113) loss_giou: 0.4815 (0.4457) loss_class_0: 1.0770 (1.1026) loss_bbox_0: 0.2149 (0.2096) loss_giou_0: 0.4865 (0.4531) loss_class_1: 0.9262 (0.9660) loss_bbox_1: 0.2419 (0.2103) loss_giou_1: 0.4928 (0.4488) loss_class_2: 0.8602 (0.9109) loss_bbox_2: 0.2247 (0.2087) loss_giou_2: 0.4865 (0.4460) loss_class_3: 0.8452 (0.8834) loss_bbox_3: 0.2243 (0.2096) loss_giou_3: 0.4865 (0.4446) loss_class_4: 0.8157 (0.8708) loss_bbox_4: 0.2352 (0.2104) loss_giou_4: 0.4840 (0.4451) loss_class_enc: 0.9794 (1.0110) loss_bbox_enc: 0.2590 (0.2570) loss_giou_enc: 0.5558 (0.5238) loss_class_dn: 0.4274 (0.4546) loss_bbox_dn: 0.3451 (0.3653) loss_giou_dn: 0.5988 (0.5506) loss_class_dn_0: 0.4888 (0.5066) loss_bbox_dn_0: 0.4354 (0.4715) loss_giou_dn_0: 0.7197 (0.6907) loss_class_dn_1: 0.4494 (0.4669) loss_bbox_dn_1: 0.3590 (0.3913) loss_giou_dn_1: 0.6230 (0.5826) loss_class_dn_2: 0.4382 (0.4523) loss_bbox_dn_2: 0.3447 (0.3708) loss_giou_dn_2: 0.6035 (0.5579) loss_class_dn_3: 0.4264 (0.4484) loss_bbox_dn_3: 0.3431 (0.3665) loss_giou_dn_3: 0.5988 (0.5518) loss_class_dn_4: 0.4297 (0.4502) loss_bbox_dn_4: 0.3451 (0.3653) loss_giou_dn_4: 0.5984 (0.5504) loss_class_hybrid: 0.7978 (0.8544) loss_bbox_hybrid: 0.2499 (0.2328) loss_giou_hybrid: 0.5270 (0.4893) loss_class_0_hybrid: 0.8802 (0.9199) loss_bbox_0_hybrid: 0.2602 (0.2460) loss_giou_0_hybrid: 0.5567 (0.5164) loss_class_1_hybrid: 0.8619 (0.8858) loss_bbox_1_hybrid: 0.2531 (0.2367) loss_giou_1_hybrid: 0.5313 (0.4983) loss_class_2_hybrid: 0.8296 (0.8702) loss_bbox_2_hybrid: 0.2524 (0.2328) loss_giou_2_hybrid: 0.5233 (0.4916) loss_class_3_hybrid: 0.8152 (0.8585) loss_bbox_3_hybrid: 0.2439 (0.2328) loss_giou_3_hybrid: 0.5249 (0.4898) loss_class_4_hybrid: 0.8105 (0.8541) loss_bbox_4_hybrid: 0.2539 (0.2328) loss_giou_4_hybrid: 0.5261 (0.4895) loss_class_enc_hybrid: 0.8268 (0.8632) loss_bbox_enc_hybrid: 0.2973 (0.2978) loss_giou_enc_hybrid: 0.6199 (0.5936) mem: 1025 max mem: 36964 [2024-01-14 19:51:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:52:44 det.util.engine] INFO: Epoch: [2] [1900/11727] eta: 2:56:22 lr: 0.000100 data_time: 0.0029 iter_time: 1.0624 loss: 29.5899 (31.3089) loss_class: 0.8282 (0.8674) loss_bbox: 0.2154 (0.2110) loss_giou: 0.4618 (0.4462) loss_class_0: 1.0552 (1.1023) loss_bbox_0: 0.1941 (0.2093) loss_giou_0: 0.4622 (0.4535) loss_class_1: 0.9536 (0.9660) loss_bbox_1: 0.1942 (0.2100) loss_giou_1: 0.4450 (0.4493) loss_class_2: 0.8965 (0.9109) loss_bbox_2: 0.1948 (0.2084) loss_giou_2: 0.4506 (0.4465) loss_class_3: 0.8562 (0.8833) loss_bbox_3: 0.1966 (0.2093) loss_giou_3: 0.4550 (0.4452) loss_class_4: 0.8388 (0.8705) loss_bbox_4: 0.2171 (0.2101) loss_giou_4: 0.4618 (0.4457) loss_class_enc: 0.9788 (1.0105) loss_bbox_enc: 0.2493 (0.2565) loss_giou_enc: 0.5258 (0.5243) loss_class_dn: 0.4460 (0.4545) loss_bbox_dn: 0.3100 (0.3641) loss_giou_dn: 0.5745 (0.5507) loss_class_dn_0: 0.5050 (0.5065) loss_bbox_dn_0: 0.4107 (0.4699) loss_giou_dn_0: 0.6947 (0.6908) loss_class_dn_1: 0.4675 (0.4669) loss_bbox_dn_1: 0.3360 (0.3899) loss_giou_dn_1: 0.5855 (0.5828) loss_class_dn_2: 0.4511 (0.4522) loss_bbox_dn_2: 0.3130 (0.3695) loss_giou_dn_2: 0.5793 (0.5580) loss_class_dn_3: 0.4466 (0.4484) loss_bbox_dn_3: 0.3128 (0.3652) loss_giou_dn_3: 0.5751 (0.5520) loss_class_dn_4: 0.4409 (0.4501) loss_bbox_dn_4: 0.3101 (0.3641) loss_giou_dn_4: 0.5746 (0.5506) loss_class_hybrid: 0.8493 (0.8542) loss_bbox_hybrid: 0.2247 (0.2326) loss_giou_hybrid: 0.5324 (0.4899) loss_class_0_hybrid: 0.8960 (0.9196) loss_bbox_0_hybrid: 0.2313 (0.2456) loss_giou_0_hybrid: 0.5584 (0.5170) loss_class_1_hybrid: 0.8845 (0.8854) loss_bbox_1_hybrid: 0.2201 (0.2364) loss_giou_1_hybrid: 0.5350 (0.4989) loss_class_2_hybrid: 0.8433 (0.8700) loss_bbox_2_hybrid: 0.2271 (0.2325) loss_giou_2_hybrid: 0.5405 (0.4923) loss_class_3_hybrid: 0.8647 (0.8582) loss_bbox_3_hybrid: 0.2234 (0.2325) loss_giou_3_hybrid: 0.5346 (0.4904) loss_class_4_hybrid: 0.8548 (0.8538) loss_bbox_4_hybrid: 0.2247 (0.2326) loss_giou_4_hybrid: 0.5321 (0.4902) loss_class_enc_hybrid: 0.8455 (0.8627) loss_bbox_enc_hybrid: 0.2838 (0.2973) loss_giou_enc_hybrid: 0.6278 (0.5943) mem: 1022 max mem: 36964 [2024-01-14 19:52:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:53:37 det.util.engine] INFO: Epoch: [2] [1950/11727] eta: 2:55:26 lr: 0.000100 data_time: 0.0028 iter_time: 1.0940 loss: 29.8557 (31.2984) loss_class: 0.8368 (0.8671) loss_bbox: 0.1815 (0.2110) loss_giou: 0.4565 (0.4459) loss_class_0: 1.0527 (1.1023) loss_bbox_0: 0.1761 (0.2092) loss_giou_0: 0.4520 (0.4532) loss_class_1: 0.9614 (0.9660) loss_bbox_1: 0.1787 (0.2099) loss_giou_1: 0.4436 (0.4488) loss_class_2: 0.8833 (0.9108) loss_bbox_2: 0.1795 (0.2083) loss_giou_2: 0.4445 (0.4461) loss_class_3: 0.8524 (0.8829) loss_bbox_3: 0.1819 (0.2095) loss_giou_3: 0.4550 (0.4449) loss_class_4: 0.8402 (0.8702) loss_bbox_4: 0.1814 (0.2102) loss_giou_4: 0.4617 (0.4454) loss_class_enc: 0.9924 (1.0103) loss_bbox_enc: 0.2076 (0.2564) loss_giou_enc: 0.5123 (0.5238) loss_class_dn: 0.4417 (0.4543) loss_bbox_dn: 0.2743 (0.3640) loss_giou_dn: 0.5566 (0.5505) loss_class_dn_0: 0.4976 (0.5065) loss_bbox_dn_0: 0.3870 (0.4699) loss_giou_dn_0: 0.6764 (0.6906) loss_class_dn_1: 0.4613 (0.4668) loss_bbox_dn_1: 0.2941 (0.3898) loss_giou_dn_1: 0.5855 (0.5825) loss_class_dn_2: 0.4376 (0.4521) loss_bbox_dn_2: 0.2752 (0.3695) loss_giou_dn_2: 0.5657 (0.5578) loss_class_dn_3: 0.4374 (0.4482) loss_bbox_dn_3: 0.2748 (0.3651) loss_giou_dn_3: 0.5585 (0.5517) loss_class_dn_4: 0.4352 (0.4499) loss_bbox_dn_4: 0.2742 (0.3640) loss_giou_dn_4: 0.5571 (0.5504) loss_class_hybrid: 0.8548 (0.8541) loss_bbox_hybrid: 0.1988 (0.2326) loss_giou_hybrid: 0.4833 (0.4895) loss_class_0_hybrid: 0.8925 (0.9195) loss_bbox_0_hybrid: 0.2071 (0.2455) loss_giou_0_hybrid: 0.5099 (0.5166) loss_class_1_hybrid: 0.8747 (0.8854) loss_bbox_1_hybrid: 0.2000 (0.2363) loss_giou_1_hybrid: 0.4913 (0.4984) loss_class_2_hybrid: 0.8348 (0.8699) loss_bbox_2_hybrid: 0.1977 (0.2325) loss_giou_2_hybrid: 0.4839 (0.4918) loss_class_3_hybrid: 0.8377 (0.8581) loss_bbox_3_hybrid: 0.1995 (0.2325) loss_giou_3_hybrid: 0.4818 (0.4900) loss_class_4_hybrid: 0.8587 (0.8538) loss_bbox_4_hybrid: 0.1993 (0.2326) loss_giou_4_hybrid: 0.4813 (0.4898) loss_class_enc_hybrid: 0.8432 (0.8626) loss_bbox_enc_hybrid: 0.2415 (0.2973) loss_giou_enc_hybrid: 0.5944 (0.5939) mem: 1021 max mem: 36964 [2024-01-14 19:53:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:54:31 det.util.engine] INFO: Epoch: [2] [2000/11727] eta: 2:54:34 lr: 0.000100 data_time: 0.0028 iter_time: 1.0967 loss: 32.3410 (31.2946) loss_class: 0.8704 (0.8667) loss_bbox: 0.2053 (0.2110) loss_giou: 0.4930 (0.4460) loss_class_0: 1.0879 (1.1022) loss_bbox_0: 0.2017 (0.2091) loss_giou_0: 0.4917 (0.4531) loss_class_1: 0.9738 (0.9660) loss_bbox_1: 0.2075 (0.2099) loss_giou_1: 0.4824 (0.4487) loss_class_2: 0.9071 (0.9105) loss_bbox_2: 0.2066 (0.2083) loss_giou_2: 0.4812 (0.4461) loss_class_3: 0.9033 (0.8823) loss_bbox_3: 0.2068 (0.2095) loss_giou_3: 0.4818 (0.4449) loss_class_4: 0.8764 (0.8698) loss_bbox_4: 0.2054 (0.2102) loss_giou_4: 0.4919 (0.4454) loss_class_enc: 0.9936 (1.0102) loss_bbox_enc: 0.2367 (0.2563) loss_giou_enc: 0.5623 (0.5238) loss_class_dn: 0.4614 (0.4544) loss_bbox_dn: 0.3410 (0.3640) loss_giou_dn: 0.5694 (0.5504) loss_class_dn_0: 0.4995 (0.5065) loss_bbox_dn_0: 0.4346 (0.4700) loss_giou_dn_0: 0.7023 (0.6904) loss_class_dn_1: 0.4705 (0.4668) loss_bbox_dn_1: 0.3727 (0.3899) loss_giou_dn_1: 0.6011 (0.5824) loss_class_dn_2: 0.4574 (0.4521) loss_bbox_dn_2: 0.3495 (0.3694) loss_giou_dn_2: 0.5763 (0.5576) loss_class_dn_3: 0.4591 (0.4482) loss_bbox_dn_3: 0.3416 (0.3651) loss_giou_dn_3: 0.5709 (0.5516) loss_class_dn_4: 0.4596 (0.4500) loss_bbox_dn_4: 0.3411 (0.3640) loss_giou_dn_4: 0.5694 (0.5502) loss_class_hybrid: 0.8134 (0.8537) loss_bbox_hybrid: 0.2350 (0.2326) loss_giou_hybrid: 0.5492 (0.4897) loss_class_0_hybrid: 0.8768 (0.9192) loss_bbox_0_hybrid: 0.2457 (0.2455) loss_giou_0_hybrid: 0.5917 (0.5168) loss_class_1_hybrid: 0.8311 (0.8850) loss_bbox_1_hybrid: 0.2386 (0.2363) loss_giou_1_hybrid: 0.5615 (0.4986) loss_class_2_hybrid: 0.8144 (0.8695) loss_bbox_2_hybrid: 0.2358 (0.2325) loss_giou_2_hybrid: 0.5500 (0.4920) loss_class_3_hybrid: 0.8188 (0.8576) loss_bbox_3_hybrid: 0.2334 (0.2325) loss_giou_3_hybrid: 0.5508 (0.4902) loss_class_4_hybrid: 0.8157 (0.8534) loss_bbox_4_hybrid: 0.2351 (0.2326) loss_giou_4_hybrid: 0.5513 (0.4900) loss_class_enc_hybrid: 0.8238 (0.8623) loss_bbox_enc_hybrid: 0.2968 (0.2973) loss_giou_enc_hybrid: 0.6610 (0.5941) mem: 1022 max mem: 36964 [2024-01-14 19:54:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:55:24 det.util.engine] INFO: Epoch: [2] [2050/11727] eta: 2:53:36 lr: 0.000100 data_time: 0.0029 iter_time: 1.0749 loss: 30.2314 (31.2894) loss_class: 0.8515 (0.8671) loss_bbox: 0.1986 (0.2109) loss_giou: 0.3932 (0.4453) loss_class_0: 1.0832 (1.1026) loss_bbox_0: 0.1926 (0.2091) loss_giou_0: 0.4078 (0.4526) loss_class_1: 0.9560 (0.9665) loss_bbox_1: 0.1938 (0.2098) loss_giou_1: 0.4078 (0.4481) loss_class_2: 0.8880 (0.9109) loss_bbox_2: 0.1872 (0.2083) loss_giou_2: 0.3928 (0.4455) loss_class_3: 0.8904 (0.8827) loss_bbox_3: 0.1872 (0.2094) loss_giou_3: 0.3917 (0.4443) loss_class_4: 0.8527 (0.8702) loss_bbox_4: 0.1906 (0.2101) loss_giou_4: 0.3913 (0.4448) loss_class_enc: 1.0007 (1.0106) loss_bbox_enc: 0.2415 (0.2564) loss_giou_enc: 0.5050 (0.5233) loss_class_dn: 0.4432 (0.4543) loss_bbox_dn: 0.3388 (0.3643) loss_giou_dn: 0.5143 (0.5499) loss_class_dn_0: 0.5111 (0.5066) loss_bbox_dn_0: 0.4117 (0.4703) loss_giou_dn_0: 0.6711 (0.6899) loss_class_dn_1: 0.4626 (0.4668) loss_bbox_dn_1: 0.3598 (0.3902) loss_giou_dn_1: 0.5435 (0.5819) loss_class_dn_2: 0.4495 (0.4520) loss_bbox_dn_2: 0.3385 (0.3697) loss_giou_dn_2: 0.5233 (0.5572) loss_class_dn_3: 0.4433 (0.4482) loss_bbox_dn_3: 0.3377 (0.3654) loss_giou_dn_3: 0.5177 (0.5511) loss_class_dn_4: 0.4394 (0.4499) loss_bbox_dn_4: 0.3388 (0.3643) loss_giou_dn_4: 0.5144 (0.5497) loss_class_hybrid: 0.8443 (0.8540) loss_bbox_hybrid: 0.2191 (0.2325) loss_giou_hybrid: 0.4155 (0.4890) loss_class_0_hybrid: 0.9084 (0.9197) loss_bbox_0_hybrid: 0.2238 (0.2455) loss_giou_0_hybrid: 0.4666 (0.5160) loss_class_1_hybrid: 0.8791 (0.8856) loss_bbox_1_hybrid: 0.2170 (0.2363) loss_giou_1_hybrid: 0.4309 (0.4978) loss_class_2_hybrid: 0.8482 (0.8699) loss_bbox_2_hybrid: 0.2180 (0.2324) loss_giou_2_hybrid: 0.4287 (0.4913) loss_class_3_hybrid: 0.8483 (0.8581) loss_bbox_3_hybrid: 0.2191 (0.2324) loss_giou_3_hybrid: 0.4200 (0.4895) loss_class_4_hybrid: 0.8447 (0.8537) loss_bbox_4_hybrid: 0.2194 (0.2326) loss_giou_4_hybrid: 0.4226 (0.4893) loss_class_enc_hybrid: 0.8625 (0.8627) loss_bbox_enc_hybrid: 0.2751 (0.2974) loss_giou_enc_hybrid: 0.5501 (0.5935) mem: 1018 max mem: 36964 [2024-01-14 19:55:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:56:16 det.util.engine] INFO: Epoch: [2] [2100/11727] eta: 2:52:34 lr: 0.000100 data_time: 0.0029 iter_time: 1.0028 loss: 31.8801 (31.2844) loss_class: 0.8595 (0.8671) loss_bbox: 0.2089 (0.2108) loss_giou: 0.4301 (0.4452) loss_class_0: 1.0835 (1.1029) loss_bbox_0: 0.2002 (0.2090) loss_giou_0: 0.4274 (0.4524) loss_class_1: 1.0054 (0.9667) loss_bbox_1: 0.2081 (0.2097) loss_giou_1: 0.4401 (0.4478) loss_class_2: 0.9006 (0.9109) loss_bbox_2: 0.2073 (0.2081) loss_giou_2: 0.4317 (0.4453) loss_class_3: 0.8870 (0.8829) loss_bbox_3: 0.2082 (0.2093) loss_giou_3: 0.4297 (0.4441) loss_class_4: 0.8509 (0.8702) loss_bbox_4: 0.2079 (0.2100) loss_giou_4: 0.4282 (0.4447) loss_class_enc: 0.9841 (1.0106) loss_bbox_enc: 0.2536 (0.2564) loss_giou_enc: 0.4997 (0.5231) loss_class_dn: 0.4560 (0.4542) loss_bbox_dn: 0.3556 (0.3642) loss_giou_dn: 0.5016 (0.5495) loss_class_dn_0: 0.5114 (0.5066) loss_bbox_dn_0: 0.4632 (0.4702) loss_giou_dn_0: 0.6614 (0.6896) loss_class_dn_1: 0.4688 (0.4667) loss_bbox_dn_1: 0.3960 (0.3901) loss_giou_dn_1: 0.5385 (0.5816) loss_class_dn_2: 0.4524 (0.4520) loss_bbox_dn_2: 0.3613 (0.3696) loss_giou_dn_2: 0.5122 (0.5568) loss_class_dn_3: 0.4510 (0.4481) loss_bbox_dn_3: 0.3562 (0.3653) loss_giou_dn_3: 0.5016 (0.5508) loss_class_dn_4: 0.4494 (0.4498) loss_bbox_dn_4: 0.3556 (0.3642) loss_giou_dn_4: 0.5013 (0.5494) loss_class_hybrid: 0.8364 (0.8542) loss_bbox_hybrid: 0.2188 (0.2324) loss_giou_hybrid: 0.4327 (0.4888) loss_class_0_hybrid: 0.9093 (0.9200) loss_bbox_0_hybrid: 0.2464 (0.2454) loss_giou_0_hybrid: 0.4579 (0.5158) loss_class_1_hybrid: 0.9075 (0.8859) loss_bbox_1_hybrid: 0.2217 (0.2362) loss_giou_1_hybrid: 0.4388 (0.4976) loss_class_2_hybrid: 0.8610 (0.8701) loss_bbox_2_hybrid: 0.2221 (0.2322) loss_giou_2_hybrid: 0.4264 (0.4910) loss_class_3_hybrid: 0.8693 (0.8583) loss_bbox_3_hybrid: 0.2169 (0.2323) loss_giou_3_hybrid: 0.4300 (0.4893) loss_class_4_hybrid: 0.8531 (0.8539) loss_bbox_4_hybrid: 0.2218 (0.2324) loss_giou_4_hybrid: 0.4309 (0.4891) loss_class_enc_hybrid: 0.8639 (0.8629) loss_bbox_enc_hybrid: 0.2943 (0.2973) loss_giou_enc_hybrid: 0.5540 (0.5932) mem: 1021 max mem: 36964 [2024-01-14 19:56:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:57:09 det.util.engine] INFO: Epoch: [2] [2150/11727] eta: 2:51:35 lr: 0.000100 data_time: 0.0029 iter_time: 1.0570 loss: 29.6008 (31.2887) loss_class: 0.9057 (0.8675) loss_bbox: 0.2156 (0.2109) loss_giou: 0.4043 (0.4447) loss_class_0: 1.1160 (1.1030) loss_bbox_0: 0.2171 (0.2091) loss_giou_0: 0.4022 (0.4520) loss_class_1: 1.0353 (0.9675) loss_bbox_1: 0.2141 (0.2097) loss_giou_1: 0.4028 (0.4472) loss_class_2: 0.9675 (0.9115) loss_bbox_2: 0.2092 (0.2081) loss_giou_2: 0.4038 (0.4447) loss_class_3: 0.9201 (0.8835) loss_bbox_3: 0.2112 (0.2093) loss_giou_3: 0.4096 (0.4436) loss_class_4: 0.9158 (0.8707) loss_bbox_4: 0.2184 (0.2101) loss_giou_4: 0.4092 (0.4442) loss_class_enc: 1.0459 (1.0111) loss_bbox_enc: 0.2761 (0.2566) loss_giou_enc: 0.4716 (0.5226) loss_class_dn: 0.4532 (0.4544) loss_bbox_dn: 0.3789 (0.3649) loss_giou_dn: 0.5075 (0.5495) loss_class_dn_0: 0.5113 (0.5066) loss_bbox_dn_0: 0.4859 (0.4710) loss_giou_dn_0: 0.6451 (0.6896) loss_class_dn_1: 0.4703 (0.4668) loss_bbox_dn_1: 0.3994 (0.3908) loss_giou_dn_1: 0.5358 (0.5815) loss_class_dn_2: 0.4527 (0.4521) loss_bbox_dn_2: 0.3772 (0.3703) loss_giou_dn_2: 0.5080 (0.5567) loss_class_dn_3: 0.4448 (0.4482) loss_bbox_dn_3: 0.3773 (0.3660) loss_giou_dn_3: 0.5070 (0.5507) loss_class_dn_4: 0.4514 (0.4500) loss_bbox_dn_4: 0.3788 (0.3649) loss_giou_dn_4: 0.5069 (0.5493) loss_class_hybrid: 0.9188 (0.8546) loss_bbox_hybrid: 0.2357 (0.2324) loss_giou_hybrid: 0.4241 (0.4881) loss_class_0_hybrid: 0.9737 (0.9205) loss_bbox_0_hybrid: 0.2512 (0.2455) loss_giou_0_hybrid: 0.4419 (0.5152) loss_class_1_hybrid: 0.9272 (0.8864) loss_bbox_1_hybrid: 0.2450 (0.2362) loss_giou_1_hybrid: 0.4285 (0.4970) loss_class_2_hybrid: 0.9494 (0.8706) loss_bbox_2_hybrid: 0.2387 (0.2323) loss_giou_2_hybrid: 0.4154 (0.4904) loss_class_3_hybrid: 0.9192 (0.8586) loss_bbox_3_hybrid: 0.2352 (0.2324) loss_giou_3_hybrid: 0.4211 (0.4886) loss_class_4_hybrid: 0.9201 (0.8544) loss_bbox_4_hybrid: 0.2337 (0.2324) loss_giou_4_hybrid: 0.4241 (0.4884) loss_class_enc_hybrid: 0.9204 (0.8634) loss_bbox_enc_hybrid: 0.3059 (0.2975) loss_giou_enc_hybrid: 0.5252 (0.5926) mem: 1034 max mem: 36964 [2024-01-14 19:57:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:58:03 det.util.engine] INFO: Epoch: [2] [2200/11727] eta: 2:50:42 lr: 0.000100 data_time: 0.0030 iter_time: 1.0967 loss: 30.0353 (31.2864) loss_class: 0.7956 (0.8673) loss_bbox: 0.1990 (0.2109) loss_giou: 0.4381 (0.4448) loss_class_0: 1.0267 (1.1028) loss_bbox_0: 0.2016 (0.2091) loss_giou_0: 0.4449 (0.4521) loss_class_1: 0.9690 (0.9677) loss_bbox_1: 0.1976 (0.2096) loss_giou_1: 0.4279 (0.4473) loss_class_2: 0.8747 (0.9114) loss_bbox_2: 0.1983 (0.2081) loss_giou_2: 0.4309 (0.4449) loss_class_3: 0.8295 (0.8834) loss_bbox_3: 0.1995 (0.2092) loss_giou_3: 0.4378 (0.4437) loss_class_4: 0.8171 (0.8704) loss_bbox_4: 0.1993 (0.2100) loss_giou_4: 0.4374 (0.4443) loss_class_enc: 0.9563 (1.0108) loss_bbox_enc: 0.2344 (0.2565) loss_giou_enc: 0.5055 (0.5227) loss_class_dn: 0.4446 (0.4543) loss_bbox_dn: 0.3246 (0.3648) loss_giou_dn: 0.5375 (0.5495) loss_class_dn_0: 0.5015 (0.5066) loss_bbox_dn_0: 0.4187 (0.4709) loss_giou_dn_0: 0.6809 (0.6895) loss_class_dn_1: 0.4645 (0.4667) loss_bbox_dn_1: 0.3432 (0.3908) loss_giou_dn_1: 0.5642 (0.5815) loss_class_dn_2: 0.4454 (0.4520) loss_bbox_dn_2: 0.3229 (0.3702) loss_giou_dn_2: 0.5456 (0.5568) loss_class_dn_3: 0.4438 (0.4481) loss_bbox_dn_3: 0.3233 (0.3659) loss_giou_dn_3: 0.5400 (0.5508) loss_class_dn_4: 0.4455 (0.4499) loss_bbox_dn_4: 0.3246 (0.3648) loss_giou_dn_4: 0.5374 (0.5494) loss_class_hybrid: 0.8187 (0.8546) loss_bbox_hybrid: 0.2199 (0.2323) loss_giou_hybrid: 0.4662 (0.4882) loss_class_0_hybrid: 0.8995 (0.9204) loss_bbox_0_hybrid: 0.2353 (0.2453) loss_giou_0_hybrid: 0.4870 (0.5153) loss_class_1_hybrid: 0.8574 (0.8864) loss_bbox_1_hybrid: 0.2264 (0.2361) loss_giou_1_hybrid: 0.4745 (0.4970) loss_class_2_hybrid: 0.8455 (0.8706) loss_bbox_2_hybrid: 0.2237 (0.2322) loss_giou_2_hybrid: 0.4664 (0.4904) loss_class_3_hybrid: 0.8248 (0.8587) loss_bbox_3_hybrid: 0.2242 (0.2322) loss_giou_3_hybrid: 0.4649 (0.4887) loss_class_4_hybrid: 0.8102 (0.8544) loss_bbox_4_hybrid: 0.2226 (0.2323) loss_giou_4_hybrid: 0.4649 (0.4885) loss_class_enc_hybrid: 0.8736 (0.8634) loss_bbox_enc_hybrid: 0.2810 (0.2973) loss_giou_enc_hybrid: 0.5587 (0.5926) mem: 1021 max mem: 36964 [2024-01-14 19:58:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:58:57 det.util.engine] INFO: Epoch: [2] [2250/11727] eta: 2:49:52 lr: 0.000100 data_time: 0.0030 iter_time: 1.0855 loss: 31.2376 (31.2933) loss_class: 0.8633 (0.8673) loss_bbox: 0.2155 (0.2112) loss_giou: 0.4216 (0.4448) loss_class_0: 1.0889 (1.1027) loss_bbox_0: 0.2097 (0.2093) loss_giou_0: 0.4295 (0.4521) loss_class_1: 0.9598 (0.9679) loss_bbox_1: 0.1978 (0.2098) loss_giou_1: 0.4299 (0.4472) loss_class_2: 0.8985 (0.9115) loss_bbox_2: 0.2112 (0.2084) loss_giou_2: 0.4256 (0.4449) loss_class_3: 0.8633 (0.8836) loss_bbox_3: 0.2076 (0.2096) loss_giou_3: 0.4227 (0.4437) loss_class_4: 0.8492 (0.8704) loss_bbox_4: 0.2155 (0.2104) loss_giou_4: 0.4261 (0.4443) loss_class_enc: 0.9739 (1.0109) loss_bbox_enc: 0.2557 (0.2568) loss_giou_enc: 0.4774 (0.5226) loss_class_dn: 0.4537 (0.4543) loss_bbox_dn: 0.3411 (0.3652) loss_giou_dn: 0.5382 (0.5494) loss_class_dn_0: 0.5063 (0.5067) loss_bbox_dn_0: 0.4481 (0.4713) loss_giou_dn_0: 0.6872 (0.6894) loss_class_dn_1: 0.4616 (0.4668) loss_bbox_dn_1: 0.3704 (0.3911) loss_giou_dn_1: 0.5795 (0.5814) loss_class_dn_2: 0.4507 (0.4521) loss_bbox_dn_2: 0.3437 (0.3706) loss_giou_dn_2: 0.5467 (0.5566) loss_class_dn_3: 0.4477 (0.4482) loss_bbox_dn_3: 0.3406 (0.3663) loss_giou_dn_3: 0.5411 (0.5506) loss_class_dn_4: 0.4435 (0.4500) loss_bbox_dn_4: 0.3411 (0.3652) loss_giou_dn_4: 0.5381 (0.5492) loss_class_hybrid: 0.8744 (0.8549) loss_bbox_hybrid: 0.2401 (0.2326) loss_giou_hybrid: 0.4330 (0.4880) loss_class_0_hybrid: 0.9094 (0.9206) loss_bbox_0_hybrid: 0.2517 (0.2455) loss_giou_0_hybrid: 0.4664 (0.5152) loss_class_1_hybrid: 0.9020 (0.8867) loss_bbox_1_hybrid: 0.2423 (0.2364) loss_giou_1_hybrid: 0.4419 (0.4969) loss_class_2_hybrid: 0.8985 (0.8708) loss_bbox_2_hybrid: 0.2366 (0.2324) loss_giou_2_hybrid: 0.4389 (0.4903) loss_class_3_hybrid: 0.8589 (0.8589) loss_bbox_3_hybrid: 0.2358 (0.2325) loss_giou_3_hybrid: 0.4354 (0.4885) loss_class_4_hybrid: 0.8713 (0.8546) loss_bbox_4_hybrid: 0.2414 (0.2326) loss_giou_4_hybrid: 0.4336 (0.4883) loss_class_enc_hybrid: 0.8721 (0.8636) loss_bbox_enc_hybrid: 0.3000 (0.2975) loss_giou_enc_hybrid: 0.5286 (0.5924) mem: 1030 max mem: 36964 [2024-01-14 19:58:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 19:59:53 det.util.engine] INFO: Epoch: [2] [2300/11727] eta: 2:49:05 lr: 0.000100 data_time: 0.0032 iter_time: 1.1153 loss: 30.9385 (31.2766) loss_class: 0.8449 (0.8669) loss_bbox: 0.2129 (0.2110) loss_giou: 0.4159 (0.4447) loss_class_0: 1.1110 (1.1025) loss_bbox_0: 0.1872 (0.2091) loss_giou_0: 0.4309 (0.4520) loss_class_1: 0.9521 (0.9676) loss_bbox_1: 0.1867 (0.2096) loss_giou_1: 0.4189 (0.4471) loss_class_2: 0.8803 (0.9112) loss_bbox_2: 0.2019 (0.2082) loss_giou_2: 0.4220 (0.4447) loss_class_3: 0.8621 (0.8831) loss_bbox_3: 0.2038 (0.2094) loss_giou_3: 0.4206 (0.4436) loss_class_4: 0.8437 (0.8699) loss_bbox_4: 0.2112 (0.2102) loss_giou_4: 0.4152 (0.4442) loss_class_enc: 0.9855 (1.0107) loss_bbox_enc: 0.2475 (0.2565) loss_giou_enc: 0.4883 (0.5225) loss_class_dn: 0.4479 (0.4542) loss_bbox_dn: 0.3840 (0.3647) loss_giou_dn: 0.5424 (0.5491) loss_class_dn_0: 0.5081 (0.5066) loss_bbox_dn_0: 0.4722 (0.4708) loss_giou_dn_0: 0.6864 (0.6893) loss_class_dn_1: 0.4603 (0.4667) loss_bbox_dn_1: 0.4115 (0.3906) loss_giou_dn_1: 0.5719 (0.5811) loss_class_dn_2: 0.4434 (0.4520) loss_bbox_dn_2: 0.3890 (0.3701) loss_giou_dn_2: 0.5505 (0.5563) loss_class_dn_3: 0.4435 (0.4481) loss_bbox_dn_3: 0.3855 (0.3658) loss_giou_dn_3: 0.5453 (0.5503) loss_class_dn_4: 0.4438 (0.4498) loss_bbox_dn_4: 0.3840 (0.3647) loss_giou_dn_4: 0.5424 (0.5489) loss_class_hybrid: 0.8356 (0.8542) loss_bbox_hybrid: 0.2184 (0.2323) loss_giou_hybrid: 0.4660 (0.4879) loss_class_0_hybrid: 0.8881 (0.9200) loss_bbox_0_hybrid: 0.2248 (0.2453) loss_giou_0_hybrid: 0.5068 (0.5151) loss_class_1_hybrid: 0.8813 (0.8863) loss_bbox_1_hybrid: 0.2122 (0.2361) loss_giou_1_hybrid: 0.4838 (0.4968) loss_class_2_hybrid: 0.8452 (0.8702) loss_bbox_2_hybrid: 0.2120 (0.2322) loss_giou_2_hybrid: 0.4744 (0.4901) loss_class_3_hybrid: 0.8443 (0.8583) loss_bbox_3_hybrid: 0.2147 (0.2322) loss_giou_3_hybrid: 0.4751 (0.4884) loss_class_4_hybrid: 0.8364 (0.8539) loss_bbox_4_hybrid: 0.2214 (0.2324) loss_giou_4_hybrid: 0.4681 (0.4883) loss_class_enc_hybrid: 0.8466 (0.8634) loss_bbox_enc_hybrid: 0.2861 (0.2972) loss_giou_enc_hybrid: 0.5742 (0.5923) mem: 1022 max mem: 36964 [2024-01-14 19:59:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:00:47 det.util.engine] INFO: Epoch: [2] [2350/11727] eta: 2:48:13 lr: 0.000100 data_time: 0.0032 iter_time: 1.0755 loss: 29.9698 (31.2627) loss_class: 0.7962 (0.8663) loss_bbox: 0.1784 (0.2108) loss_giou: 0.4599 (0.4448) loss_class_0: 1.0356 (1.1019) loss_bbox_0: 0.1813 (0.2088) loss_giou_0: 0.4896 (0.4521) loss_class_1: 0.9019 (0.9673) loss_bbox_1: 0.1758 (0.2094) loss_giou_1: 0.4735 (0.4471) loss_class_2: 0.8359 (0.9106) loss_bbox_2: 0.1744 (0.2081) loss_giou_2: 0.4701 (0.4448) loss_class_3: 0.8157 (0.8825) loss_bbox_3: 0.1729 (0.2093) loss_giou_3: 0.4655 (0.4437) loss_class_4: 0.8064 (0.8694) loss_bbox_4: 0.1768 (0.2101) loss_giou_4: 0.4600 (0.4443) loss_class_enc: 0.9195 (1.0099) loss_bbox_enc: 0.2314 (0.2564) loss_giou_enc: 0.5655 (0.5226) loss_class_dn: 0.4440 (0.4540) loss_bbox_dn: 0.2870 (0.3639) loss_giou_dn: 0.5551 (0.5490) loss_class_dn_0: 0.4961 (0.5065) loss_bbox_dn_0: 0.3725 (0.4700) loss_giou_dn_0: 0.6908 (0.6892) loss_class_dn_1: 0.4682 (0.4666) loss_bbox_dn_1: 0.3059 (0.3898) loss_giou_dn_1: 0.5907 (0.5810) loss_class_dn_2: 0.4478 (0.4518) loss_bbox_dn_2: 0.2964 (0.3693) loss_giou_dn_2: 0.5657 (0.5562) loss_class_dn_3: 0.4455 (0.4479) loss_bbox_dn_3: 0.2904 (0.3651) loss_giou_dn_3: 0.5564 (0.5502) loss_class_dn_4: 0.4433 (0.4496) loss_bbox_dn_4: 0.2871 (0.3639) loss_giou_dn_4: 0.5551 (0.5488) loss_class_hybrid: 0.7991 (0.8538) loss_bbox_hybrid: 0.2023 (0.2321) loss_giou_hybrid: 0.5123 (0.4881) loss_class_0_hybrid: 0.8489 (0.9195) loss_bbox_0_hybrid: 0.2124 (0.2451) loss_giou_0_hybrid: 0.5365 (0.5153) loss_class_1_hybrid: 0.8617 (0.8859) loss_bbox_1_hybrid: 0.1960 (0.2359) loss_giou_1_hybrid: 0.5295 (0.4969) loss_class_2_hybrid: 0.8247 (0.8698) loss_bbox_2_hybrid: 0.1981 (0.2320) loss_giou_2_hybrid: 0.5248 (0.4903) loss_class_3_hybrid: 0.8114 (0.8579) loss_bbox_3_hybrid: 0.2016 (0.2320) loss_giou_3_hybrid: 0.5162 (0.4885) loss_class_4_hybrid: 0.7981 (0.8534) loss_bbox_4_hybrid: 0.2024 (0.2322) loss_giou_4_hybrid: 0.5147 (0.4884) loss_class_enc_hybrid: 0.8104 (0.8629) loss_bbox_enc_hybrid: 0.2559 (0.2969) loss_giou_enc_hybrid: 0.5994 (0.5924) mem: 1022 max mem: 36964 [2024-01-14 20:00:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:01:41 det.util.engine] INFO: Epoch: [2] [2400/11727] eta: 2:47:19 lr: 0.000100 data_time: 0.0029 iter_time: 1.0643 loss: 30.9643 (31.2524) loss_class: 0.8750 (0.8662) loss_bbox: 0.1967 (0.2107) loss_giou: 0.3962 (0.4448) loss_class_0: 1.0898 (1.1015) loss_bbox_0: 0.1962 (0.2087) loss_giou_0: 0.4067 (0.4522) loss_class_1: 0.9951 (0.9670) loss_bbox_1: 0.2045 (0.2094) loss_giou_1: 0.4051 (0.4472) loss_class_2: 0.9179 (0.9104) loss_bbox_2: 0.1958 (0.2080) loss_giou_2: 0.3994 (0.4448) loss_class_3: 0.9055 (0.8823) loss_bbox_3: 0.1958 (0.2091) loss_giou_3: 0.3938 (0.4437) loss_class_4: 0.8811 (0.8693) loss_bbox_4: 0.1991 (0.2100) loss_giou_4: 0.3961 (0.4443) loss_class_enc: 1.0130 (1.0094) loss_bbox_enc: 0.2426 (0.2563) loss_giou_enc: 0.4721 (0.5227) loss_class_dn: 0.4528 (0.4539) loss_bbox_dn: 0.3410 (0.3634) loss_giou_dn: 0.5423 (0.5488) loss_class_dn_0: 0.5118 (0.5064) loss_bbox_dn_0: 0.4401 (0.4694) loss_giou_dn_0: 0.6725 (0.6890) loss_class_dn_1: 0.4704 (0.4666) loss_bbox_dn_1: 0.3641 (0.3892) loss_giou_dn_1: 0.5721 (0.5808) loss_class_dn_2: 0.4550 (0.4518) loss_bbox_dn_2: 0.3486 (0.3688) loss_giou_dn_2: 0.5486 (0.5560) loss_class_dn_3: 0.4479 (0.4478) loss_bbox_dn_3: 0.3425 (0.3645) loss_giou_dn_3: 0.5430 (0.5500) loss_class_dn_4: 0.4498 (0.4496) loss_bbox_dn_4: 0.3409 (0.3634) loss_giou_dn_4: 0.5424 (0.5486) loss_class_hybrid: 0.8544 (0.8534) loss_bbox_hybrid: 0.2286 (0.2320) loss_giou_hybrid: 0.4416 (0.4882) loss_class_0_hybrid: 0.8990 (0.9190) loss_bbox_0_hybrid: 0.2417 (0.2449) loss_giou_0_hybrid: 0.4598 (0.5154) loss_class_1_hybrid: 0.9126 (0.8854) loss_bbox_1_hybrid: 0.2304 (0.2358) loss_giou_1_hybrid: 0.4480 (0.4971) loss_class_2_hybrid: 0.9176 (0.8695) loss_bbox_2_hybrid: 0.2327 (0.2319) loss_giou_2_hybrid: 0.4419 (0.4904) loss_class_3_hybrid: 0.8495 (0.8575) loss_bbox_3_hybrid: 0.2275 (0.2319) loss_giou_3_hybrid: 0.4390 (0.4887) loss_class_4_hybrid: 0.8529 (0.8530) loss_bbox_4_hybrid: 0.2295 (0.2321) loss_giou_4_hybrid: 0.4409 (0.4885) loss_class_enc_hybrid: 0.8497 (0.8624) loss_bbox_enc_hybrid: 0.2853 (0.2967) loss_giou_enc_hybrid: 0.5437 (0.5925) mem: 1018 max mem: 36964 [2024-01-14 20:01:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:02:34 det.util.engine] INFO: Epoch: [2] [2450/11727] eta: 2:46:21 lr: 0.000100 data_time: 0.0029 iter_time: 1.0357 loss: 29.7188 (31.2518) loss_class: 0.8315 (0.8657) loss_bbox: 0.1951 (0.2108) loss_giou: 0.4319 (0.4450) loss_class_0: 1.0409 (1.1009) loss_bbox_0: 0.1945 (0.2088) loss_giou_0: 0.4311 (0.4523) loss_class_1: 0.9501 (0.9667) loss_bbox_1: 0.1940 (0.2094) loss_giou_1: 0.4358 (0.4473) loss_class_2: 0.8741 (0.9100) loss_bbox_2: 0.1899 (0.2081) loss_giou_2: 0.4250 (0.4450) loss_class_3: 0.8431 (0.8819) loss_bbox_3: 0.1969 (0.2092) loss_giou_3: 0.4318 (0.4439) loss_class_4: 0.8280 (0.8688) loss_bbox_4: 0.1993 (0.2100) loss_giou_4: 0.4318 (0.4445) loss_class_enc: 0.9808 (1.0089) loss_bbox_enc: 0.2655 (0.2563) loss_giou_enc: 0.5024 (0.5229) loss_class_dn: 0.4363 (0.4538) loss_bbox_dn: 0.3415 (0.3635) loss_giou_dn: 0.5128 (0.5490) loss_class_dn_0: 0.5017 (0.5064) loss_bbox_dn_0: 0.4644 (0.4695) loss_giou_dn_0: 0.6658 (0.6891) loss_class_dn_1: 0.4563 (0.4664) loss_bbox_dn_1: 0.3786 (0.3893) loss_giou_dn_1: 0.5469 (0.5809) loss_class_dn_2: 0.4430 (0.4517) loss_bbox_dn_2: 0.3432 (0.3689) loss_giou_dn_2: 0.5209 (0.5562) loss_class_dn_3: 0.4369 (0.4477) loss_bbox_dn_3: 0.3419 (0.3646) loss_giou_dn_3: 0.5131 (0.5502) loss_class_dn_4: 0.4306 (0.4494) loss_bbox_dn_4: 0.3416 (0.3635) loss_giou_dn_4: 0.5127 (0.5488) loss_class_hybrid: 0.8080 (0.8529) loss_bbox_hybrid: 0.2070 (0.2322) loss_giou_hybrid: 0.4622 (0.4885) loss_class_0_hybrid: 0.8983 (0.9186) loss_bbox_0_hybrid: 0.2214 (0.2450) loss_giou_0_hybrid: 0.4779 (0.5157) loss_class_1_hybrid: 0.8546 (0.8850) loss_bbox_1_hybrid: 0.2057 (0.2359) loss_giou_1_hybrid: 0.4722 (0.4973) loss_class_2_hybrid: 0.8353 (0.8690) loss_bbox_2_hybrid: 0.2125 (0.2320) loss_giou_2_hybrid: 0.4600 (0.4907) loss_class_3_hybrid: 0.8366 (0.8571) loss_bbox_3_hybrid: 0.2104 (0.2320) loss_giou_3_hybrid: 0.4618 (0.4889) loss_class_4_hybrid: 0.8186 (0.8526) loss_bbox_4_hybrid: 0.2110 (0.2322) loss_giou_4_hybrid: 0.4552 (0.4888) loss_class_enc_hybrid: 0.8689 (0.8621) loss_bbox_enc_hybrid: 0.2986 (0.2968) loss_giou_enc_hybrid: 0.5799 (0.5927) mem: 1026 max mem: 36964 [2024-01-14 20:02:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:03:26 det.util.engine] INFO: Epoch: [2] [2500/11727] eta: 2:45:23 lr: 0.000100 data_time: 0.0030 iter_time: 1.0470 loss: 31.2076 (31.2442) loss_class: 0.8313 (0.8652) loss_bbox: 0.2125 (0.2106) loss_giou: 0.4497 (0.4455) loss_class_0: 1.0737 (1.1003) loss_bbox_0: 0.2102 (0.2086) loss_giou_0: 0.4299 (0.4528) loss_class_1: 0.9147 (0.9660) loss_bbox_1: 0.2147 (0.2093) loss_giou_1: 0.4515 (0.4478) loss_class_2: 0.8687 (0.9093) loss_bbox_2: 0.2100 (0.2079) loss_giou_2: 0.4411 (0.4455) loss_class_3: 0.8556 (0.8813) loss_bbox_3: 0.2008 (0.2090) loss_giou_3: 0.4505 (0.4444) loss_class_4: 0.8484 (0.8682) loss_bbox_4: 0.2065 (0.2098) loss_giou_4: 0.4407 (0.4450) loss_class_enc: 0.9888 (1.0080) loss_bbox_enc: 0.2475 (0.2561) loss_giou_enc: 0.5386 (0.5234) loss_class_dn: 0.4465 (0.4536) loss_bbox_dn: 0.3190 (0.3629) loss_giou_dn: 0.5491 (0.5493) loss_class_dn_0: 0.4937 (0.5063) loss_bbox_dn_0: 0.4432 (0.4687) loss_giou_dn_0: 0.6791 (0.6893) loss_class_dn_1: 0.4545 (0.4663) loss_bbox_dn_1: 0.3496 (0.3887) loss_giou_dn_1: 0.5883 (0.5811) loss_class_dn_2: 0.4485 (0.4516) loss_bbox_dn_2: 0.3249 (0.3683) loss_giou_dn_2: 0.5630 (0.5564) loss_class_dn_3: 0.4434 (0.4476) loss_bbox_dn_3: 0.3189 (0.3640) loss_giou_dn_3: 0.5499 (0.5505) loss_class_dn_4: 0.4416 (0.4492) loss_bbox_dn_4: 0.3190 (0.3629) loss_giou_dn_4: 0.5492 (0.5491) loss_class_hybrid: 0.8439 (0.8524) loss_bbox_hybrid: 0.2186 (0.2319) loss_giou_hybrid: 0.4680 (0.4890) loss_class_0_hybrid: 0.8854 (0.9181) loss_bbox_0_hybrid: 0.2307 (0.2447) loss_giou_0_hybrid: 0.4810 (0.5161) loss_class_1_hybrid: 0.8851 (0.8845) loss_bbox_1_hybrid: 0.2207 (0.2357) loss_giou_1_hybrid: 0.4636 (0.4978) loss_class_2_hybrid: 0.8715 (0.8686) loss_bbox_2_hybrid: 0.2184 (0.2318) loss_giou_2_hybrid: 0.4595 (0.4912) loss_class_3_hybrid: 0.8595 (0.8567) loss_bbox_3_hybrid: 0.2171 (0.2318) loss_giou_3_hybrid: 0.4613 (0.4894) loss_class_4_hybrid: 0.8598 (0.8521) loss_bbox_4_hybrid: 0.2181 (0.2320) loss_giou_4_hybrid: 0.4677 (0.4893) loss_class_enc_hybrid: 0.8410 (0.8613) loss_bbox_enc_hybrid: 0.2775 (0.2965) loss_giou_enc_hybrid: 0.5471 (0.5933) mem: 1018 max mem: 36964 [2024-01-14 20:03:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:04:20 det.util.engine] INFO: Epoch: [2] [2550/11727] eta: 2:44:30 lr: 0.000100 data_time: 0.0030 iter_time: 1.0851 loss: 30.7315 (31.2473) loss_class: 0.8717 (0.8656) loss_bbox: 0.2091 (0.2107) loss_giou: 0.4101 (0.4452) loss_class_0: 1.1428 (1.1008) loss_bbox_0: 0.2085 (0.2086) loss_giou_0: 0.4149 (0.4525) loss_class_1: 0.9708 (0.9668) loss_bbox_1: 0.1906 (0.2092) loss_giou_1: 0.4177 (0.4475) loss_class_2: 0.9304 (0.9098) loss_bbox_2: 0.1997 (0.2079) loss_giou_2: 0.4165 (0.4452) loss_class_3: 0.8794 (0.8817) loss_bbox_3: 0.2030 (0.2090) loss_giou_3: 0.4125 (0.4441) loss_class_4: 0.8740 (0.8686) loss_bbox_4: 0.2167 (0.2099) loss_giou_4: 0.4110 (0.4448) loss_class_enc: 1.0239 (1.0084) loss_bbox_enc: 0.2560 (0.2561) loss_giou_enc: 0.4751 (0.5230) loss_class_dn: 0.4496 (0.4536) loss_bbox_dn: 0.3533 (0.3632) loss_giou_dn: 0.5317 (0.5491) loss_class_dn_0: 0.5069 (0.5063) loss_bbox_dn_0: 0.4619 (0.4690) loss_giou_dn_0: 0.6727 (0.6890) loss_class_dn_1: 0.4655 (0.4663) loss_bbox_dn_1: 0.3845 (0.3889) loss_giou_dn_1: 0.5613 (0.5809) loss_class_dn_2: 0.4437 (0.4516) loss_bbox_dn_2: 0.3626 (0.3686) loss_giou_dn_2: 0.5418 (0.5562) loss_class_dn_3: 0.4414 (0.4475) loss_bbox_dn_3: 0.3567 (0.3644) loss_giou_dn_3: 0.5356 (0.5503) loss_class_dn_4: 0.4463 (0.4492) loss_bbox_dn_4: 0.3533 (0.3632) loss_giou_dn_4: 0.5316 (0.5489) loss_class_hybrid: 0.8438 (0.8526) loss_bbox_hybrid: 0.2410 (0.2322) loss_giou_hybrid: 0.4633 (0.4888) loss_class_0_hybrid: 0.9449 (0.9184) loss_bbox_0_hybrid: 0.2546 (0.2449) loss_giou_0_hybrid: 0.4922 (0.5159) loss_class_1_hybrid: 0.8937 (0.8847) loss_bbox_1_hybrid: 0.2440 (0.2359) loss_giou_1_hybrid: 0.4721 (0.4976) loss_class_2_hybrid: 0.8760 (0.8688) loss_bbox_2_hybrid: 0.2399 (0.2320) loss_giou_2_hybrid: 0.4668 (0.4910) loss_class_3_hybrid: 0.8508 (0.8569) loss_bbox_3_hybrid: 0.2319 (0.2320) loss_giou_3_hybrid: 0.4640 (0.4892) loss_class_4_hybrid: 0.8487 (0.8523) loss_bbox_4_hybrid: 0.2355 (0.2322) loss_giou_4_hybrid: 0.4643 (0.4891) loss_class_enc_hybrid: 0.8630 (0.8617) loss_bbox_enc_hybrid: 0.2960 (0.2966) loss_giou_enc_hybrid: 0.5632 (0.5929) mem: 1021 max mem: 36964 [2024-01-14 20:04:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:05:12 det.util.engine] INFO: Epoch: [2] [2600/11727] eta: 2:43:29 lr: 0.000100 data_time: 0.0031 iter_time: 1.0297 loss: 30.6042 (31.2399) loss_class: 0.8334 (0.8652) loss_bbox: 0.1944 (0.2106) loss_giou: 0.4521 (0.4454) loss_class_0: 1.0475 (1.1002) loss_bbox_0: 0.1989 (0.2085) loss_giou_0: 0.4696 (0.4528) loss_class_1: 0.9174 (0.9662) loss_bbox_1: 0.1936 (0.2091) loss_giou_1: 0.4406 (0.4477) loss_class_2: 0.8497 (0.9093) loss_bbox_2: 0.1948 (0.2078) loss_giou_2: 0.4530 (0.4454) loss_class_3: 0.8614 (0.8812) loss_bbox_3: 0.1779 (0.2089) loss_giou_3: 0.4528 (0.4443) loss_class_4: 0.8378 (0.8682) loss_bbox_4: 0.1801 (0.2098) loss_giou_4: 0.4444 (0.4450) loss_class_enc: 0.9454 (1.0078) loss_bbox_enc: 0.2454 (0.2559) loss_giou_enc: 0.5610 (0.5231) loss_class_dn: 0.4360 (0.4533) loss_bbox_dn: 0.3262 (0.3629) loss_giou_dn: 0.5548 (0.5493) loss_class_dn_0: 0.4852 (0.5061) loss_bbox_dn_0: 0.4293 (0.4687) loss_giou_dn_0: 0.6917 (0.6892) loss_class_dn_1: 0.4506 (0.4662) loss_bbox_dn_1: 0.3384 (0.3886) loss_giou_dn_1: 0.5937 (0.5811) loss_class_dn_2: 0.4328 (0.4513) loss_bbox_dn_2: 0.3332 (0.3683) loss_giou_dn_2: 0.5667 (0.5564) loss_class_dn_3: 0.4289 (0.4473) loss_bbox_dn_3: 0.3286 (0.3641) loss_giou_dn_3: 0.5571 (0.5505) loss_class_dn_4: 0.4322 (0.4490) loss_bbox_dn_4: 0.3262 (0.3629) loss_giou_dn_4: 0.5549 (0.5491) loss_class_hybrid: 0.8135 (0.8522) loss_bbox_hybrid: 0.2214 (0.2320) loss_giou_hybrid: 0.5257 (0.4890) loss_class_0_hybrid: 0.8598 (0.9179) loss_bbox_0_hybrid: 0.2348 (0.2447) loss_giou_0_hybrid: 0.5484 (0.5162) loss_class_1_hybrid: 0.8369 (0.8843) loss_bbox_1_hybrid: 0.2183 (0.2357) loss_giou_1_hybrid: 0.5344 (0.4978) loss_class_2_hybrid: 0.8247 (0.8684) loss_bbox_2_hybrid: 0.2194 (0.2318) loss_giou_2_hybrid: 0.5290 (0.4912) loss_class_3_hybrid: 0.7958 (0.8564) loss_bbox_3_hybrid: 0.2161 (0.2319) loss_giou_3_hybrid: 0.5141 (0.4894) loss_class_4_hybrid: 0.8072 (0.8519) loss_bbox_4_hybrid: 0.2145 (0.2320) loss_giou_4_hybrid: 0.5153 (0.4893) loss_class_enc_hybrid: 0.8015 (0.8611) loss_bbox_enc_hybrid: 0.2875 (0.2964) loss_giou_enc_hybrid: 0.6263 (0.5932) mem: 1034 max mem: 36964 [2024-01-14 20:05:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:06:05 det.util.engine] INFO: Epoch: [2] [2650/11727] eta: 2:42:33 lr: 0.000100 data_time: 0.0032 iter_time: 1.0412 loss: 30.9455 (31.2329) loss_class: 0.8384 (0.8652) loss_bbox: 0.2026 (0.2104) loss_giou: 0.4489 (0.4453) loss_class_0: 1.1013 (1.1001) loss_bbox_0: 0.1948 (0.2083) loss_giou_0: 0.4407 (0.4527) loss_class_1: 0.9686 (0.9662) loss_bbox_1: 0.1900 (0.2088) loss_giou_1: 0.4310 (0.4475) loss_class_2: 0.8928 (0.9092) loss_bbox_2: 0.1935 (0.2076) loss_giou_2: 0.4448 (0.4453) loss_class_3: 0.8660 (0.8812) loss_bbox_3: 0.1964 (0.2088) loss_giou_3: 0.4445 (0.4442) loss_class_4: 0.8440 (0.8681) loss_bbox_4: 0.2025 (0.2096) loss_giou_4: 0.4492 (0.4448) loss_class_enc: 1.0132 (1.0077) loss_bbox_enc: 0.2530 (0.2558) loss_giou_enc: 0.5198 (0.5231) loss_class_dn: 0.4649 (0.4534) loss_bbox_dn: 0.3666 (0.3626) loss_giou_dn: 0.5495 (0.5493) loss_class_dn_0: 0.5040 (0.5060) loss_bbox_dn_0: 0.4675 (0.4685) loss_giou_dn_0: 0.6953 (0.6894) loss_class_dn_1: 0.4719 (0.4662) loss_bbox_dn_1: 0.3917 (0.3883) loss_giou_dn_1: 0.5859 (0.5812) loss_class_dn_2: 0.4510 (0.4514) loss_bbox_dn_2: 0.3733 (0.3679) loss_giou_dn_2: 0.5572 (0.5565) loss_class_dn_3: 0.4509 (0.4473) loss_bbox_dn_3: 0.3679 (0.3637) loss_giou_dn_3: 0.5508 (0.5506) loss_class_dn_4: 0.4598 (0.4490) loss_bbox_dn_4: 0.3666 (0.3626) loss_giou_dn_4: 0.5493 (0.5492) loss_class_hybrid: 0.8550 (0.8522) loss_bbox_hybrid: 0.2136 (0.2318) loss_giou_hybrid: 0.4755 (0.4889) loss_class_0_hybrid: 0.9172 (0.9179) loss_bbox_0_hybrid: 0.2323 (0.2445) loss_giou_0_hybrid: 0.5104 (0.5161) loss_class_1_hybrid: 0.8752 (0.8842) loss_bbox_1_hybrid: 0.2205 (0.2355) loss_giou_1_hybrid: 0.4874 (0.4977) loss_class_2_hybrid: 0.8731 (0.8684) loss_bbox_2_hybrid: 0.2162 (0.2316) loss_giou_2_hybrid: 0.4801 (0.4911) loss_class_3_hybrid: 0.8553 (0.8565) loss_bbox_3_hybrid: 0.2149 (0.2316) loss_giou_3_hybrid: 0.4783 (0.4893) loss_class_4_hybrid: 0.8490 (0.8519) loss_bbox_4_hybrid: 0.2132 (0.2318) loss_giou_4_hybrid: 0.4770 (0.4892) loss_class_enc_hybrid: 0.8466 (0.8609) loss_bbox_enc_hybrid: 0.2928 (0.2962) loss_giou_enc_hybrid: 0.5959 (0.5932) mem: 1029 max mem: 36964 [2024-01-14 20:06:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:06:58 det.util.engine] INFO: Epoch: [2] [2700/11727] eta: 2:41:35 lr: 0.000100 data_time: 0.0037 iter_time: 1.0708 loss: 31.2624 (31.2267) loss_class: 0.8821 (0.8652) loss_bbox: 0.1883 (0.2103) loss_giou: 0.4361 (0.4452) loss_class_0: 1.0839 (1.0998) loss_bbox_0: 0.1924 (0.2082) loss_giou_0: 0.4449 (0.4526) loss_class_1: 0.9942 (0.9660) loss_bbox_1: 0.1964 (0.2088) loss_giou_1: 0.4292 (0.4474) loss_class_2: 0.9107 (0.9089) loss_bbox_2: 0.2042 (0.2076) loss_giou_2: 0.4496 (0.4453) loss_class_3: 0.8834 (0.8810) loss_bbox_3: 0.1987 (0.2087) loss_giou_3: 0.4408 (0.4442) loss_class_4: 0.8759 (0.8681) loss_bbox_4: 0.1863 (0.2095) loss_giou_4: 0.4338 (0.4448) loss_class_enc: 0.9707 (1.0075) loss_bbox_enc: 0.2391 (0.2557) loss_giou_enc: 0.5131 (0.5230) loss_class_dn: 0.4503 (0.4533) loss_bbox_dn: 0.3543 (0.3624) loss_giou_dn: 0.5265 (0.5492) loss_class_dn_0: 0.5014 (0.5060) loss_bbox_dn_0: 0.4431 (0.4681) loss_giou_dn_0: 0.6658 (0.6892) loss_class_dn_1: 0.4585 (0.4661) loss_bbox_dn_1: 0.3656 (0.3880) loss_giou_dn_1: 0.5518 (0.5810) loss_class_dn_2: 0.4424 (0.4513) loss_bbox_dn_2: 0.3554 (0.3677) loss_giou_dn_2: 0.5329 (0.5563) loss_class_dn_3: 0.4402 (0.4473) loss_bbox_dn_3: 0.3544 (0.3635) loss_giou_dn_3: 0.5291 (0.5504) loss_class_dn_4: 0.4478 (0.4489) loss_bbox_dn_4: 0.3543 (0.3624) loss_giou_dn_4: 0.5265 (0.5491) loss_class_hybrid: 0.8657 (0.8522) loss_bbox_hybrid: 0.2215 (0.2317) loss_giou_hybrid: 0.4751 (0.4888) loss_class_0_hybrid: 0.9022 (0.9178) loss_bbox_0_hybrid: 0.2348 (0.2443) loss_giou_0_hybrid: 0.5071 (0.5160) loss_class_1_hybrid: 0.8742 (0.8841) loss_bbox_1_hybrid: 0.2277 (0.2354) loss_giou_1_hybrid: 0.4756 (0.4976) loss_class_2_hybrid: 0.8712 (0.8684) loss_bbox_2_hybrid: 0.2261 (0.2315) loss_giou_2_hybrid: 0.4830 (0.4910) loss_class_3_hybrid: 0.8637 (0.8565) loss_bbox_3_hybrid: 0.2229 (0.2315) loss_giou_3_hybrid: 0.4791 (0.4891) loss_class_4_hybrid: 0.8649 (0.8519) loss_bbox_4_hybrid: 0.2186 (0.2317) loss_giou_4_hybrid: 0.4743 (0.4891) loss_class_enc_hybrid: 0.8288 (0.8609) loss_bbox_enc_hybrid: 0.2808 (0.2960) loss_giou_enc_hybrid: 0.5731 (0.5931) mem: 1022 max mem: 36964 [2024-01-14 20:06:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:07:51 det.util.engine] INFO: Epoch: [2] [2750/11727] eta: 2:40:40 lr: 0.000100 data_time: 0.0031 iter_time: 1.0336 loss: 29.7537 (31.2157) loss_class: 0.7688 (0.8644) loss_bbox: 0.2097 (0.2105) loss_giou: 0.4510 (0.4453) loss_class_0: 1.0590 (1.0992) loss_bbox_0: 0.1875 (0.2082) loss_giou_0: 0.4615 (0.4526) loss_class_1: 0.8755 (0.9651) loss_bbox_1: 0.1986 (0.2089) loss_giou_1: 0.4286 (0.4475) loss_class_2: 0.8500 (0.9082) loss_bbox_2: 0.2076 (0.2078) loss_giou_2: 0.4375 (0.4453) loss_class_3: 0.7910 (0.8802) loss_bbox_3: 0.2011 (0.2089) loss_giou_3: 0.4506 (0.4442) loss_class_4: 0.8002 (0.8673) loss_bbox_4: 0.2037 (0.2097) loss_giou_4: 0.4506 (0.4448) loss_class_enc: 0.9548 (1.0069) loss_bbox_enc: 0.2386 (0.2557) loss_giou_enc: 0.5247 (0.5230) loss_class_dn: 0.4347 (0.4531) loss_bbox_dn: 0.3006 (0.3621) loss_giou_dn: 0.5259 (0.5491) loss_class_dn_0: 0.4902 (0.5059) loss_bbox_dn_0: 0.3936 (0.4678) loss_giou_dn_0: 0.6764 (0.6891) loss_class_dn_1: 0.4500 (0.4660) loss_bbox_dn_1: 0.3236 (0.3877) loss_giou_dn_1: 0.5578 (0.5809) loss_class_dn_2: 0.4423 (0.4512) loss_bbox_dn_2: 0.3098 (0.3674) loss_giou_dn_2: 0.5301 (0.5562) loss_class_dn_3: 0.4352 (0.4472) loss_bbox_dn_3: 0.3023 (0.3632) loss_giou_dn_3: 0.5271 (0.5503) loss_class_dn_4: 0.4388 (0.4488) loss_bbox_dn_4: 0.3006 (0.3621) loss_giou_dn_4: 0.5256 (0.5489) loss_class_hybrid: 0.8033 (0.8517) loss_bbox_hybrid: 0.2225 (0.2318) loss_giou_hybrid: 0.4651 (0.4887) loss_class_0_hybrid: 0.8696 (0.9174) loss_bbox_0_hybrid: 0.2348 (0.2444) loss_giou_0_hybrid: 0.4853 (0.5159) loss_class_1_hybrid: 0.8252 (0.8836) loss_bbox_1_hybrid: 0.2238 (0.2355) loss_giou_1_hybrid: 0.4702 (0.4975) loss_class_2_hybrid: 0.8299 (0.8679) loss_bbox_2_hybrid: 0.2187 (0.2316) loss_giou_2_hybrid: 0.4625 (0.4909) loss_class_3_hybrid: 0.8129 (0.8560) loss_bbox_3_hybrid: 0.2210 (0.2316) loss_giou_3_hybrid: 0.4603 (0.4891) loss_class_4_hybrid: 0.8048 (0.8514) loss_bbox_4_hybrid: 0.2190 (0.2317) loss_giou_4_hybrid: 0.4625 (0.4890) loss_class_enc_hybrid: 0.8328 (0.8605) loss_bbox_enc_hybrid: 0.2737 (0.2960) loss_giou_enc_hybrid: 0.5774 (0.5929) mem: 1024 max mem: 36964 [2024-01-14 20:07:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:08:44 det.util.engine] INFO: Epoch: [2] [2800/11727] eta: 2:39:44 lr: 0.000100 data_time: 0.0032 iter_time: 1.0371 loss: 30.9449 (31.2081) loss_class: 0.8655 (0.8642) loss_bbox: 0.1843 (0.2105) loss_giou: 0.4353 (0.4451) loss_class_0: 1.0355 (1.0989) loss_bbox_0: 0.1945 (0.2082) loss_giou_0: 0.4365 (0.4524) loss_class_1: 0.9832 (0.9650) loss_bbox_1: 0.1956 (0.2089) loss_giou_1: 0.4263 (0.4473) loss_class_2: 0.9356 (0.9081) loss_bbox_2: 0.1819 (0.2077) loss_giou_2: 0.4227 (0.4451) loss_class_3: 0.8874 (0.8801) loss_bbox_3: 0.1832 (0.2089) loss_giou_3: 0.4332 (0.4441) loss_class_4: 0.8654 (0.8671) loss_bbox_4: 0.1843 (0.2097) loss_giou_4: 0.4353 (0.4446) loss_class_enc: 0.9473 (1.0067) loss_bbox_enc: 0.2404 (0.2557) loss_giou_enc: 0.5206 (0.5229) loss_class_dn: 0.4414 (0.4530) loss_bbox_dn: 0.3343 (0.3619) loss_giou_dn: 0.5589 (0.5489) loss_class_dn_0: 0.5023 (0.5060) loss_bbox_dn_0: 0.4239 (0.4675) loss_giou_dn_0: 0.6842 (0.6889) loss_class_dn_1: 0.4661 (0.4660) loss_bbox_dn_1: 0.3488 (0.3875) loss_giou_dn_1: 0.5861 (0.5807) loss_class_dn_2: 0.4460 (0.4511) loss_bbox_dn_2: 0.3372 (0.3672) loss_giou_dn_2: 0.5654 (0.5561) loss_class_dn_3: 0.4437 (0.4471) loss_bbox_dn_3: 0.3335 (0.3630) loss_giou_dn_3: 0.5608 (0.5502) loss_class_dn_4: 0.4399 (0.4487) loss_bbox_dn_4: 0.3344 (0.3619) loss_giou_dn_4: 0.5589 (0.5488) loss_class_hybrid: 0.8544 (0.8515) loss_bbox_hybrid: 0.2219 (0.2318) loss_giou_hybrid: 0.4817 (0.4885) loss_class_0_hybrid: 0.9046 (0.9173) loss_bbox_0_hybrid: 0.2341 (0.2443) loss_giou_0_hybrid: 0.5105 (0.5158) loss_class_1_hybrid: 0.8779 (0.8835) loss_bbox_1_hybrid: 0.2275 (0.2354) loss_giou_1_hybrid: 0.5006 (0.4973) loss_class_2_hybrid: 0.8734 (0.8678) loss_bbox_2_hybrid: 0.2206 (0.2316) loss_giou_2_hybrid: 0.4911 (0.4907) loss_class_3_hybrid: 0.8682 (0.8559) loss_bbox_3_hybrid: 0.2201 (0.2315) loss_giou_3_hybrid: 0.4887 (0.4889) loss_class_4_hybrid: 0.8595 (0.8513) loss_bbox_4_hybrid: 0.2211 (0.2317) loss_giou_4_hybrid: 0.4840 (0.4888) loss_class_enc_hybrid: 0.8408 (0.8604) loss_bbox_enc_hybrid: 0.2742 (0.2959) loss_giou_enc_hybrid: 0.5706 (0.5927) mem: 1027 max mem: 36964 [2024-01-14 20:08:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:09:38 det.util.engine] INFO: Epoch: [2] [2850/11727] eta: 2:38:51 lr: 0.000100 data_time: 0.0028 iter_time: 1.0485 loss: 30.4718 (31.2009) loss_class: 0.8290 (0.8638) loss_bbox: 0.1870 (0.2103) loss_giou: 0.4298 (0.4454) loss_class_0: 1.1224 (1.0988) loss_bbox_0: 0.1933 (0.2081) loss_giou_0: 0.4406 (0.4527) loss_class_1: 0.9383 (0.9646) loss_bbox_1: 0.1842 (0.2087) loss_giou_1: 0.4306 (0.4475) loss_class_2: 0.8794 (0.9078) loss_bbox_2: 0.1820 (0.2076) loss_giou_2: 0.4231 (0.4454) loss_class_3: 0.8509 (0.8796) loss_bbox_3: 0.1813 (0.2087) loss_giou_3: 0.4367 (0.4443) loss_class_4: 0.8402 (0.8667) loss_bbox_4: 0.1873 (0.2095) loss_giou_4: 0.4334 (0.4449) loss_class_enc: 0.9767 (1.0062) loss_bbox_enc: 0.2370 (0.2555) loss_giou_enc: 0.5119 (0.5231) loss_class_dn: 0.4484 (0.4529) loss_bbox_dn: 0.3336 (0.3613) loss_giou_dn: 0.5489 (0.5489) loss_class_dn_0: 0.5013 (0.5059) loss_bbox_dn_0: 0.4448 (0.4669) loss_giou_dn_0: 0.6926 (0.6889) loss_class_dn_1: 0.4689 (0.4659) loss_bbox_dn_1: 0.3585 (0.3869) loss_giou_dn_1: 0.5790 (0.5807) loss_class_dn_2: 0.4514 (0.4511) loss_bbox_dn_2: 0.3395 (0.3666) loss_giou_dn_2: 0.5559 (0.5561) loss_class_dn_3: 0.4465 (0.4470) loss_bbox_dn_3: 0.3333 (0.3624) loss_giou_dn_3: 0.5496 (0.5502) loss_class_dn_4: 0.4470 (0.4487) loss_bbox_dn_4: 0.3337 (0.3613) loss_giou_dn_4: 0.5485 (0.5488) loss_class_hybrid: 0.8331 (0.8511) loss_bbox_hybrid: 0.2071 (0.2316) loss_giou_hybrid: 0.4794 (0.4888) loss_class_0_hybrid: 0.9239 (0.9172) loss_bbox_0_hybrid: 0.2239 (0.2442) loss_giou_0_hybrid: 0.5116 (0.5160) loss_class_1_hybrid: 0.8685 (0.8831) loss_bbox_1_hybrid: 0.2092 (0.2353) loss_giou_1_hybrid: 0.4813 (0.4975) loss_class_2_hybrid: 0.8475 (0.8675) loss_bbox_2_hybrid: 0.2076 (0.2314) loss_giou_2_hybrid: 0.4791 (0.4910) loss_class_3_hybrid: 0.8469 (0.8556) loss_bbox_3_hybrid: 0.2072 (0.2314) loss_giou_3_hybrid: 0.4795 (0.4891) loss_class_4_hybrid: 0.8396 (0.8509) loss_bbox_4_hybrid: 0.2050 (0.2316) loss_giou_4_hybrid: 0.4805 (0.4890) loss_class_enc_hybrid: 0.8723 (0.8600) loss_bbox_enc_hybrid: 0.2709 (0.2957) loss_giou_enc_hybrid: 0.5851 (0.5929) mem: 1019 max mem: 36964 [2024-01-14 20:09:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:10:31 det.util.engine] INFO: Epoch: [2] [2900/11727] eta: 2:37:57 lr: 0.000100 data_time: 0.0032 iter_time: 1.0517 loss: 30.9599 (31.1942) loss_class: 0.8677 (0.8634) loss_bbox: 0.2020 (0.2102) loss_giou: 0.3985 (0.4455) loss_class_0: 1.0892 (1.0981) loss_bbox_0: 0.2051 (0.2080) loss_giou_0: 0.4122 (0.4529) loss_class_1: 0.9606 (0.9644) loss_bbox_1: 0.1927 (0.2086) loss_giou_1: 0.4102 (0.4476) loss_class_2: 0.8932 (0.9073) loss_bbox_2: 0.1940 (0.2074) loss_giou_2: 0.3989 (0.4456) loss_class_3: 0.8960 (0.8794) loss_bbox_3: 0.1993 (0.2086) loss_giou_3: 0.3938 (0.4445) loss_class_4: 0.8797 (0.8664) loss_bbox_4: 0.2021 (0.2094) loss_giou_4: 0.3940 (0.4451) loss_class_enc: 1.0079 (1.0058) loss_bbox_enc: 0.2462 (0.2554) loss_giou_enc: 0.4674 (0.5233) loss_class_dn: 0.4438 (0.4529) loss_bbox_dn: 0.3211 (0.3609) loss_giou_dn: 0.5362 (0.5490) loss_class_dn_0: 0.5044 (0.5059) loss_bbox_dn_0: 0.4593 (0.4665) loss_giou_dn_0: 0.6772 (0.6890) loss_class_dn_1: 0.4719 (0.4659) loss_bbox_dn_1: 0.3450 (0.3864) loss_giou_dn_1: 0.5644 (0.5807) loss_class_dn_2: 0.4479 (0.4511) loss_bbox_dn_2: 0.3263 (0.3662) loss_giou_dn_2: 0.5443 (0.5561) loss_class_dn_3: 0.4414 (0.4470) loss_bbox_dn_3: 0.3208 (0.3620) loss_giou_dn_3: 0.5384 (0.5502) loss_class_dn_4: 0.4387 (0.4487) loss_bbox_dn_4: 0.3212 (0.3609) loss_giou_dn_4: 0.5361 (0.5489) loss_class_hybrid: 0.8465 (0.8509) loss_bbox_hybrid: 0.2244 (0.2315) loss_giou_hybrid: 0.4405 (0.4889) loss_class_0_hybrid: 0.9396 (0.9169) loss_bbox_0_hybrid: 0.2386 (0.2440) loss_giou_0_hybrid: 0.4874 (0.5162) loss_class_1_hybrid: 0.8792 (0.8828) loss_bbox_1_hybrid: 0.2267 (0.2351) loss_giou_1_hybrid: 0.4583 (0.4977) loss_class_2_hybrid: 0.8670 (0.8672) loss_bbox_2_hybrid: 0.2273 (0.2313) loss_giou_2_hybrid: 0.4468 (0.4911) loss_class_3_hybrid: 0.8555 (0.8554) loss_bbox_3_hybrid: 0.2202 (0.2312) loss_giou_3_hybrid: 0.4431 (0.4893) loss_class_4_hybrid: 0.8524 (0.8507) loss_bbox_4_hybrid: 0.2241 (0.2314) loss_giou_4_hybrid: 0.4389 (0.4892) loss_class_enc_hybrid: 0.8879 (0.8597) loss_bbox_enc_hybrid: 0.3024 (0.2955) loss_giou_enc_hybrid: 0.5534 (0.5931) mem: 1030 max mem: 36964 [2024-01-14 20:10:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:11:24 det.util.engine] INFO: Epoch: [2] [2950/11727] eta: 2:37:00 lr: 0.000100 data_time: 0.0034 iter_time: 1.0400 loss: 31.3090 (31.1944) loss_class: 0.8057 (0.8633) loss_bbox: 0.2159 (0.2103) loss_giou: 0.4718 (0.4454) loss_class_0: 1.0910 (1.0985) loss_bbox_0: 0.1886 (0.2079) loss_giou_0: 0.4632 (0.4527) loss_class_1: 0.9331 (0.9645) loss_bbox_1: 0.2013 (0.2086) loss_giou_1: 0.4600 (0.4475) loss_class_2: 0.8818 (0.9074) loss_bbox_2: 0.1996 (0.2074) loss_giou_2: 0.4611 (0.4455) loss_class_3: 0.8391 (0.8793) loss_bbox_3: 0.1976 (0.2086) loss_giou_3: 0.4628 (0.4444) loss_class_4: 0.8119 (0.8663) loss_bbox_4: 0.2116 (0.2094) loss_giou_4: 0.4684 (0.4450) loss_class_enc: 0.9768 (1.0060) loss_bbox_enc: 0.2436 (0.2553) loss_giou_enc: 0.5227 (0.5232) loss_class_dn: 0.4451 (0.4529) loss_bbox_dn: 0.3607 (0.3610) loss_giou_dn: 0.5634 (0.5490) loss_class_dn_0: 0.5013 (0.5059) loss_bbox_dn_0: 0.4676 (0.4666) loss_giou_dn_0: 0.6915 (0.6891) loss_class_dn_1: 0.4636 (0.4659) loss_bbox_dn_1: 0.3838 (0.3866) loss_giou_dn_1: 0.5957 (0.5808) loss_class_dn_2: 0.4486 (0.4510) loss_bbox_dn_2: 0.3684 (0.3663) loss_giou_dn_2: 0.5684 (0.5561) loss_class_dn_3: 0.4405 (0.4470) loss_bbox_dn_3: 0.3644 (0.3621) loss_giou_dn_3: 0.5648 (0.5503) loss_class_dn_4: 0.4438 (0.4486) loss_bbox_dn_4: 0.3606 (0.3610) loss_giou_dn_4: 0.5634 (0.5489) loss_class_hybrid: 0.8167 (0.8509) loss_bbox_hybrid: 0.2270 (0.2315) loss_giou_hybrid: 0.4964 (0.4889) loss_class_0_hybrid: 0.8838 (0.9170) loss_bbox_0_hybrid: 0.2366 (0.2440) loss_giou_0_hybrid: 0.5235 (0.5161) loss_class_1_hybrid: 0.8360 (0.8829) loss_bbox_1_hybrid: 0.2291 (0.2352) loss_giou_1_hybrid: 0.4986 (0.4976) loss_class_2_hybrid: 0.8327 (0.8672) loss_bbox_2_hybrid: 0.2260 (0.2313) loss_giou_2_hybrid: 0.4897 (0.4910) loss_class_3_hybrid: 0.8099 (0.8554) loss_bbox_3_hybrid: 0.2274 (0.2313) loss_giou_3_hybrid: 0.4951 (0.4892) loss_class_4_hybrid: 0.8236 (0.8507) loss_bbox_4_hybrid: 0.2283 (0.2315) loss_giou_4_hybrid: 0.4971 (0.4891) loss_class_enc_hybrid: 0.8319 (0.8597) loss_bbox_enc_hybrid: 0.2894 (0.2956) loss_giou_enc_hybrid: 0.5889 (0.5930) mem: 1026 max mem: 36964 [2024-01-14 20:11:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:12:17 det.util.engine] INFO: Epoch: [2] [3000/11727] eta: 2:36:05 lr: 0.000100 data_time: 0.0033 iter_time: 1.0388 loss: 31.3434 (31.2011) loss_class: 0.8520 (0.8636) loss_bbox: 0.1958 (0.2102) loss_giou: 0.4767 (0.4457) loss_class_0: 1.0555 (1.0987) loss_bbox_0: 0.1836 (0.2079) loss_giou_0: 0.4626 (0.4529) loss_class_1: 0.9305 (0.9647) loss_bbox_1: 0.1983 (0.2086) loss_giou_1: 0.4721 (0.4478) loss_class_2: 0.8994 (0.9079) loss_bbox_2: 0.1883 (0.2074) loss_giou_2: 0.4558 (0.4457) loss_class_3: 0.8571 (0.8797) loss_bbox_3: 0.1958 (0.2085) loss_giou_3: 0.4781 (0.4447) loss_class_4: 0.8571 (0.8666) loss_bbox_4: 0.2039 (0.2094) loss_giou_4: 0.4784 (0.4453) loss_class_enc: 0.9975 (1.0063) loss_bbox_enc: 0.2418 (0.2553) loss_giou_enc: 0.5353 (0.5234) loss_class_dn: 0.4489 (0.4529) loss_bbox_dn: 0.3187 (0.3609) loss_giou_dn: 0.5195 (0.5492) loss_class_dn_0: 0.5034 (0.5059) loss_bbox_dn_0: 0.4099 (0.4664) loss_giou_dn_0: 0.6731 (0.6892) loss_class_dn_1: 0.4681 (0.4659) loss_bbox_dn_1: 0.3366 (0.3864) loss_giou_dn_1: 0.5509 (0.5809) loss_class_dn_2: 0.4489 (0.4510) loss_bbox_dn_2: 0.3182 (0.3662) loss_giou_dn_2: 0.5245 (0.5563) loss_class_dn_3: 0.4409 (0.4470) loss_bbox_dn_3: 0.3189 (0.3620) loss_giou_dn_3: 0.5223 (0.5504) loss_class_dn_4: 0.4484 (0.4486) loss_bbox_dn_4: 0.3188 (0.3609) loss_giou_dn_4: 0.5195 (0.5490) loss_class_hybrid: 0.8239 (0.8512) loss_bbox_hybrid: 0.2035 (0.2314) loss_giou_hybrid: 0.4904 (0.4890) loss_class_0_hybrid: 0.9122 (0.9173) loss_bbox_0_hybrid: 0.2110 (0.2439) loss_giou_0_hybrid: 0.5077 (0.5162) loss_class_1_hybrid: 0.8696 (0.8832) loss_bbox_1_hybrid: 0.2065 (0.2351) loss_giou_1_hybrid: 0.4942 (0.4977) loss_class_2_hybrid: 0.8636 (0.8676) loss_bbox_2_hybrid: 0.2243 (0.2312) loss_giou_2_hybrid: 0.4865 (0.4912) loss_class_3_hybrid: 0.8511 (0.8557) loss_bbox_3_hybrid: 0.2033 (0.2312) loss_giou_3_hybrid: 0.4900 (0.4894) loss_class_4_hybrid: 0.8116 (0.8509) loss_bbox_4_hybrid: 0.2284 (0.2314) loss_giou_4_hybrid: 0.4904 (0.4893) loss_class_enc_hybrid: 0.8379 (0.8600) loss_bbox_enc_hybrid: 0.2794 (0.2955) loss_giou_enc_hybrid: 0.5966 (0.5932) mem: 1027 max mem: 36964 [2024-01-14 20:12:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:13:12 det.util.engine] INFO: Epoch: [2] [3050/11727] eta: 2:35:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.0462 loss: 30.7563 (31.2059) loss_class: 0.8297 (0.8636) loss_bbox: 0.1950 (0.2103) loss_giou: 0.4648 (0.4460) loss_class_0: 1.0957 (1.0989) loss_bbox_0: 0.1925 (0.2080) loss_giou_0: 0.4566 (0.4532) loss_class_1: 0.9563 (0.9647) loss_bbox_1: 0.2003 (0.2087) loss_giou_1: 0.4527 (0.4481) loss_class_2: 0.8827 (0.9079) loss_bbox_2: 0.1925 (0.2075) loss_giou_2: 0.4583 (0.4460) loss_class_3: 0.8645 (0.8796) loss_bbox_3: 0.1914 (0.2086) loss_giou_3: 0.4580 (0.4450) loss_class_4: 0.8524 (0.8665) loss_bbox_4: 0.1930 (0.2095) loss_giou_4: 0.4558 (0.4456) loss_class_enc: 1.0065 (1.0064) loss_bbox_enc: 0.2319 (0.2553) loss_giou_enc: 0.5329 (0.5236) loss_class_dn: 0.4531 (0.4528) loss_bbox_dn: 0.3154 (0.3608) loss_giou_dn: 0.5681 (0.5494) loss_class_dn_0: 0.4929 (0.5058) loss_bbox_dn_0: 0.4283 (0.4663) loss_giou_dn_0: 0.6908 (0.6893) loss_class_dn_1: 0.4588 (0.4659) loss_bbox_dn_1: 0.3467 (0.3863) loss_giou_dn_1: 0.5886 (0.5811) loss_class_dn_2: 0.4476 (0.4510) loss_bbox_dn_2: 0.3273 (0.3660) loss_giou_dn_2: 0.5743 (0.5565) loss_class_dn_3: 0.4475 (0.4470) loss_bbox_dn_3: 0.3163 (0.3619) loss_giou_dn_3: 0.5700 (0.5506) loss_class_dn_4: 0.4495 (0.4486) loss_bbox_dn_4: 0.3154 (0.3608) loss_giou_dn_4: 0.5681 (0.5492) loss_class_hybrid: 0.8516 (0.8513) loss_bbox_hybrid: 0.2167 (0.2315) loss_giou_hybrid: 0.4945 (0.4892) loss_class_0_hybrid: 0.9426 (0.9174) loss_bbox_0_hybrid: 0.2136 (0.2440) loss_giou_0_hybrid: 0.5126 (0.5164) loss_class_1_hybrid: 0.8971 (0.8834) loss_bbox_1_hybrid: 0.2086 (0.2351) loss_giou_1_hybrid: 0.4938 (0.4979) loss_class_2_hybrid: 0.8666 (0.8677) loss_bbox_2_hybrid: 0.2128 (0.2313) loss_giou_2_hybrid: 0.4919 (0.4913) loss_class_3_hybrid: 0.8543 (0.8557) loss_bbox_3_hybrid: 0.2122 (0.2313) loss_giou_3_hybrid: 0.4913 (0.4896) loss_class_4_hybrid: 0.8512 (0.8510) loss_bbox_4_hybrid: 0.2161 (0.2315) loss_giou_4_hybrid: 0.4976 (0.4895) loss_class_enc_hybrid: 0.8741 (0.8601) loss_bbox_enc_hybrid: 0.2676 (0.2954) loss_giou_enc_hybrid: 0.5732 (0.5933) mem: 1030 max mem: 36964 [2024-01-14 20:13:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:14:05 det.util.engine] INFO: Epoch: [2] [3100/11727] eta: 2:34:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.0618 loss: 31.4532 (31.2035) loss_class: 0.8435 (0.8633) loss_bbox: 0.2135 (0.2103) loss_giou: 0.4966 (0.4464) loss_class_0: 1.0398 (1.0983) loss_bbox_0: 0.2250 (0.2079) loss_giou_0: 0.4908 (0.4536) loss_class_1: 0.9036 (0.9640) loss_bbox_1: 0.2133 (0.2087) loss_giou_1: 0.4965 (0.4485) loss_class_2: 0.8754 (0.9076) loss_bbox_2: 0.2131 (0.2075) loss_giou_2: 0.4916 (0.4464) loss_class_3: 0.8610 (0.8794) loss_bbox_3: 0.2114 (0.2086) loss_giou_3: 0.4971 (0.4454) loss_class_4: 0.8481 (0.8662) loss_bbox_4: 0.2137 (0.2095) loss_giou_4: 0.4944 (0.4460) loss_class_enc: 0.9747 (1.0061) loss_bbox_enc: 0.2503 (0.2551) loss_giou_enc: 0.5618 (0.5238) loss_class_dn: 0.4417 (0.4527) loss_bbox_dn: 0.3345 (0.3604) loss_giou_dn: 0.5899 (0.5496) loss_class_dn_0: 0.4956 (0.5057) loss_bbox_dn_0: 0.4315 (0.4658) loss_giou_dn_0: 0.7135 (0.6895) loss_class_dn_1: 0.4542 (0.4658) loss_bbox_dn_1: 0.3652 (0.3858) loss_giou_dn_1: 0.6217 (0.5813) loss_class_dn_2: 0.4397 (0.4509) loss_bbox_dn_2: 0.3395 (0.3656) loss_giou_dn_2: 0.6010 (0.5568) loss_class_dn_3: 0.4385 (0.4468) loss_bbox_dn_3: 0.3392 (0.3615) loss_giou_dn_3: 0.5926 (0.5509) loss_class_dn_4: 0.4371 (0.4484) loss_bbox_dn_4: 0.3344 (0.3604) loss_giou_dn_4: 0.5898 (0.5495) loss_class_hybrid: 0.8318 (0.8509) loss_bbox_hybrid: 0.2302 (0.2314) loss_giou_hybrid: 0.5211 (0.4896) loss_class_0_hybrid: 0.9042 (0.9168) loss_bbox_0_hybrid: 0.2469 (0.2439) loss_giou_0_hybrid: 0.5571 (0.5169) loss_class_1_hybrid: 0.8612 (0.8830) loss_bbox_1_hybrid: 0.2361 (0.2351) loss_giou_1_hybrid: 0.5266 (0.4983) loss_class_2_hybrid: 0.8621 (0.8672) loss_bbox_2_hybrid: 0.2313 (0.2312) loss_giou_2_hybrid: 0.5197 (0.4917) loss_class_3_hybrid: 0.8288 (0.8553) loss_bbox_3_hybrid: 0.2331 (0.2312) loss_giou_3_hybrid: 0.5231 (0.4900) loss_class_4_hybrid: 0.8345 (0.8507) loss_bbox_4_hybrid: 0.2346 (0.2314) loss_giou_4_hybrid: 0.5228 (0.4899) loss_class_enc_hybrid: 0.8256 (0.8597) loss_bbox_enc_hybrid: 0.2954 (0.2953) loss_giou_enc_hybrid: 0.6343 (0.5937) mem: 1021 max mem: 36964 [2024-01-14 20:14:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:14:58 det.util.engine] INFO: Epoch: [2] [3150/11727] eta: 2:33:23 lr: 0.000100 data_time: 0.0029 iter_time: 1.0446 loss: 31.3274 (31.1951) loss_class: 0.8101 (0.8627) loss_bbox: 0.2182 (0.2103) loss_giou: 0.4519 (0.4463) loss_class_0: 1.0554 (1.0981) loss_bbox_0: 0.2324 (0.2080) loss_giou_0: 0.4670 (0.4534) loss_class_1: 0.9331 (0.9638) loss_bbox_1: 0.2226 (0.2088) loss_giou_1: 0.4523 (0.4483) loss_class_2: 0.8709 (0.9071) loss_bbox_2: 0.2275 (0.2075) loss_giou_2: 0.4419 (0.4463) loss_class_3: 0.8207 (0.8788) loss_bbox_3: 0.2191 (0.2086) loss_giou_3: 0.4395 (0.4452) loss_class_4: 0.8158 (0.8657) loss_bbox_4: 0.2209 (0.2095) loss_giou_4: 0.4494 (0.4458) loss_class_enc: 0.9701 (1.0061) loss_bbox_enc: 0.2712 (0.2550) loss_giou_enc: 0.5290 (0.5236) loss_class_dn: 0.4420 (0.4526) loss_bbox_dn: 0.3693 (0.3603) loss_giou_dn: 0.5415 (0.5494) loss_class_dn_0: 0.4966 (0.5057) loss_bbox_dn_0: 0.4861 (0.4657) loss_giou_dn_0: 0.6750 (0.6893) loss_class_dn_1: 0.4601 (0.4657) loss_bbox_dn_1: 0.4038 (0.3857) loss_giou_dn_1: 0.5718 (0.5811) loss_class_dn_2: 0.4456 (0.4508) loss_bbox_dn_2: 0.3740 (0.3655) loss_giou_dn_2: 0.5517 (0.5565) loss_class_dn_3: 0.4394 (0.4468) loss_bbox_dn_3: 0.3676 (0.3614) loss_giou_dn_3: 0.5437 (0.5507) loss_class_dn_4: 0.4368 (0.4484) loss_bbox_dn_4: 0.3693 (0.3603) loss_giou_dn_4: 0.5415 (0.5493) loss_class_hybrid: 0.8156 (0.8507) loss_bbox_hybrid: 0.2454 (0.2314) loss_giou_hybrid: 0.4756 (0.4894) loss_class_0_hybrid: 0.8740 (0.9167) loss_bbox_0_hybrid: 0.2688 (0.2440) loss_giou_0_hybrid: 0.5094 (0.5167) loss_class_1_hybrid: 0.8473 (0.8828) loss_bbox_1_hybrid: 0.2532 (0.2351) loss_giou_1_hybrid: 0.4882 (0.4981) loss_class_2_hybrid: 0.8262 (0.8670) loss_bbox_2_hybrid: 0.2460 (0.2312) loss_giou_2_hybrid: 0.4762 (0.4915) loss_class_3_hybrid: 0.8229 (0.8551) loss_bbox_3_hybrid: 0.2436 (0.2313) loss_giou_3_hybrid: 0.4747 (0.4898) loss_class_4_hybrid: 0.8281 (0.8504) loss_bbox_4_hybrid: 0.2445 (0.2315) loss_giou_4_hybrid: 0.4758 (0.4897) loss_class_enc_hybrid: 0.8057 (0.8597) loss_bbox_enc_hybrid: 0.3120 (0.2952) loss_giou_enc_hybrid: 0.5756 (0.5935) mem: 1033 max mem: 36964 [2024-01-14 20:14:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:15:51 det.util.engine] INFO: Epoch: [2] [3200/11727] eta: 2:32:28 lr: 0.000100 data_time: 0.0034 iter_time: 1.0631 loss: 30.6004 (31.1881) loss_class: 0.8213 (0.8627) loss_bbox: 0.2056 (0.2104) loss_giou: 0.4268 (0.4459) loss_class_0: 1.0666 (1.0980) loss_bbox_0: 0.2060 (0.2081) loss_giou_0: 0.4269 (0.4531) loss_class_1: 0.9202 (0.9638) loss_bbox_1: 0.2034 (0.2088) loss_giou_1: 0.4342 (0.4479) loss_class_2: 0.8568 (0.9071) loss_bbox_2: 0.2124 (0.2075) loss_giou_2: 0.4248 (0.4458) loss_class_3: 0.8302 (0.8789) loss_bbox_3: 0.2065 (0.2086) loss_giou_3: 0.4207 (0.4448) loss_class_4: 0.8202 (0.8658) loss_bbox_4: 0.1999 (0.2095) loss_giou_4: 0.4252 (0.4454) loss_class_enc: 0.9858 (1.0064) loss_bbox_enc: 0.2630 (0.2551) loss_giou_enc: 0.5012 (0.5231) loss_class_dn: 0.4350 (0.4525) loss_bbox_dn: 0.3787 (0.3604) loss_giou_dn: 0.5386 (0.5491) loss_class_dn_0: 0.5036 (0.5057) loss_bbox_dn_0: 0.4778 (0.4660) loss_giou_dn_0: 0.6663 (0.6890) loss_class_dn_1: 0.4490 (0.4657) loss_bbox_dn_1: 0.3920 (0.3859) loss_giou_dn_1: 0.5750 (0.5807) loss_class_dn_2: 0.4307 (0.4507) loss_bbox_dn_2: 0.3799 (0.3657) loss_giou_dn_2: 0.5453 (0.5562) loss_class_dn_3: 0.4304 (0.4466) loss_bbox_dn_3: 0.3794 (0.3616) loss_giou_dn_3: 0.5416 (0.5503) loss_class_dn_4: 0.4306 (0.4482) loss_bbox_dn_4: 0.3787 (0.3604) loss_giou_dn_4: 0.5385 (0.5489) loss_class_hybrid: 0.8026 (0.8507) loss_bbox_hybrid: 0.2357 (0.2314) loss_giou_hybrid: 0.4498 (0.4889) loss_class_0_hybrid: 0.8747 (0.9168) loss_bbox_0_hybrid: 0.2524 (0.2440) loss_giou_0_hybrid: 0.4782 (0.5162) loss_class_1_hybrid: 0.8644 (0.8829) loss_bbox_1_hybrid: 0.2400 (0.2351) loss_giou_1_hybrid: 0.4704 (0.4976) loss_class_2_hybrid: 0.8474 (0.8671) loss_bbox_2_hybrid: 0.2341 (0.2313) loss_giou_2_hybrid: 0.4582 (0.4911) loss_class_3_hybrid: 0.8230 (0.8551) loss_bbox_3_hybrid: 0.2324 (0.2313) loss_giou_3_hybrid: 0.4512 (0.4893) loss_class_4_hybrid: 0.8046 (0.8504) loss_bbox_4_hybrid: 0.2351 (0.2315) loss_giou_4_hybrid: 0.4498 (0.4892) loss_class_enc_hybrid: 0.8428 (0.8599) loss_bbox_enc_hybrid: 0.3138 (0.2953) loss_giou_enc_hybrid: 0.5652 (0.5929) mem: 1030 max mem: 36964 [2024-01-14 20:15:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:16:43 det.util.engine] INFO: Epoch: [2] [3250/11727] eta: 2:31:31 lr: 0.000100 data_time: 0.0031 iter_time: 1.0359 loss: 30.1253 (31.1831) loss_class: 0.8204 (0.8625) loss_bbox: 0.2062 (0.2103) loss_giou: 0.4510 (0.4459) loss_class_0: 1.0089 (1.0978) loss_bbox_0: 0.2110 (0.2080) loss_giou_0: 0.4670 (0.4530) loss_class_1: 0.9201 (0.9636) loss_bbox_1: 0.2070 (0.2088) loss_giou_1: 0.4521 (0.4478) loss_class_2: 0.8679 (0.9068) loss_bbox_2: 0.2059 (0.2075) loss_giou_2: 0.4496 (0.4458) loss_class_3: 0.8395 (0.8787) loss_bbox_3: 0.2063 (0.2086) loss_giou_3: 0.4507 (0.4448) loss_class_4: 0.8199 (0.8655) loss_bbox_4: 0.2061 (0.2095) loss_giou_4: 0.4468 (0.4454) loss_class_enc: 0.9761 (1.0061) loss_bbox_enc: 0.2561 (0.2551) loss_giou_enc: 0.5225 (0.5230) loss_class_dn: 0.4379 (0.4524) loss_bbox_dn: 0.3252 (0.3604) loss_giou_dn: 0.5422 (0.5489) loss_class_dn_0: 0.4924 (0.5056) loss_bbox_dn_0: 0.4133 (0.4659) loss_giou_dn_0: 0.6691 (0.6888) loss_class_dn_1: 0.4458 (0.4656) loss_bbox_dn_1: 0.3485 (0.3858) loss_giou_dn_1: 0.5660 (0.5806) loss_class_dn_2: 0.4334 (0.4507) loss_bbox_dn_2: 0.3318 (0.3656) loss_giou_dn_2: 0.5514 (0.5560) loss_class_dn_3: 0.4266 (0.4466) loss_bbox_dn_3: 0.3261 (0.3615) loss_giou_dn_3: 0.5450 (0.5502) loss_class_dn_4: 0.4280 (0.4482) loss_bbox_dn_4: 0.3251 (0.3604) loss_giou_dn_4: 0.5419 (0.5488) loss_class_hybrid: 0.7920 (0.8507) loss_bbox_hybrid: 0.2235 (0.2313) loss_giou_hybrid: 0.5045 (0.4888) loss_class_0_hybrid: 0.8536 (0.9168) loss_bbox_0_hybrid: 0.2473 (0.2439) loss_giou_0_hybrid: 0.5092 (0.5161) loss_class_1_hybrid: 0.8288 (0.8828) loss_bbox_1_hybrid: 0.2309 (0.2350) loss_giou_1_hybrid: 0.5023 (0.4975) loss_class_2_hybrid: 0.8178 (0.8670) loss_bbox_2_hybrid: 0.2226 (0.2312) loss_giou_2_hybrid: 0.5041 (0.4909) loss_class_3_hybrid: 0.8103 (0.8550) loss_bbox_3_hybrid: 0.2217 (0.2312) loss_giou_3_hybrid: 0.5006 (0.4892) loss_class_4_hybrid: 0.7854 (0.8504) loss_bbox_4_hybrid: 0.2240 (0.2314) loss_giou_4_hybrid: 0.5031 (0.4891) loss_class_enc_hybrid: 0.8354 (0.8599) loss_bbox_enc_hybrid: 0.2950 (0.2952) loss_giou_enc_hybrid: 0.5976 (0.5928) mem: 1029 max mem: 36964 [2024-01-14 20:16:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:17:35 det.util.engine] INFO: Epoch: [2] [3300/11727] eta: 2:30:33 lr: 0.000100 data_time: 0.0032 iter_time: 1.0217 loss: 30.0085 (31.1778) loss_class: 0.8111 (0.8624) loss_bbox: 0.1920 (0.2102) loss_giou: 0.4225 (0.4458) loss_class_0: 1.0442 (1.0975) loss_bbox_0: 0.1939 (0.2079) loss_giou_0: 0.4195 (0.4530) loss_class_1: 0.8879 (0.9632) loss_bbox_1: 0.1960 (0.2087) loss_giou_1: 0.4155 (0.4478) loss_class_2: 0.8740 (0.9068) loss_bbox_2: 0.1829 (0.2074) loss_giou_2: 0.4015 (0.4458) loss_class_3: 0.8363 (0.8785) loss_bbox_3: 0.1820 (0.2085) loss_giou_3: 0.4019 (0.4447) loss_class_4: 0.8335 (0.8654) loss_bbox_4: 0.1833 (0.2094) loss_giou_4: 0.4162 (0.4453) loss_class_enc: 1.0135 (1.0059) loss_bbox_enc: 0.2336 (0.2550) loss_giou_enc: 0.4820 (0.5230) loss_class_dn: 0.4410 (0.4523) loss_bbox_dn: 0.3505 (0.3604) loss_giou_dn: 0.5251 (0.5489) loss_class_dn_0: 0.5027 (0.5056) loss_bbox_dn_0: 0.4779 (0.4658) loss_giou_dn_0: 0.6771 (0.6888) loss_class_dn_1: 0.4615 (0.4655) loss_bbox_dn_1: 0.3850 (0.3858) loss_giou_dn_1: 0.5600 (0.5806) loss_class_dn_2: 0.4433 (0.4506) loss_bbox_dn_2: 0.3557 (0.3656) loss_giou_dn_2: 0.5294 (0.5560) loss_class_dn_3: 0.4347 (0.4465) loss_bbox_dn_3: 0.3502 (0.3615) loss_giou_dn_3: 0.5257 (0.5501) loss_class_dn_4: 0.4351 (0.4481) loss_bbox_dn_4: 0.3505 (0.3604) loss_giou_dn_4: 0.5251 (0.5487) loss_class_hybrid: 0.8248 (0.8507) loss_bbox_hybrid: 0.2101 (0.2313) loss_giou_hybrid: 0.4456 (0.4888) loss_class_0_hybrid: 0.8944 (0.9165) loss_bbox_0_hybrid: 0.2178 (0.2439) loss_giou_0_hybrid: 0.4680 (0.5160) loss_class_1_hybrid: 0.8657 (0.8826) loss_bbox_1_hybrid: 0.2129 (0.2350) loss_giou_1_hybrid: 0.4589 (0.4975) loss_class_2_hybrid: 0.8258 (0.8669) loss_bbox_2_hybrid: 0.2064 (0.2311) loss_giou_2_hybrid: 0.4524 (0.4909) loss_class_3_hybrid: 0.8267 (0.8550) loss_bbox_3_hybrid: 0.2081 (0.2311) loss_giou_3_hybrid: 0.4479 (0.4891) loss_class_4_hybrid: 0.8279 (0.8504) loss_bbox_4_hybrid: 0.2108 (0.2313) loss_giou_4_hybrid: 0.4471 (0.4891) loss_class_enc_hybrid: 0.8635 (0.8598) loss_bbox_enc_hybrid: 0.2860 (0.2951) loss_giou_enc_hybrid: 0.5458 (0.5927) mem: 1032 max mem: 36964 [2024-01-14 20:17:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:18:28 det.util.engine] INFO: Epoch: [2] [3350/11727] eta: 2:29:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0297 loss: 30.4867 (31.1712) loss_class: 0.8261 (0.8620) loss_bbox: 0.1893 (0.2101) loss_giou: 0.4276 (0.4461) loss_class_0: 1.0537 (1.0972) loss_bbox_0: 0.1799 (0.2078) loss_giou_0: 0.4504 (0.4533) loss_class_1: 0.9167 (0.9629) loss_bbox_1: 0.1798 (0.2085) loss_giou_1: 0.4492 (0.4481) loss_class_2: 0.8441 (0.9063) loss_bbox_2: 0.1887 (0.2073) loss_giou_2: 0.4308 (0.4461) loss_class_3: 0.8364 (0.8781) loss_bbox_3: 0.1905 (0.2083) loss_giou_3: 0.4316 (0.4450) loss_class_4: 0.8321 (0.8650) loss_bbox_4: 0.1894 (0.2093) loss_giou_4: 0.4332 (0.4456) loss_class_enc: 0.9541 (1.0055) loss_bbox_enc: 0.2226 (0.2548) loss_giou_enc: 0.5222 (0.5233) loss_class_dn: 0.4340 (0.4522) loss_bbox_dn: 0.2932 (0.3599) loss_giou_dn: 0.5215 (0.5489) loss_class_dn_0: 0.5043 (0.5055) loss_bbox_dn_0: 0.3931 (0.4653) loss_giou_dn_0: 0.6731 (0.6887) loss_class_dn_1: 0.4509 (0.4655) loss_bbox_dn_1: 0.3151 (0.3853) loss_giou_dn_1: 0.5624 (0.5805) loss_class_dn_2: 0.4361 (0.4505) loss_bbox_dn_2: 0.2952 (0.3650) loss_giou_dn_2: 0.5276 (0.5559) loss_class_dn_3: 0.4319 (0.4464) loss_bbox_dn_3: 0.2940 (0.3610) loss_giou_dn_3: 0.5228 (0.5501) loss_class_dn_4: 0.4297 (0.4479) loss_bbox_dn_4: 0.2933 (0.3599) loss_giou_dn_4: 0.5218 (0.5487) loss_class_hybrid: 0.8044 (0.8503) loss_bbox_hybrid: 0.2095 (0.2312) loss_giou_hybrid: 0.4602 (0.4892) loss_class_0_hybrid: 0.8985 (0.9164) loss_bbox_0_hybrid: 0.2179 (0.2437) loss_giou_0_hybrid: 0.5014 (0.5163) loss_class_1_hybrid: 0.8335 (0.8823) loss_bbox_1_hybrid: 0.2090 (0.2348) loss_giou_1_hybrid: 0.4712 (0.4978) loss_class_2_hybrid: 0.8226 (0.8665) loss_bbox_2_hybrid: 0.2105 (0.2310) loss_giou_2_hybrid: 0.4540 (0.4912) loss_class_3_hybrid: 0.8003 (0.8545) loss_bbox_3_hybrid: 0.2086 (0.2310) loss_giou_3_hybrid: 0.4603 (0.4895) loss_class_4_hybrid: 0.8198 (0.8499) loss_bbox_4_hybrid: 0.2091 (0.2312) loss_giou_4_hybrid: 0.4569 (0.4894) loss_class_enc_hybrid: 0.8338 (0.8595) loss_bbox_enc_hybrid: 0.2651 (0.2949) loss_giou_enc_hybrid: 0.5921 (0.5930) mem: 1012 max mem: 36964 [2024-01-14 20:18:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:19:21 det.util.engine] INFO: Epoch: [2] [3400/11727] eta: 2:28:42 lr: 0.000100 data_time: 0.0027 iter_time: 1.0316 loss: 30.4750 (31.1650) loss_class: 0.8017 (0.8618) loss_bbox: 0.2067 (0.2101) loss_giou: 0.4033 (0.4461) loss_class_0: 1.0076 (1.0968) loss_bbox_0: 0.2173 (0.2078) loss_giou_0: 0.4094 (0.4532) loss_class_1: 0.8820 (0.9623) loss_bbox_1: 0.2019 (0.2086) loss_giou_1: 0.4064 (0.4480) loss_class_2: 0.8460 (0.9059) loss_bbox_2: 0.2012 (0.2073) loss_giou_2: 0.4044 (0.4460) loss_class_3: 0.8256 (0.8778) loss_bbox_3: 0.2062 (0.2084) loss_giou_3: 0.4094 (0.4450) loss_class_4: 0.8208 (0.8647) loss_bbox_4: 0.2090 (0.2093) loss_giou_4: 0.4003 (0.4456) loss_class_enc: 0.9490 (1.0054) loss_bbox_enc: 0.2489 (0.2548) loss_giou_enc: 0.4925 (0.5230) loss_class_dn: 0.4314 (0.4521) loss_bbox_dn: 0.3449 (0.3598) loss_giou_dn: 0.5156 (0.5488) loss_class_dn_0: 0.5005 (0.5055) loss_bbox_dn_0: 0.4600 (0.4651) loss_giou_dn_0: 0.6660 (0.6885) loss_class_dn_1: 0.4506 (0.4654) loss_bbox_dn_1: 0.3728 (0.3851) loss_giou_dn_1: 0.5470 (0.5804) loss_class_dn_2: 0.4331 (0.4505) loss_bbox_dn_2: 0.3497 (0.3649) loss_giou_dn_2: 0.5195 (0.5558) loss_class_dn_3: 0.4294 (0.4463) loss_bbox_dn_3: 0.3470 (0.3608) loss_giou_dn_3: 0.5177 (0.5500) loss_class_dn_4: 0.4278 (0.4479) loss_bbox_dn_4: 0.3447 (0.3597) loss_giou_dn_4: 0.5154 (0.5486) loss_class_hybrid: 0.7820 (0.8501) loss_bbox_hybrid: 0.2209 (0.2312) loss_giou_hybrid: 0.4424 (0.4890) loss_class_0_hybrid: 0.8511 (0.9161) loss_bbox_0_hybrid: 0.2341 (0.2437) loss_giou_0_hybrid: 0.4695 (0.5162) loss_class_1_hybrid: 0.8245 (0.8821) loss_bbox_1_hybrid: 0.2267 (0.2349) loss_giou_1_hybrid: 0.4405 (0.4977) loss_class_2_hybrid: 0.7953 (0.8663) loss_bbox_2_hybrid: 0.2205 (0.2311) loss_giou_2_hybrid: 0.4416 (0.4911) loss_class_3_hybrid: 0.7967 (0.8543) loss_bbox_3_hybrid: 0.2213 (0.2310) loss_giou_3_hybrid: 0.4413 (0.4894) loss_class_4_hybrid: 0.7866 (0.8498) loss_bbox_4_hybrid: 0.2204 (0.2312) loss_giou_4_hybrid: 0.4424 (0.4893) loss_class_enc_hybrid: 0.8206 (0.8595) loss_bbox_enc_hybrid: 0.2808 (0.2949) loss_giou_enc_hybrid: 0.5405 (0.5928) mem: 1021 max mem: 36964 [2024-01-14 20:19:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:20:12 det.util.engine] INFO: Epoch: [2] [3450/11727] eta: 2:27:43 lr: 0.000100 data_time: 0.0031 iter_time: 1.0312 loss: 30.0301 (31.1541) loss_class: 0.8234 (0.8614) loss_bbox: 0.1838 (0.2100) loss_giou: 0.3874 (0.4459) loss_class_0: 1.0917 (1.0966) loss_bbox_0: 0.1943 (0.2078) loss_giou_0: 0.4001 (0.4530) loss_class_1: 0.9058 (0.9618) loss_bbox_1: 0.2032 (0.2085) loss_giou_1: 0.4107 (0.4479) loss_class_2: 0.8318 (0.9055) loss_bbox_2: 0.1921 (0.2073) loss_giou_2: 0.4049 (0.4459) loss_class_3: 0.8312 (0.8773) loss_bbox_3: 0.1942 (0.2083) loss_giou_3: 0.4010 (0.4448) loss_class_4: 0.8255 (0.8644) loss_bbox_4: 0.1810 (0.2093) loss_giou_4: 0.3922 (0.4454) loss_class_enc: 1.0558 (1.0054) loss_bbox_enc: 0.2330 (0.2547) loss_giou_enc: 0.4635 (0.5227) loss_class_dn: 0.4428 (0.4519) loss_bbox_dn: 0.3258 (0.3595) loss_giou_dn: 0.5251 (0.5485) loss_class_dn_0: 0.5123 (0.5055) loss_bbox_dn_0: 0.4531 (0.4649) loss_giou_dn_0: 0.6709 (0.6883) loss_class_dn_1: 0.4709 (0.4654) loss_bbox_dn_1: 0.3567 (0.3849) loss_giou_dn_1: 0.5543 (0.5801) loss_class_dn_2: 0.4491 (0.4504) loss_bbox_dn_2: 0.3304 (0.3647) loss_giou_dn_2: 0.5272 (0.5556) loss_class_dn_3: 0.4380 (0.4462) loss_bbox_dn_3: 0.3262 (0.3606) loss_giou_dn_3: 0.5241 (0.5497) loss_class_dn_4: 0.4374 (0.4477) loss_bbox_dn_4: 0.3258 (0.3595) loss_giou_dn_4: 0.5251 (0.5484) loss_class_hybrid: 0.8662 (0.8500) loss_bbox_hybrid: 0.1960 (0.2311) loss_giou_hybrid: 0.4389 (0.4888) loss_class_0_hybrid: 0.9392 (0.9159) loss_bbox_0_hybrid: 0.2191 (0.2436) loss_giou_0_hybrid: 0.4579 (0.5159) loss_class_1_hybrid: 0.8946 (0.8819) loss_bbox_1_hybrid: 0.2055 (0.2348) loss_giou_1_hybrid: 0.4384 (0.4975) loss_class_2_hybrid: 0.8685 (0.8661) loss_bbox_2_hybrid: 0.1971 (0.2310) loss_giou_2_hybrid: 0.4270 (0.4909) loss_class_3_hybrid: 0.8538 (0.8542) loss_bbox_3_hybrid: 0.1963 (0.2310) loss_giou_3_hybrid: 0.4319 (0.4892) loss_class_4_hybrid: 0.8373 (0.8496) loss_bbox_4_hybrid: 0.1947 (0.2312) loss_giou_4_hybrid: 0.4332 (0.4891) loss_class_enc_hybrid: 0.8791 (0.8594) loss_bbox_enc_hybrid: 0.2770 (0.2947) loss_giou_enc_hybrid: 0.5313 (0.5925) mem: 1031 max mem: 36964 [2024-01-14 20:20:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:21:05 det.util.engine] INFO: Epoch: [2] [3500/11727] eta: 2:26:47 lr: 0.000100 data_time: 0.0029 iter_time: 1.0592 loss: 30.4276 (31.1498) loss_class: 0.8071 (0.8612) loss_bbox: 0.1848 (0.2100) loss_giou: 0.4574 (0.4461) loss_class_0: 1.0422 (1.0962) loss_bbox_0: 0.2012 (0.2077) loss_giou_0: 0.4755 (0.4532) loss_class_1: 0.8769 (0.9613) loss_bbox_1: 0.2017 (0.2086) loss_giou_1: 0.4724 (0.4481) loss_class_2: 0.8325 (0.9053) loss_bbox_2: 0.2053 (0.2073) loss_giou_2: 0.4595 (0.4460) loss_class_3: 0.8206 (0.8770) loss_bbox_3: 0.1858 (0.2083) loss_giou_3: 0.4619 (0.4450) loss_class_4: 0.8140 (0.8642) loss_bbox_4: 0.2007 (0.2092) loss_giou_4: 0.4632 (0.4456) loss_class_enc: 0.9816 (1.0051) loss_bbox_enc: 0.2512 (0.2546) loss_giou_enc: 0.5358 (0.5228) loss_class_dn: 0.4397 (0.4518) loss_bbox_dn: 0.3404 (0.3594) loss_giou_dn: 0.5439 (0.5484) loss_class_dn_0: 0.4946 (0.5054) loss_bbox_dn_0: 0.4363 (0.4646) loss_giou_dn_0: 0.6823 (0.6882) loss_class_dn_1: 0.4521 (0.4652) loss_bbox_dn_1: 0.3656 (0.3847) loss_giou_dn_1: 0.5808 (0.5800) loss_class_dn_2: 0.4365 (0.4502) loss_bbox_dn_2: 0.3490 (0.3645) loss_giou_dn_2: 0.5520 (0.5555) loss_class_dn_3: 0.4347 (0.4461) loss_bbox_dn_3: 0.3437 (0.3604) loss_giou_dn_3: 0.5427 (0.5497) loss_class_dn_4: 0.4364 (0.4476) loss_bbox_dn_4: 0.3403 (0.3593) loss_giou_dn_4: 0.5438 (0.5483) loss_class_hybrid: 0.8053 (0.8498) loss_bbox_hybrid: 0.2210 (0.2311) loss_giou_hybrid: 0.5064 (0.4890) loss_class_0_hybrid: 0.8993 (0.9156) loss_bbox_0_hybrid: 0.2355 (0.2436) loss_giou_0_hybrid: 0.5447 (0.5161) loss_class_1_hybrid: 0.8408 (0.8816) loss_bbox_1_hybrid: 0.2312 (0.2348) loss_giou_1_hybrid: 0.5154 (0.4976) loss_class_2_hybrid: 0.8111 (0.8659) loss_bbox_2_hybrid: 0.2298 (0.2310) loss_giou_2_hybrid: 0.5121 (0.4910) loss_class_3_hybrid: 0.7977 (0.8540) loss_bbox_3_hybrid: 0.2274 (0.2309) loss_giou_3_hybrid: 0.5123 (0.4893) loss_class_4_hybrid: 0.7953 (0.8495) loss_bbox_4_hybrid: 0.2251 (0.2311) loss_giou_4_hybrid: 0.5060 (0.4892) loss_class_enc_hybrid: 0.8341 (0.8592) loss_bbox_enc_hybrid: 0.2933 (0.2947) loss_giou_enc_hybrid: 0.6010 (0.5925) mem: 1012 max mem: 36964 [2024-01-14 20:21:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:21:57 det.util.engine] INFO: Epoch: [2] [3550/11727] eta: 2:25:51 lr: 0.000100 data_time: 0.0030 iter_time: 1.0366 loss: 30.4022 (31.1439) loss_class: 0.8793 (0.8615) loss_bbox: 0.1921 (0.2098) loss_giou: 0.4285 (0.4458) loss_class_0: 1.0960 (1.0964) loss_bbox_0: 0.1973 (0.2076) loss_giou_0: 0.4293 (0.4530) loss_class_1: 0.9863 (0.9615) loss_bbox_1: 0.2047 (0.2084) loss_giou_1: 0.4294 (0.4479) loss_class_2: 0.8964 (0.9055) loss_bbox_2: 0.1865 (0.2071) loss_giou_2: 0.4266 (0.4457) loss_class_3: 0.8590 (0.8771) loss_bbox_3: 0.1852 (0.2081) loss_giou_3: 0.4340 (0.4447) loss_class_4: 0.8545 (0.8643) loss_bbox_4: 0.1923 (0.2091) loss_giou_4: 0.4335 (0.4453) loss_class_enc: 0.9916 (1.0052) loss_bbox_enc: 0.2530 (0.2545) loss_giou_enc: 0.5176 (0.5226) loss_class_dn: 0.4509 (0.4518) loss_bbox_dn: 0.2914 (0.3592) loss_giou_dn: 0.5536 (0.5482) loss_class_dn_0: 0.5016 (0.5054) loss_bbox_dn_0: 0.4087 (0.4645) loss_giou_dn_0: 0.6793 (0.6881) loss_class_dn_1: 0.4705 (0.4653) loss_bbox_dn_1: 0.3088 (0.3845) loss_giou_dn_1: 0.5762 (0.5798) loss_class_dn_2: 0.4531 (0.4502) loss_bbox_dn_2: 0.2912 (0.3644) loss_giou_dn_2: 0.5558 (0.5553) loss_class_dn_3: 0.4494 (0.4461) loss_bbox_dn_3: 0.2917 (0.3603) loss_giou_dn_3: 0.5541 (0.5495) loss_class_dn_4: 0.4457 (0.4476) loss_bbox_dn_4: 0.2915 (0.3592) loss_giou_dn_4: 0.5535 (0.5481) loss_class_hybrid: 0.8606 (0.8499) loss_bbox_hybrid: 0.2177 (0.2310) loss_giou_hybrid: 0.4819 (0.4887) loss_class_0_hybrid: 0.9402 (0.9157) loss_bbox_0_hybrid: 0.2341 (0.2435) loss_giou_0_hybrid: 0.5097 (0.5158) loss_class_1_hybrid: 0.8853 (0.8817) loss_bbox_1_hybrid: 0.2315 (0.2347) loss_giou_1_hybrid: 0.4928 (0.4973) loss_class_2_hybrid: 0.8981 (0.8660) loss_bbox_2_hybrid: 0.2235 (0.2308) loss_giou_2_hybrid: 0.4864 (0.4908) loss_class_3_hybrid: 0.8750 (0.8541) loss_bbox_3_hybrid: 0.2201 (0.2308) loss_giou_3_hybrid: 0.4809 (0.4890) loss_class_4_hybrid: 0.8502 (0.8495) loss_bbox_4_hybrid: 0.2175 (0.2310) loss_giou_4_hybrid: 0.4847 (0.4890) loss_class_enc_hybrid: 0.8572 (0.8593) loss_bbox_enc_hybrid: 0.2780 (0.2945) loss_giou_enc_hybrid: 0.5861 (0.5922) mem: 1014 max mem: 36964 [2024-01-14 20:21:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:22:49 det.util.engine] INFO: Epoch: [2] [3600/11727] eta: 2:24:54 lr: 0.000100 data_time: 0.0029 iter_time: 1.0651 loss: 30.9076 (31.1375) loss_class: 0.8838 (0.8614) loss_bbox: 0.1977 (0.2098) loss_giou: 0.4115 (0.4456) loss_class_0: 1.0421 (1.0962) loss_bbox_0: 0.2007 (0.2076) loss_giou_0: 0.4353 (0.4528) loss_class_1: 0.9550 (0.9612) loss_bbox_1: 0.1907 (0.2084) loss_giou_1: 0.4249 (0.4476) loss_class_2: 0.8800 (0.9053) loss_bbox_2: 0.1890 (0.2071) loss_giou_2: 0.4171 (0.4455) loss_class_3: 0.8600 (0.8769) loss_bbox_3: 0.1883 (0.2082) loss_giou_3: 0.4132 (0.4445) loss_class_4: 0.8699 (0.8642) loss_bbox_4: 0.1976 (0.2091) loss_giou_4: 0.4143 (0.4451) loss_class_enc: 0.9517 (1.0052) loss_bbox_enc: 0.2539 (0.2545) loss_giou_enc: 0.5017 (0.5223) loss_class_dn: 0.4462 (0.4518) loss_bbox_dn: 0.3439 (0.3592) loss_giou_dn: 0.5605 (0.5480) loss_class_dn_0: 0.5059 (0.5054) loss_bbox_dn_0: 0.4605 (0.4645) loss_giou_dn_0: 0.6756 (0.6878) loss_class_dn_1: 0.4639 (0.4653) loss_bbox_dn_1: 0.3717 (0.3845) loss_giou_dn_1: 0.5855 (0.5796) loss_class_dn_2: 0.4471 (0.4503) loss_bbox_dn_2: 0.3521 (0.3643) loss_giou_dn_2: 0.5660 (0.5550) loss_class_dn_3: 0.4418 (0.4461) loss_bbox_dn_3: 0.3441 (0.3603) loss_giou_dn_3: 0.5623 (0.5492) loss_class_dn_4: 0.4409 (0.4477) loss_bbox_dn_4: 0.3439 (0.3592) loss_giou_dn_4: 0.5603 (0.5478) loss_class_hybrid: 0.8378 (0.8500) loss_bbox_hybrid: 0.2145 (0.2309) loss_giou_hybrid: 0.4500 (0.4883) loss_class_0_hybrid: 0.8845 (0.9157) loss_bbox_0_hybrid: 0.2246 (0.2435) loss_giou_0_hybrid: 0.4829 (0.5155) loss_class_1_hybrid: 0.8571 (0.8817) loss_bbox_1_hybrid: 0.2153 (0.2347) loss_giou_1_hybrid: 0.4655 (0.4970) loss_class_2_hybrid: 0.8365 (0.8661) loss_bbox_2_hybrid: 0.2109 (0.2308) loss_giou_2_hybrid: 0.4500 (0.4904) loss_class_3_hybrid: 0.8570 (0.8541) loss_bbox_3_hybrid: 0.2088 (0.2308) loss_giou_3_hybrid: 0.4444 (0.4887) loss_class_4_hybrid: 0.8334 (0.8496) loss_bbox_4_hybrid: 0.2106 (0.2309) loss_giou_4_hybrid: 0.4480 (0.4886) loss_class_enc_hybrid: 0.8369 (0.8594) loss_bbox_enc_hybrid: 0.2880 (0.2945) loss_giou_enc_hybrid: 0.5692 (0.5919) mem: 1030 max mem: 36964 [2024-01-14 20:22:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:23:41 det.util.engine] INFO: Epoch: [2] [3650/11727] eta: 2:23:57 lr: 0.000100 data_time: 0.0028 iter_time: 1.0358 loss: 30.3586 (31.1367) loss_class: 0.8788 (0.8617) loss_bbox: 0.1790 (0.2097) loss_giou: 0.4056 (0.4455) loss_class_0: 1.0704 (1.0962) loss_bbox_0: 0.1892 (0.2075) loss_giou_0: 0.4340 (0.4528) loss_class_1: 0.9507 (0.9615) loss_bbox_1: 0.1811 (0.2083) loss_giou_1: 0.4222 (0.4475) loss_class_2: 0.8874 (0.9056) loss_bbox_2: 0.1756 (0.2070) loss_giou_2: 0.4150 (0.4454) loss_class_3: 0.8864 (0.8772) loss_bbox_3: 0.1766 (0.2080) loss_giou_3: 0.4081 (0.4444) loss_class_4: 0.8923 (0.8645) loss_bbox_4: 0.1782 (0.2089) loss_giou_4: 0.4052 (0.4450) loss_class_enc: 0.9863 (1.0051) loss_bbox_enc: 0.2168 (0.2544) loss_giou_enc: 0.5174 (0.5223) loss_class_dn: 0.4516 (0.4519) loss_bbox_dn: 0.3214 (0.3590) loss_giou_dn: 0.5267 (0.5479) loss_class_dn_0: 0.5016 (0.5055) loss_bbox_dn_0: 0.4245 (0.4643) loss_giou_dn_0: 0.6910 (0.6877) loss_class_dn_1: 0.4548 (0.4653) loss_bbox_dn_1: 0.3333 (0.3843) loss_giou_dn_1: 0.5575 (0.5795) loss_class_dn_2: 0.4448 (0.4503) loss_bbox_dn_2: 0.3234 (0.3642) loss_giou_dn_2: 0.5349 (0.5549) loss_class_dn_3: 0.4436 (0.4462) loss_bbox_dn_3: 0.3221 (0.3601) loss_giou_dn_3: 0.5296 (0.5491) loss_class_dn_4: 0.4474 (0.4478) loss_bbox_dn_4: 0.3214 (0.3590) loss_giou_dn_4: 0.5266 (0.5477) loss_class_hybrid: 0.8257 (0.8503) loss_bbox_hybrid: 0.2094 (0.2308) loss_giou_hybrid: 0.4711 (0.4882) loss_class_0_hybrid: 0.9003 (0.9158) loss_bbox_0_hybrid: 0.2210 (0.2434) loss_giou_0_hybrid: 0.4952 (0.5154) loss_class_1_hybrid: 0.8550 (0.8819) loss_bbox_1_hybrid: 0.2191 (0.2346) loss_giou_1_hybrid: 0.4685 (0.4969) loss_class_2_hybrid: 0.8253 (0.8664) loss_bbox_2_hybrid: 0.2136 (0.2307) loss_giou_2_hybrid: 0.4622 (0.4903) loss_class_3_hybrid: 0.8234 (0.8544) loss_bbox_3_hybrid: 0.2103 (0.2307) loss_giou_3_hybrid: 0.4653 (0.4886) loss_class_4_hybrid: 0.8187 (0.8499) loss_bbox_4_hybrid: 0.2102 (0.2308) loss_giou_4_hybrid: 0.4628 (0.4885) loss_class_enc_hybrid: 0.8241 (0.8595) loss_bbox_enc_hybrid: 0.2668 (0.2944) loss_giou_enc_hybrid: 0.5582 (0.5918) mem: 1031 max mem: 36964 [2024-01-14 20:23:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:24:33 det.util.engine] INFO: Epoch: [2] [3700/11727] eta: 2:23:02 lr: 0.000100 data_time: 0.0031 iter_time: 1.0520 loss: 31.4203 (31.1321) loss_class: 0.8615 (0.8617) loss_bbox: 0.2007 (0.2096) loss_giou: 0.4369 (0.4455) loss_class_0: 1.0855 (1.0960) loss_bbox_0: 0.2085 (0.2074) loss_giou_0: 0.4646 (0.4529) loss_class_1: 0.9735 (0.9614) loss_bbox_1: 0.1963 (0.2082) loss_giou_1: 0.4508 (0.4475) loss_class_2: 0.9148 (0.9057) loss_bbox_2: 0.2019 (0.2069) loss_giou_2: 0.4428 (0.4454) loss_class_3: 0.8786 (0.8771) loss_bbox_3: 0.1989 (0.2079) loss_giou_3: 0.4379 (0.4445) loss_class_4: 0.8537 (0.8645) loss_bbox_4: 0.2005 (0.2088) loss_giou_4: 0.4369 (0.4450) loss_class_enc: 1.0036 (1.0049) loss_bbox_enc: 0.2328 (0.2543) loss_giou_enc: 0.5340 (0.5223) loss_class_dn: 0.4571 (0.4519) loss_bbox_dn: 0.3493 (0.3588) loss_giou_dn: 0.5623 (0.5477) loss_class_dn_0: 0.5100 (0.5055) loss_bbox_dn_0: 0.4497 (0.4640) loss_giou_dn_0: 0.7043 (0.6876) loss_class_dn_1: 0.4624 (0.4653) loss_bbox_dn_1: 0.3770 (0.3840) loss_giou_dn_1: 0.5892 (0.5793) loss_class_dn_2: 0.4469 (0.4503) loss_bbox_dn_2: 0.3505 (0.3639) loss_giou_dn_2: 0.5669 (0.5548) loss_class_dn_3: 0.4479 (0.4462) loss_bbox_dn_3: 0.3493 (0.3599) loss_giou_dn_3: 0.5648 (0.5490) loss_class_dn_4: 0.4486 (0.4478) loss_bbox_dn_4: 0.3492 (0.3588) loss_giou_dn_4: 0.5623 (0.5476) loss_class_hybrid: 0.8724 (0.8503) loss_bbox_hybrid: 0.2159 (0.2307) loss_giou_hybrid: 0.4848 (0.4882) loss_class_0_hybrid: 0.9106 (0.9159) loss_bbox_0_hybrid: 0.2278 (0.2432) loss_giou_0_hybrid: 0.5199 (0.5155) loss_class_1_hybrid: 0.9096 (0.8819) loss_bbox_1_hybrid: 0.2198 (0.2345) loss_giou_1_hybrid: 0.4943 (0.4969) loss_class_2_hybrid: 0.8774 (0.8664) loss_bbox_2_hybrid: 0.2176 (0.2305) loss_giou_2_hybrid: 0.4816 (0.4903) loss_class_3_hybrid: 0.8753 (0.8544) loss_bbox_3_hybrid: 0.2125 (0.2305) loss_giou_3_hybrid: 0.4819 (0.4886) loss_class_4_hybrid: 0.8653 (0.8500) loss_bbox_4_hybrid: 0.2141 (0.2307) loss_giou_4_hybrid: 0.4848 (0.4885) loss_class_enc_hybrid: 0.8506 (0.8594) loss_bbox_enc_hybrid: 0.2726 (0.2942) loss_giou_enc_hybrid: 0.5946 (0.5919) mem: 1023 max mem: 36964 [2024-01-14 20:24:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:25:25 det.util.engine] INFO: Epoch: [2] [3750/11727] eta: 2:22:05 lr: 0.000100 data_time: 0.0030 iter_time: 1.0190 loss: 29.8014 (31.1159) loss_class: 0.8048 (0.8614) loss_bbox: 0.1828 (0.2094) loss_giou: 0.4156 (0.4453) loss_class_0: 1.0549 (1.0956) loss_bbox_0: 0.1866 (0.2072) loss_giou_0: 0.3999 (0.4526) loss_class_1: 0.9546 (0.9610) loss_bbox_1: 0.1762 (0.2080) loss_giou_1: 0.3990 (0.4473) loss_class_2: 0.9008 (0.9054) loss_bbox_2: 0.1800 (0.2066) loss_giou_2: 0.4072 (0.4452) loss_class_3: 0.8215 (0.8769) loss_bbox_3: 0.1783 (0.2077) loss_giou_3: 0.4068 (0.4442) loss_class_4: 0.8124 (0.8642) loss_bbox_4: 0.1805 (0.2086) loss_giou_4: 0.4165 (0.4449) loss_class_enc: 1.0098 (1.0048) loss_bbox_enc: 0.2207 (0.2540) loss_giou_enc: 0.4652 (0.5220) loss_class_dn: 0.4359 (0.4518) loss_bbox_dn: 0.2922 (0.3582) loss_giou_dn: 0.5393 (0.5475) loss_class_dn_0: 0.5095 (0.5055) loss_bbox_dn_0: 0.4163 (0.4634) loss_giou_dn_0: 0.6671 (0.6873) loss_class_dn_1: 0.4578 (0.4653) loss_bbox_dn_1: 0.3001 (0.3834) loss_giou_dn_1: 0.5715 (0.5790) loss_class_dn_2: 0.4377 (0.4502) loss_bbox_dn_2: 0.2940 (0.3634) loss_giou_dn_2: 0.5474 (0.5545) loss_class_dn_3: 0.4345 (0.4461) loss_bbox_dn_3: 0.2919 (0.3593) loss_giou_dn_3: 0.5424 (0.5487) loss_class_dn_4: 0.4360 (0.4476) loss_bbox_dn_4: 0.2922 (0.3582) loss_giou_dn_4: 0.5393 (0.5473) loss_class_hybrid: 0.8099 (0.8500) loss_bbox_hybrid: 0.2091 (0.2304) loss_giou_hybrid: 0.4310 (0.4880) loss_class_0_hybrid: 0.8769 (0.9156) loss_bbox_0_hybrid: 0.2131 (0.2429) loss_giou_0_hybrid: 0.4506 (0.5153) loss_class_1_hybrid: 0.8430 (0.8816) loss_bbox_1_hybrid: 0.2081 (0.2342) loss_giou_1_hybrid: 0.4395 (0.4967) loss_class_2_hybrid: 0.8186 (0.8661) loss_bbox_2_hybrid: 0.2104 (0.2302) loss_giou_2_hybrid: 0.4329 (0.4901) loss_class_3_hybrid: 0.8062 (0.8541) loss_bbox_3_hybrid: 0.2103 (0.2302) loss_giou_3_hybrid: 0.4334 (0.4884) loss_class_4_hybrid: 0.8243 (0.8496) loss_bbox_4_hybrid: 0.2086 (0.2304) loss_giou_4_hybrid: 0.4323 (0.4883) loss_class_enc_hybrid: 0.8501 (0.8593) loss_bbox_enc_hybrid: 0.2614 (0.2939) loss_giou_enc_hybrid: 0.5246 (0.5917) mem: 1028 max mem: 36964 [2024-01-14 20:25:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:26:18 det.util.engine] INFO: Epoch: [2] [3800/11727] eta: 2:21:10 lr: 0.000100 data_time: 0.0034 iter_time: 1.0482 loss: 30.7477 (31.1133) loss_class: 0.8330 (0.8617) loss_bbox: 0.1800 (0.2092) loss_giou: 0.4250 (0.4451) loss_class_0: 1.0535 (1.0960) loss_bbox_0: 0.1796 (0.2071) loss_giou_0: 0.4242 (0.4524) loss_class_1: 0.9246 (0.9612) loss_bbox_1: 0.1895 (0.2078) loss_giou_1: 0.4128 (0.4471) loss_class_2: 0.8934 (0.9058) loss_bbox_2: 0.1830 (0.2065) loss_giou_2: 0.4249 (0.4450) loss_class_3: 0.8460 (0.8772) loss_bbox_3: 0.1873 (0.2075) loss_giou_3: 0.4313 (0.4440) loss_class_4: 0.8436 (0.8646) loss_bbox_4: 0.1800 (0.2085) loss_giou_4: 0.4249 (0.4446) loss_class_enc: 0.9984 (1.0049) loss_bbox_enc: 0.2281 (0.2539) loss_giou_enc: 0.5189 (0.5219) loss_class_dn: 0.4268 (0.4519) loss_bbox_dn: 0.3411 (0.3581) loss_giou_dn: 0.5523 (0.5473) loss_class_dn_0: 0.5010 (0.5055) loss_bbox_dn_0: 0.4462 (0.4633) loss_giou_dn_0: 0.6906 (0.6872) loss_class_dn_1: 0.4570 (0.4653) loss_bbox_dn_1: 0.3519 (0.3833) loss_giou_dn_1: 0.5767 (0.5788) loss_class_dn_2: 0.4357 (0.4502) loss_bbox_dn_2: 0.3453 (0.3632) loss_giou_dn_2: 0.5594 (0.5543) loss_class_dn_3: 0.4253 (0.4462) loss_bbox_dn_3: 0.3421 (0.3592) loss_giou_dn_3: 0.5554 (0.5485) loss_class_dn_4: 0.4250 (0.4477) loss_bbox_dn_4: 0.3411 (0.3581) loss_giou_dn_4: 0.5522 (0.5472) loss_class_hybrid: 0.8093 (0.8503) loss_bbox_hybrid: 0.2022 (0.2302) loss_giou_hybrid: 0.4438 (0.4878) loss_class_0_hybrid: 0.8738 (0.9158) loss_bbox_0_hybrid: 0.2135 (0.2428) loss_giou_0_hybrid: 0.4716 (0.5151) loss_class_1_hybrid: 0.8648 (0.8819) loss_bbox_1_hybrid: 0.1969 (0.2339) loss_giou_1_hybrid: 0.4633 (0.4964) loss_class_2_hybrid: 0.8374 (0.8664) loss_bbox_2_hybrid: 0.1995 (0.2300) loss_giou_2_hybrid: 0.4450 (0.4898) loss_class_3_hybrid: 0.8341 (0.8545) loss_bbox_3_hybrid: 0.1990 (0.2300) loss_giou_3_hybrid: 0.4404 (0.4881) loss_class_4_hybrid: 0.8172 (0.8500) loss_bbox_4_hybrid: 0.2005 (0.2302) loss_giou_4_hybrid: 0.4403 (0.4880) loss_class_enc_hybrid: 0.8466 (0.8596) loss_bbox_enc_hybrid: 0.2736 (0.2937) loss_giou_enc_hybrid: 0.5699 (0.5914) mem: 1025 max mem: 36964 [2024-01-14 20:26:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:27:10 det.util.engine] INFO: Epoch: [2] [3850/11727] eta: 2:20:14 lr: 0.000100 data_time: 0.0032 iter_time: 1.0316 loss: 30.5554 (31.1186) loss_class: 0.8550 (0.8617) loss_bbox: 0.2147 (0.2094) loss_giou: 0.4036 (0.4451) loss_class_0: 1.0832 (1.0959) loss_bbox_0: 0.2053 (0.2073) loss_giou_0: 0.4190 (0.4525) loss_class_1: 0.9231 (0.9612) loss_bbox_1: 0.2025 (0.2080) loss_giou_1: 0.3984 (0.4471) loss_class_2: 0.9169 (0.9059) loss_bbox_2: 0.2066 (0.2067) loss_giou_2: 0.4001 (0.4450) loss_class_3: 0.8734 (0.8772) loss_bbox_3: 0.2158 (0.2077) loss_giou_3: 0.3997 (0.4440) loss_class_4: 0.8570 (0.8646) loss_bbox_4: 0.2147 (0.2087) loss_giou_4: 0.4033 (0.4446) loss_class_enc: 0.9828 (1.0048) loss_bbox_enc: 0.2563 (0.2540) loss_giou_enc: 0.4724 (0.5219) loss_class_dn: 0.4263 (0.4519) loss_bbox_dn: 0.3091 (0.3586) loss_giou_dn: 0.5166 (0.5473) loss_class_dn_0: 0.4999 (0.5054) loss_bbox_dn_0: 0.4353 (0.4639) loss_giou_dn_0: 0.6712 (0.6872) loss_class_dn_1: 0.4523 (0.4653) loss_bbox_dn_1: 0.3399 (0.3838) loss_giou_dn_1: 0.5595 (0.5788) loss_class_dn_2: 0.4327 (0.4502) loss_bbox_dn_2: 0.3152 (0.3637) loss_giou_dn_2: 0.5264 (0.5543) loss_class_dn_3: 0.4307 (0.4462) loss_bbox_dn_3: 0.3104 (0.3597) loss_giou_dn_3: 0.5151 (0.5485) loss_class_dn_4: 0.4293 (0.4477) loss_bbox_dn_4: 0.3092 (0.3586) loss_giou_dn_4: 0.5167 (0.5471) loss_class_hybrid: 0.8469 (0.8505) loss_bbox_hybrid: 0.2202 (0.2303) loss_giou_hybrid: 0.4181 (0.4877) loss_class_0_hybrid: 0.9101 (0.9160) loss_bbox_0_hybrid: 0.2250 (0.2430) loss_giou_0_hybrid: 0.4636 (0.5150) loss_class_1_hybrid: 0.8756 (0.8820) loss_bbox_1_hybrid: 0.2195 (0.2341) loss_giou_1_hybrid: 0.4311 (0.4964) loss_class_2_hybrid: 0.8695 (0.8665) loss_bbox_2_hybrid: 0.2194 (0.2302) loss_giou_2_hybrid: 0.4147 (0.4898) loss_class_3_hybrid: 0.8661 (0.8546) loss_bbox_3_hybrid: 0.2157 (0.2301) loss_giou_3_hybrid: 0.4173 (0.4880) loss_class_4_hybrid: 0.8517 (0.8501) loss_bbox_4_hybrid: 0.2216 (0.2303) loss_giou_4_hybrid: 0.4165 (0.4879) loss_class_enc_hybrid: 0.8739 (0.8597) loss_bbox_enc_hybrid: 0.2676 (0.2938) loss_giou_enc_hybrid: 0.5447 (0.5913) mem: 1037 max mem: 36964 [2024-01-14 20:27:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:28:03 det.util.engine] INFO: Epoch: [2] [3900/11727] eta: 2:19:20 lr: 0.000100 data_time: 0.0031 iter_time: 1.0281 loss: 29.8776 (31.1070) loss_class: 0.7815 (0.8612) loss_bbox: 0.2021 (0.2094) loss_giou: 0.3860 (0.4449) loss_class_0: 1.0409 (1.0955) loss_bbox_0: 0.1840 (0.2073) loss_giou_0: 0.4093 (0.4523) loss_class_1: 0.9051 (0.9607) loss_bbox_1: 0.1986 (0.2080) loss_giou_1: 0.3972 (0.4470) loss_class_2: 0.8670 (0.9055) loss_bbox_2: 0.1931 (0.2066) loss_giou_2: 0.3870 (0.4448) loss_class_3: 0.8278 (0.8767) loss_bbox_3: 0.2018 (0.2077) loss_giou_3: 0.3901 (0.4438) loss_class_4: 0.7837 (0.8640) loss_bbox_4: 0.2089 (0.2086) loss_giou_4: 0.3904 (0.4444) loss_class_enc: 0.9301 (1.0045) loss_bbox_enc: 0.2541 (0.2540) loss_giou_enc: 0.4904 (0.5216) loss_class_dn: 0.4217 (0.4517) loss_bbox_dn: 0.3407 (0.3585) loss_giou_dn: 0.4936 (0.5470) loss_class_dn_0: 0.4982 (0.5054) loss_bbox_dn_0: 0.4353 (0.4638) loss_giou_dn_0: 0.6437 (0.6870) loss_class_dn_1: 0.4501 (0.4652) loss_bbox_dn_1: 0.3535 (0.3837) loss_giou_dn_1: 0.5150 (0.5785) loss_class_dn_2: 0.4274 (0.4501) loss_bbox_dn_2: 0.3417 (0.3636) loss_giou_dn_2: 0.5021 (0.5540) loss_class_dn_3: 0.4196 (0.4460) loss_bbox_dn_3: 0.3410 (0.3596) loss_giou_dn_3: 0.4953 (0.5482) loss_class_dn_4: 0.4224 (0.4476) loss_bbox_dn_4: 0.3406 (0.3585) loss_giou_dn_4: 0.4935 (0.5469) loss_class_hybrid: 0.8013 (0.8503) loss_bbox_hybrid: 0.2345 (0.2302) loss_giou_hybrid: 0.4336 (0.4874) loss_class_0_hybrid: 0.8708 (0.9156) loss_bbox_0_hybrid: 0.2426 (0.2429) loss_giou_0_hybrid: 0.4762 (0.5147) loss_class_1_hybrid: 0.8477 (0.8817) loss_bbox_1_hybrid: 0.2226 (0.2341) loss_giou_1_hybrid: 0.4416 (0.4961) loss_class_2_hybrid: 0.8320 (0.8663) loss_bbox_2_hybrid: 0.2337 (0.2302) loss_giou_2_hybrid: 0.4305 (0.4895) loss_class_3_hybrid: 0.8134 (0.8544) loss_bbox_3_hybrid: 0.2277 (0.2301) loss_giou_3_hybrid: 0.4326 (0.4877) loss_class_4_hybrid: 0.8018 (0.8500) loss_bbox_4_hybrid: 0.2273 (0.2302) loss_giou_4_hybrid: 0.4331 (0.4877) loss_class_enc_hybrid: 0.8181 (0.8594) loss_bbox_enc_hybrid: 0.2676 (0.2937) loss_giou_enc_hybrid: 0.5488 (0.5910) mem: 1018 max mem: 36964 [2024-01-14 20:28:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:28:56 det.util.engine] INFO: Epoch: [2] [3950/11727] eta: 2:18:24 lr: 0.000100 data_time: 0.0030 iter_time: 1.0630 loss: 31.0334 (31.1052) loss_class: 0.8882 (0.8613) loss_bbox: 0.1960 (0.2092) loss_giou: 0.4095 (0.4448) loss_class_0: 1.1254 (1.0958) loss_bbox_0: 0.2036 (0.2072) loss_giou_0: 0.4160 (0.4523) loss_class_1: 1.0348 (0.9609) loss_bbox_1: 0.2020 (0.2079) loss_giou_1: 0.4202 (0.4470) loss_class_2: 0.9433 (0.9055) loss_bbox_2: 0.2068 (0.2065) loss_giou_2: 0.4136 (0.4448) loss_class_3: 0.8874 (0.8768) loss_bbox_3: 0.2073 (0.2075) loss_giou_3: 0.4071 (0.4438) loss_class_4: 0.9010 (0.8641) loss_bbox_4: 0.1970 (0.2085) loss_giou_4: 0.4090 (0.4444) loss_class_enc: 1.0239 (1.0044) loss_bbox_enc: 0.2662 (0.2540) loss_giou_enc: 0.4905 (0.5217) loss_class_dn: 0.4537 (0.4517) loss_bbox_dn: 0.3474 (0.3584) loss_giou_dn: 0.5170 (0.5470) loss_class_dn_0: 0.5047 (0.5054) loss_bbox_dn_0: 0.4507 (0.4637) loss_giou_dn_0: 0.6606 (0.6870) loss_class_dn_1: 0.4602 (0.4652) loss_bbox_dn_1: 0.3651 (0.3836) loss_giou_dn_1: 0.5447 (0.5785) loss_class_dn_2: 0.4582 (0.4501) loss_bbox_dn_2: 0.3510 (0.3635) loss_giou_dn_2: 0.5249 (0.5540) loss_class_dn_3: 0.4500 (0.4460) loss_bbox_dn_3: 0.3497 (0.3595) loss_giou_dn_3: 0.5188 (0.5482) loss_class_dn_4: 0.4480 (0.4475) loss_bbox_dn_4: 0.3474 (0.3584) loss_giou_dn_4: 0.5169 (0.5469) loss_class_hybrid: 0.8710 (0.8503) loss_bbox_hybrid: 0.2323 (0.2301) loss_giou_hybrid: 0.4425 (0.4874) loss_class_0_hybrid: 0.9214 (0.9155) loss_bbox_0_hybrid: 0.2460 (0.2428) loss_giou_0_hybrid: 0.4717 (0.5148) loss_class_1_hybrid: 0.9002 (0.8817) loss_bbox_1_hybrid: 0.2408 (0.2340) loss_giou_1_hybrid: 0.4548 (0.4961) loss_class_2_hybrid: 0.8629 (0.8662) loss_bbox_2_hybrid: 0.2346 (0.2300) loss_giou_2_hybrid: 0.4425 (0.4895) loss_class_3_hybrid: 0.8658 (0.8544) loss_bbox_3_hybrid: 0.2345 (0.2299) loss_giou_3_hybrid: 0.4441 (0.4877) loss_class_4_hybrid: 0.8686 (0.8499) loss_bbox_4_hybrid: 0.2325 (0.2301) loss_giou_4_hybrid: 0.4432 (0.4877) loss_class_enc_hybrid: 0.8763 (0.8593) loss_bbox_enc_hybrid: 0.2918 (0.2936) loss_giou_enc_hybrid: 0.5589 (0.5910) mem: 1030 max mem: 36964 [2024-01-14 20:28:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:29:48 det.util.engine] INFO: Epoch: [2] [4000/11727] eta: 2:17:29 lr: 0.000100 data_time: 0.0032 iter_time: 1.0379 loss: 30.4337 (31.1060) loss_class: 0.8175 (0.8614) loss_bbox: 0.1903 (0.2092) loss_giou: 0.4379 (0.4449) loss_class_0: 1.0730 (1.0961) loss_bbox_0: 0.1885 (0.2071) loss_giou_0: 0.4419 (0.4523) loss_class_1: 0.9191 (0.9612) loss_bbox_1: 0.1883 (0.2079) loss_giou_1: 0.4272 (0.4470) loss_class_2: 0.8708 (0.9057) loss_bbox_2: 0.1829 (0.2064) loss_giou_2: 0.4334 (0.4447) loss_class_3: 0.8679 (0.8769) loss_bbox_3: 0.1809 (0.2075) loss_giou_3: 0.4365 (0.4438) loss_class_4: 0.8263 (0.8642) loss_bbox_4: 0.1861 (0.2084) loss_giou_4: 0.4343 (0.4444) loss_class_enc: 0.9678 (1.0046) loss_bbox_enc: 0.2222 (0.2538) loss_giou_enc: 0.5231 (0.5216) loss_class_dn: 0.4519 (0.4516) loss_bbox_dn: 0.3142 (0.3584) loss_giou_dn: 0.5338 (0.5470) loss_class_dn_0: 0.4990 (0.5054) loss_bbox_dn_0: 0.3954 (0.4637) loss_giou_dn_0: 0.6736 (0.6870) loss_class_dn_1: 0.4539 (0.4653) loss_bbox_dn_1: 0.3275 (0.3836) loss_giou_dn_1: 0.5627 (0.5785) loss_class_dn_2: 0.4426 (0.4501) loss_bbox_dn_2: 0.3185 (0.3635) loss_giou_dn_2: 0.5412 (0.5540) loss_class_dn_3: 0.4452 (0.4460) loss_bbox_dn_3: 0.3157 (0.3595) loss_giou_dn_3: 0.5353 (0.5482) loss_class_dn_4: 0.4478 (0.4475) loss_bbox_dn_4: 0.3144 (0.3584) loss_giou_dn_4: 0.5338 (0.5468) loss_class_hybrid: 0.8251 (0.8503) loss_bbox_hybrid: 0.2214 (0.2300) loss_giou_hybrid: 0.4647 (0.4875) loss_class_0_hybrid: 0.8697 (0.9154) loss_bbox_0_hybrid: 0.2232 (0.2428) loss_giou_0_hybrid: 0.5090 (0.5149) loss_class_1_hybrid: 0.8514 (0.8817) loss_bbox_1_hybrid: 0.2228 (0.2339) loss_giou_1_hybrid: 0.4775 (0.4962) loss_class_2_hybrid: 0.8462 (0.8663) loss_bbox_2_hybrid: 0.2219 (0.2300) loss_giou_2_hybrid: 0.4704 (0.4896) loss_class_3_hybrid: 0.8316 (0.8544) loss_bbox_3_hybrid: 0.2200 (0.2299) loss_giou_3_hybrid: 0.4683 (0.4878) loss_class_4_hybrid: 0.8278 (0.8500) loss_bbox_4_hybrid: 0.2194 (0.2301) loss_giou_4_hybrid: 0.4661 (0.4878) loss_class_enc_hybrid: 0.8278 (0.8593) loss_bbox_enc_hybrid: 0.2655 (0.2935) loss_giou_enc_hybrid: 0.5942 (0.5911) mem: 1016 max mem: 36964 [2024-01-14 20:29:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:30:40 det.util.engine] INFO: Epoch: [2] [4050/11727] eta: 2:16:33 lr: 0.000100 data_time: 0.0033 iter_time: 1.0567 loss: 31.0025 (31.1032) loss_class: 0.8492 (0.8611) loss_bbox: 0.2148 (0.2092) loss_giou: 0.4728 (0.4449) loss_class_0: 1.0361 (1.0961) loss_bbox_0: 0.2019 (0.2070) loss_giou_0: 0.4482 (0.4523) loss_class_1: 0.9688 (0.9612) loss_bbox_1: 0.2162 (0.2079) loss_giou_1: 0.4694 (0.4470) loss_class_2: 0.9232 (0.9056) loss_bbox_2: 0.2085 (0.2064) loss_giou_2: 0.4670 (0.4447) loss_class_3: 0.8592 (0.8766) loss_bbox_3: 0.2146 (0.2075) loss_giou_3: 0.4727 (0.4439) loss_class_4: 0.8492 (0.8639) loss_bbox_4: 0.2189 (0.2084) loss_giou_4: 0.4761 (0.4444) loss_class_enc: 0.9310 (1.0045) loss_bbox_enc: 0.2506 (0.2538) loss_giou_enc: 0.5181 (0.5216) loss_class_dn: 0.4557 (0.4516) loss_bbox_dn: 0.3331 (0.3583) loss_giou_dn: 0.5416 (0.5469) loss_class_dn_0: 0.5060 (0.5054) loss_bbox_dn_0: 0.4308 (0.4637) loss_giou_dn_0: 0.6918 (0.6869) loss_class_dn_1: 0.4592 (0.4653) loss_bbox_dn_1: 0.3517 (0.3835) loss_giou_dn_1: 0.5780 (0.5784) loss_class_dn_2: 0.4392 (0.4501) loss_bbox_dn_2: 0.3345 (0.3634) loss_giou_dn_2: 0.5484 (0.5539) loss_class_dn_3: 0.4468 (0.4460) loss_bbox_dn_3: 0.3317 (0.3594) loss_giou_dn_3: 0.5415 (0.5481) loss_class_dn_4: 0.4510 (0.4475) loss_bbox_dn_4: 0.3331 (0.3583) loss_giou_dn_4: 0.5417 (0.5467) loss_class_hybrid: 0.8193 (0.8502) loss_bbox_hybrid: 0.2288 (0.2301) loss_giou_hybrid: 0.4758 (0.4875) loss_class_0_hybrid: 0.8954 (0.9155) loss_bbox_0_hybrid: 0.2413 (0.2428) loss_giou_0_hybrid: 0.5142 (0.5149) loss_class_1_hybrid: 0.8762 (0.8818) loss_bbox_1_hybrid: 0.2396 (0.2339) loss_giou_1_hybrid: 0.4877 (0.4962) loss_class_2_hybrid: 0.8675 (0.8662) loss_bbox_2_hybrid: 0.2329 (0.2300) loss_giou_2_hybrid: 0.4790 (0.4896) loss_class_3_hybrid: 0.8510 (0.8543) loss_bbox_3_hybrid: 0.2278 (0.2299) loss_giou_3_hybrid: 0.4768 (0.4878) loss_class_4_hybrid: 0.8409 (0.8499) loss_bbox_4_hybrid: 0.2285 (0.2301) loss_giou_4_hybrid: 0.4768 (0.4878) loss_class_enc_hybrid: 0.8237 (0.8594) loss_bbox_enc_hybrid: 0.2949 (0.2935) loss_giou_enc_hybrid: 0.5884 (0.5910) mem: 1015 max mem: 36964 [2024-01-14 20:30:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:31:32 det.util.engine] INFO: Epoch: [2] [4100/11727] eta: 2:15:38 lr: 0.000100 data_time: 0.0034 iter_time: 1.0373 loss: 31.1216 (31.1023) loss_class: 0.8747 (0.8611) loss_bbox: 0.2004 (0.2091) loss_giou: 0.4030 (0.4448) loss_class_0: 1.1486 (1.0963) loss_bbox_0: 0.1983 (0.2069) loss_giou_0: 0.4058 (0.4522) loss_class_1: 0.9668 (0.9614) loss_bbox_1: 0.2120 (0.2077) loss_giou_1: 0.4160 (0.4469) loss_class_2: 0.9307 (0.9056) loss_bbox_2: 0.2003 (0.2063) loss_giou_2: 0.4069 (0.4447) loss_class_3: 0.8684 (0.8766) loss_bbox_3: 0.2005 (0.2074) loss_giou_3: 0.4090 (0.4438) loss_class_4: 0.8589 (0.8639) loss_bbox_4: 0.2014 (0.2083) loss_giou_4: 0.4026 (0.4444) loss_class_enc: 1.0339 (1.0046) loss_bbox_enc: 0.2470 (0.2537) loss_giou_enc: 0.4944 (0.5215) loss_class_dn: 0.4410 (0.4515) loss_bbox_dn: 0.3639 (0.3583) loss_giou_dn: 0.5338 (0.5469) loss_class_dn_0: 0.5218 (0.5054) loss_bbox_dn_0: 0.4565 (0.4637) loss_giou_dn_0: 0.6738 (0.6869) loss_class_dn_1: 0.4608 (0.4652) loss_bbox_dn_1: 0.3878 (0.3835) loss_giou_dn_1: 0.5612 (0.5784) loss_class_dn_2: 0.4412 (0.4500) loss_bbox_dn_2: 0.3666 (0.3634) loss_giou_dn_2: 0.5373 (0.5539) loss_class_dn_3: 0.4365 (0.4459) loss_bbox_dn_3: 0.3629 (0.3594) loss_giou_dn_3: 0.5356 (0.5481) loss_class_dn_4: 0.4398 (0.4474) loss_bbox_dn_4: 0.3640 (0.3583) loss_giou_dn_4: 0.5338 (0.5467) loss_class_hybrid: 0.8633 (0.8502) loss_bbox_hybrid: 0.2227 (0.2301) loss_giou_hybrid: 0.4488 (0.4875) loss_class_0_hybrid: 0.9373 (0.9156) loss_bbox_0_hybrid: 0.2337 (0.2427) loss_giou_0_hybrid: 0.4651 (0.5149) loss_class_1_hybrid: 0.9046 (0.8818) loss_bbox_1_hybrid: 0.2244 (0.2339) loss_giou_1_hybrid: 0.4536 (0.4962) loss_class_2_hybrid: 0.8765 (0.8661) loss_bbox_2_hybrid: 0.2233 (0.2300) loss_giou_2_hybrid: 0.4474 (0.4896) loss_class_3_hybrid: 0.8579 (0.8542) loss_bbox_3_hybrid: 0.2241 (0.2299) loss_giou_3_hybrid: 0.4450 (0.4879) loss_class_4_hybrid: 0.8641 (0.8498) loss_bbox_4_hybrid: 0.2231 (0.2301) loss_giou_4_hybrid: 0.4447 (0.4878) loss_class_enc_hybrid: 0.8861 (0.8594) loss_bbox_enc_hybrid: 0.2800 (0.2934) loss_giou_enc_hybrid: 0.5302 (0.5911) mem: 1025 max mem: 36964 [2024-01-14 20:31:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:32:26 det.util.engine] INFO: Epoch: [2] [4150/11727] eta: 2:14:45 lr: 0.000100 data_time: 0.0034 iter_time: 1.0709 loss: 29.8250 (31.1025) loss_class: 0.8534 (0.8611) loss_bbox: 0.1965 (0.2091) loss_giou: 0.3819 (0.4448) loss_class_0: 1.0477 (1.0965) loss_bbox_0: 0.1881 (0.2069) loss_giou_0: 0.4259 (0.4521) loss_class_1: 0.9862 (0.9616) loss_bbox_1: 0.1930 (0.2077) loss_giou_1: 0.4026 (0.4468) loss_class_2: 0.8506 (0.9057) loss_bbox_2: 0.2043 (0.2064) loss_giou_2: 0.3891 (0.4446) loss_class_3: 0.8508 (0.8766) loss_bbox_3: 0.1979 (0.2075) loss_giou_3: 0.3847 (0.4438) loss_class_4: 0.8508 (0.8639) loss_bbox_4: 0.2036 (0.2084) loss_giou_4: 0.3873 (0.4443) loss_class_enc: 0.9953 (1.0045) loss_bbox_enc: 0.2472 (0.2537) loss_giou_enc: 0.4824 (0.5214) loss_class_dn: 0.4228 (0.4514) loss_bbox_dn: 0.3640 (0.3585) loss_giou_dn: 0.5544 (0.5469) loss_class_dn_0: 0.4997 (0.5054) loss_bbox_dn_0: 0.4720 (0.4638) loss_giou_dn_0: 0.6898 (0.6869) loss_class_dn_1: 0.4493 (0.4651) loss_bbox_dn_1: 0.3856 (0.3836) loss_giou_dn_1: 0.5810 (0.5784) loss_class_dn_2: 0.4289 (0.4499) loss_bbox_dn_2: 0.3699 (0.3636) loss_giou_dn_2: 0.5634 (0.5539) loss_class_dn_3: 0.4245 (0.4458) loss_bbox_dn_3: 0.3651 (0.3596) loss_giou_dn_3: 0.5560 (0.5481) loss_class_dn_4: 0.4251 (0.4473) loss_bbox_dn_4: 0.3639 (0.3585) loss_giou_dn_4: 0.5542 (0.5468) loss_class_hybrid: 0.8308 (0.8501) loss_bbox_hybrid: 0.2151 (0.2301) loss_giou_hybrid: 0.4063 (0.4875) loss_class_0_hybrid: 0.8809 (0.9155) loss_bbox_0_hybrid: 0.2303 (0.2428) loss_giou_0_hybrid: 0.4779 (0.5148) loss_class_1_hybrid: 0.8779 (0.8816) loss_bbox_1_hybrid: 0.2252 (0.2339) loss_giou_1_hybrid: 0.4312 (0.4961) loss_class_2_hybrid: 0.8348 (0.8660) loss_bbox_2_hybrid: 0.2223 (0.2300) loss_giou_2_hybrid: 0.4180 (0.4896) loss_class_3_hybrid: 0.8284 (0.8541) loss_bbox_3_hybrid: 0.2134 (0.2300) loss_giou_3_hybrid: 0.4128 (0.4878) loss_class_4_hybrid: 0.8282 (0.8498) loss_bbox_4_hybrid: 0.2164 (0.2301) loss_giou_4_hybrid: 0.4102 (0.4877) loss_class_enc_hybrid: 0.8513 (0.8594) loss_bbox_enc_hybrid: 0.2805 (0.2934) loss_giou_enc_hybrid: 0.5358 (0.5909) mem: 1027 max mem: 36964 [2024-01-14 20:32:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:33:19 det.util.engine] INFO: Epoch: [2] [4200/11727] eta: 2:13:51 lr: 0.000100 data_time: 0.0032 iter_time: 1.0643 loss: 29.6900 (31.0916) loss_class: 0.8263 (0.8608) loss_bbox: 0.1871 (0.2090) loss_giou: 0.4158 (0.4446) loss_class_0: 1.0692 (1.0962) loss_bbox_0: 0.1835 (0.2068) loss_giou_0: 0.4091 (0.4520) loss_class_1: 0.9367 (0.9614) loss_bbox_1: 0.1811 (0.2076) loss_giou_1: 0.4080 (0.4467) loss_class_2: 0.8664 (0.9053) loss_bbox_2: 0.1684 (0.2062) loss_giou_2: 0.4039 (0.4445) loss_class_3: 0.8540 (0.8763) loss_bbox_3: 0.1799 (0.2073) loss_giou_3: 0.4122 (0.4436) loss_class_4: 0.8327 (0.8635) loss_bbox_4: 0.1861 (0.2083) loss_giou_4: 0.4077 (0.4442) loss_class_enc: 0.9804 (1.0043) loss_bbox_enc: 0.2321 (0.2537) loss_giou_enc: 0.4799 (0.5213) loss_class_dn: 0.4369 (0.4512) loss_bbox_dn: 0.3338 (0.3583) loss_giou_dn: 0.5129 (0.5467) loss_class_dn_0: 0.5023 (0.5053) loss_bbox_dn_0: 0.4432 (0.4636) loss_giou_dn_0: 0.6704 (0.6867) loss_class_dn_1: 0.4553 (0.4650) loss_bbox_dn_1: 0.3553 (0.3834) loss_giou_dn_1: 0.5503 (0.5782) loss_class_dn_2: 0.4366 (0.4497) loss_bbox_dn_2: 0.3383 (0.3633) loss_giou_dn_2: 0.5237 (0.5538) loss_class_dn_3: 0.4315 (0.4457) loss_bbox_dn_3: 0.3327 (0.3594) loss_giou_dn_3: 0.5155 (0.5480) loss_class_dn_4: 0.4308 (0.4471) loss_bbox_dn_4: 0.3338 (0.3583) loss_giou_dn_4: 0.5130 (0.5466) loss_class_hybrid: 0.8391 (0.8498) loss_bbox_hybrid: 0.2158 (0.2301) loss_giou_hybrid: 0.4376 (0.4874) loss_class_0_hybrid: 0.8896 (0.9152) loss_bbox_0_hybrid: 0.2248 (0.2427) loss_giou_0_hybrid: 0.4685 (0.5148) loss_class_1_hybrid: 0.8428 (0.8812) loss_bbox_1_hybrid: 0.2215 (0.2339) loss_giou_1_hybrid: 0.4441 (0.4960) loss_class_2_hybrid: 0.8443 (0.8656) loss_bbox_2_hybrid: 0.2131 (0.2299) loss_giou_2_hybrid: 0.4401 (0.4895) loss_class_3_hybrid: 0.8216 (0.8538) loss_bbox_3_hybrid: 0.2083 (0.2299) loss_giou_3_hybrid: 0.4399 (0.4877) loss_class_4_hybrid: 0.8195 (0.8494) loss_bbox_4_hybrid: 0.2174 (0.2300) loss_giou_4_hybrid: 0.4360 (0.4877) loss_class_enc_hybrid: 0.8447 (0.8591) loss_bbox_enc_hybrid: 0.2598 (0.2933) loss_giou_enc_hybrid: 0.5332 (0.5908) mem: 1020 max mem: 36964 [2024-01-14 20:33:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:34:13 det.util.engine] INFO: Epoch: [2] [4250/11727] eta: 2:12:58 lr: 0.000100 data_time: 0.0034 iter_time: 1.0566 loss: 31.1047 (31.0744) loss_class: 0.8335 (0.8602) loss_bbox: 0.1861 (0.2089) loss_giou: 0.4707 (0.4445) loss_class_0: 1.0359 (1.0957) loss_bbox_0: 0.1944 (0.2067) loss_giou_0: 0.4967 (0.4519) loss_class_1: 0.9153 (0.9609) loss_bbox_1: 0.1841 (0.2074) loss_giou_1: 0.4683 (0.4465) loss_class_2: 0.8415 (0.9049) loss_bbox_2: 0.1915 (0.2060) loss_giou_2: 0.4670 (0.4443) loss_class_3: 0.8354 (0.8757) loss_bbox_3: 0.1872 (0.2071) loss_giou_3: 0.4716 (0.4435) loss_class_4: 0.8284 (0.8630) loss_bbox_4: 0.1862 (0.2081) loss_giou_4: 0.4776 (0.4441) loss_class_enc: 0.9379 (1.0037) loss_bbox_enc: 0.2409 (0.2535) loss_giou_enc: 0.5528 (0.5212) loss_class_dn: 0.4417 (0.4510) loss_bbox_dn: 0.2992 (0.3578) loss_giou_dn: 0.5539 (0.5463) loss_class_dn_0: 0.5014 (0.5053) loss_bbox_dn_0: 0.4140 (0.4631) loss_giou_dn_0: 0.6868 (0.6864) loss_class_dn_1: 0.4643 (0.4649) loss_bbox_dn_1: 0.3371 (0.3829) loss_giou_dn_1: 0.5768 (0.5778) loss_class_dn_2: 0.4453 (0.4496) loss_bbox_dn_2: 0.3057 (0.3628) loss_giou_dn_2: 0.5607 (0.5534) loss_class_dn_3: 0.4424 (0.4455) loss_bbox_dn_3: 0.3008 (0.3589) loss_giou_dn_3: 0.5557 (0.5476) loss_class_dn_4: 0.4407 (0.4469) loss_bbox_dn_4: 0.2993 (0.3578) loss_giou_dn_4: 0.5539 (0.5462) loss_class_hybrid: 0.8142 (0.8493) loss_bbox_hybrid: 0.2059 (0.2299) loss_giou_hybrid: 0.5330 (0.4872) loss_class_0_hybrid: 0.8485 (0.9148) loss_bbox_0_hybrid: 0.2185 (0.2425) loss_giou_0_hybrid: 0.5688 (0.5146) loss_class_1_hybrid: 0.8362 (0.8808) loss_bbox_1_hybrid: 0.2116 (0.2337) loss_giou_1_hybrid: 0.5339 (0.4959) loss_class_2_hybrid: 0.8100 (0.8652) loss_bbox_2_hybrid: 0.2081 (0.2297) loss_giou_2_hybrid: 0.5320 (0.4893) loss_class_3_hybrid: 0.8046 (0.8533) loss_bbox_3_hybrid: 0.2033 (0.2297) loss_giou_3_hybrid: 0.5275 (0.4876) loss_class_4_hybrid: 0.8144 (0.8489) loss_bbox_4_hybrid: 0.2033 (0.2299) loss_giou_4_hybrid: 0.5311 (0.4875) loss_class_enc_hybrid: 0.7831 (0.8588) loss_bbox_enc_hybrid: 0.2676 (0.2931) loss_giou_enc_hybrid: 0.6285 (0.5906) mem: 1022 max mem: 36964 [2024-01-14 20:34:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:35:07 det.util.engine] INFO: Epoch: [2] [4300/11727] eta: 2:12:07 lr: 0.000100 data_time: 0.0034 iter_time: 1.0848 loss: 31.3162 (31.0738) loss_class: 0.8450 (0.8602) loss_bbox: 0.2048 (0.2088) loss_giou: 0.4618 (0.4445) loss_class_0: 1.0842 (1.0957) loss_bbox_0: 0.2031 (0.2067) loss_giou_0: 0.4568 (0.4520) loss_class_1: 0.9621 (0.9610) loss_bbox_1: 0.1994 (0.2074) loss_giou_1: 0.4633 (0.4465) loss_class_2: 0.9066 (0.9049) loss_bbox_2: 0.1989 (0.2060) loss_giou_2: 0.4522 (0.4443) loss_class_3: 0.8603 (0.8758) loss_bbox_3: 0.1972 (0.2071) loss_giou_3: 0.4558 (0.4435) loss_class_4: 0.8538 (0.8630) loss_bbox_4: 0.1967 (0.2081) loss_giou_4: 0.4626 (0.4441) loss_class_enc: 1.0099 (1.0037) loss_bbox_enc: 0.2456 (0.2535) loss_giou_enc: 0.5153 (0.5212) loss_class_dn: 0.4475 (0.4510) loss_bbox_dn: 0.3318 (0.3577) loss_giou_dn: 0.5492 (0.5464) loss_class_dn_0: 0.5031 (0.5053) loss_bbox_dn_0: 0.4459 (0.4629) loss_giou_dn_0: 0.6892 (0.6864) loss_class_dn_1: 0.4688 (0.4649) loss_bbox_dn_1: 0.3618 (0.3828) loss_giou_dn_1: 0.5805 (0.5779) loss_class_dn_2: 0.4521 (0.4495) loss_bbox_dn_2: 0.3375 (0.3627) loss_giou_dn_2: 0.5551 (0.5534) loss_class_dn_3: 0.4450 (0.4455) loss_bbox_dn_3: 0.3316 (0.3587) loss_giou_dn_3: 0.5509 (0.5476) loss_class_dn_4: 0.4422 (0.4469) loss_bbox_dn_4: 0.3318 (0.3577) loss_giou_dn_4: 0.5492 (0.5462) loss_class_hybrid: 0.8702 (0.8493) loss_bbox_hybrid: 0.2265 (0.2299) loss_giou_hybrid: 0.5025 (0.4873) loss_class_0_hybrid: 0.8860 (0.9148) loss_bbox_0_hybrid: 0.2496 (0.2425) loss_giou_0_hybrid: 0.5377 (0.5147) loss_class_1_hybrid: 0.8957 (0.8808) loss_bbox_1_hybrid: 0.2349 (0.2336) loss_giou_1_hybrid: 0.5149 (0.4959) loss_class_2_hybrid: 0.8941 (0.8652) loss_bbox_2_hybrid: 0.2307 (0.2297) loss_giou_2_hybrid: 0.5105 (0.4894) loss_class_3_hybrid: 0.8715 (0.8534) loss_bbox_3_hybrid: 0.2281 (0.2297) loss_giou_3_hybrid: 0.5029 (0.4876) loss_class_4_hybrid: 0.8783 (0.8489) loss_bbox_4_hybrid: 0.2249 (0.2298) loss_giou_4_hybrid: 0.5049 (0.4875) loss_class_enc_hybrid: 0.8572 (0.8588) loss_bbox_enc_hybrid: 0.2859 (0.2930) loss_giou_enc_hybrid: 0.5933 (0.5907) mem: 1018 max mem: 36964 [2024-01-14 20:35:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:36:02 det.util.engine] INFO: Epoch: [2] [4350/11727] eta: 2:11:16 lr: 0.000100 data_time: 0.0032 iter_time: 1.0844 loss: 29.8209 (31.0640) loss_class: 0.7637 (0.8595) loss_bbox: 0.1823 (0.2088) loss_giou: 0.4315 (0.4446) loss_class_0: 1.0435 (1.0951) loss_bbox_0: 0.1905 (0.2066) loss_giou_0: 0.4247 (0.4521) loss_class_1: 0.8726 (0.9604) loss_bbox_1: 0.2093 (0.2073) loss_giou_1: 0.4240 (0.4466) loss_class_2: 0.8170 (0.9042) loss_bbox_2: 0.1844 (0.2060) loss_giou_2: 0.4324 (0.4444) loss_class_3: 0.7949 (0.8751) loss_bbox_3: 0.1807 (0.2071) loss_giou_3: 0.4330 (0.4436) loss_class_4: 0.7787 (0.8623) loss_bbox_4: 0.1838 (0.2081) loss_giou_4: 0.4262 (0.4442) loss_class_enc: 0.9278 (1.0032) loss_bbox_enc: 0.2500 (0.2534) loss_giou_enc: 0.5004 (0.5213) loss_class_dn: 0.4389 (0.4508) loss_bbox_dn: 0.3441 (0.3575) loss_giou_dn: 0.5118 (0.5463) loss_class_dn_0: 0.5037 (0.5052) loss_bbox_dn_0: 0.4541 (0.4628) loss_giou_dn_0: 0.6549 (0.6862) loss_class_dn_1: 0.4562 (0.4648) loss_bbox_dn_1: 0.3638 (0.3826) loss_giou_dn_1: 0.5410 (0.5777) loss_class_dn_2: 0.4422 (0.4495) loss_bbox_dn_2: 0.3481 (0.3626) loss_giou_dn_2: 0.5203 (0.5532) loss_class_dn_3: 0.4372 (0.4454) loss_bbox_dn_3: 0.3452 (0.3586) loss_giou_dn_3: 0.5153 (0.5475) loss_class_dn_4: 0.4378 (0.4467) loss_bbox_dn_4: 0.3443 (0.3575) loss_giou_dn_4: 0.5114 (0.5461) loss_class_hybrid: 0.8021 (0.8489) loss_bbox_hybrid: 0.2016 (0.2298) loss_giou_hybrid: 0.4496 (0.4872) loss_class_0_hybrid: 0.9194 (0.9146) loss_bbox_0_hybrid: 0.2200 (0.2424) loss_giou_0_hybrid: 0.4873 (0.5147) loss_class_1_hybrid: 0.8593 (0.8804) loss_bbox_1_hybrid: 0.2110 (0.2336) loss_giou_1_hybrid: 0.4609 (0.4959) loss_class_2_hybrid: 0.8225 (0.8647) loss_bbox_2_hybrid: 0.2025 (0.2296) loss_giou_2_hybrid: 0.4465 (0.4893) loss_class_3_hybrid: 0.8123 (0.8530) loss_bbox_3_hybrid: 0.2037 (0.2296) loss_giou_3_hybrid: 0.4480 (0.4876) loss_class_4_hybrid: 0.8076 (0.8485) loss_bbox_4_hybrid: 0.2016 (0.2298) loss_giou_4_hybrid: 0.4501 (0.4875) loss_class_enc_hybrid: 0.8489 (0.8585) loss_bbox_enc_hybrid: 0.2740 (0.2929) loss_giou_enc_hybrid: 0.5672 (0.5906) mem: 1026 max mem: 36964 [2024-01-14 20:36:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:36:57 det.util.engine] INFO: Epoch: [2] [4400/11727] eta: 2:10:25 lr: 0.000100 data_time: 0.0032 iter_time: 1.0998 loss: 29.7341 (31.0561) loss_class: 0.7849 (0.8591) loss_bbox: 0.1791 (0.2088) loss_giou: 0.4805 (0.4447) loss_class_0: 0.9867 (1.0947) loss_bbox_0: 0.1819 (0.2066) loss_giou_0: 0.4714 (0.4521) loss_class_1: 0.8968 (0.9600) loss_bbox_1: 0.1801 (0.2073) loss_giou_1: 0.4629 (0.4467) loss_class_2: 0.8231 (0.9037) loss_bbox_2: 0.1728 (0.2059) loss_giou_2: 0.4837 (0.4445) loss_class_3: 0.7879 (0.8746) loss_bbox_3: 0.1763 (0.2071) loss_giou_3: 0.4849 (0.4437) loss_class_4: 0.7965 (0.8619) loss_bbox_4: 0.1753 (0.2080) loss_giou_4: 0.4878 (0.4443) loss_class_enc: 0.9044 (1.0028) loss_bbox_enc: 0.2127 (0.2533) loss_giou_enc: 0.5497 (0.5213) loss_class_dn: 0.4301 (0.4507) loss_bbox_dn: 0.2986 (0.3573) loss_giou_dn: 0.5367 (0.5462) loss_class_dn_0: 0.5007 (0.5052) loss_bbox_dn_0: 0.4016 (0.4625) loss_giou_dn_0: 0.6686 (0.6862) loss_class_dn_1: 0.4521 (0.4648) loss_bbox_dn_1: 0.3096 (0.3824) loss_giou_dn_1: 0.5605 (0.5777) loss_class_dn_2: 0.4325 (0.4494) loss_bbox_dn_2: 0.2960 (0.3623) loss_giou_dn_2: 0.5359 (0.5532) loss_class_dn_3: 0.4270 (0.4453) loss_bbox_dn_3: 0.2999 (0.3584) loss_giou_dn_3: 0.5344 (0.5474) loss_class_dn_4: 0.4310 (0.4467) loss_bbox_dn_4: 0.2986 (0.3573) loss_giou_dn_4: 0.5368 (0.5461) loss_class_hybrid: 0.7978 (0.8486) loss_bbox_hybrid: 0.1947 (0.2297) loss_giou_hybrid: 0.5055 (0.4872) loss_class_0_hybrid: 0.8408 (0.9143) loss_bbox_0_hybrid: 0.2045 (0.2423) loss_giou_0_hybrid: 0.5312 (0.5146) loss_class_1_hybrid: 0.8305 (0.8801) loss_bbox_1_hybrid: 0.1978 (0.2335) loss_giou_1_hybrid: 0.5127 (0.4958) loss_class_2_hybrid: 0.8203 (0.8645) loss_bbox_2_hybrid: 0.1984 (0.2295) loss_giou_2_hybrid: 0.5084 (0.4893) loss_class_3_hybrid: 0.8054 (0.8527) loss_bbox_3_hybrid: 0.1961 (0.2295) loss_giou_3_hybrid: 0.5095 (0.4875) loss_class_4_hybrid: 0.8071 (0.8483) loss_bbox_4_hybrid: 0.1941 (0.2297) loss_giou_4_hybrid: 0.5061 (0.4874) loss_class_enc_hybrid: 0.7829 (0.8583) loss_bbox_enc_hybrid: 0.2514 (0.2928) loss_giou_enc_hybrid: 0.6108 (0.5905) mem: 1024 max mem: 36964 [2024-01-14 20:36:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:37:50 det.util.engine] INFO: Epoch: [2] [4450/11727] eta: 2:09:30 lr: 0.000100 data_time: 0.0040 iter_time: 1.0484 loss: 31.9412 (31.0553) loss_class: 0.8972 (0.8590) loss_bbox: 0.2132 (0.2089) loss_giou: 0.4272 (0.4447) loss_class_0: 1.1176 (1.0948) loss_bbox_0: 0.2213 (0.2067) loss_giou_0: 0.4108 (0.4520) loss_class_1: 0.9575 (0.9599) loss_bbox_1: 0.2085 (0.2074) loss_giou_1: 0.4328 (0.4466) loss_class_2: 0.9392 (0.9036) loss_bbox_2: 0.2041 (0.2061) loss_giou_2: 0.4209 (0.4445) loss_class_3: 0.9007 (0.8745) loss_bbox_3: 0.2016 (0.2072) loss_giou_3: 0.4212 (0.4436) loss_class_4: 0.8853 (0.8618) loss_bbox_4: 0.2089 (0.2081) loss_giou_4: 0.4308 (0.4442) loss_class_enc: 0.9827 (1.0026) loss_bbox_enc: 0.2727 (0.2535) loss_giou_enc: 0.5098 (0.5212) loss_class_dn: 0.4384 (0.4506) loss_bbox_dn: 0.3754 (0.3574) loss_giou_dn: 0.5454 (0.5462) loss_class_dn_0: 0.4957 (0.5051) loss_bbox_dn_0: 0.4764 (0.4627) loss_giou_dn_0: 0.7030 (0.6862) loss_class_dn_1: 0.4588 (0.4647) loss_bbox_dn_1: 0.4011 (0.3825) loss_giou_dn_1: 0.5783 (0.5776) loss_class_dn_2: 0.4399 (0.4493) loss_bbox_dn_2: 0.3803 (0.3624) loss_giou_dn_2: 0.5540 (0.5532) loss_class_dn_3: 0.4384 (0.4452) loss_bbox_dn_3: 0.3756 (0.3585) loss_giou_dn_3: 0.5485 (0.5474) loss_class_dn_4: 0.4389 (0.4466) loss_bbox_dn_4: 0.3754 (0.3574) loss_giou_dn_4: 0.5453 (0.5460) loss_class_hybrid: 0.8588 (0.8484) loss_bbox_hybrid: 0.2365 (0.2298) loss_giou_hybrid: 0.4810 (0.4872) loss_class_0_hybrid: 0.8958 (0.9141) loss_bbox_0_hybrid: 0.2489 (0.2424) loss_giou_0_hybrid: 0.4885 (0.5146) loss_class_1_hybrid: 0.8822 (0.8800) loss_bbox_1_hybrid: 0.2359 (0.2336) loss_giou_1_hybrid: 0.4846 (0.4958) loss_class_2_hybrid: 0.8966 (0.8643) loss_bbox_2_hybrid: 0.2371 (0.2297) loss_giou_2_hybrid: 0.4808 (0.4892) loss_class_3_hybrid: 0.8674 (0.8525) loss_bbox_3_hybrid: 0.2357 (0.2296) loss_giou_3_hybrid: 0.4842 (0.4875) loss_class_4_hybrid: 0.8627 (0.8481) loss_bbox_4_hybrid: 0.2343 (0.2298) loss_giou_4_hybrid: 0.4813 (0.4874) loss_class_enc_hybrid: 0.8629 (0.8582) loss_bbox_enc_hybrid: 0.3064 (0.2929) loss_giou_enc_hybrid: 0.5553 (0.5904) mem: 1028 max mem: 36964 [2024-01-14 20:37:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:38:44 det.util.engine] INFO: Epoch: [2] [4500/11727] eta: 2:08:39 lr: 0.000100 data_time: 0.0032 iter_time: 1.1133 loss: 30.4536 (31.0534) loss_class: 0.8655 (0.8592) loss_bbox: 0.1811 (0.2088) loss_giou: 0.4478 (0.4446) loss_class_0: 1.0766 (1.0949) loss_bbox_0: 0.2004 (0.2066) loss_giou_0: 0.4642 (0.4520) loss_class_1: 0.9299 (0.9602) loss_bbox_1: 0.1930 (0.2073) loss_giou_1: 0.4461 (0.4465) loss_class_2: 0.9141 (0.9038) loss_bbox_2: 0.1943 (0.2059) loss_giou_2: 0.4311 (0.4444) loss_class_3: 0.8858 (0.8747) loss_bbox_3: 0.1862 (0.2071) loss_giou_3: 0.4417 (0.4436) loss_class_4: 0.8741 (0.8621) loss_bbox_4: 0.1811 (0.2080) loss_giou_4: 0.4477 (0.4442) loss_class_enc: 0.9781 (1.0025) loss_bbox_enc: 0.2361 (0.2534) loss_giou_enc: 0.5355 (0.5212) loss_class_dn: 0.4593 (0.4506) loss_bbox_dn: 0.3106 (0.3572) loss_giou_dn: 0.5444 (0.5461) loss_class_dn_0: 0.5017 (0.5051) loss_bbox_dn_0: 0.4131 (0.4625) loss_giou_dn_0: 0.6902 (0.6860) loss_class_dn_1: 0.4655 (0.4647) loss_bbox_dn_1: 0.3324 (0.3823) loss_giou_dn_1: 0.5681 (0.5775) loss_class_dn_2: 0.4512 (0.4493) loss_bbox_dn_2: 0.3157 (0.3623) loss_giou_dn_2: 0.5454 (0.5531) loss_class_dn_3: 0.4473 (0.4452) loss_bbox_dn_3: 0.3104 (0.3583) loss_giou_dn_3: 0.5419 (0.5473) loss_class_dn_4: 0.4540 (0.4466) loss_bbox_dn_4: 0.3105 (0.3572) loss_giou_dn_4: 0.5445 (0.5459) loss_class_hybrid: 0.8329 (0.8485) loss_bbox_hybrid: 0.2077 (0.2297) loss_giou_hybrid: 0.5002 (0.4871) loss_class_0_hybrid: 0.9140 (0.9142) loss_bbox_0_hybrid: 0.2256 (0.2424) loss_giou_0_hybrid: 0.5260 (0.5145) loss_class_1_hybrid: 0.8704 (0.8801) loss_bbox_1_hybrid: 0.2146 (0.2335) loss_giou_1_hybrid: 0.4992 (0.4957) loss_class_2_hybrid: 0.8528 (0.8643) loss_bbox_2_hybrid: 0.2033 (0.2296) loss_giou_2_hybrid: 0.4950 (0.4892) loss_class_3_hybrid: 0.8365 (0.8526) loss_bbox_3_hybrid: 0.2079 (0.2296) loss_giou_3_hybrid: 0.4976 (0.4875) loss_class_4_hybrid: 0.8261 (0.8481) loss_bbox_4_hybrid: 0.2056 (0.2297) loss_giou_4_hybrid: 0.5047 (0.4874) loss_class_enc_hybrid: 0.8295 (0.8583) loss_bbox_enc_hybrid: 0.2715 (0.2928) loss_giou_enc_hybrid: 0.6012 (0.5903) mem: 1020 max mem: 36964 [2024-01-14 20:38:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:39:38 det.util.engine] INFO: Epoch: [2] [4550/11727] eta: 2:07:46 lr: 0.000100 data_time: 0.0031 iter_time: 1.0647 loss: 30.2536 (31.0463) loss_class: 0.8022 (0.8591) loss_bbox: 0.1929 (0.2088) loss_giou: 0.4296 (0.4444) loss_class_0: 1.0573 (1.0950) loss_bbox_0: 0.1884 (0.2065) loss_giou_0: 0.4340 (0.4517) loss_class_1: 0.8943 (0.9601) loss_bbox_1: 0.1926 (0.2073) loss_giou_1: 0.4354 (0.4463) loss_class_2: 0.8489 (0.9037) loss_bbox_2: 0.1878 (0.2059) loss_giou_2: 0.4338 (0.4442) loss_class_3: 0.8220 (0.8747) loss_bbox_3: 0.1880 (0.2070) loss_giou_3: 0.4250 (0.4434) loss_class_4: 0.8040 (0.8621) loss_bbox_4: 0.1927 (0.2079) loss_giou_4: 0.4310 (0.4439) loss_class_enc: 0.9694 (1.0024) loss_bbox_enc: 0.2326 (0.2534) loss_giou_enc: 0.5203 (0.5209) loss_class_dn: 0.4353 (0.4505) loss_bbox_dn: 0.2868 (0.3572) loss_giou_dn: 0.5183 (0.5459) loss_class_dn_0: 0.4995 (0.5051) loss_bbox_dn_0: 0.3708 (0.4624) loss_giou_dn_0: 0.6533 (0.6858) loss_class_dn_1: 0.4524 (0.4646) loss_bbox_dn_1: 0.3028 (0.3822) loss_giou_dn_1: 0.5492 (0.5773) loss_class_dn_2: 0.4356 (0.4492) loss_bbox_dn_2: 0.2924 (0.3622) loss_giou_dn_2: 0.5216 (0.5528) loss_class_dn_3: 0.4330 (0.4451) loss_bbox_dn_3: 0.2868 (0.3582) loss_giou_dn_3: 0.5164 (0.5471) loss_class_dn_4: 0.4348 (0.4465) loss_bbox_dn_4: 0.2867 (0.3572) loss_giou_dn_4: 0.5183 (0.5457) loss_class_hybrid: 0.8144 (0.8485) loss_bbox_hybrid: 0.2234 (0.2296) loss_giou_hybrid: 0.4619 (0.4868) loss_class_0_hybrid: 0.9250 (0.9144) loss_bbox_0_hybrid: 0.2341 (0.2423) loss_giou_0_hybrid: 0.4896 (0.5141) loss_class_1_hybrid: 0.8642 (0.8802) loss_bbox_1_hybrid: 0.2236 (0.2334) loss_giou_1_hybrid: 0.4765 (0.4954) loss_class_2_hybrid: 0.8307 (0.8644) loss_bbox_2_hybrid: 0.2204 (0.2295) loss_giou_2_hybrid: 0.4591 (0.4889) loss_class_3_hybrid: 0.8405 (0.8526) loss_bbox_3_hybrid: 0.2237 (0.2295) loss_giou_3_hybrid: 0.4603 (0.4871) loss_class_4_hybrid: 0.8114 (0.8482) loss_bbox_4_hybrid: 0.2201 (0.2296) loss_giou_4_hybrid: 0.4627 (0.4871) loss_class_enc_hybrid: 0.8476 (0.8585) loss_bbox_enc_hybrid: 0.2722 (0.2927) loss_giou_enc_hybrid: 0.5796 (0.5899) mem: 1020 max mem: 36964 [2024-01-14 20:39:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:40:32 det.util.engine] INFO: Epoch: [2] [4600/11727] eta: 2:06:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.0487 loss: 31.0444 (31.0414) loss_class: 0.8437 (0.8589) loss_bbox: 0.1879 (0.2087) loss_giou: 0.4658 (0.4444) loss_class_0: 1.0386 (1.0948) loss_bbox_0: 0.1807 (0.2064) loss_giou_0: 0.4940 (0.4518) loss_class_1: 0.9330 (0.9598) loss_bbox_1: 0.1858 (0.2072) loss_giou_1: 0.4669 (0.4463) loss_class_2: 0.8981 (0.9036) loss_bbox_2: 0.1788 (0.2058) loss_giou_2: 0.4516 (0.4442) loss_class_3: 0.8580 (0.8745) loss_bbox_3: 0.1821 (0.2070) loss_giou_3: 0.4596 (0.4434) loss_class_4: 0.8699 (0.8619) loss_bbox_4: 0.1842 (0.2079) loss_giou_4: 0.4618 (0.4440) loss_class_enc: 0.9758 (1.0023) loss_bbox_enc: 0.2290 (0.2532) loss_giou_enc: 0.5504 (0.5209) loss_class_dn: 0.4435 (0.4504) loss_bbox_dn: 0.3145 (0.3570) loss_giou_dn: 0.5579 (0.5459) loss_class_dn_0: 0.4994 (0.5050) loss_bbox_dn_0: 0.4015 (0.4621) loss_giou_dn_0: 0.7126 (0.6858) loss_class_dn_1: 0.4631 (0.4645) loss_bbox_dn_1: 0.3368 (0.3820) loss_giou_dn_1: 0.5945 (0.5773) loss_class_dn_2: 0.4498 (0.4491) loss_bbox_dn_2: 0.3197 (0.3620) loss_giou_dn_2: 0.5666 (0.5528) loss_class_dn_3: 0.4421 (0.4450) loss_bbox_dn_3: 0.3147 (0.3581) loss_giou_dn_3: 0.5602 (0.5471) loss_class_dn_4: 0.4425 (0.4464) loss_bbox_dn_4: 0.3145 (0.3570) loss_giou_dn_4: 0.5580 (0.5457) loss_class_hybrid: 0.8238 (0.8483) loss_bbox_hybrid: 0.2128 (0.2295) loss_giou_hybrid: 0.5220 (0.4868) loss_class_0_hybrid: 0.8687 (0.9143) loss_bbox_0_hybrid: 0.2299 (0.2422) loss_giou_0_hybrid: 0.5527 (0.5142) loss_class_1_hybrid: 0.8729 (0.8800) loss_bbox_1_hybrid: 0.2224 (0.2333) loss_giou_1_hybrid: 0.5241 (0.4954) loss_class_2_hybrid: 0.8754 (0.8643) loss_bbox_2_hybrid: 0.2150 (0.2294) loss_giou_2_hybrid: 0.5193 (0.4889) loss_class_3_hybrid: 0.8385 (0.8525) loss_bbox_3_hybrid: 0.2157 (0.2294) loss_giou_3_hybrid: 0.5150 (0.4872) loss_class_4_hybrid: 0.8293 (0.8481) loss_bbox_4_hybrid: 0.2107 (0.2295) loss_giou_4_hybrid: 0.5155 (0.4871) loss_class_enc_hybrid: 0.8256 (0.8583) loss_bbox_enc_hybrid: 0.2718 (0.2926) loss_giou_enc_hybrid: 0.6164 (0.5900) mem: 1019 max mem: 36964 [2024-01-14 20:40:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:41:27 det.util.engine] INFO: Epoch: [2] [4650/11727] eta: 2:06:02 lr: 0.000100 data_time: 0.0030 iter_time: 1.1115 loss: 30.1644 (31.0371) loss_class: 0.8090 (0.8586) loss_bbox: 0.2096 (0.2088) loss_giou: 0.4630 (0.4445) loss_class_0: 1.0549 (1.0947) loss_bbox_0: 0.2013 (0.2064) loss_giou_0: 0.4540 (0.4518) loss_class_1: 0.8725 (0.9596) loss_bbox_1: 0.2016 (0.2073) loss_giou_1: 0.4337 (0.4464) loss_class_2: 0.8652 (0.9034) loss_bbox_2: 0.2001 (0.2058) loss_giou_2: 0.4409 (0.4443) loss_class_3: 0.8077 (0.8742) loss_bbox_3: 0.2033 (0.2070) loss_giou_3: 0.4359 (0.4435) loss_class_4: 0.7905 (0.8615) loss_bbox_4: 0.2074 (0.2079) loss_giou_4: 0.4476 (0.4441) loss_class_enc: 0.9564 (1.0020) loss_bbox_enc: 0.2526 (0.2532) loss_giou_enc: 0.5196 (0.5209) loss_class_dn: 0.4400 (0.4503) loss_bbox_dn: 0.3402 (0.3569) loss_giou_dn: 0.5138 (0.5458) loss_class_dn_0: 0.5135 (0.5050) loss_bbox_dn_0: 0.4323 (0.4621) loss_giou_dn_0: 0.6648 (0.6856) loss_class_dn_1: 0.4559 (0.4645) loss_bbox_dn_1: 0.3704 (0.3819) loss_giou_dn_1: 0.5501 (0.5771) loss_class_dn_2: 0.4460 (0.4491) loss_bbox_dn_2: 0.3443 (0.3619) loss_giou_dn_2: 0.5230 (0.5527) loss_class_dn_3: 0.4372 (0.4450) loss_bbox_dn_3: 0.3419 (0.3580) loss_giou_dn_3: 0.5152 (0.5470) loss_class_dn_4: 0.4377 (0.4463) loss_bbox_dn_4: 0.3402 (0.3569) loss_giou_dn_4: 0.5137 (0.5456) loss_class_hybrid: 0.7885 (0.8481) loss_bbox_hybrid: 0.2354 (0.2296) loss_giou_hybrid: 0.4670 (0.4868) loss_class_0_hybrid: 0.8567 (0.9142) loss_bbox_0_hybrid: 0.2439 (0.2421) loss_giou_0_hybrid: 0.4924 (0.5141) loss_class_1_hybrid: 0.8220 (0.8799) loss_bbox_1_hybrid: 0.2222 (0.2333) loss_giou_1_hybrid: 0.4656 (0.4953) loss_class_2_hybrid: 0.8150 (0.8642) loss_bbox_2_hybrid: 0.2316 (0.2294) loss_giou_2_hybrid: 0.4617 (0.4888) loss_class_3_hybrid: 0.8121 (0.8523) loss_bbox_3_hybrid: 0.2247 (0.2294) loss_giou_3_hybrid: 0.4609 (0.4871) loss_class_4_hybrid: 0.8090 (0.8479) loss_bbox_4_hybrid: 0.2253 (0.2295) loss_giou_4_hybrid: 0.4686 (0.4871) loss_class_enc_hybrid: 0.8535 (0.8582) loss_bbox_enc_hybrid: 0.2819 (0.2925) loss_giou_enc_hybrid: 0.5714 (0.5899) mem: 1028 max mem: 36964 [2024-01-14 20:41:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:42:20 det.util.engine] INFO: Epoch: [2] [4700/11727] eta: 2:05:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.0244 loss: 29.7001 (31.0289) loss_class: 0.8155 (0.8582) loss_bbox: 0.1904 (0.2087) loss_giou: 0.4630 (0.4446) loss_class_0: 1.0475 (1.0944) loss_bbox_0: 0.1793 (0.2063) loss_giou_0: 0.4553 (0.4518) loss_class_1: 0.9002 (0.9592) loss_bbox_1: 0.1891 (0.2072) loss_giou_1: 0.4744 (0.4464) loss_class_2: 0.8504 (0.9030) loss_bbox_2: 0.1890 (0.2058) loss_giou_2: 0.4716 (0.4443) loss_class_3: 0.8076 (0.8738) loss_bbox_3: 0.1893 (0.2069) loss_giou_3: 0.4661 (0.4435) loss_class_4: 0.8057 (0.8612) loss_bbox_4: 0.1883 (0.2079) loss_giou_4: 0.4630 (0.4441) loss_class_enc: 0.9446 (1.0018) loss_bbox_enc: 0.2326 (0.2531) loss_giou_enc: 0.5231 (0.5208) loss_class_dn: 0.4456 (0.4502) loss_bbox_dn: 0.2831 (0.3565) loss_giou_dn: 0.5543 (0.5456) loss_class_dn_0: 0.5000 (0.5050) loss_bbox_dn_0: 0.3928 (0.4617) loss_giou_dn_0: 0.6850 (0.6855) loss_class_dn_1: 0.4555 (0.4644) loss_bbox_dn_1: 0.3129 (0.3816) loss_giou_dn_1: 0.5842 (0.5770) loss_class_dn_2: 0.4436 (0.4490) loss_bbox_dn_2: 0.2918 (0.3616) loss_giou_dn_2: 0.5599 (0.5526) loss_class_dn_3: 0.4406 (0.4449) loss_bbox_dn_3: 0.2849 (0.3576) loss_giou_dn_3: 0.5563 (0.5468) loss_class_dn_4: 0.4420 (0.4462) loss_bbox_dn_4: 0.2831 (0.3565) loss_giou_dn_4: 0.5542 (0.5455) loss_class_hybrid: 0.8102 (0.8479) loss_bbox_hybrid: 0.2037 (0.2295) loss_giou_hybrid: 0.4926 (0.4868) loss_class_0_hybrid: 0.8802 (0.9141) loss_bbox_0_hybrid: 0.2063 (0.2420) loss_giou_0_hybrid: 0.5085 (0.5141) loss_class_1_hybrid: 0.8281 (0.8797) loss_bbox_1_hybrid: 0.2036 (0.2332) loss_giou_1_hybrid: 0.5095 (0.4953) loss_class_2_hybrid: 0.8335 (0.8640) loss_bbox_2_hybrid: 0.2006 (0.2293) loss_giou_2_hybrid: 0.4909 (0.4888) loss_class_3_hybrid: 0.8135 (0.8521) loss_bbox_3_hybrid: 0.2023 (0.2293) loss_giou_3_hybrid: 0.4922 (0.4871) loss_class_4_hybrid: 0.8055 (0.8476) loss_bbox_4_hybrid: 0.2005 (0.2294) loss_giou_4_hybrid: 0.4924 (0.4870) loss_class_enc_hybrid: 0.8436 (0.8581) loss_bbox_enc_hybrid: 0.2593 (0.2923) loss_giou_enc_hybrid: 0.5771 (0.5898) mem: 1032 max mem: 36964 [2024-01-14 20:42:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:43:14 det.util.engine] INFO: Epoch: [2] [4750/11727] eta: 2:04:15 lr: 0.000100 data_time: 0.0033 iter_time: 1.0417 loss: 31.7719 (31.0313) loss_class: 0.8623 (0.8585) loss_bbox: 0.2121 (0.2087) loss_giou: 0.4324 (0.4446) loss_class_0: 1.1137 (1.0945) loss_bbox_0: 0.2017 (0.2063) loss_giou_0: 0.4259 (0.4518) loss_class_1: 0.9643 (0.9592) loss_bbox_1: 0.2155 (0.2073) loss_giou_1: 0.4481 (0.4465) loss_class_2: 0.9243 (0.9032) loss_bbox_2: 0.2115 (0.2058) loss_giou_2: 0.4365 (0.4443) loss_class_3: 0.9033 (0.8741) loss_bbox_3: 0.2087 (0.2070) loss_giou_3: 0.4245 (0.4435) loss_class_4: 0.8689 (0.8613) loss_bbox_4: 0.2095 (0.2079) loss_giou_4: 0.4313 (0.4442) loss_class_enc: 0.9953 (1.0019) loss_bbox_enc: 0.2508 (0.2531) loss_giou_enc: 0.5134 (0.5208) loss_class_dn: 0.4551 (0.4501) loss_bbox_dn: 0.3532 (0.3566) loss_giou_dn: 0.5459 (0.5456) loss_class_dn_0: 0.4951 (0.5050) loss_bbox_dn_0: 0.4743 (0.4618) loss_giou_dn_0: 0.6831 (0.6855) loss_class_dn_1: 0.4618 (0.4644) loss_bbox_dn_1: 0.3805 (0.3816) loss_giou_dn_1: 0.5719 (0.5770) loss_class_dn_2: 0.4466 (0.4489) loss_bbox_dn_2: 0.3546 (0.3616) loss_giou_dn_2: 0.5540 (0.5526) loss_class_dn_3: 0.4504 (0.4448) loss_bbox_dn_3: 0.3551 (0.3577) loss_giou_dn_3: 0.5474 (0.5468) loss_class_dn_4: 0.4552 (0.4461) loss_bbox_dn_4: 0.3531 (0.3566) loss_giou_dn_4: 0.5459 (0.5455) loss_class_hybrid: 0.8412 (0.8480) loss_bbox_hybrid: 0.2419 (0.2295) loss_giou_hybrid: 0.4679 (0.4868) loss_class_0_hybrid: 0.9439 (0.9142) loss_bbox_0_hybrid: 0.2545 (0.2420) loss_giou_0_hybrid: 0.4848 (0.5140) loss_class_1_hybrid: 0.8690 (0.8798) loss_bbox_1_hybrid: 0.2486 (0.2332) loss_giou_1_hybrid: 0.4741 (0.4953) loss_class_2_hybrid: 0.8675 (0.8642) loss_bbox_2_hybrid: 0.2467 (0.2293) loss_giou_2_hybrid: 0.4688 (0.4888) loss_class_3_hybrid: 0.8577 (0.8523) loss_bbox_3_hybrid: 0.2437 (0.2293) loss_giou_3_hybrid: 0.4676 (0.4871) loss_class_4_hybrid: 0.8559 (0.8478) loss_bbox_4_hybrid: 0.2425 (0.2295) loss_giou_4_hybrid: 0.4645 (0.4870) loss_class_enc_hybrid: 0.8862 (0.8582) loss_bbox_enc_hybrid: 0.2918 (0.2924) loss_giou_enc_hybrid: 0.5577 (0.5897) mem: 1028 max mem: 36964 [2024-01-14 20:43:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:44:08 det.util.engine] INFO: Epoch: [2] [4800/11727] eta: 2:03:23 lr: 0.000100 data_time: 0.0032 iter_time: 1.0630 loss: 30.0226 (31.0272) loss_class: 0.8583 (0.8584) loss_bbox: 0.1877 (0.2087) loss_giou: 0.3878 (0.4446) loss_class_0: 1.0738 (1.0943) loss_bbox_0: 0.1850 (0.2063) loss_giou_0: 0.4167 (0.4518) loss_class_1: 0.9663 (0.9591) loss_bbox_1: 0.1813 (0.2072) loss_giou_1: 0.3898 (0.4464) loss_class_2: 0.8837 (0.9031) loss_bbox_2: 0.1877 (0.2058) loss_giou_2: 0.3957 (0.4443) loss_class_3: 0.8612 (0.8741) loss_bbox_3: 0.1866 (0.2069) loss_giou_3: 0.3993 (0.4435) loss_class_4: 0.8541 (0.8613) loss_bbox_4: 0.1860 (0.2079) loss_giou_4: 0.3954 (0.4441) loss_class_enc: 0.9445 (1.0016) loss_bbox_enc: 0.2325 (0.2531) loss_giou_enc: 0.4877 (0.5208) loss_class_dn: 0.4394 (0.4501) loss_bbox_dn: 0.2996 (0.3564) loss_giou_dn: 0.5216 (0.5455) loss_class_dn_0: 0.4951 (0.5049) loss_bbox_dn_0: 0.4069 (0.4616) loss_giou_dn_0: 0.6579 (0.6854) loss_class_dn_1: 0.4536 (0.4643) loss_bbox_dn_1: 0.3254 (0.3814) loss_giou_dn_1: 0.5516 (0.5769) loss_class_dn_2: 0.4381 (0.4489) loss_bbox_dn_2: 0.3010 (0.3614) loss_giou_dn_2: 0.5253 (0.5525) loss_class_dn_3: 0.4333 (0.4448) loss_bbox_dn_3: 0.3003 (0.3575) loss_giou_dn_3: 0.5233 (0.5467) loss_class_dn_4: 0.4347 (0.4461) loss_bbox_dn_4: 0.2995 (0.3564) loss_giou_dn_4: 0.5217 (0.5454) loss_class_hybrid: 0.8722 (0.8481) loss_bbox_hybrid: 0.2154 (0.2294) loss_giou_hybrid: 0.4249 (0.4868) loss_class_0_hybrid: 0.9137 (0.9142) loss_bbox_0_hybrid: 0.2222 (0.2420) loss_giou_0_hybrid: 0.4522 (0.5140) loss_class_1_hybrid: 0.9110 (0.8798) loss_bbox_1_hybrid: 0.2165 (0.2332) loss_giou_1_hybrid: 0.4252 (0.4952) loss_class_2_hybrid: 0.8692 (0.8641) loss_bbox_2_hybrid: 0.2144 (0.2292) loss_giou_2_hybrid: 0.4300 (0.4888) loss_class_3_hybrid: 0.8636 (0.8523) loss_bbox_3_hybrid: 0.2139 (0.2293) loss_giou_3_hybrid: 0.4202 (0.4871) loss_class_4_hybrid: 0.8672 (0.8477) loss_bbox_4_hybrid: 0.2182 (0.2294) loss_giou_4_hybrid: 0.4211 (0.4870) loss_class_enc_hybrid: 0.8337 (0.8581) loss_bbox_enc_hybrid: 0.2767 (0.2923) loss_giou_enc_hybrid: 0.5434 (0.5897) mem: 1030 max mem: 36964 [2024-01-14 20:44:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:45:02 det.util.engine] INFO: Epoch: [2] [4850/11727] eta: 2:02:31 lr: 0.000100 data_time: 0.0030 iter_time: 1.0795 loss: 30.5800 (31.0264) loss_class: 0.8147 (0.8582) loss_bbox: 0.1882 (0.2086) loss_giou: 0.4659 (0.4448) loss_class_0: 1.0033 (1.0939) loss_bbox_0: 0.1930 (0.2063) loss_giou_0: 0.4652 (0.4520) loss_class_1: 0.9047 (0.9589) loss_bbox_1: 0.1851 (0.2072) loss_giou_1: 0.4657 (0.4467) loss_class_2: 0.8462 (0.9028) loss_bbox_2: 0.1926 (0.2057) loss_giou_2: 0.4718 (0.4446) loss_class_3: 0.8121 (0.8738) loss_bbox_3: 0.1956 (0.2069) loss_giou_3: 0.4667 (0.4438) loss_class_4: 0.8101 (0.8611) loss_bbox_4: 0.1896 (0.2078) loss_giou_4: 0.4674 (0.4444) loss_class_enc: 0.9345 (1.0013) loss_bbox_enc: 0.2277 (0.2531) loss_giou_enc: 0.5509 (0.5211) loss_class_dn: 0.4283 (0.4499) loss_bbox_dn: 0.2975 (0.3562) loss_giou_dn: 0.5888 (0.5458) loss_class_dn_0: 0.4943 (0.5048) loss_bbox_dn_0: 0.3778 (0.4613) loss_giou_dn_0: 0.7143 (0.6855) loss_class_dn_1: 0.4547 (0.4642) loss_bbox_dn_1: 0.3162 (0.3812) loss_giou_dn_1: 0.6183 (0.5771) loss_class_dn_2: 0.4356 (0.4488) loss_bbox_dn_2: 0.2982 (0.3612) loss_giou_dn_2: 0.5944 (0.5527) loss_class_dn_3: 0.4262 (0.4446) loss_bbox_dn_3: 0.2977 (0.3573) loss_giou_dn_3: 0.5899 (0.5470) loss_class_dn_4: 0.4270 (0.4460) loss_bbox_dn_4: 0.2974 (0.3562) loss_giou_dn_4: 0.5886 (0.5456) loss_class_hybrid: 0.7905 (0.8478) loss_bbox_hybrid: 0.2194 (0.2294) loss_giou_hybrid: 0.5072 (0.4871) loss_class_0_hybrid: 0.8303 (0.9139) loss_bbox_0_hybrid: 0.2270 (0.2420) loss_giou_0_hybrid: 0.5326 (0.5144) loss_class_1_hybrid: 0.8055 (0.8795) loss_bbox_1_hybrid: 0.2202 (0.2331) loss_giou_1_hybrid: 0.5189 (0.4955) loss_class_2_hybrid: 0.7972 (0.8638) loss_bbox_2_hybrid: 0.2222 (0.2292) loss_giou_2_hybrid: 0.5109 (0.4891) loss_class_3_hybrid: 0.7990 (0.8520) loss_bbox_3_hybrid: 0.2200 (0.2293) loss_giou_3_hybrid: 0.5068 (0.4874) loss_class_4_hybrid: 0.7951 (0.8475) loss_bbox_4_hybrid: 0.2191 (0.2294) loss_giou_4_hybrid: 0.5086 (0.4873) loss_class_enc_hybrid: 0.7935 (0.8578) loss_bbox_enc_hybrid: 0.2797 (0.2923) loss_giou_enc_hybrid: 0.6092 (0.5901) mem: 1035 max mem: 36964 [2024-01-14 20:45:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:45:56 det.util.engine] INFO: Epoch: [2] [4900/11727] eta: 2:01:38 lr: 0.000100 data_time: 0.0034 iter_time: 1.0901 loss: 31.2458 (31.0288) loss_class: 0.8345 (0.8585) loss_bbox: 0.2017 (0.2087) loss_giou: 0.4060 (0.4446) loss_class_0: 1.1266 (1.0942) loss_bbox_0: 0.1927 (0.2064) loss_giou_0: 0.4304 (0.4518) loss_class_1: 0.9564 (0.9591) loss_bbox_1: 0.1981 (0.2072) loss_giou_1: 0.4241 (0.4465) loss_class_2: 0.8644 (0.9030) loss_bbox_2: 0.2028 (0.2058) loss_giou_2: 0.4187 (0.4444) loss_class_3: 0.8545 (0.8740) loss_bbox_3: 0.2019 (0.2070) loss_giou_3: 0.4103 (0.4436) loss_class_4: 0.8311 (0.8612) loss_bbox_4: 0.2011 (0.2079) loss_giou_4: 0.4097 (0.4442) loss_class_enc: 1.0095 (1.0015) loss_bbox_enc: 0.2411 (0.2532) loss_giou_enc: 0.5036 (0.5208) loss_class_dn: 0.4383 (0.4498) loss_bbox_dn: 0.3407 (0.3565) loss_giou_dn: 0.5318 (0.5457) loss_class_dn_0: 0.5044 (0.5048) loss_bbox_dn_0: 0.4185 (0.4617) loss_giou_dn_0: 0.6698 (0.6855) loss_class_dn_1: 0.4682 (0.4642) loss_bbox_dn_1: 0.3627 (0.3815) loss_giou_dn_1: 0.5587 (0.5771) loss_class_dn_2: 0.4395 (0.4487) loss_bbox_dn_2: 0.3438 (0.3615) loss_giou_dn_2: 0.5405 (0.5526) loss_class_dn_3: 0.4384 (0.4446) loss_bbox_dn_3: 0.3422 (0.3576) loss_giou_dn_3: 0.5365 (0.5469) loss_class_dn_4: 0.4409 (0.4459) loss_bbox_dn_4: 0.3405 (0.3565) loss_giou_dn_4: 0.5317 (0.5456) loss_class_hybrid: 0.8538 (0.8479) loss_bbox_hybrid: 0.2070 (0.2295) loss_giou_hybrid: 0.4616 (0.4869) loss_class_0_hybrid: 0.9573 (0.9142) loss_bbox_0_hybrid: 0.2344 (0.2420) loss_giou_0_hybrid: 0.4793 (0.5142) loss_class_1_hybrid: 0.9067 (0.8797) loss_bbox_1_hybrid: 0.2131 (0.2332) loss_giou_1_hybrid: 0.4701 (0.4954) loss_class_2_hybrid: 0.8943 (0.8640) loss_bbox_2_hybrid: 0.2140 (0.2293) loss_giou_2_hybrid: 0.4638 (0.4889) loss_class_3_hybrid: 0.8655 (0.8521) loss_bbox_3_hybrid: 0.2095 (0.2294) loss_giou_3_hybrid: 0.4644 (0.4872) loss_class_4_hybrid: 0.8492 (0.8476) loss_bbox_4_hybrid: 0.2071 (0.2295) loss_giou_4_hybrid: 0.4616 (0.4871) loss_class_enc_hybrid: 0.8972 (0.8580) loss_bbox_enc_hybrid: 0.2720 (0.2924) loss_giou_enc_hybrid: 0.5451 (0.5898) mem: 1012 max mem: 36964 [2024-01-14 20:45:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:46:51 det.util.engine] INFO: Epoch: [2] [4950/11727] eta: 2:00:47 lr: 0.000100 data_time: 0.0032 iter_time: 1.1090 loss: 31.2706 (31.0311) loss_class: 0.8680 (0.8587) loss_bbox: 0.2217 (0.2088) loss_giou: 0.4449 (0.4444) loss_class_0: 1.0961 (1.0942) loss_bbox_0: 0.1946 (0.2065) loss_giou_0: 0.4465 (0.4517) loss_class_1: 0.9765 (0.9595) loss_bbox_1: 0.2200 (0.2073) loss_giou_1: 0.4360 (0.4463) loss_class_2: 0.8873 (0.9033) loss_bbox_2: 0.2196 (0.2059) loss_giou_2: 0.4393 (0.4442) loss_class_3: 0.8784 (0.8743) loss_bbox_3: 0.2205 (0.2071) loss_giou_3: 0.4371 (0.4434) loss_class_4: 0.8765 (0.8615) loss_bbox_4: 0.2236 (0.2080) loss_giou_4: 0.4375 (0.4440) loss_class_enc: 0.9644 (1.0017) loss_bbox_enc: 0.2676 (0.2532) loss_giou_enc: 0.5138 (0.5207) loss_class_dn: 0.4444 (0.4499) loss_bbox_dn: 0.3313 (0.3568) loss_giou_dn: 0.5431 (0.5455) loss_class_dn_0: 0.5037 (0.5048) loss_bbox_dn_0: 0.4228 (0.4620) loss_giou_dn_0: 0.6796 (0.6854) loss_class_dn_1: 0.4584 (0.4642) loss_bbox_dn_1: 0.3538 (0.3817) loss_giou_dn_1: 0.5719 (0.5769) loss_class_dn_2: 0.4458 (0.4487) loss_bbox_dn_2: 0.3380 (0.3618) loss_giou_dn_2: 0.5486 (0.5525) loss_class_dn_3: 0.4400 (0.4446) loss_bbox_dn_3: 0.3340 (0.3578) loss_giou_dn_3: 0.5446 (0.5467) loss_class_dn_4: 0.4434 (0.4459) loss_bbox_dn_4: 0.3314 (0.3568) loss_giou_dn_4: 0.5430 (0.5454) loss_class_hybrid: 0.8317 (0.8482) loss_bbox_hybrid: 0.2397 (0.2295) loss_giou_hybrid: 0.4614 (0.4867) loss_class_0_hybrid: 0.8958 (0.9144) loss_bbox_0_hybrid: 0.2437 (0.2421) loss_giou_0_hybrid: 0.4817 (0.5139) loss_class_1_hybrid: 0.8610 (0.8799) loss_bbox_1_hybrid: 0.2411 (0.2333) loss_giou_1_hybrid: 0.4679 (0.4951) loss_class_2_hybrid: 0.8438 (0.8643) loss_bbox_2_hybrid: 0.2379 (0.2294) loss_giou_2_hybrid: 0.4657 (0.4886) loss_class_3_hybrid: 0.8273 (0.8524) loss_bbox_3_hybrid: 0.2385 (0.2294) loss_giou_3_hybrid: 0.4623 (0.4870) loss_class_4_hybrid: 0.8313 (0.8479) loss_bbox_4_hybrid: 0.2430 (0.2295) loss_giou_4_hybrid: 0.4655 (0.4869) loss_class_enc_hybrid: 0.8437 (0.8583) loss_bbox_enc_hybrid: 0.2918 (0.2925) loss_giou_enc_hybrid: 0.5761 (0.5896) mem: 1019 max mem: 36964 [2024-01-14 20:46:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:47:43 det.util.engine] INFO: Epoch: [2] [5000/11727] eta: 1:59:51 lr: 0.000100 data_time: 0.0034 iter_time: 1.0368 loss: 29.8903 (31.0254) loss_class: 0.8120 (0.8586) loss_bbox: 0.2190 (0.2088) loss_giou: 0.4220 (0.4443) loss_class_0: 1.0458 (1.0939) loss_bbox_0: 0.1992 (0.2065) loss_giou_0: 0.4203 (0.4516) loss_class_1: 0.9071 (0.9592) loss_bbox_1: 0.1959 (0.2072) loss_giou_1: 0.4172 (0.4461) loss_class_2: 0.8592 (0.9032) loss_bbox_2: 0.2106 (0.2059) loss_giou_2: 0.4222 (0.4441) loss_class_3: 0.8257 (0.8742) loss_bbox_3: 0.2086 (0.2071) loss_giou_3: 0.4167 (0.4433) loss_class_4: 0.8075 (0.8614) loss_bbox_4: 0.2160 (0.2080) loss_giou_4: 0.4216 (0.4439) loss_class_enc: 0.9827 (1.0016) loss_bbox_enc: 0.2562 (0.2533) loss_giou_enc: 0.4872 (0.5205) loss_class_dn: 0.4422 (0.4498) loss_bbox_dn: 0.3350 (0.3567) loss_giou_dn: 0.5316 (0.5454) loss_class_dn_0: 0.5030 (0.5048) loss_bbox_dn_0: 0.4337 (0.4619) loss_giou_dn_0: 0.6552 (0.6853) loss_class_dn_1: 0.4578 (0.4641) loss_bbox_dn_1: 0.3575 (0.3816) loss_giou_dn_1: 0.5606 (0.5767) loss_class_dn_2: 0.4382 (0.4487) loss_bbox_dn_2: 0.3411 (0.3617) loss_giou_dn_2: 0.5384 (0.5523) loss_class_dn_3: 0.4334 (0.4445) loss_bbox_dn_3: 0.3378 (0.3577) loss_giou_dn_3: 0.5320 (0.5466) loss_class_dn_4: 0.4405 (0.4458) loss_bbox_dn_4: 0.3348 (0.3567) loss_giou_dn_4: 0.5316 (0.5453) loss_class_hybrid: 0.8256 (0.8482) loss_bbox_hybrid: 0.2271 (0.2295) loss_giou_hybrid: 0.4459 (0.4865) loss_class_0_hybrid: 0.8832 (0.9144) loss_bbox_0_hybrid: 0.2261 (0.2420) loss_giou_0_hybrid: 0.4731 (0.5137) loss_class_1_hybrid: 0.8609 (0.8800) loss_bbox_1_hybrid: 0.2204 (0.2332) loss_giou_1_hybrid: 0.4513 (0.4949) loss_class_2_hybrid: 0.8369 (0.8643) loss_bbox_2_hybrid: 0.2243 (0.2293) loss_giou_2_hybrid: 0.4506 (0.4884) loss_class_3_hybrid: 0.8260 (0.8524) loss_bbox_3_hybrid: 0.2307 (0.2294) loss_giou_3_hybrid: 0.4507 (0.4868) loss_class_4_hybrid: 0.8263 (0.8479) loss_bbox_4_hybrid: 0.2260 (0.2295) loss_giou_4_hybrid: 0.4504 (0.4867) loss_class_enc_hybrid: 0.8724 (0.8583) loss_bbox_enc_hybrid: 0.2807 (0.2924) loss_giou_enc_hybrid: 0.5628 (0.5894) mem: 1026 max mem: 36964 [2024-01-14 20:47:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:48:37 det.util.engine] INFO: Epoch: [2] [5050/11727] eta: 1:58:59 lr: 0.000100 data_time: 0.0032 iter_time: 1.1273 loss: 30.5778 (31.0258) loss_class: 0.8492 (0.8587) loss_bbox: 0.2078 (0.2088) loss_giou: 0.4300 (0.4443) loss_class_0: 1.0760 (1.0938) loss_bbox_0: 0.2047 (0.2065) loss_giou_0: 0.4413 (0.4516) loss_class_1: 0.9566 (0.9594) loss_bbox_1: 0.2153 (0.2072) loss_giou_1: 0.4342 (0.4461) loss_class_2: 0.8623 (0.9033) loss_bbox_2: 0.2099 (0.2059) loss_giou_2: 0.4251 (0.4441) loss_class_3: 0.8644 (0.8743) loss_bbox_3: 0.2073 (0.2071) loss_giou_3: 0.4277 (0.4433) loss_class_4: 0.8499 (0.8615) loss_bbox_4: 0.2046 (0.2080) loss_giou_4: 0.4276 (0.4439) loss_class_enc: 0.9834 (1.0016) loss_bbox_enc: 0.2490 (0.2532) loss_giou_enc: 0.4973 (0.5206) loss_class_dn: 0.4383 (0.4498) loss_bbox_dn: 0.3301 (0.3566) loss_giou_dn: 0.5201 (0.5454) loss_class_dn_0: 0.5064 (0.5048) loss_bbox_dn_0: 0.4584 (0.4618) loss_giou_dn_0: 0.6663 (0.6853) loss_class_dn_1: 0.4594 (0.4641) loss_bbox_dn_1: 0.3652 (0.3815) loss_giou_dn_1: 0.5498 (0.5768) loss_class_dn_2: 0.4391 (0.4487) loss_bbox_dn_2: 0.3329 (0.3616) loss_giou_dn_2: 0.5273 (0.5523) loss_class_dn_3: 0.4331 (0.4445) loss_bbox_dn_3: 0.3289 (0.3577) loss_giou_dn_3: 0.5220 (0.5466) loss_class_dn_4: 0.4327 (0.4458) loss_bbox_dn_4: 0.3301 (0.3566) loss_giou_dn_4: 0.5198 (0.5453) loss_class_hybrid: 0.8283 (0.8482) loss_bbox_hybrid: 0.2295 (0.2295) loss_giou_hybrid: 0.4657 (0.4865) loss_class_0_hybrid: 0.8986 (0.9143) loss_bbox_0_hybrid: 0.2417 (0.2420) loss_giou_0_hybrid: 0.4961 (0.5138) loss_class_1_hybrid: 0.8663 (0.8800) loss_bbox_1_hybrid: 0.2327 (0.2332) loss_giou_1_hybrid: 0.4739 (0.4950) loss_class_2_hybrid: 0.8454 (0.8644) loss_bbox_2_hybrid: 0.2299 (0.2293) loss_giou_2_hybrid: 0.4641 (0.4885) loss_class_3_hybrid: 0.8158 (0.8524) loss_bbox_3_hybrid: 0.2297 (0.2294) loss_giou_3_hybrid: 0.4625 (0.4868) loss_class_4_hybrid: 0.8329 (0.8479) loss_bbox_4_hybrid: 0.2282 (0.2295) loss_giou_4_hybrid: 0.4644 (0.4868) loss_class_enc_hybrid: 0.8497 (0.8583) loss_bbox_enc_hybrid: 0.2768 (0.2924) loss_giou_enc_hybrid: 0.5657 (0.5894) mem: 1021 max mem: 36964 [2024-01-14 20:48:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:49:32 det.util.engine] INFO: Epoch: [2] [5100/11727] eta: 1:58:08 lr: 0.000100 data_time: 0.0031 iter_time: 1.1146 loss: 30.3678 (31.0244) loss_class: 0.8106 (0.8586) loss_bbox: 0.2102 (0.2088) loss_giou: 0.4427 (0.4444) loss_class_0: 1.0345 (1.0935) loss_bbox_0: 0.1953 (0.2065) loss_giou_0: 0.4291 (0.4517) loss_class_1: 0.9058 (0.9592) loss_bbox_1: 0.2044 (0.2072) loss_giou_1: 0.4279 (0.4462) loss_class_2: 0.8600 (0.9031) loss_bbox_2: 0.1902 (0.2059) loss_giou_2: 0.4394 (0.4442) loss_class_3: 0.8248 (0.8742) loss_bbox_3: 0.2103 (0.2071) loss_giou_3: 0.4436 (0.4434) loss_class_4: 0.8102 (0.8614) loss_bbox_4: 0.2103 (0.2080) loss_giou_4: 0.4426 (0.4440) loss_class_enc: 0.9813 (1.0015) loss_bbox_enc: 0.2428 (0.2532) loss_giou_enc: 0.5009 (0.5206) loss_class_dn: 0.4427 (0.4497) loss_bbox_dn: 0.2930 (0.3565) loss_giou_dn: 0.5373 (0.5454) loss_class_dn_0: 0.4986 (0.5048) loss_bbox_dn_0: 0.3934 (0.4617) loss_giou_dn_0: 0.6628 (0.6854) loss_class_dn_1: 0.4580 (0.4641) loss_bbox_dn_1: 0.3116 (0.3814) loss_giou_dn_1: 0.5608 (0.5767) loss_class_dn_2: 0.4405 (0.4486) loss_bbox_dn_2: 0.2961 (0.3614) loss_giou_dn_2: 0.5376 (0.5523) loss_class_dn_3: 0.4402 (0.4445) loss_bbox_dn_3: 0.2948 (0.3575) loss_giou_dn_3: 0.5365 (0.5466) loss_class_dn_4: 0.4389 (0.4458) loss_bbox_dn_4: 0.2930 (0.3565) loss_giou_dn_4: 0.5371 (0.5453) loss_class_hybrid: 0.8062 (0.8481) loss_bbox_hybrid: 0.2344 (0.2295) loss_giou_hybrid: 0.4924 (0.4867) loss_class_0_hybrid: 0.8688 (0.9142) loss_bbox_0_hybrid: 0.2393 (0.2420) loss_giou_0_hybrid: 0.4878 (0.5139) loss_class_1_hybrid: 0.8436 (0.8799) loss_bbox_1_hybrid: 0.2332 (0.2332) loss_giou_1_hybrid: 0.4823 (0.4951) loss_class_2_hybrid: 0.8159 (0.8642) loss_bbox_2_hybrid: 0.2268 (0.2293) loss_giou_2_hybrid: 0.4839 (0.4886) loss_class_3_hybrid: 0.8119 (0.8523) loss_bbox_3_hybrid: 0.2344 (0.2294) loss_giou_3_hybrid: 0.4924 (0.4870) loss_class_4_hybrid: 0.8075 (0.8478) loss_bbox_4_hybrid: 0.2358 (0.2295) loss_giou_4_hybrid: 0.4925 (0.4869) loss_class_enc_hybrid: 0.8224 (0.8582) loss_bbox_enc_hybrid: 0.2801 (0.2923) loss_giou_enc_hybrid: 0.5701 (0.5895) mem: 1029 max mem: 36964 [2024-01-14 20:49:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:50:28 det.util.engine] INFO: Epoch: [2] [5150/11727] eta: 1:57:17 lr: 0.000100 data_time: 0.0032 iter_time: 1.0900 loss: 29.8205 (31.0157) loss_class: 0.7864 (0.8583) loss_bbox: 0.2057 (0.2087) loss_giou: 0.4205 (0.4444) loss_class_0: 1.0191 (1.0933) loss_bbox_0: 0.1860 (0.2064) loss_giou_0: 0.4226 (0.4517) loss_class_1: 0.8969 (0.9589) loss_bbox_1: 0.1937 (0.2071) loss_giou_1: 0.4131 (0.4462) loss_class_2: 0.8338 (0.9028) loss_bbox_2: 0.1955 (0.2058) loss_giou_2: 0.4177 (0.4442) loss_class_3: 0.7944 (0.8740) loss_bbox_3: 0.1936 (0.2070) loss_giou_3: 0.4290 (0.4434) loss_class_4: 0.7950 (0.8611) loss_bbox_4: 0.1948 (0.2079) loss_giou_4: 0.4204 (0.4440) loss_class_enc: 0.8950 (1.0012) loss_bbox_enc: 0.2281 (0.2530) loss_giou_enc: 0.5014 (0.5205) loss_class_dn: 0.4417 (0.4496) loss_bbox_dn: 0.2885 (0.3562) loss_giou_dn: 0.5226 (0.5452) loss_class_dn_0: 0.4973 (0.5048) loss_bbox_dn_0: 0.3937 (0.4613) loss_giou_dn_0: 0.6533 (0.6851) loss_class_dn_1: 0.4514 (0.4641) loss_bbox_dn_1: 0.3179 (0.3811) loss_giou_dn_1: 0.5491 (0.5765) loss_class_dn_2: 0.4377 (0.4485) loss_bbox_dn_2: 0.2970 (0.3612) loss_giou_dn_2: 0.5286 (0.5521) loss_class_dn_3: 0.4397 (0.4444) loss_bbox_dn_3: 0.2907 (0.3573) loss_giou_dn_3: 0.5237 (0.5464) loss_class_dn_4: 0.4385 (0.4457) loss_bbox_dn_4: 0.2883 (0.3562) loss_giou_dn_4: 0.5225 (0.5451) loss_class_hybrid: 0.7889 (0.8479) loss_bbox_hybrid: 0.2142 (0.2294) loss_giou_hybrid: 0.4741 (0.4866) loss_class_0_hybrid: 0.8722 (0.9140) loss_bbox_0_hybrid: 0.2195 (0.2418) loss_giou_0_hybrid: 0.4908 (0.5138) loss_class_1_hybrid: 0.8468 (0.8798) loss_bbox_1_hybrid: 0.2139 (0.2331) loss_giou_1_hybrid: 0.4736 (0.4950) loss_class_2_hybrid: 0.8240 (0.8641) loss_bbox_2_hybrid: 0.2143 (0.2292) loss_giou_2_hybrid: 0.4791 (0.4886) loss_class_3_hybrid: 0.7947 (0.8521) loss_bbox_3_hybrid: 0.2115 (0.2293) loss_giou_3_hybrid: 0.4744 (0.4869) loss_class_4_hybrid: 0.8055 (0.8476) loss_bbox_4_hybrid: 0.2131 (0.2294) loss_giou_4_hybrid: 0.4740 (0.4869) loss_class_enc_hybrid: 0.8194 (0.8580) loss_bbox_enc_hybrid: 0.2761 (0.2922) loss_giou_enc_hybrid: 0.5611 (0.5894) mem: 1026 max mem: 36964 [2024-01-14 20:50:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:51:22 det.util.engine] INFO: Epoch: [2] [5200/11727] eta: 1:56:24 lr: 0.000100 data_time: 0.0033 iter_time: 1.0733 loss: 28.9156 (31.0092) loss_class: 0.7780 (0.8581) loss_bbox: 0.1785 (0.2086) loss_giou: 0.4290 (0.4444) loss_class_0: 0.9862 (1.0929) loss_bbox_0: 0.1828 (0.2063) loss_giou_0: 0.4593 (0.4517) loss_class_1: 0.8638 (0.9587) loss_bbox_1: 0.1849 (0.2070) loss_giou_1: 0.4264 (0.4461) loss_class_2: 0.8283 (0.9026) loss_bbox_2: 0.1791 (0.2057) loss_giou_2: 0.4350 (0.4442) loss_class_3: 0.7861 (0.8737) loss_bbox_3: 0.1837 (0.2069) loss_giou_3: 0.4280 (0.4434) loss_class_4: 0.7953 (0.8609) loss_bbox_4: 0.1791 (0.2078) loss_giou_4: 0.4290 (0.4440) loss_class_enc: 0.9217 (1.0010) loss_bbox_enc: 0.2198 (0.2530) loss_giou_enc: 0.5152 (0.5205) loss_class_dn: 0.4342 (0.4495) loss_bbox_dn: 0.3140 (0.3560) loss_giou_dn: 0.5255 (0.5451) loss_class_dn_0: 0.5021 (0.5047) loss_bbox_dn_0: 0.4195 (0.4612) loss_giou_dn_0: 0.6686 (0.6850) loss_class_dn_1: 0.4546 (0.4640) loss_bbox_dn_1: 0.3314 (0.3809) loss_giou_dn_1: 0.5543 (0.5764) loss_class_dn_2: 0.4397 (0.4485) loss_bbox_dn_2: 0.3168 (0.3610) loss_giou_dn_2: 0.5318 (0.5520) loss_class_dn_3: 0.4339 (0.4443) loss_bbox_dn_3: 0.3154 (0.3571) loss_giou_dn_3: 0.5261 (0.5463) loss_class_dn_4: 0.4323 (0.4456) loss_bbox_dn_4: 0.3140 (0.3560) loss_giou_dn_4: 0.5255 (0.5450) loss_class_hybrid: 0.7895 (0.8476) loss_bbox_hybrid: 0.1972 (0.2294) loss_giou_hybrid: 0.4636 (0.4867) loss_class_0_hybrid: 0.8448 (0.9137) loss_bbox_0_hybrid: 0.2123 (0.2418) loss_giou_0_hybrid: 0.4903 (0.5139) loss_class_1_hybrid: 0.8056 (0.8794) loss_bbox_1_hybrid: 0.1984 (0.2330) loss_giou_1_hybrid: 0.4721 (0.4951) loss_class_2_hybrid: 0.7921 (0.8637) loss_bbox_2_hybrid: 0.1925 (0.2291) loss_giou_2_hybrid: 0.4650 (0.4887) loss_class_3_hybrid: 0.7857 (0.8518) loss_bbox_3_hybrid: 0.1949 (0.2292) loss_giou_3_hybrid: 0.4656 (0.4870) loss_class_4_hybrid: 0.7844 (0.8473) loss_bbox_4_hybrid: 0.1967 (0.2294) loss_giou_4_hybrid: 0.4667 (0.4870) loss_class_enc_hybrid: 0.7951 (0.8578) loss_bbox_enc_hybrid: 0.2609 (0.2921) loss_giou_enc_hybrid: 0.5609 (0.5895) mem: 1022 max mem: 36964 [2024-01-14 20:51:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:52:16 det.util.engine] INFO: Epoch: [2] [5250/11727] eta: 1:55:31 lr: 0.000100 data_time: 0.0032 iter_time: 1.0807 loss: 30.6879 (31.0092) loss_class: 0.8398 (0.8580) loss_bbox: 0.1833 (0.2085) loss_giou: 0.4546 (0.4446) loss_class_0: 1.0354 (1.0925) loss_bbox_0: 0.1889 (0.2063) loss_giou_0: 0.4669 (0.4520) loss_class_1: 0.9345 (0.9584) loss_bbox_1: 0.1828 (0.2070) loss_giou_1: 0.4564 (0.4464) loss_class_2: 0.8836 (0.9024) loss_bbox_2: 0.1843 (0.2056) loss_giou_2: 0.4508 (0.4444) loss_class_3: 0.8773 (0.8736) loss_bbox_3: 0.1806 (0.2068) loss_giou_3: 0.4566 (0.4436) loss_class_4: 0.8534 (0.8609) loss_bbox_4: 0.1832 (0.2077) loss_giou_4: 0.4544 (0.4442) loss_class_enc: 0.9639 (1.0007) loss_bbox_enc: 0.2321 (0.2529) loss_giou_enc: 0.5291 (0.5208) loss_class_dn: 0.4389 (0.4495) loss_bbox_dn: 0.3261 (0.3558) loss_giou_dn: 0.5445 (0.5452) loss_class_dn_0: 0.4952 (0.5047) loss_bbox_dn_0: 0.4319 (0.4609) loss_giou_dn_0: 0.6666 (0.6851) loss_class_dn_1: 0.4575 (0.4640) loss_bbox_dn_1: 0.3517 (0.3807) loss_giou_dn_1: 0.5718 (0.5765) loss_class_dn_2: 0.4419 (0.4485) loss_bbox_dn_2: 0.3298 (0.3608) loss_giou_dn_2: 0.5524 (0.5521) loss_class_dn_3: 0.4369 (0.4443) loss_bbox_dn_3: 0.3262 (0.3569) loss_giou_dn_3: 0.5463 (0.5464) loss_class_dn_4: 0.4370 (0.4456) loss_bbox_dn_4: 0.3262 (0.3558) loss_giou_dn_4: 0.5447 (0.5451) loss_class_hybrid: 0.8138 (0.8475) loss_bbox_hybrid: 0.2067 (0.2293) loss_giou_hybrid: 0.5120 (0.4870) loss_class_0_hybrid: 0.8914 (0.9135) loss_bbox_0_hybrid: 0.2133 (0.2417) loss_giou_0_hybrid: 0.5293 (0.5142) loss_class_1_hybrid: 0.8490 (0.8793) loss_bbox_1_hybrid: 0.2093 (0.2330) loss_giou_1_hybrid: 0.5178 (0.4954) loss_class_2_hybrid: 0.8395 (0.8636) loss_bbox_2_hybrid: 0.2074 (0.2291) loss_giou_2_hybrid: 0.5204 (0.4889) loss_class_3_hybrid: 0.8229 (0.8517) loss_bbox_3_hybrid: 0.2103 (0.2292) loss_giou_3_hybrid: 0.5129 (0.4873) loss_class_4_hybrid: 0.8230 (0.8472) loss_bbox_4_hybrid: 0.2104 (0.2293) loss_giou_4_hybrid: 0.5137 (0.4872) loss_class_enc_hybrid: 0.8196 (0.8577) loss_bbox_enc_hybrid: 0.2785 (0.2920) loss_giou_enc_hybrid: 0.6036 (0.5897) mem: 1024 max mem: 36964 [2024-01-14 20:52:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:53:11 det.util.engine] INFO: Epoch: [2] [5300/11727] eta: 1:54:40 lr: 0.000100 data_time: 0.0035 iter_time: 1.0744 loss: 30.1865 (31.0077) loss_class: 0.8221 (0.8581) loss_bbox: 0.2150 (0.2086) loss_giou: 0.4298 (0.4445) loss_class_0: 1.0519 (1.0926) loss_bbox_0: 0.1983 (0.2063) loss_giou_0: 0.4281 (0.4519) loss_class_1: 0.9002 (0.9586) loss_bbox_1: 0.2077 (0.2070) loss_giou_1: 0.4281 (0.4463) loss_class_2: 0.8694 (0.9025) loss_bbox_2: 0.1961 (0.2056) loss_giou_2: 0.4150 (0.4443) loss_class_3: 0.8646 (0.8738) loss_bbox_3: 0.2120 (0.2068) loss_giou_3: 0.4207 (0.4435) loss_class_4: 0.8292 (0.8610) loss_bbox_4: 0.2150 (0.2078) loss_giou_4: 0.4245 (0.4441) loss_class_enc: 0.9870 (1.0008) loss_bbox_enc: 0.2415 (0.2530) loss_giou_enc: 0.4997 (0.5206) loss_class_dn: 0.4328 (0.4495) loss_bbox_dn: 0.3092 (0.3558) loss_giou_dn: 0.5115 (0.5451) loss_class_dn_0: 0.4920 (0.5047) loss_bbox_dn_0: 0.4033 (0.4610) loss_giou_dn_0: 0.6654 (0.6849) loss_class_dn_1: 0.4564 (0.4640) loss_bbox_dn_1: 0.3301 (0.3807) loss_giou_dn_1: 0.5460 (0.5763) loss_class_dn_2: 0.4402 (0.4484) loss_bbox_dn_2: 0.3153 (0.3608) loss_giou_dn_2: 0.5217 (0.5519) loss_class_dn_3: 0.4322 (0.4443) loss_bbox_dn_3: 0.3093 (0.3568) loss_giou_dn_3: 0.5117 (0.5462) loss_class_dn_4: 0.4309 (0.4456) loss_bbox_dn_4: 0.3093 (0.3558) loss_giou_dn_4: 0.5120 (0.5449) loss_class_hybrid: 0.8336 (0.8476) loss_bbox_hybrid: 0.2180 (0.2293) loss_giou_hybrid: 0.4405 (0.4868) loss_class_0_hybrid: 0.8966 (0.9136) loss_bbox_0_hybrid: 0.2270 (0.2417) loss_giou_0_hybrid: 0.4673 (0.5140) loss_class_1_hybrid: 0.8655 (0.8795) loss_bbox_1_hybrid: 0.2217 (0.2330) loss_giou_1_hybrid: 0.4617 (0.4952) loss_class_2_hybrid: 0.8601 (0.8637) loss_bbox_2_hybrid: 0.2138 (0.2291) loss_giou_2_hybrid: 0.4457 (0.4888) loss_class_3_hybrid: 0.8424 (0.8518) loss_bbox_3_hybrid: 0.2142 (0.2292) loss_giou_3_hybrid: 0.4427 (0.4871) loss_class_4_hybrid: 0.8375 (0.8473) loss_bbox_4_hybrid: 0.2152 (0.2293) loss_giou_4_hybrid: 0.4471 (0.4870) loss_class_enc_hybrid: 0.8389 (0.8579) loss_bbox_enc_hybrid: 0.2725 (0.2920) loss_giou_enc_hybrid: 0.5361 (0.5895) mem: 1030 max mem: 36964 [2024-01-14 20:53:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:54:05 det.util.engine] INFO: Epoch: [2] [5350/11727] eta: 1:53:47 lr: 0.000100 data_time: 0.0031 iter_time: 1.0319 loss: 30.5991 (31.0090) loss_class: 0.8356 (0.8581) loss_bbox: 0.2058 (0.2086) loss_giou: 0.4350 (0.4447) loss_class_0: 1.0718 (1.0926) loss_bbox_0: 0.1983 (0.2063) loss_giou_0: 0.4427 (0.4520) loss_class_1: 0.9305 (0.9585) loss_bbox_1: 0.2015 (0.2071) loss_giou_1: 0.4289 (0.4464) loss_class_2: 0.9445 (0.9027) loss_bbox_2: 0.1984 (0.2056) loss_giou_2: 0.4357 (0.4444) loss_class_3: 0.8630 (0.8739) loss_bbox_3: 0.1959 (0.2069) loss_giou_3: 0.4350 (0.4436) loss_class_4: 0.8602 (0.8610) loss_bbox_4: 0.1957 (0.2078) loss_giou_4: 0.4382 (0.4442) loss_class_enc: 0.9819 (1.0006) loss_bbox_enc: 0.2407 (0.2529) loss_giou_enc: 0.5101 (0.5207) loss_class_dn: 0.4434 (0.4495) loss_bbox_dn: 0.3482 (0.3557) loss_giou_dn: 0.5684 (0.5452) loss_class_dn_0: 0.4933 (0.5046) loss_bbox_dn_0: 0.4514 (0.4608) loss_giou_dn_0: 0.7001 (0.6850) loss_class_dn_1: 0.4568 (0.4639) loss_bbox_dn_1: 0.3614 (0.3806) loss_giou_dn_1: 0.5921 (0.5764) loss_class_dn_2: 0.4428 (0.4484) loss_bbox_dn_2: 0.3522 (0.3607) loss_giou_dn_2: 0.5697 (0.5520) loss_class_dn_3: 0.4367 (0.4442) loss_bbox_dn_3: 0.3494 (0.3568) loss_giou_dn_3: 0.5675 (0.5463) loss_class_dn_4: 0.4403 (0.4455) loss_bbox_dn_4: 0.3482 (0.3557) loss_giou_dn_4: 0.5683 (0.5450) loss_class_hybrid: 0.8577 (0.8476) loss_bbox_hybrid: 0.2139 (0.2293) loss_giou_hybrid: 0.4732 (0.4869) loss_class_0_hybrid: 0.8899 (0.9135) loss_bbox_0_hybrid: 0.2238 (0.2417) loss_giou_0_hybrid: 0.5080 (0.5141) loss_class_1_hybrid: 0.8850 (0.8795) loss_bbox_1_hybrid: 0.2125 (0.2330) loss_giou_1_hybrid: 0.4797 (0.4953) loss_class_2_hybrid: 0.8787 (0.8638) loss_bbox_2_hybrid: 0.2165 (0.2291) loss_giou_2_hybrid: 0.4731 (0.4888) loss_class_3_hybrid: 0.8613 (0.8519) loss_bbox_3_hybrid: 0.2116 (0.2292) loss_giou_3_hybrid: 0.4738 (0.4872) loss_class_4_hybrid: 0.8532 (0.8474) loss_bbox_4_hybrid: 0.2095 (0.2293) loss_giou_4_hybrid: 0.4742 (0.4871) loss_class_enc_hybrid: 0.8450 (0.8577) loss_bbox_enc_hybrid: 0.2740 (0.2920) loss_giou_enc_hybrid: 0.5796 (0.5896) mem: 1030 max mem: 36964 [2024-01-14 20:54:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:54:59 det.util.engine] INFO: Epoch: [2] [5400/11727] eta: 1:52:53 lr: 0.000100 data_time: 0.0033 iter_time: 1.0452 loss: 29.5300 (31.0015) loss_class: 0.8238 (0.8580) loss_bbox: 0.1885 (0.2085) loss_giou: 0.4084 (0.4446) loss_class_0: 1.0487 (1.0925) loss_bbox_0: 0.1907 (0.2062) loss_giou_0: 0.4145 (0.4519) loss_class_1: 0.9080 (0.9584) loss_bbox_1: 0.1897 (0.2070) loss_giou_1: 0.4111 (0.4463) loss_class_2: 0.8722 (0.9026) loss_bbox_2: 0.1872 (0.2055) loss_giou_2: 0.4107 (0.4443) loss_class_3: 0.8275 (0.8737) loss_bbox_3: 0.1905 (0.2067) loss_giou_3: 0.3917 (0.4435) loss_class_4: 0.8337 (0.8609) loss_bbox_4: 0.1885 (0.2076) loss_giou_4: 0.4083 (0.4441) loss_class_enc: 0.9876 (1.0006) loss_bbox_enc: 0.2501 (0.2528) loss_giou_enc: 0.4688 (0.5206) loss_class_dn: 0.4461 (0.4493) loss_bbox_dn: 0.3359 (0.3555) loss_giou_dn: 0.4994 (0.5450) loss_class_dn_0: 0.5096 (0.5046) loss_bbox_dn_0: 0.4657 (0.4607) loss_giou_dn_0: 0.6625 (0.6848) loss_class_dn_1: 0.4611 (0.4638) loss_bbox_dn_1: 0.3710 (0.3804) loss_giou_dn_1: 0.5439 (0.5762) loss_class_dn_2: 0.4417 (0.4483) loss_bbox_dn_2: 0.3425 (0.3605) loss_giou_dn_2: 0.5115 (0.5519) loss_class_dn_3: 0.4347 (0.4441) loss_bbox_dn_3: 0.3362 (0.3566) loss_giou_dn_3: 0.5028 (0.5461) loss_class_dn_4: 0.4398 (0.4454) loss_bbox_dn_4: 0.3359 (0.3555) loss_giou_dn_4: 0.4997 (0.5448) loss_class_hybrid: 0.8066 (0.8476) loss_bbox_hybrid: 0.2008 (0.2291) loss_giou_hybrid: 0.4341 (0.4868) loss_class_0_hybrid: 0.8942 (0.9135) loss_bbox_0_hybrid: 0.2140 (0.2416) loss_giou_0_hybrid: 0.4508 (0.5141) loss_class_1_hybrid: 0.8509 (0.8794) loss_bbox_1_hybrid: 0.2075 (0.2328) loss_giou_1_hybrid: 0.4294 (0.4952) loss_class_2_hybrid: 0.8384 (0.8637) loss_bbox_2_hybrid: 0.1997 (0.2289) loss_giou_2_hybrid: 0.4365 (0.4888) loss_class_3_hybrid: 0.7982 (0.8518) loss_bbox_3_hybrid: 0.1968 (0.2290) loss_giou_3_hybrid: 0.4344 (0.4871) loss_class_4_hybrid: 0.7984 (0.8473) loss_bbox_4_hybrid: 0.1987 (0.2291) loss_giou_4_hybrid: 0.4353 (0.4870) loss_class_enc_hybrid: 0.8809 (0.8577) loss_bbox_enc_hybrid: 0.2625 (0.2918) loss_giou_enc_hybrid: 0.5361 (0.5895) mem: 1021 max mem: 36964 [2024-01-14 20:54:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:55:53 det.util.engine] INFO: Epoch: [2] [5450/11727] eta: 1:52:00 lr: 0.000100 data_time: 0.0037 iter_time: 1.0496 loss: 29.2846 (30.9938) loss_class: 0.8043 (0.8578) loss_bbox: 0.1747 (0.2083) loss_giou: 0.4239 (0.4445) loss_class_0: 1.0140 (1.0921) loss_bbox_0: 0.1863 (0.2061) loss_giou_0: 0.4365 (0.4519) loss_class_1: 0.8928 (0.9581) loss_bbox_1: 0.1726 (0.2068) loss_giou_1: 0.4298 (0.4463) loss_class_2: 0.8392 (0.9023) loss_bbox_2: 0.1719 (0.2053) loss_giou_2: 0.4308 (0.4442) loss_class_3: 0.8243 (0.8736) loss_bbox_3: 0.1737 (0.2065) loss_giou_3: 0.4264 (0.4434) loss_class_4: 0.8110 (0.8607) loss_bbox_4: 0.1782 (0.2075) loss_giou_4: 0.4149 (0.4441) loss_class_enc: 0.9577 (1.0003) loss_bbox_enc: 0.2191 (0.2527) loss_giou_enc: 0.5119 (0.5206) loss_class_dn: 0.4225 (0.4492) loss_bbox_dn: 0.2982 (0.3553) loss_giou_dn: 0.5128 (0.5449) loss_class_dn_0: 0.4967 (0.5045) loss_bbox_dn_0: 0.4275 (0.4605) loss_giou_dn_0: 0.6604 (0.6848) loss_class_dn_1: 0.4431 (0.4638) loss_bbox_dn_1: 0.3261 (0.3802) loss_giou_dn_1: 0.5425 (0.5762) loss_class_dn_2: 0.4286 (0.4482) loss_bbox_dn_2: 0.3010 (0.3603) loss_giou_dn_2: 0.5184 (0.5518) loss_class_dn_3: 0.4228 (0.4440) loss_bbox_dn_3: 0.2992 (0.3564) loss_giou_dn_3: 0.5142 (0.5461) loss_class_dn_4: 0.4217 (0.4453) loss_bbox_dn_4: 0.2982 (0.3553) loss_giou_dn_4: 0.5128 (0.5448) loss_class_hybrid: 0.8211 (0.8474) loss_bbox_hybrid: 0.1959 (0.2290) loss_giou_hybrid: 0.4606 (0.4867) loss_class_0_hybrid: 0.8329 (0.9133) loss_bbox_0_hybrid: 0.2013 (0.2414) loss_giou_0_hybrid: 0.4977 (0.5140) loss_class_1_hybrid: 0.8506 (0.8792) loss_bbox_1_hybrid: 0.1989 (0.2327) loss_giou_1_hybrid: 0.4710 (0.4951) loss_class_2_hybrid: 0.8343 (0.8636) loss_bbox_2_hybrid: 0.1916 (0.2287) loss_giou_2_hybrid: 0.4649 (0.4886) loss_class_3_hybrid: 0.8147 (0.8517) loss_bbox_3_hybrid: 0.1957 (0.2288) loss_giou_3_hybrid: 0.4596 (0.4870) loss_class_4_hybrid: 0.8317 (0.8471) loss_bbox_4_hybrid: 0.1984 (0.2290) loss_giou_4_hybrid: 0.4609 (0.4869) loss_class_enc_hybrid: 0.8082 (0.8575) loss_bbox_enc_hybrid: 0.2576 (0.2917) loss_giou_enc_hybrid: 0.5809 (0.5895) mem: 1021 max mem: 36964 [2024-01-14 20:55:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:56:49 det.util.engine] INFO: Epoch: [2] [5500/11727] eta: 1:51:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.1241 loss: 30.8690 (30.9928) loss_class: 0.8270 (0.8577) loss_bbox: 0.1719 (0.2083) loss_giou: 0.4660 (0.4446) loss_class_0: 1.0764 (1.0920) loss_bbox_0: 0.1791 (0.2061) loss_giou_0: 0.4616 (0.4520) loss_class_1: 0.9357 (0.9581) loss_bbox_1: 0.1652 (0.2068) loss_giou_1: 0.4784 (0.4464) loss_class_2: 0.8974 (0.9022) loss_bbox_2: 0.1677 (0.2053) loss_giou_2: 0.4615 (0.4444) loss_class_3: 0.8392 (0.8734) loss_bbox_3: 0.1671 (0.2065) loss_giou_3: 0.4655 (0.4435) loss_class_4: 0.8201 (0.8605) loss_bbox_4: 0.1702 (0.2075) loss_giou_4: 0.4677 (0.4442) loss_class_enc: 0.9609 (1.0001) loss_bbox_enc: 0.2293 (0.2527) loss_giou_enc: 0.5213 (0.5208) loss_class_dn: 0.4491 (0.4492) loss_bbox_dn: 0.3287 (0.3551) loss_giou_dn: 0.5466 (0.5449) loss_class_dn_0: 0.5033 (0.5045) loss_bbox_dn_0: 0.4152 (0.4602) loss_giou_dn_0: 0.6769 (0.6848) loss_class_dn_1: 0.4629 (0.4638) loss_bbox_dn_1: 0.3415 (0.3800) loss_giou_dn_1: 0.5780 (0.5762) loss_class_dn_2: 0.4512 (0.4482) loss_bbox_dn_2: 0.3308 (0.3601) loss_giou_dn_2: 0.5527 (0.5518) loss_class_dn_3: 0.4466 (0.4440) loss_bbox_dn_3: 0.3291 (0.3562) loss_giou_dn_3: 0.5484 (0.5461) loss_class_dn_4: 0.4451 (0.4453) loss_bbox_dn_4: 0.3287 (0.3551) loss_giou_dn_4: 0.5465 (0.5448) loss_class_hybrid: 0.8131 (0.8472) loss_bbox_hybrid: 0.2086 (0.2290) loss_giou_hybrid: 0.5124 (0.4869) loss_class_0_hybrid: 0.8739 (0.9131) loss_bbox_0_hybrid: 0.2168 (0.2414) loss_giou_0_hybrid: 0.5404 (0.5142) loss_class_1_hybrid: 0.8429 (0.8790) loss_bbox_1_hybrid: 0.2083 (0.2327) loss_giou_1_hybrid: 0.5207 (0.4953) loss_class_2_hybrid: 0.8288 (0.8634) loss_bbox_2_hybrid: 0.2054 (0.2288) loss_giou_2_hybrid: 0.5113 (0.4888) loss_class_3_hybrid: 0.8148 (0.8515) loss_bbox_3_hybrid: 0.2068 (0.2288) loss_giou_3_hybrid: 0.5110 (0.4872) loss_class_4_hybrid: 0.8006 (0.8469) loss_bbox_4_hybrid: 0.2083 (0.2289) loss_giou_4_hybrid: 0.5103 (0.4871) loss_class_enc_hybrid: 0.8204 (0.8573) loss_bbox_enc_hybrid: 0.2601 (0.2917) loss_giou_enc_hybrid: 0.6208 (0.5897) mem: 1012 max mem: 36964 [2024-01-14 20:56:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:57:44 det.util.engine] INFO: Epoch: [2] [5550/11727] eta: 1:50:17 lr: 0.000100 data_time: 0.0034 iter_time: 1.1033 loss: 30.6629 (30.9928) loss_class: 0.8637 (0.8580) loss_bbox: 0.2158 (0.2083) loss_giou: 0.4052 (0.4445) loss_class_0: 1.0901 (1.0921) loss_bbox_0: 0.2032 (0.2060) loss_giou_0: 0.4181 (0.4519) loss_class_1: 0.9848 (0.9583) loss_bbox_1: 0.2127 (0.2068) loss_giou_1: 0.3991 (0.4462) loss_class_2: 0.9389 (0.9024) loss_bbox_2: 0.2115 (0.2053) loss_giou_2: 0.4003 (0.4442) loss_class_3: 0.8985 (0.8737) loss_bbox_3: 0.2145 (0.2065) loss_giou_3: 0.4045 (0.4434) loss_class_4: 0.8750 (0.8608) loss_bbox_4: 0.2152 (0.2075) loss_giou_4: 0.4034 (0.4441) loss_class_enc: 1.0161 (1.0003) loss_bbox_enc: 0.2408 (0.2527) loss_giou_enc: 0.4636 (0.5206) loss_class_dn: 0.4438 (0.4492) loss_bbox_dn: 0.3690 (0.3552) loss_giou_dn: 0.5321 (0.5448) loss_class_dn_0: 0.4991 (0.5045) loss_bbox_dn_0: 0.4788 (0.4603) loss_giou_dn_0: 0.6732 (0.6847) loss_class_dn_1: 0.4640 (0.4638) loss_bbox_dn_1: 0.3861 (0.3800) loss_giou_dn_1: 0.5670 (0.5761) loss_class_dn_2: 0.4456 (0.4482) loss_bbox_dn_2: 0.3746 (0.3601) loss_giou_dn_2: 0.5447 (0.5517) loss_class_dn_3: 0.4418 (0.4440) loss_bbox_dn_3: 0.3689 (0.3562) loss_giou_dn_3: 0.5344 (0.5460) loss_class_dn_4: 0.4404 (0.4453) loss_bbox_dn_4: 0.3690 (0.3552) loss_giou_dn_4: 0.5319 (0.5447) loss_class_hybrid: 0.8744 (0.8476) loss_bbox_hybrid: 0.2124 (0.2289) loss_giou_hybrid: 0.4374 (0.4867) loss_class_0_hybrid: 0.9432 (0.9133) loss_bbox_0_hybrid: 0.2288 (0.2414) loss_giou_0_hybrid: 0.4700 (0.5140) loss_class_1_hybrid: 0.9006 (0.8793) loss_bbox_1_hybrid: 0.2356 (0.2326) loss_giou_1_hybrid: 0.4517 (0.4951) loss_class_2_hybrid: 0.8672 (0.8637) loss_bbox_2_hybrid: 0.2253 (0.2287) loss_giou_2_hybrid: 0.4450 (0.4886) loss_class_3_hybrid: 0.8839 (0.8518) loss_bbox_3_hybrid: 0.2115 (0.2287) loss_giou_3_hybrid: 0.4423 (0.4870) loss_class_4_hybrid: 0.8741 (0.8473) loss_bbox_4_hybrid: 0.2143 (0.2289) loss_giou_4_hybrid: 0.4378 (0.4869) loss_class_enc_hybrid: 0.8835 (0.8575) loss_bbox_enc_hybrid: 0.2804 (0.2916) loss_giou_enc_hybrid: 0.5459 (0.5895) mem: 1024 max mem: 36964 [2024-01-14 20:57:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:58:39 det.util.engine] INFO: Epoch: [2] [5600/11727] eta: 1:49:26 lr: 0.000100 data_time: 0.0035 iter_time: 1.1216 loss: 30.4848 (30.9897) loss_class: 0.8373 (0.8579) loss_bbox: 0.1953 (0.2083) loss_giou: 0.4279 (0.4444) loss_class_0: 1.0844 (1.0921) loss_bbox_0: 0.1974 (0.2060) loss_giou_0: 0.4399 (0.4518) loss_class_1: 0.9192 (0.9581) loss_bbox_1: 0.2107 (0.2068) loss_giou_1: 0.4478 (0.4462) loss_class_2: 0.8585 (0.9023) loss_bbox_2: 0.1967 (0.2054) loss_giou_2: 0.4430 (0.4441) loss_class_3: 0.8371 (0.8737) loss_bbox_3: 0.1978 (0.2065) loss_giou_3: 0.4291 (0.4433) loss_class_4: 0.8483 (0.8607) loss_bbox_4: 0.1988 (0.2075) loss_giou_4: 0.4281 (0.4439) loss_class_enc: 0.9718 (1.0003) loss_bbox_enc: 0.2466 (0.2527) loss_giou_enc: 0.4957 (0.5205) loss_class_dn: 0.4451 (0.4491) loss_bbox_dn: 0.3378 (0.3551) loss_giou_dn: 0.5199 (0.5447) loss_class_dn_0: 0.5029 (0.5045) loss_bbox_dn_0: 0.4481 (0.4603) loss_giou_dn_0: 0.6811 (0.6846) loss_class_dn_1: 0.4589 (0.4637) loss_bbox_dn_1: 0.3585 (0.3800) loss_giou_dn_1: 0.5506 (0.5759) loss_class_dn_2: 0.4437 (0.4482) loss_bbox_dn_2: 0.3404 (0.3601) loss_giou_dn_2: 0.5270 (0.5515) loss_class_dn_3: 0.4375 (0.4440) loss_bbox_dn_3: 0.3372 (0.3562) loss_giou_dn_3: 0.5221 (0.5458) loss_class_dn_4: 0.4415 (0.4452) loss_bbox_dn_4: 0.3379 (0.3551) loss_giou_dn_4: 0.5199 (0.5445) loss_class_hybrid: 0.8467 (0.8477) loss_bbox_hybrid: 0.2258 (0.2289) loss_giou_hybrid: 0.4869 (0.4865) loss_class_0_hybrid: 0.9009 (0.9134) loss_bbox_0_hybrid: 0.2454 (0.2414) loss_giou_0_hybrid: 0.5011 (0.5139) loss_class_1_hybrid: 0.8388 (0.8793) loss_bbox_1_hybrid: 0.2313 (0.2326) loss_giou_1_hybrid: 0.4934 (0.4950) loss_class_2_hybrid: 0.8595 (0.8638) loss_bbox_2_hybrid: 0.2306 (0.2287) loss_giou_2_hybrid: 0.4843 (0.4885) loss_class_3_hybrid: 0.8448 (0.8520) loss_bbox_3_hybrid: 0.2258 (0.2287) loss_giou_3_hybrid: 0.4809 (0.4868) loss_class_4_hybrid: 0.8360 (0.8474) loss_bbox_4_hybrid: 0.2257 (0.2289) loss_giou_4_hybrid: 0.4849 (0.4868) loss_class_enc_hybrid: 0.8422 (0.8576) loss_bbox_enc_hybrid: 0.2845 (0.2917) loss_giou_enc_hybrid: 0.5513 (0.5894) mem: 1031 max mem: 36964 [2024-01-14 20:58:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 20:59:35 det.util.engine] INFO: Epoch: [2] [5650/11727] eta: 1:48:35 lr: 0.000100 data_time: 0.0034 iter_time: 1.1110 loss: 31.0571 (30.9896) loss_class: 0.8111 (0.8578) loss_bbox: 0.2012 (0.2083) loss_giou: 0.4293 (0.4444) loss_class_0: 1.0490 (1.0921) loss_bbox_0: 0.2059 (0.2061) loss_giou_0: 0.4597 (0.4518) loss_class_1: 0.9335 (0.9580) loss_bbox_1: 0.1896 (0.2068) loss_giou_1: 0.4440 (0.4461) loss_class_2: 0.8588 (0.9023) loss_bbox_2: 0.2051 (0.2054) loss_giou_2: 0.4319 (0.4441) loss_class_3: 0.8322 (0.8737) loss_bbox_3: 0.2060 (0.2066) loss_giou_3: 0.4287 (0.4433) loss_class_4: 0.8219 (0.8607) loss_bbox_4: 0.1953 (0.2075) loss_giou_4: 0.4366 (0.4439) loss_class_enc: 0.9667 (1.0003) loss_bbox_enc: 0.2389 (0.2527) loss_giou_enc: 0.5249 (0.5205) loss_class_dn: 0.4208 (0.4490) loss_bbox_dn: 0.3362 (0.3551) loss_giou_dn: 0.5154 (0.5447) loss_class_dn_0: 0.4935 (0.5045) loss_bbox_dn_0: 0.4477 (0.4603) loss_giou_dn_0: 0.6630 (0.6846) loss_class_dn_1: 0.4465 (0.4637) loss_bbox_dn_1: 0.3635 (0.3800) loss_giou_dn_1: 0.5473 (0.5759) loss_class_dn_2: 0.4289 (0.4481) loss_bbox_dn_2: 0.3410 (0.3601) loss_giou_dn_2: 0.5205 (0.5515) loss_class_dn_3: 0.4192 (0.4439) loss_bbox_dn_3: 0.3357 (0.3561) loss_giou_dn_3: 0.5160 (0.5458) loss_class_dn_4: 0.4174 (0.4451) loss_bbox_dn_4: 0.3361 (0.3551) loss_giou_dn_4: 0.5155 (0.5445) loss_class_hybrid: 0.8091 (0.8477) loss_bbox_hybrid: 0.2340 (0.2289) loss_giou_hybrid: 0.4630 (0.4865) loss_class_0_hybrid: 0.8837 (0.9134) loss_bbox_0_hybrid: 0.2306 (0.2414) loss_giou_0_hybrid: 0.4864 (0.5139) loss_class_1_hybrid: 0.8789 (0.8794) loss_bbox_1_hybrid: 0.2236 (0.2326) loss_giou_1_hybrid: 0.4735 (0.4950) loss_class_2_hybrid: 0.8310 (0.8638) loss_bbox_2_hybrid: 0.2270 (0.2287) loss_giou_2_hybrid: 0.4653 (0.4885) loss_class_3_hybrid: 0.8274 (0.8520) loss_bbox_3_hybrid: 0.2254 (0.2287) loss_giou_3_hybrid: 0.4658 (0.4868) loss_class_4_hybrid: 0.8253 (0.8474) loss_bbox_4_hybrid: 0.2322 (0.2289) loss_giou_4_hybrid: 0.4667 (0.4867) loss_class_enc_hybrid: 0.8240 (0.8576) loss_bbox_enc_hybrid: 0.2737 (0.2916) loss_giou_enc_hybrid: 0.5870 (0.5894) mem: 1026 max mem: 36964 [2024-01-14 20:59:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:00:31 det.util.engine] INFO: Epoch: [2] [5700/11727] eta: 1:47:43 lr: 0.000100 data_time: 0.0031 iter_time: 1.1019 loss: 31.8652 (30.9902) loss_class: 0.8911 (0.8578) loss_bbox: 0.2064 (0.2084) loss_giou: 0.4417 (0.4444) loss_class_0: 1.1345 (1.0921) loss_bbox_0: 0.1979 (0.2062) loss_giou_0: 0.4492 (0.4519) loss_class_1: 1.0042 (0.9581) loss_bbox_1: 0.1971 (0.2069) loss_giou_1: 0.4379 (0.4462) loss_class_2: 0.9145 (0.9023) loss_bbox_2: 0.2059 (0.2055) loss_giou_2: 0.4389 (0.4442) loss_class_3: 0.9236 (0.8736) loss_bbox_3: 0.2045 (0.2066) loss_giou_3: 0.4435 (0.4433) loss_class_4: 0.8852 (0.8607) loss_bbox_4: 0.2054 (0.2076) loss_giou_4: 0.4448 (0.4440) loss_class_enc: 1.0021 (1.0003) loss_bbox_enc: 0.2374 (0.2527) loss_giou_enc: 0.4997 (0.5205) loss_class_dn: 0.4469 (0.4490) loss_bbox_dn: 0.3306 (0.3551) loss_giou_dn: 0.5410 (0.5447) loss_class_dn_0: 0.4981 (0.5045) loss_bbox_dn_0: 0.4270 (0.4603) loss_giou_dn_0: 0.6775 (0.6845) loss_class_dn_1: 0.4634 (0.4636) loss_bbox_dn_1: 0.3559 (0.3800) loss_giou_dn_1: 0.5716 (0.5759) loss_class_dn_2: 0.4458 (0.4481) loss_bbox_dn_2: 0.3367 (0.3601) loss_giou_dn_2: 0.5506 (0.5515) loss_class_dn_3: 0.4423 (0.4439) loss_bbox_dn_3: 0.3332 (0.3562) loss_giou_dn_3: 0.5429 (0.5458) loss_class_dn_4: 0.4421 (0.4451) loss_bbox_dn_4: 0.3305 (0.3551) loss_giou_dn_4: 0.5407 (0.5445) loss_class_hybrid: 0.8661 (0.8477) loss_bbox_hybrid: 0.2270 (0.2289) loss_giou_hybrid: 0.4762 (0.4866) loss_class_0_hybrid: 0.9471 (0.9134) loss_bbox_0_hybrid: 0.2359 (0.2414) loss_giou_0_hybrid: 0.5064 (0.5139) loss_class_1_hybrid: 0.8907 (0.8793) loss_bbox_1_hybrid: 0.2290 (0.2327) loss_giou_1_hybrid: 0.4835 (0.4950) loss_class_2_hybrid: 0.8947 (0.8638) loss_bbox_2_hybrid: 0.2257 (0.2288) loss_giou_2_hybrid: 0.4769 (0.4885) loss_class_3_hybrid: 0.8765 (0.8520) loss_bbox_3_hybrid: 0.2266 (0.2288) loss_giou_3_hybrid: 0.4775 (0.4868) loss_class_4_hybrid: 0.8902 (0.8474) loss_bbox_4_hybrid: 0.2299 (0.2289) loss_giou_4_hybrid: 0.4753 (0.4868) loss_class_enc_hybrid: 0.8869 (0.8576) loss_bbox_enc_hybrid: 0.2779 (0.2917) loss_giou_enc_hybrid: 0.5835 (0.5894) mem: 1029 max mem: 36964 [2024-01-14 21:00:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:01:25 det.util.engine] INFO: Epoch: [2] [5750/11727] eta: 1:46:50 lr: 0.000100 data_time: 0.0035 iter_time: 1.0592 loss: 30.4031 (30.9879) loss_class: 0.8517 (0.8577) loss_bbox: 0.1940 (0.2084) loss_giou: 0.4385 (0.4443) loss_class_0: 1.0138 (1.0920) loss_bbox_0: 0.1976 (0.2062) loss_giou_0: 0.4686 (0.4518) loss_class_1: 0.9357 (0.9579) loss_bbox_1: 0.1945 (0.2069) loss_giou_1: 0.4355 (0.4461) loss_class_2: 0.8482 (0.9023) loss_bbox_2: 0.1989 (0.2055) loss_giou_2: 0.4425 (0.4441) loss_class_3: 0.8430 (0.8736) loss_bbox_3: 0.1933 (0.2066) loss_giou_3: 0.4366 (0.4432) loss_class_4: 0.8484 (0.8606) loss_bbox_4: 0.1927 (0.2076) loss_giou_4: 0.4372 (0.4439) loss_class_enc: 0.9591 (1.0002) loss_bbox_enc: 0.2377 (0.2527) loss_giou_enc: 0.5103 (0.5203) loss_class_dn: 0.4397 (0.4489) loss_bbox_dn: 0.3181 (0.3551) loss_giou_dn: 0.5166 (0.5445) loss_class_dn_0: 0.4992 (0.5044) loss_bbox_dn_0: 0.4245 (0.4604) loss_giou_dn_0: 0.6580 (0.6844) loss_class_dn_1: 0.4572 (0.4636) loss_bbox_dn_1: 0.3318 (0.3800) loss_giou_dn_1: 0.5511 (0.5758) loss_class_dn_2: 0.4403 (0.4480) loss_bbox_dn_2: 0.3211 (0.3600) loss_giou_dn_2: 0.5264 (0.5514) loss_class_dn_3: 0.4331 (0.4438) loss_bbox_dn_3: 0.3206 (0.3561) loss_giou_dn_3: 0.5165 (0.5457) loss_class_dn_4: 0.4395 (0.4450) loss_bbox_dn_4: 0.3181 (0.3551) loss_giou_dn_4: 0.5159 (0.5444) loss_class_hybrid: 0.8396 (0.8477) loss_bbox_hybrid: 0.2066 (0.2290) loss_giou_hybrid: 0.4790 (0.4865) loss_class_0_hybrid: 0.8806 (0.9134) loss_bbox_0_hybrid: 0.2206 (0.2415) loss_giou_0_hybrid: 0.5064 (0.5138) loss_class_1_hybrid: 0.8571 (0.8794) loss_bbox_1_hybrid: 0.2164 (0.2327) loss_giou_1_hybrid: 0.4912 (0.4949) loss_class_2_hybrid: 0.8421 (0.8638) loss_bbox_2_hybrid: 0.2062 (0.2288) loss_giou_2_hybrid: 0.4822 (0.4884) loss_class_3_hybrid: 0.8296 (0.8520) loss_bbox_3_hybrid: 0.2111 (0.2288) loss_giou_3_hybrid: 0.4800 (0.4867) loss_class_4_hybrid: 0.8221 (0.8474) loss_bbox_4_hybrid: 0.2071 (0.2290) loss_giou_4_hybrid: 0.4770 (0.4867) loss_class_enc_hybrid: 0.8314 (0.8577) loss_bbox_enc_hybrid: 0.2703 (0.2917) loss_giou_enc_hybrid: 0.5784 (0.5892) mem: 1029 max mem: 36964 [2024-01-14 21:01:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:02:19 det.util.engine] INFO: Epoch: [2] [5800/11727] eta: 1:45:57 lr: 0.000100 data_time: 0.0033 iter_time: 1.0480 loss: 30.7841 (30.9845) loss_class: 0.8513 (0.8577) loss_bbox: 0.2137 (0.2084) loss_giou: 0.4258 (0.4442) loss_class_0: 1.0365 (1.0917) loss_bbox_0: 0.2015 (0.2062) loss_giou_0: 0.4373 (0.4518) loss_class_1: 0.9464 (0.9578) loss_bbox_1: 0.2097 (0.2069) loss_giou_1: 0.4199 (0.4460) loss_class_2: 0.8809 (0.9022) loss_bbox_2: 0.2072 (0.2055) loss_giou_2: 0.4191 (0.4440) loss_class_3: 0.8713 (0.8735) loss_bbox_3: 0.2081 (0.2066) loss_giou_3: 0.4274 (0.4432) loss_class_4: 0.8500 (0.8606) loss_bbox_4: 0.2060 (0.2076) loss_giou_4: 0.4174 (0.4438) loss_class_enc: 0.9490 (1.0001) loss_bbox_enc: 0.2538 (0.2527) loss_giou_enc: 0.4765 (0.5202) loss_class_dn: 0.4393 (0.4489) loss_bbox_dn: 0.3338 (0.3551) loss_giou_dn: 0.5181 (0.5444) loss_class_dn_0: 0.4990 (0.5045) loss_bbox_dn_0: 0.4309 (0.4604) loss_giou_dn_0: 0.6639 (0.6843) loss_class_dn_1: 0.4563 (0.4636) loss_bbox_dn_1: 0.3669 (0.3800) loss_giou_dn_1: 0.5556 (0.5757) loss_class_dn_2: 0.4416 (0.4480) loss_bbox_dn_2: 0.3389 (0.3601) loss_giou_dn_2: 0.5280 (0.5513) loss_class_dn_3: 0.4404 (0.4438) loss_bbox_dn_3: 0.3347 (0.3562) loss_giou_dn_3: 0.5200 (0.5456) loss_class_dn_4: 0.4345 (0.4450) loss_bbox_dn_4: 0.3338 (0.3551) loss_giou_dn_4: 0.5181 (0.5443) loss_class_hybrid: 0.8251 (0.8476) loss_bbox_hybrid: 0.2269 (0.2289) loss_giou_hybrid: 0.4500 (0.4864) loss_class_0_hybrid: 0.8991 (0.9133) loss_bbox_0_hybrid: 0.2453 (0.2414) loss_giou_0_hybrid: 0.4849 (0.5137) loss_class_1_hybrid: 0.8735 (0.8794) loss_bbox_1_hybrid: 0.2355 (0.2327) loss_giou_1_hybrid: 0.4657 (0.4948) loss_class_2_hybrid: 0.8435 (0.8637) loss_bbox_2_hybrid: 0.2286 (0.2288) loss_giou_2_hybrid: 0.4532 (0.4883) loss_class_3_hybrid: 0.8263 (0.8519) loss_bbox_3_hybrid: 0.2297 (0.2288) loss_giou_3_hybrid: 0.4517 (0.4867) loss_class_4_hybrid: 0.8229 (0.8473) loss_bbox_4_hybrid: 0.2287 (0.2289) loss_giou_4_hybrid: 0.4515 (0.4866) loss_class_enc_hybrid: 0.8347 (0.8577) loss_bbox_enc_hybrid: 0.2853 (0.2916) loss_giou_enc_hybrid: 0.5561 (0.5891) mem: 1023 max mem: 36964 [2024-01-14 21:02:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:03:13 det.util.engine] INFO: Epoch: [2] [5850/11727] eta: 1:45:04 lr: 0.000100 data_time: 0.0032 iter_time: 1.0372 loss: 29.2566 (30.9752) loss_class: 0.8165 (0.8574) loss_bbox: 0.1960 (0.2084) loss_giou: 0.4619 (0.4442) loss_class_0: 1.0216 (1.0913) loss_bbox_0: 0.1791 (0.2061) loss_giou_0: 0.4681 (0.4517) loss_class_1: 0.9581 (0.9575) loss_bbox_1: 0.1867 (0.2068) loss_giou_1: 0.4574 (0.4460) loss_class_2: 0.8592 (0.9017) loss_bbox_2: 0.1904 (0.2055) loss_giou_2: 0.4674 (0.4439) loss_class_3: 0.8245 (0.8731) loss_bbox_3: 0.1835 (0.2066) loss_giou_3: 0.4724 (0.4431) loss_class_4: 0.8198 (0.8602) loss_bbox_4: 0.1960 (0.2076) loss_giou_4: 0.4612 (0.4438) loss_class_enc: 0.9462 (0.9998) loss_bbox_enc: 0.2260 (0.2526) loss_giou_enc: 0.5234 (0.5202) loss_class_dn: 0.4415 (0.4487) loss_bbox_dn: 0.2904 (0.3549) loss_giou_dn: 0.5312 (0.5442) loss_class_dn_0: 0.5069 (0.5044) loss_bbox_dn_0: 0.3835 (0.4603) loss_giou_dn_0: 0.6753 (0.6841) loss_class_dn_1: 0.4611 (0.4635) loss_bbox_dn_1: 0.3186 (0.3798) loss_giou_dn_1: 0.5699 (0.5755) loss_class_dn_2: 0.4383 (0.4479) loss_bbox_dn_2: 0.2971 (0.3599) loss_giou_dn_2: 0.5419 (0.5511) loss_class_dn_3: 0.4354 (0.4437) loss_bbox_dn_3: 0.2924 (0.3559) loss_giou_dn_3: 0.5321 (0.5454) loss_class_dn_4: 0.4349 (0.4449) loss_bbox_dn_4: 0.2903 (0.3549) loss_giou_dn_4: 0.5312 (0.5441) loss_class_hybrid: 0.8078 (0.8475) loss_bbox_hybrid: 0.2071 (0.2288) loss_giou_hybrid: 0.4828 (0.4862) loss_class_0_hybrid: 0.8731 (0.9131) loss_bbox_0_hybrid: 0.2110 (0.2413) loss_giou_0_hybrid: 0.5119 (0.5136) loss_class_1_hybrid: 0.8626 (0.8791) loss_bbox_1_hybrid: 0.2070 (0.2326) loss_giou_1_hybrid: 0.4900 (0.4947) loss_class_2_hybrid: 0.8291 (0.8635) loss_bbox_2_hybrid: 0.2040 (0.2287) loss_giou_2_hybrid: 0.4900 (0.4882) loss_class_3_hybrid: 0.8181 (0.8518) loss_bbox_3_hybrid: 0.2064 (0.2287) loss_giou_3_hybrid: 0.4860 (0.4865) loss_class_4_hybrid: 0.8191 (0.8471) loss_bbox_4_hybrid: 0.2084 (0.2288) loss_giou_4_hybrid: 0.4830 (0.4865) loss_class_enc_hybrid: 0.8325 (0.8575) loss_bbox_enc_hybrid: 0.2482 (0.2915) loss_giou_enc_hybrid: 0.5933 (0.5889) mem: 1021 max mem: 36964 [2024-01-14 21:03:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:04:07 det.util.engine] INFO: Epoch: [2] [5900/11727] eta: 1:44:10 lr: 0.000100 data_time: 0.0032 iter_time: 1.0870 loss: 30.6452 (30.9762) loss_class: 0.8015 (0.8573) loss_bbox: 0.1981 (0.2085) loss_giou: 0.4231 (0.4442) loss_class_0: 1.0316 (1.0912) loss_bbox_0: 0.1909 (0.2062) loss_giou_0: 0.4164 (0.4517) loss_class_1: 0.9093 (0.9574) loss_bbox_1: 0.1932 (0.2069) loss_giou_1: 0.4128 (0.4460) loss_class_2: 0.8416 (0.9016) loss_bbox_2: 0.2018 (0.2056) loss_giou_2: 0.4270 (0.4439) loss_class_3: 0.8166 (0.8730) loss_bbox_3: 0.1901 (0.2067) loss_giou_3: 0.4306 (0.4431) loss_class_4: 0.8049 (0.8602) loss_bbox_4: 0.1940 (0.2077) loss_giou_4: 0.4265 (0.4437) loss_class_enc: 0.9388 (0.9997) loss_bbox_enc: 0.2363 (0.2527) loss_giou_enc: 0.5157 (0.5202) loss_class_dn: 0.4315 (0.4487) loss_bbox_dn: 0.3196 (0.3551) loss_giou_dn: 0.5261 (0.5442) loss_class_dn_0: 0.4987 (0.5044) loss_bbox_dn_0: 0.4477 (0.4605) loss_giou_dn_0: 0.6764 (0.6841) loss_class_dn_1: 0.4513 (0.4634) loss_bbox_dn_1: 0.3619 (0.3800) loss_giou_dn_1: 0.5631 (0.5755) loss_class_dn_2: 0.4303 (0.4478) loss_bbox_dn_2: 0.3274 (0.3601) loss_giou_dn_2: 0.5378 (0.5511) loss_class_dn_3: 0.4274 (0.4436) loss_bbox_dn_3: 0.3182 (0.3562) loss_giou_dn_3: 0.5280 (0.5454) loss_class_dn_4: 0.4263 (0.4448) loss_bbox_dn_4: 0.3198 (0.3551) loss_giou_dn_4: 0.5259 (0.5441) loss_class_hybrid: 0.7877 (0.8474) loss_bbox_hybrid: 0.2060 (0.2289) loss_giou_hybrid: 0.4639 (0.4862) loss_class_0_hybrid: 0.8733 (0.9131) loss_bbox_0_hybrid: 0.2183 (0.2414) loss_giou_0_hybrid: 0.4780 (0.5136) loss_class_1_hybrid: 0.8175 (0.8790) loss_bbox_1_hybrid: 0.2185 (0.2327) loss_giou_1_hybrid: 0.4669 (0.4947) loss_class_2_hybrid: 0.8048 (0.8634) loss_bbox_2_hybrid: 0.2174 (0.2288) loss_giou_2_hybrid: 0.4623 (0.4882) loss_class_3_hybrid: 0.8039 (0.8517) loss_bbox_3_hybrid: 0.2102 (0.2288) loss_giou_3_hybrid: 0.4679 (0.4865) loss_class_4_hybrid: 0.7981 (0.8471) loss_bbox_4_hybrid: 0.2081 (0.2289) loss_giou_4_hybrid: 0.4628 (0.4865) loss_class_enc_hybrid: 0.7970 (0.8574) loss_bbox_enc_hybrid: 0.2794 (0.2916) loss_giou_enc_hybrid: 0.5638 (0.5889) mem: 1030 max mem: 36964 [2024-01-14 21:04:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:05:01 det.util.engine] INFO: Epoch: [2] [5950/11727] eta: 1:43:17 lr: 0.000100 data_time: 0.0036 iter_time: 1.0715 loss: 31.1470 (30.9723) loss_class: 0.8590 (0.8571) loss_bbox: 0.2200 (0.2085) loss_giou: 0.4240 (0.4440) loss_class_0: 1.0685 (1.0912) loss_bbox_0: 0.2018 (0.2062) loss_giou_0: 0.4122 (0.4515) loss_class_1: 0.9634 (0.9572) loss_bbox_1: 0.2067 (0.2070) loss_giou_1: 0.4325 (0.4458) loss_class_2: 0.9296 (0.9015) loss_bbox_2: 0.2115 (0.2056) loss_giou_2: 0.4305 (0.4437) loss_class_3: 0.8745 (0.8728) loss_bbox_3: 0.2118 (0.2067) loss_giou_3: 0.4254 (0.4429) loss_class_4: 0.8710 (0.8600) loss_bbox_4: 0.2157 (0.2077) loss_giou_4: 0.4288 (0.4436) loss_class_enc: 0.9738 (0.9997) loss_bbox_enc: 0.2425 (0.2527) loss_giou_enc: 0.4965 (0.5200) loss_class_dn: 0.4424 (0.4486) loss_bbox_dn: 0.3664 (0.3552) loss_giou_dn: 0.5215 (0.5440) loss_class_dn_0: 0.5049 (0.5044) loss_bbox_dn_0: 0.4445 (0.4607) loss_giou_dn_0: 0.6725 (0.6840) loss_class_dn_1: 0.4614 (0.4634) loss_bbox_dn_1: 0.3877 (0.3802) loss_giou_dn_1: 0.5504 (0.5753) loss_class_dn_2: 0.4478 (0.4478) loss_bbox_dn_2: 0.3738 (0.3602) loss_giou_dn_2: 0.5238 (0.5509) loss_class_dn_3: 0.4440 (0.4435) loss_bbox_dn_3: 0.3683 (0.3563) loss_giou_dn_3: 0.5231 (0.5452) loss_class_dn_4: 0.4484 (0.4447) loss_bbox_dn_4: 0.3661 (0.3552) loss_giou_dn_4: 0.5214 (0.5439) loss_class_hybrid: 0.8605 (0.8474) loss_bbox_hybrid: 0.2259 (0.2289) loss_giou_hybrid: 0.4481 (0.4860) loss_class_0_hybrid: 0.9056 (0.9132) loss_bbox_0_hybrid: 0.2361 (0.2414) loss_giou_0_hybrid: 0.4755 (0.5133) loss_class_1_hybrid: 0.8799 (0.8791) loss_bbox_1_hybrid: 0.2314 (0.2327) loss_giou_1_hybrid: 0.4484 (0.4945) loss_class_2_hybrid: 0.8592 (0.8634) loss_bbox_2_hybrid: 0.2279 (0.2288) loss_giou_2_hybrid: 0.4472 (0.4880) loss_class_3_hybrid: 0.8685 (0.8517) loss_bbox_3_hybrid: 0.2253 (0.2288) loss_giou_3_hybrid: 0.4450 (0.4863) loss_class_4_hybrid: 0.8546 (0.8471) loss_bbox_4_hybrid: 0.2260 (0.2289) loss_giou_4_hybrid: 0.4474 (0.4862) loss_class_enc_hybrid: 0.8489 (0.8575) loss_bbox_enc_hybrid: 0.2898 (0.2916) loss_giou_enc_hybrid: 0.5621 (0.5887) mem: 1017 max mem: 36964 [2024-01-14 21:05:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:05:56 det.util.engine] INFO: Epoch: [2] [6000/11727] eta: 1:42:25 lr: 0.000100 data_time: 0.0038 iter_time: 1.1623 loss: 30.6604 (30.9713) loss_class: 0.8374 (0.8571) loss_bbox: 0.2059 (0.2085) loss_giou: 0.4287 (0.4440) loss_class_0: 1.0801 (1.0912) loss_bbox_0: 0.2136 (0.2062) loss_giou_0: 0.4270 (0.4514) loss_class_1: 0.9470 (0.9572) loss_bbox_1: 0.2182 (0.2069) loss_giou_1: 0.4218 (0.4457) loss_class_2: 0.8794 (0.9014) loss_bbox_2: 0.2097 (0.2056) loss_giou_2: 0.4146 (0.4437) loss_class_3: 0.8760 (0.8728) loss_bbox_3: 0.2076 (0.2067) loss_giou_3: 0.4305 (0.4429) loss_class_4: 0.8405 (0.8600) loss_bbox_4: 0.2050 (0.2077) loss_giou_4: 0.4298 (0.4435) loss_class_enc: 0.9926 (0.9997) loss_bbox_enc: 0.2645 (0.2527) loss_giou_enc: 0.4815 (0.5199) loss_class_dn: 0.4444 (0.4485) loss_bbox_dn: 0.3895 (0.3553) loss_giou_dn: 0.5430 (0.5440) loss_class_dn_0: 0.4967 (0.5044) loss_bbox_dn_0: 0.4891 (0.4608) loss_giou_dn_0: 0.6806 (0.6839) loss_class_dn_1: 0.4620 (0.4634) loss_bbox_dn_1: 0.4192 (0.3803) loss_giou_dn_1: 0.5717 (0.5753) loss_class_dn_2: 0.4514 (0.4477) loss_bbox_dn_2: 0.3925 (0.3603) loss_giou_dn_2: 0.5495 (0.5509) loss_class_dn_3: 0.4423 (0.4435) loss_bbox_dn_3: 0.3892 (0.3564) loss_giou_dn_3: 0.5432 (0.5452) loss_class_dn_4: 0.4445 (0.4447) loss_bbox_dn_4: 0.3896 (0.3553) loss_giou_dn_4: 0.5430 (0.5439) loss_class_hybrid: 0.8456 (0.8474) loss_bbox_hybrid: 0.2307 (0.2289) loss_giou_hybrid: 0.4444 (0.4860) loss_class_0_hybrid: 0.9001 (0.9131) loss_bbox_0_hybrid: 0.2485 (0.2414) loss_giou_0_hybrid: 0.4944 (0.5133) loss_class_1_hybrid: 0.8776 (0.8790) loss_bbox_1_hybrid: 0.2331 (0.2327) loss_giou_1_hybrid: 0.4676 (0.4944) loss_class_2_hybrid: 0.8697 (0.8633) loss_bbox_2_hybrid: 0.2297 (0.2288) loss_giou_2_hybrid: 0.4518 (0.4879) loss_class_3_hybrid: 0.8556 (0.8517) loss_bbox_3_hybrid: 0.2312 (0.2288) loss_giou_3_hybrid: 0.4465 (0.4863) loss_class_4_hybrid: 0.8506 (0.8471) loss_bbox_4_hybrid: 0.2305 (0.2289) loss_giou_4_hybrid: 0.4440 (0.4862) loss_class_enc_hybrid: 0.8262 (0.8574) loss_bbox_enc_hybrid: 0.3055 (0.2916) loss_giou_enc_hybrid: 0.5417 (0.5886) mem: 1033 max mem: 36964 [2024-01-14 21:05:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:06:52 det.util.engine] INFO: Epoch: [2] [6050/11727] eta: 1:41:33 lr: 0.000100 data_time: 0.0037 iter_time: 1.1092 loss: 29.7425 (30.9662) loss_class: 0.8438 (0.8569) loss_bbox: 0.2014 (0.2084) loss_giou: 0.4150 (0.4438) loss_class_0: 1.0677 (1.0911) loss_bbox_0: 0.2111 (0.2062) loss_giou_0: 0.4339 (0.4512) loss_class_1: 0.9105 (0.9570) loss_bbox_1: 0.1952 (0.2069) loss_giou_1: 0.4179 (0.4456) loss_class_2: 0.8828 (0.9013) loss_bbox_2: 0.1952 (0.2055) loss_giou_2: 0.4252 (0.4436) loss_class_3: 0.8616 (0.8727) loss_bbox_3: 0.1971 (0.2066) loss_giou_3: 0.4190 (0.4427) loss_class_4: 0.8272 (0.8598) loss_bbox_4: 0.2014 (0.2076) loss_giou_4: 0.4180 (0.4434) loss_class_enc: 0.9778 (0.9996) loss_bbox_enc: 0.2391 (0.2527) loss_giou_enc: 0.4857 (0.5198) loss_class_dn: 0.4443 (0.4484) loss_bbox_dn: 0.3456 (0.3553) loss_giou_dn: 0.5273 (0.5438) loss_class_dn_0: 0.5038 (0.5044) loss_bbox_dn_0: 0.4223 (0.4608) loss_giou_dn_0: 0.6635 (0.6837) loss_class_dn_1: 0.4570 (0.4633) loss_bbox_dn_1: 0.3612 (0.3803) loss_giou_dn_1: 0.5585 (0.5751) loss_class_dn_2: 0.4458 (0.4477) loss_bbox_dn_2: 0.3468 (0.3603) loss_giou_dn_2: 0.5337 (0.5507) loss_class_dn_3: 0.4402 (0.4434) loss_bbox_dn_3: 0.3457 (0.3564) loss_giou_dn_3: 0.5276 (0.5450) loss_class_dn_4: 0.4426 (0.4446) loss_bbox_dn_4: 0.3456 (0.3553) loss_giou_dn_4: 0.5272 (0.5437) loss_class_hybrid: 0.8274 (0.8474) loss_bbox_hybrid: 0.2437 (0.2289) loss_giou_hybrid: 0.4459 (0.4858) loss_class_0_hybrid: 0.8978 (0.9132) loss_bbox_0_hybrid: 0.2602 (0.2414) loss_giou_0_hybrid: 0.4788 (0.5131) loss_class_1_hybrid: 0.8686 (0.8790) loss_bbox_1_hybrid: 0.2398 (0.2327) loss_giou_1_hybrid: 0.4540 (0.4942) loss_class_2_hybrid: 0.8501 (0.8633) loss_bbox_2_hybrid: 0.2451 (0.2288) loss_giou_2_hybrid: 0.4506 (0.4877) loss_class_3_hybrid: 0.8310 (0.8517) loss_bbox_3_hybrid: 0.2429 (0.2288) loss_giou_3_hybrid: 0.4461 (0.4860) loss_class_4_hybrid: 0.8281 (0.8471) loss_bbox_4_hybrid: 0.2416 (0.2289) loss_giou_4_hybrid: 0.4444 (0.4860) loss_class_enc_hybrid: 0.8616 (0.8575) loss_bbox_enc_hybrid: 0.2959 (0.2916) loss_giou_enc_hybrid: 0.5525 (0.5884) mem: 1024 max mem: 36964 [2024-01-14 21:06:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:07:47 det.util.engine] INFO: Epoch: [2] [6100/11727] eta: 1:40:41 lr: 0.000100 data_time: 0.0039 iter_time: 1.1098 loss: 29.4415 (30.9596) loss_class: 0.8256 (0.8566) loss_bbox: 0.2091 (0.2084) loss_giou: 0.4141 (0.4437) loss_class_0: 1.0659 (1.0908) loss_bbox_0: 0.2121 (0.2062) loss_giou_0: 0.4039 (0.4512) loss_class_1: 0.9305 (0.9568) loss_bbox_1: 0.2100 (0.2069) loss_giou_1: 0.4024 (0.4455) loss_class_2: 0.8731 (0.9009) loss_bbox_2: 0.1992 (0.2055) loss_giou_2: 0.4029 (0.4435) loss_class_3: 0.8529 (0.8724) loss_bbox_3: 0.2003 (0.2066) loss_giou_3: 0.4158 (0.4426) loss_class_4: 0.8157 (0.8595) loss_bbox_4: 0.2101 (0.2076) loss_giou_4: 0.4024 (0.4433) loss_class_enc: 0.9574 (0.9994) loss_bbox_enc: 0.2401 (0.2526) loss_giou_enc: 0.4920 (0.5196) loss_class_dn: 0.4334 (0.4484) loss_bbox_dn: 0.3367 (0.3552) loss_giou_dn: 0.5365 (0.5437) loss_class_dn_0: 0.4961 (0.5044) loss_bbox_dn_0: 0.4524 (0.4606) loss_giou_dn_0: 0.6842 (0.6836) loss_class_dn_1: 0.4508 (0.4633) loss_bbox_dn_1: 0.3743 (0.3802) loss_giou_dn_1: 0.5682 (0.5750) loss_class_dn_2: 0.4319 (0.4476) loss_bbox_dn_2: 0.3424 (0.3602) loss_giou_dn_2: 0.5422 (0.5506) loss_class_dn_3: 0.4288 (0.4433) loss_bbox_dn_3: 0.3365 (0.3563) loss_giou_dn_3: 0.5373 (0.5449) loss_class_dn_4: 0.4323 (0.4445) loss_bbox_dn_4: 0.3365 (0.3552) loss_giou_dn_4: 0.5366 (0.5436) loss_class_hybrid: 0.8221 (0.8471) loss_bbox_hybrid: 0.2131 (0.2289) loss_giou_hybrid: 0.4680 (0.4857) loss_class_0_hybrid: 0.8999 (0.9129) loss_bbox_0_hybrid: 0.2335 (0.2414) loss_giou_0_hybrid: 0.4726 (0.5130) loss_class_1_hybrid: 0.8532 (0.8788) loss_bbox_1_hybrid: 0.2292 (0.2327) loss_giou_1_hybrid: 0.4745 (0.4941) loss_class_2_hybrid: 0.8518 (0.8631) loss_bbox_2_hybrid: 0.2125 (0.2288) loss_giou_2_hybrid: 0.4674 (0.4877) loss_class_3_hybrid: 0.8378 (0.8514) loss_bbox_3_hybrid: 0.2134 (0.2287) loss_giou_3_hybrid: 0.4668 (0.4860) loss_class_4_hybrid: 0.8155 (0.8468) loss_bbox_4_hybrid: 0.2139 (0.2289) loss_giou_4_hybrid: 0.4675 (0.4859) loss_class_enc_hybrid: 0.8379 (0.8573) loss_bbox_enc_hybrid: 0.2839 (0.2915) loss_giou_enc_hybrid: 0.5414 (0.5883) mem: 1022 max mem: 36964 [2024-01-14 21:07:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:08:40 det.util.engine] INFO: Epoch: [2] [6150/11727] eta: 1:39:47 lr: 0.000100 data_time: 0.0033 iter_time: 1.0345 loss: 30.8526 (30.9556) loss_class: 0.8576 (0.8568) loss_bbox: 0.1821 (0.2084) loss_giou: 0.4652 (0.4435) loss_class_0: 1.1059 (1.0910) loss_bbox_0: 0.1903 (0.2061) loss_giou_0: 0.4651 (0.4510) loss_class_1: 0.9718 (0.9570) loss_bbox_1: 0.1780 (0.2068) loss_giou_1: 0.4410 (0.4452) loss_class_2: 0.9278 (0.9012) loss_bbox_2: 0.1780 (0.2055) loss_giou_2: 0.4548 (0.4432) loss_class_3: 0.8964 (0.8726) loss_bbox_3: 0.1765 (0.2066) loss_giou_3: 0.4503 (0.4424) loss_class_4: 0.8593 (0.8597) loss_bbox_4: 0.1801 (0.2076) loss_giou_4: 0.4650 (0.4431) loss_class_enc: 1.0038 (0.9997) loss_bbox_enc: 0.2315 (0.2526) loss_giou_enc: 0.5164 (0.5194) loss_class_dn: 0.4558 (0.4483) loss_bbox_dn: 0.3241 (0.3551) loss_giou_dn: 0.5459 (0.5435) loss_class_dn_0: 0.5107 (0.5044) loss_bbox_dn_0: 0.4153 (0.4605) loss_giou_dn_0: 0.6823 (0.6834) loss_class_dn_1: 0.4587 (0.4632) loss_bbox_dn_1: 0.3406 (0.3800) loss_giou_dn_1: 0.5735 (0.5748) loss_class_dn_2: 0.4518 (0.4476) loss_bbox_dn_2: 0.3249 (0.3601) loss_giou_dn_2: 0.5515 (0.5504) loss_class_dn_3: 0.4444 (0.4433) loss_bbox_dn_3: 0.3256 (0.3562) loss_giou_dn_3: 0.5475 (0.5447) loss_class_dn_4: 0.4509 (0.4445) loss_bbox_dn_4: 0.3242 (0.3551) loss_giou_dn_4: 0.5458 (0.5434) loss_class_hybrid: 0.8662 (0.8473) loss_bbox_hybrid: 0.1989 (0.2288) loss_giou_hybrid: 0.4956 (0.4854) loss_class_0_hybrid: 0.9365 (0.9132) loss_bbox_0_hybrid: 0.2157 (0.2413) loss_giou_0_hybrid: 0.5094 (0.5127) loss_class_1_hybrid: 0.8726 (0.8790) loss_bbox_1_hybrid: 0.2052 (0.2326) loss_giou_1_hybrid: 0.5035 (0.4939) loss_class_2_hybrid: 0.8669 (0.8633) loss_bbox_2_hybrid: 0.2017 (0.2287) loss_giou_2_hybrid: 0.4991 (0.4874) loss_class_3_hybrid: 0.8539 (0.8515) loss_bbox_3_hybrid: 0.2041 (0.2287) loss_giou_3_hybrid: 0.4969 (0.4857) loss_class_4_hybrid: 0.8624 (0.8470) loss_bbox_4_hybrid: 0.2018 (0.2288) loss_giou_4_hybrid: 0.4968 (0.4857) loss_class_enc_hybrid: 0.8497 (0.8575) loss_bbox_enc_hybrid: 0.2586 (0.2914) loss_giou_enc_hybrid: 0.5798 (0.5880) mem: 1031 max mem: 36964 [2024-01-14 21:08:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:09:32 det.util.engine] INFO: Epoch: [2] [6200/11727] eta: 1:38:51 lr: 0.000100 data_time: 0.0032 iter_time: 1.0114 loss: 29.9964 (30.9497) loss_class: 0.8749 (0.8567) loss_bbox: 0.1850 (0.2083) loss_giou: 0.4376 (0.4434) loss_class_0: 1.0600 (1.0908) loss_bbox_0: 0.1810 (0.2061) loss_giou_0: 0.4360 (0.4509) loss_class_1: 0.9470 (0.9569) loss_bbox_1: 0.1754 (0.2067) loss_giou_1: 0.4437 (0.4452) loss_class_2: 0.8810 (0.9011) loss_bbox_2: 0.1780 (0.2054) loss_giou_2: 0.4465 (0.4431) loss_class_3: 0.8689 (0.8726) loss_bbox_3: 0.1685 (0.2065) loss_giou_3: 0.4444 (0.4423) loss_class_4: 0.8770 (0.8596) loss_bbox_4: 0.1682 (0.2075) loss_giou_4: 0.4379 (0.4430) loss_class_enc: 0.9767 (0.9997) loss_bbox_enc: 0.2144 (0.2525) loss_giou_enc: 0.4986 (0.5193) loss_class_dn: 0.4337 (0.4482) loss_bbox_dn: 0.3124 (0.3550) loss_giou_dn: 0.5334 (0.5434) loss_class_dn_0: 0.4919 (0.5043) loss_bbox_dn_0: 0.4008 (0.4604) loss_giou_dn_0: 0.6804 (0.6833) loss_class_dn_1: 0.4540 (0.4631) loss_bbox_dn_1: 0.3370 (0.3799) loss_giou_dn_1: 0.5590 (0.5746) loss_class_dn_2: 0.4302 (0.4475) loss_bbox_dn_2: 0.3172 (0.3600) loss_giou_dn_2: 0.5380 (0.5503) loss_class_dn_3: 0.4250 (0.4432) loss_bbox_dn_3: 0.3123 (0.3561) loss_giou_dn_3: 0.5342 (0.5446) loss_class_dn_4: 0.4324 (0.4444) loss_bbox_dn_4: 0.3123 (0.3550) loss_giou_dn_4: 0.5335 (0.5433) loss_class_hybrid: 0.8327 (0.8472) loss_bbox_hybrid: 0.1974 (0.2287) loss_giou_hybrid: 0.4559 (0.4853) loss_class_0_hybrid: 0.8910 (0.9131) loss_bbox_0_hybrid: 0.2052 (0.2412) loss_giou_0_hybrid: 0.4940 (0.5126) loss_class_1_hybrid: 0.8645 (0.8789) loss_bbox_1_hybrid: 0.2010 (0.2325) loss_giou_1_hybrid: 0.4706 (0.4937) loss_class_2_hybrid: 0.8173 (0.8632) loss_bbox_2_hybrid: 0.1923 (0.2286) loss_giou_2_hybrid: 0.4581 (0.4873) loss_class_3_hybrid: 0.8431 (0.8515) loss_bbox_3_hybrid: 0.1974 (0.2285) loss_giou_3_hybrid: 0.4533 (0.4856) loss_class_4_hybrid: 0.8131 (0.8469) loss_bbox_4_hybrid: 0.1975 (0.2287) loss_giou_4_hybrid: 0.4566 (0.4855) loss_class_enc_hybrid: 0.8528 (0.8575) loss_bbox_enc_hybrid: 0.2525 (0.2913) loss_giou_enc_hybrid: 0.5717 (0.5879) mem: 1031 max mem: 36964 [2024-01-14 21:09:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:10:25 det.util.engine] INFO: Epoch: [2] [6250/11727] eta: 1:37:57 lr: 0.000100 data_time: 0.0031 iter_time: 1.0718 loss: 31.5450 (30.9501) loss_class: 0.8197 (0.8566) loss_bbox: 0.1971 (0.2082) loss_giou: 0.4173 (0.4436) loss_class_0: 1.0880 (1.0909) loss_bbox_0: 0.1956 (0.2060) loss_giou_0: 0.4383 (0.4511) loss_class_1: 0.9207 (0.9568) loss_bbox_1: 0.1887 (0.2067) loss_giou_1: 0.4093 (0.4453) loss_class_2: 0.8814 (0.9011) loss_bbox_2: 0.1913 (0.2053) loss_giou_2: 0.4265 (0.4433) loss_class_3: 0.8453 (0.8725) loss_bbox_3: 0.1969 (0.2065) loss_giou_3: 0.4187 (0.4425) loss_class_4: 0.8197 (0.8595) loss_bbox_4: 0.1970 (0.2075) loss_giou_4: 0.4177 (0.4431) loss_class_enc: 0.9497 (0.9996) loss_bbox_enc: 0.2528 (0.2524) loss_giou_enc: 0.4952 (0.5194) loss_class_dn: 0.4430 (0.4482) loss_bbox_dn: 0.3366 (0.3549) loss_giou_dn: 0.5642 (0.5435) loss_class_dn_0: 0.4995 (0.5043) loss_bbox_dn_0: 0.4538 (0.4602) loss_giou_dn_0: 0.6927 (0.6834) loss_class_dn_1: 0.4566 (0.4631) loss_bbox_dn_1: 0.3719 (0.3798) loss_giou_dn_1: 0.5956 (0.5748) loss_class_dn_2: 0.4361 (0.4475) loss_bbox_dn_2: 0.3448 (0.3598) loss_giou_dn_2: 0.5728 (0.5504) loss_class_dn_3: 0.4330 (0.4431) loss_bbox_dn_3: 0.3381 (0.3559) loss_giou_dn_3: 0.5663 (0.5447) loss_class_dn_4: 0.4415 (0.4443) loss_bbox_dn_4: 0.3367 (0.3549) loss_giou_dn_4: 0.5640 (0.5434) loss_class_hybrid: 0.8162 (0.8472) loss_bbox_hybrid: 0.2090 (0.2286) loss_giou_hybrid: 0.4541 (0.4855) loss_class_0_hybrid: 0.8846 (0.9130) loss_bbox_0_hybrid: 0.2280 (0.2411) loss_giou_0_hybrid: 0.4819 (0.5127) loss_class_1_hybrid: 0.8556 (0.8788) loss_bbox_1_hybrid: 0.2126 (0.2324) loss_giou_1_hybrid: 0.4695 (0.4939) loss_class_2_hybrid: 0.8472 (0.8631) loss_bbox_2_hybrid: 0.2069 (0.2285) loss_giou_2_hybrid: 0.4550 (0.4874) loss_class_3_hybrid: 0.8374 (0.8514) loss_bbox_3_hybrid: 0.2084 (0.2285) loss_giou_3_hybrid: 0.4502 (0.4858) loss_class_4_hybrid: 0.8192 (0.8469) loss_bbox_4_hybrid: 0.2090 (0.2287) loss_giou_4_hybrid: 0.4513 (0.4857) loss_class_enc_hybrid: 0.8296 (0.8574) loss_bbox_enc_hybrid: 0.2787 (0.2913) loss_giou_enc_hybrid: 0.5597 (0.5880) mem: 1024 max mem: 36964 [2024-01-14 21:10:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:11:22 det.util.engine] INFO: Epoch: [2] [6300/11727] eta: 1:37:06 lr: 0.000100 data_time: 0.0032 iter_time: 1.0523 loss: 29.2778 (30.9390) loss_class: 0.8556 (0.8564) loss_bbox: 0.1715 (0.2081) loss_giou: 0.3924 (0.4434) loss_class_0: 1.0306 (1.0906) loss_bbox_0: 0.1720 (0.2059) loss_giou_0: 0.4329 (0.4509) loss_class_1: 0.9392 (0.9565) loss_bbox_1: 0.1683 (0.2066) loss_giou_1: 0.3980 (0.4451) loss_class_2: 0.8818 (0.9008) loss_bbox_2: 0.1628 (0.2052) loss_giou_2: 0.3995 (0.4432) loss_class_3: 0.8874 (0.8723) loss_bbox_3: 0.1705 (0.2063) loss_giou_3: 0.3872 (0.4423) loss_class_4: 0.8658 (0.8593) loss_bbox_4: 0.1672 (0.2074) loss_giou_4: 0.3891 (0.4430) loss_class_enc: 0.9803 (0.9993) loss_bbox_enc: 0.1977 (0.2523) loss_giou_enc: 0.4923 (0.5193) loss_class_dn: 0.4408 (0.4481) loss_bbox_dn: 0.2972 (0.3546) loss_giou_dn: 0.5316 (0.5433) loss_class_dn_0: 0.5026 (0.5043) loss_bbox_dn_0: 0.3822 (0.4600) loss_giou_dn_0: 0.6574 (0.6832) loss_class_dn_1: 0.4506 (0.4630) loss_bbox_dn_1: 0.3187 (0.3795) loss_giou_dn_1: 0.5528 (0.5746) loss_class_dn_2: 0.4414 (0.4474) loss_bbox_dn_2: 0.3028 (0.3595) loss_giou_dn_2: 0.5345 (0.5502) loss_class_dn_3: 0.4328 (0.4430) loss_bbox_dn_3: 0.2973 (0.3556) loss_giou_dn_3: 0.5320 (0.5445) loss_class_dn_4: 0.4324 (0.4442) loss_bbox_dn_4: 0.2971 (0.3546) loss_giou_dn_4: 0.5316 (0.5432) loss_class_hybrid: 0.8256 (0.8470) loss_bbox_hybrid: 0.1927 (0.2285) loss_giou_hybrid: 0.4460 (0.4853) loss_class_0_hybrid: 0.8658 (0.9127) loss_bbox_0_hybrid: 0.1944 (0.2410) loss_giou_0_hybrid: 0.4800 (0.5125) loss_class_1_hybrid: 0.8534 (0.8786) loss_bbox_1_hybrid: 0.1986 (0.2323) loss_giou_1_hybrid: 0.4566 (0.4937) loss_class_2_hybrid: 0.8420 (0.8629) loss_bbox_2_hybrid: 0.1944 (0.2284) loss_giou_2_hybrid: 0.4514 (0.4872) loss_class_3_hybrid: 0.8380 (0.8512) loss_bbox_3_hybrid: 0.1935 (0.2284) loss_giou_3_hybrid: 0.4481 (0.4856) loss_class_4_hybrid: 0.8315 (0.8467) loss_bbox_4_hybrid: 0.1935 (0.2285) loss_giou_4_hybrid: 0.4470 (0.4855) loss_class_enc_hybrid: 0.8234 (0.8572) loss_bbox_enc_hybrid: 0.2469 (0.2911) loss_giou_enc_hybrid: 0.5431 (0.5878) mem: 1020 max mem: 36964 [2024-01-14 21:11:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:12:15 det.util.engine] INFO: Epoch: [2] [6350/11727] eta: 1:36:13 lr: 0.000100 data_time: 0.0035 iter_time: 1.0675 loss: 30.0832 (30.9386) loss_class: 0.9420 (0.8565) loss_bbox: 0.1733 (0.2081) loss_giou: 0.4022 (0.4434) loss_class_0: 1.0879 (1.0905) loss_bbox_0: 0.1787 (0.2059) loss_giou_0: 0.4081 (0.4509) loss_class_1: 1.0008 (0.9565) loss_bbox_1: 0.1705 (0.2066) loss_giou_1: 0.4101 (0.4452) loss_class_2: 0.9750 (0.9009) loss_bbox_2: 0.1829 (0.2052) loss_giou_2: 0.3989 (0.4432) loss_class_3: 0.9184 (0.8724) loss_bbox_3: 0.1751 (0.2063) loss_giou_3: 0.4135 (0.4423) loss_class_4: 0.9097 (0.8594) loss_bbox_4: 0.1719 (0.2073) loss_giou_4: 0.4028 (0.4430) loss_class_enc: 1.0392 (0.9992) loss_bbox_enc: 0.2320 (0.2523) loss_giou_enc: 0.4956 (0.5193) loss_class_dn: 0.4448 (0.4480) loss_bbox_dn: 0.2983 (0.3544) loss_giou_dn: 0.5123 (0.5433) loss_class_dn_0: 0.5021 (0.5043) loss_bbox_dn_0: 0.4075 (0.4598) loss_giou_dn_0: 0.6616 (0.6832) loss_class_dn_1: 0.4627 (0.4630) loss_bbox_dn_1: 0.3317 (0.3793) loss_giou_dn_1: 0.5429 (0.5745) loss_class_dn_2: 0.4387 (0.4473) loss_bbox_dn_2: 0.3001 (0.3594) loss_giou_dn_2: 0.5189 (0.5501) loss_class_dn_3: 0.4418 (0.4430) loss_bbox_dn_3: 0.2996 (0.3555) loss_giou_dn_3: 0.5135 (0.5444) loss_class_dn_4: 0.4408 (0.4442) loss_bbox_dn_4: 0.2982 (0.3544) loss_giou_dn_4: 0.5119 (0.5431) loss_class_hybrid: 0.8965 (0.8471) loss_bbox_hybrid: 0.1946 (0.2285) loss_giou_hybrid: 0.4242 (0.4853) loss_class_0_hybrid: 0.9450 (0.9128) loss_bbox_0_hybrid: 0.2063 (0.2410) loss_giou_0_hybrid: 0.4584 (0.5125) loss_class_1_hybrid: 0.9033 (0.8787) loss_bbox_1_hybrid: 0.1913 (0.2323) loss_giou_1_hybrid: 0.4441 (0.4937) loss_class_2_hybrid: 0.8924 (0.8630) loss_bbox_2_hybrid: 0.1896 (0.2284) loss_giou_2_hybrid: 0.4365 (0.4872) loss_class_3_hybrid: 0.8985 (0.8513) loss_bbox_3_hybrid: 0.1896 (0.2284) loss_giou_3_hybrid: 0.4330 (0.4856) loss_class_4_hybrid: 0.8876 (0.8467) loss_bbox_4_hybrid: 0.1940 (0.2285) loss_giou_4_hybrid: 0.4292 (0.4855) loss_class_enc_hybrid: 0.8922 (0.8572) loss_bbox_enc_hybrid: 0.2506 (0.2911) loss_giou_enc_hybrid: 0.5498 (0.5878) mem: 1034 max mem: 36964 [2024-01-14 21:12:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:13:09 det.util.engine] INFO: Epoch: [2] [6400/11727] eta: 1:35:19 lr: 0.000100 data_time: 0.0033 iter_time: 1.0565 loss: 31.8509 (30.9362) loss_class: 0.8706 (0.8565) loss_bbox: 0.1988 (0.2081) loss_giou: 0.3863 (0.4433) loss_class_0: 1.1125 (1.0906) loss_bbox_0: 0.2029 (0.2059) loss_giou_0: 0.4114 (0.4509) loss_class_1: 0.9470 (0.9565) loss_bbox_1: 0.2041 (0.2066) loss_giou_1: 0.4038 (0.4451) loss_class_2: 0.9294 (0.9009) loss_bbox_2: 0.2031 (0.2052) loss_giou_2: 0.3896 (0.4431) loss_class_3: 0.9102 (0.8723) loss_bbox_3: 0.2046 (0.2063) loss_giou_3: 0.3873 (0.4422) loss_class_4: 0.9044 (0.8594) loss_bbox_4: 0.1988 (0.2073) loss_giou_4: 0.3856 (0.4429) loss_class_enc: 1.0247 (0.9991) loss_bbox_enc: 0.2317 (0.2523) loss_giou_enc: 0.4757 (0.5193) loss_class_dn: 0.4509 (0.4480) loss_bbox_dn: 0.3415 (0.3544) loss_giou_dn: 0.5291 (0.5432) loss_class_dn_0: 0.5049 (0.5042) loss_bbox_dn_0: 0.4191 (0.4598) loss_giou_dn_0: 0.6720 (0.6831) loss_class_dn_1: 0.4705 (0.4630) loss_bbox_dn_1: 0.3541 (0.3793) loss_giou_dn_1: 0.5634 (0.5744) loss_class_dn_2: 0.4441 (0.4473) loss_bbox_dn_2: 0.3403 (0.3593) loss_giou_dn_2: 0.5358 (0.5500) loss_class_dn_3: 0.4374 (0.4429) loss_bbox_dn_3: 0.3419 (0.3554) loss_giou_dn_3: 0.5300 (0.5444) loss_class_dn_4: 0.4408 (0.4442) loss_bbox_dn_4: 0.3415 (0.3544) loss_giou_dn_4: 0.5291 (0.5431) loss_class_hybrid: 0.8405 (0.8471) loss_bbox_hybrid: 0.2169 (0.2285) loss_giou_hybrid: 0.4192 (0.4852) loss_class_0_hybrid: 0.9169 (0.9129) loss_bbox_0_hybrid: 0.2226 (0.2409) loss_giou_0_hybrid: 0.4500 (0.5125) loss_class_1_hybrid: 0.8973 (0.8787) loss_bbox_1_hybrid: 0.2207 (0.2323) loss_giou_1_hybrid: 0.4251 (0.4936) loss_class_2_hybrid: 0.8764 (0.8630) loss_bbox_2_hybrid: 0.2181 (0.2284) loss_giou_2_hybrid: 0.4223 (0.4872) loss_class_3_hybrid: 0.8621 (0.8513) loss_bbox_3_hybrid: 0.2190 (0.2284) loss_giou_3_hybrid: 0.4158 (0.4855) loss_class_4_hybrid: 0.8579 (0.8467) loss_bbox_4_hybrid: 0.2194 (0.2285) loss_giou_4_hybrid: 0.4148 (0.4855) loss_class_enc_hybrid: 0.9122 (0.8573) loss_bbox_enc_hybrid: 0.2669 (0.2911) loss_giou_enc_hybrid: 0.5203 (0.5877) mem: 1019 max mem: 36964 [2024-01-14 21:13:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:14:03 det.util.engine] INFO: Epoch: [2] [6450/11727] eta: 1:34:25 lr: 0.000100 data_time: 0.0033 iter_time: 1.0490 loss: 30.3550 (30.9343) loss_class: 0.8625 (0.8566) loss_bbox: 0.2102 (0.2080) loss_giou: 0.4344 (0.4432) loss_class_0: 1.1085 (1.0906) loss_bbox_0: 0.2000 (0.2058) loss_giou_0: 0.4444 (0.4508) loss_class_1: 0.9815 (0.9566) loss_bbox_1: 0.1897 (0.2065) loss_giou_1: 0.4263 (0.4451) loss_class_2: 0.9337 (0.9010) loss_bbox_2: 0.1963 (0.2051) loss_giou_2: 0.4243 (0.4430) loss_class_3: 0.8963 (0.8725) loss_bbox_3: 0.1927 (0.2062) loss_giou_3: 0.4308 (0.4422) loss_class_4: 0.8579 (0.8595) loss_bbox_4: 0.2098 (0.2072) loss_giou_4: 0.4272 (0.4428) loss_class_enc: 1.0040 (0.9992) loss_bbox_enc: 0.2562 (0.2523) loss_giou_enc: 0.5221 (0.5192) loss_class_dn: 0.4530 (0.4479) loss_bbox_dn: 0.3588 (0.3543) loss_giou_dn: 0.5493 (0.5431) loss_class_dn_0: 0.5074 (0.5042) loss_bbox_dn_0: 0.4435 (0.4597) loss_giou_dn_0: 0.6679 (0.6830) loss_class_dn_1: 0.4728 (0.4630) loss_bbox_dn_1: 0.3845 (0.3792) loss_giou_dn_1: 0.5763 (0.5743) loss_class_dn_2: 0.4477 (0.4472) loss_bbox_dn_2: 0.3629 (0.3592) loss_giou_dn_2: 0.5546 (0.5499) loss_class_dn_3: 0.4453 (0.4429) loss_bbox_dn_3: 0.3598 (0.3553) loss_giou_dn_3: 0.5489 (0.5443) loss_class_dn_4: 0.4502 (0.4441) loss_bbox_dn_4: 0.3588 (0.3543) loss_giou_dn_4: 0.5487 (0.5430) loss_class_hybrid: 0.8223 (0.8472) loss_bbox_hybrid: 0.2144 (0.2284) loss_giou_hybrid: 0.4709 (0.4851) loss_class_0_hybrid: 0.8906 (0.9130) loss_bbox_0_hybrid: 0.2333 (0.2409) loss_giou_0_hybrid: 0.5015 (0.5124) loss_class_1_hybrid: 0.8308 (0.8788) loss_bbox_1_hybrid: 0.2175 (0.2322) loss_giou_1_hybrid: 0.4784 (0.4936) loss_class_2_hybrid: 0.8321 (0.8631) loss_bbox_2_hybrid: 0.2101 (0.2283) loss_giou_2_hybrid: 0.4729 (0.4871) loss_class_3_hybrid: 0.8409 (0.8514) loss_bbox_3_hybrid: 0.2076 (0.2283) loss_giou_3_hybrid: 0.4715 (0.4854) loss_class_4_hybrid: 0.8252 (0.8468) loss_bbox_4_hybrid: 0.2079 (0.2284) loss_giou_4_hybrid: 0.4728 (0.4854) loss_class_enc_hybrid: 0.8532 (0.8574) loss_bbox_enc_hybrid: 0.2784 (0.2910) loss_giou_enc_hybrid: 0.5678 (0.5876) mem: 1023 max mem: 36964 [2024-01-14 21:14:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:14:57 det.util.engine] INFO: Epoch: [2] [6500/11727] eta: 1:33:32 lr: 0.000100 data_time: 0.0032 iter_time: 1.1251 loss: 30.5933 (30.9306) loss_class: 0.7912 (0.8563) loss_bbox: 0.1773 (0.2080) loss_giou: 0.5037 (0.4434) loss_class_0: 1.0312 (1.0903) loss_bbox_0: 0.1892 (0.2058) loss_giou_0: 0.5187 (0.4510) loss_class_1: 0.8774 (0.9563) loss_bbox_1: 0.1750 (0.2065) loss_giou_1: 0.4842 (0.4453) loss_class_2: 0.8299 (0.9007) loss_bbox_2: 0.1749 (0.2051) loss_giou_2: 0.4912 (0.4432) loss_class_3: 0.8083 (0.8722) loss_bbox_3: 0.1768 (0.2062) loss_giou_3: 0.5066 (0.4423) loss_class_4: 0.7872 (0.8592) loss_bbox_4: 0.1764 (0.2072) loss_giou_4: 0.5058 (0.4430) loss_class_enc: 0.9455 (0.9990) loss_bbox_enc: 0.2288 (0.2523) loss_giou_enc: 0.5760 (0.5193) loss_class_dn: 0.4219 (0.4478) loss_bbox_dn: 0.2580 (0.3541) loss_giou_dn: 0.5684 (0.5431) loss_class_dn_0: 0.4863 (0.5042) loss_bbox_dn_0: 0.3623 (0.4594) loss_giou_dn_0: 0.7058 (0.6829) loss_class_dn_1: 0.4402 (0.4629) loss_bbox_dn_1: 0.2840 (0.3790) loss_giou_dn_1: 0.6026 (0.5743) loss_class_dn_2: 0.4273 (0.4472) loss_bbox_dn_2: 0.2656 (0.3590) loss_giou_dn_2: 0.5766 (0.5499) loss_class_dn_3: 0.4201 (0.4428) loss_bbox_dn_3: 0.2589 (0.3551) loss_giou_dn_3: 0.5705 (0.5443) loss_class_dn_4: 0.4202 (0.4440) loss_bbox_dn_4: 0.2578 (0.3541) loss_giou_dn_4: 0.5684 (0.5430) loss_class_hybrid: 0.7980 (0.8469) loss_bbox_hybrid: 0.2155 (0.2284) loss_giou_hybrid: 0.5417 (0.4853) loss_class_0_hybrid: 0.8273 (0.9127) loss_bbox_0_hybrid: 0.2306 (0.2408) loss_giou_0_hybrid: 0.5899 (0.5126) loss_class_1_hybrid: 0.8261 (0.8786) loss_bbox_1_hybrid: 0.2231 (0.2322) loss_giou_1_hybrid: 0.5552 (0.4937) loss_class_2_hybrid: 0.8084 (0.8628) loss_bbox_2_hybrid: 0.2202 (0.2283) loss_giou_2_hybrid: 0.5491 (0.4872) loss_class_3_hybrid: 0.8074 (0.8512) loss_bbox_3_hybrid: 0.2176 (0.2283) loss_giou_3_hybrid: 0.5417 (0.4856) loss_class_4_hybrid: 0.7919 (0.8466) loss_bbox_4_hybrid: 0.2162 (0.2284) loss_giou_4_hybrid: 0.5401 (0.4855) loss_class_enc_hybrid: 0.7987 (0.8572) loss_bbox_enc_hybrid: 0.2547 (0.2910) loss_giou_enc_hybrid: 0.6614 (0.5877) mem: 1012 max mem: 36964 [2024-01-14 21:14:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:15:51 det.util.engine] INFO: Epoch: [2] [6550/11727] eta: 1:32:39 lr: 0.000100 data_time: 0.0036 iter_time: 1.0820 loss: 30.2868 (30.9251) loss_class: 0.8525 (0.8561) loss_bbox: 0.2157 (0.2080) loss_giou: 0.4246 (0.4434) loss_class_0: 1.0870 (1.0902) loss_bbox_0: 0.2146 (0.2058) loss_giou_0: 0.4412 (0.4510) loss_class_1: 0.9335 (0.9559) loss_bbox_1: 0.2061 (0.2065) loss_giou_1: 0.4292 (0.4452) loss_class_2: 0.8621 (0.9004) loss_bbox_2: 0.2126 (0.2051) loss_giou_2: 0.4316 (0.4432) loss_class_3: 0.8468 (0.8719) loss_bbox_3: 0.2102 (0.2062) loss_giou_3: 0.4351 (0.4423) loss_class_4: 0.8346 (0.8589) loss_bbox_4: 0.2118 (0.2072) loss_giou_4: 0.4316 (0.4430) loss_class_enc: 0.9767 (0.9988) loss_bbox_enc: 0.2596 (0.2523) loss_giou_enc: 0.5121 (0.5193) loss_class_dn: 0.4335 (0.4477) loss_bbox_dn: 0.3304 (0.3540) loss_giou_dn: 0.5465 (0.5430) loss_class_dn_0: 0.4917 (0.5042) loss_bbox_dn_0: 0.4404 (0.4593) loss_giou_dn_0: 0.6748 (0.6828) loss_class_dn_1: 0.4551 (0.4628) loss_bbox_dn_1: 0.3646 (0.3788) loss_giou_dn_1: 0.5756 (0.5742) loss_class_dn_2: 0.4330 (0.4471) loss_bbox_dn_2: 0.3299 (0.3589) loss_giou_dn_2: 0.5517 (0.5498) loss_class_dn_3: 0.4264 (0.4427) loss_bbox_dn_3: 0.3293 (0.3550) loss_giou_dn_3: 0.5468 (0.5441) loss_class_dn_4: 0.4271 (0.4439) loss_bbox_dn_4: 0.3306 (0.3540) loss_giou_dn_4: 0.5462 (0.5428) loss_class_hybrid: 0.8354 (0.8468) loss_bbox_hybrid: 0.2243 (0.2284) loss_giou_hybrid: 0.4611 (0.4852) loss_class_0_hybrid: 0.8940 (0.9126) loss_bbox_0_hybrid: 0.2375 (0.2408) loss_giou_0_hybrid: 0.4982 (0.5125) loss_class_1_hybrid: 0.8579 (0.8784) loss_bbox_1_hybrid: 0.2312 (0.2321) loss_giou_1_hybrid: 0.4699 (0.4936) loss_class_2_hybrid: 0.8733 (0.8627) loss_bbox_2_hybrid: 0.2393 (0.2283) loss_giou_2_hybrid: 0.4683 (0.4872) loss_class_3_hybrid: 0.8336 (0.8510) loss_bbox_3_hybrid: 0.2361 (0.2283) loss_giou_3_hybrid: 0.4664 (0.4855) loss_class_4_hybrid: 0.8318 (0.8464) loss_bbox_4_hybrid: 0.2349 (0.2284) loss_giou_4_hybrid: 0.4637 (0.4855) loss_class_enc_hybrid: 0.8439 (0.8572) loss_bbox_enc_hybrid: 0.2956 (0.2909) loss_giou_enc_hybrid: 0.5677 (0.5876) mem: 1028 max mem: 36964 [2024-01-14 21:15:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:16:49 det.util.engine] INFO: Epoch: [2] [6600/11727] eta: 1:31:48 lr: 0.000100 data_time: 0.0037 iter_time: 1.0768 loss: 30.7528 (30.9263) loss_class: 0.8657 (0.8561) loss_bbox: 0.1920 (0.2080) loss_giou: 0.4128 (0.4434) loss_class_0: 1.0929 (1.0902) loss_bbox_0: 0.2061 (0.2059) loss_giou_0: 0.4239 (0.4510) loss_class_1: 0.9813 (0.9560) loss_bbox_1: 0.1950 (0.2065) loss_giou_1: 0.4087 (0.4452) loss_class_2: 0.9322 (0.9006) loss_bbox_2: 0.1834 (0.2051) loss_giou_2: 0.4101 (0.4431) loss_class_3: 0.8986 (0.8720) loss_bbox_3: 0.1879 (0.2062) loss_giou_3: 0.4128 (0.4423) loss_class_4: 0.8678 (0.8590) loss_bbox_4: 0.1903 (0.2072) loss_giou_4: 0.4022 (0.4430) loss_class_enc: 1.0281 (0.9989) loss_bbox_enc: 0.2418 (0.2523) loss_giou_enc: 0.4678 (0.5193) loss_class_dn: 0.4427 (0.4477) loss_bbox_dn: 0.3587 (0.3540) loss_giou_dn: 0.5185 (0.5430) loss_class_dn_0: 0.5005 (0.5041) loss_bbox_dn_0: 0.4247 (0.4593) loss_giou_dn_0: 0.6574 (0.6828) loss_class_dn_1: 0.4651 (0.4628) loss_bbox_dn_1: 0.3743 (0.3788) loss_giou_dn_1: 0.5424 (0.5741) loss_class_dn_2: 0.4441 (0.4471) loss_bbox_dn_2: 0.3631 (0.3589) loss_giou_dn_2: 0.5263 (0.5498) loss_class_dn_3: 0.4372 (0.4427) loss_bbox_dn_3: 0.3587 (0.3550) loss_giou_dn_3: 0.5200 (0.5441) loss_class_dn_4: 0.4415 (0.4439) loss_bbox_dn_4: 0.3586 (0.3540) loss_giou_dn_4: 0.5186 (0.5428) loss_class_hybrid: 0.8625 (0.8469) loss_bbox_hybrid: 0.2083 (0.2284) loss_giou_hybrid: 0.4404 (0.4852) loss_class_0_hybrid: 0.9280 (0.9127) loss_bbox_0_hybrid: 0.2213 (0.2408) loss_giou_0_hybrid: 0.4861 (0.5125) loss_class_1_hybrid: 0.8859 (0.8786) loss_bbox_1_hybrid: 0.2071 (0.2321) loss_giou_1_hybrid: 0.4443 (0.4936) loss_class_2_hybrid: 0.8787 (0.8629) loss_bbox_2_hybrid: 0.2055 (0.2283) loss_giou_2_hybrid: 0.4382 (0.4871) loss_class_3_hybrid: 0.8742 (0.8511) loss_bbox_3_hybrid: 0.2030 (0.2282) loss_giou_3_hybrid: 0.4381 (0.4855) loss_class_4_hybrid: 0.8641 (0.8466) loss_bbox_4_hybrid: 0.2113 (0.2284) loss_giou_4_hybrid: 0.4394 (0.4854) loss_class_enc_hybrid: 0.8875 (0.8572) loss_bbox_enc_hybrid: 0.2802 (0.2910) loss_giou_enc_hybrid: 0.5328 (0.5876) mem: 1033 max mem: 36964 [2024-01-14 21:16:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:17:42 det.util.engine] INFO: Epoch: [2] [6650/11727] eta: 1:30:54 lr: 0.000100 data_time: 0.0033 iter_time: 1.0761 loss: 30.1732 (30.9219) loss_class: 0.8488 (0.8560) loss_bbox: 0.1890 (0.2079) loss_giou: 0.4338 (0.4435) loss_class_0: 1.0838 (1.0901) loss_bbox_0: 0.1801 (0.2058) loss_giou_0: 0.4428 (0.4510) loss_class_1: 0.9247 (0.9559) loss_bbox_1: 0.1776 (0.2064) loss_giou_1: 0.4418 (0.4452) loss_class_2: 0.8963 (0.9004) loss_bbox_2: 0.1769 (0.2050) loss_giou_2: 0.4274 (0.4432) loss_class_3: 0.8666 (0.8719) loss_bbox_3: 0.1810 (0.2061) loss_giou_3: 0.4341 (0.4424) loss_class_4: 0.8544 (0.8589) loss_bbox_4: 0.1859 (0.2071) loss_giou_4: 0.4328 (0.4431) loss_class_enc: 1.0029 (0.9989) loss_bbox_enc: 0.2097 (0.2522) loss_giou_enc: 0.5026 (0.5193) loss_class_dn: 0.4437 (0.4476) loss_bbox_dn: 0.3218 (0.3537) loss_giou_dn: 0.5450 (0.5429) loss_class_dn_0: 0.4970 (0.5041) loss_bbox_dn_0: 0.3579 (0.4591) loss_giou_dn_0: 0.6763 (0.6828) loss_class_dn_1: 0.4578 (0.4628) loss_bbox_dn_1: 0.3310 (0.3786) loss_giou_dn_1: 0.5766 (0.5741) loss_class_dn_2: 0.4446 (0.4470) loss_bbox_dn_2: 0.3217 (0.3587) loss_giou_dn_2: 0.5510 (0.5497) loss_class_dn_3: 0.4427 (0.4427) loss_bbox_dn_3: 0.3214 (0.3548) loss_giou_dn_3: 0.5444 (0.5441) loss_class_dn_4: 0.4408 (0.4438) loss_bbox_dn_4: 0.3219 (0.3537) loss_giou_dn_4: 0.5448 (0.5428) loss_class_hybrid: 0.8281 (0.8468) loss_bbox_hybrid: 0.2017 (0.2283) loss_giou_hybrid: 0.4650 (0.4853) loss_class_0_hybrid: 0.8966 (0.9126) loss_bbox_0_hybrid: 0.2088 (0.2407) loss_giou_0_hybrid: 0.4853 (0.5125) loss_class_1_hybrid: 0.8622 (0.8784) loss_bbox_1_hybrid: 0.2073 (0.2320) loss_giou_1_hybrid: 0.4701 (0.4937) loss_class_2_hybrid: 0.8513 (0.8627) loss_bbox_2_hybrid: 0.2018 (0.2281) loss_giou_2_hybrid: 0.4707 (0.4872) loss_class_3_hybrid: 0.8317 (0.8510) loss_bbox_3_hybrid: 0.2008 (0.2281) loss_giou_3_hybrid: 0.4688 (0.4856) loss_class_4_hybrid: 0.8373 (0.8465) loss_bbox_4_hybrid: 0.2014 (0.2283) loss_giou_4_hybrid: 0.4643 (0.4855) loss_class_enc_hybrid: 0.8646 (0.8572) loss_bbox_enc_hybrid: 0.2511 (0.2908) loss_giou_enc_hybrid: 0.5803 (0.5877) mem: 1015 max mem: 36964 [2024-01-14 21:17:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:18:35 det.util.engine] INFO: Epoch: [2] [6700/11727] eta: 1:30:00 lr: 0.000100 data_time: 0.0035 iter_time: 1.0515 loss: 30.7527 (30.9166) loss_class: 0.8434 (0.8559) loss_bbox: 0.2137 (0.2079) loss_giou: 0.3912 (0.4434) loss_class_0: 1.1169 (1.0900) loss_bbox_0: 0.2079 (0.2057) loss_giou_0: 0.3960 (0.4509) loss_class_1: 0.9705 (0.9557) loss_bbox_1: 0.2175 (0.2064) loss_giou_1: 0.3997 (0.4451) loss_class_2: 0.8899 (0.9002) loss_bbox_2: 0.2190 (0.2050) loss_giou_2: 0.3993 (0.4431) loss_class_3: 0.8657 (0.8717) loss_bbox_3: 0.2043 (0.2061) loss_giou_3: 0.3951 (0.4423) loss_class_4: 0.8634 (0.8588) loss_bbox_4: 0.2224 (0.2071) loss_giou_4: 0.3885 (0.4430) loss_class_enc: 1.0426 (0.9989) loss_bbox_enc: 0.2354 (0.2521) loss_giou_enc: 0.4630 (0.5192) loss_class_dn: 0.4326 (0.4476) loss_bbox_dn: 0.3556 (0.3536) loss_giou_dn: 0.5164 (0.5428) loss_class_dn_0: 0.5028 (0.5041) loss_bbox_dn_0: 0.4826 (0.4589) loss_giou_dn_0: 0.6602 (0.6826) loss_class_dn_1: 0.4559 (0.4628) loss_bbox_dn_1: 0.3901 (0.3785) loss_giou_dn_1: 0.5532 (0.5739) loss_class_dn_2: 0.4345 (0.4470) loss_bbox_dn_2: 0.3627 (0.3585) loss_giou_dn_2: 0.5224 (0.5496) loss_class_dn_3: 0.4277 (0.4426) loss_bbox_dn_3: 0.3580 (0.3546) loss_giou_dn_3: 0.5189 (0.5439) loss_class_dn_4: 0.4283 (0.4438) loss_bbox_dn_4: 0.3553 (0.3536) loss_giou_dn_4: 0.5165 (0.5426) loss_class_hybrid: 0.8623 (0.8467) loss_bbox_hybrid: 0.2259 (0.2282) loss_giou_hybrid: 0.4256 (0.4851) loss_class_0_hybrid: 0.9544 (0.9127) loss_bbox_0_hybrid: 0.2331 (0.2406) loss_giou_0_hybrid: 0.4538 (0.5124) loss_class_1_hybrid: 0.8894 (0.8784) loss_bbox_1_hybrid: 0.2271 (0.2319) loss_giou_1_hybrid: 0.4377 (0.4935) loss_class_2_hybrid: 0.8788 (0.8626) loss_bbox_2_hybrid: 0.2251 (0.2281) loss_giou_2_hybrid: 0.4282 (0.4871) loss_class_3_hybrid: 0.8615 (0.8509) loss_bbox_3_hybrid: 0.2244 (0.2281) loss_giou_3_hybrid: 0.4256 (0.4854) loss_class_4_hybrid: 0.8628 (0.8464) loss_bbox_4_hybrid: 0.2265 (0.2282) loss_giou_4_hybrid: 0.4233 (0.4854) loss_class_enc_hybrid: 0.8765 (0.8572) loss_bbox_enc_hybrid: 0.2859 (0.2907) loss_giou_enc_hybrid: 0.5462 (0.5875) mem: 1029 max mem: 36964 [2024-01-14 21:18:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:19:31 det.util.engine] INFO: Epoch: [2] [6750/11727] eta: 1:29:07 lr: 0.000100 data_time: 0.0031 iter_time: 1.1010 loss: 29.8775 (30.9153) loss_class: 0.7851 (0.8560) loss_bbox: 0.2209 (0.2079) loss_giou: 0.4304 (0.4433) loss_class_0: 1.0473 (1.0902) loss_bbox_0: 0.2005 (0.2058) loss_giou_0: 0.4133 (0.4507) loss_class_1: 0.8963 (0.9559) loss_bbox_1: 0.2127 (0.2064) loss_giou_1: 0.4269 (0.4449) loss_class_2: 0.8599 (0.9004) loss_bbox_2: 0.2129 (0.2050) loss_giou_2: 0.4282 (0.4429) loss_class_3: 0.8415 (0.8719) loss_bbox_3: 0.2157 (0.2061) loss_giou_3: 0.4325 (0.4421) loss_class_4: 0.8175 (0.8589) loss_bbox_4: 0.2195 (0.2071) loss_giou_4: 0.4307 (0.4428) loss_class_enc: 0.9831 (0.9990) loss_bbox_enc: 0.2410 (0.2521) loss_giou_enc: 0.4921 (0.5190) loss_class_dn: 0.4303 (0.4475) loss_bbox_dn: 0.3577 (0.3537) loss_giou_dn: 0.5059 (0.5426) loss_class_dn_0: 0.5066 (0.5041) loss_bbox_dn_0: 0.4509 (0.4590) loss_giou_dn_0: 0.6540 (0.6824) loss_class_dn_1: 0.4498 (0.4627) loss_bbox_dn_1: 0.3657 (0.3785) loss_giou_dn_1: 0.5417 (0.5738) loss_class_dn_2: 0.4281 (0.4469) loss_bbox_dn_2: 0.3562 (0.3586) loss_giou_dn_2: 0.5144 (0.5494) loss_class_dn_3: 0.4300 (0.4425) loss_bbox_dn_3: 0.3566 (0.3547) loss_giou_dn_3: 0.5084 (0.5437) loss_class_dn_4: 0.4277 (0.4437) loss_bbox_dn_4: 0.3578 (0.3537) loss_giou_dn_4: 0.5061 (0.5424) loss_class_hybrid: 0.8558 (0.8470) loss_bbox_hybrid: 0.2348 (0.2282) loss_giou_hybrid: 0.4637 (0.4849) loss_class_0_hybrid: 0.9000 (0.9128) loss_bbox_0_hybrid: 0.2433 (0.2406) loss_giou_0_hybrid: 0.4881 (0.5121) loss_class_1_hybrid: 0.8552 (0.8785) loss_bbox_1_hybrid: 0.2393 (0.2319) loss_giou_1_hybrid: 0.4651 (0.4933) loss_class_2_hybrid: 0.8455 (0.8628) loss_bbox_2_hybrid: 0.2316 (0.2281) loss_giou_2_hybrid: 0.4589 (0.4868) loss_class_3_hybrid: 0.8408 (0.8511) loss_bbox_3_hybrid: 0.2285 (0.2281) loss_giou_3_hybrid: 0.4647 (0.4852) loss_class_4_hybrid: 0.8597 (0.8466) loss_bbox_4_hybrid: 0.2355 (0.2282) loss_giou_4_hybrid: 0.4634 (0.4851) loss_class_enc_hybrid: 0.8323 (0.8573) loss_bbox_enc_hybrid: 0.2873 (0.2907) loss_giou_enc_hybrid: 0.5522 (0.5873) mem: 1019 max mem: 36964 [2024-01-14 21:19:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:20:25 det.util.engine] INFO: Epoch: [2] [6800/11727] eta: 1:28:14 lr: 0.000100 data_time: 0.0035 iter_time: 1.0845 loss: 30.9130 (30.9147) loss_class: 0.8581 (0.8560) loss_bbox: 0.1870 (0.2079) loss_giou: 0.4640 (0.4433) loss_class_0: 1.0838 (1.0901) loss_bbox_0: 0.1891 (0.2057) loss_giou_0: 0.4643 (0.4508) loss_class_1: 0.9513 (0.9558) loss_bbox_1: 0.1871 (0.2064) loss_giou_1: 0.4665 (0.4450) loss_class_2: 0.9080 (0.9003) loss_bbox_2: 0.1784 (0.2050) loss_giou_2: 0.4609 (0.4430) loss_class_3: 0.8832 (0.8719) loss_bbox_3: 0.1843 (0.2061) loss_giou_3: 0.4559 (0.4422) loss_class_4: 0.8369 (0.8589) loss_bbox_4: 0.1869 (0.2071) loss_giou_4: 0.4667 (0.4429) loss_class_enc: 0.9756 (0.9990) loss_bbox_enc: 0.2408 (0.2521) loss_giou_enc: 0.5185 (0.5190) loss_class_dn: 0.4401 (0.4475) loss_bbox_dn: 0.3331 (0.3536) loss_giou_dn: 0.5627 (0.5426) loss_class_dn_0: 0.4989 (0.5041) loss_bbox_dn_0: 0.4335 (0.4589) loss_giou_dn_0: 0.6716 (0.6824) loss_class_dn_1: 0.4572 (0.4627) loss_bbox_dn_1: 0.3635 (0.3785) loss_giou_dn_1: 0.5883 (0.5738) loss_class_dn_2: 0.4370 (0.4469) loss_bbox_dn_2: 0.3413 (0.3585) loss_giou_dn_2: 0.5656 (0.5494) loss_class_dn_3: 0.4377 (0.4425) loss_bbox_dn_3: 0.3356 (0.3546) loss_giou_dn_3: 0.5642 (0.5437) loss_class_dn_4: 0.4350 (0.4437) loss_bbox_dn_4: 0.3331 (0.3536) loss_giou_dn_4: 0.5627 (0.5424) loss_class_hybrid: 0.8607 (0.8470) loss_bbox_hybrid: 0.2182 (0.2281) loss_giou_hybrid: 0.4909 (0.4849) loss_class_0_hybrid: 0.9056 (0.9128) loss_bbox_0_hybrid: 0.2340 (0.2406) loss_giou_0_hybrid: 0.5104 (0.5122) loss_class_1_hybrid: 0.8757 (0.8785) loss_bbox_1_hybrid: 0.2263 (0.2319) loss_giou_1_hybrid: 0.4951 (0.4933) loss_class_2_hybrid: 0.8866 (0.8629) loss_bbox_2_hybrid: 0.2242 (0.2280) loss_giou_2_hybrid: 0.4889 (0.4868) loss_class_3_hybrid: 0.8730 (0.8512) loss_bbox_3_hybrid: 0.2182 (0.2280) loss_giou_3_hybrid: 0.4925 (0.4852) loss_class_4_hybrid: 0.8730 (0.8467) loss_bbox_4_hybrid: 0.2188 (0.2282) loss_giou_4_hybrid: 0.4914 (0.4852) loss_class_enc_hybrid: 0.8525 (0.8573) loss_bbox_enc_hybrid: 0.2759 (0.2907) loss_giou_enc_hybrid: 0.5951 (0.5873) mem: 1028 max mem: 36964 [2024-01-14 21:20:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:21:19 det.util.engine] INFO: Epoch: [2] [6850/11727] eta: 1:27:20 lr: 0.000100 data_time: 0.0035 iter_time: 1.0668 loss: 30.4292 (30.9116) loss_class: 0.7863 (0.8558) loss_bbox: 0.2018 (0.2078) loss_giou: 0.4471 (0.4435) loss_class_0: 1.0330 (1.0899) loss_bbox_0: 0.1910 (0.2057) loss_giou_0: 0.4612 (0.4509) loss_class_1: 0.8841 (0.9554) loss_bbox_1: 0.1946 (0.2064) loss_giou_1: 0.4408 (0.4452) loss_class_2: 0.8429 (0.9000) loss_bbox_2: 0.1895 (0.2049) loss_giou_2: 0.4298 (0.4431) loss_class_3: 0.8342 (0.8716) loss_bbox_3: 0.1891 (0.2060) loss_giou_3: 0.4442 (0.4423) loss_class_4: 0.7950 (0.8587) loss_bbox_4: 0.2000 (0.2071) loss_giou_4: 0.4480 (0.4431) loss_class_enc: 0.9227 (0.9988) loss_bbox_enc: 0.2309 (0.2520) loss_giou_enc: 0.5065 (0.5190) loss_class_dn: 0.4211 (0.4474) loss_bbox_dn: 0.2899 (0.3534) loss_giou_dn: 0.5364 (0.5426) loss_class_dn_0: 0.4935 (0.5040) loss_bbox_dn_0: 0.3982 (0.4587) loss_giou_dn_0: 0.6727 (0.6824) loss_class_dn_1: 0.4515 (0.4627) loss_bbox_dn_1: 0.3209 (0.3783) loss_giou_dn_1: 0.5680 (0.5738) loss_class_dn_2: 0.4342 (0.4469) loss_bbox_dn_2: 0.2919 (0.3584) loss_giou_dn_2: 0.5430 (0.5494) loss_class_dn_3: 0.4262 (0.4425) loss_bbox_dn_3: 0.2885 (0.3545) loss_giou_dn_3: 0.5391 (0.5438) loss_class_dn_4: 0.4272 (0.4437) loss_bbox_dn_4: 0.2900 (0.3534) loss_giou_dn_4: 0.5364 (0.5425) loss_class_hybrid: 0.7862 (0.8468) loss_bbox_hybrid: 0.2087 (0.2281) loss_giou_hybrid: 0.4678 (0.4850) loss_class_0_hybrid: 0.8497 (0.9127) loss_bbox_0_hybrid: 0.2205 (0.2405) loss_giou_0_hybrid: 0.4915 (0.5123) loss_class_1_hybrid: 0.8343 (0.8783) loss_bbox_1_hybrid: 0.2147 (0.2319) loss_giou_1_hybrid: 0.4739 (0.4934) loss_class_2_hybrid: 0.7930 (0.8627) loss_bbox_2_hybrid: 0.2109 (0.2280) loss_giou_2_hybrid: 0.4668 (0.4870) loss_class_3_hybrid: 0.8088 (0.8510) loss_bbox_3_hybrid: 0.2119 (0.2280) loss_giou_3_hybrid: 0.4616 (0.4853) loss_class_4_hybrid: 0.7972 (0.8465) loss_bbox_4_hybrid: 0.2095 (0.2281) loss_giou_4_hybrid: 0.4650 (0.4853) loss_class_enc_hybrid: 0.8071 (0.8571) loss_bbox_enc_hybrid: 0.2568 (0.2906) loss_giou_enc_hybrid: 0.5699 (0.5874) mem: 1026 max mem: 36964 [2024-01-14 21:21:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:22:13 det.util.engine] INFO: Epoch: [2] [6900/11727] eta: 1:26:27 lr: 0.000100 data_time: 0.0034 iter_time: 1.0793 loss: 31.0932 (30.9071) loss_class: 0.8710 (0.8557) loss_bbox: 0.2007 (0.2077) loss_giou: 0.4138 (0.4434) loss_class_0: 1.0654 (1.0898) loss_bbox_0: 0.1816 (0.2056) loss_giou_0: 0.4336 (0.4508) loss_class_1: 0.9334 (0.9553) loss_bbox_1: 0.1930 (0.2063) loss_giou_1: 0.4390 (0.4451) loss_class_2: 0.9051 (0.8999) loss_bbox_2: 0.1949 (0.2049) loss_giou_2: 0.4237 (0.4430) loss_class_3: 0.8502 (0.8716) loss_bbox_3: 0.1986 (0.2060) loss_giou_3: 0.4112 (0.4422) loss_class_4: 0.8485 (0.8586) loss_bbox_4: 0.1948 (0.2070) loss_giou_4: 0.4106 (0.4430) loss_class_enc: 1.0051 (0.9986) loss_bbox_enc: 0.2177 (0.2520) loss_giou_enc: 0.4901 (0.5189) loss_class_dn: 0.4423 (0.4474) loss_bbox_dn: 0.3348 (0.3533) loss_giou_dn: 0.5390 (0.5425) loss_class_dn_0: 0.4996 (0.5040) loss_bbox_dn_0: 0.4120 (0.4586) loss_giou_dn_0: 0.6777 (0.6823) loss_class_dn_1: 0.4605 (0.4626) loss_bbox_dn_1: 0.3586 (0.3782) loss_giou_dn_1: 0.5637 (0.5737) loss_class_dn_2: 0.4435 (0.4468) loss_bbox_dn_2: 0.3379 (0.3583) loss_giou_dn_2: 0.5480 (0.5493) loss_class_dn_3: 0.4395 (0.4425) loss_bbox_dn_3: 0.3345 (0.3544) loss_giou_dn_3: 0.5408 (0.5437) loss_class_dn_4: 0.4427 (0.4436) loss_bbox_dn_4: 0.3348 (0.3533) loss_giou_dn_4: 0.5391 (0.5424) loss_class_hybrid: 0.8396 (0.8467) loss_bbox_hybrid: 0.2115 (0.2280) loss_giou_hybrid: 0.4744 (0.4850) loss_class_0_hybrid: 0.9035 (0.9126) loss_bbox_0_hybrid: 0.2131 (0.2405) loss_giou_0_hybrid: 0.4900 (0.5122) loss_class_1_hybrid: 0.8653 (0.8783) loss_bbox_1_hybrid: 0.2082 (0.2318) loss_giou_1_hybrid: 0.4713 (0.4934) loss_class_2_hybrid: 0.8542 (0.8626) loss_bbox_2_hybrid: 0.2045 (0.2280) loss_giou_2_hybrid: 0.4679 (0.4869) loss_class_3_hybrid: 0.8317 (0.8509) loss_bbox_3_hybrid: 0.2062 (0.2279) loss_giou_3_hybrid: 0.4654 (0.4853) loss_class_4_hybrid: 0.8345 (0.8464) loss_bbox_4_hybrid: 0.2067 (0.2281) loss_giou_4_hybrid: 0.4660 (0.4853) loss_class_enc_hybrid: 0.8361 (0.8570) loss_bbox_enc_hybrid: 0.2677 (0.2906) loss_giou_enc_hybrid: 0.5693 (0.5874) mem: 1024 max mem: 36964 [2024-01-14 21:22:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:23:05 det.util.engine] INFO: Epoch: [2] [6950/11727] eta: 1:25:32 lr: 0.000100 data_time: 0.0033 iter_time: 1.0518 loss: 30.2620 (30.9029) loss_class: 0.8348 (0.8555) loss_bbox: 0.1966 (0.2077) loss_giou: 0.4269 (0.4435) loss_class_0: 1.0703 (1.0895) loss_bbox_0: 0.1975 (0.2056) loss_giou_0: 0.4318 (0.4509) loss_class_1: 0.9054 (0.9549) loss_bbox_1: 0.1981 (0.2063) loss_giou_1: 0.4274 (0.4452) loss_class_2: 0.8600 (0.8997) loss_bbox_2: 0.1980 (0.2048) loss_giou_2: 0.4251 (0.4431) loss_class_3: 0.8409 (0.8713) loss_bbox_3: 0.1964 (0.2059) loss_giou_3: 0.4227 (0.4423) loss_class_4: 0.8338 (0.8585) loss_bbox_4: 0.1961 (0.2069) loss_giou_4: 0.4144 (0.4431) loss_class_enc: 0.9922 (0.9985) loss_bbox_enc: 0.2336 (0.2519) loss_giou_enc: 0.4796 (0.5190) loss_class_dn: 0.4301 (0.4473) loss_bbox_dn: 0.3136 (0.3531) loss_giou_dn: 0.5083 (0.5425) loss_class_dn_0: 0.5120 (0.5040) loss_bbox_dn_0: 0.4219 (0.4584) loss_giou_dn_0: 0.6697 (0.6823) loss_class_dn_1: 0.4542 (0.4626) loss_bbox_dn_1: 0.3375 (0.3780) loss_giou_dn_1: 0.5372 (0.5737) loss_class_dn_2: 0.4344 (0.4468) loss_bbox_dn_2: 0.3178 (0.3580) loss_giou_dn_2: 0.5149 (0.5493) loss_class_dn_3: 0.4311 (0.4424) loss_bbox_dn_3: 0.3143 (0.3542) loss_giou_dn_3: 0.5093 (0.5437) loss_class_dn_4: 0.4310 (0.4436) loss_bbox_dn_4: 0.3135 (0.3531) loss_giou_dn_4: 0.5079 (0.5424) loss_class_hybrid: 0.8194 (0.8465) loss_bbox_hybrid: 0.2174 (0.2280) loss_giou_hybrid: 0.4520 (0.4851) loss_class_0_hybrid: 0.8694 (0.9124) loss_bbox_0_hybrid: 0.2276 (0.2404) loss_giou_0_hybrid: 0.4830 (0.5124) loss_class_1_hybrid: 0.8332 (0.8781) loss_bbox_1_hybrid: 0.2227 (0.2318) loss_giou_1_hybrid: 0.4590 (0.4935) loss_class_2_hybrid: 0.8159 (0.8623) loss_bbox_2_hybrid: 0.2141 (0.2279) loss_giou_2_hybrid: 0.4505 (0.4870) loss_class_3_hybrid: 0.8121 (0.8507) loss_bbox_3_hybrid: 0.2130 (0.2279) loss_giou_3_hybrid: 0.4487 (0.4854) loss_class_4_hybrid: 0.8177 (0.8462) loss_bbox_4_hybrid: 0.2109 (0.2280) loss_giou_4_hybrid: 0.4501 (0.4854) loss_class_enc_hybrid: 0.8491 (0.8569) loss_bbox_enc_hybrid: 0.2613 (0.2904) loss_giou_enc_hybrid: 0.5439 (0.5874) mem: 1035 max mem: 36964 [2024-01-14 21:23:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:23:58 det.util.engine] INFO: Epoch: [2] [7000/11727] eta: 1:24:38 lr: 0.000100 data_time: 0.0031 iter_time: 1.0618 loss: 30.0653 (30.8979) loss_class: 0.8073 (0.8554) loss_bbox: 0.1976 (0.2076) loss_giou: 0.4403 (0.4434) loss_class_0: 1.0315 (1.0893) loss_bbox_0: 0.1910 (0.2055) loss_giou_0: 0.4366 (0.4509) loss_class_1: 0.8887 (0.9548) loss_bbox_1: 0.1981 (0.2062) loss_giou_1: 0.4368 (0.4452) loss_class_2: 0.8320 (0.8995) loss_bbox_2: 0.1974 (0.2048) loss_giou_2: 0.4440 (0.4431) loss_class_3: 0.8201 (0.8713) loss_bbox_3: 0.2004 (0.2058) loss_giou_3: 0.4459 (0.4423) loss_class_4: 0.8179 (0.8584) loss_bbox_4: 0.1978 (0.2068) loss_giou_4: 0.4402 (0.4430) loss_class_enc: 0.9524 (0.9984) loss_bbox_enc: 0.2298 (0.2518) loss_giou_enc: 0.5023 (0.5190) loss_class_dn: 0.4302 (0.4472) loss_bbox_dn: 0.2997 (0.3529) loss_giou_dn: 0.5104 (0.5424) loss_class_dn_0: 0.5041 (0.5040) loss_bbox_dn_0: 0.4061 (0.4581) loss_giou_dn_0: 0.6603 (0.6822) loss_class_dn_1: 0.4538 (0.4625) loss_bbox_dn_1: 0.3151 (0.3777) loss_giou_dn_1: 0.5415 (0.5736) loss_class_dn_2: 0.4320 (0.4467) loss_bbox_dn_2: 0.3020 (0.3578) loss_giou_dn_2: 0.5150 (0.5492) loss_class_dn_3: 0.4369 (0.4423) loss_bbox_dn_3: 0.2989 (0.3540) loss_giou_dn_3: 0.5089 (0.5436) loss_class_dn_4: 0.4287 (0.4435) loss_bbox_dn_4: 0.2997 (0.3529) loss_giou_dn_4: 0.5105 (0.5423) loss_class_hybrid: 0.7784 (0.8463) loss_bbox_hybrid: 0.2120 (0.2279) loss_giou_hybrid: 0.4794 (0.4851) loss_class_0_hybrid: 0.8502 (0.9123) loss_bbox_0_hybrid: 0.2228 (0.2403) loss_giou_0_hybrid: 0.5050 (0.5124) loss_class_1_hybrid: 0.8157 (0.8779) loss_bbox_1_hybrid: 0.2239 (0.2317) loss_giou_1_hybrid: 0.4897 (0.4935) loss_class_2_hybrid: 0.8082 (0.8622) loss_bbox_2_hybrid: 0.2205 (0.2278) loss_giou_2_hybrid: 0.4836 (0.4871) loss_class_3_hybrid: 0.7904 (0.8505) loss_bbox_3_hybrid: 0.2170 (0.2278) loss_giou_3_hybrid: 0.4804 (0.4855) loss_class_4_hybrid: 0.7946 (0.8460) loss_bbox_4_hybrid: 0.2135 (0.2279) loss_giou_4_hybrid: 0.4812 (0.4854) loss_class_enc_hybrid: 0.8049 (0.8568) loss_bbox_enc_hybrid: 0.2782 (0.2903) loss_giou_enc_hybrid: 0.5821 (0.5874) mem: 1023 max mem: 36964 [2024-01-14 21:23:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:24:53 det.util.engine] INFO: Epoch: [2] [7050/11727] eta: 1:23:45 lr: 0.000100 data_time: 0.0033 iter_time: 1.0684 loss: 29.7594 (30.8910) loss_class: 0.7946 (0.8551) loss_bbox: 0.1888 (0.2076) loss_giou: 0.4053 (0.4435) loss_class_0: 1.0167 (1.0889) loss_bbox_0: 0.2026 (0.2055) loss_giou_0: 0.4255 (0.4510) loss_class_1: 0.8667 (0.9544) loss_bbox_1: 0.1945 (0.2062) loss_giou_1: 0.4131 (0.4452) loss_class_2: 0.8192 (0.8991) loss_bbox_2: 0.1886 (0.2047) loss_giou_2: 0.4100 (0.4432) loss_class_3: 0.7958 (0.8710) loss_bbox_3: 0.1961 (0.2058) loss_giou_3: 0.4045 (0.4423) loss_class_4: 0.7993 (0.8581) loss_bbox_4: 0.1873 (0.2068) loss_giou_4: 0.4019 (0.4431) loss_class_enc: 0.9376 (0.9981) loss_bbox_enc: 0.2488 (0.2518) loss_giou_enc: 0.4968 (0.5190) loss_class_dn: 0.4330 (0.4471) loss_bbox_dn: 0.2993 (0.3527) loss_giou_dn: 0.5235 (0.5424) loss_class_dn_0: 0.4953 (0.5039) loss_bbox_dn_0: 0.4027 (0.4579) loss_giou_dn_0: 0.6555 (0.6821) loss_class_dn_1: 0.4616 (0.4625) loss_bbox_dn_1: 0.3260 (0.3775) loss_giou_dn_1: 0.5425 (0.5735) loss_class_dn_2: 0.4372 (0.4467) loss_bbox_dn_2: 0.3045 (0.3576) loss_giou_dn_2: 0.5298 (0.5492) loss_class_dn_3: 0.4309 (0.4423) loss_bbox_dn_3: 0.3027 (0.3537) loss_giou_dn_3: 0.5235 (0.5435) loss_class_dn_4: 0.4278 (0.4434) loss_bbox_dn_4: 0.2991 (0.3527) loss_giou_dn_4: 0.5227 (0.5422) loss_class_hybrid: 0.7878 (0.8461) loss_bbox_hybrid: 0.2018 (0.2279) loss_giou_hybrid: 0.4224 (0.4851) loss_class_0_hybrid: 0.8806 (0.9120) loss_bbox_0_hybrid: 0.2203 (0.2403) loss_giou_0_hybrid: 0.4593 (0.5123) loss_class_1_hybrid: 0.8269 (0.8776) loss_bbox_1_hybrid: 0.2123 (0.2316) loss_giou_1_hybrid: 0.4408 (0.4935) loss_class_2_hybrid: 0.8274 (0.8619) loss_bbox_2_hybrid: 0.2013 (0.2278) loss_giou_2_hybrid: 0.4331 (0.4870) loss_class_3_hybrid: 0.8095 (0.8502) loss_bbox_3_hybrid: 0.1974 (0.2277) loss_giou_3_hybrid: 0.4236 (0.4854) loss_class_4_hybrid: 0.8068 (0.8458) loss_bbox_4_hybrid: 0.2022 (0.2279) loss_giou_4_hybrid: 0.4134 (0.4854) loss_class_enc_hybrid: 0.8010 (0.8566) loss_bbox_enc_hybrid: 0.2756 (0.2903) loss_giou_enc_hybrid: 0.5568 (0.5874) mem: 1027 max mem: 36964 [2024-01-14 21:24:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:25:45 det.util.engine] INFO: Epoch: [2] [7100/11727] eta: 1:22:50 lr: 0.000100 data_time: 0.0034 iter_time: 1.0452 loss: 30.2092 (30.8869) loss_class: 0.8076 (0.8549) loss_bbox: 0.2049 (0.2076) loss_giou: 0.4682 (0.4434) loss_class_0: 1.0107 (1.0887) loss_bbox_0: 0.1997 (0.2055) loss_giou_0: 0.4685 (0.4508) loss_class_1: 0.9052 (0.9541) loss_bbox_1: 0.1968 (0.2062) loss_giou_1: 0.4605 (0.4451) loss_class_2: 0.8282 (0.8988) loss_bbox_2: 0.2026 (0.2048) loss_giou_2: 0.4618 (0.4431) loss_class_3: 0.8177 (0.8708) loss_bbox_3: 0.1950 (0.2058) loss_giou_3: 0.4696 (0.4422) loss_class_4: 0.7969 (0.8579) loss_bbox_4: 0.2017 (0.2068) loss_giou_4: 0.4711 (0.4430) loss_class_enc: 0.9305 (0.9980) loss_bbox_enc: 0.2412 (0.2518) loss_giou_enc: 0.5219 (0.5188) loss_class_dn: 0.4356 (0.4470) loss_bbox_dn: 0.3299 (0.3528) loss_giou_dn: 0.5333 (0.5422) loss_class_dn_0: 0.4973 (0.5039) loss_bbox_dn_0: 0.4131 (0.4580) loss_giou_dn_0: 0.6778 (0.6820) loss_class_dn_1: 0.4505 (0.4624) loss_bbox_dn_1: 0.3465 (0.3776) loss_giou_dn_1: 0.5552 (0.5734) loss_class_dn_2: 0.4348 (0.4466) loss_bbox_dn_2: 0.3325 (0.3577) loss_giou_dn_2: 0.5359 (0.5490) loss_class_dn_3: 0.4289 (0.4422) loss_bbox_dn_3: 0.3288 (0.3539) loss_giou_dn_3: 0.5340 (0.5434) loss_class_dn_4: 0.4302 (0.4433) loss_bbox_dn_4: 0.3299 (0.3528) loss_giou_dn_4: 0.5332 (0.5421) loss_class_hybrid: 0.7623 (0.8460) loss_bbox_hybrid: 0.2104 (0.2279) loss_giou_hybrid: 0.4819 (0.4849) loss_class_0_hybrid: 0.8629 (0.9120) loss_bbox_0_hybrid: 0.2270 (0.2403) loss_giou_0_hybrid: 0.5082 (0.5121) loss_class_1_hybrid: 0.8052 (0.8775) loss_bbox_1_hybrid: 0.2227 (0.2317) loss_giou_1_hybrid: 0.4853 (0.4933) loss_class_2_hybrid: 0.8009 (0.8618) loss_bbox_2_hybrid: 0.2098 (0.2278) loss_giou_2_hybrid: 0.4809 (0.4869) loss_class_3_hybrid: 0.7916 (0.8501) loss_bbox_3_hybrid: 0.2112 (0.2278) loss_giou_3_hybrid: 0.4833 (0.4853) loss_class_4_hybrid: 0.7652 (0.8457) loss_bbox_4_hybrid: 0.2103 (0.2279) loss_giou_4_hybrid: 0.4816 (0.4852) loss_class_enc_hybrid: 0.8068 (0.8565) loss_bbox_enc_hybrid: 0.2744 (0.2903) loss_giou_enc_hybrid: 0.5668 (0.5872) mem: 1035 max mem: 36964 [2024-01-14 21:25:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:26:38 det.util.engine] INFO: Epoch: [2] [7150/11727] eta: 1:21:56 lr: 0.000100 data_time: 0.0030 iter_time: 1.0824 loss: 30.1519 (30.8784) loss_class: 0.8480 (0.8546) loss_bbox: 0.1946 (0.2075) loss_giou: 0.3940 (0.4434) loss_class_0: 1.0573 (1.0883) loss_bbox_0: 0.1926 (0.2054) loss_giou_0: 0.4186 (0.4508) loss_class_1: 0.9709 (0.9538) loss_bbox_1: 0.1895 (0.2061) loss_giou_1: 0.4018 (0.4451) loss_class_2: 0.8776 (0.8984) loss_bbox_2: 0.1921 (0.2047) loss_giou_2: 0.4002 (0.4431) loss_class_3: 0.8705 (0.8704) loss_bbox_3: 0.1944 (0.2057) loss_giou_3: 0.3973 (0.4422) loss_class_4: 0.8564 (0.8576) loss_bbox_4: 0.1944 (0.2067) loss_giou_4: 0.3939 (0.4429) loss_class_enc: 0.9986 (0.9978) loss_bbox_enc: 0.2365 (0.2517) loss_giou_enc: 0.5021 (0.5188) loss_class_dn: 0.4263 (0.4469) loss_bbox_dn: 0.3131 (0.3526) loss_giou_dn: 0.5323 (0.5422) loss_class_dn_0: 0.5042 (0.5039) loss_bbox_dn_0: 0.4202 (0.4578) loss_giou_dn_0: 0.6809 (0.6819) loss_class_dn_1: 0.4544 (0.4624) loss_bbox_dn_1: 0.3306 (0.3774) loss_giou_dn_1: 0.5662 (0.5733) loss_class_dn_2: 0.4385 (0.4465) loss_bbox_dn_2: 0.3112 (0.3575) loss_giou_dn_2: 0.5395 (0.5489) loss_class_dn_3: 0.4225 (0.4421) loss_bbox_dn_3: 0.3107 (0.3536) loss_giou_dn_3: 0.5325 (0.5433) loss_class_dn_4: 0.4276 (0.4432) loss_bbox_dn_4: 0.3132 (0.3526) loss_giou_dn_4: 0.5320 (0.5420) loss_class_hybrid: 0.8277 (0.8458) loss_bbox_hybrid: 0.1991 (0.2277) loss_giou_hybrid: 0.4286 (0.4849) loss_class_0_hybrid: 0.8864 (0.9118) loss_bbox_0_hybrid: 0.2215 (0.2401) loss_giou_0_hybrid: 0.4660 (0.5121) loss_class_1_hybrid: 0.8429 (0.8772) loss_bbox_1_hybrid: 0.2040 (0.2315) loss_giou_1_hybrid: 0.4389 (0.4933) loss_class_2_hybrid: 0.8518 (0.8615) loss_bbox_2_hybrid: 0.1998 (0.2277) loss_giou_2_hybrid: 0.4325 (0.4868) loss_class_3_hybrid: 0.8197 (0.8499) loss_bbox_3_hybrid: 0.2016 (0.2276) loss_giou_3_hybrid: 0.4295 (0.4852) loss_class_4_hybrid: 0.8237 (0.8455) loss_bbox_4_hybrid: 0.1998 (0.2278) loss_giou_4_hybrid: 0.4298 (0.4851) loss_class_enc_hybrid: 0.8453 (0.8564) loss_bbox_enc_hybrid: 0.2729 (0.2901) loss_giou_enc_hybrid: 0.5476 (0.5871) mem: 1024 max mem: 36964 [2024-01-14 21:26:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:27:32 det.util.engine] INFO: Epoch: [2] [7200/11727] eta: 1:21:02 lr: 0.000100 data_time: 0.0033 iter_time: 1.0434 loss: 29.0997 (30.8726) loss_class: 0.7983 (0.8545) loss_bbox: 0.1762 (0.2075) loss_giou: 0.4092 (0.4431) loss_class_0: 1.0356 (1.0882) loss_bbox_0: 0.1868 (0.2054) loss_giou_0: 0.4291 (0.4506) loss_class_1: 0.9444 (0.9538) loss_bbox_1: 0.1804 (0.2061) loss_giou_1: 0.4064 (0.4449) loss_class_2: 0.8396 (0.8984) loss_bbox_2: 0.1838 (0.2047) loss_giou_2: 0.4093 (0.4428) loss_class_3: 0.8137 (0.8704) loss_bbox_3: 0.1757 (0.2057) loss_giou_3: 0.3991 (0.4420) loss_class_4: 0.8152 (0.8576) loss_bbox_4: 0.1761 (0.2067) loss_giou_4: 0.4042 (0.4427) loss_class_enc: 0.9718 (0.9977) loss_bbox_enc: 0.2405 (0.2517) loss_giou_enc: 0.4939 (0.5186) loss_class_dn: 0.4254 (0.4468) loss_bbox_dn: 0.3166 (0.3526) loss_giou_dn: 0.4967 (0.5419) loss_class_dn_0: 0.5024 (0.5039) loss_bbox_dn_0: 0.4403 (0.4579) loss_giou_dn_0: 0.6360 (0.6817) loss_class_dn_1: 0.4486 (0.4623) loss_bbox_dn_1: 0.3374 (0.3774) loss_giou_dn_1: 0.5258 (0.5730) loss_class_dn_2: 0.4275 (0.4464) loss_bbox_dn_2: 0.3243 (0.3575) loss_giou_dn_2: 0.5062 (0.5487) loss_class_dn_3: 0.4186 (0.4420) loss_bbox_dn_3: 0.3172 (0.3536) loss_giou_dn_3: 0.4980 (0.5431) loss_class_dn_4: 0.4191 (0.4431) loss_bbox_dn_4: 0.3167 (0.3526) loss_giou_dn_4: 0.4965 (0.5418) loss_class_hybrid: 0.8238 (0.8458) loss_bbox_hybrid: 0.2021 (0.2277) loss_giou_hybrid: 0.4352 (0.4846) loss_class_0_hybrid: 0.9079 (0.9118) loss_bbox_0_hybrid: 0.2211 (0.2401) loss_giou_0_hybrid: 0.4661 (0.5118) loss_class_1_hybrid: 0.8506 (0.8772) loss_bbox_1_hybrid: 0.2056 (0.2315) loss_giou_1_hybrid: 0.4456 (0.4930) loss_class_2_hybrid: 0.8478 (0.8615) loss_bbox_2_hybrid: 0.1946 (0.2276) loss_giou_2_hybrid: 0.4392 (0.4865) loss_class_3_hybrid: 0.8341 (0.8499) loss_bbox_3_hybrid: 0.1995 (0.2276) loss_giou_3_hybrid: 0.4379 (0.4849) loss_class_4_hybrid: 0.8191 (0.8455) loss_bbox_4_hybrid: 0.2052 (0.2277) loss_giou_4_hybrid: 0.4371 (0.4849) loss_class_enc_hybrid: 0.8250 (0.8563) loss_bbox_enc_hybrid: 0.2690 (0.2901) loss_giou_enc_hybrid: 0.5390 (0.5869) mem: 1020 max mem: 36964 [2024-01-14 21:27:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:28:27 det.util.engine] INFO: Epoch: [2] [7250/11727] eta: 1:20:09 lr: 0.000100 data_time: 0.0035 iter_time: 1.1087 loss: 29.7398 (30.8711) loss_class: 0.7822 (0.8545) loss_bbox: 0.1985 (0.2075) loss_giou: 0.4311 (0.4430) loss_class_0: 1.0397 (1.0881) loss_bbox_0: 0.1975 (0.2055) loss_giou_0: 0.4438 (0.4506) loss_class_1: 0.9128 (0.9537) loss_bbox_1: 0.1975 (0.2061) loss_giou_1: 0.4247 (0.4448) loss_class_2: 0.8580 (0.8984) loss_bbox_2: 0.1928 (0.2047) loss_giou_2: 0.4109 (0.4427) loss_class_3: 0.8175 (0.8704) loss_bbox_3: 0.2028 (0.2057) loss_giou_3: 0.4154 (0.4419) loss_class_4: 0.7920 (0.8576) loss_bbox_4: 0.2011 (0.2067) loss_giou_4: 0.4221 (0.4426) loss_class_enc: 0.9403 (0.9977) loss_bbox_enc: 0.2495 (0.2518) loss_giou_enc: 0.5135 (0.5185) loss_class_dn: 0.4362 (0.4468) loss_bbox_dn: 0.3700 (0.3527) loss_giou_dn: 0.5466 (0.5418) loss_class_dn_0: 0.4999 (0.5039) loss_bbox_dn_0: 0.4754 (0.4580) loss_giou_dn_0: 0.6780 (0.6816) loss_class_dn_1: 0.4516 (0.4623) loss_bbox_dn_1: 0.4032 (0.3775) loss_giou_dn_1: 0.5767 (0.5729) loss_class_dn_2: 0.4343 (0.4464) loss_bbox_dn_2: 0.3749 (0.3576) loss_giou_dn_2: 0.5513 (0.5486) loss_class_dn_3: 0.4253 (0.4420) loss_bbox_dn_3: 0.3710 (0.3537) loss_giou_dn_3: 0.5490 (0.5430) loss_class_dn_4: 0.4329 (0.4431) loss_bbox_dn_4: 0.3700 (0.3527) loss_giou_dn_4: 0.5466 (0.5417) loss_class_hybrid: 0.7809 (0.8457) loss_bbox_hybrid: 0.2273 (0.2278) loss_giou_hybrid: 0.4565 (0.4845) loss_class_0_hybrid: 0.8516 (0.9118) loss_bbox_0_hybrid: 0.2366 (0.2401) loss_giou_0_hybrid: 0.4769 (0.5118) loss_class_1_hybrid: 0.8193 (0.8772) loss_bbox_1_hybrid: 0.2261 (0.2316) loss_giou_1_hybrid: 0.4588 (0.4929) loss_class_2_hybrid: 0.7968 (0.8614) loss_bbox_2_hybrid: 0.2272 (0.2277) loss_giou_2_hybrid: 0.4548 (0.4865) loss_class_3_hybrid: 0.7810 (0.8498) loss_bbox_3_hybrid: 0.2290 (0.2276) loss_giou_3_hybrid: 0.4565 (0.4849) loss_class_4_hybrid: 0.7873 (0.8455) loss_bbox_4_hybrid: 0.2284 (0.2278) loss_giou_4_hybrid: 0.4576 (0.4848) loss_class_enc_hybrid: 0.8001 (0.8563) loss_bbox_enc_hybrid: 0.2894 (0.2902) loss_giou_enc_hybrid: 0.5638 (0.5868) mem: 1020 max mem: 36964 [2024-01-14 21:28:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:29:21 det.util.engine] INFO: Epoch: [2] [7300/11727] eta: 1:19:16 lr: 0.000100 data_time: 0.0035 iter_time: 1.0901 loss: 31.1797 (30.8723) loss_class: 0.8578 (0.8545) loss_bbox: 0.1870 (0.2076) loss_giou: 0.4676 (0.4431) loss_class_0: 1.0362 (1.0881) loss_bbox_0: 0.1854 (0.2055) loss_giou_0: 0.4794 (0.4506) loss_class_1: 0.9322 (0.9536) loss_bbox_1: 0.1780 (0.2061) loss_giou_1: 0.4802 (0.4448) loss_class_2: 0.8975 (0.8984) loss_bbox_2: 0.1801 (0.2047) loss_giou_2: 0.4753 (0.4427) loss_class_3: 0.8772 (0.8704) loss_bbox_3: 0.1801 (0.2058) loss_giou_3: 0.4754 (0.4419) loss_class_4: 0.8752 (0.8576) loss_bbox_4: 0.1842 (0.2068) loss_giou_4: 0.4653 (0.4427) loss_class_enc: 0.9699 (0.9977) loss_bbox_enc: 0.2193 (0.2518) loss_giou_enc: 0.5403 (0.5186) loss_class_dn: 0.4338 (0.4467) loss_bbox_dn: 0.3337 (0.3527) loss_giou_dn: 0.5598 (0.5418) loss_class_dn_0: 0.4977 (0.5039) loss_bbox_dn_0: 0.4227 (0.4581) loss_giou_dn_0: 0.7058 (0.6815) loss_class_dn_1: 0.4535 (0.4622) loss_bbox_dn_1: 0.3563 (0.3776) loss_giou_dn_1: 0.5901 (0.5729) loss_class_dn_2: 0.4322 (0.4464) loss_bbox_dn_2: 0.3382 (0.3576) loss_giou_dn_2: 0.5658 (0.5486) loss_class_dn_3: 0.4273 (0.4419) loss_bbox_dn_3: 0.3328 (0.3538) loss_giou_dn_3: 0.5622 (0.5429) loss_class_dn_4: 0.4293 (0.4430) loss_bbox_dn_4: 0.3337 (0.3527) loss_giou_dn_4: 0.5600 (0.5416) loss_class_hybrid: 0.8383 (0.8457) loss_bbox_hybrid: 0.2043 (0.2278) loss_giou_hybrid: 0.5349 (0.4846) loss_class_0_hybrid: 0.8712 (0.9118) loss_bbox_0_hybrid: 0.2245 (0.2402) loss_giou_0_hybrid: 0.5567 (0.5118) loss_class_1_hybrid: 0.8521 (0.8772) loss_bbox_1_hybrid: 0.2092 (0.2316) loss_giou_1_hybrid: 0.5491 (0.4930) loss_class_2_hybrid: 0.8593 (0.8615) loss_bbox_2_hybrid: 0.2096 (0.2277) loss_giou_2_hybrid: 0.5411 (0.4865) loss_class_3_hybrid: 0.8371 (0.8498) loss_bbox_3_hybrid: 0.2068 (0.2277) loss_giou_3_hybrid: 0.5375 (0.4849) loss_class_4_hybrid: 0.8317 (0.8454) loss_bbox_4_hybrid: 0.2039 (0.2278) loss_giou_4_hybrid: 0.5360 (0.4849) loss_class_enc_hybrid: 0.8202 (0.8563) loss_bbox_enc_hybrid: 0.2771 (0.2902) loss_giou_enc_hybrid: 0.6348 (0.5868) mem: 1010 max mem: 36964 [2024-01-14 21:29:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:30:15 det.util.engine] INFO: Epoch: [2] [7350/11727] eta: 1:18:23 lr: 0.000100 data_time: 0.0032 iter_time: 1.1018 loss: 30.6264 (30.8703) loss_class: 0.8229 (0.8544) loss_bbox: 0.1940 (0.2075) loss_giou: 0.4377 (0.4432) loss_class_0: 1.0162 (1.0878) loss_bbox_0: 0.1956 (0.2055) loss_giou_0: 0.4481 (0.4507) loss_class_1: 0.9257 (0.9535) loss_bbox_1: 0.1929 (0.2061) loss_giou_1: 0.4479 (0.4449) loss_class_2: 0.8585 (0.8983) loss_bbox_2: 0.1922 (0.2047) loss_giou_2: 0.4475 (0.4428) loss_class_3: 0.8349 (0.8703) loss_bbox_3: 0.1946 (0.2057) loss_giou_3: 0.4410 (0.4420) loss_class_4: 0.8286 (0.8575) loss_bbox_4: 0.1952 (0.2067) loss_giou_4: 0.4457 (0.4428) loss_class_enc: 0.9600 (0.9975) loss_bbox_enc: 0.2315 (0.2517) loss_giou_enc: 0.5132 (0.5186) loss_class_dn: 0.4382 (0.4466) loss_bbox_dn: 0.3101 (0.3526) loss_giou_dn: 0.5513 (0.5418) loss_class_dn_0: 0.4969 (0.5038) loss_bbox_dn_0: 0.3837 (0.4578) loss_giou_dn_0: 0.6862 (0.6816) loss_class_dn_1: 0.4632 (0.4622) loss_bbox_dn_1: 0.3250 (0.3774) loss_giou_dn_1: 0.5825 (0.5729) loss_class_dn_2: 0.4357 (0.4463) loss_bbox_dn_2: 0.3125 (0.3575) loss_giou_dn_2: 0.5567 (0.5486) loss_class_dn_3: 0.4338 (0.4418) loss_bbox_dn_3: 0.3106 (0.3536) loss_giou_dn_3: 0.5523 (0.5430) loss_class_dn_4: 0.4339 (0.4430) loss_bbox_dn_4: 0.3103 (0.3526) loss_giou_dn_4: 0.5512 (0.5417) loss_class_hybrid: 0.8169 (0.8456) loss_bbox_hybrid: 0.2140 (0.2277) loss_giou_hybrid: 0.4764 (0.4847) loss_class_0_hybrid: 0.8661 (0.9117) loss_bbox_0_hybrid: 0.2261 (0.2401) loss_giou_0_hybrid: 0.5176 (0.5119) loss_class_1_hybrid: 0.8479 (0.8771) loss_bbox_1_hybrid: 0.2217 (0.2315) loss_giou_1_hybrid: 0.4901 (0.4931) loss_class_2_hybrid: 0.8161 (0.8613) loss_bbox_2_hybrid: 0.2201 (0.2276) loss_giou_2_hybrid: 0.4913 (0.4867) loss_class_3_hybrid: 0.8155 (0.8497) loss_bbox_3_hybrid: 0.2200 (0.2276) loss_giou_3_hybrid: 0.4760 (0.4851) loss_class_4_hybrid: 0.8099 (0.8453) loss_bbox_4_hybrid: 0.2174 (0.2278) loss_giou_4_hybrid: 0.4779 (0.4850) loss_class_enc_hybrid: 0.8153 (0.8562) loss_bbox_enc_hybrid: 0.2784 (0.2901) loss_giou_enc_hybrid: 0.5881 (0.5870) mem: 1020 max mem: 36964 [2024-01-14 21:30:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:31:09 det.util.engine] INFO: Epoch: [2] [7400/11727] eta: 1:17:29 lr: 0.000100 data_time: 0.0032 iter_time: 1.0593 loss: 31.5585 (30.8676) loss_class: 0.8684 (0.8544) loss_bbox: 0.2207 (0.2075) loss_giou: 0.4240 (0.4431) loss_class_0: 1.1144 (1.0878) loss_bbox_0: 0.2209 (0.2055) loss_giou_0: 0.4282 (0.4507) loss_class_1: 0.9582 (0.9534) loss_bbox_1: 0.2180 (0.2061) loss_giou_1: 0.4203 (0.4449) loss_class_2: 0.9121 (0.8983) loss_bbox_2: 0.2177 (0.2047) loss_giou_2: 0.4382 (0.4428) loss_class_3: 0.8798 (0.8703) loss_bbox_3: 0.2220 (0.2057) loss_giou_3: 0.4348 (0.4419) loss_class_4: 0.8614 (0.8575) loss_bbox_4: 0.2197 (0.2067) loss_giou_4: 0.4329 (0.4427) loss_class_enc: 0.9930 (0.9974) loss_bbox_enc: 0.2637 (0.2517) loss_giou_enc: 0.4804 (0.5186) loss_class_dn: 0.4244 (0.4466) loss_bbox_dn: 0.3784 (0.3526) loss_giou_dn: 0.5380 (0.5417) loss_class_dn_0: 0.5008 (0.5038) loss_bbox_dn_0: 0.4669 (0.4579) loss_giou_dn_0: 0.6699 (0.6815) loss_class_dn_1: 0.4552 (0.4621) loss_bbox_dn_1: 0.3903 (0.3774) loss_giou_dn_1: 0.5600 (0.5728) loss_class_dn_2: 0.4419 (0.4463) loss_bbox_dn_2: 0.3828 (0.3575) loss_giou_dn_2: 0.5453 (0.5485) loss_class_dn_3: 0.4246 (0.4418) loss_bbox_dn_3: 0.3778 (0.3536) loss_giou_dn_3: 0.5393 (0.5429) loss_class_dn_4: 0.4212 (0.4429) loss_bbox_dn_4: 0.3785 (0.3526) loss_giou_dn_4: 0.5378 (0.5416) loss_class_hybrid: 0.8484 (0.8457) loss_bbox_hybrid: 0.2283 (0.2277) loss_giou_hybrid: 0.4463 (0.4846) loss_class_0_hybrid: 0.9168 (0.9117) loss_bbox_0_hybrid: 0.2454 (0.2401) loss_giou_0_hybrid: 0.4743 (0.5118) loss_class_1_hybrid: 0.8703 (0.8771) loss_bbox_1_hybrid: 0.2382 (0.2315) loss_giou_1_hybrid: 0.4663 (0.4930) loss_class_2_hybrid: 0.8602 (0.8614) loss_bbox_2_hybrid: 0.2330 (0.2276) loss_giou_2_hybrid: 0.4487 (0.4866) loss_class_3_hybrid: 0.8422 (0.8497) loss_bbox_3_hybrid: 0.2297 (0.2276) loss_giou_3_hybrid: 0.4500 (0.4850) loss_class_4_hybrid: 0.8463 (0.8454) loss_bbox_4_hybrid: 0.2296 (0.2277) loss_giou_4_hybrid: 0.4435 (0.4849) loss_class_enc_hybrid: 0.8428 (0.8562) loss_bbox_enc_hybrid: 0.2945 (0.2901) loss_giou_enc_hybrid: 0.5549 (0.5869) mem: 1026 max mem: 36964 [2024-01-14 21:31:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:32:02 det.util.engine] INFO: Epoch: [2] [7450/11727] eta: 1:16:35 lr: 0.000100 data_time: 0.0031 iter_time: 1.0952 loss: 29.8345 (30.8628) loss_class: 0.8393 (0.8545) loss_bbox: 0.1877 (0.2075) loss_giou: 0.4133 (0.4428) loss_class_0: 1.0542 (1.0878) loss_bbox_0: 0.1907 (0.2055) loss_giou_0: 0.4209 (0.4504) loss_class_1: 0.9453 (0.9535) loss_bbox_1: 0.1908 (0.2061) loss_giou_1: 0.4041 (0.4446) loss_class_2: 0.8727 (0.8983) loss_bbox_2: 0.1872 (0.2046) loss_giou_2: 0.4043 (0.4425) loss_class_3: 0.8592 (0.8703) loss_bbox_3: 0.1886 (0.2057) loss_giou_3: 0.4005 (0.4417) loss_class_4: 0.8391 (0.8575) loss_bbox_4: 0.1879 (0.2067) loss_giou_4: 0.4075 (0.4424) loss_class_enc: 0.9688 (0.9975) loss_bbox_enc: 0.2344 (0.2517) loss_giou_enc: 0.4828 (0.5183) loss_class_dn: 0.4333 (0.4465) loss_bbox_dn: 0.3191 (0.3525) loss_giou_dn: 0.5209 (0.5414) loss_class_dn_0: 0.4935 (0.5038) loss_bbox_dn_0: 0.4184 (0.4579) loss_giou_dn_0: 0.6673 (0.6812) loss_class_dn_1: 0.4531 (0.4621) loss_bbox_dn_1: 0.3453 (0.3774) loss_giou_dn_1: 0.5513 (0.5726) loss_class_dn_2: 0.4347 (0.4462) loss_bbox_dn_2: 0.3246 (0.3574) loss_giou_dn_2: 0.5238 (0.5482) loss_class_dn_3: 0.4278 (0.4417) loss_bbox_dn_3: 0.3208 (0.3536) loss_giou_dn_3: 0.5195 (0.5426) loss_class_dn_4: 0.4314 (0.4428) loss_bbox_dn_4: 0.3191 (0.3525) loss_giou_dn_4: 0.5202 (0.5413) loss_class_hybrid: 0.8392 (0.8458) loss_bbox_hybrid: 0.2195 (0.2277) loss_giou_hybrid: 0.4478 (0.4844) loss_class_0_hybrid: 0.9231 (0.9119) loss_bbox_0_hybrid: 0.2183 (0.2400) loss_giou_0_hybrid: 0.4601 (0.5115) loss_class_1_hybrid: 0.8646 (0.8772) loss_bbox_1_hybrid: 0.2249 (0.2315) loss_giou_1_hybrid: 0.4602 (0.4928) loss_class_2_hybrid: 0.8391 (0.8614) loss_bbox_2_hybrid: 0.2207 (0.2276) loss_giou_2_hybrid: 0.4529 (0.4863) loss_class_3_hybrid: 0.8205 (0.8499) loss_bbox_3_hybrid: 0.2168 (0.2276) loss_giou_3_hybrid: 0.4440 (0.4847) loss_class_4_hybrid: 0.8267 (0.8455) loss_bbox_4_hybrid: 0.2189 (0.2277) loss_giou_4_hybrid: 0.4456 (0.4846) loss_class_enc_hybrid: 0.8370 (0.8563) loss_bbox_enc_hybrid: 0.2849 (0.2901) loss_giou_enc_hybrid: 0.5477 (0.5866) mem: 1019 max mem: 36964 [2024-01-14 21:32:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:32:57 det.util.engine] INFO: Epoch: [2] [7500/11727] eta: 1:15:42 lr: 0.000100 data_time: 0.0034 iter_time: 1.1098 loss: 30.9651 (30.8604) loss_class: 0.8644 (0.8545) loss_bbox: 0.1933 (0.2074) loss_giou: 0.4198 (0.4428) loss_class_0: 1.0751 (1.0877) loss_bbox_0: 0.1950 (0.2054) loss_giou_0: 0.4401 (0.4504) loss_class_1: 0.9506 (0.9534) loss_bbox_1: 0.1942 (0.2060) loss_giou_1: 0.4126 (0.4445) loss_class_2: 0.9210 (0.8983) loss_bbox_2: 0.1923 (0.2046) loss_giou_2: 0.3991 (0.4424) loss_class_3: 0.8782 (0.8703) loss_bbox_3: 0.1926 (0.2057) loss_giou_3: 0.4146 (0.4416) loss_class_4: 0.8617 (0.8576) loss_bbox_4: 0.1899 (0.2067) loss_giou_4: 0.4194 (0.4423) loss_class_enc: 1.0285 (0.9976) loss_bbox_enc: 0.2288 (0.2516) loss_giou_enc: 0.4814 (0.5182) loss_class_dn: 0.4385 (0.4465) loss_bbox_dn: 0.3222 (0.3524) loss_giou_dn: 0.5384 (0.5414) loss_class_dn_0: 0.5094 (0.5038) loss_bbox_dn_0: 0.4382 (0.4578) loss_giou_dn_0: 0.6914 (0.6812) loss_class_dn_1: 0.4544 (0.4621) loss_bbox_dn_1: 0.3467 (0.3772) loss_giou_dn_1: 0.5746 (0.5725) loss_class_dn_2: 0.4401 (0.4462) loss_bbox_dn_2: 0.3216 (0.3573) loss_giou_dn_2: 0.5458 (0.5481) loss_class_dn_3: 0.4306 (0.4417) loss_bbox_dn_3: 0.3238 (0.3535) loss_giou_dn_3: 0.5377 (0.5425) loss_class_dn_4: 0.4314 (0.4428) loss_bbox_dn_4: 0.3222 (0.3524) loss_giou_dn_4: 0.5388 (0.5412) loss_class_hybrid: 0.8787 (0.8459) loss_bbox_hybrid: 0.2037 (0.2276) loss_giou_hybrid: 0.4155 (0.4842) loss_class_0_hybrid: 0.9173 (0.9119) loss_bbox_0_hybrid: 0.2262 (0.2400) loss_giou_0_hybrid: 0.4591 (0.5114) loss_class_1_hybrid: 0.8965 (0.8773) loss_bbox_1_hybrid: 0.2099 (0.2314) loss_giou_1_hybrid: 0.4279 (0.4926) loss_class_2_hybrid: 0.8873 (0.8615) loss_bbox_2_hybrid: 0.2037 (0.2276) loss_giou_2_hybrid: 0.4147 (0.4862) loss_class_3_hybrid: 0.8723 (0.8500) loss_bbox_3_hybrid: 0.2053 (0.2275) loss_giou_3_hybrid: 0.4241 (0.4846) loss_class_4_hybrid: 0.8696 (0.8456) loss_bbox_4_hybrid: 0.2069 (0.2277) loss_giou_4_hybrid: 0.4186 (0.4845) loss_class_enc_hybrid: 0.8693 (0.8564) loss_bbox_enc_hybrid: 0.2752 (0.2900) loss_giou_enc_hybrid: 0.5619 (0.5865) mem: 1041 max mem: 36964 [2024-01-14 21:32:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:33:50 det.util.engine] INFO: Epoch: [2] [7550/11727] eta: 1:14:48 lr: 0.000100 data_time: 0.0032 iter_time: 1.0617 loss: 30.8501 (30.8568) loss_class: 0.8225 (0.8544) loss_bbox: 0.2042 (0.2074) loss_giou: 0.4419 (0.4427) loss_class_0: 1.0217 (1.0875) loss_bbox_0: 0.2008 (0.2054) loss_giou_0: 0.4386 (0.4504) loss_class_1: 0.8973 (0.9532) loss_bbox_1: 0.1970 (0.2060) loss_giou_1: 0.4267 (0.4445) loss_class_2: 0.8485 (0.8981) loss_bbox_2: 0.1911 (0.2046) loss_giou_2: 0.4440 (0.4424) loss_class_3: 0.8321 (0.8702) loss_bbox_3: 0.1919 (0.2056) loss_giou_3: 0.4405 (0.4416) loss_class_4: 0.8259 (0.8574) loss_bbox_4: 0.1955 (0.2066) loss_giou_4: 0.4336 (0.4423) loss_class_enc: 0.9930 (0.9976) loss_bbox_enc: 0.2248 (0.2516) loss_giou_enc: 0.5002 (0.5182) loss_class_dn: 0.4274 (0.4464) loss_bbox_dn: 0.3068 (0.3524) loss_giou_dn: 0.5406 (0.5413) loss_class_dn_0: 0.4903 (0.5038) loss_bbox_dn_0: 0.4098 (0.4578) loss_giou_dn_0: 0.6769 (0.6811) loss_class_dn_1: 0.4495 (0.4620) loss_bbox_dn_1: 0.3274 (0.3772) loss_giou_dn_1: 0.5581 (0.5724) loss_class_dn_2: 0.4305 (0.4461) loss_bbox_dn_2: 0.3104 (0.3573) loss_giou_dn_2: 0.5433 (0.5481) loss_class_dn_3: 0.4299 (0.4417) loss_bbox_dn_3: 0.3104 (0.3534) loss_giou_dn_3: 0.5414 (0.5425) loss_class_dn_4: 0.4266 (0.4427) loss_bbox_dn_4: 0.3068 (0.3524) loss_giou_dn_4: 0.5405 (0.5412) loss_class_hybrid: 0.8233 (0.8458) loss_bbox_hybrid: 0.2295 (0.2276) loss_giou_hybrid: 0.4808 (0.4842) loss_class_0_hybrid: 0.8524 (0.9117) loss_bbox_0_hybrid: 0.2375 (0.2400) loss_giou_0_hybrid: 0.5135 (0.5114) loss_class_1_hybrid: 0.8479 (0.8772) loss_bbox_1_hybrid: 0.2312 (0.2314) loss_giou_1_hybrid: 0.4859 (0.4926) loss_class_2_hybrid: 0.8447 (0.8614) loss_bbox_2_hybrid: 0.2284 (0.2276) loss_giou_2_hybrid: 0.4844 (0.4862) loss_class_3_hybrid: 0.8283 (0.8498) loss_bbox_3_hybrid: 0.2313 (0.2275) loss_giou_3_hybrid: 0.4804 (0.4846) loss_class_4_hybrid: 0.8250 (0.8454) loss_bbox_4_hybrid: 0.2294 (0.2276) loss_giou_4_hybrid: 0.4811 (0.4845) loss_class_enc_hybrid: 0.8312 (0.8562) loss_bbox_enc_hybrid: 0.2824 (0.2900) loss_giou_enc_hybrid: 0.5890 (0.5865) mem: 1016 max mem: 36964 [2024-01-14 21:33:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:34:46 det.util.engine] INFO: Epoch: [2] [7600/11727] eta: 1:13:55 lr: 0.000100 data_time: 0.0032 iter_time: 1.0936 loss: 30.3795 (30.8560) loss_class: 0.8034 (0.8544) loss_bbox: 0.1985 (0.2074) loss_giou: 0.4494 (0.4428) loss_class_0: 1.0235 (1.0875) loss_bbox_0: 0.2046 (0.2054) loss_giou_0: 0.4661 (0.4505) loss_class_1: 0.9301 (0.9531) loss_bbox_1: 0.2081 (0.2060) loss_giou_1: 0.4555 (0.4446) loss_class_2: 0.8702 (0.8981) loss_bbox_2: 0.2054 (0.2046) loss_giou_2: 0.4510 (0.4425) loss_class_3: 0.8344 (0.8702) loss_bbox_3: 0.1999 (0.2056) loss_giou_3: 0.4596 (0.4416) loss_class_4: 0.8030 (0.8574) loss_bbox_4: 0.2003 (0.2066) loss_giou_4: 0.4521 (0.4424) loss_class_enc: 0.9543 (0.9976) loss_bbox_enc: 0.2514 (0.2516) loss_giou_enc: 0.5306 (0.5182) loss_class_dn: 0.4298 (0.4464) loss_bbox_dn: 0.2770 (0.3523) loss_giou_dn: 0.5591 (0.5413) loss_class_dn_0: 0.4925 (0.5037) loss_bbox_dn_0: 0.3842 (0.4576) loss_giou_dn_0: 0.6755 (0.6811) loss_class_dn_1: 0.4434 (0.4620) loss_bbox_dn_1: 0.3002 (0.3771) loss_giou_dn_1: 0.5803 (0.5724) loss_class_dn_2: 0.4263 (0.4461) loss_bbox_dn_2: 0.2828 (0.3572) loss_giou_dn_2: 0.5616 (0.5481) loss_class_dn_3: 0.4242 (0.4416) loss_bbox_dn_3: 0.2776 (0.3533) loss_giou_dn_3: 0.5586 (0.5425) loss_class_dn_4: 0.4241 (0.4427) loss_bbox_dn_4: 0.2770 (0.3523) loss_giou_dn_4: 0.5590 (0.5412) loss_class_hybrid: 0.8088 (0.8457) loss_bbox_hybrid: 0.2159 (0.2276) loss_giou_hybrid: 0.4987 (0.4844) loss_class_0_hybrid: 0.8832 (0.9116) loss_bbox_0_hybrid: 0.2185 (0.2399) loss_giou_0_hybrid: 0.5171 (0.5115) loss_class_1_hybrid: 0.8488 (0.8771) loss_bbox_1_hybrid: 0.2135 (0.2314) loss_giou_1_hybrid: 0.4995 (0.4927) loss_class_2_hybrid: 0.8226 (0.8613) loss_bbox_2_hybrid: 0.2125 (0.2275) loss_giou_2_hybrid: 0.4942 (0.4863) loss_class_3_hybrid: 0.8098 (0.8497) loss_bbox_3_hybrid: 0.2150 (0.2274) loss_giou_3_hybrid: 0.4988 (0.4847) loss_class_4_hybrid: 0.8014 (0.8453) loss_bbox_4_hybrid: 0.2181 (0.2276) loss_giou_4_hybrid: 0.5006 (0.4846) loss_class_enc_hybrid: 0.8184 (0.8562) loss_bbox_enc_hybrid: 0.2813 (0.2900) loss_giou_enc_hybrid: 0.6058 (0.5866) mem: 1032 max mem: 36964 [2024-01-14 21:34:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:35:39 det.util.engine] INFO: Epoch: [2] [7650/11727] eta: 1:13:01 lr: 0.000100 data_time: 0.0030 iter_time: 1.0980 loss: 30.5134 (30.8509) loss_class: 0.8302 (0.8542) loss_bbox: 0.1906 (0.2073) loss_giou: 0.4249 (0.4428) loss_class_0: 1.0664 (1.0874) loss_bbox_0: 0.1856 (0.2053) loss_giou_0: 0.4399 (0.4504) loss_class_1: 0.9086 (0.9529) loss_bbox_1: 0.1850 (0.2059) loss_giou_1: 0.4335 (0.4446) loss_class_2: 0.8746 (0.8979) loss_bbox_2: 0.1883 (0.2045) loss_giou_2: 0.4378 (0.4425) loss_class_3: 0.8305 (0.8701) loss_bbox_3: 0.1908 (0.2055) loss_giou_3: 0.4230 (0.4416) loss_class_4: 0.8199 (0.8573) loss_bbox_4: 0.1919 (0.2065) loss_giou_4: 0.4209 (0.4424) loss_class_enc: 1.0059 (0.9975) loss_bbox_enc: 0.2267 (0.2515) loss_giou_enc: 0.5097 (0.5182) loss_class_dn: 0.4434 (0.4463) loss_bbox_dn: 0.3191 (0.3521) loss_giou_dn: 0.5261 (0.5412) loss_class_dn_0: 0.4970 (0.5037) loss_bbox_dn_0: 0.4193 (0.4574) loss_giou_dn_0: 0.6751 (0.6809) loss_class_dn_1: 0.4590 (0.4620) loss_bbox_dn_1: 0.3469 (0.3769) loss_giou_dn_1: 0.5687 (0.5723) loss_class_dn_2: 0.4402 (0.4460) loss_bbox_dn_2: 0.3212 (0.3570) loss_giou_dn_2: 0.5345 (0.5480) loss_class_dn_3: 0.4358 (0.4416) loss_bbox_dn_3: 0.3196 (0.3531) loss_giou_dn_3: 0.5278 (0.5424) loss_class_dn_4: 0.4361 (0.4426) loss_bbox_dn_4: 0.3191 (0.3521) loss_giou_dn_4: 0.5260 (0.5411) loss_class_hybrid: 0.8414 (0.8456) loss_bbox_hybrid: 0.2102 (0.2275) loss_giou_hybrid: 0.5110 (0.4843) loss_class_0_hybrid: 0.8954 (0.9116) loss_bbox_0_hybrid: 0.2221 (0.2399) loss_giou_0_hybrid: 0.5462 (0.5115) loss_class_1_hybrid: 0.8633 (0.8770) loss_bbox_1_hybrid: 0.2128 (0.2313) loss_giou_1_hybrid: 0.5283 (0.4927) loss_class_2_hybrid: 0.8627 (0.8612) loss_bbox_2_hybrid: 0.2095 (0.2274) loss_giou_2_hybrid: 0.5169 (0.4862) loss_class_3_hybrid: 0.8309 (0.8496) loss_bbox_3_hybrid: 0.2103 (0.2274) loss_giou_3_hybrid: 0.5143 (0.4846) loss_class_4_hybrid: 0.8421 (0.8453) loss_bbox_4_hybrid: 0.2093 (0.2275) loss_giou_4_hybrid: 0.5114 (0.4846) loss_class_enc_hybrid: 0.8428 (0.8561) loss_bbox_enc_hybrid: 0.2647 (0.2899) loss_giou_enc_hybrid: 0.6019 (0.5866) mem: 1020 max mem: 36964 [2024-01-14 21:35:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:36:33 det.util.engine] INFO: Epoch: [2] [7700/11727] eta: 1:12:07 lr: 0.000100 data_time: 0.0034 iter_time: 1.0409 loss: 29.6794 (30.8503) loss_class: 0.8239 (0.8543) loss_bbox: 0.2108 (0.2074) loss_giou: 0.4010 (0.4427) loss_class_0: 1.0251 (1.0874) loss_bbox_0: 0.1950 (0.2053) loss_giou_0: 0.4162 (0.4503) loss_class_1: 0.9141 (0.9529) loss_bbox_1: 0.2019 (0.2060) loss_giou_1: 0.4136 (0.4445) loss_class_2: 0.8705 (0.8980) loss_bbox_2: 0.2039 (0.2046) loss_giou_2: 0.4007 (0.4424) loss_class_3: 0.8491 (0.8701) loss_bbox_3: 0.2103 (0.2055) loss_giou_3: 0.4004 (0.4415) loss_class_4: 0.8661 (0.8574) loss_bbox_4: 0.2068 (0.2066) loss_giou_4: 0.3987 (0.4422) loss_class_enc: 0.9427 (0.9976) loss_bbox_enc: 0.2483 (0.2515) loss_giou_enc: 0.4854 (0.5181) loss_class_dn: 0.4299 (0.4462) loss_bbox_dn: 0.3608 (0.3522) loss_giou_dn: 0.5249 (0.5412) loss_class_dn_0: 0.4872 (0.5037) loss_bbox_dn_0: 0.4662 (0.4575) loss_giou_dn_0: 0.6611 (0.6809) loss_class_dn_1: 0.4511 (0.4619) loss_bbox_dn_1: 0.3840 (0.3770) loss_giou_dn_1: 0.5552 (0.5722) loss_class_dn_2: 0.4343 (0.4460) loss_bbox_dn_2: 0.3643 (0.3571) loss_giou_dn_2: 0.5261 (0.5479) loss_class_dn_3: 0.4309 (0.4415) loss_bbox_dn_3: 0.3613 (0.3532) loss_giou_dn_3: 0.5271 (0.5423) loss_class_dn_4: 0.4260 (0.4426) loss_bbox_dn_4: 0.3606 (0.3522) loss_giou_dn_4: 0.5248 (0.5410) loss_class_hybrid: 0.8332 (0.8457) loss_bbox_hybrid: 0.2381 (0.2276) loss_giou_hybrid: 0.4442 (0.4842) loss_class_0_hybrid: 0.8768 (0.9117) loss_bbox_0_hybrid: 0.2296 (0.2399) loss_giou_0_hybrid: 0.4686 (0.5114) loss_class_1_hybrid: 0.8678 (0.8770) loss_bbox_1_hybrid: 0.2361 (0.2313) loss_giou_1_hybrid: 0.4529 (0.4926) loss_class_2_hybrid: 0.8489 (0.8613) loss_bbox_2_hybrid: 0.2370 (0.2275) loss_giou_2_hybrid: 0.4462 (0.4861) loss_class_3_hybrid: 0.8481 (0.8497) loss_bbox_3_hybrid: 0.2352 (0.2274) loss_giou_3_hybrid: 0.4403 (0.4845) loss_class_4_hybrid: 0.8196 (0.8453) loss_bbox_4_hybrid: 0.2366 (0.2276) loss_giou_4_hybrid: 0.4429 (0.4844) loss_class_enc_hybrid: 0.8213 (0.8562) loss_bbox_enc_hybrid: 0.2734 (0.2899) loss_giou_enc_hybrid: 0.5366 (0.5864) mem: 1009 max mem: 36964 [2024-01-14 21:36:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:37:26 det.util.engine] INFO: Epoch: [2] [7750/11727] eta: 1:11:13 lr: 0.000100 data_time: 0.0033 iter_time: 1.0361 loss: 30.3468 (30.8468) loss_class: 0.8430 (0.8541) loss_bbox: 0.1775 (0.2074) loss_giou: 0.4181 (0.4427) loss_class_0: 1.0168 (1.0873) loss_bbox_0: 0.1723 (0.2053) loss_giou_0: 0.4299 (0.4503) loss_class_1: 1.0022 (0.9528) loss_bbox_1: 0.1833 (0.2060) loss_giou_1: 0.4266 (0.4445) loss_class_2: 0.8785 (0.8977) loss_bbox_2: 0.1692 (0.2046) loss_giou_2: 0.4211 (0.4424) loss_class_3: 0.8357 (0.8700) loss_bbox_3: 0.1787 (0.2055) loss_giou_3: 0.4202 (0.4415) loss_class_4: 0.8380 (0.8572) loss_bbox_4: 0.1784 (0.2066) loss_giou_4: 0.4179 (0.4423) loss_class_enc: 0.9358 (0.9974) loss_bbox_enc: 0.2273 (0.2515) loss_giou_enc: 0.4995 (0.5181) loss_class_dn: 0.4358 (0.4462) loss_bbox_dn: 0.3008 (0.3520) loss_giou_dn: 0.5120 (0.5411) loss_class_dn_0: 0.4973 (0.5037) loss_bbox_dn_0: 0.4013 (0.4574) loss_giou_dn_0: 0.6653 (0.6808) loss_class_dn_1: 0.4537 (0.4619) loss_bbox_dn_1: 0.3073 (0.3768) loss_giou_dn_1: 0.5483 (0.5722) loss_class_dn_2: 0.4400 (0.4459) loss_bbox_dn_2: 0.3041 (0.3569) loss_giou_dn_2: 0.5209 (0.5478) loss_class_dn_3: 0.4358 (0.4415) loss_bbox_dn_3: 0.3001 (0.3531) loss_giou_dn_3: 0.5163 (0.5422) loss_class_dn_4: 0.4343 (0.4425) loss_bbox_dn_4: 0.3009 (0.3520) loss_giou_dn_4: 0.5117 (0.5409) loss_class_hybrid: 0.8493 (0.8456) loss_bbox_hybrid: 0.1939 (0.2275) loss_giou_hybrid: 0.4790 (0.4842) loss_class_0_hybrid: 0.8809 (0.9115) loss_bbox_0_hybrid: 0.2061 (0.2398) loss_giou_0_hybrid: 0.4842 (0.5114) loss_class_1_hybrid: 0.8856 (0.8769) loss_bbox_1_hybrid: 0.2006 (0.2313) loss_giou_1_hybrid: 0.4886 (0.4926) loss_class_2_hybrid: 0.8741 (0.8612) loss_bbox_2_hybrid: 0.1959 (0.2275) loss_giou_2_hybrid: 0.4810 (0.4861) loss_class_3_hybrid: 0.8460 (0.8496) loss_bbox_3_hybrid: 0.1972 (0.2274) loss_giou_3_hybrid: 0.4775 (0.4845) loss_class_4_hybrid: 0.8362 (0.8452) loss_bbox_4_hybrid: 0.1936 (0.2275) loss_giou_4_hybrid: 0.4779 (0.4844) loss_class_enc_hybrid: 0.8408 (0.8561) loss_bbox_enc_hybrid: 0.2525 (0.2899) loss_giou_enc_hybrid: 0.5762 (0.5864) mem: 1026 max mem: 36964 [2024-01-14 21:37:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:38:19 det.util.engine] INFO: Epoch: [2] [7800/11727] eta: 1:10:19 lr: 0.000100 data_time: 0.0030 iter_time: 1.0624 loss: 29.5613 (30.8418) loss_class: 0.8278 (0.8540) loss_bbox: 0.2006 (0.2073) loss_giou: 0.4619 (0.4427) loss_class_0: 1.0740 (1.0871) loss_bbox_0: 0.1950 (0.2053) loss_giou_0: 0.4551 (0.4503) loss_class_1: 0.9326 (0.9526) loss_bbox_1: 0.1952 (0.2060) loss_giou_1: 0.4515 (0.4445) loss_class_2: 0.8740 (0.8977) loss_bbox_2: 0.1939 (0.2045) loss_giou_2: 0.4569 (0.4423) loss_class_3: 0.8460 (0.8698) loss_bbox_3: 0.1988 (0.2055) loss_giou_3: 0.4618 (0.4415) loss_class_4: 0.8222 (0.8570) loss_bbox_4: 0.2005 (0.2065) loss_giou_4: 0.4649 (0.4422) loss_class_enc: 0.9543 (0.9974) loss_bbox_enc: 0.2327 (0.2514) loss_giou_enc: 0.4999 (0.5179) loss_class_dn: 0.4348 (0.4461) loss_bbox_dn: 0.3056 (0.3519) loss_giou_dn: 0.5421 (0.5410) loss_class_dn_0: 0.4880 (0.5036) loss_bbox_dn_0: 0.4149 (0.4572) loss_giou_dn_0: 0.6826 (0.6807) loss_class_dn_1: 0.4541 (0.4618) loss_bbox_dn_1: 0.3297 (0.3767) loss_giou_dn_1: 0.5661 (0.5721) loss_class_dn_2: 0.4391 (0.4459) loss_bbox_dn_2: 0.3140 (0.3568) loss_giou_dn_2: 0.5449 (0.5477) loss_class_dn_3: 0.4332 (0.4414) loss_bbox_dn_3: 0.3077 (0.3529) loss_giou_dn_3: 0.5408 (0.5421) loss_class_dn_4: 0.4321 (0.4425) loss_bbox_dn_4: 0.3055 (0.3519) loss_giou_dn_4: 0.5423 (0.5409) loss_class_hybrid: 0.8309 (0.8455) loss_bbox_hybrid: 0.2127 (0.2275) loss_giou_hybrid: 0.4610 (0.4842) loss_class_0_hybrid: 0.8782 (0.9114) loss_bbox_0_hybrid: 0.2234 (0.2398) loss_giou_0_hybrid: 0.4986 (0.5113) loss_class_1_hybrid: 0.8558 (0.8768) loss_bbox_1_hybrid: 0.2139 (0.2313) loss_giou_1_hybrid: 0.4941 (0.4925) loss_class_2_hybrid: 0.8370 (0.8610) loss_bbox_2_hybrid: 0.2121 (0.2274) loss_giou_2_hybrid: 0.4630 (0.4861) loss_class_3_hybrid: 0.8347 (0.8494) loss_bbox_3_hybrid: 0.2116 (0.2273) loss_giou_3_hybrid: 0.4688 (0.4845) loss_class_4_hybrid: 0.8342 (0.8451) loss_bbox_4_hybrid: 0.2137 (0.2275) loss_giou_4_hybrid: 0.4613 (0.4844) loss_class_enc_hybrid: 0.8327 (0.8561) loss_bbox_enc_hybrid: 0.2716 (0.2897) loss_giou_enc_hybrid: 0.5775 (0.5863) mem: 1023 max mem: 36964 [2024-01-14 21:38:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:39:11 det.util.engine] INFO: Epoch: [2] [7850/11727] eta: 1:09:25 lr: 0.000100 data_time: 0.0031 iter_time: 1.0433 loss: 30.4328 (30.8390) loss_class: 0.8536 (0.8539) loss_bbox: 0.2031 (0.2074) loss_giou: 0.3799 (0.4425) loss_class_0: 1.0473 (1.0870) loss_bbox_0: 0.2153 (0.2053) loss_giou_0: 0.3947 (0.4501) loss_class_1: 0.9617 (0.9526) loss_bbox_1: 0.2141 (0.2060) loss_giou_1: 0.3849 (0.4442) loss_class_2: 0.8845 (0.8976) loss_bbox_2: 0.2025 (0.2046) loss_giou_2: 0.3823 (0.4422) loss_class_3: 0.8556 (0.8697) loss_bbox_3: 0.2224 (0.2056) loss_giou_3: 0.3786 (0.4413) loss_class_4: 0.8462 (0.8570) loss_bbox_4: 0.2031 (0.2066) loss_giou_4: 0.3800 (0.4420) loss_class_enc: 0.9948 (0.9973) loss_bbox_enc: 0.2576 (0.2515) loss_giou_enc: 0.4660 (0.5178) loss_class_dn: 0.4512 (0.4461) loss_bbox_dn: 0.3570 (0.3520) loss_giou_dn: 0.5291 (0.5409) loss_class_dn_0: 0.5043 (0.5036) loss_bbox_dn_0: 0.4861 (0.4574) loss_giou_dn_0: 0.6662 (0.6806) loss_class_dn_1: 0.4721 (0.4618) loss_bbox_dn_1: 0.3883 (0.3768) loss_giou_dn_1: 0.5601 (0.5720) loss_class_dn_2: 0.4512 (0.4459) loss_bbox_dn_2: 0.3648 (0.3569) loss_giou_dn_2: 0.5389 (0.5476) loss_class_dn_3: 0.4433 (0.4414) loss_bbox_dn_3: 0.3583 (0.3531) loss_giou_dn_3: 0.5318 (0.5420) loss_class_dn_4: 0.4483 (0.4424) loss_bbox_dn_4: 0.3570 (0.3520) loss_giou_dn_4: 0.5296 (0.5407) loss_class_hybrid: 0.8339 (0.8454) loss_bbox_hybrid: 0.2296 (0.2275) loss_giou_hybrid: 0.4203 (0.4840) loss_class_0_hybrid: 0.8818 (0.9114) loss_bbox_0_hybrid: 0.2434 (0.2398) loss_giou_0_hybrid: 0.4451 (0.5111) loss_class_1_hybrid: 0.8650 (0.8767) loss_bbox_1_hybrid: 0.2352 (0.2313) loss_giou_1_hybrid: 0.4343 (0.4923) loss_class_2_hybrid: 0.8437 (0.8610) loss_bbox_2_hybrid: 0.2286 (0.2275) loss_giou_2_hybrid: 0.4259 (0.4859) loss_class_3_hybrid: 0.8415 (0.8494) loss_bbox_3_hybrid: 0.2289 (0.2274) loss_giou_3_hybrid: 0.4237 (0.4843) loss_class_4_hybrid: 0.8404 (0.8450) loss_bbox_4_hybrid: 0.2282 (0.2276) loss_giou_4_hybrid: 0.4212 (0.4842) loss_class_enc_hybrid: 0.8284 (0.8561) loss_bbox_enc_hybrid: 0.2934 (0.2898) loss_giou_enc_hybrid: 0.5305 (0.5860) mem: 1015 max mem: 36964 [2024-01-14 21:39:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:40:06 det.util.engine] INFO: Epoch: [2] [7900/11727] eta: 1:08:32 lr: 0.000100 data_time: 0.0034 iter_time: 1.0857 loss: 31.1365 (30.8373) loss_class: 0.8596 (0.8539) loss_bbox: 0.1985 (0.2074) loss_giou: 0.4401 (0.4426) loss_class_0: 1.0962 (1.0870) loss_bbox_0: 0.1964 (0.2053) loss_giou_0: 0.4317 (0.4501) loss_class_1: 0.9605 (0.9525) loss_bbox_1: 0.1900 (0.2060) loss_giou_1: 0.4336 (0.4443) loss_class_2: 0.9043 (0.8976) loss_bbox_2: 0.1905 (0.2046) loss_giou_2: 0.4399 (0.4422) loss_class_3: 0.8834 (0.8697) loss_bbox_3: 0.1924 (0.2055) loss_giou_3: 0.4385 (0.4414) loss_class_4: 0.8571 (0.8569) loss_bbox_4: 0.1902 (0.2065) loss_giou_4: 0.4395 (0.4421) loss_class_enc: 1.0123 (0.9973) loss_bbox_enc: 0.2360 (0.2514) loss_giou_enc: 0.5097 (0.5178) loss_class_dn: 0.4310 (0.4460) loss_bbox_dn: 0.3397 (0.3519) loss_giou_dn: 0.5330 (0.5409) loss_class_dn_0: 0.4913 (0.5036) loss_bbox_dn_0: 0.4453 (0.4572) loss_giou_dn_0: 0.6467 (0.6805) loss_class_dn_1: 0.4522 (0.4618) loss_bbox_dn_1: 0.3740 (0.3767) loss_giou_dn_1: 0.5560 (0.5719) loss_class_dn_2: 0.4292 (0.4458) loss_bbox_dn_2: 0.3471 (0.3568) loss_giou_dn_2: 0.5408 (0.5476) loss_class_dn_3: 0.4289 (0.4413) loss_bbox_dn_3: 0.3431 (0.3529) loss_giou_dn_3: 0.5364 (0.5420) loss_class_dn_4: 0.4289 (0.4424) loss_bbox_dn_4: 0.3395 (0.3519) loss_giou_dn_4: 0.5323 (0.5407) loss_class_hybrid: 0.8170 (0.8454) loss_bbox_hybrid: 0.2177 (0.2275) loss_giou_hybrid: 0.4657 (0.4840) loss_class_0_hybrid: 0.9276 (0.9114) loss_bbox_0_hybrid: 0.2351 (0.2398) loss_giou_0_hybrid: 0.5007 (0.5111) loss_class_1_hybrid: 0.8514 (0.8767) loss_bbox_1_hybrid: 0.2264 (0.2313) loss_giou_1_hybrid: 0.4832 (0.4923) loss_class_2_hybrid: 0.8490 (0.8610) loss_bbox_2_hybrid: 0.2226 (0.2274) loss_giou_2_hybrid: 0.4669 (0.4859) loss_class_3_hybrid: 0.8269 (0.8494) loss_bbox_3_hybrid: 0.2210 (0.2273) loss_giou_3_hybrid: 0.4659 (0.4843) loss_class_4_hybrid: 0.8195 (0.8450) loss_bbox_4_hybrid: 0.2172 (0.2275) loss_giou_4_hybrid: 0.4655 (0.4842) loss_class_enc_hybrid: 0.8370 (0.8561) loss_bbox_enc_hybrid: 0.2857 (0.2897) loss_giou_enc_hybrid: 0.5923 (0.5860) mem: 1027 max mem: 36964 [2024-01-14 21:40:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:41:01 det.util.engine] INFO: Epoch: [2] [7950/11727] eta: 1:07:38 lr: 0.000100 data_time: 0.0031 iter_time: 1.0784 loss: 29.0049 (30.8275) loss_class: 0.8367 (0.8536) loss_bbox: 0.1963 (0.2073) loss_giou: 0.3974 (0.4424) loss_class_0: 1.0599 (1.0867) loss_bbox_0: 0.1809 (0.2052) loss_giou_0: 0.4120 (0.4500) loss_class_1: 0.9127 (0.9521) loss_bbox_1: 0.1929 (0.2059) loss_giou_1: 0.4170 (0.4442) loss_class_2: 0.8650 (0.8972) loss_bbox_2: 0.1927 (0.2045) loss_giou_2: 0.4011 (0.4421) loss_class_3: 0.8508 (0.8693) loss_bbox_3: 0.1933 (0.2055) loss_giou_3: 0.3993 (0.4412) loss_class_4: 0.8241 (0.8566) loss_bbox_4: 0.1963 (0.2065) loss_giou_4: 0.3974 (0.4420) loss_class_enc: 1.0080 (0.9971) loss_bbox_enc: 0.2241 (0.2513) loss_giou_enc: 0.4883 (0.5176) loss_class_dn: 0.4253 (0.4459) loss_bbox_dn: 0.2913 (0.3517) loss_giou_dn: 0.4853 (0.5407) loss_class_dn_0: 0.4924 (0.5036) loss_bbox_dn_0: 0.4289 (0.4570) loss_giou_dn_0: 0.6365 (0.6803) loss_class_dn_1: 0.4520 (0.4617) loss_bbox_dn_1: 0.3167 (0.3764) loss_giou_dn_1: 0.5219 (0.5717) loss_class_dn_2: 0.4295 (0.4457) loss_bbox_dn_2: 0.2940 (0.3566) loss_giou_dn_2: 0.4984 (0.5474) loss_class_dn_3: 0.4226 (0.4412) loss_bbox_dn_3: 0.2917 (0.3527) loss_giou_dn_3: 0.4896 (0.5418) loss_class_dn_4: 0.4259 (0.4423) loss_bbox_dn_4: 0.2914 (0.3517) loss_giou_dn_4: 0.4847 (0.5405) loss_class_hybrid: 0.8420 (0.8452) loss_bbox_hybrid: 0.2090 (0.2274) loss_giou_hybrid: 0.4172 (0.4838) loss_class_0_hybrid: 0.9207 (0.9113) loss_bbox_0_hybrid: 0.2263 (0.2397) loss_giou_0_hybrid: 0.4468 (0.5109) loss_class_1_hybrid: 0.8675 (0.8766) loss_bbox_1_hybrid: 0.2210 (0.2311) loss_giou_1_hybrid: 0.4323 (0.4921) loss_class_2_hybrid: 0.8450 (0.8608) loss_bbox_2_hybrid: 0.2061 (0.2273) loss_giou_2_hybrid: 0.4230 (0.4857) loss_class_3_hybrid: 0.8481 (0.8492) loss_bbox_3_hybrid: 0.2086 (0.2272) loss_giou_3_hybrid: 0.4206 (0.4841) loss_class_4_hybrid: 0.8347 (0.8449) loss_bbox_4_hybrid: 0.2099 (0.2274) loss_giou_4_hybrid: 0.4194 (0.4840) loss_class_enc_hybrid: 0.8574 (0.8560) loss_bbox_enc_hybrid: 0.2689 (0.2896) loss_giou_enc_hybrid: 0.5345 (0.5858) mem: 1026 max mem: 36964 [2024-01-14 21:41:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:41:54 det.util.engine] INFO: Epoch: [2] [8000/11727] eta: 1:06:44 lr: 0.000100 data_time: 0.0028 iter_time: 1.0442 loss: 29.8906 (30.8236) loss_class: 0.8227 (0.8535) loss_bbox: 0.1869 (0.2073) loss_giou: 0.4213 (0.4424) loss_class_0: 1.0437 (1.0867) loss_bbox_0: 0.1822 (0.2052) loss_giou_0: 0.4296 (0.4499) loss_class_1: 0.8851 (0.9520) loss_bbox_1: 0.1872 (0.2059) loss_giou_1: 0.4332 (0.4441) loss_class_2: 0.8461 (0.8971) loss_bbox_2: 0.1831 (0.2045) loss_giou_2: 0.4184 (0.4420) loss_class_3: 0.8361 (0.8693) loss_bbox_3: 0.1847 (0.2055) loss_giou_3: 0.4212 (0.4412) loss_class_4: 0.8314 (0.8566) loss_bbox_4: 0.1858 (0.2065) loss_giou_4: 0.4211 (0.4419) loss_class_enc: 0.9855 (0.9971) loss_bbox_enc: 0.2259 (0.2513) loss_giou_enc: 0.4842 (0.5176) loss_class_dn: 0.4253 (0.4458) loss_bbox_dn: 0.3135 (0.3517) loss_giou_dn: 0.5166 (0.5406) loss_class_dn_0: 0.4982 (0.5035) loss_bbox_dn_0: 0.4229 (0.4569) loss_giou_dn_0: 0.6541 (0.6802) loss_class_dn_1: 0.4473 (0.4617) loss_bbox_dn_1: 0.3373 (0.3764) loss_giou_dn_1: 0.5446 (0.5716) loss_class_dn_2: 0.4280 (0.4457) loss_bbox_dn_2: 0.3165 (0.3565) loss_giou_dn_2: 0.5210 (0.5473) loss_class_dn_3: 0.4243 (0.4412) loss_bbox_dn_3: 0.3124 (0.3527) loss_giou_dn_3: 0.5185 (0.5417) loss_class_dn_4: 0.4227 (0.4422) loss_bbox_dn_4: 0.3136 (0.3517) loss_giou_dn_4: 0.5168 (0.5404) loss_class_hybrid: 0.8352 (0.8451) loss_bbox_hybrid: 0.2078 (0.2273) loss_giou_hybrid: 0.4477 (0.4837) loss_class_0_hybrid: 0.8919 (0.9112) loss_bbox_0_hybrid: 0.2198 (0.2396) loss_giou_0_hybrid: 0.4714 (0.5108) loss_class_1_hybrid: 0.8700 (0.8765) loss_bbox_1_hybrid: 0.2092 (0.2311) loss_giou_1_hybrid: 0.4581 (0.4920) loss_class_2_hybrid: 0.8432 (0.8607) loss_bbox_2_hybrid: 0.2113 (0.2273) loss_giou_2_hybrid: 0.4546 (0.4856) loss_class_3_hybrid: 0.8483 (0.8491) loss_bbox_3_hybrid: 0.2086 (0.2272) loss_giou_3_hybrid: 0.4488 (0.4840) loss_class_4_hybrid: 0.8250 (0.8448) loss_bbox_4_hybrid: 0.2088 (0.2273) loss_giou_4_hybrid: 0.4493 (0.4839) loss_class_enc_hybrid: 0.8448 (0.8559) loss_bbox_enc_hybrid: 0.2664 (0.2895) loss_giou_enc_hybrid: 0.5504 (0.5857) mem: 1013 max mem: 36964 [2024-01-14 21:41:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:42:47 det.util.engine] INFO: Epoch: [2] [8050/11727] eta: 1:05:50 lr: 0.000100 data_time: 0.0034 iter_time: 1.0613 loss: 29.6421 (30.8192) loss_class: 0.7851 (0.8534) loss_bbox: 0.1908 (0.2072) loss_giou: 0.4023 (0.4423) loss_class_0: 1.0444 (1.0865) loss_bbox_0: 0.1886 (0.2051) loss_giou_0: 0.3975 (0.4499) loss_class_1: 0.8765 (0.9518) loss_bbox_1: 0.1955 (0.2058) loss_giou_1: 0.4084 (0.4440) loss_class_2: 0.8211 (0.8969) loss_bbox_2: 0.1969 (0.2044) loss_giou_2: 0.3939 (0.4419) loss_class_3: 0.8347 (0.8691) loss_bbox_3: 0.1901 (0.2054) loss_giou_3: 0.3942 (0.4411) loss_class_4: 0.7867 (0.8564) loss_bbox_4: 0.1895 (0.2064) loss_giou_4: 0.4020 (0.4419) loss_class_enc: 0.9577 (0.9970) loss_bbox_enc: 0.2354 (0.2512) loss_giou_enc: 0.4761 (0.5175) loss_class_dn: 0.4260 (0.4457) loss_bbox_dn: 0.3305 (0.3516) loss_giou_dn: 0.4948 (0.5405) loss_class_dn_0: 0.4980 (0.5035) loss_bbox_dn_0: 0.4339 (0.4569) loss_giou_dn_0: 0.6697 (0.6801) loss_class_dn_1: 0.4464 (0.4616) loss_bbox_dn_1: 0.3633 (0.3763) loss_giou_dn_1: 0.5471 (0.5715) loss_class_dn_2: 0.4280 (0.4456) loss_bbox_dn_2: 0.3378 (0.3564) loss_giou_dn_2: 0.4995 (0.5472) loss_class_dn_3: 0.4260 (0.4411) loss_bbox_dn_3: 0.3298 (0.3526) loss_giou_dn_3: 0.4973 (0.5416) loss_class_dn_4: 0.4269 (0.4421) loss_bbox_dn_4: 0.3306 (0.3515) loss_giou_dn_4: 0.4947 (0.5403) loss_class_hybrid: 0.8136 (0.8451) loss_bbox_hybrid: 0.2135 (0.2273) loss_giou_hybrid: 0.4189 (0.4837) loss_class_0_hybrid: 0.8595 (0.9111) loss_bbox_0_hybrid: 0.2236 (0.2396) loss_giou_0_hybrid: 0.4401 (0.5108) loss_class_1_hybrid: 0.8197 (0.8764) loss_bbox_1_hybrid: 0.2170 (0.2311) loss_giou_1_hybrid: 0.4270 (0.4920) loss_class_2_hybrid: 0.8044 (0.8606) loss_bbox_2_hybrid: 0.2128 (0.2272) loss_giou_2_hybrid: 0.4234 (0.4855) loss_class_3_hybrid: 0.7983 (0.8491) loss_bbox_3_hybrid: 0.2134 (0.2272) loss_giou_3_hybrid: 0.4218 (0.4840) loss_class_4_hybrid: 0.8094 (0.8447) loss_bbox_4_hybrid: 0.2114 (0.2273) loss_giou_4_hybrid: 0.4181 (0.4839) loss_class_enc_hybrid: 0.8034 (0.8559) loss_bbox_enc_hybrid: 0.2697 (0.2895) loss_giou_enc_hybrid: 0.5212 (0.5856) mem: 1031 max mem: 36964 [2024-01-14 21:42:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:43:41 det.util.engine] INFO: Epoch: [2] [8100/11727] eta: 1:04:57 lr: 0.000100 data_time: 0.0031 iter_time: 1.0724 loss: 30.5386 (30.8145) loss_class: 0.8448 (0.8532) loss_bbox: 0.2054 (0.2072) loss_giou: 0.4234 (0.4423) loss_class_0: 1.0650 (1.0863) loss_bbox_0: 0.2026 (0.2051) loss_giou_0: 0.4114 (0.4498) loss_class_1: 0.9080 (0.9515) loss_bbox_1: 0.2028 (0.2058) loss_giou_1: 0.4287 (0.4440) loss_class_2: 0.8684 (0.8968) loss_bbox_2: 0.2037 (0.2044) loss_giou_2: 0.4244 (0.4419) loss_class_3: 0.8412 (0.8690) loss_bbox_3: 0.2046 (0.2054) loss_giou_3: 0.4253 (0.4411) loss_class_4: 0.8478 (0.8563) loss_bbox_4: 0.2054 (0.2064) loss_giou_4: 0.4228 (0.4418) loss_class_enc: 0.9803 (0.9968) loss_bbox_enc: 0.2503 (0.2512) loss_giou_enc: 0.4975 (0.5174) loss_class_dn: 0.4457 (0.4457) loss_bbox_dn: 0.3471 (0.3515) loss_giou_dn: 0.5180 (0.5404) loss_class_dn_0: 0.5073 (0.5035) loss_bbox_dn_0: 0.4628 (0.4568) loss_giou_dn_0: 0.6651 (0.6800) loss_class_dn_1: 0.4694 (0.4615) loss_bbox_dn_1: 0.3700 (0.3762) loss_giou_dn_1: 0.5543 (0.5714) loss_class_dn_2: 0.4518 (0.4455) loss_bbox_dn_2: 0.3469 (0.3563) loss_giou_dn_2: 0.5281 (0.5471) loss_class_dn_3: 0.4426 (0.4411) loss_bbox_dn_3: 0.3475 (0.3525) loss_giou_dn_3: 0.5188 (0.5415) loss_class_dn_4: 0.4426 (0.4421) loss_bbox_dn_4: 0.3471 (0.3515) loss_giou_dn_4: 0.5176 (0.5402) loss_class_hybrid: 0.8541 (0.8450) loss_bbox_hybrid: 0.2248 (0.2273) loss_giou_hybrid: 0.4722 (0.4836) loss_class_0_hybrid: 0.9158 (0.9109) loss_bbox_0_hybrid: 0.2317 (0.2396) loss_giou_0_hybrid: 0.4893 (0.5107) loss_class_1_hybrid: 0.8893 (0.8762) loss_bbox_1_hybrid: 0.2251 (0.2311) loss_giou_1_hybrid: 0.4789 (0.4919) loss_class_2_hybrid: 0.8606 (0.8605) loss_bbox_2_hybrid: 0.2261 (0.2272) loss_giou_2_hybrid: 0.4767 (0.4855) loss_class_3_hybrid: 0.8435 (0.8490) loss_bbox_3_hybrid: 0.2246 (0.2271) loss_giou_3_hybrid: 0.4728 (0.4839) loss_class_4_hybrid: 0.8576 (0.8446) loss_bbox_4_hybrid: 0.2254 (0.2273) loss_giou_4_hybrid: 0.4753 (0.4838) loss_class_enc_hybrid: 0.8650 (0.8557) loss_bbox_enc_hybrid: 0.2922 (0.2894) loss_giou_enc_hybrid: 0.5495 (0.5855) mem: 1023 max mem: 36964 [2024-01-14 21:43:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:44:35 det.util.engine] INFO: Epoch: [2] [8150/11727] eta: 1:04:03 lr: 0.000100 data_time: 0.0031 iter_time: 1.0978 loss: 29.5463 (30.8102) loss_class: 0.7951 (0.8531) loss_bbox: 0.1963 (0.2071) loss_giou: 0.4131 (0.4423) loss_class_0: 1.0399 (1.0860) loss_bbox_0: 0.1960 (0.2050) loss_giou_0: 0.4189 (0.4499) loss_class_1: 0.9155 (0.9513) loss_bbox_1: 0.1988 (0.2057) loss_giou_1: 0.4152 (0.4440) loss_class_2: 0.8323 (0.8966) loss_bbox_2: 0.1974 (0.2043) loss_giou_2: 0.4199 (0.4419) loss_class_3: 0.8053 (0.8688) loss_bbox_3: 0.1965 (0.2053) loss_giou_3: 0.4132 (0.4411) loss_class_4: 0.7920 (0.8561) loss_bbox_4: 0.1969 (0.2063) loss_giou_4: 0.4174 (0.4419) loss_class_enc: 0.9933 (0.9966) loss_bbox_enc: 0.2356 (0.2511) loss_giou_enc: 0.4833 (0.5174) loss_class_dn: 0.4251 (0.4456) loss_bbox_dn: 0.3151 (0.3513) loss_giou_dn: 0.5224 (0.5404) loss_class_dn_0: 0.4933 (0.5034) loss_bbox_dn_0: 0.4210 (0.4566) loss_giou_dn_0: 0.6536 (0.6800) loss_class_dn_1: 0.4481 (0.4615) loss_bbox_dn_1: 0.3370 (0.3761) loss_giou_dn_1: 0.5493 (0.5714) loss_class_dn_2: 0.4328 (0.4455) loss_bbox_dn_2: 0.3243 (0.3562) loss_giou_dn_2: 0.5285 (0.5472) loss_class_dn_3: 0.4263 (0.4410) loss_bbox_dn_3: 0.3170 (0.3524) loss_giou_dn_3: 0.5228 (0.5416) loss_class_dn_4: 0.4249 (0.4420) loss_bbox_dn_4: 0.3150 (0.3513) loss_giou_dn_4: 0.5220 (0.5403) loss_class_hybrid: 0.7801 (0.8448) loss_bbox_hybrid: 0.2126 (0.2272) loss_giou_hybrid: 0.4432 (0.4837) loss_class_0_hybrid: 0.8872 (0.9107) loss_bbox_0_hybrid: 0.2157 (0.2395) loss_giou_0_hybrid: 0.4738 (0.5108) loss_class_1_hybrid: 0.8407 (0.8760) loss_bbox_1_hybrid: 0.2079 (0.2310) loss_giou_1_hybrid: 0.4556 (0.4920) loss_class_2_hybrid: 0.8337 (0.8603) loss_bbox_2_hybrid: 0.2110 (0.2271) loss_giou_2_hybrid: 0.4438 (0.4856) loss_class_3_hybrid: 0.8069 (0.8488) loss_bbox_3_hybrid: 0.2109 (0.2270) loss_giou_3_hybrid: 0.4469 (0.4840) loss_class_4_hybrid: 0.7845 (0.8444) loss_bbox_4_hybrid: 0.2118 (0.2272) loss_giou_4_hybrid: 0.4419 (0.4839) loss_class_enc_hybrid: 0.8284 (0.8555) loss_bbox_enc_hybrid: 0.2715 (0.2893) loss_giou_enc_hybrid: 0.5545 (0.5856) mem: 1028 max mem: 36964 [2024-01-14 21:44:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:45:28 det.util.engine] INFO: Epoch: [2] [8200/11727] eta: 1:03:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.0717 loss: 30.8081 (30.8104) loss_class: 0.8724 (0.8531) loss_bbox: 0.1957 (0.2072) loss_giou: 0.4599 (0.4423) loss_class_0: 1.0978 (1.0860) loss_bbox_0: 0.2019 (0.2050) loss_giou_0: 0.4530 (0.4499) loss_class_1: 0.9757 (0.9514) loss_bbox_1: 0.2021 (0.2058) loss_giou_1: 0.4441 (0.4440) loss_class_2: 0.9203 (0.8966) loss_bbox_2: 0.1880 (0.2043) loss_giou_2: 0.4392 (0.4419) loss_class_3: 0.9022 (0.8688) loss_bbox_3: 0.1899 (0.2053) loss_giou_3: 0.4499 (0.4411) loss_class_4: 0.8694 (0.8562) loss_bbox_4: 0.1966 (0.2064) loss_giou_4: 0.4577 (0.4418) loss_class_enc: 0.9707 (0.9967) loss_bbox_enc: 0.2438 (0.2511) loss_giou_enc: 0.5066 (0.5174) loss_class_dn: 0.4445 (0.4456) loss_bbox_dn: 0.3387 (0.3514) loss_giou_dn: 0.5486 (0.5404) loss_class_dn_0: 0.5017 (0.5034) loss_bbox_dn_0: 0.4208 (0.4567) loss_giou_dn_0: 0.6759 (0.6800) loss_class_dn_1: 0.4556 (0.4615) loss_bbox_dn_1: 0.3523 (0.3761) loss_giou_dn_1: 0.5819 (0.5714) loss_class_dn_2: 0.4455 (0.4455) loss_bbox_dn_2: 0.3416 (0.3562) loss_giou_dn_2: 0.5546 (0.5472) loss_class_dn_3: 0.4408 (0.4410) loss_bbox_dn_3: 0.3405 (0.3524) loss_giou_dn_3: 0.5495 (0.5416) loss_class_dn_4: 0.4431 (0.4420) loss_bbox_dn_4: 0.3385 (0.3514) loss_giou_dn_4: 0.5489 (0.5403) loss_class_hybrid: 0.8267 (0.8448) loss_bbox_hybrid: 0.2064 (0.2272) loss_giou_hybrid: 0.4843 (0.4836) loss_class_0_hybrid: 0.8578 (0.9108) loss_bbox_0_hybrid: 0.2143 (0.2395) loss_giou_0_hybrid: 0.5029 (0.5108) loss_class_1_hybrid: 0.8379 (0.8760) loss_bbox_1_hybrid: 0.2046 (0.2310) loss_giou_1_hybrid: 0.4845 (0.4920) loss_class_2_hybrid: 0.8576 (0.8604) loss_bbox_2_hybrid: 0.2093 (0.2271) loss_giou_2_hybrid: 0.4747 (0.4855) loss_class_3_hybrid: 0.8192 (0.8488) loss_bbox_3_hybrid: 0.2107 (0.2270) loss_giou_3_hybrid: 0.4815 (0.4839) loss_class_4_hybrid: 0.8135 (0.8445) loss_bbox_4_hybrid: 0.2146 (0.2272) loss_giou_4_hybrid: 0.4825 (0.4839) loss_class_enc_hybrid: 0.8237 (0.8556) loss_bbox_enc_hybrid: 0.2746 (0.2893) loss_giou_enc_hybrid: 0.5652 (0.5856) mem: 1030 max mem: 36964 [2024-01-14 21:45:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:46:22 det.util.engine] INFO: Epoch: [2] [8250/11727] eta: 1:02:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.0813 loss: 29.5220 (30.8094) loss_class: 0.8776 (0.8532) loss_bbox: 0.1928 (0.2071) loss_giou: 0.3940 (0.4423) loss_class_0: 1.0565 (1.0860) loss_bbox_0: 0.1966 (0.2050) loss_giou_0: 0.4189 (0.4499) loss_class_1: 0.9425 (0.9514) loss_bbox_1: 0.2007 (0.2057) loss_giou_1: 0.4038 (0.4440) loss_class_2: 0.9101 (0.8967) loss_bbox_2: 0.1895 (0.2043) loss_giou_2: 0.3889 (0.4419) loss_class_3: 0.8828 (0.8690) loss_bbox_3: 0.1986 (0.2053) loss_giou_3: 0.3988 (0.4411) loss_class_4: 0.8730 (0.8563) loss_bbox_4: 0.1975 (0.2063) loss_giou_4: 0.3913 (0.4418) loss_class_enc: 0.9860 (0.9966) loss_bbox_enc: 0.2414 (0.2511) loss_giou_enc: 0.4680 (0.5174) loss_class_dn: 0.4364 (0.4456) loss_bbox_dn: 0.3218 (0.3513) loss_giou_dn: 0.5150 (0.5404) loss_class_dn_0: 0.5019 (0.5034) loss_bbox_dn_0: 0.4486 (0.4566) loss_giou_dn_0: 0.6626 (0.6800) loss_class_dn_1: 0.4554 (0.4614) loss_bbox_dn_1: 0.3395 (0.3760) loss_giou_dn_1: 0.5479 (0.5714) loss_class_dn_2: 0.4378 (0.4454) loss_bbox_dn_2: 0.3188 (0.3561) loss_giou_dn_2: 0.5220 (0.5471) loss_class_dn_3: 0.4339 (0.4409) loss_bbox_dn_3: 0.3219 (0.3523) loss_giou_dn_3: 0.5177 (0.5415) loss_class_dn_4: 0.4312 (0.4420) loss_bbox_dn_4: 0.3218 (0.3513) loss_giou_dn_4: 0.5147 (0.5402) loss_class_hybrid: 0.8615 (0.8449) loss_bbox_hybrid: 0.2077 (0.2271) loss_giou_hybrid: 0.4195 (0.4836) loss_class_0_hybrid: 0.9137 (0.9109) loss_bbox_0_hybrid: 0.2223 (0.2394) loss_giou_0_hybrid: 0.4494 (0.5108) loss_class_1_hybrid: 0.8959 (0.8761) loss_bbox_1_hybrid: 0.2147 (0.2309) loss_giou_1_hybrid: 0.4329 (0.4920) loss_class_2_hybrid: 0.8590 (0.8604) loss_bbox_2_hybrid: 0.2037 (0.2271) loss_giou_2_hybrid: 0.4183 (0.4855) loss_class_3_hybrid: 0.8733 (0.8489) loss_bbox_3_hybrid: 0.2038 (0.2270) loss_giou_3_hybrid: 0.4175 (0.4839) loss_class_4_hybrid: 0.8702 (0.8446) loss_bbox_4_hybrid: 0.2066 (0.2271) loss_giou_4_hybrid: 0.4193 (0.4839) loss_class_enc_hybrid: 0.8512 (0.8556) loss_bbox_enc_hybrid: 0.2709 (0.2893) loss_giou_enc_hybrid: 0.5210 (0.5856) mem: 1019 max mem: 36964 [2024-01-14 21:46:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:47:16 det.util.engine] INFO: Epoch: [2] [8300/11727] eta: 1:01:22 lr: 0.000100 data_time: 0.0028 iter_time: 1.0994 loss: 29.8962 (30.8059) loss_class: 0.7963 (0.8532) loss_bbox: 0.1951 (0.2070) loss_giou: 0.4279 (0.4423) loss_class_0: 1.0065 (1.0859) loss_bbox_0: 0.1847 (0.2049) loss_giou_0: 0.4288 (0.4499) loss_class_1: 0.8640 (0.9513) loss_bbox_1: 0.1974 (0.2056) loss_giou_1: 0.4352 (0.4440) loss_class_2: 0.8519 (0.8967) loss_bbox_2: 0.1762 (0.2042) loss_giou_2: 0.4261 (0.4418) loss_class_3: 0.8121 (0.8690) loss_bbox_3: 0.1807 (0.2052) loss_giou_3: 0.4189 (0.4410) loss_class_4: 0.7995 (0.8563) loss_bbox_4: 0.1951 (0.2062) loss_giou_4: 0.4175 (0.4418) loss_class_enc: 0.9587 (0.9966) loss_bbox_enc: 0.2153 (0.2510) loss_giou_enc: 0.5088 (0.5174) loss_class_dn: 0.4284 (0.4455) loss_bbox_dn: 0.2851 (0.3511) loss_giou_dn: 0.5565 (0.5403) loss_class_dn_0: 0.4989 (0.5034) loss_bbox_dn_0: 0.3963 (0.4564) loss_giou_dn_0: 0.6749 (0.6799) loss_class_dn_1: 0.4476 (0.4614) loss_bbox_dn_1: 0.3119 (0.3758) loss_giou_dn_1: 0.5841 (0.5713) loss_class_dn_2: 0.4318 (0.4454) loss_bbox_dn_2: 0.2896 (0.3559) loss_giou_dn_2: 0.5579 (0.5470) loss_class_dn_3: 0.4297 (0.4409) loss_bbox_dn_3: 0.2871 (0.3521) loss_giou_dn_3: 0.5563 (0.5415) loss_class_dn_4: 0.4294 (0.4419) loss_bbox_dn_4: 0.2849 (0.3511) loss_giou_dn_4: 0.5565 (0.5402) loss_class_hybrid: 0.7927 (0.8449) loss_bbox_hybrid: 0.2113 (0.2270) loss_giou_hybrid: 0.4616 (0.4836) loss_class_0_hybrid: 0.8489 (0.9108) loss_bbox_0_hybrid: 0.2197 (0.2393) loss_giou_0_hybrid: 0.5120 (0.5108) loss_class_1_hybrid: 0.8086 (0.8760) loss_bbox_1_hybrid: 0.2146 (0.2309) loss_giou_1_hybrid: 0.4774 (0.4920) loss_class_2_hybrid: 0.8069 (0.8604) loss_bbox_2_hybrid: 0.2049 (0.2270) loss_giou_2_hybrid: 0.4674 (0.4855) loss_class_3_hybrid: 0.8109 (0.8489) loss_bbox_3_hybrid: 0.2102 (0.2269) loss_giou_3_hybrid: 0.4668 (0.4839) loss_class_4_hybrid: 0.7998 (0.8445) loss_bbox_4_hybrid: 0.2099 (0.2271) loss_giou_4_hybrid: 0.4666 (0.4839) loss_class_enc_hybrid: 0.8041 (0.8556) loss_bbox_enc_hybrid: 0.2591 (0.2892) loss_giou_enc_hybrid: 0.5661 (0.5855) mem: 1027 max mem: 36964 [2024-01-14 21:47:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:48:10 det.util.engine] INFO: Epoch: [2] [8350/11727] eta: 1:00:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.0877 loss: 30.3284 (30.8011) loss_class: 0.8367 (0.8531) loss_bbox: 0.1837 (0.2069) loss_giou: 0.4337 (0.4423) loss_class_0: 1.0586 (1.0857) loss_bbox_0: 0.1962 (0.2049) loss_giou_0: 0.4474 (0.4499) loss_class_1: 0.9365 (0.9510) loss_bbox_1: 0.1921 (0.2056) loss_giou_1: 0.4310 (0.4440) loss_class_2: 0.8760 (0.8965) loss_bbox_2: 0.1852 (0.2041) loss_giou_2: 0.4382 (0.4419) loss_class_3: 0.8504 (0.8688) loss_bbox_3: 0.1840 (0.2051) loss_giou_3: 0.4357 (0.4411) loss_class_4: 0.8398 (0.8561) loss_bbox_4: 0.1833 (0.2061) loss_giou_4: 0.4391 (0.4419) loss_class_enc: 0.9651 (0.9964) loss_bbox_enc: 0.2278 (0.2508) loss_giou_enc: 0.5055 (0.5174) loss_class_dn: 0.4399 (0.4454) loss_bbox_dn: 0.3103 (0.3509) loss_giou_dn: 0.5447 (0.5403) loss_class_dn_0: 0.4987 (0.5034) loss_bbox_dn_0: 0.4237 (0.4561) loss_giou_dn_0: 0.6918 (0.6799) loss_class_dn_1: 0.4554 (0.4614) loss_bbox_dn_1: 0.3393 (0.3756) loss_giou_dn_1: 0.5820 (0.5713) loss_class_dn_2: 0.4348 (0.4453) loss_bbox_dn_2: 0.3134 (0.3557) loss_giou_dn_2: 0.5532 (0.5470) loss_class_dn_3: 0.4366 (0.4408) loss_bbox_dn_3: 0.3099 (0.3519) loss_giou_dn_3: 0.5462 (0.5414) loss_class_dn_4: 0.4357 (0.4418) loss_bbox_dn_4: 0.3103 (0.3509) loss_giou_dn_4: 0.5449 (0.5402) loss_class_hybrid: 0.8155 (0.8447) loss_bbox_hybrid: 0.1934 (0.2270) loss_giou_hybrid: 0.4782 (0.4837) loss_class_0_hybrid: 0.8548 (0.9106) loss_bbox_0_hybrid: 0.2145 (0.2392) loss_giou_0_hybrid: 0.5205 (0.5109) loss_class_1_hybrid: 0.8472 (0.8758) loss_bbox_1_hybrid: 0.2031 (0.2308) loss_giou_1_hybrid: 0.4859 (0.4921) loss_class_2_hybrid: 0.8246 (0.8602) loss_bbox_2_hybrid: 0.1965 (0.2269) loss_giou_2_hybrid: 0.4762 (0.4856) loss_class_3_hybrid: 0.8146 (0.8487) loss_bbox_3_hybrid: 0.1963 (0.2268) loss_giou_3_hybrid: 0.4764 (0.4840) loss_class_4_hybrid: 0.8196 (0.8443) loss_bbox_4_hybrid: 0.1955 (0.2270) loss_giou_4_hybrid: 0.4805 (0.4840) loss_class_enc_hybrid: 0.8208 (0.8554) loss_bbox_enc_hybrid: 0.2678 (0.2890) loss_giou_enc_hybrid: 0.5807 (0.5856) mem: 1034 max mem: 36964 [2024-01-14 21:48:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:49:05 det.util.engine] INFO: Epoch: [2] [8400/11727] eta: 0:59:35 lr: 0.000100 data_time: 0.0030 iter_time: 1.1060 loss: 29.1560 (30.7935) loss_class: 0.8199 (0.8529) loss_bbox: 0.1837 (0.2069) loss_giou: 0.4184 (0.4422) loss_class_0: 1.0241 (1.0854) loss_bbox_0: 0.1838 (0.2048) loss_giou_0: 0.4177 (0.4498) loss_class_1: 0.8792 (0.9507) loss_bbox_1: 0.1761 (0.2055) loss_giou_1: 0.4104 (0.4439) loss_class_2: 0.8677 (0.8963) loss_bbox_2: 0.1811 (0.2041) loss_giou_2: 0.4069 (0.4418) loss_class_3: 0.8164 (0.8686) loss_bbox_3: 0.1841 (0.2050) loss_giou_3: 0.4118 (0.4410) loss_class_4: 0.8236 (0.8558) loss_bbox_4: 0.1836 (0.2061) loss_giou_4: 0.4112 (0.4417) loss_class_enc: 0.9839 (0.9962) loss_bbox_enc: 0.2262 (0.2508) loss_giou_enc: 0.4738 (0.5173) loss_class_dn: 0.4275 (0.4453) loss_bbox_dn: 0.2931 (0.3507) loss_giou_dn: 0.5014 (0.5401) loss_class_dn_0: 0.4961 (0.5034) loss_bbox_dn_0: 0.4205 (0.4560) loss_giou_dn_0: 0.6427 (0.6798) loss_class_dn_1: 0.4480 (0.4613) loss_bbox_dn_1: 0.3249 (0.3754) loss_giou_dn_1: 0.5358 (0.5711) loss_class_dn_2: 0.4337 (0.4452) loss_bbox_dn_2: 0.2977 (0.3556) loss_giou_dn_2: 0.5101 (0.5469) loss_class_dn_3: 0.4253 (0.4407) loss_bbox_dn_3: 0.2958 (0.3518) loss_giou_dn_3: 0.5027 (0.5413) loss_class_dn_4: 0.4244 (0.4417) loss_bbox_dn_4: 0.2931 (0.3507) loss_giou_dn_4: 0.5013 (0.5400) loss_class_hybrid: 0.8019 (0.8446) loss_bbox_hybrid: 0.1993 (0.2269) loss_giou_hybrid: 0.4370 (0.4835) loss_class_0_hybrid: 0.9027 (0.9105) loss_bbox_0_hybrid: 0.2074 (0.2391) loss_giou_0_hybrid: 0.4689 (0.5107) loss_class_1_hybrid: 0.8305 (0.8757) loss_bbox_1_hybrid: 0.2011 (0.2307) loss_giou_1_hybrid: 0.4455 (0.4919) loss_class_2_hybrid: 0.8321 (0.8601) loss_bbox_2_hybrid: 0.1986 (0.2268) loss_giou_2_hybrid: 0.4453 (0.4854) loss_class_3_hybrid: 0.8035 (0.8486) loss_bbox_3_hybrid: 0.1980 (0.2267) loss_giou_3_hybrid: 0.4417 (0.4839) loss_class_4_hybrid: 0.8036 (0.8442) loss_bbox_4_hybrid: 0.2008 (0.2269) loss_giou_4_hybrid: 0.4402 (0.4838) loss_class_enc_hybrid: 0.8481 (0.8554) loss_bbox_enc_hybrid: 0.2548 (0.2889) loss_giou_enc_hybrid: 0.5359 (0.5854) mem: 1037 max mem: 36964 [2024-01-14 21:49:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:50:00 det.util.engine] INFO: Epoch: [2] [8450/11727] eta: 0:58:42 lr: 0.000100 data_time: 0.0030 iter_time: 1.0899 loss: 28.8378 (30.7916) loss_class: 0.7823 (0.8528) loss_bbox: 0.1921 (0.2069) loss_giou: 0.4551 (0.4423) loss_class_0: 1.0283 (1.0852) loss_bbox_0: 0.1894 (0.2048) loss_giou_0: 0.4755 (0.4499) loss_class_1: 0.8931 (0.9506) loss_bbox_1: 0.1901 (0.2055) loss_giou_1: 0.4574 (0.4439) loss_class_2: 0.8393 (0.8962) loss_bbox_2: 0.1938 (0.2040) loss_giou_2: 0.4600 (0.4418) loss_class_3: 0.8191 (0.8686) loss_bbox_3: 0.1940 (0.2050) loss_giou_3: 0.4611 (0.4410) loss_class_4: 0.8296 (0.8558) loss_bbox_4: 0.1951 (0.2061) loss_giou_4: 0.4523 (0.4418) loss_class_enc: 0.9021 (0.9960) loss_bbox_enc: 0.2302 (0.2508) loss_giou_enc: 0.5231 (0.5174) loss_class_dn: 0.4250 (0.4452) loss_bbox_dn: 0.2987 (0.3506) loss_giou_dn: 0.5416 (0.5402) loss_class_dn_0: 0.4955 (0.5033) loss_bbox_dn_0: 0.3903 (0.4559) loss_giou_dn_0: 0.6844 (0.6797) loss_class_dn_1: 0.4509 (0.4613) loss_bbox_dn_1: 0.3190 (0.3753) loss_giou_dn_1: 0.5758 (0.5711) loss_class_dn_2: 0.4278 (0.4452) loss_bbox_dn_2: 0.2990 (0.3555) loss_giou_dn_2: 0.5510 (0.5469) loss_class_dn_3: 0.4232 (0.4407) loss_bbox_dn_3: 0.2995 (0.3516) loss_giou_dn_3: 0.5413 (0.5413) loss_class_dn_4: 0.4216 (0.4417) loss_bbox_dn_4: 0.2987 (0.3506) loss_giou_dn_4: 0.5413 (0.5400) loss_class_hybrid: 0.8169 (0.8445) loss_bbox_hybrid: 0.2158 (0.2268) loss_giou_hybrid: 0.4884 (0.4836) loss_class_0_hybrid: 0.8623 (0.9104) loss_bbox_0_hybrid: 0.2203 (0.2391) loss_giou_0_hybrid: 0.5120 (0.5108) loss_class_1_hybrid: 0.8118 (0.8756) loss_bbox_1_hybrid: 0.2109 (0.2306) loss_giou_1_hybrid: 0.4924 (0.4919) loss_class_2_hybrid: 0.8259 (0.8600) loss_bbox_2_hybrid: 0.2067 (0.2268) loss_giou_2_hybrid: 0.4932 (0.4855) loss_class_3_hybrid: 0.8203 (0.8485) loss_bbox_3_hybrid: 0.2028 (0.2267) loss_giou_3_hybrid: 0.4888 (0.4839) loss_class_4_hybrid: 0.8210 (0.8442) loss_bbox_4_hybrid: 0.2100 (0.2268) loss_giou_4_hybrid: 0.4903 (0.4838) loss_class_enc_hybrid: 0.8071 (0.8552) loss_bbox_enc_hybrid: 0.2695 (0.2889) loss_giou_enc_hybrid: 0.5723 (0.5855) mem: 1023 max mem: 36964 [2024-01-14 21:50:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:50:54 det.util.engine] INFO: Epoch: [2] [8500/11727] eta: 0:57:48 lr: 0.000100 data_time: 0.0031 iter_time: 1.0957 loss: 30.6556 (30.7892) loss_class: 0.8232 (0.8528) loss_bbox: 0.2174 (0.2069) loss_giou: 0.4387 (0.4422) loss_class_0: 1.0542 (1.0852) loss_bbox_0: 0.2104 (0.2048) loss_giou_0: 0.4518 (0.4498) loss_class_1: 0.9261 (0.9506) loss_bbox_1: 0.2025 (0.2055) loss_giou_1: 0.4394 (0.4438) loss_class_2: 0.8767 (0.8962) loss_bbox_2: 0.2053 (0.2040) loss_giou_2: 0.4320 (0.4418) loss_class_3: 0.8457 (0.8686) loss_bbox_3: 0.2060 (0.2050) loss_giou_3: 0.4280 (0.4409) loss_class_4: 0.8277 (0.8558) loss_bbox_4: 0.2079 (0.2060) loss_giou_4: 0.4377 (0.4417) loss_class_enc: 0.9550 (0.9960) loss_bbox_enc: 0.2439 (0.2507) loss_giou_enc: 0.5110 (0.5173) loss_class_dn: 0.4393 (0.4452) loss_bbox_dn: 0.3334 (0.3506) loss_giou_dn: 0.5234 (0.5401) loss_class_dn_0: 0.4926 (0.5033) loss_bbox_dn_0: 0.4312 (0.4558) loss_giou_dn_0: 0.6507 (0.6796) loss_class_dn_1: 0.4574 (0.4612) loss_bbox_dn_1: 0.3537 (0.3753) loss_giou_dn_1: 0.5513 (0.5710) loss_class_dn_2: 0.4397 (0.4452) loss_bbox_dn_2: 0.3335 (0.3554) loss_giou_dn_2: 0.5288 (0.5468) loss_class_dn_3: 0.4354 (0.4407) loss_bbox_dn_3: 0.3336 (0.3516) loss_giou_dn_3: 0.5218 (0.5412) loss_class_dn_4: 0.4379 (0.4417) loss_bbox_dn_4: 0.3334 (0.3506) loss_giou_dn_4: 0.5231 (0.5399) loss_class_hybrid: 0.8153 (0.8445) loss_bbox_hybrid: 0.2167 (0.2268) loss_giou_hybrid: 0.4505 (0.4835) loss_class_0_hybrid: 0.8489 (0.9104) loss_bbox_0_hybrid: 0.2225 (0.2390) loss_giou_0_hybrid: 0.4833 (0.5107) loss_class_1_hybrid: 0.8452 (0.8756) loss_bbox_1_hybrid: 0.2133 (0.2306) loss_giou_1_hybrid: 0.4550 (0.4918) loss_class_2_hybrid: 0.8339 (0.8600) loss_bbox_2_hybrid: 0.2155 (0.2268) loss_giou_2_hybrid: 0.4536 (0.4854) loss_class_3_hybrid: 0.8244 (0.8485) loss_bbox_3_hybrid: 0.2151 (0.2267) loss_giou_3_hybrid: 0.4529 (0.4838) loss_class_4_hybrid: 0.8159 (0.8442) loss_bbox_4_hybrid: 0.2131 (0.2268) loss_giou_4_hybrid: 0.4503 (0.4837) loss_class_enc_hybrid: 0.8218 (0.8553) loss_bbox_enc_hybrid: 0.2636 (0.2888) loss_giou_enc_hybrid: 0.5592 (0.5854) mem: 1031 max mem: 36964 [2024-01-14 21:50:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:51:47 det.util.engine] INFO: Epoch: [2] [8550/11727] eta: 0:56:54 lr: 0.000100 data_time: 0.0030 iter_time: 1.0953 loss: 29.8877 (30.7853) loss_class: 0.7738 (0.8526) loss_bbox: 0.1927 (0.2068) loss_giou: 0.4601 (0.4422) loss_class_0: 1.0262 (1.0850) loss_bbox_0: 0.1849 (0.2047) loss_giou_0: 0.4557 (0.4499) loss_class_1: 0.8732 (0.9504) loss_bbox_1: 0.1942 (0.2054) loss_giou_1: 0.4525 (0.4439) loss_class_2: 0.8155 (0.8960) loss_bbox_2: 0.1905 (0.2040) loss_giou_2: 0.4505 (0.4418) loss_class_3: 0.8193 (0.8684) loss_bbox_3: 0.1947 (0.2049) loss_giou_3: 0.4483 (0.4410) loss_class_4: 0.7891 (0.8556) loss_bbox_4: 0.1926 (0.2060) loss_giou_4: 0.4513 (0.4418) loss_class_enc: 0.9264 (0.9959) loss_bbox_enc: 0.2344 (0.2507) loss_giou_enc: 0.5128 (0.5174) loss_class_dn: 0.4334 (0.4452) loss_bbox_dn: 0.3099 (0.3504) loss_giou_dn: 0.5415 (0.5401) loss_class_dn_0: 0.4988 (0.5033) loss_bbox_dn_0: 0.4121 (0.4557) loss_giou_dn_0: 0.6756 (0.6796) loss_class_dn_1: 0.4486 (0.4612) loss_bbox_dn_1: 0.3332 (0.3751) loss_giou_dn_1: 0.5805 (0.5710) loss_class_dn_2: 0.4341 (0.4451) loss_bbox_dn_2: 0.3163 (0.3553) loss_giou_dn_2: 0.5501 (0.5468) loss_class_dn_3: 0.4263 (0.4406) loss_bbox_dn_3: 0.3127 (0.3515) loss_giou_dn_3: 0.5468 (0.5412) loss_class_dn_4: 0.4250 (0.4416) loss_bbox_dn_4: 0.3097 (0.3504) loss_giou_dn_4: 0.5412 (0.5399) loss_class_hybrid: 0.7984 (0.8443) loss_bbox_hybrid: 0.2131 (0.2267) loss_giou_hybrid: 0.5007 (0.4835) loss_class_0_hybrid: 0.8571 (0.9102) loss_bbox_0_hybrid: 0.2067 (0.2390) loss_giou_0_hybrid: 0.5290 (0.5107) loss_class_1_hybrid: 0.8386 (0.8754) loss_bbox_1_hybrid: 0.2109 (0.2306) loss_giou_1_hybrid: 0.5075 (0.4919) loss_class_2_hybrid: 0.8258 (0.8598) loss_bbox_2_hybrid: 0.2101 (0.2267) loss_giou_2_hybrid: 0.5007 (0.4854) loss_class_3_hybrid: 0.8027 (0.8483) loss_bbox_3_hybrid: 0.2072 (0.2266) loss_giou_3_hybrid: 0.4989 (0.4839) loss_class_4_hybrid: 0.7959 (0.8440) loss_bbox_4_hybrid: 0.2128 (0.2268) loss_giou_4_hybrid: 0.5002 (0.4838) loss_class_enc_hybrid: 0.8142 (0.8552) loss_bbox_enc_hybrid: 0.2659 (0.2887) loss_giou_enc_hybrid: 0.5892 (0.5854) mem: 1033 max mem: 36964 [2024-01-14 21:51:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:52:41 det.util.engine] INFO: Epoch: [2] [8600/11727] eta: 0:56:01 lr: 0.000100 data_time: 0.0031 iter_time: 1.0808 loss: 28.7887 (30.7770) loss_class: 0.7868 (0.8523) loss_bbox: 0.1989 (0.2067) loss_giou: 0.4035 (0.4422) loss_class_0: 0.9949 (1.0846) loss_bbox_0: 0.1933 (0.2046) loss_giou_0: 0.4509 (0.4498) loss_class_1: 0.8672 (0.9501) loss_bbox_1: 0.2104 (0.2053) loss_giou_1: 0.4271 (0.4439) loss_class_2: 0.8277 (0.8956) loss_bbox_2: 0.2002 (0.2039) loss_giou_2: 0.4156 (0.4418) loss_class_3: 0.8067 (0.8680) loss_bbox_3: 0.2057 (0.2049) loss_giou_3: 0.4057 (0.4410) loss_class_4: 0.7809 (0.8553) loss_bbox_4: 0.2048 (0.2059) loss_giou_4: 0.4087 (0.4418) loss_class_enc: 0.9154 (0.9957) loss_bbox_enc: 0.2246 (0.2505) loss_giou_enc: 0.4963 (0.5173) loss_class_dn: 0.4191 (0.4451) loss_bbox_dn: 0.3025 (0.3502) loss_giou_dn: 0.4987 (0.5400) loss_class_dn_0: 0.4897 (0.5033) loss_bbox_dn_0: 0.4248 (0.4554) loss_giou_dn_0: 0.6473 (0.6795) loss_class_dn_1: 0.4497 (0.4612) loss_bbox_dn_1: 0.3082 (0.3749) loss_giou_dn_1: 0.5328 (0.5709) loss_class_dn_2: 0.4274 (0.4451) loss_bbox_dn_2: 0.3027 (0.3550) loss_giou_dn_2: 0.5035 (0.5467) loss_class_dn_3: 0.4221 (0.4406) loss_bbox_dn_3: 0.3027 (0.3512) loss_giou_dn_3: 0.4985 (0.5411) loss_class_dn_4: 0.4192 (0.4416) loss_bbox_dn_4: 0.3025 (0.3502) loss_giou_dn_4: 0.4986 (0.5398) loss_class_hybrid: 0.7738 (0.8441) loss_bbox_hybrid: 0.2031 (0.2266) loss_giou_hybrid: 0.4396 (0.4835) loss_class_0_hybrid: 0.8636 (0.9100) loss_bbox_0_hybrid: 0.2114 (0.2388) loss_giou_0_hybrid: 0.4778 (0.5107) loss_class_1_hybrid: 0.8112 (0.8752) loss_bbox_1_hybrid: 0.2110 (0.2304) loss_giou_1_hybrid: 0.4513 (0.4918) loss_class_2_hybrid: 0.7998 (0.8596) loss_bbox_2_hybrid: 0.2095 (0.2266) loss_giou_2_hybrid: 0.4457 (0.4854) loss_class_3_hybrid: 0.7831 (0.8481) loss_bbox_3_hybrid: 0.2043 (0.2265) loss_giou_3_hybrid: 0.4442 (0.4838) loss_class_4_hybrid: 0.7760 (0.8438) loss_bbox_4_hybrid: 0.2032 (0.2266) loss_giou_4_hybrid: 0.4404 (0.4837) loss_class_enc_hybrid: 0.7821 (0.8550) loss_bbox_enc_hybrid: 0.2614 (0.2886) loss_giou_enc_hybrid: 0.5445 (0.5853) mem: 1032 max mem: 36964 [2024-01-14 21:52:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:53:35 det.util.engine] INFO: Epoch: [2] [8650/11727] eta: 0:55:07 lr: 0.000100 data_time: 0.0032 iter_time: 1.0499 loss: 30.8217 (30.7754) loss_class: 0.8616 (0.8522) loss_bbox: 0.2048 (0.2067) loss_giou: 0.4426 (0.4423) loss_class_0: 1.0404 (1.0844) loss_bbox_0: 0.1873 (0.2046) loss_giou_0: 0.4335 (0.4499) loss_class_1: 0.9085 (0.9499) loss_bbox_1: 0.2037 (0.2053) loss_giou_1: 0.4568 (0.4439) loss_class_2: 0.8850 (0.8955) loss_bbox_2: 0.1967 (0.2039) loss_giou_2: 0.4532 (0.4419) loss_class_3: 0.8820 (0.8680) loss_bbox_3: 0.2007 (0.2049) loss_giou_3: 0.4423 (0.4411) loss_class_4: 0.8476 (0.8552) loss_bbox_4: 0.2028 (0.2059) loss_giou_4: 0.4522 (0.4419) loss_class_enc: 0.9430 (0.9955) loss_bbox_enc: 0.2321 (0.2505) loss_giou_enc: 0.5032 (0.5174) loss_class_dn: 0.4377 (0.4450) loss_bbox_dn: 0.3164 (0.3501) loss_giou_dn: 0.5270 (0.5399) loss_class_dn_0: 0.5093 (0.5032) loss_bbox_dn_0: 0.4108 (0.4553) loss_giou_dn_0: 0.6636 (0.6794) loss_class_dn_1: 0.4520 (0.4611) loss_bbox_dn_1: 0.3320 (0.3748) loss_giou_dn_1: 0.5553 (0.5708) loss_class_dn_2: 0.4378 (0.4450) loss_bbox_dn_2: 0.3190 (0.3549) loss_giou_dn_2: 0.5328 (0.5466) loss_class_dn_3: 0.4315 (0.4405) loss_bbox_dn_3: 0.3158 (0.3511) loss_giou_dn_3: 0.5276 (0.5411) loss_class_dn_4: 0.4311 (0.4415) loss_bbox_dn_4: 0.3164 (0.3501) loss_giou_dn_4: 0.5264 (0.5398) loss_class_hybrid: 0.8290 (0.8441) loss_bbox_hybrid: 0.2267 (0.2266) loss_giou_hybrid: 0.4745 (0.4836) loss_class_0_hybrid: 0.8949 (0.9100) loss_bbox_0_hybrid: 0.2385 (0.2388) loss_giou_0_hybrid: 0.4872 (0.5107) loss_class_1_hybrid: 0.8667 (0.8752) loss_bbox_1_hybrid: 0.2292 (0.2304) loss_giou_1_hybrid: 0.4814 (0.4919) loss_class_2_hybrid: 0.8481 (0.8595) loss_bbox_2_hybrid: 0.2239 (0.2266) loss_giou_2_hybrid: 0.4796 (0.4854) loss_class_3_hybrid: 0.8328 (0.8480) loss_bbox_3_hybrid: 0.2255 (0.2265) loss_giou_3_hybrid: 0.4772 (0.4839) loss_class_4_hybrid: 0.8360 (0.8437) loss_bbox_4_hybrid: 0.2251 (0.2266) loss_giou_4_hybrid: 0.4776 (0.4838) loss_class_enc_hybrid: 0.8470 (0.8549) loss_bbox_enc_hybrid: 0.2781 (0.2885) loss_giou_enc_hybrid: 0.5666 (0.5854) mem: 1038 max mem: 36964 [2024-01-14 21:53:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:54:28 det.util.engine] INFO: Epoch: [2] [8700/11727] eta: 0:54:13 lr: 0.000100 data_time: 0.0031 iter_time: 1.0620 loss: 29.3500 (30.7710) loss_class: 0.8300 (0.8521) loss_bbox: 0.1727 (0.2067) loss_giou: 0.4157 (0.4422) loss_class_0: 1.0602 (1.0843) loss_bbox_0: 0.1765 (0.2046) loss_giou_0: 0.4293 (0.4499) loss_class_1: 0.9254 (0.9498) loss_bbox_1: 0.1721 (0.2053) loss_giou_1: 0.4290 (0.4439) loss_class_2: 0.8821 (0.8954) loss_bbox_2: 0.1711 (0.2039) loss_giou_2: 0.4304 (0.4418) loss_class_3: 0.8910 (0.8679) loss_bbox_3: 0.1694 (0.2048) loss_giou_3: 0.4182 (0.4409) loss_class_4: 0.8413 (0.8551) loss_bbox_4: 0.1709 (0.2059) loss_giou_4: 0.4197 (0.4417) loss_class_enc: 0.9746 (0.9954) loss_bbox_enc: 0.2271 (0.2505) loss_giou_enc: 0.5015 (0.5173) loss_class_dn: 0.4210 (0.4450) loss_bbox_dn: 0.3030 (0.3501) loss_giou_dn: 0.5153 (0.5398) loss_class_dn_0: 0.4954 (0.5032) loss_bbox_dn_0: 0.4207 (0.4553) loss_giou_dn_0: 0.6672 (0.6793) loss_class_dn_1: 0.4455 (0.4611) loss_bbox_dn_1: 0.3267 (0.3748) loss_giou_dn_1: 0.5498 (0.5707) loss_class_dn_2: 0.4315 (0.4450) loss_bbox_dn_2: 0.3110 (0.3550) loss_giou_dn_2: 0.5247 (0.5465) loss_class_dn_3: 0.4225 (0.4404) loss_bbox_dn_3: 0.3029 (0.3511) loss_giou_dn_3: 0.5169 (0.5409) loss_class_dn_4: 0.4205 (0.4414) loss_bbox_dn_4: 0.3029 (0.3501) loss_giou_dn_4: 0.5151 (0.5397) loss_class_hybrid: 0.7947 (0.8440) loss_bbox_hybrid: 0.1940 (0.2265) loss_giou_hybrid: 0.4321 (0.4834) loss_class_0_hybrid: 0.8744 (0.9099) loss_bbox_0_hybrid: 0.2126 (0.2387) loss_giou_0_hybrid: 0.4591 (0.5106) loss_class_1_hybrid: 0.8539 (0.8751) loss_bbox_1_hybrid: 0.1918 (0.2304) loss_giou_1_hybrid: 0.4482 (0.4917) loss_class_2_hybrid: 0.8345 (0.8595) loss_bbox_2_hybrid: 0.1949 (0.2265) loss_giou_2_hybrid: 0.4389 (0.4853) loss_class_3_hybrid: 0.8213 (0.8479) loss_bbox_3_hybrid: 0.1940 (0.2264) loss_giou_3_hybrid: 0.4354 (0.4838) loss_class_4_hybrid: 0.7978 (0.8436) loss_bbox_4_hybrid: 0.1939 (0.2266) loss_giou_4_hybrid: 0.4348 (0.4837) loss_class_enc_hybrid: 0.8414 (0.8548) loss_bbox_enc_hybrid: 0.2566 (0.2885) loss_giou_enc_hybrid: 0.5242 (0.5853) mem: 1027 max mem: 36964 [2024-01-14 21:54:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:55:21 det.util.engine] INFO: Epoch: [2] [8750/11727] eta: 0:53:19 lr: 0.000100 data_time: 0.0029 iter_time: 1.0312 loss: 29.3895 (30.7674) loss_class: 0.8335 (0.8521) loss_bbox: 0.1852 (0.2067) loss_giou: 0.4205 (0.4421) loss_class_0: 1.0726 (1.0842) loss_bbox_0: 0.1978 (0.2046) loss_giou_0: 0.4246 (0.4498) loss_class_1: 0.9402 (0.9497) loss_bbox_1: 0.1901 (0.2053) loss_giou_1: 0.4232 (0.4438) loss_class_2: 0.8780 (0.8953) loss_bbox_2: 0.1892 (0.2039) loss_giou_2: 0.4289 (0.4417) loss_class_3: 0.8582 (0.8678) loss_bbox_3: 0.1913 (0.2048) loss_giou_3: 0.4275 (0.4409) loss_class_4: 0.8240 (0.8551) loss_bbox_4: 0.1853 (0.2059) loss_giou_4: 0.4266 (0.4417) loss_class_enc: 0.9513 (0.9954) loss_bbox_enc: 0.2483 (0.2505) loss_giou_enc: 0.4845 (0.5172) loss_class_dn: 0.4277 (0.4449) loss_bbox_dn: 0.3168 (0.3500) loss_giou_dn: 0.5535 (0.5397) loss_class_dn_0: 0.4979 (0.5032) loss_bbox_dn_0: 0.4325 (0.4553) loss_giou_dn_0: 0.6909 (0.6792) loss_class_dn_1: 0.4536 (0.4610) loss_bbox_dn_1: 0.3425 (0.3747) loss_giou_dn_1: 0.5783 (0.5706) loss_class_dn_2: 0.4359 (0.4449) loss_bbox_dn_2: 0.3195 (0.3549) loss_giou_dn_2: 0.5604 (0.5464) loss_class_dn_3: 0.4266 (0.4404) loss_bbox_dn_3: 0.3166 (0.3511) loss_giou_dn_3: 0.5548 (0.5408) loss_class_dn_4: 0.4270 (0.4414) loss_bbox_dn_4: 0.3169 (0.3500) loss_giou_dn_4: 0.5535 (0.5396) loss_class_hybrid: 0.8495 (0.8439) loss_bbox_hybrid: 0.2004 (0.2265) loss_giou_hybrid: 0.4458 (0.4833) loss_class_0_hybrid: 0.8935 (0.9099) loss_bbox_0_hybrid: 0.2305 (0.2387) loss_giou_0_hybrid: 0.4844 (0.5105) loss_class_1_hybrid: 0.8883 (0.8750) loss_bbox_1_hybrid: 0.2127 (0.2303) loss_giou_1_hybrid: 0.4582 (0.4916) loss_class_2_hybrid: 0.8704 (0.8595) loss_bbox_2_hybrid: 0.2063 (0.2265) loss_giou_2_hybrid: 0.4429 (0.4852) loss_class_3_hybrid: 0.8477 (0.8479) loss_bbox_3_hybrid: 0.2021 (0.2264) loss_giou_3_hybrid: 0.4480 (0.4836) loss_class_4_hybrid: 0.8481 (0.8436) loss_bbox_4_hybrid: 0.2003 (0.2265) loss_giou_4_hybrid: 0.4473 (0.4835) loss_class_enc_hybrid: 0.8529 (0.8548) loss_bbox_enc_hybrid: 0.2749 (0.2885) loss_giou_enc_hybrid: 0.5555 (0.5851) mem: 1019 max mem: 36964 [2024-01-14 21:55:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:56:14 det.util.engine] INFO: Epoch: [2] [8800/11727] eta: 0:52:25 lr: 0.000100 data_time: 0.0029 iter_time: 1.0168 loss: 30.3483 (30.7658) loss_class: 0.8669 (0.8520) loss_bbox: 0.1933 (0.2067) loss_giou: 0.4151 (0.4422) loss_class_0: 1.0490 (1.0841) loss_bbox_0: 0.1851 (0.2046) loss_giou_0: 0.4256 (0.4498) loss_class_1: 0.9189 (0.9496) loss_bbox_1: 0.1822 (0.2053) loss_giou_1: 0.4217 (0.4438) loss_class_2: 0.8908 (0.8953) loss_bbox_2: 0.1868 (0.2039) loss_giou_2: 0.4199 (0.4417) loss_class_3: 0.8931 (0.8678) loss_bbox_3: 0.1938 (0.2048) loss_giou_3: 0.4109 (0.4409) loss_class_4: 0.8438 (0.8550) loss_bbox_4: 0.1929 (0.2059) loss_giou_4: 0.4154 (0.4417) loss_class_enc: 0.9622 (0.9952) loss_bbox_enc: 0.2305 (0.2505) loss_giou_enc: 0.5067 (0.5172) loss_class_dn: 0.4415 (0.4448) loss_bbox_dn: 0.2913 (0.3500) loss_giou_dn: 0.5432 (0.5397) loss_class_dn_0: 0.4925 (0.5032) loss_bbox_dn_0: 0.4035 (0.4552) loss_giou_dn_0: 0.6780 (0.6792) loss_class_dn_1: 0.4514 (0.4610) loss_bbox_dn_1: 0.3339 (0.3746) loss_giou_dn_1: 0.5734 (0.5706) loss_class_dn_2: 0.4319 (0.4449) loss_bbox_dn_2: 0.2998 (0.3548) loss_giou_dn_2: 0.5497 (0.5464) loss_class_dn_3: 0.4261 (0.4403) loss_bbox_dn_3: 0.2939 (0.3510) loss_giou_dn_3: 0.5425 (0.5409) loss_class_dn_4: 0.4297 (0.4413) loss_bbox_dn_4: 0.2913 (0.3500) loss_giou_dn_4: 0.5428 (0.5396) loss_class_hybrid: 0.8338 (0.8439) loss_bbox_hybrid: 0.2152 (0.2265) loss_giou_hybrid: 0.4846 (0.4834) loss_class_0_hybrid: 0.9010 (0.9099) loss_bbox_0_hybrid: 0.2237 (0.2387) loss_giou_0_hybrid: 0.5080 (0.5105) loss_class_1_hybrid: 0.8618 (0.8750) loss_bbox_1_hybrid: 0.2139 (0.2303) loss_giou_1_hybrid: 0.4991 (0.4917) loss_class_2_hybrid: 0.8542 (0.8594) loss_bbox_2_hybrid: 0.2115 (0.2264) loss_giou_2_hybrid: 0.4800 (0.4852) loss_class_3_hybrid: 0.8372 (0.8478) loss_bbox_3_hybrid: 0.2127 (0.2263) loss_giou_3_hybrid: 0.4797 (0.4837) loss_class_4_hybrid: 0.8328 (0.8435) loss_bbox_4_hybrid: 0.2125 (0.2265) loss_giou_4_hybrid: 0.4795 (0.4836) loss_class_enc_hybrid: 0.8270 (0.8547) loss_bbox_enc_hybrid: 0.2694 (0.2884) loss_giou_enc_hybrid: 0.5821 (0.5851) mem: 1024 max mem: 36964 [2024-01-14 21:56:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:57:09 det.util.engine] INFO: Epoch: [2] [8850/11727] eta: 0:51:32 lr: 0.000100 data_time: 0.0029 iter_time: 1.0869 loss: 29.2850 (30.7633) loss_class: 0.8642 (0.8521) loss_bbox: 0.1808 (0.2066) loss_giou: 0.4045 (0.4421) loss_class_0: 1.1010 (1.0841) loss_bbox_0: 0.1798 (0.2045) loss_giou_0: 0.4113 (0.4497) loss_class_1: 0.9644 (0.9496) loss_bbox_1: 0.1762 (0.2052) loss_giou_1: 0.4074 (0.4437) loss_class_2: 0.8955 (0.8954) loss_bbox_2: 0.1784 (0.2038) loss_giou_2: 0.4029 (0.4416) loss_class_3: 0.8953 (0.8678) loss_bbox_3: 0.1830 (0.2048) loss_giou_3: 0.4015 (0.4408) loss_class_4: 0.8844 (0.8551) loss_bbox_4: 0.1773 (0.2058) loss_giou_4: 0.4026 (0.4416) loss_class_enc: 0.9930 (0.9953) loss_bbox_enc: 0.2284 (0.2504) loss_giou_enc: 0.4840 (0.5171) loss_class_dn: 0.4301 (0.4448) loss_bbox_dn: 0.3533 (0.3499) loss_giou_dn: 0.5025 (0.5396) loss_class_dn_0: 0.4965 (0.5032) loss_bbox_dn_0: 0.4400 (0.4551) loss_giou_dn_0: 0.6290 (0.6791) loss_class_dn_1: 0.4571 (0.4610) loss_bbox_dn_1: 0.3776 (0.3746) loss_giou_dn_1: 0.5343 (0.5705) loss_class_dn_2: 0.4324 (0.4449) loss_bbox_dn_2: 0.3600 (0.3547) loss_giou_dn_2: 0.5083 (0.5463) loss_class_dn_3: 0.4269 (0.4403) loss_bbox_dn_3: 0.3532 (0.3509) loss_giou_dn_3: 0.5032 (0.5408) loss_class_dn_4: 0.4263 (0.4413) loss_bbox_dn_4: 0.3533 (0.3499) loss_giou_dn_4: 0.5025 (0.5395) loss_class_hybrid: 0.8574 (0.8439) loss_bbox_hybrid: 0.2136 (0.2264) loss_giou_hybrid: 0.4405 (0.4832) loss_class_0_hybrid: 0.9260 (0.9099) loss_bbox_0_hybrid: 0.2163 (0.2386) loss_giou_0_hybrid: 0.4665 (0.5104) loss_class_1_hybrid: 0.8966 (0.8750) loss_bbox_1_hybrid: 0.2194 (0.2303) loss_giou_1_hybrid: 0.4521 (0.4916) loss_class_2_hybrid: 0.8763 (0.8595) loss_bbox_2_hybrid: 0.2138 (0.2264) loss_giou_2_hybrid: 0.4477 (0.4851) loss_class_3_hybrid: 0.8738 (0.8479) loss_bbox_3_hybrid: 0.2107 (0.2263) loss_giou_3_hybrid: 0.4450 (0.4836) loss_class_4_hybrid: 0.8601 (0.8436) loss_bbox_4_hybrid: 0.2119 (0.2264) loss_giou_4_hybrid: 0.4416 (0.4835) loss_class_enc_hybrid: 0.8744 (0.8548) loss_bbox_enc_hybrid: 0.2713 (0.2884) loss_giou_enc_hybrid: 0.5258 (0.5849) mem: 1020 max mem: 36964 [2024-01-14 21:57:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:58:03 det.util.engine] INFO: Epoch: [2] [8900/11727] eta: 0:50:38 lr: 0.000100 data_time: 0.0028 iter_time: 1.0792 loss: 29.9487 (30.7596) loss_class: 0.8253 (0.8520) loss_bbox: 0.1978 (0.2066) loss_giou: 0.4154 (0.4421) loss_class_0: 1.0348 (1.0839) loss_bbox_0: 0.2003 (0.2045) loss_giou_0: 0.4285 (0.4497) loss_class_1: 0.9201 (0.9493) loss_bbox_1: 0.1996 (0.2052) loss_giou_1: 0.4173 (0.4438) loss_class_2: 0.8864 (0.8952) loss_bbox_2: 0.1936 (0.2038) loss_giou_2: 0.4166 (0.4417) loss_class_3: 0.8458 (0.8677) loss_bbox_3: 0.1975 (0.2047) loss_giou_3: 0.4115 (0.4409) loss_class_4: 0.8380 (0.8550) loss_bbox_4: 0.1977 (0.2058) loss_giou_4: 0.4160 (0.4417) loss_class_enc: 0.9249 (0.9951) loss_bbox_enc: 0.2598 (0.2504) loss_giou_enc: 0.4850 (0.5171) loss_class_dn: 0.4273 (0.4447) loss_bbox_dn: 0.3154 (0.3497) loss_giou_dn: 0.4898 (0.5396) loss_class_dn_0: 0.5007 (0.5032) loss_bbox_dn_0: 0.4214 (0.4549) loss_giou_dn_0: 0.6372 (0.6790) loss_class_dn_1: 0.4491 (0.4610) loss_bbox_dn_1: 0.3394 (0.3744) loss_giou_dn_1: 0.5182 (0.5704) loss_class_dn_2: 0.4273 (0.4448) loss_bbox_dn_2: 0.3190 (0.3546) loss_giou_dn_2: 0.4996 (0.5462) loss_class_dn_3: 0.4237 (0.4403) loss_bbox_dn_3: 0.3170 (0.3508) loss_giou_dn_3: 0.4919 (0.5407) loss_class_dn_4: 0.4232 (0.4412) loss_bbox_dn_4: 0.3153 (0.3497) loss_giou_dn_4: 0.4894 (0.5394) loss_class_hybrid: 0.8214 (0.8438) loss_bbox_hybrid: 0.2212 (0.2264) loss_giou_hybrid: 0.4258 (0.4833) loss_class_0_hybrid: 0.9040 (0.9098) loss_bbox_0_hybrid: 0.2341 (0.2386) loss_giou_0_hybrid: 0.4594 (0.5104) loss_class_1_hybrid: 0.8682 (0.8748) loss_bbox_1_hybrid: 0.2262 (0.2302) loss_giou_1_hybrid: 0.4295 (0.4916) loss_class_2_hybrid: 0.8784 (0.8593) loss_bbox_2_hybrid: 0.2233 (0.2264) loss_giou_2_hybrid: 0.4301 (0.4852) loss_class_3_hybrid: 0.8436 (0.8477) loss_bbox_3_hybrid: 0.2201 (0.2263) loss_giou_3_hybrid: 0.4259 (0.4836) loss_class_4_hybrid: 0.8300 (0.8434) loss_bbox_4_hybrid: 0.2214 (0.2264) loss_giou_4_hybrid: 0.4265 (0.4835) loss_class_enc_hybrid: 0.8168 (0.8547) loss_bbox_enc_hybrid: 0.2932 (0.2883) loss_giou_enc_hybrid: 0.5288 (0.5850) mem: 1026 max mem: 36964 [2024-01-14 21:58:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:58:59 det.util.engine] INFO: Epoch: [2] [8950/11727] eta: 0:49:45 lr: 0.000100 data_time: 0.0029 iter_time: 1.0959 loss: 29.1969 (30.7565) loss_class: 0.8148 (0.8521) loss_bbox: 0.1647 (0.2065) loss_giou: 0.4010 (0.4421) loss_class_0: 1.0643 (1.0839) loss_bbox_0: 0.1729 (0.2045) loss_giou_0: 0.4050 (0.4497) loss_class_1: 0.9231 (0.9493) loss_bbox_1: 0.1753 (0.2052) loss_giou_1: 0.3974 (0.4437) loss_class_2: 0.8844 (0.8952) loss_bbox_2: 0.1660 (0.2037) loss_giou_2: 0.4024 (0.4417) loss_class_3: 0.8292 (0.8677) loss_bbox_3: 0.1748 (0.2047) loss_giou_3: 0.4054 (0.4408) loss_class_4: 0.8121 (0.8550) loss_bbox_4: 0.1736 (0.2057) loss_giou_4: 0.4055 (0.4416) loss_class_enc: 1.0120 (0.9950) loss_bbox_enc: 0.2166 (0.2503) loss_giou_enc: 0.4721 (0.5171) loss_class_dn: 0.4273 (0.4447) loss_bbox_dn: 0.2767 (0.3496) loss_giou_dn: 0.4971 (0.5395) loss_class_dn_0: 0.5045 (0.5032) loss_bbox_dn_0: 0.4199 (0.4548) loss_giou_dn_0: 0.6486 (0.6789) loss_class_dn_1: 0.4523 (0.4609) loss_bbox_dn_1: 0.3139 (0.3743) loss_giou_dn_1: 0.5261 (0.5703) loss_class_dn_2: 0.4337 (0.4448) loss_bbox_dn_2: 0.2803 (0.3544) loss_giou_dn_2: 0.5050 (0.5462) loss_class_dn_3: 0.4273 (0.4402) loss_bbox_dn_3: 0.2800 (0.3506) loss_giou_dn_3: 0.4994 (0.5406) loss_class_dn_4: 0.4266 (0.4412) loss_bbox_dn_4: 0.2766 (0.3496) loss_giou_dn_4: 0.4967 (0.5393) loss_class_hybrid: 0.8184 (0.8438) loss_bbox_hybrid: 0.1841 (0.2263) loss_giou_hybrid: 0.4387 (0.4832) loss_class_0_hybrid: 0.9600 (0.9099) loss_bbox_0_hybrid: 0.2006 (0.2385) loss_giou_0_hybrid: 0.4528 (0.5103) loss_class_1_hybrid: 0.8632 (0.8749) loss_bbox_1_hybrid: 0.1881 (0.2301) loss_giou_1_hybrid: 0.4399 (0.4915) loss_class_2_hybrid: 0.8302 (0.8593) loss_bbox_2_hybrid: 0.1797 (0.2263) loss_giou_2_hybrid: 0.4405 (0.4851) loss_class_3_hybrid: 0.8345 (0.8478) loss_bbox_3_hybrid: 0.1831 (0.2262) loss_giou_3_hybrid: 0.4422 (0.4835) loss_class_4_hybrid: 0.8214 (0.8435) loss_bbox_4_hybrid: 0.1842 (0.2263) loss_giou_4_hybrid: 0.4407 (0.4835) loss_class_enc_hybrid: 0.8834 (0.8547) loss_bbox_enc_hybrid: 0.2508 (0.2882) loss_giou_enc_hybrid: 0.5332 (0.5849) mem: 1019 max mem: 36964 [2024-01-14 21:58:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 21:59:53 det.util.engine] INFO: Epoch: [2] [9000/11727] eta: 0:48:51 lr: 0.000100 data_time: 0.0035 iter_time: 1.0672 loss: 30.2318 (30.7515) loss_class: 0.8111 (0.8519) loss_bbox: 0.2128 (0.2065) loss_giou: 0.4212 (0.4420) loss_class_0: 1.0483 (1.0837) loss_bbox_0: 0.1959 (0.2045) loss_giou_0: 0.4265 (0.4496) loss_class_1: 0.9000 (0.9490) loss_bbox_1: 0.2032 (0.2052) loss_giou_1: 0.4254 (0.4437) loss_class_2: 0.8314 (0.8950) loss_bbox_2: 0.1957 (0.2037) loss_giou_2: 0.4195 (0.4416) loss_class_3: 0.8226 (0.8674) loss_bbox_3: 0.2126 (0.2047) loss_giou_3: 0.4197 (0.4408) loss_class_4: 0.8027 (0.8548) loss_bbox_4: 0.2065 (0.2057) loss_giou_4: 0.4210 (0.4415) loss_class_enc: 0.9742 (0.9949) loss_bbox_enc: 0.2448 (0.2503) loss_giou_enc: 0.5036 (0.5171) loss_class_dn: 0.4313 (0.4446) loss_bbox_dn: 0.3269 (0.3496) loss_giou_dn: 0.5050 (0.5394) loss_class_dn_0: 0.5012 (0.5032) loss_bbox_dn_0: 0.4453 (0.4547) loss_giou_dn_0: 0.6515 (0.6788) loss_class_dn_1: 0.4487 (0.4609) loss_bbox_dn_1: 0.3550 (0.3742) loss_giou_dn_1: 0.5453 (0.5702) loss_class_dn_2: 0.4269 (0.4447) loss_bbox_dn_2: 0.3327 (0.3544) loss_giou_dn_2: 0.5103 (0.5461) loss_class_dn_3: 0.4254 (0.4402) loss_bbox_dn_3: 0.3277 (0.3506) loss_giou_dn_3: 0.5075 (0.5405) loss_class_dn_4: 0.4265 (0.4411) loss_bbox_dn_4: 0.3272 (0.3496) loss_giou_dn_4: 0.5048 (0.5392) loss_class_hybrid: 0.8003 (0.8437) loss_bbox_hybrid: 0.2184 (0.2263) loss_giou_hybrid: 0.4772 (0.4831) loss_class_0_hybrid: 0.8879 (0.9098) loss_bbox_0_hybrid: 0.2357 (0.2385) loss_giou_0_hybrid: 0.4911 (0.5102) loss_class_1_hybrid: 0.8526 (0.8747) loss_bbox_1_hybrid: 0.2167 (0.2301) loss_giou_1_hybrid: 0.4656 (0.4914) loss_class_2_hybrid: 0.8316 (0.8592) loss_bbox_2_hybrid: 0.2133 (0.2262) loss_giou_2_hybrid: 0.4648 (0.4850) loss_class_3_hybrid: 0.8013 (0.8476) loss_bbox_3_hybrid: 0.2118 (0.2261) loss_giou_3_hybrid: 0.4688 (0.4835) loss_class_4_hybrid: 0.8086 (0.8433) loss_bbox_4_hybrid: 0.2154 (0.2263) loss_giou_4_hybrid: 0.4721 (0.4834) loss_class_enc_hybrid: 0.8372 (0.8547) loss_bbox_enc_hybrid: 0.2781 (0.2881) loss_giou_enc_hybrid: 0.5580 (0.5848) mem: 1020 max mem: 36964 [2024-01-14 21:59:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:00:47 det.util.engine] INFO: Epoch: [2] [9050/11727] eta: 0:47:57 lr: 0.000100 data_time: 0.0033 iter_time: 1.0743 loss: 29.6319 (30.7521) loss_class: 0.8589 (0.8520) loss_bbox: 0.1840 (0.2065) loss_giou: 0.4205 (0.4419) loss_class_0: 1.1077 (1.0838) loss_bbox_0: 0.1823 (0.2045) loss_giou_0: 0.4171 (0.4496) loss_class_1: 0.9867 (0.9491) loss_bbox_1: 0.1855 (0.2052) loss_giou_1: 0.4060 (0.4436) loss_class_2: 0.8870 (0.8950) loss_bbox_2: 0.1877 (0.2037) loss_giou_2: 0.4111 (0.4416) loss_class_3: 0.8774 (0.8675) loss_bbox_3: 0.1871 (0.2047) loss_giou_3: 0.4165 (0.4407) loss_class_4: 0.8621 (0.8550) loss_bbox_4: 0.1847 (0.2057) loss_giou_4: 0.4132 (0.4415) loss_class_enc: 0.9889 (0.9950) loss_bbox_enc: 0.2463 (0.2504) loss_giou_enc: 0.4861 (0.5170) loss_class_dn: 0.4324 (0.4446) loss_bbox_dn: 0.3438 (0.3496) loss_giou_dn: 0.5286 (0.5393) loss_class_dn_0: 0.4989 (0.5032) loss_bbox_dn_0: 0.4273 (0.4548) loss_giou_dn_0: 0.6747 (0.6787) loss_class_dn_1: 0.4577 (0.4609) loss_bbox_dn_1: 0.3637 (0.3743) loss_giou_dn_1: 0.5618 (0.5702) loss_class_dn_2: 0.4379 (0.4447) loss_bbox_dn_2: 0.3451 (0.3544) loss_giou_dn_2: 0.5386 (0.5460) loss_class_dn_3: 0.4273 (0.4402) loss_bbox_dn_3: 0.3455 (0.3506) loss_giou_dn_3: 0.5298 (0.5404) loss_class_dn_4: 0.4305 (0.4411) loss_bbox_dn_4: 0.3437 (0.3496) loss_giou_dn_4: 0.5287 (0.5392) loss_class_hybrid: 0.8485 (0.8438) loss_bbox_hybrid: 0.2023 (0.2263) loss_giou_hybrid: 0.4650 (0.4831) loss_class_0_hybrid: 0.9144 (0.9099) loss_bbox_0_hybrid: 0.2123 (0.2385) loss_giou_0_hybrid: 0.4931 (0.5102) loss_class_1_hybrid: 0.8791 (0.8748) loss_bbox_1_hybrid: 0.2045 (0.2301) loss_giou_1_hybrid: 0.4783 (0.4914) loss_class_2_hybrid: 0.8497 (0.8592) loss_bbox_2_hybrid: 0.1989 (0.2263) loss_giou_2_hybrid: 0.4634 (0.4849) loss_class_3_hybrid: 0.8463 (0.8477) loss_bbox_3_hybrid: 0.1971 (0.2262) loss_giou_3_hybrid: 0.4583 (0.4834) loss_class_4_hybrid: 0.8393 (0.8434) loss_bbox_4_hybrid: 0.2000 (0.2263) loss_giou_4_hybrid: 0.4661 (0.4833) loss_class_enc_hybrid: 0.8285 (0.8548) loss_bbox_enc_hybrid: 0.2778 (0.2882) loss_giou_enc_hybrid: 0.5577 (0.5847) mem: 1017 max mem: 36964 [2024-01-14 22:00:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:01:41 det.util.engine] INFO: Epoch: [2] [9100/11727] eta: 0:47:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0443 loss: 29.6725 (30.7503) loss_class: 0.8633 (0.8521) loss_bbox: 0.1785 (0.2064) loss_giou: 0.4108 (0.4418) loss_class_0: 1.0679 (1.0838) loss_bbox_0: 0.1762 (0.2044) loss_giou_0: 0.4221 (0.4495) loss_class_1: 0.9021 (0.9492) loss_bbox_1: 0.1745 (0.2052) loss_giou_1: 0.3990 (0.4435) loss_class_2: 0.8703 (0.8950) loss_bbox_2: 0.1760 (0.2037) loss_giou_2: 0.4103 (0.4415) loss_class_3: 0.8684 (0.8676) loss_bbox_3: 0.1773 (0.2046) loss_giou_3: 0.4049 (0.4406) loss_class_4: 0.8659 (0.8550) loss_bbox_4: 0.1770 (0.2056) loss_giou_4: 0.4015 (0.4414) loss_class_enc: 1.0044 (0.9949) loss_bbox_enc: 0.2362 (0.2503) loss_giou_enc: 0.4688 (0.5169) loss_class_dn: 0.4284 (0.4446) loss_bbox_dn: 0.3547 (0.3496) loss_giou_dn: 0.5100 (0.5392) loss_class_dn_0: 0.5013 (0.5032) loss_bbox_dn_0: 0.4359 (0.4547) loss_giou_dn_0: 0.6475 (0.6786) loss_class_dn_1: 0.4503 (0.4609) loss_bbox_dn_1: 0.3666 (0.3742) loss_giou_dn_1: 0.5422 (0.5701) loss_class_dn_2: 0.4276 (0.4447) loss_bbox_dn_2: 0.3529 (0.3544) loss_giou_dn_2: 0.5176 (0.5459) loss_class_dn_3: 0.4261 (0.4401) loss_bbox_dn_3: 0.3510 (0.3506) loss_giou_dn_3: 0.5119 (0.5404) loss_class_dn_4: 0.4245 (0.4411) loss_bbox_dn_4: 0.3546 (0.3496) loss_giou_dn_4: 0.5100 (0.5391) loss_class_hybrid: 0.8415 (0.8438) loss_bbox_hybrid: 0.2030 (0.2263) loss_giou_hybrid: 0.4679 (0.4830) loss_class_0_hybrid: 0.8954 (0.9098) loss_bbox_0_hybrid: 0.2100 (0.2385) loss_giou_0_hybrid: 0.4888 (0.5101) loss_class_1_hybrid: 0.8500 (0.8748) loss_bbox_1_hybrid: 0.2108 (0.2301) loss_giou_1_hybrid: 0.4708 (0.4913) loss_class_2_hybrid: 0.8573 (0.8592) loss_bbox_2_hybrid: 0.2059 (0.2262) loss_giou_2_hybrid: 0.4644 (0.4849) loss_class_3_hybrid: 0.8348 (0.8477) loss_bbox_3_hybrid: 0.2051 (0.2261) loss_giou_3_hybrid: 0.4660 (0.4833) loss_class_4_hybrid: 0.8569 (0.8434) loss_bbox_4_hybrid: 0.1953 (0.2263) loss_giou_4_hybrid: 0.4658 (0.4833) loss_class_enc_hybrid: 0.8484 (0.8548) loss_bbox_enc_hybrid: 0.2628 (0.2882) loss_giou_enc_hybrid: 0.5399 (0.5847) mem: 1021 max mem: 36964 [2024-01-14 22:01:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:02:35 det.util.engine] INFO: Epoch: [2] [9150/11727] eta: 0:46:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.0697 loss: 29.4245 (30.7483) loss_class: 0.8235 (0.8520) loss_bbox: 0.1846 (0.2064) loss_giou: 0.4171 (0.4418) loss_class_0: 1.0707 (1.0837) loss_bbox_0: 0.1896 (0.2044) loss_giou_0: 0.4245 (0.4495) loss_class_1: 0.9087 (0.9490) loss_bbox_1: 0.1792 (0.2052) loss_giou_1: 0.4026 (0.4435) loss_class_2: 0.8680 (0.8949) loss_bbox_2: 0.1889 (0.2037) loss_giou_2: 0.4185 (0.4415) loss_class_3: 0.8460 (0.8675) loss_bbox_3: 0.1851 (0.2046) loss_giou_3: 0.4186 (0.4406) loss_class_4: 0.8268 (0.8549) loss_bbox_4: 0.1847 (0.2056) loss_giou_4: 0.4221 (0.4414) loss_class_enc: 0.9971 (0.9950) loss_bbox_enc: 0.2260 (0.2503) loss_giou_enc: 0.4773 (0.5169) loss_class_dn: 0.4318 (0.4445) loss_bbox_dn: 0.3241 (0.3496) loss_giou_dn: 0.5117 (0.5392) loss_class_dn_0: 0.4988 (0.5032) loss_bbox_dn_0: 0.4166 (0.4547) loss_giou_dn_0: 0.6436 (0.6786) loss_class_dn_1: 0.4512 (0.4609) loss_bbox_dn_1: 0.3422 (0.3742) loss_giou_dn_1: 0.5368 (0.5700) loss_class_dn_2: 0.4364 (0.4447) loss_bbox_dn_2: 0.3265 (0.3544) loss_giou_dn_2: 0.5172 (0.5459) loss_class_dn_3: 0.4301 (0.4401) loss_bbox_dn_3: 0.3249 (0.3506) loss_giou_dn_3: 0.5134 (0.5403) loss_class_dn_4: 0.4302 (0.4411) loss_bbox_dn_4: 0.3240 (0.3496) loss_giou_dn_4: 0.5116 (0.5391) loss_class_hybrid: 0.8350 (0.8438) loss_bbox_hybrid: 0.2014 (0.2263) loss_giou_hybrid: 0.4608 (0.4830) loss_class_0_hybrid: 0.9140 (0.9098) loss_bbox_0_hybrid: 0.2176 (0.2384) loss_giou_0_hybrid: 0.4902 (0.5101) loss_class_1_hybrid: 0.8627 (0.8747) loss_bbox_1_hybrid: 0.2084 (0.2301) loss_giou_1_hybrid: 0.4618 (0.4913) loss_class_2_hybrid: 0.8551 (0.8592) loss_bbox_2_hybrid: 0.2049 (0.2262) loss_giou_2_hybrid: 0.4669 (0.4848) loss_class_3_hybrid: 0.8279 (0.8477) loss_bbox_3_hybrid: 0.2039 (0.2261) loss_giou_3_hybrid: 0.4614 (0.4833) loss_class_4_hybrid: 0.8332 (0.8434) loss_bbox_4_hybrid: 0.2006 (0.2263) loss_giou_4_hybrid: 0.4600 (0.4832) loss_class_enc_hybrid: 0.8471 (0.8548) loss_bbox_enc_hybrid: 0.2584 (0.2881) loss_giou_enc_hybrid: 0.5470 (0.5846) mem: 1025 max mem: 36964 [2024-01-14 22:02:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:03:28 det.util.engine] INFO: Epoch: [2] [9200/11727] eta: 0:45:16 lr: 0.000100 data_time: 0.0032 iter_time: 1.0382 loss: 30.0945 (30.7443) loss_class: 0.8492 (0.8518) loss_bbox: 0.1920 (0.2064) loss_giou: 0.3953 (0.4418) loss_class_0: 1.0499 (1.0835) loss_bbox_0: 0.2024 (0.2044) loss_giou_0: 0.4176 (0.4495) loss_class_1: 0.9120 (0.9488) loss_bbox_1: 0.2014 (0.2051) loss_giou_1: 0.4115 (0.4435) loss_class_2: 0.8884 (0.8948) loss_bbox_2: 0.1986 (0.2037) loss_giou_2: 0.4084 (0.4415) loss_class_3: 0.8528 (0.8674) loss_bbox_3: 0.1903 (0.2046) loss_giou_3: 0.3939 (0.4406) loss_class_4: 0.8423 (0.8548) loss_bbox_4: 0.1915 (0.2056) loss_giou_4: 0.3954 (0.4414) loss_class_enc: 0.9832 (0.9948) loss_bbox_enc: 0.2435 (0.2502) loss_giou_enc: 0.4881 (0.5169) loss_class_dn: 0.4467 (0.4445) loss_bbox_dn: 0.3198 (0.3495) loss_giou_dn: 0.5284 (0.5391) loss_class_dn_0: 0.5076 (0.5032) loss_bbox_dn_0: 0.4406 (0.4546) loss_giou_dn_0: 0.6479 (0.6784) loss_class_dn_1: 0.4689 (0.4608) loss_bbox_dn_1: 0.3555 (0.3741) loss_giou_dn_1: 0.5455 (0.5699) loss_class_dn_2: 0.4556 (0.4447) loss_bbox_dn_2: 0.3306 (0.3543) loss_giou_dn_2: 0.5313 (0.5458) loss_class_dn_3: 0.4429 (0.4401) loss_bbox_dn_3: 0.3224 (0.3505) loss_giou_dn_3: 0.5272 (0.5402) loss_class_dn_4: 0.4492 (0.4410) loss_bbox_dn_4: 0.3197 (0.3495) loss_giou_dn_4: 0.5284 (0.5390) loss_class_hybrid: 0.8303 (0.8437) loss_bbox_hybrid: 0.2022 (0.2262) loss_giou_hybrid: 0.4532 (0.4829) loss_class_0_hybrid: 0.9125 (0.9098) loss_bbox_0_hybrid: 0.2187 (0.2384) loss_giou_0_hybrid: 0.4681 (0.5100) loss_class_1_hybrid: 0.8533 (0.8746) loss_bbox_1_hybrid: 0.2126 (0.2301) loss_giou_1_hybrid: 0.4537 (0.4912) loss_class_2_hybrid: 0.8440 (0.8591) loss_bbox_2_hybrid: 0.2022 (0.2262) loss_giou_2_hybrid: 0.4509 (0.4848) loss_class_3_hybrid: 0.8365 (0.8476) loss_bbox_3_hybrid: 0.2065 (0.2261) loss_giou_3_hybrid: 0.4531 (0.4832) loss_class_4_hybrid: 0.8276 (0.8434) loss_bbox_4_hybrid: 0.2029 (0.2262) loss_giou_4_hybrid: 0.4516 (0.4831) loss_class_enc_hybrid: 0.8531 (0.8547) loss_bbox_enc_hybrid: 0.2764 (0.2881) loss_giou_enc_hybrid: 0.5384 (0.5845) mem: 1031 max mem: 36964 [2024-01-14 22:03:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:04:23 det.util.engine] INFO: Epoch: [2] [9250/11727] eta: 0:44:23 lr: 0.000100 data_time: 0.0032 iter_time: 1.0947 loss: 30.6066 (30.7423) loss_class: 0.8225 (0.8518) loss_bbox: 0.2151 (0.2064) loss_giou: 0.4582 (0.4419) loss_class_0: 1.0818 (1.0834) loss_bbox_0: 0.1895 (0.2044) loss_giou_0: 0.4491 (0.4495) loss_class_1: 0.9094 (0.9486) loss_bbox_1: 0.1994 (0.2051) loss_giou_1: 0.4488 (0.4435) loss_class_2: 0.8834 (0.8947) loss_bbox_2: 0.1989 (0.2036) loss_giou_2: 0.4403 (0.4415) loss_class_3: 0.8460 (0.8673) loss_bbox_3: 0.1995 (0.2046) loss_giou_3: 0.4511 (0.4407) loss_class_4: 0.8216 (0.8547) loss_bbox_4: 0.2007 (0.2056) loss_giou_4: 0.4519 (0.4414) loss_class_enc: 1.0168 (0.9948) loss_bbox_enc: 0.2401 (0.2502) loss_giou_enc: 0.5021 (0.5169) loss_class_dn: 0.4335 (0.4445) loss_bbox_dn: 0.3200 (0.3494) loss_giou_dn: 0.5215 (0.5391) loss_class_dn_0: 0.5008 (0.5032) loss_bbox_dn_0: 0.4152 (0.4545) loss_giou_dn_0: 0.6660 (0.6784) loss_class_dn_1: 0.4545 (0.4608) loss_bbox_dn_1: 0.3484 (0.3740) loss_giou_dn_1: 0.5577 (0.5699) loss_class_dn_2: 0.4383 (0.4446) loss_bbox_dn_2: 0.3256 (0.3542) loss_giou_dn_2: 0.5314 (0.5457) loss_class_dn_3: 0.4358 (0.4401) loss_bbox_dn_3: 0.3197 (0.3504) loss_giou_dn_3: 0.5233 (0.5402) loss_class_dn_4: 0.4361 (0.4410) loss_bbox_dn_4: 0.3200 (0.3494) loss_giou_dn_4: 0.5214 (0.5390) loss_class_hybrid: 0.8153 (0.8436) loss_bbox_hybrid: 0.2195 (0.2262) loss_giou_hybrid: 0.5067 (0.4830) loss_class_0_hybrid: 0.8733 (0.9097) loss_bbox_0_hybrid: 0.2324 (0.2384) loss_giou_0_hybrid: 0.5213 (0.5100) loss_class_1_hybrid: 0.8557 (0.8745) loss_bbox_1_hybrid: 0.2206 (0.2300) loss_giou_1_hybrid: 0.5094 (0.4913) loss_class_2_hybrid: 0.8476 (0.8590) loss_bbox_2_hybrid: 0.2192 (0.2262) loss_giou_2_hybrid: 0.4949 (0.4848) loss_class_3_hybrid: 0.8232 (0.8475) loss_bbox_3_hybrid: 0.2198 (0.2261) loss_giou_3_hybrid: 0.5017 (0.4833) loss_class_4_hybrid: 0.8208 (0.8433) loss_bbox_4_hybrid: 0.2206 (0.2262) loss_giou_4_hybrid: 0.4991 (0.4832) loss_class_enc_hybrid: 0.8137 (0.8546) loss_bbox_enc_hybrid: 0.2761 (0.2880) loss_giou_enc_hybrid: 0.5804 (0.5845) mem: 1022 max mem: 36964 [2024-01-14 22:04:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:05:17 det.util.engine] INFO: Epoch: [2] [9300/11727] eta: 0:43:29 lr: 0.000100 data_time: 0.0031 iter_time: 1.1056 loss: 30.3826 (30.7414) loss_class: 0.8266 (0.8517) loss_bbox: 0.1768 (0.2064) loss_giou: 0.4637 (0.4419) loss_class_0: 0.9994 (1.0833) loss_bbox_0: 0.1731 (0.2044) loss_giou_0: 0.4709 (0.4495) loss_class_1: 0.8706 (0.9485) loss_bbox_1: 0.1702 (0.2051) loss_giou_1: 0.4676 (0.4436) loss_class_2: 0.8196 (0.8946) loss_bbox_2: 0.1727 (0.2037) loss_giou_2: 0.4727 (0.4415) loss_class_3: 0.8169 (0.8672) loss_bbox_3: 0.1690 (0.2046) loss_giou_3: 0.4623 (0.4407) loss_class_4: 0.8067 (0.8546) loss_bbox_4: 0.1792 (0.2056) loss_giou_4: 0.4659 (0.4414) loss_class_enc: 0.9277 (0.9947) loss_bbox_enc: 0.2260 (0.2502) loss_giou_enc: 0.5290 (0.5169) loss_class_dn: 0.4164 (0.4444) loss_bbox_dn: 0.3067 (0.3493) loss_giou_dn: 0.5616 (0.5391) loss_class_dn_0: 0.4841 (0.5032) loss_bbox_dn_0: 0.3858 (0.4545) loss_giou_dn_0: 0.7029 (0.6784) loss_class_dn_1: 0.4450 (0.4608) loss_bbox_dn_1: 0.3232 (0.3740) loss_giou_dn_1: 0.5918 (0.5699) loss_class_dn_2: 0.4336 (0.4446) loss_bbox_dn_2: 0.3089 (0.3542) loss_giou_dn_2: 0.5680 (0.5457) loss_class_dn_3: 0.4193 (0.4400) loss_bbox_dn_3: 0.3055 (0.3504) loss_giou_dn_3: 0.5619 (0.5402) loss_class_dn_4: 0.4180 (0.4410) loss_bbox_dn_4: 0.3068 (0.3493) loss_giou_dn_4: 0.5615 (0.5389) loss_class_hybrid: 0.7506 (0.8435) loss_bbox_hybrid: 0.2085 (0.2263) loss_giou_hybrid: 0.5276 (0.4830) loss_class_0_hybrid: 0.8469 (0.9096) loss_bbox_0_hybrid: 0.2155 (0.2384) loss_giou_0_hybrid: 0.5405 (0.5101) loss_class_1_hybrid: 0.7881 (0.8744) loss_bbox_1_hybrid: 0.2113 (0.2301) loss_giou_1_hybrid: 0.5286 (0.4913) loss_class_2_hybrid: 0.7662 (0.8589) loss_bbox_2_hybrid: 0.2052 (0.2262) loss_giou_2_hybrid: 0.5290 (0.4849) loss_class_3_hybrid: 0.7585 (0.8474) loss_bbox_3_hybrid: 0.2070 (0.2261) loss_giou_3_hybrid: 0.5262 (0.4833) loss_class_4_hybrid: 0.7457 (0.8432) loss_bbox_4_hybrid: 0.2089 (0.2263) loss_giou_4_hybrid: 0.5282 (0.4832) loss_class_enc_hybrid: 0.8016 (0.8546) loss_bbox_enc_hybrid: 0.2527 (0.2881) loss_giou_enc_hybrid: 0.6021 (0.5845) mem: 1031 max mem: 36964 [2024-01-14 22:05:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:06:10 det.util.engine] INFO: Epoch: [2] [9350/11727] eta: 0:42:35 lr: 0.000100 data_time: 0.0031 iter_time: 1.0655 loss: 30.6956 (30.7388) loss_class: 0.8733 (0.8517) loss_bbox: 0.1923 (0.2064) loss_giou: 0.4114 (0.4418) loss_class_0: 1.0800 (1.0832) loss_bbox_0: 0.2027 (0.2044) loss_giou_0: 0.4235 (0.4494) loss_class_1: 0.9762 (0.9486) loss_bbox_1: 0.1938 (0.2051) loss_giou_1: 0.4186 (0.4434) loss_class_2: 0.9030 (0.8946) loss_bbox_2: 0.1973 (0.2036) loss_giou_2: 0.4139 (0.4414) loss_class_3: 0.8879 (0.8672) loss_bbox_3: 0.1931 (0.2046) loss_giou_3: 0.4127 (0.4406) loss_class_4: 0.8716 (0.8547) loss_bbox_4: 0.1893 (0.2056) loss_giou_4: 0.4169 (0.4413) loss_class_enc: 0.9879 (0.9947) loss_bbox_enc: 0.2567 (0.2502) loss_giou_enc: 0.4856 (0.5167) loss_class_dn: 0.4325 (0.4443) loss_bbox_dn: 0.3450 (0.3494) loss_giou_dn: 0.5353 (0.5390) loss_class_dn_0: 0.5061 (0.5032) loss_bbox_dn_0: 0.4694 (0.4545) loss_giou_dn_0: 0.6668 (0.6783) loss_class_dn_1: 0.4572 (0.4608) loss_bbox_dn_1: 0.3880 (0.3740) loss_giou_dn_1: 0.5620 (0.5698) loss_class_dn_2: 0.4387 (0.4446) loss_bbox_dn_2: 0.3559 (0.3542) loss_giou_dn_2: 0.5436 (0.5456) loss_class_dn_3: 0.4323 (0.4400) loss_bbox_dn_3: 0.3484 (0.3504) loss_giou_dn_3: 0.5364 (0.5401) loss_class_dn_4: 0.4293 (0.4409) loss_bbox_dn_4: 0.3450 (0.3494) loss_giou_dn_4: 0.5353 (0.5388) loss_class_hybrid: 0.8691 (0.8435) loss_bbox_hybrid: 0.2157 (0.2262) loss_giou_hybrid: 0.4485 (0.4829) loss_class_0_hybrid: 0.9591 (0.9097) loss_bbox_0_hybrid: 0.2271 (0.2383) loss_giou_0_hybrid: 0.4725 (0.5099) loss_class_1_hybrid: 0.9026 (0.8745) loss_bbox_1_hybrid: 0.2235 (0.2300) loss_giou_1_hybrid: 0.4557 (0.4912) loss_class_2_hybrid: 0.8691 (0.8590) loss_bbox_2_hybrid: 0.2183 (0.2262) loss_giou_2_hybrid: 0.4528 (0.4847) loss_class_3_hybrid: 0.8802 (0.8474) loss_bbox_3_hybrid: 0.2175 (0.2261) loss_giou_3_hybrid: 0.4505 (0.4832) loss_class_4_hybrid: 0.8700 (0.8432) loss_bbox_4_hybrid: 0.2174 (0.2262) loss_giou_4_hybrid: 0.4485 (0.4831) loss_class_enc_hybrid: 0.8403 (0.8547) loss_bbox_enc_hybrid: 0.2923 (0.2880) loss_giou_enc_hybrid: 0.5560 (0.5844) mem: 1030 max mem: 36964 [2024-01-14 22:06:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:07:04 det.util.engine] INFO: Epoch: [2] [9400/11727] eta: 0:41:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0788 loss: 30.5394 (30.7357) loss_class: 0.8037 (0.8517) loss_bbox: 0.2055 (0.2064) loss_giou: 0.4361 (0.4416) loss_class_0: 1.0699 (1.0833) loss_bbox_0: 0.2088 (0.2044) loss_giou_0: 0.4278 (0.4492) loss_class_1: 0.9290 (0.9485) loss_bbox_1: 0.1986 (0.2051) loss_giou_1: 0.4244 (0.4433) loss_class_2: 0.8558 (0.8946) loss_bbox_2: 0.1984 (0.2036) loss_giou_2: 0.4255 (0.4412) loss_class_3: 0.8196 (0.8672) loss_bbox_3: 0.2009 (0.2046) loss_giou_3: 0.4324 (0.4404) loss_class_4: 0.8062 (0.8547) loss_bbox_4: 0.2004 (0.2056) loss_giou_4: 0.4381 (0.4411) loss_class_enc: 0.9922 (0.9948) loss_bbox_enc: 0.2524 (0.2502) loss_giou_enc: 0.5044 (0.5165) loss_class_dn: 0.4302 (0.4443) loss_bbox_dn: 0.3500 (0.3494) loss_giou_dn: 0.5182 (0.5388) loss_class_dn_0: 0.5083 (0.5032) loss_bbox_dn_0: 0.4357 (0.4545) loss_giou_dn_0: 0.6536 (0.6781) loss_class_dn_1: 0.4456 (0.4608) loss_bbox_dn_1: 0.3691 (0.3740) loss_giou_dn_1: 0.5538 (0.5696) loss_class_dn_2: 0.4308 (0.4446) loss_bbox_dn_2: 0.3508 (0.3542) loss_giou_dn_2: 0.5248 (0.5455) loss_class_dn_3: 0.4248 (0.4400) loss_bbox_dn_3: 0.3513 (0.3504) loss_giou_dn_3: 0.5195 (0.5399) loss_class_dn_4: 0.4219 (0.4409) loss_bbox_dn_4: 0.3501 (0.3494) loss_giou_dn_4: 0.5182 (0.5387) loss_class_hybrid: 0.8349 (0.8437) loss_bbox_hybrid: 0.2284 (0.2262) loss_giou_hybrid: 0.4630 (0.4827) loss_class_0_hybrid: 0.9129 (0.9098) loss_bbox_0_hybrid: 0.2335 (0.2383) loss_giou_0_hybrid: 0.5027 (0.5097) loss_class_1_hybrid: 0.8652 (0.8746) loss_bbox_1_hybrid: 0.2353 (0.2300) loss_giou_1_hybrid: 0.4829 (0.4909) loss_class_2_hybrid: 0.8510 (0.8591) loss_bbox_2_hybrid: 0.2338 (0.2261) loss_giou_2_hybrid: 0.4680 (0.4845) loss_class_3_hybrid: 0.8293 (0.8476) loss_bbox_3_hybrid: 0.2274 (0.2260) loss_giou_3_hybrid: 0.4669 (0.4830) loss_class_4_hybrid: 0.8377 (0.8433) loss_bbox_4_hybrid: 0.2285 (0.2262) loss_giou_4_hybrid: 0.4641 (0.4829) loss_class_enc_hybrid: 0.8700 (0.8548) loss_bbox_enc_hybrid: 0.2876 (0.2880) loss_giou_enc_hybrid: 0.5582 (0.5842) mem: 1024 max mem: 36964 [2024-01-14 22:07:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:07:56 det.util.engine] INFO: Epoch: [2] [9450/11727] eta: 0:40:47 lr: 0.000100 data_time: 0.0034 iter_time: 1.0569 loss: 29.1146 (30.7337) loss_class: 0.7800 (0.8516) loss_bbox: 0.1894 (0.2064) loss_giou: 0.4237 (0.4416) loss_class_0: 1.0352 (1.0832) loss_bbox_0: 0.1811 (0.2043) loss_giou_0: 0.4271 (0.4493) loss_class_1: 0.8537 (0.9484) loss_bbox_1: 0.1786 (0.2051) loss_giou_1: 0.4175 (0.4433) loss_class_2: 0.8151 (0.8945) loss_bbox_2: 0.1865 (0.2036) loss_giou_2: 0.4090 (0.4413) loss_class_3: 0.7836 (0.8671) loss_bbox_3: 0.1890 (0.2045) loss_giou_3: 0.4223 (0.4404) loss_class_4: 0.7707 (0.8546) loss_bbox_4: 0.1893 (0.2056) loss_giou_4: 0.4238 (0.4412) loss_class_enc: 0.9547 (0.9948) loss_bbox_enc: 0.2179 (0.2502) loss_giou_enc: 0.4894 (0.5165) loss_class_dn: 0.4112 (0.4442) loss_bbox_dn: 0.3096 (0.3493) loss_giou_dn: 0.5212 (0.5388) loss_class_dn_0: 0.4916 (0.5031) loss_bbox_dn_0: 0.4136 (0.4544) loss_giou_dn_0: 0.6495 (0.6780) loss_class_dn_1: 0.4402 (0.4607) loss_bbox_dn_1: 0.3367 (0.3739) loss_giou_dn_1: 0.5470 (0.5696) loss_class_dn_2: 0.4177 (0.4445) loss_bbox_dn_2: 0.3155 (0.3541) loss_giou_dn_2: 0.5293 (0.5455) loss_class_dn_3: 0.4106 (0.4399) loss_bbox_dn_3: 0.3102 (0.3503) loss_giou_dn_3: 0.5228 (0.5399) loss_class_dn_4: 0.4079 (0.4408) loss_bbox_dn_4: 0.3096 (0.3493) loss_giou_dn_4: 0.5214 (0.5387) loss_class_hybrid: 0.7923 (0.8436) loss_bbox_hybrid: 0.2038 (0.2262) loss_giou_hybrid: 0.4397 (0.4827) loss_class_0_hybrid: 0.8818 (0.9098) loss_bbox_0_hybrid: 0.2150 (0.2383) loss_giou_0_hybrid: 0.4679 (0.5097) loss_class_1_hybrid: 0.8260 (0.8745) loss_bbox_1_hybrid: 0.2037 (0.2300) loss_giou_1_hybrid: 0.4433 (0.4910) loss_class_2_hybrid: 0.7948 (0.8590) loss_bbox_2_hybrid: 0.2028 (0.2261) loss_giou_2_hybrid: 0.4387 (0.4846) loss_class_3_hybrid: 0.7780 (0.8475) loss_bbox_3_hybrid: 0.2036 (0.2260) loss_giou_3_hybrid: 0.4368 (0.4830) loss_class_4_hybrid: 0.7802 (0.8432) loss_bbox_4_hybrid: 0.2031 (0.2262) loss_giou_4_hybrid: 0.4389 (0.4829) loss_class_enc_hybrid: 0.8216 (0.8547) loss_bbox_enc_hybrid: 0.2673 (0.2880) loss_giou_enc_hybrid: 0.5617 (0.5842) mem: 1029 max mem: 36964 [2024-01-14 22:07:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:08:51 det.util.engine] INFO: Epoch: [2] [9500/11727] eta: 0:39:54 lr: 0.000100 data_time: 0.0030 iter_time: 1.0575 loss: 30.2210 (30.7324) loss_class: 0.8112 (0.8516) loss_bbox: 0.2072 (0.2064) loss_giou: 0.4033 (0.4416) loss_class_0: 1.0634 (1.0831) loss_bbox_0: 0.1973 (0.2044) loss_giou_0: 0.4268 (0.4493) loss_class_1: 0.8988 (0.9483) loss_bbox_1: 0.2004 (0.2051) loss_giou_1: 0.4317 (0.4433) loss_class_2: 0.8406 (0.8945) loss_bbox_2: 0.2064 (0.2037) loss_giou_2: 0.4120 (0.4413) loss_class_3: 0.8342 (0.8671) loss_bbox_3: 0.2058 (0.2046) loss_giou_3: 0.4093 (0.4404) loss_class_4: 0.8124 (0.8546) loss_bbox_4: 0.1990 (0.2056) loss_giou_4: 0.4096 (0.4412) loss_class_enc: 0.9735 (0.9947) loss_bbox_enc: 0.2406 (0.2502) loss_giou_enc: 0.4996 (0.5165) loss_class_dn: 0.4288 (0.4442) loss_bbox_dn: 0.3351 (0.3492) loss_giou_dn: 0.5494 (0.5388) loss_class_dn_0: 0.4991 (0.5032) loss_bbox_dn_0: 0.4418 (0.4543) loss_giou_dn_0: 0.6689 (0.6780) loss_class_dn_1: 0.4478 (0.4607) loss_bbox_dn_1: 0.3556 (0.3738) loss_giou_dn_1: 0.5746 (0.5696) loss_class_dn_2: 0.4327 (0.4445) loss_bbox_dn_2: 0.3426 (0.3540) loss_giou_dn_2: 0.5548 (0.5454) loss_class_dn_3: 0.4284 (0.4399) loss_bbox_dn_3: 0.3373 (0.3502) loss_giou_dn_3: 0.5507 (0.5399) loss_class_dn_4: 0.4259 (0.4408) loss_bbox_dn_4: 0.3350 (0.3492) loss_giou_dn_4: 0.5491 (0.5386) loss_class_hybrid: 0.8087 (0.8435) loss_bbox_hybrid: 0.2251 (0.2262) loss_giou_hybrid: 0.4793 (0.4827) loss_class_0_hybrid: 0.8939 (0.9097) loss_bbox_0_hybrid: 0.2343 (0.2383) loss_giou_0_hybrid: 0.5037 (0.5097) loss_class_1_hybrid: 0.8417 (0.8744) loss_bbox_1_hybrid: 0.2343 (0.2300) loss_giou_1_hybrid: 0.4876 (0.4910) loss_class_2_hybrid: 0.8126 (0.8590) loss_bbox_2_hybrid: 0.2247 (0.2262) loss_giou_2_hybrid: 0.4784 (0.4845) loss_class_3_hybrid: 0.8187 (0.8474) loss_bbox_3_hybrid: 0.2241 (0.2260) loss_giou_3_hybrid: 0.4800 (0.4830) loss_class_4_hybrid: 0.8099 (0.8432) loss_bbox_4_hybrid: 0.2233 (0.2262) loss_giou_4_hybrid: 0.4801 (0.4829) loss_class_enc_hybrid: 0.8505 (0.8547) loss_bbox_enc_hybrid: 0.2759 (0.2880) loss_giou_enc_hybrid: 0.5612 (0.5841) mem: 1020 max mem: 36964 [2024-01-14 22:08:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:09:43 det.util.engine] INFO: Epoch: [2] [9550/11727] eta: 0:39:00 lr: 0.000100 data_time: 0.0035 iter_time: 1.0443 loss: 29.3276 (30.7252) loss_class: 0.7511 (0.8514) loss_bbox: 0.2249 (0.2064) loss_giou: 0.4211 (0.4416) loss_class_0: 1.0088 (1.0829) loss_bbox_0: 0.1977 (0.2043) loss_giou_0: 0.4124 (0.4493) loss_class_1: 0.8550 (0.9480) loss_bbox_1: 0.1921 (0.2051) loss_giou_1: 0.4214 (0.4433) loss_class_2: 0.7742 (0.8942) loss_bbox_2: 0.2180 (0.2036) loss_giou_2: 0.4228 (0.4412) loss_class_3: 0.7595 (0.8669) loss_bbox_3: 0.2121 (0.2046) loss_giou_3: 0.4238 (0.4404) loss_class_4: 0.7553 (0.8544) loss_bbox_4: 0.2242 (0.2056) loss_giou_4: 0.4238 (0.4412) loss_class_enc: 0.9534 (0.9945) loss_bbox_enc: 0.2514 (0.2501) loss_giou_enc: 0.4953 (0.5165) loss_class_dn: 0.4182 (0.4441) loss_bbox_dn: 0.2835 (0.3490) loss_giou_dn: 0.5000 (0.5386) loss_class_dn_0: 0.4946 (0.5031) loss_bbox_dn_0: 0.4073 (0.4541) loss_giou_dn_0: 0.6276 (0.6778) loss_class_dn_1: 0.4457 (0.4606) loss_bbox_dn_1: 0.3094 (0.3736) loss_giou_dn_1: 0.5315 (0.5694) loss_class_dn_2: 0.4281 (0.4444) loss_bbox_dn_2: 0.2897 (0.3538) loss_giou_dn_2: 0.5013 (0.5453) loss_class_dn_3: 0.4184 (0.4398) loss_bbox_dn_3: 0.2857 (0.3500) loss_giou_dn_3: 0.5008 (0.5397) loss_class_dn_4: 0.4194 (0.4407) loss_bbox_dn_4: 0.2835 (0.3490) loss_giou_dn_4: 0.4997 (0.5385) loss_class_hybrid: 0.7713 (0.8434) loss_bbox_hybrid: 0.2165 (0.2261) loss_giou_hybrid: 0.4345 (0.4826) loss_class_0_hybrid: 0.8250 (0.9095) loss_bbox_0_hybrid: 0.2219 (0.2382) loss_giou_0_hybrid: 0.4628 (0.5097) loss_class_1_hybrid: 0.8055 (0.8742) loss_bbox_1_hybrid: 0.2168 (0.2300) loss_giou_1_hybrid: 0.4502 (0.4909) loss_class_2_hybrid: 0.7672 (0.8588) loss_bbox_2_hybrid: 0.2169 (0.2261) loss_giou_2_hybrid: 0.4389 (0.4845) loss_class_3_hybrid: 0.7630 (0.8473) loss_bbox_3_hybrid: 0.2184 (0.2260) loss_giou_3_hybrid: 0.4337 (0.4829) loss_class_4_hybrid: 0.7584 (0.8430) loss_bbox_4_hybrid: 0.2173 (0.2261) loss_giou_4_hybrid: 0.4351 (0.4829) loss_class_enc_hybrid: 0.8049 (0.8545) loss_bbox_enc_hybrid: 0.2713 (0.2879) loss_giou_enc_hybrid: 0.5440 (0.5841) mem: 1027 max mem: 36964 [2024-01-14 22:09:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:10:37 det.util.engine] INFO: Epoch: [2] [9600/11727] eta: 0:38:06 lr: 0.000100 data_time: 0.0031 iter_time: 1.0482 loss: 29.9257 (30.7224) loss_class: 0.8174 (0.8514) loss_bbox: 0.1836 (0.2063) loss_giou: 0.4427 (0.4416) loss_class_0: 0.9905 (1.0827) loss_bbox_0: 0.1825 (0.2043) loss_giou_0: 0.4492 (0.4492) loss_class_1: 0.8743 (0.9479) loss_bbox_1: 0.1776 (0.2050) loss_giou_1: 0.4433 (0.4433) loss_class_2: 0.8417 (0.8941) loss_bbox_2: 0.1822 (0.2036) loss_giou_2: 0.4511 (0.4412) loss_class_3: 0.8399 (0.8668) loss_bbox_3: 0.1892 (0.2045) loss_giou_3: 0.4443 (0.4404) loss_class_4: 0.8161 (0.8543) loss_bbox_4: 0.1858 (0.2055) loss_giou_4: 0.4449 (0.4411) loss_class_enc: 0.9295 (0.9944) loss_bbox_enc: 0.2271 (0.2500) loss_giou_enc: 0.5032 (0.5165) loss_class_dn: 0.4385 (0.4441) loss_bbox_dn: 0.3256 (0.3489) loss_giou_dn: 0.5475 (0.5386) loss_class_dn_0: 0.5029 (0.5031) loss_bbox_dn_0: 0.4140 (0.4539) loss_giou_dn_0: 0.6816 (0.6778) loss_class_dn_1: 0.4523 (0.4606) loss_bbox_dn_1: 0.3368 (0.3734) loss_giou_dn_1: 0.5725 (0.5693) loss_class_dn_2: 0.4367 (0.4444) loss_bbox_dn_2: 0.3289 (0.3537) loss_giou_dn_2: 0.5526 (0.5452) loss_class_dn_3: 0.4309 (0.4398) loss_bbox_dn_3: 0.3273 (0.3499) loss_giou_dn_3: 0.5488 (0.5397) loss_class_dn_4: 0.4361 (0.4407) loss_bbox_dn_4: 0.3256 (0.3489) loss_giou_dn_4: 0.5475 (0.5384) loss_class_hybrid: 0.8096 (0.8433) loss_bbox_hybrid: 0.2123 (0.2261) loss_giou_hybrid: 0.4857 (0.4826) loss_class_0_hybrid: 0.8517 (0.9095) loss_bbox_0_hybrid: 0.2227 (0.2382) loss_giou_0_hybrid: 0.5086 (0.5096) loss_class_1_hybrid: 0.8259 (0.8742) loss_bbox_1_hybrid: 0.2155 (0.2299) loss_giou_1_hybrid: 0.4929 (0.4909) loss_class_2_hybrid: 0.8096 (0.8588) loss_bbox_2_hybrid: 0.2156 (0.2260) loss_giou_2_hybrid: 0.4889 (0.4845) loss_class_3_hybrid: 0.8091 (0.8472) loss_bbox_3_hybrid: 0.2164 (0.2259) loss_giou_3_hybrid: 0.4870 (0.4829) loss_class_4_hybrid: 0.8084 (0.8430) loss_bbox_4_hybrid: 0.2152 (0.2261) loss_giou_4_hybrid: 0.4842 (0.4828) loss_class_enc_hybrid: 0.8073 (0.8545) loss_bbox_enc_hybrid: 0.2499 (0.2878) loss_giou_enc_hybrid: 0.5760 (0.5841) mem: 1031 max mem: 36964 [2024-01-14 22:10:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:11:31 det.util.engine] INFO: Epoch: [2] [9650/11727] eta: 0:37:12 lr: 0.000100 data_time: 0.0034 iter_time: 1.1164 loss: 29.7398 (30.7208) loss_class: 0.8422 (0.8513) loss_bbox: 0.1762 (0.2063) loss_giou: 0.4120 (0.4417) loss_class_0: 1.0459 (1.0825) loss_bbox_0: 0.1811 (0.2043) loss_giou_0: 0.4253 (0.4494) loss_class_1: 0.9305 (0.9477) loss_bbox_1: 0.1860 (0.2050) loss_giou_1: 0.4281 (0.4434) loss_class_2: 0.8593 (0.8940) loss_bbox_2: 0.1784 (0.2036) loss_giou_2: 0.4201 (0.4413) loss_class_3: 0.8539 (0.8667) loss_bbox_3: 0.1768 (0.2045) loss_giou_3: 0.4226 (0.4405) loss_class_4: 0.8407 (0.8542) loss_bbox_4: 0.1810 (0.2055) loss_giou_4: 0.4120 (0.4413) loss_class_enc: 1.0026 (0.9943) loss_bbox_enc: 0.2222 (0.2500) loss_giou_enc: 0.4937 (0.5166) loss_class_dn: 0.4258 (0.4440) loss_bbox_dn: 0.2796 (0.3487) loss_giou_dn: 0.5088 (0.5386) loss_class_dn_0: 0.4982 (0.5031) loss_bbox_dn_0: 0.4053 (0.4538) loss_giou_dn_0: 0.6593 (0.6778) loss_class_dn_1: 0.4472 (0.4605) loss_bbox_dn_1: 0.3157 (0.3733) loss_giou_dn_1: 0.5473 (0.5693) loss_class_dn_2: 0.4298 (0.4443) loss_bbox_dn_2: 0.2851 (0.3535) loss_giou_dn_2: 0.5197 (0.5452) loss_class_dn_3: 0.4231 (0.4397) loss_bbox_dn_3: 0.2812 (0.3497) loss_giou_dn_3: 0.5120 (0.5397) loss_class_dn_4: 0.4247 (0.4406) loss_bbox_dn_4: 0.2795 (0.3487) loss_giou_dn_4: 0.5087 (0.5384) loss_class_hybrid: 0.8432 (0.8432) loss_bbox_hybrid: 0.1896 (0.2261) loss_giou_hybrid: 0.4348 (0.4827) loss_class_0_hybrid: 0.9101 (0.9094) loss_bbox_0_hybrid: 0.1961 (0.2382) loss_giou_0_hybrid: 0.4672 (0.5097) loss_class_1_hybrid: 0.8703 (0.8741) loss_bbox_1_hybrid: 0.1924 (0.2299) loss_giou_1_hybrid: 0.4534 (0.4910) loss_class_2_hybrid: 0.8512 (0.8586) loss_bbox_2_hybrid: 0.1937 (0.2260) loss_giou_2_hybrid: 0.4446 (0.4846) loss_class_3_hybrid: 0.8556 (0.8471) loss_bbox_3_hybrid: 0.1925 (0.2259) loss_giou_3_hybrid: 0.4396 (0.4830) loss_class_4_hybrid: 0.8463 (0.8429) loss_bbox_4_hybrid: 0.1896 (0.2261) loss_giou_4_hybrid: 0.4326 (0.4830) loss_class_enc_hybrid: 0.8659 (0.8545) loss_bbox_enc_hybrid: 0.2456 (0.2878) loss_giou_enc_hybrid: 0.5344 (0.5841) mem: 1034 max mem: 36964 [2024-01-14 22:11:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:12:26 det.util.engine] INFO: Epoch: [2] [9700/11727] eta: 0:36:19 lr: 0.000100 data_time: 0.0032 iter_time: 1.0818 loss: 29.6461 (30.7179) loss_class: 0.8707 (0.8513) loss_bbox: 0.1781 (0.2063) loss_giou: 0.4041 (0.4416) loss_class_0: 1.0528 (1.0825) loss_bbox_0: 0.1900 (0.2042) loss_giou_0: 0.3934 (0.4493) loss_class_1: 0.9423 (0.9477) loss_bbox_1: 0.1709 (0.2050) loss_giou_1: 0.3846 (0.4433) loss_class_2: 0.8959 (0.8940) loss_bbox_2: 0.1807 (0.2035) loss_giou_2: 0.3845 (0.4412) loss_class_3: 0.8846 (0.8667) loss_bbox_3: 0.1790 (0.2045) loss_giou_3: 0.3827 (0.4404) loss_class_4: 0.8839 (0.8542) loss_bbox_4: 0.1780 (0.2055) loss_giou_4: 0.3979 (0.4412) loss_class_enc: 1.0089 (0.9944) loss_bbox_enc: 0.2150 (0.2500) loss_giou_enc: 0.4894 (0.5165) loss_class_dn: 0.4279 (0.4439) loss_bbox_dn: 0.2913 (0.3487) loss_giou_dn: 0.5051 (0.5385) loss_class_dn_0: 0.4953 (0.5031) loss_bbox_dn_0: 0.4105 (0.4538) loss_giou_dn_0: 0.6470 (0.6777) loss_class_dn_1: 0.4551 (0.4605) loss_bbox_dn_1: 0.3133 (0.3732) loss_giou_dn_1: 0.5327 (0.5692) loss_class_dn_2: 0.4339 (0.4442) loss_bbox_dn_2: 0.2971 (0.3534) loss_giou_dn_2: 0.5073 (0.5451) loss_class_dn_3: 0.4268 (0.4396) loss_bbox_dn_3: 0.2921 (0.3497) loss_giou_dn_3: 0.5058 (0.5396) loss_class_dn_4: 0.4280 (0.4405) loss_bbox_dn_4: 0.2913 (0.3486) loss_giou_dn_4: 0.5048 (0.5383) loss_class_hybrid: 0.8564 (0.8433) loss_bbox_hybrid: 0.2115 (0.2260) loss_giou_hybrid: 0.4160 (0.4826) loss_class_0_hybrid: 0.8770 (0.9094) loss_bbox_0_hybrid: 0.2163 (0.2381) loss_giou_0_hybrid: 0.4554 (0.5096) loss_class_1_hybrid: 0.8547 (0.8741) loss_bbox_1_hybrid: 0.2080 (0.2298) loss_giou_1_hybrid: 0.4186 (0.4909) loss_class_2_hybrid: 0.8492 (0.8587) loss_bbox_2_hybrid: 0.2154 (0.2260) loss_giou_2_hybrid: 0.4148 (0.4845) loss_class_3_hybrid: 0.8468 (0.8472) loss_bbox_3_hybrid: 0.2132 (0.2258) loss_giou_3_hybrid: 0.4146 (0.4829) loss_class_4_hybrid: 0.8564 (0.8429) loss_bbox_4_hybrid: 0.2115 (0.2260) loss_giou_4_hybrid: 0.4138 (0.4829) loss_class_enc_hybrid: 0.8764 (0.8545) loss_bbox_enc_hybrid: 0.2770 (0.2877) loss_giou_enc_hybrid: 0.5370 (0.5840) mem: 1017 max mem: 36964 [2024-01-14 22:12:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:13:21 det.util.engine] INFO: Epoch: [2] [9750/11727] eta: 0:35:25 lr: 0.000100 data_time: 0.0031 iter_time: 1.1015 loss: 29.1552 (30.7131) loss_class: 0.7998 (0.8511) loss_bbox: 0.2106 (0.2062) loss_giou: 0.4340 (0.4416) loss_class_0: 0.9995 (1.0823) loss_bbox_0: 0.2026 (0.2042) loss_giou_0: 0.4231 (0.4493) loss_class_1: 0.8709 (0.9474) loss_bbox_1: 0.2070 (0.2049) loss_giou_1: 0.4241 (0.4433) loss_class_2: 0.8398 (0.8938) loss_bbox_2: 0.2068 (0.2035) loss_giou_2: 0.4202 (0.4413) loss_class_3: 0.8088 (0.8665) loss_bbox_3: 0.2040 (0.2044) loss_giou_3: 0.4226 (0.4404) loss_class_4: 0.7821 (0.8541) loss_bbox_4: 0.2107 (0.2054) loss_giou_4: 0.4199 (0.4412) loss_class_enc: 0.8944 (0.9942) loss_bbox_enc: 0.2545 (0.2499) loss_giou_enc: 0.4977 (0.5164) loss_class_dn: 0.4209 (0.4439) loss_bbox_dn: 0.3538 (0.3485) loss_giou_dn: 0.5199 (0.5384) loss_class_dn_0: 0.4932 (0.5031) loss_bbox_dn_0: 0.4600 (0.4536) loss_giou_dn_0: 0.6518 (0.6776) loss_class_dn_1: 0.4393 (0.4605) loss_bbox_dn_1: 0.3798 (0.3731) loss_giou_dn_1: 0.5449 (0.5691) loss_class_dn_2: 0.4228 (0.4442) loss_bbox_dn_2: 0.3605 (0.3533) loss_giou_dn_2: 0.5258 (0.5450) loss_class_dn_3: 0.4187 (0.4396) loss_bbox_dn_3: 0.3551 (0.3495) loss_giou_dn_3: 0.5202 (0.5395) loss_class_dn_4: 0.4186 (0.4405) loss_bbox_dn_4: 0.3538 (0.3485) loss_giou_dn_4: 0.5195 (0.5382) loss_class_hybrid: 0.7878 (0.8431) loss_bbox_hybrid: 0.2267 (0.2260) loss_giou_hybrid: 0.4512 (0.4826) loss_class_0_hybrid: 0.8599 (0.9093) loss_bbox_0_hybrid: 0.2412 (0.2381) loss_giou_0_hybrid: 0.4785 (0.5096) loss_class_1_hybrid: 0.8202 (0.8739) loss_bbox_1_hybrid: 0.2388 (0.2298) loss_giou_1_hybrid: 0.4617 (0.4909) loss_class_2_hybrid: 0.7894 (0.8585) loss_bbox_2_hybrid: 0.2360 (0.2259) loss_giou_2_hybrid: 0.4571 (0.4845) loss_class_3_hybrid: 0.8044 (0.8470) loss_bbox_3_hybrid: 0.2325 (0.2258) loss_giou_3_hybrid: 0.4500 (0.4829) loss_class_4_hybrid: 0.7989 (0.8428) loss_bbox_4_hybrid: 0.2294 (0.2260) loss_giou_4_hybrid: 0.4484 (0.4829) loss_class_enc_hybrid: 0.8063 (0.8544) loss_bbox_enc_hybrid: 0.2897 (0.2877) loss_giou_enc_hybrid: 0.5696 (0.5840) mem: 1022 max mem: 36964 [2024-01-14 22:13:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:14:15 det.util.engine] INFO: Epoch: [2] [9800/11727] eta: 0:34:32 lr: 0.000100 data_time: 0.0028 iter_time: 1.0848 loss: 29.8707 (30.7117) loss_class: 0.8360 (0.8511) loss_bbox: 0.1994 (0.2062) loss_giou: 0.3966 (0.4416) loss_class_0: 1.0494 (1.0822) loss_bbox_0: 0.1999 (0.2042) loss_giou_0: 0.4085 (0.4492) loss_class_1: 0.8973 (0.9474) loss_bbox_1: 0.2046 (0.2050) loss_giou_1: 0.3934 (0.4433) loss_class_2: 0.8716 (0.8938) loss_bbox_2: 0.2001 (0.2035) loss_giou_2: 0.3965 (0.4412) loss_class_3: 0.8536 (0.8666) loss_bbox_3: 0.1993 (0.2044) loss_giou_3: 0.4004 (0.4404) loss_class_4: 0.8405 (0.8541) loss_bbox_4: 0.1993 (0.2054) loss_giou_4: 0.3952 (0.4412) loss_class_enc: 0.9677 (0.9941) loss_bbox_enc: 0.2359 (0.2499) loss_giou_enc: 0.4727 (0.5164) loss_class_dn: 0.4165 (0.4438) loss_bbox_dn: 0.3532 (0.3484) loss_giou_dn: 0.4906 (0.5383) loss_class_dn_0: 0.4940 (0.5030) loss_bbox_dn_0: 0.4554 (0.4535) loss_giou_dn_0: 0.6406 (0.6775) loss_class_dn_1: 0.4442 (0.4604) loss_bbox_dn_1: 0.3684 (0.3730) loss_giou_dn_1: 0.5243 (0.5691) loss_class_dn_2: 0.4247 (0.4442) loss_bbox_dn_2: 0.3562 (0.3532) loss_giou_dn_2: 0.4988 (0.5449) loss_class_dn_3: 0.4176 (0.4395) loss_bbox_dn_3: 0.3552 (0.3494) loss_giou_dn_3: 0.4909 (0.5394) loss_class_dn_4: 0.4160 (0.4405) loss_bbox_dn_4: 0.3532 (0.3484) loss_giou_dn_4: 0.4905 (0.5382) loss_class_hybrid: 0.8438 (0.8431) loss_bbox_hybrid: 0.2158 (0.2260) loss_giou_hybrid: 0.4241 (0.4826) loss_class_0_hybrid: 0.8907 (0.9092) loss_bbox_0_hybrid: 0.2269 (0.2381) loss_giou_0_hybrid: 0.4510 (0.5096) loss_class_1_hybrid: 0.8581 (0.8739) loss_bbox_1_hybrid: 0.2195 (0.2298) loss_giou_1_hybrid: 0.4428 (0.4909) loss_class_2_hybrid: 0.8421 (0.8585) loss_bbox_2_hybrid: 0.2167 (0.2259) loss_giou_2_hybrid: 0.4348 (0.4845) loss_class_3_hybrid: 0.8246 (0.8470) loss_bbox_3_hybrid: 0.2171 (0.2258) loss_giou_3_hybrid: 0.4323 (0.4829) loss_class_4_hybrid: 0.8265 (0.8428) loss_bbox_4_hybrid: 0.2169 (0.2260) loss_giou_4_hybrid: 0.4254 (0.4828) loss_class_enc_hybrid: 0.8458 (0.8543) loss_bbox_enc_hybrid: 0.2755 (0.2877) loss_giou_enc_hybrid: 0.5286 (0.5840) mem: 1011 max mem: 36964 [2024-01-14 22:14:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:15:10 det.util.engine] INFO: Epoch: [2] [9850/11727] eta: 0:33:38 lr: 0.000100 data_time: 0.0034 iter_time: 1.1122 loss: 29.8230 (30.7102) loss_class: 0.8278 (0.8511) loss_bbox: 0.1980 (0.2062) loss_giou: 0.4617 (0.4416) loss_class_0: 1.0278 (1.0820) loss_bbox_0: 0.2085 (0.2042) loss_giou_0: 0.4627 (0.4493) loss_class_1: 0.9148 (0.9472) loss_bbox_1: 0.2059 (0.2050) loss_giou_1: 0.4719 (0.4433) loss_class_2: 0.8492 (0.8937) loss_bbox_2: 0.2083 (0.2035) loss_giou_2: 0.4626 (0.4413) loss_class_3: 0.8478 (0.8664) loss_bbox_3: 0.2054 (0.2044) loss_giou_3: 0.4641 (0.4404) loss_class_4: 0.8357 (0.8540) loss_bbox_4: 0.2039 (0.2054) loss_giou_4: 0.4611 (0.4412) loss_class_enc: 0.9660 (0.9940) loss_bbox_enc: 0.2458 (0.2499) loss_giou_enc: 0.5355 (0.5164) loss_class_dn: 0.4395 (0.4438) loss_bbox_dn: 0.3099 (0.3484) loss_giou_dn: 0.5284 (0.5383) loss_class_dn_0: 0.5005 (0.5030) loss_bbox_dn_0: 0.4352 (0.4535) loss_giou_dn_0: 0.6808 (0.6775) loss_class_dn_1: 0.4544 (0.4604) loss_bbox_dn_1: 0.3431 (0.3730) loss_giou_dn_1: 0.5711 (0.5691) loss_class_dn_2: 0.4416 (0.4441) loss_bbox_dn_2: 0.3248 (0.3532) loss_giou_dn_2: 0.5369 (0.5449) loss_class_dn_3: 0.4374 (0.4395) loss_bbox_dn_3: 0.3114 (0.3494) loss_giou_dn_3: 0.5312 (0.5394) loss_class_dn_4: 0.4374 (0.4404) loss_bbox_dn_4: 0.3098 (0.3484) loss_giou_dn_4: 0.5285 (0.5382) loss_class_hybrid: 0.8189 (0.8430) loss_bbox_hybrid: 0.2327 (0.2260) loss_giou_hybrid: 0.4916 (0.4826) loss_class_0_hybrid: 0.8792 (0.9091) loss_bbox_0_hybrid: 0.2326 (0.2381) loss_giou_0_hybrid: 0.5092 (0.5097) loss_class_1_hybrid: 0.8317 (0.8738) loss_bbox_1_hybrid: 0.2234 (0.2298) loss_giou_1_hybrid: 0.5027 (0.4909) loss_class_2_hybrid: 0.8251 (0.8584) loss_bbox_2_hybrid: 0.2289 (0.2259) loss_giou_2_hybrid: 0.4934 (0.4845) loss_class_3_hybrid: 0.8388 (0.8469) loss_bbox_3_hybrid: 0.2335 (0.2258) loss_giou_3_hybrid: 0.4887 (0.4830) loss_class_4_hybrid: 0.8272 (0.8427) loss_bbox_4_hybrid: 0.2329 (0.2260) loss_giou_4_hybrid: 0.4915 (0.4829) loss_class_enc_hybrid: 0.8236 (0.8542) loss_bbox_enc_hybrid: 0.2759 (0.2877) loss_giou_enc_hybrid: 0.5948 (0.5840) mem: 1021 max mem: 36964 [2024-01-14 22:15:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:16:04 det.util.engine] INFO: Epoch: [2] [9900/11727] eta: 0:32:44 lr: 0.000100 data_time: 0.0033 iter_time: 1.0844 loss: 29.8049 (30.7076) loss_class: 0.8108 (0.8509) loss_bbox: 0.1761 (0.2062) loss_giou: 0.3939 (0.4417) loss_class_0: 1.0212 (1.0818) loss_bbox_0: 0.1784 (0.2042) loss_giou_0: 0.4067 (0.4494) loss_class_1: 0.8961 (0.9470) loss_bbox_1: 0.1825 (0.2049) loss_giou_1: 0.4084 (0.4434) loss_class_2: 0.8407 (0.8935) loss_bbox_2: 0.1750 (0.2035) loss_giou_2: 0.4043 (0.4413) loss_class_3: 0.8147 (0.8663) loss_bbox_3: 0.1766 (0.2044) loss_giou_3: 0.4004 (0.4405) loss_class_4: 0.8294 (0.8538) loss_bbox_4: 0.1767 (0.2054) loss_giou_4: 0.4030 (0.4413) loss_class_enc: 0.9800 (0.9938) loss_bbox_enc: 0.2238 (0.2498) loss_giou_enc: 0.4822 (0.5165) loss_class_dn: 0.4188 (0.4437) loss_bbox_dn: 0.3037 (0.3483) loss_giou_dn: 0.5049 (0.5383) loss_class_dn_0: 0.4973 (0.5030) loss_bbox_dn_0: 0.4116 (0.4534) loss_giou_dn_0: 0.6511 (0.6775) loss_class_dn_1: 0.4395 (0.4604) loss_bbox_dn_1: 0.3346 (0.3728) loss_giou_dn_1: 0.5429 (0.5690) loss_class_dn_2: 0.4253 (0.4441) loss_bbox_dn_2: 0.3102 (0.3531) loss_giou_dn_2: 0.5136 (0.5449) loss_class_dn_3: 0.4177 (0.4394) loss_bbox_dn_3: 0.3066 (0.3493) loss_giou_dn_3: 0.5076 (0.5394) loss_class_dn_4: 0.4161 (0.4403) loss_bbox_dn_4: 0.3036 (0.3483) loss_giou_dn_4: 0.5047 (0.5382) loss_class_hybrid: 0.8221 (0.8429) loss_bbox_hybrid: 0.1956 (0.2259) loss_giou_hybrid: 0.4566 (0.4827) loss_class_0_hybrid: 0.9104 (0.9090) loss_bbox_0_hybrid: 0.1993 (0.2380) loss_giou_0_hybrid: 0.4810 (0.5098) loss_class_1_hybrid: 0.9079 (0.8737) loss_bbox_1_hybrid: 0.1998 (0.2298) loss_giou_1_hybrid: 0.4689 (0.4910) loss_class_2_hybrid: 0.8882 (0.8582) loss_bbox_2_hybrid: 0.1954 (0.2259) loss_giou_2_hybrid: 0.4598 (0.4846) loss_class_3_hybrid: 0.8621 (0.8468) loss_bbox_3_hybrid: 0.1948 (0.2258) loss_giou_3_hybrid: 0.4551 (0.4831) loss_class_4_hybrid: 0.8651 (0.8426) loss_bbox_4_hybrid: 0.1935 (0.2259) loss_giou_4_hybrid: 0.4568 (0.4830) loss_class_enc_hybrid: 0.8515 (0.8541) loss_bbox_enc_hybrid: 0.2478 (0.2876) loss_giou_enc_hybrid: 0.5596 (0.5841) mem: 1017 max mem: 36964 [2024-01-14 22:16:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:16:58 det.util.engine] INFO: Epoch: [2] [9950/11727] eta: 0:31:51 lr: 0.000100 data_time: 0.0030 iter_time: 1.0735 loss: 29.8767 (30.7044) loss_class: 0.8183 (0.8508) loss_bbox: 0.1955 (0.2062) loss_giou: 0.4175 (0.4416) loss_class_0: 1.0283 (1.0817) loss_bbox_0: 0.1881 (0.2042) loss_giou_0: 0.4315 (0.4493) loss_class_1: 0.9032 (0.9469) loss_bbox_1: 0.2001 (0.2049) loss_giou_1: 0.4140 (0.4433) loss_class_2: 0.8504 (0.8934) loss_bbox_2: 0.2006 (0.2035) loss_giou_2: 0.3912 (0.4412) loss_class_3: 0.8138 (0.8662) loss_bbox_3: 0.1925 (0.2044) loss_giou_3: 0.4156 (0.4404) loss_class_4: 0.8174 (0.8537) loss_bbox_4: 0.1889 (0.2054) loss_giou_4: 0.4176 (0.4412) loss_class_enc: 0.9370 (0.9937) loss_bbox_enc: 0.2532 (0.2499) loss_giou_enc: 0.4932 (0.5164) loss_class_dn: 0.4245 (0.4436) loss_bbox_dn: 0.3315 (0.3483) loss_giou_dn: 0.5014 (0.5382) loss_class_dn_0: 0.4999 (0.5029) loss_bbox_dn_0: 0.4329 (0.4534) loss_giou_dn_0: 0.6601 (0.6774) loss_class_dn_1: 0.4443 (0.4603) loss_bbox_dn_1: 0.3496 (0.3729) loss_giou_dn_1: 0.5381 (0.5689) loss_class_dn_2: 0.4280 (0.4440) loss_bbox_dn_2: 0.3381 (0.3531) loss_giou_dn_2: 0.5097 (0.5448) loss_class_dn_3: 0.4216 (0.4394) loss_bbox_dn_3: 0.3312 (0.3493) loss_giou_dn_3: 0.5028 (0.5393) loss_class_dn_4: 0.4229 (0.4403) loss_bbox_dn_4: 0.3315 (0.3483) loss_giou_dn_4: 0.5011 (0.5381) loss_class_hybrid: 0.7896 (0.8428) loss_bbox_hybrid: 0.2011 (0.2260) loss_giou_hybrid: 0.4515 (0.4826) loss_class_0_hybrid: 0.8699 (0.9089) loss_bbox_0_hybrid: 0.2096 (0.2381) loss_giou_0_hybrid: 0.4927 (0.5097) loss_class_1_hybrid: 0.8162 (0.8736) loss_bbox_1_hybrid: 0.2012 (0.2298) loss_giou_1_hybrid: 0.4667 (0.4909) loss_class_2_hybrid: 0.8003 (0.8582) loss_bbox_2_hybrid: 0.1970 (0.2259) loss_giou_2_hybrid: 0.4386 (0.4845) loss_class_3_hybrid: 0.7834 (0.8467) loss_bbox_3_hybrid: 0.1982 (0.2258) loss_giou_3_hybrid: 0.4499 (0.4829) loss_class_4_hybrid: 0.7954 (0.8425) loss_bbox_4_hybrid: 0.1981 (0.2260) loss_giou_4_hybrid: 0.4557 (0.4829) loss_class_enc_hybrid: 0.8448 (0.8541) loss_bbox_enc_hybrid: 0.2715 (0.2876) loss_giou_enc_hybrid: 0.5648 (0.5840) mem: 1002 max mem: 36964 [2024-01-14 22:16:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:17:52 det.util.engine] INFO: Epoch: [2] [10000/11727] eta: 0:30:57 lr: 0.000100 data_time: 0.0032 iter_time: 1.0344 loss: 29.5525 (30.7013) loss_class: 0.8246 (0.8508) loss_bbox: 0.1951 (0.2062) loss_giou: 0.4412 (0.4415) loss_class_0: 1.0697 (1.0816) loss_bbox_0: 0.1861 (0.2042) loss_giou_0: 0.4561 (0.4492) loss_class_1: 0.8921 (0.9469) loss_bbox_1: 0.1964 (0.2049) loss_giou_1: 0.4268 (0.4432) loss_class_2: 0.8443 (0.8933) loss_bbox_2: 0.1922 (0.2035) loss_giou_2: 0.4287 (0.4412) loss_class_3: 0.8263 (0.8662) loss_bbox_3: 0.1945 (0.2044) loss_giou_3: 0.4378 (0.4403) loss_class_4: 0.8233 (0.8537) loss_bbox_4: 0.1878 (0.2054) loss_giou_4: 0.4387 (0.4411) loss_class_enc: 0.9450 (0.9937) loss_bbox_enc: 0.2325 (0.2498) loss_giou_enc: 0.5096 (0.5163) loss_class_dn: 0.4258 (0.4436) loss_bbox_dn: 0.2817 (0.3483) loss_giou_dn: 0.5306 (0.5381) loss_class_dn_0: 0.4957 (0.5029) loss_bbox_dn_0: 0.3820 (0.4534) loss_giou_dn_0: 0.6444 (0.6773) loss_class_dn_1: 0.4516 (0.4603) loss_bbox_dn_1: 0.3077 (0.3728) loss_giou_dn_1: 0.5500 (0.5689) loss_class_dn_2: 0.4306 (0.4440) loss_bbox_dn_2: 0.2894 (0.3530) loss_giou_dn_2: 0.5338 (0.5447) loss_class_dn_3: 0.4257 (0.4393) loss_bbox_dn_3: 0.2838 (0.3493) loss_giou_dn_3: 0.5308 (0.5392) loss_class_dn_4: 0.4272 (0.4402) loss_bbox_dn_4: 0.2817 (0.3483) loss_giou_dn_4: 0.5306 (0.5380) loss_class_hybrid: 0.8163 (0.8428) loss_bbox_hybrid: 0.2106 (0.2259) loss_giou_hybrid: 0.4639 (0.4825) loss_class_0_hybrid: 0.8606 (0.9089) loss_bbox_0_hybrid: 0.2201 (0.2380) loss_giou_0_hybrid: 0.5028 (0.5096) loss_class_1_hybrid: 0.8433 (0.8736) loss_bbox_1_hybrid: 0.2138 (0.2298) loss_giou_1_hybrid: 0.4760 (0.4908) loss_class_2_hybrid: 0.8099 (0.8581) loss_bbox_2_hybrid: 0.2088 (0.2259) loss_giou_2_hybrid: 0.4702 (0.4844) loss_class_3_hybrid: 0.8253 (0.8467) loss_bbox_3_hybrid: 0.2097 (0.2258) loss_giou_3_hybrid: 0.4706 (0.4829) loss_class_4_hybrid: 0.8143 (0.8425) loss_bbox_4_hybrid: 0.2108 (0.2259) loss_giou_4_hybrid: 0.4709 (0.4828) loss_class_enc_hybrid: 0.8267 (0.8541) loss_bbox_enc_hybrid: 0.2719 (0.2876) loss_giou_enc_hybrid: 0.5831 (0.5839) mem: 1030 max mem: 36964 [2024-01-14 22:17:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:18:47 det.util.engine] INFO: Epoch: [2] [10050/11727] eta: 0:30:03 lr: 0.000100 data_time: 0.0030 iter_time: 1.1148 loss: 29.8991 (30.7005) loss_class: 0.8266 (0.8508) loss_bbox: 0.2052 (0.2062) loss_giou: 0.4158 (0.4415) loss_class_0: 1.0493 (1.0817) loss_bbox_0: 0.1935 (0.2042) loss_giou_0: 0.4240 (0.4491) loss_class_1: 0.9082 (0.9469) loss_bbox_1: 0.2037 (0.2049) loss_giou_1: 0.4115 (0.4431) loss_class_2: 0.8679 (0.8934) loss_bbox_2: 0.1924 (0.2035) loss_giou_2: 0.4246 (0.4411) loss_class_3: 0.8430 (0.8662) loss_bbox_3: 0.2060 (0.2044) loss_giou_3: 0.4245 (0.4403) loss_class_4: 0.8335 (0.8537) loss_bbox_4: 0.2023 (0.2053) loss_giou_4: 0.4160 (0.4410) loss_class_enc: 0.9715 (0.9937) loss_bbox_enc: 0.2520 (0.2498) loss_giou_enc: 0.4883 (0.5162) loss_class_dn: 0.4504 (0.4436) loss_bbox_dn: 0.3348 (0.3483) loss_giou_dn: 0.5252 (0.5380) loss_class_dn_0: 0.5041 (0.5030) loss_bbox_dn_0: 0.4524 (0.4534) loss_giou_dn_0: 0.6506 (0.6772) loss_class_dn_1: 0.4617 (0.4603) loss_bbox_dn_1: 0.3633 (0.3728) loss_giou_dn_1: 0.5546 (0.5688) loss_class_dn_2: 0.4490 (0.4440) loss_bbox_dn_2: 0.3432 (0.3531) loss_giou_dn_2: 0.5276 (0.5446) loss_class_dn_3: 0.4392 (0.4393) loss_bbox_dn_3: 0.3354 (0.3493) loss_giou_dn_3: 0.5239 (0.5392) loss_class_dn_4: 0.4446 (0.4402) loss_bbox_dn_4: 0.3347 (0.3483) loss_giou_dn_4: 0.5239 (0.5379) loss_class_hybrid: 0.8576 (0.8429) loss_bbox_hybrid: 0.2071 (0.2259) loss_giou_hybrid: 0.4271 (0.4824) loss_class_0_hybrid: 0.9274 (0.9091) loss_bbox_0_hybrid: 0.2268 (0.2380) loss_giou_0_hybrid: 0.4625 (0.5095) loss_class_1_hybrid: 0.8625 (0.8737) loss_bbox_1_hybrid: 0.2143 (0.2297) loss_giou_1_hybrid: 0.4280 (0.4907) loss_class_2_hybrid: 0.8717 (0.8582) loss_bbox_2_hybrid: 0.2100 (0.2259) loss_giou_2_hybrid: 0.4212 (0.4843) loss_class_3_hybrid: 0.8554 (0.8468) loss_bbox_3_hybrid: 0.2063 (0.2257) loss_giou_3_hybrid: 0.4319 (0.4828) loss_class_4_hybrid: 0.8599 (0.8426) loss_bbox_4_hybrid: 0.2053 (0.2259) loss_giou_4_hybrid: 0.4293 (0.4827) loss_class_enc_hybrid: 0.8703 (0.8542) loss_bbox_enc_hybrid: 0.2752 (0.2876) loss_giou_enc_hybrid: 0.5509 (0.5837) mem: 1019 max mem: 36964 [2024-01-14 22:18:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:19:41 det.util.engine] INFO: Epoch: [2] [10100/11727] eta: 0:29:09 lr: 0.000100 data_time: 0.0032 iter_time: 1.0565 loss: 30.6135 (30.7016) loss_class: 0.8541 (0.8510) loss_bbox: 0.1905 (0.2062) loss_giou: 0.4335 (0.4413) loss_class_0: 1.0475 (1.0818) loss_bbox_0: 0.2001 (0.2042) loss_giou_0: 0.4345 (0.4490) loss_class_1: 0.9793 (0.9471) loss_bbox_1: 0.1907 (0.2049) loss_giou_1: 0.4246 (0.4430) loss_class_2: 0.9098 (0.8936) loss_bbox_2: 0.1772 (0.2035) loss_giou_2: 0.4284 (0.4409) loss_class_3: 0.8684 (0.8664) loss_bbox_3: 0.1904 (0.2044) loss_giou_3: 0.4339 (0.4401) loss_class_4: 0.8682 (0.8539) loss_bbox_4: 0.1894 (0.2054) loss_giou_4: 0.4379 (0.4409) loss_class_enc: 0.9917 (0.9938) loss_bbox_enc: 0.2378 (0.2498) loss_giou_enc: 0.4957 (0.5161) loss_class_dn: 0.4294 (0.4435) loss_bbox_dn: 0.3188 (0.3484) loss_giou_dn: 0.5464 (0.5380) loss_class_dn_0: 0.4938 (0.5029) loss_bbox_dn_0: 0.4171 (0.4535) loss_giou_dn_0: 0.6821 (0.6772) loss_class_dn_1: 0.4480 (0.4603) loss_bbox_dn_1: 0.3446 (0.3730) loss_giou_dn_1: 0.5766 (0.5687) loss_class_dn_2: 0.4313 (0.4439) loss_bbox_dn_2: 0.3208 (0.3532) loss_giou_dn_2: 0.5529 (0.5446) loss_class_dn_3: 0.4294 (0.4393) loss_bbox_dn_3: 0.3195 (0.3494) loss_giou_dn_3: 0.5465 (0.5391) loss_class_dn_4: 0.4247 (0.4402) loss_bbox_dn_4: 0.3188 (0.3484) loss_giou_dn_4: 0.5460 (0.5379) loss_class_hybrid: 0.8261 (0.8431) loss_bbox_hybrid: 0.2194 (0.2259) loss_giou_hybrid: 0.4786 (0.4823) loss_class_0_hybrid: 0.8846 (0.9092) loss_bbox_0_hybrid: 0.2290 (0.2380) loss_giou_0_hybrid: 0.4986 (0.5093) loss_class_1_hybrid: 0.8881 (0.8739) loss_bbox_1_hybrid: 0.2222 (0.2298) loss_giou_1_hybrid: 0.4893 (0.4906) loss_class_2_hybrid: 0.8499 (0.8584) loss_bbox_2_hybrid: 0.2204 (0.2259) loss_giou_2_hybrid: 0.4835 (0.4842) loss_class_3_hybrid: 0.8390 (0.8470) loss_bbox_3_hybrid: 0.2189 (0.2258) loss_giou_3_hybrid: 0.4782 (0.4826) loss_class_4_hybrid: 0.8298 (0.8428) loss_bbox_4_hybrid: 0.2203 (0.2259) loss_giou_4_hybrid: 0.4802 (0.4825) loss_class_enc_hybrid: 0.8271 (0.8543) loss_bbox_enc_hybrid: 0.2778 (0.2876) loss_giou_enc_hybrid: 0.5782 (0.5836) mem: 1026 max mem: 36964 [2024-01-14 22:19:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:20:35 det.util.engine] INFO: Epoch: [2] [10150/11727] eta: 0:28:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.0938 loss: 29.5038 (30.6954) loss_class: 0.7958 (0.8507) loss_bbox: 0.1937 (0.2061) loss_giou: 0.4456 (0.4413) loss_class_0: 1.0108 (1.0816) loss_bbox_0: 0.1877 (0.2041) loss_giou_0: 0.4368 (0.4490) loss_class_1: 0.8949 (0.9469) loss_bbox_1: 0.1848 (0.2048) loss_giou_1: 0.4371 (0.4430) loss_class_2: 0.8397 (0.8934) loss_bbox_2: 0.1959 (0.2034) loss_giou_2: 0.4411 (0.4409) loss_class_3: 0.8025 (0.8661) loss_bbox_3: 0.1933 (0.2043) loss_giou_3: 0.4412 (0.4401) loss_class_4: 0.8073 (0.8537) loss_bbox_4: 0.1938 (0.2053) loss_giou_4: 0.4454 (0.4409) loss_class_enc: 0.9476 (0.9936) loss_bbox_enc: 0.2308 (0.2497) loss_giou_enc: 0.4961 (0.5161) loss_class_dn: 0.4170 (0.4434) loss_bbox_dn: 0.2964 (0.3482) loss_giou_dn: 0.5403 (0.5379) loss_class_dn_0: 0.4901 (0.5029) loss_bbox_dn_0: 0.3838 (0.4533) loss_giou_dn_0: 0.6743 (0.6771) loss_class_dn_1: 0.4458 (0.4602) loss_bbox_dn_1: 0.3200 (0.3728) loss_giou_dn_1: 0.5677 (0.5687) loss_class_dn_2: 0.4285 (0.4439) loss_bbox_dn_2: 0.3012 (0.3530) loss_giou_dn_2: 0.5450 (0.5445) loss_class_dn_3: 0.4209 (0.4392) loss_bbox_dn_3: 0.2971 (0.3492) loss_giou_dn_3: 0.5416 (0.5391) loss_class_dn_4: 0.4164 (0.4401) loss_bbox_dn_4: 0.2964 (0.3482) loss_giou_dn_4: 0.5401 (0.5378) loss_class_hybrid: 0.7946 (0.8429) loss_bbox_hybrid: 0.2072 (0.2258) loss_giou_hybrid: 0.4717 (0.4823) loss_class_0_hybrid: 0.8815 (0.9091) loss_bbox_0_hybrid: 0.2181 (0.2379) loss_giou_0_hybrid: 0.4850 (0.5093) loss_class_1_hybrid: 0.8239 (0.8736) loss_bbox_1_hybrid: 0.2176 (0.2297) loss_giou_1_hybrid: 0.4710 (0.4906) loss_class_2_hybrid: 0.8090 (0.8582) loss_bbox_2_hybrid: 0.2096 (0.2258) loss_giou_2_hybrid: 0.4624 (0.4842) loss_class_3_hybrid: 0.7964 (0.8468) loss_bbox_3_hybrid: 0.2074 (0.2257) loss_giou_3_hybrid: 0.4639 (0.4826) loss_class_4_hybrid: 0.7948 (0.8426) loss_bbox_4_hybrid: 0.2088 (0.2258) loss_giou_4_hybrid: 0.4702 (0.4826) loss_class_enc_hybrid: 0.8133 (0.8542) loss_bbox_enc_hybrid: 0.2670 (0.2874) loss_giou_enc_hybrid: 0.5615 (0.5836) mem: 1028 max mem: 36964 [2024-01-14 22:20:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:21:29 det.util.engine] INFO: Epoch: [2] [10200/11727] eta: 0:27:22 lr: 0.000100 data_time: 0.0036 iter_time: 1.0692 loss: 29.7698 (30.6928) loss_class: 0.8015 (0.8507) loss_bbox: 0.2001 (0.2061) loss_giou: 0.4332 (0.4413) loss_class_0: 1.0003 (1.0814) loss_bbox_0: 0.2027 (0.2041) loss_giou_0: 0.4604 (0.4490) loss_class_1: 0.8755 (0.9468) loss_bbox_1: 0.1974 (0.2048) loss_giou_1: 0.4420 (0.4430) loss_class_2: 0.8273 (0.8933) loss_bbox_2: 0.1903 (0.2034) loss_giou_2: 0.4321 (0.4409) loss_class_3: 0.8124 (0.8660) loss_bbox_3: 0.1991 (0.2043) loss_giou_3: 0.4282 (0.4401) loss_class_4: 0.8189 (0.8536) loss_bbox_4: 0.2001 (0.2053) loss_giou_4: 0.4283 (0.4409) loss_class_enc: 0.9488 (0.9935) loss_bbox_enc: 0.2260 (0.2497) loss_giou_enc: 0.5022 (0.5161) loss_class_dn: 0.4179 (0.4434) loss_bbox_dn: 0.2859 (0.3482) loss_giou_dn: 0.5398 (0.5379) loss_class_dn_0: 0.4977 (0.5029) loss_bbox_dn_0: 0.3873 (0.4532) loss_giou_dn_0: 0.6703 (0.6770) loss_class_dn_1: 0.4452 (0.4601) loss_bbox_dn_1: 0.3136 (0.3727) loss_giou_dn_1: 0.5662 (0.5686) loss_class_dn_2: 0.4243 (0.4438) loss_bbox_dn_2: 0.2866 (0.3529) loss_giou_dn_2: 0.5462 (0.5445) loss_class_dn_3: 0.4171 (0.4391) loss_bbox_dn_3: 0.2849 (0.3492) loss_giou_dn_3: 0.5404 (0.5390) loss_class_dn_4: 0.4180 (0.4400) loss_bbox_dn_4: 0.2860 (0.3482) loss_giou_dn_4: 0.5398 (0.5377) loss_class_hybrid: 0.7910 (0.8428) loss_bbox_hybrid: 0.2166 (0.2258) loss_giou_hybrid: 0.4748 (0.4823) loss_class_0_hybrid: 0.8428 (0.9090) loss_bbox_0_hybrid: 0.2265 (0.2379) loss_giou_0_hybrid: 0.5045 (0.5093) loss_class_1_hybrid: 0.8306 (0.8736) loss_bbox_1_hybrid: 0.2132 (0.2297) loss_giou_1_hybrid: 0.4779 (0.4906) loss_class_2_hybrid: 0.8256 (0.8581) loss_bbox_2_hybrid: 0.2132 (0.2258) loss_giou_2_hybrid: 0.4786 (0.4842) loss_class_3_hybrid: 0.7935 (0.8467) loss_bbox_3_hybrid: 0.2139 (0.2257) loss_giou_3_hybrid: 0.4719 (0.4826) loss_class_4_hybrid: 0.8038 (0.8425) loss_bbox_4_hybrid: 0.2165 (0.2258) loss_giou_4_hybrid: 0.4701 (0.4825) loss_class_enc_hybrid: 0.8121 (0.8541) loss_bbox_enc_hybrid: 0.2710 (0.2874) loss_giou_enc_hybrid: 0.5693 (0.5835) mem: 1023 max mem: 36964 [2024-01-14 22:21:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:22:23 det.util.engine] INFO: Epoch: [2] [10250/11727] eta: 0:26:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.1258 loss: 29.7892 (30.6912) loss_class: 0.8333 (0.8506) loss_bbox: 0.1869 (0.2061) loss_giou: 0.4362 (0.4414) loss_class_0: 1.0392 (1.0812) loss_bbox_0: 0.1714 (0.2041) loss_giou_0: 0.4580 (0.4491) loss_class_1: 0.9195 (0.9467) loss_bbox_1: 0.1758 (0.2048) loss_giou_1: 0.4384 (0.4430) loss_class_2: 0.8809 (0.8933) loss_bbox_2: 0.1766 (0.2033) loss_giou_2: 0.4424 (0.4410) loss_class_3: 0.8259 (0.8659) loss_bbox_3: 0.1812 (0.2043) loss_giou_3: 0.4280 (0.4402) loss_class_4: 0.8297 (0.8535) loss_bbox_4: 0.1849 (0.2053) loss_giou_4: 0.4305 (0.4409) loss_class_enc: 0.9892 (0.9934) loss_bbox_enc: 0.2288 (0.2497) loss_giou_enc: 0.5211 (0.5161) loss_class_dn: 0.4380 (0.4433) loss_bbox_dn: 0.3051 (0.3480) loss_giou_dn: 0.5090 (0.5378) loss_class_dn_0: 0.5003 (0.5029) loss_bbox_dn_0: 0.4014 (0.4531) loss_giou_dn_0: 0.6667 (0.6770) loss_class_dn_1: 0.4547 (0.4601) loss_bbox_dn_1: 0.3308 (0.3726) loss_giou_dn_1: 0.5407 (0.5686) loss_class_dn_2: 0.4424 (0.4438) loss_bbox_dn_2: 0.3134 (0.3528) loss_giou_dn_2: 0.5137 (0.5444) loss_class_dn_3: 0.4368 (0.4391) loss_bbox_dn_3: 0.3078 (0.3490) loss_giou_dn_3: 0.5083 (0.5390) loss_class_dn_4: 0.4344 (0.4400) loss_bbox_dn_4: 0.3051 (0.3480) loss_giou_dn_4: 0.5086 (0.5377) loss_class_hybrid: 0.8061 (0.8427) loss_bbox_hybrid: 0.2011 (0.2258) loss_giou_hybrid: 0.4759 (0.4824) loss_class_0_hybrid: 0.8827 (0.9089) loss_bbox_0_hybrid: 0.2080 (0.2379) loss_giou_0_hybrid: 0.5069 (0.5094) loss_class_1_hybrid: 0.8433 (0.8735) loss_bbox_1_hybrid: 0.2087 (0.2297) loss_giou_1_hybrid: 0.4848 (0.4907) loss_class_2_hybrid: 0.8529 (0.8580) loss_bbox_2_hybrid: 0.2003 (0.2258) loss_giou_2_hybrid: 0.4771 (0.4843) loss_class_3_hybrid: 0.8250 (0.8466) loss_bbox_3_hybrid: 0.2062 (0.2257) loss_giou_3_hybrid: 0.4793 (0.4827) loss_class_4_hybrid: 0.8113 (0.8424) loss_bbox_4_hybrid: 0.2019 (0.2258) loss_giou_4_hybrid: 0.4746 (0.4827) loss_class_enc_hybrid: 0.8296 (0.8540) loss_bbox_enc_hybrid: 0.2551 (0.2874) loss_giou_enc_hybrid: 0.5879 (0.5836) mem: 1025 max mem: 36964 [2024-01-14 22:22:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:23:18 det.util.engine] INFO: Epoch: [2] [10300/11727] eta: 0:25:35 lr: 0.000100 data_time: 0.0027 iter_time: 1.1003 loss: 30.4268 (30.6877) loss_class: 0.8342 (0.8504) loss_bbox: 0.1808 (0.2061) loss_giou: 0.4038 (0.4414) loss_class_0: 1.0610 (1.0810) loss_bbox_0: 0.1878 (0.2041) loss_giou_0: 0.4191 (0.4490) loss_class_1: 0.9522 (0.9465) loss_bbox_1: 0.1859 (0.2048) loss_giou_1: 0.4021 (0.4430) loss_class_2: 0.8888 (0.8931) loss_bbox_2: 0.1770 (0.2034) loss_giou_2: 0.4042 (0.4409) loss_class_3: 0.8499 (0.8658) loss_bbox_3: 0.1874 (0.2043) loss_giou_3: 0.4050 (0.4401) loss_class_4: 0.8554 (0.8534) loss_bbox_4: 0.1858 (0.2053) loss_giou_4: 0.4037 (0.4409) loss_class_enc: 0.9730 (0.9933) loss_bbox_enc: 0.2418 (0.2497) loss_giou_enc: 0.4770 (0.5160) loss_class_dn: 0.4361 (0.4432) loss_bbox_dn: 0.3361 (0.3480) loss_giou_dn: 0.5427 (0.5378) loss_class_dn_0: 0.4937 (0.5028) loss_bbox_dn_0: 0.4328 (0.4531) loss_giou_dn_0: 0.6676 (0.6769) loss_class_dn_1: 0.4503 (0.4601) loss_bbox_dn_1: 0.3656 (0.3726) loss_giou_dn_1: 0.5802 (0.5685) loss_class_dn_2: 0.4307 (0.4437) loss_bbox_dn_2: 0.3416 (0.3528) loss_giou_dn_2: 0.5484 (0.5444) loss_class_dn_3: 0.4232 (0.4390) loss_bbox_dn_3: 0.3404 (0.3490) loss_giou_dn_3: 0.5439 (0.5389) loss_class_dn_4: 0.4255 (0.4399) loss_bbox_dn_4: 0.3361 (0.3480) loss_giou_dn_4: 0.5425 (0.5376) loss_class_hybrid: 0.8733 (0.8426) loss_bbox_hybrid: 0.1999 (0.2258) loss_giou_hybrid: 0.4584 (0.4824) loss_class_0_hybrid: 0.9204 (0.9088) loss_bbox_0_hybrid: 0.2164 (0.2379) loss_giou_0_hybrid: 0.4821 (0.5094) loss_class_1_hybrid: 0.9020 (0.8733) loss_bbox_1_hybrid: 0.2045 (0.2297) loss_giou_1_hybrid: 0.4772 (0.4906) loss_class_2_hybrid: 0.8863 (0.8578) loss_bbox_2_hybrid: 0.2020 (0.2258) loss_giou_2_hybrid: 0.4625 (0.4843) loss_class_3_hybrid: 0.8772 (0.8465) loss_bbox_3_hybrid: 0.2012 (0.2257) loss_giou_3_hybrid: 0.4603 (0.4827) loss_class_4_hybrid: 0.8672 (0.8422) loss_bbox_4_hybrid: 0.1988 (0.2258) loss_giou_4_hybrid: 0.4574 (0.4826) loss_class_enc_hybrid: 0.8221 (0.8539) loss_bbox_enc_hybrid: 0.2699 (0.2874) loss_giou_enc_hybrid: 0.5443 (0.5835) mem: 1029 max mem: 36964 [2024-01-14 22:23:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:24:12 det.util.engine] INFO: Epoch: [2] [10350/11727] eta: 0:24:41 lr: 0.000100 data_time: 0.0033 iter_time: 1.0787 loss: 29.7790 (30.6823) loss_class: 0.7770 (0.8502) loss_bbox: 0.1800 (0.2061) loss_giou: 0.4434 (0.4413) loss_class_0: 1.0564 (1.0810) loss_bbox_0: 0.1766 (0.2040) loss_giou_0: 0.4334 (0.4489) loss_class_1: 0.8558 (0.9464) loss_bbox_1: 0.1890 (0.2048) loss_giou_1: 0.4539 (0.4429) loss_class_2: 0.8225 (0.8929) loss_bbox_2: 0.1814 (0.2033) loss_giou_2: 0.4336 (0.4409) loss_class_3: 0.7856 (0.8656) loss_bbox_3: 0.1836 (0.2043) loss_giou_3: 0.4278 (0.4401) loss_class_4: 0.7799 (0.8532) loss_bbox_4: 0.1836 (0.2052) loss_giou_4: 0.4433 (0.4409) loss_class_enc: 0.9911 (0.9932) loss_bbox_enc: 0.2295 (0.2496) loss_giou_enc: 0.4992 (0.5159) loss_class_dn: 0.4210 (0.4431) loss_bbox_dn: 0.3109 (0.3479) loss_giou_dn: 0.5211 (0.5377) loss_class_dn_0: 0.4860 (0.5028) loss_bbox_dn_0: 0.4103 (0.4530) loss_giou_dn_0: 0.6657 (0.6768) loss_class_dn_1: 0.4405 (0.4600) loss_bbox_dn_1: 0.3302 (0.3724) loss_giou_dn_1: 0.5544 (0.5684) loss_class_dn_2: 0.4221 (0.4436) loss_bbox_dn_2: 0.3199 (0.3527) loss_giou_dn_2: 0.5286 (0.5443) loss_class_dn_3: 0.4188 (0.4390) loss_bbox_dn_3: 0.3141 (0.3489) loss_giou_dn_3: 0.5227 (0.5388) loss_class_dn_4: 0.4221 (0.4398) loss_bbox_dn_4: 0.3108 (0.3479) loss_giou_dn_4: 0.5211 (0.5375) loss_class_hybrid: 0.7718 (0.8424) loss_bbox_hybrid: 0.2054 (0.2258) loss_giou_hybrid: 0.4624 (0.4823) loss_class_0_hybrid: 0.8386 (0.9087) loss_bbox_0_hybrid: 0.2130 (0.2378) loss_giou_0_hybrid: 0.4890 (0.5092) loss_class_1_hybrid: 0.8068 (0.8732) loss_bbox_1_hybrid: 0.2084 (0.2296) loss_giou_1_hybrid: 0.4684 (0.4905) loss_class_2_hybrid: 0.7789 (0.8577) loss_bbox_2_hybrid: 0.2044 (0.2257) loss_giou_2_hybrid: 0.4589 (0.4842) loss_class_3_hybrid: 0.7839 (0.8463) loss_bbox_3_hybrid: 0.2062 (0.2256) loss_giou_3_hybrid: 0.4601 (0.4826) loss_class_4_hybrid: 0.7686 (0.8421) loss_bbox_4_hybrid: 0.2046 (0.2258) loss_giou_4_hybrid: 0.4620 (0.4825) loss_class_enc_hybrid: 0.7940 (0.8539) loss_bbox_enc_hybrid: 0.2588 (0.2873) loss_giou_enc_hybrid: 0.5473 (0.5834) mem: 1024 max mem: 36964 [2024-01-14 22:24:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:25:09 det.util.engine] INFO: Epoch: [2] [10400/11727] eta: 0:23:47 lr: 0.000100 data_time: 0.0033 iter_time: 1.1222 loss: 29.5848 (30.6782) loss_class: 0.7936 (0.8501) loss_bbox: 0.1882 (0.2060) loss_giou: 0.4187 (0.4412) loss_class_0: 1.0118 (1.0809) loss_bbox_0: 0.1955 (0.2040) loss_giou_0: 0.4147 (0.4489) loss_class_1: 0.8970 (0.9463) loss_bbox_1: 0.1918 (0.2047) loss_giou_1: 0.4212 (0.4428) loss_class_2: 0.8438 (0.8929) loss_bbox_2: 0.1812 (0.2033) loss_giou_2: 0.4079 (0.4408) loss_class_3: 0.8053 (0.8655) loss_bbox_3: 0.1913 (0.2043) loss_giou_3: 0.4177 (0.4400) loss_class_4: 0.7962 (0.8531) loss_bbox_4: 0.1956 (0.2052) loss_giou_4: 0.4214 (0.4408) loss_class_enc: 0.9428 (0.9932) loss_bbox_enc: 0.2408 (0.2496) loss_giou_enc: 0.4952 (0.5158) loss_class_dn: 0.4349 (0.4431) loss_bbox_dn: 0.2877 (0.3478) loss_giou_dn: 0.5076 (0.5376) loss_class_dn_0: 0.4972 (0.5028) loss_bbox_dn_0: 0.4010 (0.4530) loss_giou_dn_0: 0.6586 (0.6767) loss_class_dn_1: 0.4489 (0.4600) loss_bbox_dn_1: 0.3160 (0.3724) loss_giou_dn_1: 0.5421 (0.5683) loss_class_dn_2: 0.4299 (0.4436) loss_bbox_dn_2: 0.2975 (0.3526) loss_giou_dn_2: 0.5109 (0.5442) loss_class_dn_3: 0.4321 (0.4389) loss_bbox_dn_3: 0.2868 (0.3488) loss_giou_dn_3: 0.5107 (0.5387) loss_class_dn_4: 0.4304 (0.4398) loss_bbox_dn_4: 0.2877 (0.3478) loss_giou_dn_4: 0.5075 (0.5374) loss_class_hybrid: 0.7914 (0.8424) loss_bbox_hybrid: 0.1926 (0.2257) loss_giou_hybrid: 0.4685 (0.4822) loss_class_0_hybrid: 0.8870 (0.9088) loss_bbox_0_hybrid: 0.2094 (0.2378) loss_giou_0_hybrid: 0.4842 (0.5091) loss_class_1_hybrid: 0.8543 (0.8732) loss_bbox_1_hybrid: 0.1891 (0.2296) loss_giou_1_hybrid: 0.4741 (0.4904) loss_class_2_hybrid: 0.8365 (0.8577) loss_bbox_2_hybrid: 0.1919 (0.2257) loss_giou_2_hybrid: 0.4657 (0.4840) loss_class_3_hybrid: 0.8088 (0.8463) loss_bbox_3_hybrid: 0.1955 (0.2256) loss_giou_3_hybrid: 0.4666 (0.4825) loss_class_4_hybrid: 0.7952 (0.8420) loss_bbox_4_hybrid: 0.1924 (0.2257) loss_giou_4_hybrid: 0.4683 (0.4824) loss_class_enc_hybrid: 0.8168 (0.8539) loss_bbox_enc_hybrid: 0.2627 (0.2873) loss_giou_enc_hybrid: 0.5657 (0.5833) mem: 1021 max mem: 36964 [2024-01-14 22:25:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:26:04 det.util.engine] INFO: Epoch: [2] [10450/11727] eta: 0:22:54 lr: 0.000100 data_time: 0.0036 iter_time: 1.0984 loss: 29.1356 (30.6727) loss_class: 0.8207 (0.8500) loss_bbox: 0.1743 (0.2060) loss_giou: 0.4013 (0.4412) loss_class_0: 1.0635 (1.0808) loss_bbox_0: 0.1779 (0.2040) loss_giou_0: 0.3934 (0.4488) loss_class_1: 0.9559 (0.9462) loss_bbox_1: 0.1762 (0.2047) loss_giou_1: 0.3985 (0.4428) loss_class_2: 0.8719 (0.8927) loss_bbox_2: 0.1774 (0.2032) loss_giou_2: 0.3926 (0.4407) loss_class_3: 0.8415 (0.8654) loss_bbox_3: 0.1788 (0.2042) loss_giou_3: 0.3966 (0.4399) loss_class_4: 0.8299 (0.8530) loss_bbox_4: 0.1753 (0.2052) loss_giou_4: 0.3994 (0.4407) loss_class_enc: 0.9418 (0.9930) loss_bbox_enc: 0.2187 (0.2495) loss_giou_enc: 0.4454 (0.5158) loss_class_dn: 0.4252 (0.4430) loss_bbox_dn: 0.2977 (0.3477) loss_giou_dn: 0.4935 (0.5374) loss_class_dn_0: 0.5020 (0.5028) loss_bbox_dn_0: 0.3984 (0.4528) loss_giou_dn_0: 0.6428 (0.6766) loss_class_dn_1: 0.4500 (0.4599) loss_bbox_dn_1: 0.3194 (0.3722) loss_giou_dn_1: 0.5284 (0.5681) loss_class_dn_2: 0.4288 (0.4435) loss_bbox_dn_2: 0.3012 (0.3525) loss_giou_dn_2: 0.5002 (0.5440) loss_class_dn_3: 0.4224 (0.4389) loss_bbox_dn_3: 0.2976 (0.3487) loss_giou_dn_3: 0.4964 (0.5386) loss_class_dn_4: 0.4238 (0.4397) loss_bbox_dn_4: 0.2975 (0.3477) loss_giou_dn_4: 0.4937 (0.5373) loss_class_hybrid: 0.8154 (0.8423) loss_bbox_hybrid: 0.1884 (0.2257) loss_giou_hybrid: 0.4219 (0.4821) loss_class_0_hybrid: 0.9137 (0.9087) loss_bbox_0_hybrid: 0.2019 (0.2377) loss_giou_0_hybrid: 0.4664 (0.5090) loss_class_1_hybrid: 0.8456 (0.8731) loss_bbox_1_hybrid: 0.1871 (0.2295) loss_giou_1_hybrid: 0.4388 (0.4903) loss_class_2_hybrid: 0.8450 (0.8576) loss_bbox_2_hybrid: 0.1890 (0.2256) loss_giou_2_hybrid: 0.4259 (0.4839) loss_class_3_hybrid: 0.8322 (0.8462) loss_bbox_3_hybrid: 0.1872 (0.2255) loss_giou_3_hybrid: 0.4206 (0.4824) loss_class_4_hybrid: 0.8302 (0.8420) loss_bbox_4_hybrid: 0.1858 (0.2257) loss_giou_4_hybrid: 0.4222 (0.4823) loss_class_enc_hybrid: 0.8250 (0.8538) loss_bbox_enc_hybrid: 0.2427 (0.2871) loss_giou_enc_hybrid: 0.5395 (0.5832) mem: 1014 max mem: 36964 [2024-01-14 22:26:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:27:02 det.util.engine] INFO: Epoch: [2] [10500/11727] eta: 0:22:00 lr: 0.000100 data_time: 0.0037 iter_time: 1.1636 loss: 30.2809 (30.6702) loss_class: 0.8015 (0.8500) loss_bbox: 0.1972 (0.2060) loss_giou: 0.4152 (0.4411) loss_class_0: 0.9950 (1.0806) loss_bbox_0: 0.1956 (0.2040) loss_giou_0: 0.4072 (0.4488) loss_class_1: 0.9018 (0.9461) loss_bbox_1: 0.1936 (0.2047) loss_giou_1: 0.3954 (0.4428) loss_class_2: 0.8757 (0.8927) loss_bbox_2: 0.1980 (0.2032) loss_giou_2: 0.4030 (0.4407) loss_class_3: 0.8396 (0.8653) loss_bbox_3: 0.1972 (0.2042) loss_giou_3: 0.4063 (0.4399) loss_class_4: 0.8053 (0.8529) loss_bbox_4: 0.1946 (0.2052) loss_giou_4: 0.4069 (0.4407) loss_class_enc: 0.9882 (0.9930) loss_bbox_enc: 0.2378 (0.2495) loss_giou_enc: 0.4920 (0.5157) loss_class_dn: 0.4296 (0.4429) loss_bbox_dn: 0.3353 (0.3476) loss_giou_dn: 0.5149 (0.5374) loss_class_dn_0: 0.4923 (0.5027) loss_bbox_dn_0: 0.4432 (0.4527) loss_giou_dn_0: 0.6472 (0.6765) loss_class_dn_1: 0.4514 (0.4599) loss_bbox_dn_1: 0.3506 (0.3721) loss_giou_dn_1: 0.5493 (0.5681) loss_class_dn_2: 0.4319 (0.4435) loss_bbox_dn_2: 0.3381 (0.3524) loss_giou_dn_2: 0.5212 (0.5440) loss_class_dn_3: 0.4177 (0.4388) loss_bbox_dn_3: 0.3364 (0.3486) loss_giou_dn_3: 0.5159 (0.5385) loss_class_dn_4: 0.4222 (0.4396) loss_bbox_dn_4: 0.3353 (0.3476) loss_giou_dn_4: 0.5146 (0.5373) loss_class_hybrid: 0.7905 (0.8422) loss_bbox_hybrid: 0.2140 (0.2256) loss_giou_hybrid: 0.4362 (0.4821) loss_class_0_hybrid: 0.8675 (0.9086) loss_bbox_0_hybrid: 0.2366 (0.2377) loss_giou_0_hybrid: 0.4559 (0.5090) loss_class_1_hybrid: 0.8128 (0.8730) loss_bbox_1_hybrid: 0.2235 (0.2295) loss_giou_1_hybrid: 0.4470 (0.4903) loss_class_2_hybrid: 0.7999 (0.8575) loss_bbox_2_hybrid: 0.2227 (0.2256) loss_giou_2_hybrid: 0.4427 (0.4840) loss_class_3_hybrid: 0.8040 (0.8461) loss_bbox_3_hybrid: 0.2144 (0.2255) loss_giou_3_hybrid: 0.4365 (0.4824) loss_class_4_hybrid: 0.7920 (0.8419) loss_bbox_4_hybrid: 0.2132 (0.2256) loss_giou_4_hybrid: 0.4325 (0.4823) loss_class_enc_hybrid: 0.8263 (0.8538) loss_bbox_enc_hybrid: 0.2746 (0.2871) loss_giou_enc_hybrid: 0.5492 (0.5832) mem: 1014 max mem: 36964 [2024-01-14 22:27:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:27:59 det.util.engine] INFO: Epoch: [2] [10550/11727] eta: 0:21:07 lr: 0.000100 data_time: 0.0035 iter_time: 1.1151 loss: 29.9993 (30.6705) loss_class: 0.8215 (0.8499) loss_bbox: 0.2068 (0.2060) loss_giou: 0.4157 (0.4412) loss_class_0: 1.0565 (1.0804) loss_bbox_0: 0.1991 (0.2040) loss_giou_0: 0.4176 (0.4489) loss_class_1: 0.9552 (0.9460) loss_bbox_1: 0.2068 (0.2047) loss_giou_1: 0.4293 (0.4428) loss_class_2: 0.8669 (0.8926) loss_bbox_2: 0.1952 (0.2033) loss_giou_2: 0.4303 (0.4408) loss_class_3: 0.8150 (0.8652) loss_bbox_3: 0.2088 (0.2043) loss_giou_3: 0.4324 (0.4400) loss_class_4: 0.8031 (0.8528) loss_bbox_4: 0.1987 (0.2052) loss_giou_4: 0.4305 (0.4408) loss_class_enc: 0.9673 (0.9929) loss_bbox_enc: 0.2437 (0.2495) loss_giou_enc: 0.4918 (0.5158) loss_class_dn: 0.4312 (0.4429) loss_bbox_dn: 0.3366 (0.3476) loss_giou_dn: 0.5042 (0.5374) loss_class_dn_0: 0.5036 (0.5027) loss_bbox_dn_0: 0.4069 (0.4526) loss_giou_dn_0: 0.6558 (0.6765) loss_class_dn_1: 0.4577 (0.4599) loss_bbox_dn_1: 0.3532 (0.3721) loss_giou_dn_1: 0.5285 (0.5681) loss_class_dn_2: 0.4361 (0.4435) loss_bbox_dn_2: 0.3396 (0.3523) loss_giou_dn_2: 0.5063 (0.5440) loss_class_dn_3: 0.4294 (0.4388) loss_bbox_dn_3: 0.3385 (0.3485) loss_giou_dn_3: 0.5048 (0.5385) loss_class_dn_4: 0.4300 (0.4396) loss_bbox_dn_4: 0.3367 (0.3475) loss_giou_dn_4: 0.5041 (0.5372) loss_class_hybrid: 0.8186 (0.8421) loss_bbox_hybrid: 0.2242 (0.2257) loss_giou_hybrid: 0.4712 (0.4822) loss_class_0_hybrid: 0.8963 (0.9086) loss_bbox_0_hybrid: 0.2289 (0.2377) loss_giou_0_hybrid: 0.4842 (0.5091) loss_class_1_hybrid: 0.8445 (0.8730) loss_bbox_1_hybrid: 0.2275 (0.2295) loss_giou_1_hybrid: 0.4648 (0.4904) loss_class_2_hybrid: 0.8241 (0.8575) loss_bbox_2_hybrid: 0.2254 (0.2257) loss_giou_2_hybrid: 0.4633 (0.4840) loss_class_3_hybrid: 0.8216 (0.8460) loss_bbox_3_hybrid: 0.2213 (0.2255) loss_giou_3_hybrid: 0.4729 (0.4825) loss_class_4_hybrid: 0.8183 (0.8418) loss_bbox_4_hybrid: 0.2243 (0.2257) loss_giou_4_hybrid: 0.4742 (0.4824) loss_class_enc_hybrid: 0.8301 (0.8537) loss_bbox_enc_hybrid: 0.2797 (0.2872) loss_giou_enc_hybrid: 0.5606 (0.5832) mem: 1036 max mem: 36964 [2024-01-14 22:27:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:28:55 det.util.engine] INFO: Epoch: [2] [10600/11727] eta: 0:20:13 lr: 0.000100 data_time: 0.0032 iter_time: 1.0886 loss: 30.2490 (30.6686) loss_class: 0.8324 (0.8499) loss_bbox: 0.2208 (0.2060) loss_giou: 0.3831 (0.4411) loss_class_0: 1.0678 (1.0804) loss_bbox_0: 0.2276 (0.2040) loss_giou_0: 0.4066 (0.4487) loss_class_1: 0.9180 (0.9460) loss_bbox_1: 0.2243 (0.2047) loss_giou_1: 0.3891 (0.4427) loss_class_2: 0.8864 (0.8926) loss_bbox_2: 0.2208 (0.2033) loss_giou_2: 0.4000 (0.4406) loss_class_3: 0.8521 (0.8652) loss_bbox_3: 0.2215 (0.2043) loss_giou_3: 0.3871 (0.4399) loss_class_4: 0.8385 (0.8529) loss_bbox_4: 0.2214 (0.2052) loss_giou_4: 0.3967 (0.4406) loss_class_enc: 0.9642 (0.9929) loss_bbox_enc: 0.2617 (0.2495) loss_giou_enc: 0.4600 (0.5156) loss_class_dn: 0.4469 (0.4429) loss_bbox_dn: 0.3580 (0.3476) loss_giou_dn: 0.5411 (0.5373) loss_class_dn_0: 0.5034 (0.5027) loss_bbox_dn_0: 0.4573 (0.4527) loss_giou_dn_0: 0.6704 (0.6764) loss_class_dn_1: 0.4665 (0.4598) loss_bbox_dn_1: 0.3854 (0.3721) loss_giou_dn_1: 0.5682 (0.5680) loss_class_dn_2: 0.4516 (0.4434) loss_bbox_dn_2: 0.3622 (0.3524) loss_giou_dn_2: 0.5439 (0.5439) loss_class_dn_3: 0.4455 (0.4387) loss_bbox_dn_3: 0.3582 (0.3486) loss_giou_dn_3: 0.5414 (0.5384) loss_class_dn_4: 0.4487 (0.4396) loss_bbox_dn_4: 0.3580 (0.3476) loss_giou_dn_4: 0.5411 (0.5372) loss_class_hybrid: 0.8314 (0.8422) loss_bbox_hybrid: 0.2246 (0.2257) loss_giou_hybrid: 0.4240 (0.4820) loss_class_0_hybrid: 0.9243 (0.9086) loss_bbox_0_hybrid: 0.2446 (0.2378) loss_giou_0_hybrid: 0.4425 (0.5090) loss_class_1_hybrid: 0.8675 (0.8731) loss_bbox_1_hybrid: 0.2331 (0.2295) loss_giou_1_hybrid: 0.4235 (0.4903) loss_class_2_hybrid: 0.8373 (0.8575) loss_bbox_2_hybrid: 0.2274 (0.2257) loss_giou_2_hybrid: 0.4268 (0.4839) loss_class_3_hybrid: 0.8304 (0.8461) loss_bbox_3_hybrid: 0.2295 (0.2256) loss_giou_3_hybrid: 0.4217 (0.4823) loss_class_4_hybrid: 0.8345 (0.8419) loss_bbox_4_hybrid: 0.2261 (0.2257) loss_giou_4_hybrid: 0.4244 (0.4822) loss_class_enc_hybrid: 0.8319 (0.8537) loss_bbox_enc_hybrid: 0.2927 (0.2872) loss_giou_enc_hybrid: 0.5142 (0.5831) mem: 1016 max mem: 36964 [2024-01-14 22:28:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:29:48 det.util.engine] INFO: Epoch: [2] [10650/11727] eta: 0:19:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.0646 loss: 28.7806 (30.6659) loss_class: 0.8273 (0.8499) loss_bbox: 0.1929 (0.2061) loss_giou: 0.3959 (0.4409) loss_class_0: 1.1006 (1.0804) loss_bbox_0: 0.1930 (0.2041) loss_giou_0: 0.3872 (0.4486) loss_class_1: 0.9395 (0.9460) loss_bbox_1: 0.1916 (0.2048) loss_giou_1: 0.3824 (0.4425) loss_class_2: 0.8934 (0.8926) loss_bbox_2: 0.1944 (0.2033) loss_giou_2: 0.3878 (0.4405) loss_class_3: 0.8608 (0.8652) loss_bbox_3: 0.1936 (0.2043) loss_giou_3: 0.3973 (0.4397) loss_class_4: 0.8370 (0.8529) loss_bbox_4: 0.1922 (0.2052) loss_giou_4: 0.3958 (0.4405) loss_class_enc: 1.0026 (0.9929) loss_bbox_enc: 0.2392 (0.2496) loss_giou_enc: 0.4715 (0.5155) loss_class_dn: 0.4191 (0.4428) loss_bbox_dn: 0.3199 (0.3476) loss_giou_dn: 0.4922 (0.5371) loss_class_dn_0: 0.5049 (0.5027) loss_bbox_dn_0: 0.4372 (0.4528) loss_giou_dn_0: 0.6337 (0.6763) loss_class_dn_1: 0.4426 (0.4598) loss_bbox_dn_1: 0.3576 (0.3722) loss_giou_dn_1: 0.5229 (0.5678) loss_class_dn_2: 0.4234 (0.4434) loss_bbox_dn_2: 0.3278 (0.3524) loss_giou_dn_2: 0.4992 (0.5437) loss_class_dn_3: 0.4132 (0.4387) loss_bbox_dn_3: 0.3256 (0.3486) loss_giou_dn_3: 0.4946 (0.5383) loss_class_dn_4: 0.4144 (0.4395) loss_bbox_dn_4: 0.3200 (0.3476) loss_giou_dn_4: 0.4918 (0.5370) loss_class_hybrid: 0.8215 (0.8422) loss_bbox_hybrid: 0.2178 (0.2257) loss_giou_hybrid: 0.4200 (0.4819) loss_class_0_hybrid: 0.8955 (0.9087) loss_bbox_0_hybrid: 0.2321 (0.2378) loss_giou_0_hybrid: 0.4512 (0.5088) loss_class_1_hybrid: 0.8817 (0.8731) loss_bbox_1_hybrid: 0.2223 (0.2295) loss_giou_1_hybrid: 0.4285 (0.4901) loss_class_2_hybrid: 0.8573 (0.8575) loss_bbox_2_hybrid: 0.2237 (0.2257) loss_giou_2_hybrid: 0.4196 (0.4837) loss_class_3_hybrid: 0.8193 (0.8461) loss_bbox_3_hybrid: 0.2216 (0.2256) loss_giou_3_hybrid: 0.4203 (0.4822) loss_class_4_hybrid: 0.8096 (0.8419) loss_bbox_4_hybrid: 0.2196 (0.2257) loss_giou_4_hybrid: 0.4200 (0.4821) loss_class_enc_hybrid: 0.8685 (0.8538) loss_bbox_enc_hybrid: 0.2709 (0.2872) loss_giou_enc_hybrid: 0.5106 (0.5829) mem: 1020 max mem: 36964 [2024-01-14 22:29:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:30:44 det.util.engine] INFO: Epoch: [2] [10700/11727] eta: 0:18:26 lr: 0.000100 data_time: 0.0036 iter_time: 1.1109 loss: 30.6986 (30.6647) loss_class: 0.8133 (0.8499) loss_bbox: 0.2127 (0.2060) loss_giou: 0.4452 (0.4409) loss_class_0: 1.0538 (1.0804) loss_bbox_0: 0.1993 (0.2040) loss_giou_0: 0.4544 (0.4486) loss_class_1: 0.9146 (0.9460) loss_bbox_1: 0.2096 (0.2048) loss_giou_1: 0.4588 (0.4425) loss_class_2: 0.8412 (0.8926) loss_bbox_2: 0.1987 (0.2033) loss_giou_2: 0.4513 (0.4405) loss_class_3: 0.8308 (0.8652) loss_bbox_3: 0.2025 (0.2043) loss_giou_3: 0.4426 (0.4397) loss_class_4: 0.8284 (0.8529) loss_bbox_4: 0.2069 (0.2052) loss_giou_4: 0.4406 (0.4405) loss_class_enc: 0.9617 (0.9929) loss_bbox_enc: 0.2406 (0.2495) loss_giou_enc: 0.4900 (0.5154) loss_class_dn: 0.4250 (0.4428) loss_bbox_dn: 0.3544 (0.3476) loss_giou_dn: 0.5312 (0.5371) loss_class_dn_0: 0.4947 (0.5027) loss_bbox_dn_0: 0.4319 (0.4527) loss_giou_dn_0: 0.6626 (0.6763) loss_class_dn_1: 0.4396 (0.4598) loss_bbox_dn_1: 0.3723 (0.3721) loss_giou_dn_1: 0.5576 (0.5678) loss_class_dn_2: 0.4289 (0.4433) loss_bbox_dn_2: 0.3545 (0.3524) loss_giou_dn_2: 0.5388 (0.5437) loss_class_dn_3: 0.4207 (0.4386) loss_bbox_dn_3: 0.3546 (0.3486) loss_giou_dn_3: 0.5326 (0.5382) loss_class_dn_4: 0.4231 (0.4395) loss_bbox_dn_4: 0.3545 (0.3476) loss_giou_dn_4: 0.5311 (0.5370) loss_class_hybrid: 0.8031 (0.8422) loss_bbox_hybrid: 0.2262 (0.2257) loss_giou_hybrid: 0.4699 (0.4819) loss_class_0_hybrid: 0.8989 (0.9086) loss_bbox_0_hybrid: 0.2289 (0.2377) loss_giou_0_hybrid: 0.4953 (0.5088) loss_class_1_hybrid: 0.8502 (0.8731) loss_bbox_1_hybrid: 0.2207 (0.2295) loss_giou_1_hybrid: 0.4733 (0.4901) loss_class_2_hybrid: 0.8207 (0.8575) loss_bbox_2_hybrid: 0.2205 (0.2257) loss_giou_2_hybrid: 0.4710 (0.4837) loss_class_3_hybrid: 0.7967 (0.8461) loss_bbox_3_hybrid: 0.2250 (0.2256) loss_giou_3_hybrid: 0.4683 (0.4822) loss_class_4_hybrid: 0.8129 (0.8418) loss_bbox_4_hybrid: 0.2262 (0.2257) loss_giou_4_hybrid: 0.4666 (0.4821) loss_class_enc_hybrid: 0.8654 (0.8538) loss_bbox_enc_hybrid: 0.2775 (0.2871) loss_giou_enc_hybrid: 0.5576 (0.5829) mem: 1021 max mem: 36964 [2024-01-14 22:30:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:31:37 det.util.engine] INFO: Epoch: [2] [10750/11727] eta: 0:17:32 lr: 0.000100 data_time: 0.0033 iter_time: 1.0609 loss: 31.0453 (30.6626) loss_class: 0.8255 (0.8499) loss_bbox: 0.2132 (0.2061) loss_giou: 0.4387 (0.4409) loss_class_0: 1.0497 (1.0803) loss_bbox_0: 0.2098 (0.2040) loss_giou_0: 0.4730 (0.4486) loss_class_1: 0.9294 (0.9459) loss_bbox_1: 0.2062 (0.2048) loss_giou_1: 0.4710 (0.4425) loss_class_2: 0.8635 (0.8925) loss_bbox_2: 0.2116 (0.2033) loss_giou_2: 0.4545 (0.4404) loss_class_3: 0.8451 (0.8652) loss_bbox_3: 0.2131 (0.2043) loss_giou_3: 0.4462 (0.4397) loss_class_4: 0.8305 (0.8528) loss_bbox_4: 0.2111 (0.2052) loss_giou_4: 0.4390 (0.4404) loss_class_enc: 0.9533 (0.9928) loss_bbox_enc: 0.2572 (0.2496) loss_giou_enc: 0.5385 (0.5154) loss_class_dn: 0.4336 (0.4427) loss_bbox_dn: 0.3588 (0.3476) loss_giou_dn: 0.5410 (0.5370) loss_class_dn_0: 0.5041 (0.5027) loss_bbox_dn_0: 0.4622 (0.4527) loss_giou_dn_0: 0.6738 (0.6761) loss_class_dn_1: 0.4522 (0.4597) loss_bbox_dn_1: 0.3764 (0.3721) loss_giou_dn_1: 0.5696 (0.5677) loss_class_dn_2: 0.4314 (0.4433) loss_bbox_dn_2: 0.3594 (0.3524) loss_giou_dn_2: 0.5511 (0.5436) loss_class_dn_3: 0.4298 (0.4386) loss_bbox_dn_3: 0.3607 (0.3486) loss_giou_dn_3: 0.5426 (0.5381) loss_class_dn_4: 0.4315 (0.4394) loss_bbox_dn_4: 0.3587 (0.3476) loss_giou_dn_4: 0.5408 (0.5369) loss_class_hybrid: 0.8391 (0.8422) loss_bbox_hybrid: 0.2274 (0.2257) loss_giou_hybrid: 0.4745 (0.4818) loss_class_0_hybrid: 0.9059 (0.9086) loss_bbox_0_hybrid: 0.2380 (0.2377) loss_giou_0_hybrid: 0.5070 (0.5087) loss_class_1_hybrid: 0.8609 (0.8730) loss_bbox_1_hybrid: 0.2309 (0.2296) loss_giou_1_hybrid: 0.4806 (0.4900) loss_class_2_hybrid: 0.8417 (0.8575) loss_bbox_2_hybrid: 0.2254 (0.2257) loss_giou_2_hybrid: 0.4748 (0.4836) loss_class_3_hybrid: 0.8377 (0.8460) loss_bbox_3_hybrid: 0.2276 (0.2256) loss_giou_3_hybrid: 0.4816 (0.4821) loss_class_4_hybrid: 0.8262 (0.8418) loss_bbox_4_hybrid: 0.2243 (0.2257) loss_giou_4_hybrid: 0.4728 (0.4820) loss_class_enc_hybrid: 0.8344 (0.8538) loss_bbox_enc_hybrid: 0.2893 (0.2871) loss_giou_enc_hybrid: 0.6051 (0.5828) mem: 1032 max mem: 36964 [2024-01-14 22:31:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:32:32 det.util.engine] INFO: Epoch: [2] [10800/11727] eta: 0:16:38 lr: 0.000100 data_time: 0.0030 iter_time: 1.1260 loss: 30.7144 (30.6636) loss_class: 0.8346 (0.8500) loss_bbox: 0.1970 (0.2061) loss_giou: 0.4071 (0.4408) loss_class_0: 1.0801 (1.0804) loss_bbox_0: 0.1893 (0.2041) loss_giou_0: 0.3968 (0.4485) loss_class_1: 0.9522 (0.9460) loss_bbox_1: 0.2007 (0.2048) loss_giou_1: 0.4042 (0.4424) loss_class_2: 0.8694 (0.8926) loss_bbox_2: 0.2020 (0.2033) loss_giou_2: 0.3980 (0.4403) loss_class_3: 0.8636 (0.8652) loss_bbox_3: 0.1890 (0.2043) loss_giou_3: 0.4040 (0.4396) loss_class_4: 0.8261 (0.8529) loss_bbox_4: 0.1970 (0.2053) loss_giou_4: 0.4015 (0.4404) loss_class_enc: 1.0088 (0.9929) loss_bbox_enc: 0.2389 (0.2496) loss_giou_enc: 0.4693 (0.5153) loss_class_dn: 0.4185 (0.4427) loss_bbox_dn: 0.3524 (0.3477) loss_giou_dn: 0.5095 (0.5370) loss_class_dn_0: 0.5071 (0.5027) loss_bbox_dn_0: 0.4433 (0.4528) loss_giou_dn_0: 0.6380 (0.6761) loss_class_dn_1: 0.4441 (0.4597) loss_bbox_dn_1: 0.3768 (0.3722) loss_giou_dn_1: 0.5364 (0.5677) loss_class_dn_2: 0.4235 (0.4433) loss_bbox_dn_2: 0.3515 (0.3525) loss_giou_dn_2: 0.5152 (0.5436) loss_class_dn_3: 0.4191 (0.4386) loss_bbox_dn_3: 0.3527 (0.3487) loss_giou_dn_3: 0.5115 (0.5381) loss_class_dn_4: 0.4160 (0.4394) loss_bbox_dn_4: 0.3525 (0.3477) loss_giou_dn_4: 0.5093 (0.5368) loss_class_hybrid: 0.8543 (0.8423) loss_bbox_hybrid: 0.2080 (0.2257) loss_giou_hybrid: 0.4294 (0.4817) loss_class_0_hybrid: 0.8975 (0.9088) loss_bbox_0_hybrid: 0.2159 (0.2377) loss_giou_0_hybrid: 0.4555 (0.5086) loss_class_1_hybrid: 0.8898 (0.8732) loss_bbox_1_hybrid: 0.2162 (0.2296) loss_giou_1_hybrid: 0.4413 (0.4899) loss_class_2_hybrid: 0.8351 (0.8576) loss_bbox_2_hybrid: 0.2114 (0.2257) loss_giou_2_hybrid: 0.4355 (0.4835) loss_class_3_hybrid: 0.8198 (0.8462) loss_bbox_3_hybrid: 0.2082 (0.2256) loss_giou_3_hybrid: 0.4293 (0.4820) loss_class_4_hybrid: 0.8300 (0.8420) loss_bbox_4_hybrid: 0.2093 (0.2257) loss_giou_4_hybrid: 0.4281 (0.4819) loss_class_enc_hybrid: 0.8641 (0.8539) loss_bbox_enc_hybrid: 0.2683 (0.2871) loss_giou_enc_hybrid: 0.5014 (0.5826) mem: 1019 max mem: 36964 [2024-01-14 22:32:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:33:26 det.util.engine] INFO: Epoch: [2] [10850/11727] eta: 0:15:44 lr: 0.000100 data_time: 0.0028 iter_time: 1.0612 loss: 28.3850 (30.6588) loss_class: 0.8040 (0.8498) loss_bbox: 0.1757 (0.2061) loss_giou: 0.4382 (0.4407) loss_class_0: 1.0467 (1.0802) loss_bbox_0: 0.1829 (0.2040) loss_giou_0: 0.4341 (0.4484) loss_class_1: 0.9264 (0.9458) loss_bbox_1: 0.1819 (0.2048) loss_giou_1: 0.4303 (0.4423) loss_class_2: 0.8487 (0.8924) loss_bbox_2: 0.1782 (0.2033) loss_giou_2: 0.4388 (0.4403) loss_class_3: 0.8075 (0.8651) loss_bbox_3: 0.1765 (0.2043) loss_giou_3: 0.4384 (0.4396) loss_class_4: 0.7982 (0.8528) loss_bbox_4: 0.1767 (0.2053) loss_giou_4: 0.4383 (0.4403) loss_class_enc: 0.9727 (0.9928) loss_bbox_enc: 0.2240 (0.2495) loss_giou_enc: 0.5285 (0.5152) loss_class_dn: 0.4199 (0.4426) loss_bbox_dn: 0.2926 (0.3477) loss_giou_dn: 0.5194 (0.5369) loss_class_dn_0: 0.5098 (0.5027) loss_bbox_dn_0: 0.4061 (0.4527) loss_giou_dn_0: 0.6486 (0.6760) loss_class_dn_1: 0.4414 (0.4597) loss_bbox_dn_1: 0.3100 (0.3722) loss_giou_dn_1: 0.5306 (0.5675) loss_class_dn_2: 0.4267 (0.4432) loss_bbox_dn_2: 0.2984 (0.3524) loss_giou_dn_2: 0.5184 (0.5434) loss_class_dn_3: 0.4199 (0.4385) loss_bbox_dn_3: 0.2936 (0.3486) loss_giou_dn_3: 0.5188 (0.5380) loss_class_dn_4: 0.4227 (0.4394) loss_bbox_dn_4: 0.2925 (0.3476) loss_giou_dn_4: 0.5196 (0.5367) loss_class_hybrid: 0.8061 (0.8422) loss_bbox_hybrid: 0.2152 (0.2257) loss_giou_hybrid: 0.4762 (0.4816) loss_class_0_hybrid: 0.9097 (0.9087) loss_bbox_0_hybrid: 0.2210 (0.2377) loss_giou_0_hybrid: 0.4930 (0.5085) loss_class_1_hybrid: 0.8607 (0.8730) loss_bbox_1_hybrid: 0.2207 (0.2295) loss_giou_1_hybrid: 0.4800 (0.4898) loss_class_2_hybrid: 0.8405 (0.8575) loss_bbox_2_hybrid: 0.2142 (0.2257) loss_giou_2_hybrid: 0.4774 (0.4834) loss_class_3_hybrid: 0.8237 (0.8461) loss_bbox_3_hybrid: 0.2078 (0.2256) loss_giou_3_hybrid: 0.4737 (0.4819) loss_class_4_hybrid: 0.8027 (0.8419) loss_bbox_4_hybrid: 0.2215 (0.2257) loss_giou_4_hybrid: 0.4746 (0.4818) loss_class_enc_hybrid: 0.8366 (0.8539) loss_bbox_enc_hybrid: 0.2760 (0.2871) loss_giou_enc_hybrid: 0.5806 (0.5825) mem: 1025 max mem: 36964 [2024-01-14 22:33:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:34:20 det.util.engine] INFO: Epoch: [2] [10900/11727] eta: 0:14:50 lr: 0.000100 data_time: 0.0030 iter_time: 1.0676 loss: 28.8723 (30.6552) loss_class: 0.8444 (0.8498) loss_bbox: 0.1906 (0.2061) loss_giou: 0.4321 (0.4406) loss_class_0: 1.0527 (1.0802) loss_bbox_0: 0.1848 (0.2041) loss_giou_0: 0.4303 (0.4483) loss_class_1: 0.9160 (0.9457) loss_bbox_1: 0.1841 (0.2048) loss_giou_1: 0.4180 (0.4422) loss_class_2: 0.8590 (0.8924) loss_bbox_2: 0.1890 (0.2033) loss_giou_2: 0.4289 (0.4401) loss_class_3: 0.8451 (0.8650) loss_bbox_3: 0.1817 (0.2043) loss_giou_3: 0.4299 (0.4394) loss_class_4: 0.8353 (0.8527) loss_bbox_4: 0.1896 (0.2053) loss_giou_4: 0.4303 (0.4402) loss_class_enc: 0.9430 (0.9928) loss_bbox_enc: 0.2329 (0.2495) loss_giou_enc: 0.4782 (0.5151) loss_class_dn: 0.4313 (0.4426) loss_bbox_dn: 0.3139 (0.3476) loss_giou_dn: 0.4978 (0.5367) loss_class_dn_0: 0.4959 (0.5027) loss_bbox_dn_0: 0.4094 (0.4527) loss_giou_dn_0: 0.6408 (0.6758) loss_class_dn_1: 0.4554 (0.4597) loss_bbox_dn_1: 0.3317 (0.3721) loss_giou_dn_1: 0.5319 (0.5674) loss_class_dn_2: 0.4365 (0.4432) loss_bbox_dn_2: 0.3181 (0.3524) loss_giou_dn_2: 0.5046 (0.5433) loss_class_dn_3: 0.4284 (0.4385) loss_bbox_dn_3: 0.3150 (0.3486) loss_giou_dn_3: 0.4987 (0.5378) loss_class_dn_4: 0.4324 (0.4393) loss_bbox_dn_4: 0.3139 (0.3476) loss_giou_dn_4: 0.4979 (0.5366) loss_class_hybrid: 0.8177 (0.8422) loss_bbox_hybrid: 0.1979 (0.2257) loss_giou_hybrid: 0.4416 (0.4814) loss_class_0_hybrid: 0.8704 (0.9087) loss_bbox_0_hybrid: 0.2151 (0.2377) loss_giou_0_hybrid: 0.4545 (0.5083) loss_class_1_hybrid: 0.8198 (0.8731) loss_bbox_1_hybrid: 0.2057 (0.2295) loss_giou_1_hybrid: 0.4452 (0.4896) loss_class_2_hybrid: 0.8279 (0.8575) loss_bbox_2_hybrid: 0.1979 (0.2256) loss_giou_2_hybrid: 0.4400 (0.4833) loss_class_3_hybrid: 0.8170 (0.8461) loss_bbox_3_hybrid: 0.1994 (0.2255) loss_giou_3_hybrid: 0.4423 (0.4817) loss_class_4_hybrid: 0.8102 (0.8419) loss_bbox_4_hybrid: 0.1985 (0.2257) loss_giou_4_hybrid: 0.4424 (0.4816) loss_class_enc_hybrid: 0.8381 (0.8540) loss_bbox_enc_hybrid: 0.2597 (0.2870) loss_giou_enc_hybrid: 0.5309 (0.5823) mem: 1025 max mem: 36964 [2024-01-14 22:34:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:35:13 det.util.engine] INFO: Epoch: [2] [10950/11727] eta: 0:13:56 lr: 0.000100 data_time: 0.0033 iter_time: 1.0575 loss: 30.5527 (30.6542) loss_class: 0.7820 (0.8498) loss_bbox: 0.2035 (0.2061) loss_giou: 0.4122 (0.4406) loss_class_0: 1.0189 (1.0801) loss_bbox_0: 0.2027 (0.2041) loss_giou_0: 0.4268 (0.4482) loss_class_1: 0.9072 (0.9457) loss_bbox_1: 0.1918 (0.2048) loss_giou_1: 0.4084 (0.4422) loss_class_2: 0.8462 (0.8923) loss_bbox_2: 0.1995 (0.2033) loss_giou_2: 0.4114 (0.4401) loss_class_3: 0.8252 (0.8649) loss_bbox_3: 0.2077 (0.2044) loss_giou_3: 0.4168 (0.4394) loss_class_4: 0.7825 (0.8527) loss_bbox_4: 0.2035 (0.2053) loss_giou_4: 0.4173 (0.4401) loss_class_enc: 0.9479 (0.9928) loss_bbox_enc: 0.2469 (0.2496) loss_giou_enc: 0.4788 (0.5150) loss_class_dn: 0.4328 (0.4425) loss_bbox_dn: 0.3296 (0.3477) loss_giou_dn: 0.5095 (0.5367) loss_class_dn_0: 0.4911 (0.5027) loss_bbox_dn_0: 0.4386 (0.4528) loss_giou_dn_0: 0.6334 (0.6757) loss_class_dn_1: 0.4473 (0.4596) loss_bbox_dn_1: 0.3549 (0.3722) loss_giou_dn_1: 0.5344 (0.5673) loss_class_dn_2: 0.4347 (0.4431) loss_bbox_dn_2: 0.3346 (0.3525) loss_giou_dn_2: 0.5147 (0.5432) loss_class_dn_3: 0.4282 (0.4384) loss_bbox_dn_3: 0.3298 (0.3487) loss_giou_dn_3: 0.5102 (0.5378) loss_class_dn_4: 0.4274 (0.4393) loss_bbox_dn_4: 0.3295 (0.3477) loss_giou_dn_4: 0.5095 (0.5365) loss_class_hybrid: 0.7734 (0.8422) loss_bbox_hybrid: 0.2176 (0.2257) loss_giou_hybrid: 0.4295 (0.4813) loss_class_0_hybrid: 0.8617 (0.9088) loss_bbox_0_hybrid: 0.2271 (0.2377) loss_giou_0_hybrid: 0.4700 (0.5082) loss_class_1_hybrid: 0.8090 (0.8731) loss_bbox_1_hybrid: 0.2221 (0.2295) loss_giou_1_hybrid: 0.4337 (0.4896) loss_class_2_hybrid: 0.7995 (0.8575) loss_bbox_2_hybrid: 0.2215 (0.2257) loss_giou_2_hybrid: 0.4298 (0.4832) loss_class_3_hybrid: 0.7883 (0.8461) loss_bbox_3_hybrid: 0.2207 (0.2256) loss_giou_3_hybrid: 0.4277 (0.4816) loss_class_4_hybrid: 0.7791 (0.8419) loss_bbox_4_hybrid: 0.2194 (0.2257) loss_giou_4_hybrid: 0.4272 (0.4816) loss_class_enc_hybrid: 0.8145 (0.8540) loss_bbox_enc_hybrid: 0.2829 (0.2871) loss_giou_enc_hybrid: 0.5380 (0.5822) mem: 1016 max mem: 36964 [2024-01-14 22:35:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:36:05 det.util.engine] INFO: Epoch: [2] [11000/11727] eta: 0:13:03 lr: 0.000100 data_time: 0.0030 iter_time: 1.0322 loss: 29.3452 (30.6491) loss_class: 0.8019 (0.8497) loss_bbox: 0.2019 (0.2061) loss_giou: 0.4215 (0.4404) loss_class_0: 1.0224 (1.0800) loss_bbox_0: 0.1893 (0.2041) loss_giou_0: 0.4109 (0.4481) loss_class_1: 0.9018 (0.9456) loss_bbox_1: 0.1974 (0.2048) loss_giou_1: 0.3977 (0.4420) loss_class_2: 0.8400 (0.8922) loss_bbox_2: 0.1967 (0.2033) loss_giou_2: 0.4098 (0.4399) loss_class_3: 0.8057 (0.8648) loss_bbox_3: 0.1991 (0.2044) loss_giou_3: 0.4172 (0.4393) loss_class_4: 0.8148 (0.8526) loss_bbox_4: 0.2012 (0.2053) loss_giou_4: 0.4171 (0.4400) loss_class_enc: 0.9666 (0.9928) loss_bbox_enc: 0.2323 (0.2496) loss_giou_enc: 0.4702 (0.5148) loss_class_dn: 0.4211 (0.4424) loss_bbox_dn: 0.2880 (0.3477) loss_giou_dn: 0.5097 (0.5365) loss_class_dn_0: 0.4906 (0.5027) loss_bbox_dn_0: 0.3921 (0.4528) loss_giou_dn_0: 0.6370 (0.6755) loss_class_dn_1: 0.4444 (0.4596) loss_bbox_dn_1: 0.3242 (0.3722) loss_giou_dn_1: 0.5378 (0.5671) loss_class_dn_2: 0.4314 (0.4431) loss_bbox_dn_2: 0.2904 (0.3524) loss_giou_dn_2: 0.5170 (0.5431) loss_class_dn_3: 0.4239 (0.4383) loss_bbox_dn_3: 0.2876 (0.3487) loss_giou_dn_3: 0.5111 (0.5376) loss_class_dn_4: 0.4222 (0.4392) loss_bbox_dn_4: 0.2881 (0.3477) loss_giou_dn_4: 0.5097 (0.5364) loss_class_hybrid: 0.8237 (0.8422) loss_bbox_hybrid: 0.2088 (0.2257) loss_giou_hybrid: 0.4242 (0.4811) loss_class_0_hybrid: 0.9018 (0.9088) loss_bbox_0_hybrid: 0.2109 (0.2377) loss_giou_0_hybrid: 0.4329 (0.5080) loss_class_1_hybrid: 0.8597 (0.8731) loss_bbox_1_hybrid: 0.2078 (0.2295) loss_giou_1_hybrid: 0.4323 (0.4893) loss_class_2_hybrid: 0.8430 (0.8575) loss_bbox_2_hybrid: 0.2012 (0.2256) loss_giou_2_hybrid: 0.4214 (0.4830) loss_class_3_hybrid: 0.8219 (0.8461) loss_bbox_3_hybrid: 0.2023 (0.2255) loss_giou_3_hybrid: 0.4243 (0.4814) loss_class_4_hybrid: 0.8314 (0.8419) loss_bbox_4_hybrid: 0.2110 (0.2257) loss_giou_4_hybrid: 0.4249 (0.4814) loss_class_enc_hybrid: 0.8594 (0.8540) loss_bbox_enc_hybrid: 0.2540 (0.2870) loss_giou_enc_hybrid: 0.5138 (0.5820) mem: 1015 max mem: 36964 [2024-01-14 22:36:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:37:00 det.util.engine] INFO: Epoch: [2] [11050/11727] eta: 0:12:09 lr: 0.000100 data_time: 0.0030 iter_time: 1.0603 loss: 30.2912 (30.6473) loss_class: 0.8052 (0.8496) loss_bbox: 0.1872 (0.2061) loss_giou: 0.4829 (0.4404) loss_class_0: 0.9911 (1.0799) loss_bbox_0: 0.1855 (0.2041) loss_giou_0: 0.4548 (0.4480) loss_class_1: 0.9065 (0.9456) loss_bbox_1: 0.1841 (0.2048) loss_giou_1: 0.4693 (0.4420) loss_class_2: 0.8134 (0.8922) loss_bbox_2: 0.1930 (0.2033) loss_giou_2: 0.4796 (0.4399) loss_class_3: 0.8092 (0.8647) loss_bbox_3: 0.1919 (0.2044) loss_giou_3: 0.4803 (0.4392) loss_class_4: 0.8202 (0.8525) loss_bbox_4: 0.1838 (0.2053) loss_giou_4: 0.4827 (0.4400) loss_class_enc: 0.9300 (0.9927) loss_bbox_enc: 0.2320 (0.2495) loss_giou_enc: 0.5457 (0.5148) loss_class_dn: 0.4333 (0.4424) loss_bbox_dn: 0.2867 (0.3477) loss_giou_dn: 0.5322 (0.5364) loss_class_dn_0: 0.4949 (0.5027) loss_bbox_dn_0: 0.3789 (0.4528) loss_giou_dn_0: 0.6729 (0.6755) loss_class_dn_1: 0.4448 (0.4595) loss_bbox_dn_1: 0.3094 (0.3722) loss_giou_dn_1: 0.5582 (0.5671) loss_class_dn_2: 0.4346 (0.4430) loss_bbox_dn_2: 0.2901 (0.3524) loss_giou_dn_2: 0.5352 (0.5430) loss_class_dn_3: 0.4269 (0.4383) loss_bbox_dn_3: 0.2876 (0.3487) loss_giou_dn_3: 0.5324 (0.5376) loss_class_dn_4: 0.4285 (0.4391) loss_bbox_dn_4: 0.2867 (0.3477) loss_giou_dn_4: 0.5311 (0.5363) loss_class_hybrid: 0.7838 (0.8421) loss_bbox_hybrid: 0.2089 (0.2257) loss_giou_hybrid: 0.5147 (0.4811) loss_class_0_hybrid: 0.8380 (0.9088) loss_bbox_0_hybrid: 0.2221 (0.2376) loss_giou_0_hybrid: 0.5333 (0.5080) loss_class_1_hybrid: 0.7907 (0.8730) loss_bbox_1_hybrid: 0.2124 (0.2295) loss_giou_1_hybrid: 0.5197 (0.4893) loss_class_2_hybrid: 0.7848 (0.8574) loss_bbox_2_hybrid: 0.2074 (0.2256) loss_giou_2_hybrid: 0.5150 (0.4829) loss_class_3_hybrid: 0.7831 (0.8460) loss_bbox_3_hybrid: 0.2117 (0.2255) loss_giou_3_hybrid: 0.5124 (0.4814) loss_class_4_hybrid: 0.7882 (0.8418) loss_bbox_4_hybrid: 0.2077 (0.2257) loss_giou_4_hybrid: 0.5199 (0.4813) loss_class_enc_hybrid: 0.7958 (0.8540) loss_bbox_enc_hybrid: 0.2646 (0.2870) loss_giou_enc_hybrid: 0.6118 (0.5819) mem: 1020 max mem: 36964 [2024-01-14 22:37:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:37:53 det.util.engine] INFO: Epoch: [2] [11100/11727] eta: 0:11:15 lr: 0.000100 data_time: 0.0033 iter_time: 1.0547 loss: 30.1928 (30.6452) loss_class: 0.8318 (0.8496) loss_bbox: 0.1818 (0.2060) loss_giou: 0.4533 (0.4404) loss_class_0: 1.0546 (1.0798) loss_bbox_0: 0.1782 (0.2040) loss_giou_0: 0.4707 (0.4481) loss_class_1: 0.9148 (0.9455) loss_bbox_1: 0.1840 (0.2047) loss_giou_1: 0.4676 (0.4420) loss_class_2: 0.8696 (0.8922) loss_bbox_2: 0.1823 (0.2032) loss_giou_2: 0.4540 (0.4399) loss_class_3: 0.8613 (0.8648) loss_bbox_3: 0.1818 (0.2043) loss_giou_3: 0.4524 (0.4393) loss_class_4: 0.8338 (0.8525) loss_bbox_4: 0.1817 (0.2052) loss_giou_4: 0.4531 (0.4400) loss_class_enc: 0.9613 (0.9927) loss_bbox_enc: 0.2276 (0.2495) loss_giou_enc: 0.5248 (0.5148) loss_class_dn: 0.4297 (0.4424) loss_bbox_dn: 0.3006 (0.3475) loss_giou_dn: 0.5334 (0.5364) loss_class_dn_0: 0.4956 (0.5027) loss_bbox_dn_0: 0.4162 (0.4526) loss_giou_dn_0: 0.6755 (0.6754) loss_class_dn_1: 0.4502 (0.4595) loss_bbox_dn_1: 0.3266 (0.3720) loss_giou_dn_1: 0.5625 (0.5670) loss_class_dn_2: 0.4296 (0.4430) loss_bbox_dn_2: 0.3089 (0.3523) loss_giou_dn_2: 0.5389 (0.5430) loss_class_dn_3: 0.4280 (0.4383) loss_bbox_dn_3: 0.3037 (0.3485) loss_giou_dn_3: 0.5335 (0.5375) loss_class_dn_4: 0.4266 (0.4391) loss_bbox_dn_4: 0.3007 (0.3475) loss_giou_dn_4: 0.5328 (0.5363) loss_class_hybrid: 0.8139 (0.8421) loss_bbox_hybrid: 0.2094 (0.2256) loss_giou_hybrid: 0.5025 (0.4811) loss_class_0_hybrid: 0.8606 (0.9088) loss_bbox_0_hybrid: 0.2227 (0.2376) loss_giou_0_hybrid: 0.5344 (0.5080) loss_class_1_hybrid: 0.8527 (0.8730) loss_bbox_1_hybrid: 0.2180 (0.2294) loss_giou_1_hybrid: 0.5097 (0.4893) loss_class_2_hybrid: 0.8281 (0.8574) loss_bbox_2_hybrid: 0.2136 (0.2255) loss_giou_2_hybrid: 0.5053 (0.4830) loss_class_3_hybrid: 0.8237 (0.8460) loss_bbox_3_hybrid: 0.2093 (0.2254) loss_giou_3_hybrid: 0.4981 (0.4814) loss_class_4_hybrid: 0.8209 (0.8418) loss_bbox_4_hybrid: 0.2074 (0.2256) loss_giou_4_hybrid: 0.4982 (0.4814) loss_class_enc_hybrid: 0.8293 (0.8540) loss_bbox_enc_hybrid: 0.2668 (0.2869) loss_giou_enc_hybrid: 0.5896 (0.5819) mem: 1018 max mem: 36964 [2024-01-14 22:37:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:38:47 det.util.engine] INFO: Epoch: [2] [11150/11727] eta: 0:10:21 lr: 0.000100 data_time: 0.0029 iter_time: 1.0769 loss: 29.7591 (30.6433) loss_class: 0.7959 (0.8496) loss_bbox: 0.1825 (0.2060) loss_giou: 0.4000 (0.4403) loss_class_0: 1.0334 (1.0798) loss_bbox_0: 0.1843 (0.2040) loss_giou_0: 0.3956 (0.4480) loss_class_1: 0.9078 (0.9455) loss_bbox_1: 0.1825 (0.2047) loss_giou_1: 0.3962 (0.4419) loss_class_2: 0.8399 (0.8922) loss_bbox_2: 0.1900 (0.2032) loss_giou_2: 0.3863 (0.4398) loss_class_3: 0.8303 (0.8648) loss_bbox_3: 0.1824 (0.2043) loss_giou_3: 0.4007 (0.4392) loss_class_4: 0.7890 (0.8525) loss_bbox_4: 0.1823 (0.2052) loss_giou_4: 0.4027 (0.4399) loss_class_enc: 0.9561 (0.9927) loss_bbox_enc: 0.2198 (0.2495) loss_giou_enc: 0.4611 (0.5147) loss_class_dn: 0.4320 (0.4423) loss_bbox_dn: 0.3149 (0.3476) loss_giou_dn: 0.5058 (0.5363) loss_class_dn_0: 0.5038 (0.5027) loss_bbox_dn_0: 0.4086 (0.4526) loss_giou_dn_0: 0.6482 (0.6753) loss_class_dn_1: 0.4497 (0.4595) loss_bbox_dn_1: 0.3327 (0.3721) loss_giou_dn_1: 0.5427 (0.5669) loss_class_dn_2: 0.4357 (0.4430) loss_bbox_dn_2: 0.3186 (0.3523) loss_giou_dn_2: 0.5152 (0.5429) loss_class_dn_3: 0.4309 (0.4382) loss_bbox_dn_3: 0.3166 (0.3486) loss_giou_dn_3: 0.5082 (0.5374) loss_class_dn_4: 0.4296 (0.4391) loss_bbox_dn_4: 0.3147 (0.3476) loss_giou_dn_4: 0.5056 (0.5362) loss_class_hybrid: 0.8190 (0.8421) loss_bbox_hybrid: 0.2118 (0.2256) loss_giou_hybrid: 0.4415 (0.4810) loss_class_0_hybrid: 0.8787 (0.9087) loss_bbox_0_hybrid: 0.2121 (0.2376) loss_giou_0_hybrid: 0.4520 (0.5079) loss_class_1_hybrid: 0.8432 (0.8730) loss_bbox_1_hybrid: 0.2063 (0.2294) loss_giou_1_hybrid: 0.4437 (0.4892) loss_class_2_hybrid: 0.8329 (0.8574) loss_bbox_2_hybrid: 0.2048 (0.2255) loss_giou_2_hybrid: 0.4367 (0.4829) loss_class_3_hybrid: 0.8420 (0.8460) loss_bbox_3_hybrid: 0.2117 (0.2254) loss_giou_3_hybrid: 0.4360 (0.4814) loss_class_4_hybrid: 0.8167 (0.8418) loss_bbox_4_hybrid: 0.2116 (0.2256) loss_giou_4_hybrid: 0.4401 (0.4813) loss_class_enc_hybrid: 0.8376 (0.8540) loss_bbox_enc_hybrid: 0.2557 (0.2869) loss_giou_enc_hybrid: 0.5396 (0.5818) mem: 1027 max mem: 36964 [2024-01-14 22:38:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:39:41 det.util.engine] INFO: Epoch: [2] [11200/11727] eta: 0:09:27 lr: 0.000100 data_time: 0.0029 iter_time: 1.1026 loss: 30.4679 (30.6412) loss_class: 0.8487 (0.8496) loss_bbox: 0.2073 (0.2060) loss_giou: 0.4384 (0.4403) loss_class_0: 1.0605 (1.0797) loss_bbox_0: 0.2093 (0.2040) loss_giou_0: 0.4398 (0.4480) loss_class_1: 0.9275 (0.9454) loss_bbox_1: 0.2065 (0.2047) loss_giou_1: 0.4383 (0.4419) loss_class_2: 0.8801 (0.8922) loss_bbox_2: 0.2064 (0.2032) loss_giou_2: 0.4330 (0.4398) loss_class_3: 0.8692 (0.8648) loss_bbox_3: 0.2070 (0.2043) loss_giou_3: 0.4334 (0.4391) loss_class_4: 0.8646 (0.8525) loss_bbox_4: 0.2093 (0.2052) loss_giou_4: 0.4323 (0.4399) loss_class_enc: 0.9887 (0.9926) loss_bbox_enc: 0.2319 (0.2494) loss_giou_enc: 0.5067 (0.5147) loss_class_dn: 0.4376 (0.4423) loss_bbox_dn: 0.3383 (0.3475) loss_giou_dn: 0.5423 (0.5363) loss_class_dn_0: 0.5015 (0.5027) loss_bbox_dn_0: 0.4311 (0.4525) loss_giou_dn_0: 0.6888 (0.6752) loss_class_dn_1: 0.4631 (0.4595) loss_bbox_dn_1: 0.3549 (0.3720) loss_giou_dn_1: 0.5801 (0.5669) loss_class_dn_2: 0.4404 (0.4430) loss_bbox_dn_2: 0.3398 (0.3523) loss_giou_dn_2: 0.5492 (0.5428) loss_class_dn_3: 0.4387 (0.4382) loss_bbox_dn_3: 0.3397 (0.3485) loss_giou_dn_3: 0.5439 (0.5374) loss_class_dn_4: 0.4365 (0.4391) loss_bbox_dn_4: 0.3383 (0.3475) loss_giou_dn_4: 0.5423 (0.5361) loss_class_hybrid: 0.8671 (0.8421) loss_bbox_hybrid: 0.2329 (0.2256) loss_giou_hybrid: 0.4801 (0.4810) loss_class_0_hybrid: 0.9176 (0.9087) loss_bbox_0_hybrid: 0.2343 (0.2375) loss_giou_0_hybrid: 0.4981 (0.5079) loss_class_1_hybrid: 0.8542 (0.8730) loss_bbox_1_hybrid: 0.2354 (0.2294) loss_giou_1_hybrid: 0.4783 (0.4892) loss_class_2_hybrid: 0.8776 (0.8574) loss_bbox_2_hybrid: 0.2307 (0.2255) loss_giou_2_hybrid: 0.4879 (0.4828) loss_class_3_hybrid: 0.8409 (0.8460) loss_bbox_3_hybrid: 0.2328 (0.2254) loss_giou_3_hybrid: 0.4776 (0.4813) loss_class_4_hybrid: 0.8568 (0.8418) loss_bbox_4_hybrid: 0.2317 (0.2256) loss_giou_4_hybrid: 0.4775 (0.4812) loss_class_enc_hybrid: 0.8502 (0.8540) loss_bbox_enc_hybrid: 0.2788 (0.2868) loss_giou_enc_hybrid: 0.5639 (0.5818) mem: 1022 max mem: 36964 [2024-01-14 22:39:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:40:34 det.util.engine] INFO: Epoch: [2] [11250/11727] eta: 0:08:33 lr: 0.000100 data_time: 0.0029 iter_time: 1.0732 loss: 29.7133 (30.6376) loss_class: 0.8050 (0.8495) loss_bbox: 0.2063 (0.2060) loss_giou: 0.4404 (0.4403) loss_class_0: 1.0459 (1.0795) loss_bbox_0: 0.2092 (0.2040) loss_giou_0: 0.4249 (0.4480) loss_class_1: 0.8979 (0.9452) loss_bbox_1: 0.2063 (0.2047) loss_giou_1: 0.4324 (0.4418) loss_class_2: 0.8536 (0.8920) loss_bbox_2: 0.2074 (0.2032) loss_giou_2: 0.4323 (0.4398) loss_class_3: 0.8171 (0.8646) loss_bbox_3: 0.1956 (0.2043) loss_giou_3: 0.4316 (0.4391) loss_class_4: 0.8003 (0.8523) loss_bbox_4: 0.2021 (0.2052) loss_giou_4: 0.4348 (0.4399) loss_class_enc: 0.9655 (0.9925) loss_bbox_enc: 0.2452 (0.2494) loss_giou_enc: 0.4885 (0.5146) loss_class_dn: 0.4249 (0.4423) loss_bbox_dn: 0.3602 (0.3475) loss_giou_dn: 0.4841 (0.5362) loss_class_dn_0: 0.4903 (0.5026) loss_bbox_dn_0: 0.4831 (0.4525) loss_giou_dn_0: 0.6240 (0.6752) loss_class_dn_1: 0.4429 (0.4594) loss_bbox_dn_1: 0.3841 (0.3719) loss_giou_dn_1: 0.5189 (0.5668) loss_class_dn_2: 0.4296 (0.4429) loss_bbox_dn_2: 0.3663 (0.3522) loss_giou_dn_2: 0.4883 (0.5428) loss_class_dn_3: 0.4270 (0.4382) loss_bbox_dn_3: 0.3591 (0.3485) loss_giou_dn_3: 0.4848 (0.5373) loss_class_dn_4: 0.4260 (0.4390) loss_bbox_dn_4: 0.3604 (0.3475) loss_giou_dn_4: 0.4841 (0.5361) loss_class_hybrid: 0.8354 (0.8420) loss_bbox_hybrid: 0.2198 (0.2256) loss_giou_hybrid: 0.4493 (0.4809) loss_class_0_hybrid: 0.9258 (0.9086) loss_bbox_0_hybrid: 0.2313 (0.2375) loss_giou_0_hybrid: 0.4571 (0.5078) loss_class_1_hybrid: 0.8578 (0.8729) loss_bbox_1_hybrid: 0.2235 (0.2294) loss_giou_1_hybrid: 0.4520 (0.4892) loss_class_2_hybrid: 0.8589 (0.8573) loss_bbox_2_hybrid: 0.2175 (0.2255) loss_giou_2_hybrid: 0.4522 (0.4828) loss_class_3_hybrid: 0.8573 (0.8459) loss_bbox_3_hybrid: 0.2178 (0.2254) loss_giou_3_hybrid: 0.4495 (0.4813) loss_class_4_hybrid: 0.8314 (0.8417) loss_bbox_4_hybrid: 0.2175 (0.2256) loss_giou_4_hybrid: 0.4478 (0.4812) loss_class_enc_hybrid: 0.8600 (0.8540) loss_bbox_enc_hybrid: 0.2924 (0.2868) loss_giou_enc_hybrid: 0.5148 (0.5817) mem: 1031 max mem: 36964 [2024-01-14 22:40:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:41:28 det.util.engine] INFO: Epoch: [2] [11300/11727] eta: 0:07:39 lr: 0.000100 data_time: 0.0028 iter_time: 1.0864 loss: 30.4573 (30.6337) loss_class: 0.8269 (0.8494) loss_bbox: 0.1895 (0.2060) loss_giou: 0.4505 (0.4403) loss_class_0: 1.0295 (1.0792) loss_bbox_0: 0.1963 (0.2039) loss_giou_0: 0.4673 (0.4480) loss_class_1: 0.9079 (0.9451) loss_bbox_1: 0.1897 (0.2046) loss_giou_1: 0.4657 (0.4418) loss_class_2: 0.8423 (0.8919) loss_bbox_2: 0.1904 (0.2032) loss_giou_2: 0.4645 (0.4398) loss_class_3: 0.8369 (0.8645) loss_bbox_3: 0.1916 (0.2042) loss_giou_3: 0.4509 (0.4391) loss_class_4: 0.8271 (0.8522) loss_bbox_4: 0.1895 (0.2052) loss_giou_4: 0.4510 (0.4399) loss_class_enc: 0.9678 (0.9924) loss_bbox_enc: 0.2290 (0.2493) loss_giou_enc: 0.5115 (0.5146) loss_class_dn: 0.4256 (0.4422) loss_bbox_dn: 0.3336 (0.3474) loss_giou_dn: 0.5386 (0.5362) loss_class_dn_0: 0.4975 (0.5026) loss_bbox_dn_0: 0.4300 (0.4524) loss_giou_dn_0: 0.6760 (0.6751) loss_class_dn_1: 0.4512 (0.4594) loss_bbox_dn_1: 0.3495 (0.3718) loss_giou_dn_1: 0.5630 (0.5668) loss_class_dn_2: 0.4276 (0.4428) loss_bbox_dn_2: 0.3389 (0.3521) loss_giou_dn_2: 0.5435 (0.5427) loss_class_dn_3: 0.4275 (0.4381) loss_bbox_dn_3: 0.3344 (0.3484) loss_giou_dn_3: 0.5411 (0.5373) loss_class_dn_4: 0.4248 (0.4389) loss_bbox_dn_4: 0.3336 (0.3474) loss_giou_dn_4: 0.5386 (0.5360) loss_class_hybrid: 0.8117 (0.8419) loss_bbox_hybrid: 0.2193 (0.2255) loss_giou_hybrid: 0.4928 (0.4809) loss_class_0_hybrid: 0.8668 (0.9085) loss_bbox_0_hybrid: 0.2185 (0.2375) loss_giou_0_hybrid: 0.5268 (0.5078) loss_class_1_hybrid: 0.8310 (0.8727) loss_bbox_1_hybrid: 0.2142 (0.2293) loss_giou_1_hybrid: 0.5063 (0.4891) loss_class_2_hybrid: 0.8169 (0.8571) loss_bbox_2_hybrid: 0.2190 (0.2255) loss_giou_2_hybrid: 0.4939 (0.4828) loss_class_3_hybrid: 0.8128 (0.8458) loss_bbox_3_hybrid: 0.2192 (0.2254) loss_giou_3_hybrid: 0.4957 (0.4812) loss_class_4_hybrid: 0.8095 (0.8416) loss_bbox_4_hybrid: 0.2170 (0.2255) loss_giou_4_hybrid: 0.4945 (0.4812) loss_class_enc_hybrid: 0.8127 (0.8538) loss_bbox_enc_hybrid: 0.2714 (0.2867) loss_giou_enc_hybrid: 0.5821 (0.5817) mem: 1022 max mem: 36964 [2024-01-14 22:41:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:42:22 det.util.engine] INFO: Epoch: [2] [11350/11727] eta: 0:06:46 lr: 0.000100 data_time: 0.0030 iter_time: 1.0688 loss: 30.4140 (30.6345) loss_class: 0.8716 (0.8495) loss_bbox: 0.1989 (0.2060) loss_giou: 0.4256 (0.4403) loss_class_0: 1.0931 (1.0792) loss_bbox_0: 0.1987 (0.2040) loss_giou_0: 0.4420 (0.4480) loss_class_1: 0.9555 (0.9451) loss_bbox_1: 0.1978 (0.2046) loss_giou_1: 0.4321 (0.4418) loss_class_2: 0.9086 (0.8919) loss_bbox_2: 0.1943 (0.2032) loss_giou_2: 0.4317 (0.4398) loss_class_3: 0.8902 (0.8646) loss_bbox_3: 0.1934 (0.2042) loss_giou_3: 0.4277 (0.4391) loss_class_4: 0.8740 (0.8523) loss_bbox_4: 0.1972 (0.2052) loss_giou_4: 0.4246 (0.4399) loss_class_enc: 0.9984 (0.9924) loss_bbox_enc: 0.2481 (0.2494) loss_giou_enc: 0.4951 (0.5146) loss_class_dn: 0.4204 (0.4421) loss_bbox_dn: 0.3169 (0.3474) loss_giou_dn: 0.5098 (0.5362) loss_class_dn_0: 0.4964 (0.5026) loss_bbox_dn_0: 0.4397 (0.4524) loss_giou_dn_0: 0.6554 (0.6751) loss_class_dn_1: 0.4406 (0.4594) loss_bbox_dn_1: 0.3356 (0.3718) loss_giou_dn_1: 0.5480 (0.5668) loss_class_dn_2: 0.4230 (0.4428) loss_bbox_dn_2: 0.3228 (0.3521) loss_giou_dn_2: 0.5194 (0.5427) loss_class_dn_3: 0.4184 (0.4380) loss_bbox_dn_3: 0.3168 (0.3483) loss_giou_dn_3: 0.5113 (0.5373) loss_class_dn_4: 0.4195 (0.4389) loss_bbox_dn_4: 0.3169 (0.3474) loss_giou_dn_4: 0.5097 (0.5360) loss_class_hybrid: 0.8617 (0.8419) loss_bbox_hybrid: 0.2272 (0.2255) loss_giou_hybrid: 0.4610 (0.4810) loss_class_0_hybrid: 0.8846 (0.9085) loss_bbox_0_hybrid: 0.2409 (0.2375) loss_giou_0_hybrid: 0.4844 (0.5079) loss_class_1_hybrid: 0.8689 (0.8727) loss_bbox_1_hybrid: 0.2279 (0.2294) loss_giou_1_hybrid: 0.4691 (0.4892) loss_class_2_hybrid: 0.8527 (0.8572) loss_bbox_2_hybrid: 0.2307 (0.2255) loss_giou_2_hybrid: 0.4655 (0.4828) loss_class_3_hybrid: 0.8568 (0.8458) loss_bbox_3_hybrid: 0.2304 (0.2254) loss_giou_3_hybrid: 0.4617 (0.4813) loss_class_4_hybrid: 0.8569 (0.8416) loss_bbox_4_hybrid: 0.2274 (0.2256) loss_giou_4_hybrid: 0.4588 (0.4812) loss_class_enc_hybrid: 0.8886 (0.8538) loss_bbox_enc_hybrid: 0.2889 (0.2868) loss_giou_enc_hybrid: 0.5514 (0.5817) mem: 1032 max mem: 36964 [2024-01-14 22:42:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:43:15 det.util.engine] INFO: Epoch: [2] [11400/11727] eta: 0:05:52 lr: 0.000100 data_time: 0.0031 iter_time: 1.0344 loss: 30.7713 (30.6347) loss_class: 0.8662 (0.8495) loss_bbox: 0.2019 (0.2060) loss_giou: 0.4110 (0.4403) loss_class_0: 1.0446 (1.0791) loss_bbox_0: 0.2065 (0.2040) loss_giou_0: 0.4396 (0.4480) loss_class_1: 0.9306 (0.9450) loss_bbox_1: 0.2116 (0.2046) loss_giou_1: 0.4228 (0.4418) loss_class_2: 0.8988 (0.8920) loss_bbox_2: 0.2013 (0.2032) loss_giou_2: 0.4127 (0.4398) loss_class_3: 0.8669 (0.8647) loss_bbox_3: 0.2058 (0.2042) loss_giou_3: 0.4083 (0.4391) loss_class_4: 0.8682 (0.8523) loss_bbox_4: 0.2054 (0.2052) loss_giou_4: 0.4139 (0.4399) loss_class_enc: 0.9945 (0.9924) loss_bbox_enc: 0.2517 (0.2493) loss_giou_enc: 0.5087 (0.5146) loss_class_dn: 0.4359 (0.4421) loss_bbox_dn: 0.3564 (0.3474) loss_giou_dn: 0.5219 (0.5362) loss_class_dn_0: 0.5002 (0.5026) loss_bbox_dn_0: 0.4805 (0.4524) loss_giou_dn_0: 0.6767 (0.6751) loss_class_dn_1: 0.4494 (0.4593) loss_bbox_dn_1: 0.3934 (0.3718) loss_giou_dn_1: 0.5494 (0.5668) loss_class_dn_2: 0.4303 (0.4428) loss_bbox_dn_2: 0.3597 (0.3521) loss_giou_dn_2: 0.5285 (0.5428) loss_class_dn_3: 0.4291 (0.4380) loss_bbox_dn_3: 0.3556 (0.3484) loss_giou_dn_3: 0.5225 (0.5373) loss_class_dn_4: 0.4297 (0.4388) loss_bbox_dn_4: 0.3565 (0.3474) loss_giou_dn_4: 0.5218 (0.5361) loss_class_hybrid: 0.8452 (0.8419) loss_bbox_hybrid: 0.2288 (0.2256) loss_giou_hybrid: 0.4621 (0.4810) loss_class_0_hybrid: 0.8917 (0.9084) loss_bbox_0_hybrid: 0.2517 (0.2376) loss_giou_0_hybrid: 0.4922 (0.5079) loss_class_1_hybrid: 0.8471 (0.8726) loss_bbox_1_hybrid: 0.2420 (0.2294) loss_giou_1_hybrid: 0.4658 (0.4892) loss_class_2_hybrid: 0.8574 (0.8571) loss_bbox_2_hybrid: 0.2313 (0.2255) loss_giou_2_hybrid: 0.4641 (0.4828) loss_class_3_hybrid: 0.8434 (0.8458) loss_bbox_3_hybrid: 0.2275 (0.2254) loss_giou_3_hybrid: 0.4595 (0.4813) loss_class_4_hybrid: 0.8426 (0.8416) loss_bbox_4_hybrid: 0.2312 (0.2256) loss_giou_4_hybrid: 0.4583 (0.4812) loss_class_enc_hybrid: 0.8484 (0.8538) loss_bbox_enc_hybrid: 0.2925 (0.2868) loss_giou_enc_hybrid: 0.5615 (0.5817) mem: 1023 max mem: 36964 [2024-01-14 22:43:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:44:09 det.util.engine] INFO: Epoch: [2] [11450/11727] eta: 0:04:58 lr: 0.000100 data_time: 0.0027 iter_time: 1.0528 loss: 29.5425 (30.6317) loss_class: 0.8304 (0.8494) loss_bbox: 0.1830 (0.2060) loss_giou: 0.4238 (0.4402) loss_class_0: 1.0388 (1.0790) loss_bbox_0: 0.1941 (0.2040) loss_giou_0: 0.4365 (0.4480) loss_class_1: 0.8935 (0.9449) loss_bbox_1: 0.1910 (0.2047) loss_giou_1: 0.4310 (0.4418) loss_class_2: 0.8865 (0.8919) loss_bbox_2: 0.1878 (0.2032) loss_giou_2: 0.4266 (0.4397) loss_class_3: 0.8368 (0.8646) loss_bbox_3: 0.1840 (0.2042) loss_giou_3: 0.4265 (0.4391) loss_class_4: 0.8341 (0.8523) loss_bbox_4: 0.1883 (0.2052) loss_giou_4: 0.4312 (0.4398) loss_class_enc: 0.9618 (0.9922) loss_bbox_enc: 0.2263 (0.2494) loss_giou_enc: 0.5025 (0.5146) loss_class_dn: 0.4329 (0.4420) loss_bbox_dn: 0.3225 (0.3474) loss_giou_dn: 0.5272 (0.5361) loss_class_dn_0: 0.4917 (0.5025) loss_bbox_dn_0: 0.4039 (0.4524) loss_giou_dn_0: 0.6606 (0.6750) loss_class_dn_1: 0.4596 (0.4593) loss_bbox_dn_1: 0.3460 (0.3718) loss_giou_dn_1: 0.5573 (0.5667) loss_class_dn_2: 0.4347 (0.4427) loss_bbox_dn_2: 0.3247 (0.3521) loss_giou_dn_2: 0.5358 (0.5427) loss_class_dn_3: 0.4300 (0.4380) loss_bbox_dn_3: 0.3209 (0.3484) loss_giou_dn_3: 0.5305 (0.5372) loss_class_dn_4: 0.4331 (0.4388) loss_bbox_dn_4: 0.3225 (0.3474) loss_giou_dn_4: 0.5271 (0.5360) loss_class_hybrid: 0.8089 (0.8418) loss_bbox_hybrid: 0.2087 (0.2256) loss_giou_hybrid: 0.4630 (0.4809) loss_class_0_hybrid: 0.8466 (0.9083) loss_bbox_0_hybrid: 0.2205 (0.2376) loss_giou_0_hybrid: 0.4871 (0.5078) loss_class_1_hybrid: 0.8347 (0.8725) loss_bbox_1_hybrid: 0.2195 (0.2294) loss_giou_1_hybrid: 0.4631 (0.4892) loss_class_2_hybrid: 0.8041 (0.8570) loss_bbox_2_hybrid: 0.2090 (0.2255) loss_giou_2_hybrid: 0.4612 (0.4828) loss_class_3_hybrid: 0.7996 (0.8457) loss_bbox_3_hybrid: 0.2102 (0.2254) loss_giou_3_hybrid: 0.4593 (0.4812) loss_class_4_hybrid: 0.8003 (0.8415) loss_bbox_4_hybrid: 0.2092 (0.2256) loss_giou_4_hybrid: 0.4604 (0.4812) loss_class_enc_hybrid: 0.8135 (0.8537) loss_bbox_enc_hybrid: 0.2626 (0.2868) loss_giou_enc_hybrid: 0.5673 (0.5816) mem: 1017 max mem: 36964 [2024-01-14 22:44:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:45:02 det.util.engine] INFO: Epoch: [2] [11500/11727] eta: 0:04:04 lr: 0.000100 data_time: 0.0026 iter_time: 1.0625 loss: 29.6208 (30.6285) loss_class: 0.8281 (0.8494) loss_bbox: 0.1989 (0.2059) loss_giou: 0.4022 (0.4402) loss_class_0: 1.0074 (1.0789) loss_bbox_0: 0.1919 (0.2039) loss_giou_0: 0.4222 (0.4479) loss_class_1: 0.8938 (0.9448) loss_bbox_1: 0.1853 (0.2046) loss_giou_1: 0.4126 (0.4417) loss_class_2: 0.8220 (0.8919) loss_bbox_2: 0.1973 (0.2031) loss_giou_2: 0.4269 (0.4397) loss_class_3: 0.8354 (0.8645) loss_bbox_3: 0.2018 (0.2042) loss_giou_3: 0.4190 (0.4390) loss_class_4: 0.8175 (0.8522) loss_bbox_4: 0.2010 (0.2051) loss_giou_4: 0.3948 (0.4398) loss_class_enc: 0.9175 (0.9921) loss_bbox_enc: 0.2233 (0.2493) loss_giou_enc: 0.4826 (0.5145) loss_class_dn: 0.4274 (0.4420) loss_bbox_dn: 0.2967 (0.3473) loss_giou_dn: 0.5351 (0.5360) loss_class_dn_0: 0.4895 (0.5025) loss_bbox_dn_0: 0.3811 (0.4523) loss_giou_dn_0: 0.6563 (0.6749) loss_class_dn_1: 0.4450 (0.4593) loss_bbox_dn_1: 0.3081 (0.3718) loss_giou_dn_1: 0.5632 (0.5666) loss_class_dn_2: 0.4328 (0.4427) loss_bbox_dn_2: 0.2981 (0.3521) loss_giou_dn_2: 0.5396 (0.5426) loss_class_dn_3: 0.4253 (0.4379) loss_bbox_dn_3: 0.2965 (0.3483) loss_giou_dn_3: 0.5364 (0.5371) loss_class_dn_4: 0.4269 (0.4387) loss_bbox_dn_4: 0.2967 (0.3473) loss_giou_dn_4: 0.5351 (0.5359) loss_class_hybrid: 0.7892 (0.8417) loss_bbox_hybrid: 0.2185 (0.2255) loss_giou_hybrid: 0.4780 (0.4809) loss_class_0_hybrid: 0.8559 (0.9083) loss_bbox_0_hybrid: 0.2329 (0.2375) loss_giou_0_hybrid: 0.4937 (0.5078) loss_class_1_hybrid: 0.7951 (0.8725) loss_bbox_1_hybrid: 0.2278 (0.2294) loss_giou_1_hybrid: 0.4694 (0.4891) loss_class_2_hybrid: 0.7869 (0.8570) loss_bbox_2_hybrid: 0.2244 (0.2255) loss_giou_2_hybrid: 0.4751 (0.4827) loss_class_3_hybrid: 0.7858 (0.8456) loss_bbox_3_hybrid: 0.2214 (0.2254) loss_giou_3_hybrid: 0.4827 (0.4812) loss_class_4_hybrid: 0.7816 (0.8414) loss_bbox_4_hybrid: 0.2189 (0.2255) loss_giou_4_hybrid: 0.4780 (0.4811) loss_class_enc_hybrid: 0.7933 (0.8537) loss_bbox_enc_hybrid: 0.2638 (0.2867) loss_giou_enc_hybrid: 0.5490 (0.5816) mem: 1013 max mem: 36964 [2024-01-14 22:45:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:45:57 det.util.engine] INFO: Epoch: [2] [11550/11727] eta: 0:03:10 lr: 0.000100 data_time: 0.0031 iter_time: 1.0744 loss: 30.3985 (30.6257) loss_class: 0.8678 (0.8495) loss_bbox: 0.2219 (0.2059) loss_giou: 0.4113 (0.4401) loss_class_0: 1.1128 (1.0789) loss_bbox_0: 0.2181 (0.2039) loss_giou_0: 0.4132 (0.4478) loss_class_1: 0.9574 (0.9448) loss_bbox_1: 0.2197 (0.2046) loss_giou_1: 0.4163 (0.4416) loss_class_2: 0.9156 (0.8919) loss_bbox_2: 0.2203 (0.2031) loss_giou_2: 0.4106 (0.4396) loss_class_3: 0.8970 (0.8645) loss_bbox_3: 0.2139 (0.2041) loss_giou_3: 0.4118 (0.4389) loss_class_4: 0.8935 (0.8523) loss_bbox_4: 0.2111 (0.2051) loss_giou_4: 0.4103 (0.4397) loss_class_enc: 0.9733 (0.9921) loss_bbox_enc: 0.2601 (0.2493) loss_giou_enc: 0.4777 (0.5145) loss_class_dn: 0.4347 (0.4419) loss_bbox_dn: 0.3650 (0.3473) loss_giou_dn: 0.5041 (0.5359) loss_class_dn_0: 0.5037 (0.5025) loss_bbox_dn_0: 0.5023 (0.4523) loss_giou_dn_0: 0.6487 (0.6748) loss_class_dn_1: 0.4602 (0.4592) loss_bbox_dn_1: 0.4035 (0.3717) loss_giou_dn_1: 0.5354 (0.5665) loss_class_dn_2: 0.4400 (0.4426) loss_bbox_dn_2: 0.3728 (0.3520) loss_giou_dn_2: 0.5107 (0.5425) loss_class_dn_3: 0.4377 (0.4379) loss_bbox_dn_3: 0.3682 (0.3483) loss_giou_dn_3: 0.5054 (0.5371) loss_class_dn_4: 0.4369 (0.4387) loss_bbox_dn_4: 0.3649 (0.3473) loss_giou_dn_4: 0.5041 (0.5358) loss_class_hybrid: 0.8571 (0.8417) loss_bbox_hybrid: 0.2361 (0.2255) loss_giou_hybrid: 0.4359 (0.4808) loss_class_0_hybrid: 0.9253 (0.9083) loss_bbox_0_hybrid: 0.2411 (0.2375) loss_giou_0_hybrid: 0.4663 (0.5077) loss_class_1_hybrid: 0.9011 (0.8725) loss_bbox_1_hybrid: 0.2436 (0.2293) loss_giou_1_hybrid: 0.4469 (0.4890) loss_class_2_hybrid: 0.8739 (0.8570) loss_bbox_2_hybrid: 0.2368 (0.2255) loss_giou_2_hybrid: 0.4361 (0.4826) loss_class_3_hybrid: 0.8742 (0.8456) loss_bbox_3_hybrid: 0.2383 (0.2254) loss_giou_3_hybrid: 0.4362 (0.4811) loss_class_4_hybrid: 0.8580 (0.8414) loss_bbox_4_hybrid: 0.2361 (0.2255) loss_giou_4_hybrid: 0.4360 (0.4810) loss_class_enc_hybrid: 0.8722 (0.8537) loss_bbox_enc_hybrid: 0.2982 (0.2867) loss_giou_enc_hybrid: 0.5453 (0.5815) mem: 1017 max mem: 36964 [2024-01-14 22:45:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:46:55 det.util.engine] INFO: Epoch: [2] [11600/11727] eta: 0:02:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.0950 loss: 29.8817 (30.6216) loss_class: 0.8444 (0.8494) loss_bbox: 0.1954 (0.2058) loss_giou: 0.4142 (0.4400) loss_class_0: 1.0990 (1.0788) loss_bbox_0: 0.1948 (0.2039) loss_giou_0: 0.4373 (0.4478) loss_class_1: 0.9174 (0.9447) loss_bbox_1: 0.2023 (0.2045) loss_giou_1: 0.4209 (0.4416) loss_class_2: 0.8721 (0.8918) loss_bbox_2: 0.1989 (0.2030) loss_giou_2: 0.4142 (0.4395) loss_class_3: 0.8467 (0.8645) loss_bbox_3: 0.1971 (0.2041) loss_giou_3: 0.4208 (0.4389) loss_class_4: 0.8433 (0.8522) loss_bbox_4: 0.1970 (0.2050) loss_giou_4: 0.4149 (0.4396) loss_class_enc: 1.0108 (0.9920) loss_bbox_enc: 0.2302 (0.2492) loss_giou_enc: 0.4819 (0.5144) loss_class_dn: 0.4211 (0.4418) loss_bbox_dn: 0.3324 (0.3472) loss_giou_dn: 0.5181 (0.5359) loss_class_dn_0: 0.4933 (0.5025) loss_bbox_dn_0: 0.4393 (0.4522) loss_giou_dn_0: 0.6533 (0.6747) loss_class_dn_1: 0.4461 (0.4592) loss_bbox_dn_1: 0.3503 (0.3716) loss_giou_dn_1: 0.5446 (0.5664) loss_class_dn_2: 0.4281 (0.4426) loss_bbox_dn_2: 0.3362 (0.3519) loss_giou_dn_2: 0.5210 (0.5424) loss_class_dn_3: 0.4203 (0.4378) loss_bbox_dn_3: 0.3340 (0.3482) loss_giou_dn_3: 0.5192 (0.5370) loss_class_dn_4: 0.4183 (0.4386) loss_bbox_dn_4: 0.3323 (0.3472) loss_giou_dn_4: 0.5178 (0.5357) loss_class_hybrid: 0.8262 (0.8417) loss_bbox_hybrid: 0.2140 (0.2255) loss_giou_hybrid: 0.4483 (0.4807) loss_class_0_hybrid: 0.9079 (0.9082) loss_bbox_0_hybrid: 0.2277 (0.2374) loss_giou_0_hybrid: 0.4782 (0.5076) loss_class_1_hybrid: 0.8727 (0.8724) loss_bbox_1_hybrid: 0.2189 (0.2293) loss_giou_1_hybrid: 0.4561 (0.4889) loss_class_2_hybrid: 0.8454 (0.8569) loss_bbox_2_hybrid: 0.2179 (0.2254) loss_giou_2_hybrid: 0.4518 (0.4825) loss_class_3_hybrid: 0.8417 (0.8456) loss_bbox_3_hybrid: 0.2174 (0.2253) loss_giou_3_hybrid: 0.4478 (0.4810) loss_class_4_hybrid: 0.8285 (0.8414) loss_bbox_4_hybrid: 0.2145 (0.2255) loss_giou_4_hybrid: 0.4501 (0.4809) loss_class_enc_hybrid: 0.8519 (0.8537) loss_bbox_enc_hybrid: 0.2794 (0.2866) loss_giou_enc_hybrid: 0.5466 (0.5814) mem: 1022 max mem: 36964 [2024-01-14 22:46:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:47:49 det.util.engine] INFO: Epoch: [2] [11650/11727] eta: 0:01:22 lr: 0.000100 data_time: 0.0028 iter_time: 1.0529 loss: 30.6550 (30.6194) loss_class: 0.7940 (0.8494) loss_bbox: 0.2051 (0.2058) loss_giou: 0.4018 (0.4400) loss_class_0: 1.0588 (1.0788) loss_bbox_0: 0.1868 (0.2038) loss_giou_0: 0.4227 (0.4477) loss_class_1: 0.9048 (0.9446) loss_bbox_1: 0.1877 (0.2045) loss_giou_1: 0.4167 (0.4415) loss_class_2: 0.8643 (0.8917) loss_bbox_2: 0.1967 (0.2030) loss_giou_2: 0.3916 (0.4395) loss_class_3: 0.8346 (0.8645) loss_bbox_3: 0.2059 (0.2041) loss_giou_3: 0.3905 (0.4388) loss_class_4: 0.7956 (0.8522) loss_bbox_4: 0.2040 (0.2051) loss_giou_4: 0.4015 (0.4396) loss_class_enc: 0.9644 (0.9920) loss_bbox_enc: 0.2341 (0.2492) loss_giou_enc: 0.4840 (0.5143) loss_class_dn: 0.4280 (0.4418) loss_bbox_dn: 0.3575 (0.3471) loss_giou_dn: 0.4872 (0.5358) loss_class_dn_0: 0.4915 (0.5025) loss_bbox_dn_0: 0.4541 (0.4522) loss_giou_dn_0: 0.6436 (0.6747) loss_class_dn_1: 0.4507 (0.4591) loss_bbox_dn_1: 0.3730 (0.3716) loss_giou_dn_1: 0.5259 (0.5664) loss_class_dn_2: 0.4342 (0.4425) loss_bbox_dn_2: 0.3617 (0.3519) loss_giou_dn_2: 0.4929 (0.5423) loss_class_dn_3: 0.4313 (0.4378) loss_bbox_dn_3: 0.3573 (0.3481) loss_giou_dn_3: 0.4899 (0.5369) loss_class_dn_4: 0.4285 (0.4386) loss_bbox_dn_4: 0.3575 (0.3471) loss_giou_dn_4: 0.4869 (0.5357) loss_class_hybrid: 0.8226 (0.8416) loss_bbox_hybrid: 0.2109 (0.2254) loss_giou_hybrid: 0.4253 (0.4807) loss_class_0_hybrid: 0.8945 (0.9082) loss_bbox_0_hybrid: 0.2377 (0.2374) loss_giou_0_hybrid: 0.4581 (0.5076) loss_class_1_hybrid: 0.8469 (0.8723) loss_bbox_1_hybrid: 0.2180 (0.2293) loss_giou_1_hybrid: 0.4302 (0.4889) loss_class_2_hybrid: 0.8197 (0.8568) loss_bbox_2_hybrid: 0.2110 (0.2254) loss_giou_2_hybrid: 0.4243 (0.4825) loss_class_3_hybrid: 0.8154 (0.8455) loss_bbox_3_hybrid: 0.2088 (0.2253) loss_giou_3_hybrid: 0.4246 (0.4810) loss_class_4_hybrid: 0.8179 (0.8413) loss_bbox_4_hybrid: 0.2114 (0.2255) loss_giou_4_hybrid: 0.4245 (0.4809) loss_class_enc_hybrid: 0.8725 (0.8537) loss_bbox_enc_hybrid: 0.2567 (0.2866) loss_giou_enc_hybrid: 0.5268 (0.5814) mem: 1015 max mem: 36964 [2024-01-14 22:47:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:48:42 det.util.engine] INFO: Epoch: [2] [11700/11727] eta: 0:00:29 lr: 0.000100 data_time: 0.0034 iter_time: 1.0746 loss: 29.4341 (30.6132) loss_class: 0.7872 (0.8492) loss_bbox: 0.1852 (0.2058) loss_giou: 0.4350 (0.4399) loss_class_0: 0.9876 (1.0786) loss_bbox_0: 0.1788 (0.2038) loss_giou_0: 0.4546 (0.4477) loss_class_1: 0.8632 (0.9443) loss_bbox_1: 0.1877 (0.2045) loss_giou_1: 0.4273 (0.4415) loss_class_2: 0.7974 (0.8915) loss_bbox_2: 0.1723 (0.2030) loss_giou_2: 0.4406 (0.4394) loss_class_3: 0.8014 (0.8643) loss_bbox_3: 0.1777 (0.2040) loss_giou_3: 0.4377 (0.4388) loss_class_4: 0.7896 (0.8520) loss_bbox_4: 0.1821 (0.2050) loss_giou_4: 0.4430 (0.4395) loss_class_enc: 0.9298 (0.9918) loss_bbox_enc: 0.2130 (0.2491) loss_giou_enc: 0.4829 (0.5143) loss_class_dn: 0.4165 (0.4417) loss_bbox_dn: 0.2735 (0.3470) loss_giou_dn: 0.5174 (0.5357) loss_class_dn_0: 0.4824 (0.5024) loss_bbox_dn_0: 0.3792 (0.4520) loss_giou_dn_0: 0.6513 (0.6745) loss_class_dn_1: 0.4400 (0.4591) loss_bbox_dn_1: 0.2894 (0.3714) loss_giou_dn_1: 0.5442 (0.5663) loss_class_dn_2: 0.4221 (0.4425) loss_bbox_dn_2: 0.2735 (0.3517) loss_giou_dn_2: 0.5220 (0.5422) loss_class_dn_3: 0.4177 (0.4377) loss_bbox_dn_3: 0.2737 (0.3480) loss_giou_dn_3: 0.5177 (0.5368) loss_class_dn_4: 0.4152 (0.4385) loss_bbox_dn_4: 0.2734 (0.3470) loss_giou_dn_4: 0.5171 (0.5355) loss_class_hybrid: 0.7650 (0.8415) loss_bbox_hybrid: 0.2070 (0.2254) loss_giou_hybrid: 0.4654 (0.4806) loss_class_0_hybrid: 0.8377 (0.9080) loss_bbox_0_hybrid: 0.2128 (0.2373) loss_giou_0_hybrid: 0.4885 (0.5075) loss_class_1_hybrid: 0.7807 (0.8722) loss_bbox_1_hybrid: 0.2112 (0.2292) loss_giou_1_hybrid: 0.4734 (0.4888) loss_class_2_hybrid: 0.7694 (0.8567) loss_bbox_2_hybrid: 0.2061 (0.2253) loss_giou_2_hybrid: 0.4646 (0.4824) loss_class_3_hybrid: 0.7639 (0.8454) loss_bbox_3_hybrid: 0.2052 (0.2252) loss_giou_3_hybrid: 0.4669 (0.4809) loss_class_4_hybrid: 0.7568 (0.8412) loss_bbox_4_hybrid: 0.2075 (0.2254) loss_giou_4_hybrid: 0.4653 (0.4808) loss_class_enc_hybrid: 0.7902 (0.8535) loss_bbox_enc_hybrid: 0.2566 (0.2865) loss_giou_enc_hybrid: 0.5630 (0.5813) mem: 1029 max mem: 36964 [2024-01-14 22:48:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:49:10 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0028 iter_time: 1.0788 loss: 29.5012 (30.6113) loss_class: 0.7949 (0.8492) loss_bbox: 0.1872 (0.2057) loss_giou: 0.4054 (0.4399) loss_class_0: 1.0098 (1.0785) loss_bbox_0: 0.1804 (0.2038) loss_giou_0: 0.4105 (0.4477) loss_class_1: 0.8661 (0.9443) loss_bbox_1: 0.1864 (0.2045) loss_giou_1: 0.4089 (0.4415) loss_class_2: 0.8165 (0.8914) loss_bbox_2: 0.1813 (0.2030) loss_giou_2: 0.4186 (0.4394) loss_class_3: 0.8133 (0.8643) loss_bbox_3: 0.1819 (0.2040) loss_giou_3: 0.4151 (0.4388) loss_class_4: 0.7842 (0.8520) loss_bbox_4: 0.1870 (0.2050) loss_giou_4: 0.4055 (0.4395) loss_class_enc: 0.9264 (0.9918) loss_bbox_enc: 0.2346 (0.2491) loss_giou_enc: 0.4704 (0.5142) loss_class_dn: 0.4281 (0.4417) loss_bbox_dn: 0.2767 (0.3469) loss_giou_dn: 0.4990 (0.5356) loss_class_dn_0: 0.4988 (0.5024) loss_bbox_dn_0: 0.3887 (0.4519) loss_giou_dn_0: 0.6475 (0.6745) loss_class_dn_1: 0.4545 (0.4591) loss_bbox_dn_1: 0.3126 (0.3714) loss_giou_dn_1: 0.5321 (0.5662) loss_class_dn_2: 0.4346 (0.4425) loss_bbox_dn_2: 0.2794 (0.3516) loss_giou_dn_2: 0.5065 (0.5422) loss_class_dn_3: 0.4278 (0.4377) loss_bbox_dn_3: 0.2777 (0.3479) loss_giou_dn_3: 0.5015 (0.5367) loss_class_dn_4: 0.4244 (0.4385) loss_bbox_dn_4: 0.2767 (0.3469) loss_giou_dn_4: 0.4989 (0.5355) loss_class_hybrid: 0.8058 (0.8415) loss_bbox_hybrid: 0.2141 (0.2253) loss_giou_hybrid: 0.4238 (0.4806) loss_class_0_hybrid: 0.8513 (0.9080) loss_bbox_0_hybrid: 0.2212 (0.2373) loss_giou_0_hybrid: 0.4617 (0.5075) loss_class_1_hybrid: 0.8085 (0.8722) loss_bbox_1_hybrid: 0.2150 (0.2292) loss_giou_1_hybrid: 0.4359 (0.4888) loss_class_2_hybrid: 0.7989 (0.8567) loss_bbox_2_hybrid: 0.2120 (0.2253) loss_giou_2_hybrid: 0.4289 (0.4824) loss_class_3_hybrid: 0.7882 (0.8453) loss_bbox_3_hybrid: 0.2096 (0.2252) loss_giou_3_hybrid: 0.4255 (0.4809) loss_class_4_hybrid: 0.7890 (0.8411) loss_bbox_4_hybrid: 0.2140 (0.2253) loss_giou_4_hybrid: 0.4233 (0.4808) loss_class_enc_hybrid: 0.8286 (0.8535) loss_bbox_enc_hybrid: 0.2675 (0.2865) loss_giou_enc_hybrid: 0.5363 (0.5812) [2024-01-14 22:49:10 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_2 [2024-01-14 22:49:11 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_2/model.safetensors [2024-01-14 22:49:12 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_2/optimizer.bin [2024-01-14 22:49:12 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_2/scheduler.bin [2024-01-14 22:49:12 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_2/sampler.bin [2024-01-14 22:49:12 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_2/sampler_1.bin [2024-01-14 22:49:12 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_2/random_states_0.pkl [2024-01-14 22:49:12 det.__main__] INFO: Start evaluation [2024-01-14 22:49:14 det.util.utils] INFO: Test: [ 0/2500] eta: 0:29:21 model_time: 0.4306 (0.4306) evaluator_time: 0.0263 (0.0263) time: 0.7046 data: 0.2463 mem: 961 max mem: 36964 [2024-01-14 22:49:17 det.util.utils] INFO: Test: [ 10/2500] eta: 0:12:04 model_time: 0.1543 (0.2405) evaluator_time: 0.0209 (0.0253) time: 0.2911 data: 0.0230 mem: 961 max mem: 36964 [2024-01-14 22:49:19 det.util.utils] INFO: Test: [ 20/2500] eta: 0:10:26 model_time: 0.1461 (0.2143) evaluator_time: 0.0188 (0.0242) time: 0.2302 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:21 det.util.utils] INFO: Test: [ 30/2500] eta: 0:09:31 model_time: 0.1365 (0.1961) evaluator_time: 0.0188 (0.0249) time: 0.1988 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:23 det.util.utils] INFO: Test: [ 40/2500] eta: 0:09:06 model_time: 0.1404 (0.1894) evaluator_time: 0.0223 (0.0241) time: 0.1899 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:49:24 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:44 model_time: 0.1378 (0.1836) evaluator_time: 0.0161 (0.0229) time: 0.1865 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:49:26 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:23 model_time: 0.1291 (0.1773) evaluator_time: 0.0161 (0.0225) time: 0.1743 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:49:28 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:09 model_time: 0.1321 (0.1733) evaluator_time: 0.0175 (0.0220) time: 0.1693 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:29 det.util.utils] INFO: Test: [ 80/2500] eta: 0:07:58 model_time: 0.1353 (0.1702) evaluator_time: 0.0175 (0.0218) time: 0.1708 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:32 det.util.utils] INFO: Test: [ 90/2500] eta: 0:07:59 model_time: 0.1442 (0.1717) evaluator_time: 0.0184 (0.0222) time: 0.1912 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:49:33 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:52 model_time: 0.1447 (0.1699) evaluator_time: 0.0168 (0.0221) time: 0.1940 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:35 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:45 model_time: 0.1405 (0.1682) evaluator_time: 0.0163 (0.0217) time: 0.1745 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:49:37 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:35 model_time: 0.1353 (0.1653) evaluator_time: 0.0147 (0.0215) time: 0.1634 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:38 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:31 model_time: 0.1353 (0.1648) evaluator_time: 0.0155 (0.0214) time: 0.1680 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:49:40 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:27 model_time: 0.1425 (0.1639) evaluator_time: 0.0171 (0.0212) time: 0.1775 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:49:42 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:21 model_time: 0.1285 (0.1617) evaluator_time: 0.0185 (0.0219) time: 0.1693 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:43 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:16 model_time: 0.1318 (0.1606) evaluator_time: 0.0169 (0.0218) time: 0.1656 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:49:45 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:14 model_time: 0.1415 (0.1607) evaluator_time: 0.0187 (0.0219) time: 0.1778 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:47 det.util.utils] INFO: Test: [ 180/2500] eta: 0:07:10 model_time: 0.1384 (0.1594) evaluator_time: 0.0187 (0.0221) time: 0.1769 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:49:49 det.util.utils] INFO: Test: [ 190/2500] eta: 0:07:07 model_time: 0.1452 (0.1591) evaluator_time: 0.0197 (0.0220) time: 0.1710 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:49:51 det.util.utils] INFO: Test: [ 200/2500] eta: 0:07:03 model_time: 0.1428 (0.1587) evaluator_time: 0.0174 (0.0218) time: 0.1747 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:52 det.util.utils] INFO: Test: [ 210/2500] eta: 0:06:59 model_time: 0.1338 (0.1576) evaluator_time: 0.0162 (0.0217) time: 0.1642 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:54 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:54 model_time: 0.1292 (0.1564) evaluator_time: 0.0166 (0.0215) time: 0.1540 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:49:55 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:49 model_time: 0.1292 (0.1555) evaluator_time: 0.0152 (0.0213) time: 0.1534 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:57 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:46 model_time: 0.1326 (0.1548) evaluator_time: 0.0190 (0.0213) time: 0.1593 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:49:58 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:42 model_time: 0.1314 (0.1537) evaluator_time: 0.0219 (0.0214) time: 0.1591 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:00 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:39 model_time: 0.1295 (0.1535) evaluator_time: 0.0210 (0.0215) time: 0.1644 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:02 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:39 model_time: 0.1382 (0.1537) evaluator_time: 0.0210 (0.0217) time: 0.1812 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:04 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:37 model_time: 0.1385 (0.1540) evaluator_time: 0.0189 (0.0216) time: 0.1856 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:50:05 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:33 model_time: 0.1369 (0.1533) evaluator_time: 0.0164 (0.0214) time: 0.1680 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:50:07 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:32 model_time: 0.1328 (0.1534) evaluator_time: 0.0177 (0.0215) time: 0.1671 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:50:09 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:29 model_time: 0.1373 (0.1529) evaluator_time: 0.0211 (0.0215) time: 0.1715 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:50:10 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:26 model_time: 0.1370 (0.1524) evaluator_time: 0.0193 (0.0215) time: 0.1622 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:50:12 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:23 model_time: 0.1370 (0.1521) evaluator_time: 0.0192 (0.0214) time: 0.1626 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:50:14 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:21 model_time: 0.1421 (0.1519) evaluator_time: 0.0158 (0.0214) time: 0.1673 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:15 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:19 model_time: 0.1429 (0.1517) evaluator_time: 0.0158 (0.0214) time: 0.1688 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:17 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:16 model_time: 0.1365 (0.1513) evaluator_time: 0.0169 (0.0214) time: 0.1648 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:50:19 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:13 model_time: 0.1280 (0.1507) evaluator_time: 0.0178 (0.0214) time: 0.1572 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:20 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:11 model_time: 0.1294 (0.1506) evaluator_time: 0.0172 (0.0213) time: 0.1598 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:22 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:09 model_time: 0.1348 (0.1508) evaluator_time: 0.0149 (0.0212) time: 0.1733 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:24 det.util.utils] INFO: Test: [ 400/2500] eta: 0:06:06 model_time: 0.1307 (0.1503) evaluator_time: 0.0163 (0.0212) time: 0.1661 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:25 det.util.utils] INFO: Test: [ 410/2500] eta: 0:06:04 model_time: 0.1253 (0.1500) evaluator_time: 0.0157 (0.0211) time: 0.1561 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:27 det.util.utils] INFO: Test: [ 420/2500] eta: 0:06:02 model_time: 0.1310 (0.1503) evaluator_time: 0.0138 (0.0210) time: 0.1695 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:29 det.util.utils] INFO: Test: [ 430/2500] eta: 0:06:00 model_time: 0.1381 (0.1499) evaluator_time: 0.0156 (0.0210) time: 0.1701 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:30 det.util.utils] INFO: Test: [ 440/2500] eta: 0:05:57 model_time: 0.1330 (0.1495) evaluator_time: 0.0162 (0.0210) time: 0.1560 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:50:32 det.util.utils] INFO: Test: [ 450/2500] eta: 0:05:54 model_time: 0.1242 (0.1491) evaluator_time: 0.0150 (0.0209) time: 0.1525 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:50:33 det.util.utils] INFO: Test: [ 460/2500] eta: 0:05:52 model_time: 0.1250 (0.1488) evaluator_time: 0.0142 (0.0208) time: 0.1520 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:50:35 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:49 model_time: 0.1244 (0.1484) evaluator_time: 0.0139 (0.0207) time: 0.1506 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:50:36 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:46 model_time: 0.1234 (0.1479) evaluator_time: 0.0140 (0.0207) time: 0.1465 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:38 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:44 model_time: 0.1257 (0.1477) evaluator_time: 0.0184 (0.0207) time: 0.1549 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:50:39 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:42 model_time: 0.1422 (0.1477) evaluator_time: 0.0184 (0.0207) time: 0.1673 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:50:41 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:41 model_time: 0.1428 (0.1478) evaluator_time: 0.0189 (0.0209) time: 0.1789 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:50:43 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:39 model_time: 0.1401 (0.1476) evaluator_time: 0.0173 (0.0208) time: 0.1723 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:44 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:37 model_time: 0.1435 (0.1475) evaluator_time: 0.0158 (0.0208) time: 0.1614 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:46 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:35 model_time: 0.1484 (0.1474) evaluator_time: 0.0158 (0.0208) time: 0.1638 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:48 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:33 model_time: 0.1353 (0.1474) evaluator_time: 0.0204 (0.0208) time: 0.1655 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:49 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:31 model_time: 0.1353 (0.1472) evaluator_time: 0.0201 (0.0208) time: 0.1661 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:50:51 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:30 model_time: 0.1362 (0.1472) evaluator_time: 0.0171 (0.0208) time: 0.1687 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:53 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:27 model_time: 0.1254 (0.1469) evaluator_time: 0.0153 (0.0207) time: 0.1604 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:50:54 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:25 model_time: 0.1254 (0.1467) evaluator_time: 0.0139 (0.0208) time: 0.1530 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:56 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:23 model_time: 0.1377 (0.1466) evaluator_time: 0.0194 (0.0209) time: 0.1647 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:50:58 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:21 model_time: 0.1371 (0.1464) evaluator_time: 0.0213 (0.0209) time: 0.1635 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:50:59 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:19 model_time: 0.1340 (0.1463) evaluator_time: 0.0172 (0.0209) time: 0.1602 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:51:01 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:17 model_time: 0.1369 (0.1462) evaluator_time: 0.0172 (0.0208) time: 0.1636 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:51:02 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:15 model_time: 0.1291 (0.1460) evaluator_time: 0.0183 (0.0208) time: 0.1587 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:51:04 det.util.utils] INFO: Test: 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(0.0210) time: 0.1560 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:51:14 det.util.utils] INFO: Test: [ 710/2500] eta: 0:05:02 model_time: 0.1369 (0.1451) evaluator_time: 0.0168 (0.0210) time: 0.1640 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:15 det.util.utils] INFO: Test: [ 720/2500] eta: 0:05:00 model_time: 0.1338 (0.1449) evaluator_time: 0.0186 (0.0212) time: 0.1673 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:17 det.util.utils] INFO: Test: [ 730/2500] eta: 0:04:58 model_time: 0.1329 (0.1448) evaluator_time: 0.0190 (0.0212) time: 0.1639 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:19 det.util.utils] INFO: Test: [ 740/2500] eta: 0:04:56 model_time: 0.1278 (0.1446) evaluator_time: 0.0190 (0.0212) time: 0.1573 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:51:20 det.util.utils] INFO: Test: [ 750/2500] eta: 0:04:54 model_time: 0.1244 (0.1444) evaluator_time: 0.0148 (0.0212) time: 0.1537 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:51:22 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:52 model_time: 0.1307 (0.1443) evaluator_time: 0.0148 (0.0212) time: 0.1555 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:51:23 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:51 model_time: 0.1333 (0.1442) evaluator_time: 0.0169 (0.0211) time: 0.1584 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:25 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:49 model_time: 0.1310 (0.1440) evaluator_time: 0.0176 (0.0211) time: 0.1554 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:26 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:47 model_time: 0.1328 (0.1440) evaluator_time: 0.0168 (0.0212) time: 0.1608 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:28 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:45 model_time: 0.1411 (0.1440) evaluator_time: 0.0197 (0.0213) time: 0.1733 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:51:30 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:44 model_time: 0.1396 (0.1440) evaluator_time: 0.0181 (0.0213) time: 0.1722 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:51:32 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:42 model_time: 0.1421 (0.1440) evaluator_time: 0.0147 (0.0213) time: 0.1659 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:51:33 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:40 model_time: 0.1405 (0.1439) evaluator_time: 0.0167 (0.0213) time: 0.1662 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:51:35 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:38 model_time: 0.1377 (0.1438) evaluator_time: 0.0167 (0.0213) time: 0.1635 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:37 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:37 model_time: 0.1377 (0.1438) evaluator_time: 0.0156 (0.0214) time: 0.1671 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:38 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:35 model_time: 0.1337 (0.1437) evaluator_time: 0.0156 (0.0214) time: 0.1651 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:51:40 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:33 model_time: 0.1331 (0.1437) evaluator_time: 0.0163 (0.0213) time: 0.1579 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:51:41 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:31 model_time: 0.1436 (0.1437) evaluator_time: 0.0166 (0.0213) time: 0.1624 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:43 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:29 model_time: 0.1360 (0.1435) evaluator_time: 0.0173 (0.0212) time: 0.1601 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:51:45 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:28 model_time: 0.1311 (0.1436) evaluator_time: 0.0167 (0.0212) time: 0.1610 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:46 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:26 model_time: 0.1320 (0.1435) evaluator_time: 0.0163 (0.0212) time: 0.1619 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:51:48 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:24 model_time: 0.1280 (0.1434) evaluator_time: 0.0143 (0.0212) time: 0.1577 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:51:49 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:22 model_time: 0.1368 (0.1434) evaluator_time: 0.0200 (0.0212) time: 0.1637 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:51:51 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:21 model_time: 0.1385 (0.1434) evaluator_time: 0.0188 (0.0212) time: 0.1675 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:51:53 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:19 model_time: 0.1385 (0.1434) evaluator_time: 0.0165 (0.0212) time: 0.1661 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:51:55 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:18 model_time: 0.1391 (0.1435) evaluator_time: 0.0176 (0.0212) time: 0.1722 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:51:56 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:16 model_time: 0.1456 (0.1435) evaluator_time: 0.0180 (0.0212) time: 0.1747 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:51:58 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:14 model_time: 0.1456 (0.1435) evaluator_time: 0.0196 (0.0212) time: 0.1691 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:00 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:13 model_time: 0.1318 (0.1434) evaluator_time: 0.0193 (0.0213) time: 0.1685 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:01 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:11 model_time: 0.1317 (0.1433) evaluator_time: 0.0183 (0.0213) time: 0.1631 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:03 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:09 model_time: 0.1352 (0.1433) evaluator_time: 0.0185 (0.0213) time: 0.1605 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:05 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:07 model_time: 0.1405 (0.1433) evaluator_time: 0.0186 (0.0213) time: 0.1672 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:06 det.util.utils] INFO: Test: 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(0.0213) time: 0.1695 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:52:16 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:55 model_time: 0.1398 (0.1432) evaluator_time: 0.0155 (0.0213) time: 0.1640 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:52:18 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:53 model_time: 0.1387 (0.1431) evaluator_time: 0.0150 (0.0212) time: 0.1583 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:52:19 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:52 model_time: 0.1397 (0.1431) evaluator_time: 0.0160 (0.0213) time: 0.1641 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:21 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:50 model_time: 0.1397 (0.1430) evaluator_time: 0.0216 (0.0213) time: 0.1657 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:22 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:48 model_time: 0.1288 (0.1429) evaluator_time: 0.0175 (0.0213) time: 0.1556 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:52:24 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:46 model_time: 0.1316 (0.1428) evaluator_time: 0.0145 (0.0213) time: 0.1535 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:26 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:45 model_time: 0.1340 (0.1428) evaluator_time: 0.0152 (0.0212) time: 0.1544 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:27 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:43 model_time: 0.1371 (0.1427) evaluator_time: 0.0172 (0.0213) time: 0.1617 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:29 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:41 model_time: 0.1428 (0.1428) evaluator_time: 0.0196 (0.0212) time: 0.1684 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:30 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:40 model_time: 0.1368 (0.1427) evaluator_time: 0.0180 (0.0212) time: 0.1607 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:32 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:38 model_time: 0.1343 (0.1427) evaluator_time: 0.0181 (0.0212) time: 0.1590 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:34 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:36 model_time: 0.1410 (0.1427) evaluator_time: 0.0189 (0.0212) time: 0.1681 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:52:36 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:35 model_time: 0.1490 (0.1427) evaluator_time: 0.0220 (0.0213) time: 0.1748 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:37 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:33 model_time: 0.1431 (0.1427) evaluator_time: 0.0213 (0.0213) time: 0.1710 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:52:39 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:31 model_time: 0.1344 (0.1427) evaluator_time: 0.0151 (0.0213) time: 0.1619 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:40 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:29 model_time: 0.1296 (0.1426) evaluator_time: 0.0164 (0.0213) time: 0.1584 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:42 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:28 model_time: 0.1259 (0.1425) evaluator_time: 0.0160 (0.0213) time: 0.1573 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:52:44 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:26 model_time: 0.1466 (0.1426) evaluator_time: 0.0176 (0.0213) time: 0.1662 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:45 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:24 model_time: 0.1384 (0.1425) evaluator_time: 0.0147 (0.0212) time: 0.1629 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:52:47 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:23 model_time: 0.1264 (0.1424) evaluator_time: 0.0139 (0.0213) time: 0.1552 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:52:48 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:21 model_time: 0.1262 (0.1424) evaluator_time: 0.0189 (0.0213) time: 0.1600 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:52:50 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:19 model_time: 0.1358 (0.1424) evaluator_time: 0.0199 (0.0213) time: 0.1643 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:52:52 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:17 model_time: 0.1358 (0.1423) evaluator_time: 0.0190 (0.0213) time: 0.1627 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:53 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:16 model_time: 0.1394 (0.1423) evaluator_time: 0.0187 (0.0213) time: 0.1676 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:52:55 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:14 model_time: 0.1388 (0.1423) evaluator_time: 0.0173 (0.0214) time: 0.1679 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:52:57 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:13 model_time: 0.1339 (0.1423) evaluator_time: 0.0172 (0.0214) time: 0.1673 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:52:58 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:11 model_time: 0.1360 (0.1423) evaluator_time: 0.0160 (0.0213) time: 0.1667 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:53:00 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:09 model_time: 0.1360 (0.1423) evaluator_time: 0.0135 (0.0213) time: 0.1602 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:02 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:07 model_time: 0.1359 (0.1422) evaluator_time: 0.0145 (0.0213) time: 0.1600 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:53:03 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:06 model_time: 0.1314 (0.1422) evaluator_time: 0.0164 (0.0213) time: 0.1590 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:05 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:04 model_time: 0.1344 (0.1422) evaluator_time: 0.0165 (0.0213) time: 0.1621 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:53:07 det.util.utils] INFO: Test: [1400/2500] eta: 0:03:02 model_time: 0.1412 (0.1422) evaluator_time: 0.0164 (0.0213) time: 0.1656 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:08 det.util.utils] INFO: Test: 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(0.0213) time: 0.1635 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:18 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:51 model_time: 0.1368 (0.1421) evaluator_time: 0.0189 (0.0213) time: 0.1640 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:53:20 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:49 model_time: 0.1299 (0.1420) evaluator_time: 0.0146 (0.0213) time: 0.1588 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:21 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:47 model_time: 0.1281 (0.1419) evaluator_time: 0.0140 (0.0213) time: 0.1533 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:53:23 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:45 model_time: 0.1341 (0.1419) evaluator_time: 0.0133 (0.0212) time: 0.1528 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:53:24 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:44 model_time: 0.1266 (0.1418) evaluator_time: 0.0134 (0.0212) time: 0.1543 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:53:26 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:42 model_time: 0.1380 (0.1418) evaluator_time: 0.0176 (0.0212) time: 0.1587 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:53:27 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:40 model_time: 0.1374 (0.1418) evaluator_time: 0.0192 (0.0212) time: 0.1625 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:53:29 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:39 model_time: 0.1352 (0.1418) evaluator_time: 0.0192 (0.0212) time: 0.1635 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:53:31 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:37 model_time: 0.1459 (0.1418) evaluator_time: 0.0169 (0.0212) time: 0.1656 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:32 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:35 model_time: 0.1464 (0.1418) evaluator_time: 0.0182 (0.0212) time: 0.1675 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:34 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:34 model_time: 0.1445 (0.1418) evaluator_time: 0.0180 (0.0212) time: 0.1684 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:53:36 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:32 model_time: 0.1407 (0.1418) evaluator_time: 0.0165 (0.0212) time: 0.1676 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:37 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:30 model_time: 0.1446 (0.1419) evaluator_time: 0.0157 (0.0212) time: 0.1662 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:53:39 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:29 model_time: 0.1347 (0.1418) evaluator_time: 0.0157 (0.0212) time: 0.1597 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:53:40 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:27 model_time: 0.1275 (0.1417) evaluator_time: 0.0188 (0.0212) time: 0.1545 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:53:42 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:25 model_time: 0.1308 (0.1418) evaluator_time: 0.0222 (0.0212) time: 0.1664 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:53:44 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:24 model_time: 0.1510 (0.1419) evaluator_time: 0.0178 (0.0212) time: 0.1797 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:46 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:22 model_time: 0.1383 (0.1418) evaluator_time: 0.0154 (0.0212) time: 0.1682 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:53:47 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:20 model_time: 0.1316 (0.1418) evaluator_time: 0.0174 (0.0212) time: 0.1616 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:53:49 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:19 model_time: 0.1329 (0.1418) evaluator_time: 0.0193 (0.0212) time: 0.1631 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:53:51 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:17 model_time: 0.1299 (0.1417) evaluator_time: 0.0208 (0.0213) time: 0.1606 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:53:52 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:15 model_time: 0.1321 (0.1417) evaluator_time: 0.0185 (0.0213) time: 0.1631 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:53:54 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:14 model_time: 0.1338 (0.1417) evaluator_time: 0.0164 (0.0213) time: 0.1642 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:53:56 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:12 model_time: 0.1402 (0.1417) evaluator_time: 0.0207 (0.0213) time: 0.1682 data: 0.0011 mem: 961 max mem: 36964 [2024-01-14 22:53:57 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:10 model_time: 0.1402 (0.1417) evaluator_time: 0.0207 (0.0213) time: 0.1677 data: 0.0011 mem: 962 max mem: 36964 [2024-01-14 22:53:59 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:09 model_time: 0.1328 (0.1417) evaluator_time: 0.0184 (0.0213) time: 0.1643 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:00 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:07 model_time: 0.1328 (0.1416) evaluator_time: 0.0158 (0.0213) time: 0.1643 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:02 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:05 model_time: 0.1440 (0.1416) evaluator_time: 0.0156 (0.0213) time: 0.1650 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:04 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:04 model_time: 0.1440 (0.1416) evaluator_time: 0.0138 (0.0213) time: 0.1629 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:05 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:02 model_time: 0.1383 (0.1416) evaluator_time: 0.0144 (0.0213) time: 0.1606 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:54:07 det.util.utils] INFO: Test: [1770/2500] eta: 0:02:00 model_time: 0.1393 (0.1416) evaluator_time: 0.0180 (0.0213) time: 0.1627 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:09 det.util.utils] INFO: Test: [1780/2500] eta: 0:01:59 model_time: 0.1353 (0.1416) evaluator_time: 0.0154 (0.0213) time: 0.1603 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:10 det.util.utils] INFO: Test: 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(0.0212) time: 0.1601 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:20 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:47 model_time: 0.1375 (0.1415) evaluator_time: 0.0164 (0.0212) time: 0.1666 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:21 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:45 model_time: 0.1404 (0.1414) evaluator_time: 0.0149 (0.0212) time: 0.1638 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:23 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:44 model_time: 0.1358 (0.1414) evaluator_time: 0.0149 (0.0212) time: 0.1624 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:25 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:42 model_time: 0.1321 (0.1414) evaluator_time: 0.0166 (0.0213) time: 0.1634 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:26 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:40 model_time: 0.1258 (0.1413) evaluator_time: 0.0181 (0.0213) time: 0.1598 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:28 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:39 model_time: 0.1258 (0.1413) evaluator_time: 0.0209 (0.0213) time: 0.1594 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:54:29 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:37 model_time: 0.1284 (0.1413) evaluator_time: 0.0198 (0.0213) time: 0.1567 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:54:31 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:35 model_time: 0.1342 (0.1413) evaluator_time: 0.0152 (0.0212) time: 0.1554 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:33 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:34 model_time: 0.1416 (0.1413) evaluator_time: 0.0145 (0.0212) time: 0.1642 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:54:34 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:32 model_time: 0.1416 (0.1413) evaluator_time: 0.0161 (0.0212) time: 0.1690 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:36 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:30 model_time: 0.1369 (0.1413) evaluator_time: 0.0142 (0.0212) time: 0.1634 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:38 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:29 model_time: 0.1388 (0.1413) evaluator_time: 0.0147 (0.0212) time: 0.1607 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:39 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:27 model_time: 0.1372 (0.1413) evaluator_time: 0.0175 (0.0212) time: 0.1639 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:54:41 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:25 model_time: 0.1351 (0.1413) evaluator_time: 0.0177 (0.0212) time: 0.1672 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:43 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:24 model_time: 0.1399 (0.1413) evaluator_time: 0.0168 (0.0212) time: 0.1648 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:49 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:23 model_time: 0.1442 (0.1413) evaluator_time: 0.0167 (0.0235) time: 0.3972 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:51 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:22 model_time: 0.1442 (0.1413) evaluator_time: 0.0168 (0.0235) time: 0.3985 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:54:52 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:20 model_time: 0.1377 (0.1413) evaluator_time: 0.0183 (0.0235) time: 0.1639 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:54:54 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:18 model_time: 0.1348 (0.1413) evaluator_time: 0.0183 (0.0235) time: 0.1631 data: 0.0006 mem: 962 max mem: 36964 [2024-01-14 22:54:55 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:17 model_time: 0.1400 (0.1413) evaluator_time: 0.0178 (0.0235) time: 0.1650 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:57 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:15 model_time: 0.1464 (0.1413) evaluator_time: 0.0184 (0.0235) time: 0.1690 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:54:59 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:13 model_time: 0.1417 (0.1413) evaluator_time: 0.0163 (0.0234) time: 0.1638 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:00 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:11 model_time: 0.1336 (0.1413) evaluator_time: 0.0157 (0.0234) time: 0.1592 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:02 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:10 model_time: 0.1317 (0.1413) evaluator_time: 0.0174 (0.0234) time: 0.1616 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:04 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:08 model_time: 0.1356 (0.1413) evaluator_time: 0.0156 (0.0234) time: 0.1630 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:05 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:06 model_time: 0.1355 (0.1413) evaluator_time: 0.0153 (0.0234) time: 0.1660 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:07 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:05 model_time: 0.1368 (0.1413) evaluator_time: 0.0159 (0.0233) time: 0.1670 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:09 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:03 model_time: 0.1368 (0.1413) evaluator_time: 0.0152 (0.0233) time: 0.1640 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:10 det.util.utils] INFO: Test: [2130/2500] eta: 0:01:01 model_time: 0.1376 (0.1413) evaluator_time: 0.0172 (0.0234) time: 0.1713 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:12 det.util.utils] INFO: Test: [2140/2500] eta: 0:01:00 model_time: 0.1326 (0.1413) evaluator_time: 0.0169 (0.0233) time: 0.1653 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:14 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:58 model_time: 0.1332 (0.1413) evaluator_time: 0.0171 (0.0233) time: 0.1585 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:15 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:56 model_time: 0.1338 (0.1413) evaluator_time: 0.0199 (0.0233) time: 0.1637 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:55:17 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:55 model_time: 0.1379 (0.1413) evaluator_time: 0.0153 (0.0233) time: 0.1642 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:55:18 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:53 model_time: 0.1429 (0.1413) evaluator_time: 0.0157 (0.0233) time: 0.1657 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:20 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:51 model_time: 0.1291 (0.1413) evaluator_time: 0.0165 (0.0232) time: 0.1568 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:22 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:50 model_time: 0.1291 (0.1413) evaluator_time: 0.0172 (0.0232) time: 0.1569 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:55:23 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:48 model_time: 0.1380 (0.1412) evaluator_time: 0.0170 (0.0232) time: 0.1605 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:55:25 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:46 model_time: 0.1349 (0.1412) evaluator_time: 0.0166 (0.0232) time: 0.1589 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:55:27 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:45 model_time: 0.1453 (0.1412) evaluator_time: 0.0184 (0.0232) time: 0.1667 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:28 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:43 model_time: 0.1394 (0.1412) evaluator_time: 0.0138 (0.0231) time: 0.1624 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:30 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:41 model_time: 0.1262 (0.1412) evaluator_time: 0.0130 (0.0231) time: 0.1586 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:31 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:40 model_time: 0.1373 (0.1412) evaluator_time: 0.0142 (0.0231) time: 0.1565 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:33 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:38 model_time: 0.1304 (0.1411) evaluator_time: 0.0145 (0.0231) time: 0.1520 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:34 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:36 model_time: 0.1390 (0.1412) evaluator_time: 0.0156 (0.0231) time: 0.1624 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:55:36 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:35 model_time: 0.1351 (0.1411) evaluator_time: 0.0162 (0.0231) time: 0.1622 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:38 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:33 model_time: 0.1306 (0.1411) evaluator_time: 0.0155 (0.0231) time: 0.1590 data: 0.0008 mem: 962 max mem: 36964 [2024-01-14 22:55:39 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:31 model_time: 0.1308 (0.1411) evaluator_time: 0.0163 (0.0230) time: 0.1604 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:41 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:30 model_time: 0.1337 (0.1411) evaluator_time: 0.0161 (0.0230) time: 0.1572 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:43 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:28 model_time: 0.1402 (0.1411) evaluator_time: 0.0178 (0.0230) time: 0.1655 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:44 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:26 model_time: 0.1341 (0.1411) evaluator_time: 0.0167 (0.0230) time: 0.1653 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:46 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:25 model_time: 0.1284 (0.1410) evaluator_time: 0.0128 (0.0230) time: 0.1548 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:47 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:23 model_time: 0.1282 (0.1410) evaluator_time: 0.0154 (0.0230) time: 0.1556 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:49 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1282 (0.1410) evaluator_time: 0.0185 (0.0230) time: 0.1619 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:51 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:19 model_time: 0.1313 (0.1410) evaluator_time: 0.0185 (0.0230) time: 0.1658 data: 0.0008 mem: 961 max mem: 36964 [2024-01-14 22:55:52 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:18 model_time: 0.1312 (0.1410) evaluator_time: 0.0146 (0.0229) time: 0.1577 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:55:54 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1306 (0.1410) evaluator_time: 0.0156 (0.0229) time: 0.1572 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:55 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:14 model_time: 0.1306 (0.1409) evaluator_time: 0.0177 (0.0229) time: 0.1605 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:57 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1265 (0.1409) evaluator_time: 0.0154 (0.0229) time: 0.1573 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:55:58 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1287 (0.1409) evaluator_time: 0.0187 (0.0229) time: 0.1597 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:56:00 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:09 model_time: 0.1402 (0.1409) evaluator_time: 0.0202 (0.0229) time: 0.1643 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:56:02 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1401 (0.1409) evaluator_time: 0.0172 (0.0229) time: 0.1650 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:56:03 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1259 (0.1409) evaluator_time: 0.0146 (0.0229) time: 0.1561 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:56:05 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:04 model_time: 0.1286 (0.1409) evaluator_time: 0.0163 (0.0229) time: 0.1589 data: 0.0007 mem: 961 max mem: 36964 [2024-01-14 22:56:06 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1363 (0.1408) evaluator_time: 0.0163 (0.0228) time: 0.1626 data: 0.0007 mem: 962 max mem: 36964 [2024-01-14 22:56:08 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1329 (0.1408) evaluator_time: 0.0143 (0.0228) time: 0.1548 data: 0.0006 mem: 961 max mem: 36964 [2024-01-14 22:56:09 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1281 (0.1408) evaluator_time: 0.0164 (0.0228) time: 0.1541 data: 0.0005 mem: 962 max mem: 36964 [2024-01-14 22:56:09 det.util.engine] INFO: Averaged stats: model_time: 0.1281 (0.1358) evaluator_time: 0.0164 (0.0222) [2024-01-14 22:56:48 det.util.engine] INFO: Accumulating evaluation results... DONE (t=20.33s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.429 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.604 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.466 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.266 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.472 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.565 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.345 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.594 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.836 [2024-01-14 22:56:48 det.util.engine] INFO: +----------------+------+-------+-------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+-------+--------+-------+ | person | 2693 | 11004 | 92556 | 0.940 | 0.818 | | bicycle | 149 | 316 | 12797 | 0.879 | 0.533 | | car | 535 | 1932 | 78826 | 0.917 | 0.663 | | motorcycle | 159 | 371 | 8997 | 0.937 | 0.675 | | airplane | 97 | 143 | 3739 | 0.986 | 0.871 | | bus | 189 | 285 | 5221 | 0.954 | 0.832 | | train | 157 | 190 | 5569 | 0.974 | 0.844 | | truck | 250 | 415 | 17202 | 0.952 | 0.557 | | boat | 121 | 430 | 6992 | 0.818 | 0.449 | | traffic light | 191 | 637 | 20113 | 0.853 | 0.544 | | fire hydrant | 86 | 101 | 1827 | 0.970 | 0.866 | | stop sign | 69 | 75 | 6708 | 1.000 | 0.714 | | parking meter | 37 | 60 | 2523 | 0.850 | 0.669 | | bench | 235 | 413 | 11030 | 0.684 | 0.352 | | bird | 125 | 440 | 23391 | 0.763 | 0.618 | | cat | 184 | 202 | 2124 | 0.985 | 0.910 | | dog | 177 | 218 | 9273 | 0.950 | 0.836 | | horse | 128 | 273 | 4863 | 0.949 | 0.786 | | sheep | 65 | 361 | 5947 | 0.952 | 0.785 | | cow | 87 | 380 | 10530 | 0.962 | 0.801 | | elephant | 89 | 255 | 4860 | 0.988 | 0.864 | | bear | 49 | 71 | 4648 | 0.986 | 0.927 | | zebra | 85 | 268 | 6598 | 0.992 | 0.898 | | giraffe | 101 | 232 | 9124 | 0.991 | 0.909 | | backpack | 228 | 371 | 14706 | 0.763 | 0.276 | | umbrella | 174 | 413 | 6193 | 0.897 | 0.639 | | handbag | 292 | 540 | 18365 | 0.761 | 0.263 | | tie | 145 | 254 | 8191 | 0.806 | 0.579 | | suitcase | 105 | 303 | 8126 | 0.903 | 0.600 | | frisbee | 84 | 115 | 3075 | 0.957 | 0.880 | | skis | 120 | 241 | 12329 | 0.822 | 0.426 | | snowboard | 49 | 69 | 6593 | 0.812 | 0.544 | | sports ball | 169 | 263 | 5217 | 0.808 | 0.678 | | kite | 91 | 336 | 6719 | 0.911 | 0.670 | | baseball bat | 97 | 146 | 6077 | 0.855 | 0.566 | | baseball glove | 100 | 148 | 3491 | 0.865 | 0.586 | | skateboard | 127 | 179 | 10825 | 0.916 | 0.780 | | surfboard | 149 | 269 | 13554 | 0.809 | 0.615 | | tennis racket | 167 | 225 | 4647 | 0.907 | 0.757 | | bottle | 379 | 1025 | 14336 | 0.875 | 0.590 | | wine glass | 110 | 343 | 2818 | 0.801 | 0.524 | | cup | 390 | 899 | 12046 | 0.899 | 0.603 | | fork | 155 | 215 | 9487 | 0.860 | 0.521 | | knife | 181 | 326 | 14709 | 0.766 | 0.299 | | spoon | 153 | 253 | 12138 | 0.791 | 0.294 | | bowl | 314 | 626 | 11655 | 0.907 | 0.538 | | banana | 103 | 379 | 6549 | 0.811 | 0.397 | | apple | 76 | 239 | 4975 | 0.758 | 0.310 | | sandwich | 98 | 177 | 3303 | 0.910 | 0.456 | | orange | 85 | 287 | 3650 | 0.828 | 0.442 | | broccoli | 71 | 316 | 6674 | 0.865 | 0.372 | | carrot | 3 | 2303 | 78826 | 0.860 | 0.360 | | hot dog | 0 | 345 | 9273 | 0.824 | 0.444 | | pizza | 153 | 285 | 2143 | 0.887 | 0.721 | | donut | 62 | 338 | 3116 | 0.890 | 0.610 | | cake | 124 | 316 | 6354 | 0.897 | 0.564 | | chair | 580 | 1791 | 34859 | 0.831 | 0.445 | | couch | 195 | 261 | 5886 | 0.939 | 0.592 | | potted plant | 172 | 343 | 12083 | 0.865 | 0.442 | | bed | 149 | 163 | 4542 | 0.939 | 0.618 | | dining table | 501 | 697 | 15546 | 0.801 | 0.401 | | toilet | 149 | 179 | 5914 | 0.972 | 0.769 | | tv | 207 | 288 | 3042 | 0.924 | 0.768 | | laptop | 183 | 231 | 3076 | 0.883 | 0.733 | | mouse | 88 | 106 | 1331 | 0.896 | 0.777 | | remote | 145 | 283 | 12396 | 0.922 | 0.522 | | keyboard | 106 | 153 | 1882 | 0.895 | 0.696 | | cell phone | 214 | 262 | 10577 | 0.859 | 0.575 | | microwave | 54 | 55 | 1187 | 0.964 | 0.776 | | oven | 115 | 143 | 3278 | 0.874 | 0.540 | | toaster | 8 | 9 | 317 | 1.000 | 0.684 | | sink | 187 | 225 | 7831 | 0.907 | 0.588 | | refrigerator | 101 | 126 | 2893 | 0.913 | 0.631 | | book | 230 | 1161 | 25507 | 0.790 | 0.281 | | clock | 204 | 267 | 12326 | 0.921 | 0.780 | | vase | 137 | 277 | 11154 | 0.894 | 0.524 | | scissors | 28 | 36 | 6648 | 0.778 | 0.391 | | teddy bear | 0 | 262 | 4648 | 0.889 | 0.650 | | hair drier | 9 | 11 | 1612 | 0.727 | 0.167 | | toothbrush | 34 | 57 | 7029 | 0.772 | 0.328 | +----------------+------+-------+-------+--------+-------+ | mean results | | | | 0.883 | 0.604 | +----------------+------+-------+-------+--------+-------+ [2024-01-14 22:56:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:56:51 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-14 22:56:51 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-14 22:56:53 det.util.engine] INFO: Epoch: [3] [0/11727] eta: 3:23:23 lr: 0.000100 data_time: 0.0025 iter_time: 1.0406 loss: 29.6382 (29.6382) loss_class: 0.8243 (0.8243) loss_bbox: 0.1904 (0.1904) loss_giou: 0.4590 (0.4590) loss_class_0: 0.9662 (0.9662) loss_bbox_0: 0.1698 (0.1698) loss_giou_0: 0.4475 (0.4475) loss_class_1: 0.9317 (0.9317) loss_bbox_1: 0.1864 (0.1864) loss_giou_1: 0.4534 (0.4534) loss_class_2: 0.9532 (0.9532) loss_bbox_2: 0.1824 (0.1824) loss_giou_2: 0.4390 (0.4390) loss_class_3: 0.8937 (0.8937) loss_bbox_3: 0.1878 (0.1878) loss_giou_3: 0.4425 (0.4425) loss_class_4: 0.8529 (0.8529) loss_bbox_4: 0.1893 (0.1893) loss_giou_4: 0.4573 (0.4573) loss_class_enc: 0.9379 (0.9379) loss_bbox_enc: 0.2199 (0.2199) loss_giou_enc: 0.5055 (0.5055) loss_class_dn: 0.3980 (0.3980) loss_bbox_dn: 0.2970 (0.2970) loss_giou_dn: 0.5467 (0.5467) loss_class_dn_0: 0.4650 (0.4650) loss_bbox_dn_0: 0.4181 (0.4181) loss_giou_dn_0: 0.6653 (0.6653) loss_class_dn_1: 0.4268 (0.4268) loss_bbox_dn_1: 0.3266 (0.3266) loss_giou_dn_1: 0.5787 (0.5787) loss_class_dn_2: 0.4132 (0.4132) loss_bbox_dn_2: 0.3102 (0.3102) loss_giou_dn_2: 0.5580 (0.5580) loss_class_dn_3: 0.3994 (0.3994) loss_bbox_dn_3: 0.3012 (0.3012) loss_giou_dn_3: 0.5495 (0.5495) loss_class_dn_4: 0.3951 (0.3951) loss_bbox_dn_4: 0.2970 (0.2970) loss_giou_dn_4: 0.5468 (0.5468) loss_class_hybrid: 0.7644 (0.7644) loss_bbox_hybrid: 0.2026 (0.2026) loss_giou_hybrid: 0.5437 (0.5437) loss_class_0_hybrid: 0.8375 (0.8375) loss_bbox_0_hybrid: 0.2052 (0.2052) loss_giou_0_hybrid: 0.5356 (0.5356) loss_class_1_hybrid: 0.7936 (0.7936) loss_bbox_1_hybrid: 0.2102 (0.2102) loss_giou_1_hybrid: 0.5379 (0.5379) loss_class_2_hybrid: 0.7898 (0.7898) loss_bbox_2_hybrid: 0.2049 (0.2049) loss_giou_2_hybrid: 0.5477 (0.5477) loss_class_3_hybrid: 0.7741 (0.7741) loss_bbox_3_hybrid: 0.2038 (0.2038) loss_giou_3_hybrid: 0.5436 (0.5436) loss_class_4_hybrid: 0.7692 (0.7692) loss_bbox_4_hybrid: 0.2022 (0.2022) loss_giou_4_hybrid: 0.5426 (0.5426) loss_class_enc_hybrid: 0.8025 (0.8025) loss_bbox_enc_hybrid: 0.2564 (0.2564) loss_giou_enc_hybrid: 0.5882 (0.5882) mem: 1017 max mem: 36964 [2024-01-14 22:56:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:57:47 det.util.engine] INFO: Epoch: [3] [50/11727] eta: 3:29:22 lr: 0.000100 data_time: 0.0037 iter_time: 1.0612 loss: 30.7396 (30.1583) loss_class: 0.8484 (0.8419) loss_bbox: 0.1909 (0.2043) loss_giou: 0.4415 (0.4346) loss_class_0: 1.0163 (1.0604) loss_bbox_0: 0.1828 (0.1983) loss_giou_0: 0.4282 (0.4438) loss_class_1: 0.9071 (0.9237) loss_bbox_1: 0.1880 (0.2036) loss_giou_1: 0.4356 (0.4370) loss_class_2: 0.8605 (0.8868) loss_bbox_2: 0.1934 (0.1994) loss_giou_2: 0.4302 (0.4306) loss_class_3: 0.8600 (0.8564) loss_bbox_3: 0.1909 (0.2003) loss_giou_3: 0.4294 (0.4320) loss_class_4: 0.8521 (0.8462) loss_bbox_4: 0.1970 (0.2031) loss_giou_4: 0.4293 (0.4337) loss_class_enc: 0.9163 (0.9839) loss_bbox_enc: 0.2402 (0.2474) loss_giou_enc: 0.5128 (0.5070) loss_class_dn: 0.4385 (0.4316) loss_bbox_dn: 0.3157 (0.3405) loss_giou_dn: 0.5201 (0.5191) loss_class_dn_0: 0.5068 (0.5018) loss_bbox_dn_0: 0.3888 (0.4428) loss_giou_dn_0: 0.6588 (0.6595) loss_class_dn_1: 0.4630 (0.4545) loss_bbox_dn_1: 0.3286 (0.3633) loss_giou_dn_1: 0.5500 (0.5503) loss_class_dn_2: 0.4464 (0.4345) loss_bbox_dn_2: 0.3181 (0.3446) loss_giou_dn_2: 0.5290 (0.5252) loss_class_dn_3: 0.4358 (0.4292) loss_bbox_dn_3: 0.3161 (0.3416) loss_giou_dn_3: 0.5197 (0.5202) loss_class_dn_4: 0.4356 (0.4285) loss_bbox_dn_4: 0.3159 (0.3405) loss_giou_dn_4: 0.5204 (0.5190) loss_class_hybrid: 0.8489 (0.8307) loss_bbox_hybrid: 0.2291 (0.2249) loss_giou_hybrid: 0.4846 (0.4747) loss_class_0_hybrid: 0.8806 (0.8915) loss_bbox_0_hybrid: 0.2391 (0.2337) loss_giou_0_hybrid: 0.5185 (0.5004) loss_class_1_hybrid: 0.8366 (0.8581) loss_bbox_1_hybrid: 0.2324 (0.2291) loss_giou_1_hybrid: 0.4884 (0.4829) loss_class_2_hybrid: 0.8317 (0.8429) loss_bbox_2_hybrid: 0.2318 (0.2247) loss_giou_2_hybrid: 0.4838 (0.4755) loss_class_3_hybrid: 0.8282 (0.8312) loss_bbox_3_hybrid: 0.2284 (0.2242) loss_giou_3_hybrid: 0.4826 (0.4746) loss_class_4_hybrid: 0.8215 (0.8282) loss_bbox_4_hybrid: 0.2276 (0.2247) loss_giou_4_hybrid: 0.4843 (0.4747) loss_class_enc_hybrid: 0.8232 (0.8513) loss_bbox_enc_hybrid: 0.2832 (0.2858) loss_giou_enc_hybrid: 0.5752 (0.5734) mem: 1032 max mem: 36964 [2024-01-14 22:57:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:58:43 det.util.engine] INFO: Epoch: [3] [100/11727] eta: 3:31:36 lr: 0.000100 data_time: 0.0033 iter_time: 1.1196 loss: 30.0084 (29.8280) loss_class: 0.8199 (0.8214) loss_bbox: 0.2065 (0.2039) loss_giou: 0.4128 (0.4347) loss_class_0: 1.0622 (1.0496) loss_bbox_0: 0.1955 (0.1979) loss_giou_0: 0.4082 (0.4430) loss_class_1: 0.9328 (0.9147) loss_bbox_1: 0.1969 (0.2016) loss_giou_1: 0.4076 (0.4360) loss_class_2: 0.8590 (0.8636) loss_bbox_2: 0.1979 (0.2007) loss_giou_2: 0.4020 (0.4335) loss_class_3: 0.8410 (0.8318) loss_bbox_3: 0.1925 (0.2014) loss_giou_3: 0.4008 (0.4337) loss_class_4: 0.8317 (0.8258) loss_bbox_4: 0.1970 (0.2027) loss_giou_4: 0.4006 (0.4341) loss_class_enc: 0.9542 (0.9696) loss_bbox_enc: 0.2334 (0.2425) loss_giou_enc: 0.4748 (0.5025) loss_class_dn: 0.4322 (0.4256) loss_bbox_dn: 0.3445 (0.3302) loss_giou_dn: 0.5229 (0.5160) loss_class_dn_0: 0.4851 (0.4979) loss_bbox_dn_0: 0.4580 (0.4360) loss_giou_dn_0: 0.6629 (0.6552) loss_class_dn_1: 0.4503 (0.4491) loss_bbox_dn_1: 0.3683 (0.3539) loss_giou_dn_1: 0.5618 (0.5468) loss_class_dn_2: 0.4303 (0.4299) loss_bbox_dn_2: 0.3497 (0.3346) loss_giou_dn_2: 0.5305 (0.5223) loss_class_dn_3: 0.4246 (0.4234) loss_bbox_dn_3: 0.3458 (0.3312) loss_giou_dn_3: 0.5237 (0.5172) loss_class_dn_4: 0.4309 (0.4228) loss_bbox_dn_4: 0.3445 (0.3302) loss_giou_dn_4: 0.5227 (0.5159) loss_class_hybrid: 0.8456 (0.8202) loss_bbox_hybrid: 0.2232 (0.2227) loss_giou_hybrid: 0.4398 (0.4723) loss_class_0_hybrid: 0.8992 (0.8934) loss_bbox_0_hybrid: 0.2257 (0.2312) loss_giou_0_hybrid: 0.4604 (0.4986) loss_class_1_hybrid: 0.8700 (0.8495) loss_bbox_1_hybrid: 0.2215 (0.2259) loss_giou_1_hybrid: 0.4487 (0.4805) loss_class_2_hybrid: 0.8544 (0.8332) loss_bbox_2_hybrid: 0.2213 (0.2228) loss_giou_2_hybrid: 0.4419 (0.4743) loss_class_3_hybrid: 0.8374 (0.8211) loss_bbox_3_hybrid: 0.2245 (0.2227) loss_giou_3_hybrid: 0.4411 (0.4734) loss_class_4_hybrid: 0.8494 (0.8180) loss_bbox_4_hybrid: 0.2229 (0.2230) loss_giou_4_hybrid: 0.4419 (0.4729) loss_class_enc_hybrid: 0.8576 (0.8440) loss_bbox_enc_hybrid: 0.2713 (0.2789) loss_giou_enc_hybrid: 0.5252 (0.5668) mem: 1026 max mem: 36964 [2024-01-14 22:58:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 22:59:36 det.util.engine] INFO: Epoch: [3] [150/11727] eta: 3:29:05 lr: 0.000100 data_time: 0.0035 iter_time: 1.0552 loss: 31.4500 (29.8194) loss_class: 0.8652 (0.8230) loss_bbox: 0.2198 (0.2029) loss_giou: 0.3887 (0.4317) loss_class_0: 1.0827 (1.0472) loss_bbox_0: 0.2106 (0.1992) loss_giou_0: 0.3959 (0.4407) loss_class_1: 0.9504 (0.9155) loss_bbox_1: 0.2190 (0.2004) loss_giou_1: 0.4089 (0.4333) loss_class_2: 0.9076 (0.8638) loss_bbox_2: 0.2151 (0.2002) loss_giou_2: 0.3874 (0.4315) loss_class_3: 0.8840 (0.8330) loss_bbox_3: 0.2114 (0.2005) loss_giou_3: 0.4002 (0.4312) loss_class_4: 0.8637 (0.8253) loss_bbox_4: 0.2204 (0.2017) loss_giou_4: 0.3903 (0.4312) loss_class_enc: 1.0131 (0.9721) loss_bbox_enc: 0.2517 (0.2428) loss_giou_enc: 0.4617 (0.5016) loss_class_dn: 0.4381 (0.4271) loss_bbox_dn: 0.3498 (0.3310) loss_giou_dn: 0.5037 (0.5155) loss_class_dn_0: 0.5047 (0.5000) loss_bbox_dn_0: 0.4553 (0.4387) loss_giou_dn_0: 0.6601 (0.6559) loss_class_dn_1: 0.4622 (0.4504) loss_bbox_dn_1: 0.3705 (0.3554) loss_giou_dn_1: 0.5428 (0.5464) loss_class_dn_2: 0.4469 (0.4308) loss_bbox_dn_2: 0.3568 (0.3354) loss_giou_dn_2: 0.5118 (0.5220) loss_class_dn_3: 0.4417 (0.4245) loss_bbox_dn_3: 0.3524 (0.3319) loss_giou_dn_3: 0.5050 (0.5166) loss_class_dn_4: 0.4377 (0.4245) loss_bbox_dn_4: 0.3498 (0.3310) loss_giou_dn_4: 0.5035 (0.5154) loss_class_hybrid: 0.8659 (0.8241) loss_bbox_hybrid: 0.2288 (0.2201) loss_giou_hybrid: 0.4094 (0.4696) loss_class_0_hybrid: 0.9354 (0.8939) loss_bbox_0_hybrid: 0.2442 (0.2310) loss_giou_0_hybrid: 0.4415 (0.4963) loss_class_1_hybrid: 0.8835 (0.8541) loss_bbox_1_hybrid: 0.2386 (0.2242) loss_giou_1_hybrid: 0.4227 (0.4779) loss_class_2_hybrid: 0.8670 (0.8369) loss_bbox_2_hybrid: 0.2372 (0.2210) loss_giou_2_hybrid: 0.4160 (0.4719) loss_class_3_hybrid: 0.8443 (0.8240) loss_bbox_3_hybrid: 0.2342 (0.2209) loss_giou_3_hybrid: 0.4207 (0.4708) loss_class_4_hybrid: 0.8573 (0.8215) loss_bbox_4_hybrid: 0.2285 (0.2207) loss_giou_4_hybrid: 0.4129 (0.4702) loss_class_enc_hybrid: 0.8734 (0.8462) loss_bbox_enc_hybrid: 0.2856 (0.2782) loss_giou_enc_hybrid: 0.5234 (0.5648) mem: 1040 max mem: 36964 [2024-01-14 22:59:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:00:31 det.util.engine] INFO: Epoch: [3] [200/11727] eta: 3:29:09 lr: 0.000100 data_time: 0.0031 iter_time: 1.1369 loss: 29.2705 (29.6603) loss_class: 0.8173 (0.8218) loss_bbox: 0.2030 (0.1995) loss_giou: 0.4380 (0.4292) loss_class_0: 1.0190 (1.0479) loss_bbox_0: 0.1944 (0.1957) loss_giou_0: 0.4496 (0.4377) loss_class_1: 0.8991 (0.9127) loss_bbox_1: 0.1950 (0.1973) loss_giou_1: 0.4508 (0.4311) loss_class_2: 0.8384 (0.8625) loss_bbox_2: 0.1980 (0.1966) loss_giou_2: 0.4403 (0.4288) loss_class_3: 0.8186 (0.8320) loss_bbox_3: 0.2041 (0.1976) loss_giou_3: 0.4371 (0.4288) loss_class_4: 0.8241 (0.8246) loss_bbox_4: 0.2037 (0.1985) loss_giou_4: 0.4369 (0.4287) loss_class_enc: 0.9538 (0.9725) loss_bbox_enc: 0.2409 (0.2401) loss_giou_enc: 0.5042 (0.4999) loss_class_dn: 0.4225 (0.4270) loss_bbox_dn: 0.3134 (0.3241) loss_giou_dn: 0.5207 (0.5110) loss_class_dn_0: 0.4966 (0.4993) loss_bbox_dn_0: 0.4259 (0.4319) loss_giou_dn_0: 0.6605 (0.6510) loss_class_dn_1: 0.4512 (0.4501) loss_bbox_dn_1: 0.3417 (0.3487) loss_giou_dn_1: 0.5603 (0.5416) loss_class_dn_2: 0.4267 (0.4307) loss_bbox_dn_2: 0.3229 (0.3286) loss_giou_dn_2: 0.5274 (0.5174) loss_class_dn_3: 0.4185 (0.4248) loss_bbox_dn_3: 0.3141 (0.3251) loss_giou_dn_3: 0.5191 (0.5120) loss_class_dn_4: 0.4230 (0.4246) loss_bbox_dn_4: 0.3136 (0.3241) loss_giou_dn_4: 0.5217 (0.5108) loss_class_hybrid: 0.8076 (0.8228) loss_bbox_hybrid: 0.2227 (0.2171) loss_giou_hybrid: 0.4724 (0.4671) loss_class_0_hybrid: 0.8768 (0.8940) loss_bbox_0_hybrid: 0.2277 (0.2283) loss_giou_0_hybrid: 0.5029 (0.4938) loss_class_1_hybrid: 0.8223 (0.8525) loss_bbox_1_hybrid: 0.2257 (0.2212) loss_giou_1_hybrid: 0.4821 (0.4752) loss_class_2_hybrid: 0.8199 (0.8364) loss_bbox_2_hybrid: 0.2252 (0.2178) loss_giou_2_hybrid: 0.4767 (0.4691) loss_class_3_hybrid: 0.8055 (0.8238) loss_bbox_3_hybrid: 0.2223 (0.2176) loss_giou_3_hybrid: 0.4742 (0.4679) loss_class_4_hybrid: 0.8102 (0.8211) loss_bbox_4_hybrid: 0.2236 (0.2176) loss_giou_4_hybrid: 0.4751 (0.4675) loss_class_enc_hybrid: 0.8157 (0.8441) loss_bbox_enc_hybrid: 0.2680 (0.2755) loss_giou_enc_hybrid: 0.5839 (0.5635) mem: 1017 max mem: 36964 [2024-01-14 23:00:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:01:26 det.util.engine] INFO: Epoch: [3] [250/11727] eta: 3:28:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.1174 loss: 29.5066 (29.6514) loss_class: 0.8518 (0.8200) loss_bbox: 0.1878 (0.2001) loss_giou: 0.4196 (0.4311) loss_class_0: 1.0721 (1.0447) loss_bbox_0: 0.1736 (0.1959) loss_giou_0: 0.4035 (0.4392) loss_class_1: 0.9056 (0.9101) loss_bbox_1: 0.1727 (0.1977) loss_giou_1: 0.3990 (0.4327) loss_class_2: 0.8620 (0.8579) loss_bbox_2: 0.1901 (0.1977) loss_giou_2: 0.4189 (0.4311) loss_class_3: 0.8542 (0.8297) loss_bbox_3: 0.1825 (0.1983) loss_giou_3: 0.4021 (0.4310) loss_class_4: 0.8402 (0.8221) loss_bbox_4: 0.1853 (0.1995) loss_giou_4: 0.4160 (0.4308) loss_class_enc: 0.9969 (0.9702) loss_bbox_enc: 0.2226 (0.2404) loss_giou_enc: 0.4732 (0.5008) loss_class_dn: 0.4256 (0.4274) loss_bbox_dn: 0.2867 (0.3236) loss_giou_dn: 0.5148 (0.5124) loss_class_dn_0: 0.4949 (0.4984) loss_bbox_dn_0: 0.3902 (0.4306) loss_giou_dn_0: 0.6387 (0.6507) loss_class_dn_1: 0.4466 (0.4493) loss_bbox_dn_1: 0.3076 (0.3481) loss_giou_dn_1: 0.5390 (0.5429) loss_class_dn_2: 0.4216 (0.4306) loss_bbox_dn_2: 0.2931 (0.3280) loss_giou_dn_2: 0.5213 (0.5187) loss_class_dn_3: 0.4228 (0.4251) loss_bbox_dn_3: 0.2880 (0.3246) loss_giou_dn_3: 0.5172 (0.5135) loss_class_dn_4: 0.4206 (0.4248) loss_bbox_dn_4: 0.2867 (0.3236) loss_giou_dn_4: 0.5148 (0.5123) loss_class_hybrid: 0.8157 (0.8193) loss_bbox_hybrid: 0.2010 (0.2174) loss_giou_hybrid: 0.4516 (0.4693) loss_class_0_hybrid: 0.8675 (0.8903) loss_bbox_0_hybrid: 0.2102 (0.2284) loss_giou_0_hybrid: 0.4785 (0.4959) loss_class_1_hybrid: 0.8548 (0.8485) loss_bbox_1_hybrid: 0.2049 (0.2213) loss_giou_1_hybrid: 0.4569 (0.4774) loss_class_2_hybrid: 0.8399 (0.8332) loss_bbox_2_hybrid: 0.2002 (0.2182) loss_giou_2_hybrid: 0.4514 (0.4714) loss_class_3_hybrid: 0.8105 (0.8206) loss_bbox_3_hybrid: 0.2061 (0.2180) loss_giou_3_hybrid: 0.4516 (0.4702) loss_class_4_hybrid: 0.8066 (0.8177) loss_bbox_4_hybrid: 0.2019 (0.2180) loss_giou_4_hybrid: 0.4503 (0.4698) loss_class_enc_hybrid: 0.8203 (0.8411) loss_bbox_enc_hybrid: 0.2646 (0.2751) loss_giou_enc_hybrid: 0.5471 (0.5647) mem: 1031 max mem: 36964 [2024-01-14 23:01:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:02:22 det.util.engine] INFO: Epoch: [3] [300/11727] eta: 3:28:24 lr: 0.000100 data_time: 0.0031 iter_time: 1.0942 loss: 28.7580 (29.6901) loss_class: 0.8100 (0.8205) loss_bbox: 0.1984 (0.2013) loss_giou: 0.3860 (0.4310) loss_class_0: 1.0459 (1.0459) loss_bbox_0: 0.1909 (0.1972) loss_giou_0: 0.4003 (0.4388) loss_class_1: 0.9135 (0.9120) loss_bbox_1: 0.1794 (0.1985) loss_giou_1: 0.3875 (0.4322) loss_class_2: 0.8571 (0.8583) loss_bbox_2: 0.1668 (0.1985) loss_giou_2: 0.3825 (0.4312) loss_class_3: 0.8313 (0.8310) loss_bbox_3: 0.1796 (0.1994) loss_giou_3: 0.3922 (0.4307) loss_class_4: 0.8220 (0.8231) loss_bbox_4: 0.2011 (0.2005) loss_giou_4: 0.3933 (0.4309) loss_class_enc: 0.9766 (0.9698) loss_bbox_enc: 0.2259 (0.2407) loss_giou_enc: 0.4674 (0.5008) loss_class_dn: 0.4209 (0.4283) loss_bbox_dn: 0.3147 (0.3247) loss_giou_dn: 0.4939 (0.5132) loss_class_dn_0: 0.5062 (0.4993) loss_bbox_dn_0: 0.4216 (0.4310) loss_giou_dn_0: 0.6429 (0.6513) loss_class_dn_1: 0.4435 (0.4499) loss_bbox_dn_1: 0.3392 (0.3490) loss_giou_dn_1: 0.5262 (0.5437) loss_class_dn_2: 0.4282 (0.4312) loss_bbox_dn_2: 0.3162 (0.3290) loss_giou_dn_2: 0.4999 (0.5195) loss_class_dn_3: 0.4223 (0.4257) loss_bbox_dn_3: 0.3166 (0.3257) loss_giou_dn_3: 0.4957 (0.5144) loss_class_dn_4: 0.4216 (0.4257) loss_bbox_dn_4: 0.3147 (0.3247) loss_giou_dn_4: 0.4935 (0.5131) loss_class_hybrid: 0.8151 (0.8206) loss_bbox_hybrid: 0.2156 (0.2185) loss_giou_hybrid: 0.4338 (0.4692) loss_class_0_hybrid: 0.9009 (0.8906) loss_bbox_0_hybrid: 0.2287 (0.2296) loss_giou_0_hybrid: 0.4536 (0.4959) loss_class_1_hybrid: 0.8442 (0.8498) loss_bbox_1_hybrid: 0.2178 (0.2225) loss_giou_1_hybrid: 0.4395 (0.4773) loss_class_2_hybrid: 0.8212 (0.8344) loss_bbox_2_hybrid: 0.2144 (0.2191) loss_giou_2_hybrid: 0.4314 (0.4711) loss_class_3_hybrid: 0.8041 (0.8218) loss_bbox_3_hybrid: 0.2145 (0.2189) loss_giou_3_hybrid: 0.4309 (0.4701) loss_class_4_hybrid: 0.8040 (0.8187) loss_bbox_4_hybrid: 0.2150 (0.2191) loss_giou_4_hybrid: 0.4318 (0.4698) loss_class_enc_hybrid: 0.8289 (0.8404) loss_bbox_enc_hybrid: 0.2771 (0.2758) loss_giou_enc_hybrid: 0.5232 (0.5648) mem: 1027 max mem: 36964 [2024-01-14 23:02:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:03:16 det.util.engine] INFO: Epoch: [3] [350/11727] eta: 3:27:18 lr: 0.000100 data_time: 0.0035 iter_time: 1.1076 loss: 29.5600 (29.6533) loss_class: 0.7706 (0.8190) loss_bbox: 0.1837 (0.2006) loss_giou: 0.4474 (0.4312) loss_class_0: 1.0128 (1.0450) loss_bbox_0: 0.1859 (0.1964) loss_giou_0: 0.4533 (0.4385) loss_class_1: 0.8497 (0.9107) loss_bbox_1: 0.1853 (0.1981) loss_giou_1: 0.4368 (0.4321) loss_class_2: 0.8137 (0.8573) loss_bbox_2: 0.1814 (0.1978) loss_giou_2: 0.4456 (0.4313) loss_class_3: 0.7779 (0.8305) loss_bbox_3: 0.1838 (0.1988) loss_giou_3: 0.4480 (0.4308) loss_class_4: 0.7784 (0.8220) loss_bbox_4: 0.1837 (0.1998) loss_giou_4: 0.4473 (0.4311) loss_class_enc: 0.9040 (0.9681) loss_bbox_enc: 0.2277 (0.2399) loss_giou_enc: 0.5133 (0.5004) loss_class_dn: 0.4387 (0.4281) loss_bbox_dn: 0.3108 (0.3239) loss_giou_dn: 0.5326 (0.5133) loss_class_dn_0: 0.4967 (0.4992) loss_bbox_dn_0: 0.4254 (0.4296) loss_giou_dn_0: 0.6610 (0.6515) loss_class_dn_1: 0.4564 (0.4496) loss_bbox_dn_1: 0.3279 (0.3481) loss_giou_dn_1: 0.5678 (0.5435) loss_class_dn_2: 0.4393 (0.4312) loss_bbox_dn_2: 0.3192 (0.3282) loss_giou_dn_2: 0.5436 (0.5196) loss_class_dn_3: 0.4286 (0.4256) loss_bbox_dn_3: 0.3117 (0.3248) loss_giou_dn_3: 0.5324 (0.5145) loss_class_dn_4: 0.4341 (0.4256) loss_bbox_dn_4: 0.3109 (0.3239) loss_giou_dn_4: 0.5326 (0.5132) loss_class_hybrid: 0.7775 (0.8197) loss_bbox_hybrid: 0.2005 (0.2175) loss_giou_hybrid: 0.4890 (0.4687) loss_class_0_hybrid: 0.8524 (0.8896) loss_bbox_0_hybrid: 0.2226 (0.2286) loss_giou_0_hybrid: 0.5143 (0.4950) loss_class_1_hybrid: 0.8100 (0.8489) loss_bbox_1_hybrid: 0.2081 (0.2214) loss_giou_1_hybrid: 0.4939 (0.4765) loss_class_2_hybrid: 0.7929 (0.8337) loss_bbox_2_hybrid: 0.2002 (0.2180) loss_giou_2_hybrid: 0.4862 (0.4703) loss_class_3_hybrid: 0.7832 (0.8214) loss_bbox_3_hybrid: 0.1987 (0.2178) loss_giou_3_hybrid: 0.4864 (0.4694) loss_class_4_hybrid: 0.7766 (0.8181) loss_bbox_4_hybrid: 0.2012 (0.2180) loss_giou_4_hybrid: 0.4888 (0.4691) loss_class_enc_hybrid: 0.8063 (0.8388) loss_bbox_enc_hybrid: 0.2675 (0.2750) loss_giou_enc_hybrid: 0.5800 (0.5647) mem: 1021 max mem: 36964 [2024-01-14 23:03:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:04:11 det.util.engine] INFO: Epoch: [3] [400/11727] eta: 3:26:23 lr: 0.000100 data_time: 0.0031 iter_time: 1.0987 loss: 29.1327 (29.5909) loss_class: 0.7654 (0.8150) loss_bbox: 0.1805 (0.2002) loss_giou: 0.4572 (0.4317) loss_class_0: 0.9469 (1.0399) loss_bbox_0: 0.1897 (0.1968) loss_giou_0: 0.4566 (0.4394) loss_class_1: 0.8296 (0.9070) loss_bbox_1: 0.1758 (0.1974) loss_giou_1: 0.4410 (0.4323) loss_class_2: 0.7791 (0.8535) loss_bbox_2: 0.1843 (0.1973) loss_giou_2: 0.4468 (0.4315) loss_class_3: 0.7811 (0.8269) loss_bbox_3: 0.1808 (0.1983) loss_giou_3: 0.4414 (0.4312) loss_class_4: 0.7628 (0.8179) loss_bbox_4: 0.1811 (0.1994) loss_giou_4: 0.4573 (0.4316) loss_class_enc: 0.8959 (0.9634) loss_bbox_enc: 0.2205 (0.2395) loss_giou_enc: 0.5176 (0.5005) loss_class_dn: 0.4208 (0.4269) loss_bbox_dn: 0.3017 (0.3241) loss_giou_dn: 0.5374 (0.5129) loss_class_dn_0: 0.4907 (0.4986) loss_bbox_dn_0: 0.4021 (0.4298) loss_giou_dn_0: 0.6727 (0.6510) loss_class_dn_1: 0.4438 (0.4490) loss_bbox_dn_1: 0.3222 (0.3485) loss_giou_dn_1: 0.5641 (0.5431) loss_class_dn_2: 0.4264 (0.4303) loss_bbox_dn_2: 0.3083 (0.3284) loss_giou_dn_2: 0.5407 (0.5192) loss_class_dn_3: 0.4219 (0.4246) loss_bbox_dn_3: 0.3019 (0.3250) loss_giou_dn_3: 0.5378 (0.5140) loss_class_dn_4: 0.4202 (0.4245) loss_bbox_dn_4: 0.3017 (0.3241) loss_giou_dn_4: 0.5374 (0.5128) loss_class_hybrid: 0.7518 (0.8156) loss_bbox_hybrid: 0.1949 (0.2173) loss_giou_hybrid: 0.4768 (0.4689) loss_class_0_hybrid: 0.8012 (0.8854) loss_bbox_0_hybrid: 0.2059 (0.2285) loss_giou_0_hybrid: 0.5096 (0.4955) loss_class_1_hybrid: 0.7839 (0.8452) loss_bbox_1_hybrid: 0.1959 (0.2211) loss_giou_1_hybrid: 0.4888 (0.4766) loss_class_2_hybrid: 0.7644 (0.8298) loss_bbox_2_hybrid: 0.1923 (0.2177) loss_giou_2_hybrid: 0.4737 (0.4706) loss_class_3_hybrid: 0.7557 (0.8178) loss_bbox_3_hybrid: 0.1936 (0.2175) loss_giou_3_hybrid: 0.4729 (0.4696) loss_class_4_hybrid: 0.7535 (0.8143) loss_bbox_4_hybrid: 0.1937 (0.2178) loss_giou_4_hybrid: 0.4752 (0.4693) loss_class_enc_hybrid: 0.7673 (0.8353) loss_bbox_enc_hybrid: 0.2458 (0.2745) loss_giou_enc_hybrid: 0.5813 (0.5650) mem: 1012 max mem: 36964 [2024-01-14 23:04:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:05:04 det.util.engine] INFO: Epoch: [3] [450/11727] eta: 3:24:41 lr: 0.000100 data_time: 0.0033 iter_time: 1.0833 loss: 30.0034 (29.5794) loss_class: 0.8358 (0.8164) loss_bbox: 0.1734 (0.1990) loss_giou: 0.4501 (0.4310) loss_class_0: 1.0617 (1.0407) loss_bbox_0: 0.1807 (0.1961) loss_giou_0: 0.4536 (0.4387) loss_class_1: 0.9014 (0.9073) loss_bbox_1: 0.1827 (0.1968) loss_giou_1: 0.4502 (0.4319) loss_class_2: 0.8842 (0.8550) loss_bbox_2: 0.1780 (0.1964) loss_giou_2: 0.4501 (0.4309) loss_class_3: 0.8346 (0.8279) loss_bbox_3: 0.1869 (0.1974) loss_giou_3: 0.4500 (0.4305) loss_class_4: 0.8490 (0.8192) loss_bbox_4: 0.1757 (0.1982) loss_giou_4: 0.4499 (0.4309) loss_class_enc: 0.9928 (0.9656) loss_bbox_enc: 0.2110 (0.2385) loss_giou_enc: 0.5022 (0.4998) loss_class_dn: 0.4453 (0.4268) loss_bbox_dn: 0.3000 (0.3239) loss_giou_dn: 0.5217 (0.5126) loss_class_dn_0: 0.4956 (0.4987) loss_bbox_dn_0: 0.3929 (0.4292) loss_giou_dn_0: 0.6396 (0.6506) loss_class_dn_1: 0.4554 (0.4489) loss_bbox_dn_1: 0.3263 (0.3483) loss_giou_dn_1: 0.5441 (0.5427) loss_class_dn_2: 0.4438 (0.4302) loss_bbox_dn_2: 0.3048 (0.3282) loss_giou_dn_2: 0.5294 (0.5187) loss_class_dn_3: 0.4400 (0.4246) loss_bbox_dn_3: 0.3006 (0.3248) loss_giou_dn_3: 0.5217 (0.5137) loss_class_dn_4: 0.4415 (0.4245) loss_bbox_dn_4: 0.3001 (0.3239) loss_giou_dn_4: 0.5217 (0.5124) loss_class_hybrid: 0.8322 (0.8162) loss_bbox_hybrid: 0.2069 (0.2164) loss_giou_hybrid: 0.4829 (0.4684) loss_class_0_hybrid: 0.8720 (0.8859) loss_bbox_0_hybrid: 0.2176 (0.2277) loss_giou_0_hybrid: 0.5044 (0.4950) loss_class_1_hybrid: 0.8484 (0.8466) loss_bbox_1_hybrid: 0.2121 (0.2203) loss_giou_1_hybrid: 0.4750 (0.4760) loss_class_2_hybrid: 0.8343 (0.8306) loss_bbox_2_hybrid: 0.2095 (0.2167) loss_giou_2_hybrid: 0.4797 (0.4701) loss_class_3_hybrid: 0.8199 (0.8185) loss_bbox_3_hybrid: 0.2090 (0.2166) loss_giou_3_hybrid: 0.4823 (0.4690) loss_class_4_hybrid: 0.8269 (0.8151) loss_bbox_4_hybrid: 0.2067 (0.2168) loss_giou_4_hybrid: 0.4814 (0.4687) loss_class_enc_hybrid: 0.8396 (0.8360) loss_bbox_enc_hybrid: 0.2494 (0.2736) loss_giou_enc_hybrid: 0.5834 (0.5644) mem: 1015 max mem: 36964 [2024-01-14 23:05:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:05:57 det.util.engine] INFO: Epoch: [3] [500/11727] eta: 3:23:20 lr: 0.000100 data_time: 0.0032 iter_time: 1.0600 loss: 29.2477 (29.5677) loss_class: 0.8003 (0.8159) loss_bbox: 0.1941 (0.1994) loss_giou: 0.4362 (0.4301) loss_class_0: 0.9958 (1.0409) loss_bbox_0: 0.1961 (0.1963) loss_giou_0: 0.4507 (0.4375) loss_class_1: 0.8905 (0.9072) loss_bbox_1: 0.1855 (0.1971) loss_giou_1: 0.4482 (0.4308) loss_class_2: 0.8468 (0.8546) loss_bbox_2: 0.1858 (0.1968) loss_giou_2: 0.4502 (0.4298) loss_class_3: 0.8331 (0.8281) loss_bbox_3: 0.2004 (0.1977) loss_giou_3: 0.4554 (0.4294) loss_class_4: 0.7893 (0.8184) loss_bbox_4: 0.1941 (0.1986) loss_giou_4: 0.4362 (0.4300) loss_class_enc: 0.8956 (0.9656) loss_bbox_enc: 0.2267 (0.2389) loss_giou_enc: 0.5056 (0.4985) loss_class_dn: 0.4218 (0.4265) loss_bbox_dn: 0.2916 (0.3246) loss_giou_dn: 0.5316 (0.5127) loss_class_dn_0: 0.4838 (0.4981) loss_bbox_dn_0: 0.3903 (0.4299) loss_giou_dn_0: 0.6561 (0.6505) loss_class_dn_1: 0.4424 (0.4485) loss_bbox_dn_1: 0.3180 (0.3491) loss_giou_dn_1: 0.5564 (0.5428) loss_class_dn_2: 0.4260 (0.4299) loss_bbox_dn_2: 0.2949 (0.3289) loss_giou_dn_2: 0.5357 (0.5188) loss_class_dn_3: 0.4205 (0.4242) loss_bbox_dn_3: 0.2927 (0.3255) loss_giou_dn_3: 0.5329 (0.5138) loss_class_dn_4: 0.4213 (0.4241) loss_bbox_dn_4: 0.2915 (0.3246) loss_giou_dn_4: 0.5316 (0.5125) loss_class_hybrid: 0.8065 (0.8176) loss_bbox_hybrid: 0.2096 (0.2162) loss_giou_hybrid: 0.4450 (0.4663) loss_class_0_hybrid: 0.8268 (0.8857) loss_bbox_0_hybrid: 0.2217 (0.2276) loss_giou_0_hybrid: 0.4759 (0.4931) loss_class_1_hybrid: 0.8070 (0.8474) loss_bbox_1_hybrid: 0.2218 (0.2202) loss_giou_1_hybrid: 0.4539 (0.4739) loss_class_2_hybrid: 0.8214 (0.8321) loss_bbox_2_hybrid: 0.2068 (0.2166) loss_giou_2_hybrid: 0.4479 (0.4680) loss_class_3_hybrid: 0.8005 (0.8203) loss_bbox_3_hybrid: 0.2069 (0.2164) loss_giou_3_hybrid: 0.4444 (0.4669) loss_class_4_hybrid: 0.8080 (0.8166) loss_bbox_4_hybrid: 0.2073 (0.2166) loss_giou_4_hybrid: 0.4431 (0.4666) loss_class_enc_hybrid: 0.7856 (0.8362) loss_bbox_enc_hybrid: 0.2672 (0.2737) loss_giou_enc_hybrid: 0.5517 (0.5627) mem: 1039 max mem: 36964 [2024-01-14 23:05:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:06:51 det.util.engine] INFO: Epoch: [3] [550/11727] eta: 3:22:32 lr: 0.000100 data_time: 0.0028 iter_time: 1.0620 loss: 29.3624 (29.5279) loss_class: 0.7858 (0.8143) loss_bbox: 0.1912 (0.1985) loss_giou: 0.4592 (0.4308) loss_class_0: 1.0259 (1.0398) loss_bbox_0: 0.1837 (0.1955) loss_giou_0: 0.4514 (0.4377) loss_class_1: 0.8297 (0.9051) loss_bbox_1: 0.1910 (0.1965) loss_giou_1: 0.4646 (0.4315) loss_class_2: 0.7889 (0.8517) loss_bbox_2: 0.1964 (0.1962) loss_giou_2: 0.4731 (0.4308) loss_class_3: 0.7995 (0.8263) loss_bbox_3: 0.1917 (0.1970) loss_giou_3: 0.4602 (0.4304) loss_class_4: 0.7894 (0.8168) loss_bbox_4: 0.1929 (0.1978) loss_giou_4: 0.4593 (0.4309) loss_class_enc: 0.9316 (0.9645) loss_bbox_enc: 0.2220 (0.2381) loss_giou_enc: 0.5192 (0.4990) loss_class_dn: 0.4156 (0.4259) loss_bbox_dn: 0.2768 (0.3228) loss_giou_dn: 0.5302 (0.5134) loss_class_dn_0: 0.4832 (0.4978) loss_bbox_dn_0: 0.3775 (0.4281) loss_giou_dn_0: 0.6645 (0.6509) loss_class_dn_1: 0.4370 (0.4480) loss_bbox_dn_1: 0.2984 (0.3472) loss_giou_dn_1: 0.5509 (0.5435) loss_class_dn_2: 0.4171 (0.4295) loss_bbox_dn_2: 0.2809 (0.3271) loss_giou_dn_2: 0.5307 (0.5195) loss_class_dn_3: 0.4194 (0.4238) loss_bbox_dn_3: 0.2770 (0.3237) loss_giou_dn_3: 0.5288 (0.5145) loss_class_dn_4: 0.4139 (0.4237) loss_bbox_dn_4: 0.2766 (0.3228) loss_giou_dn_4: 0.5299 (0.5133) loss_class_hybrid: 0.7713 (0.8149) loss_bbox_hybrid: 0.2135 (0.2155) loss_giou_hybrid: 0.4925 (0.4669) loss_class_0_hybrid: 0.8366 (0.8840) loss_bbox_0_hybrid: 0.2256 (0.2267) loss_giou_0_hybrid: 0.5172 (0.4935) loss_class_1_hybrid: 0.7918 (0.8448) loss_bbox_1_hybrid: 0.2175 (0.2194) loss_giou_1_hybrid: 0.4968 (0.4745) loss_class_2_hybrid: 0.7826 (0.8295) loss_bbox_2_hybrid: 0.2124 (0.2158) loss_giou_2_hybrid: 0.4914 (0.4686) loss_class_3_hybrid: 0.7745 (0.8181) loss_bbox_3_hybrid: 0.2109 (0.2157) loss_giou_3_hybrid: 0.4901 (0.4675) loss_class_4_hybrid: 0.7681 (0.8141) loss_bbox_4_hybrid: 0.2134 (0.2159) loss_giou_4_hybrid: 0.4897 (0.4672) loss_class_enc_hybrid: 0.8011 (0.8352) loss_bbox_enc_hybrid: 0.2543 (0.2723) loss_giou_enc_hybrid: 0.5770 (0.5628) mem: 1025 max mem: 36964 [2024-01-14 23:06:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:07:47 det.util.engine] INFO: Epoch: [3] [600/11727] eta: 3:21:58 lr: 0.000100 data_time: 0.0028 iter_time: 1.1233 loss: 28.9149 (29.5478) loss_class: 0.7797 (0.8138) loss_bbox: 0.1848 (0.1988) loss_giou: 0.4825 (0.4327) loss_class_0: 1.0277 (1.0399) loss_bbox_0: 0.1893 (0.1955) loss_giou_0: 0.4432 (0.4390) loss_class_1: 0.8658 (0.9039) loss_bbox_1: 0.1863 (0.1970) loss_giou_1: 0.4608 (0.4334) loss_class_2: 0.8282 (0.8512) loss_bbox_2: 0.1807 (0.1965) loss_giou_2: 0.4545 (0.4325) loss_class_3: 0.7920 (0.8253) loss_bbox_3: 0.1823 (0.1975) loss_giou_3: 0.4760 (0.4323) loss_class_4: 0.7735 (0.8161) loss_bbox_4: 0.1836 (0.1981) loss_giou_4: 0.4873 (0.4327) loss_class_enc: 0.9580 (0.9637) loss_bbox_enc: 0.2233 (0.2379) loss_giou_enc: 0.5052 (0.5008) loss_class_dn: 0.4256 (0.4261) loss_bbox_dn: 0.2835 (0.3220) loss_giou_dn: 0.5402 (0.5146) loss_class_dn_0: 0.4946 (0.4975) loss_bbox_dn_0: 0.3975 (0.4268) loss_giou_dn_0: 0.6705 (0.6520) loss_class_dn_1: 0.4440 (0.4480) loss_bbox_dn_1: 0.3069 (0.3463) loss_giou_dn_1: 0.5654 (0.5445) loss_class_dn_2: 0.4278 (0.4295) loss_bbox_dn_2: 0.2868 (0.3262) loss_giou_dn_2: 0.5468 (0.5206) loss_class_dn_3: 0.4219 (0.4239) loss_bbox_dn_3: 0.2831 (0.3228) loss_giou_dn_3: 0.5400 (0.5156) loss_class_dn_4: 0.4215 (0.4237) loss_bbox_dn_4: 0.2835 (0.3220) loss_giou_dn_4: 0.5400 (0.5144) loss_class_hybrid: 0.7698 (0.8139) loss_bbox_hybrid: 0.1976 (0.2160) loss_giou_hybrid: 0.4998 (0.4689) loss_class_0_hybrid: 0.8639 (0.8831) loss_bbox_0_hybrid: 0.2064 (0.2270) loss_giou_0_hybrid: 0.5102 (0.4954) loss_class_1_hybrid: 0.8374 (0.8439) loss_bbox_1_hybrid: 0.2039 (0.2199) loss_giou_1_hybrid: 0.5008 (0.4765) loss_class_2_hybrid: 0.7966 (0.8284) loss_bbox_2_hybrid: 0.1982 (0.2163) loss_giou_2_hybrid: 0.5032 (0.4706) loss_class_3_hybrid: 0.7700 (0.8168) loss_bbox_3_hybrid: 0.2004 (0.2162) loss_giou_3_hybrid: 0.5051 (0.4695) loss_class_4_hybrid: 0.7638 (0.8130) loss_bbox_4_hybrid: 0.1988 (0.2164) loss_giou_4_hybrid: 0.5049 (0.4693) loss_class_enc_hybrid: 0.8178 (0.8342) loss_bbox_enc_hybrid: 0.2496 (0.2723) loss_giou_enc_hybrid: 0.5801 (0.5649) mem: 1036 max mem: 36964 [2024-01-14 23:07:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:08:41 det.util.engine] INFO: Epoch: [3] [650/11727] eta: 3:21:01 lr: 0.000100 data_time: 0.0032 iter_time: 1.1217 loss: 28.6471 (29.4933) loss_class: 0.7954 (0.8131) loss_bbox: 0.1989 (0.1978) loss_giou: 0.4126 (0.4311) loss_class_0: 1.0370 (1.0394) loss_bbox_0: 0.1930 (0.1946) loss_giou_0: 0.4229 (0.4375) loss_class_1: 0.9082 (0.9031) loss_bbox_1: 0.1850 (0.1961) loss_giou_1: 0.4095 (0.4318) loss_class_2: 0.8573 (0.8509) loss_bbox_2: 0.1811 (0.1954) loss_giou_2: 0.4105 (0.4307) loss_class_3: 0.8226 (0.8247) loss_bbox_3: 0.1942 (0.1966) loss_giou_3: 0.4106 (0.4307) loss_class_4: 0.8007 (0.8153) loss_bbox_4: 0.1955 (0.1972) loss_giou_4: 0.4112 (0.4312) loss_class_enc: 0.9676 (0.9631) loss_bbox_enc: 0.2147 (0.2372) loss_giou_enc: 0.4908 (0.4996) loss_class_dn: 0.4123 (0.4258) loss_bbox_dn: 0.3108 (0.3210) loss_giou_dn: 0.4940 (0.5136) loss_class_dn_0: 0.4937 (0.4978) loss_bbox_dn_0: 0.4061 (0.4260) loss_giou_dn_0: 0.6376 (0.6517) loss_class_dn_1: 0.4424 (0.4481) loss_bbox_dn_1: 0.3350 (0.3453) loss_giou_dn_1: 0.5234 (0.5435) loss_class_dn_2: 0.4231 (0.4294) loss_bbox_dn_2: 0.3134 (0.3253) loss_giou_dn_2: 0.4982 (0.5196) loss_class_dn_3: 0.4096 (0.4238) loss_bbox_dn_3: 0.3121 (0.3219) loss_giou_dn_3: 0.4958 (0.5147) loss_class_dn_4: 0.4096 (0.4235) loss_bbox_dn_4: 0.3108 (0.3210) loss_giou_dn_4: 0.4937 (0.5135) loss_class_hybrid: 0.8148 (0.8134) loss_bbox_hybrid: 0.2171 (0.2149) loss_giou_hybrid: 0.4558 (0.4672) loss_class_0_hybrid: 0.9015 (0.8828) loss_bbox_0_hybrid: 0.2228 (0.2259) loss_giou_0_hybrid: 0.4719 (0.4937) loss_class_1_hybrid: 0.8429 (0.8435) loss_bbox_1_hybrid: 0.2127 (0.2188) loss_giou_1_hybrid: 0.4681 (0.4748) loss_class_2_hybrid: 0.8269 (0.8279) loss_bbox_2_hybrid: 0.2133 (0.2153) loss_giou_2_hybrid: 0.4528 (0.4689) loss_class_3_hybrid: 0.8176 (0.8162) loss_bbox_3_hybrid: 0.2195 (0.2152) loss_giou_3_hybrid: 0.4573 (0.4678) loss_class_4_hybrid: 0.8086 (0.8126) loss_bbox_4_hybrid: 0.2152 (0.2154) loss_giou_4_hybrid: 0.4561 (0.4676) loss_class_enc_hybrid: 0.8267 (0.8341) loss_bbox_enc_hybrid: 0.2651 (0.2714) loss_giou_enc_hybrid: 0.5551 (0.5633) mem: 1017 max mem: 36964 [2024-01-14 23:08:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:09:35 det.util.engine] INFO: Epoch: [3] [700/11727] eta: 3:20:04 lr: 0.000100 data_time: 0.0028 iter_time: 1.0908 loss: 29.1481 (29.4898) loss_class: 0.8100 (0.8140) loss_bbox: 0.1958 (0.1980) loss_giou: 0.3682 (0.4302) loss_class_0: 1.0168 (1.0401) loss_bbox_0: 0.1928 (0.1949) loss_giou_0: 0.3848 (0.4367) loss_class_1: 0.8826 (0.9041) loss_bbox_1: 0.1991 (0.1965) loss_giou_1: 0.3757 (0.4309) loss_class_2: 0.8350 (0.8515) loss_bbox_2: 0.1931 (0.1958) loss_giou_2: 0.3671 (0.4297) loss_class_3: 0.8119 (0.8247) loss_bbox_3: 0.1941 (0.1970) loss_giou_3: 0.3694 (0.4300) loss_class_4: 0.8039 (0.8160) loss_bbox_4: 0.1952 (0.1973) loss_giou_4: 0.3682 (0.4302) loss_class_enc: 0.9534 (0.9627) loss_bbox_enc: 0.2468 (0.2375) loss_giou_enc: 0.4555 (0.4991) loss_class_dn: 0.4157 (0.4253) loss_bbox_dn: 0.3303 (0.3213) loss_giou_dn: 0.4478 (0.5127) loss_class_dn_0: 0.4967 (0.4977) loss_bbox_dn_0: 0.4067 (0.4263) loss_giou_dn_0: 0.5993 (0.6510) loss_class_dn_1: 0.4483 (0.4478) loss_bbox_dn_1: 0.3453 (0.3455) loss_giou_dn_1: 0.4801 (0.5425) loss_class_dn_2: 0.4288 (0.4290) loss_bbox_dn_2: 0.3371 (0.3255) loss_giou_dn_2: 0.4562 (0.5188) loss_class_dn_3: 0.4186 (0.4234) loss_bbox_dn_3: 0.3308 (0.3222) loss_giou_dn_3: 0.4497 (0.5138) loss_class_dn_4: 0.4146 (0.4231) loss_bbox_dn_4: 0.3302 (0.3213) loss_giou_dn_4: 0.4479 (0.5126) loss_class_hybrid: 0.8231 (0.8138) loss_bbox_hybrid: 0.2259 (0.2154) loss_giou_hybrid: 0.3841 (0.4666) loss_class_0_hybrid: 0.8769 (0.8842) loss_bbox_0_hybrid: 0.2323 (0.2260) loss_giou_0_hybrid: 0.4207 (0.4927) loss_class_1_hybrid: 0.8203 (0.8447) loss_bbox_1_hybrid: 0.2273 (0.2190) loss_giou_1_hybrid: 0.3934 (0.4739) loss_class_2_hybrid: 0.8033 (0.8286) loss_bbox_2_hybrid: 0.2216 (0.2156) loss_giou_2_hybrid: 0.3897 (0.4682) loss_class_3_hybrid: 0.8016 (0.8167) loss_bbox_3_hybrid: 0.2253 (0.2156) loss_giou_3_hybrid: 0.3878 (0.4672) loss_class_4_hybrid: 0.8014 (0.8132) loss_bbox_4_hybrid: 0.2228 (0.2157) loss_giou_4_hybrid: 0.3846 (0.4669) loss_class_enc_hybrid: 0.8431 (0.8352) loss_bbox_enc_hybrid: 0.2852 (0.2717) loss_giou_enc_hybrid: 0.4980 (0.5625) mem: 1040 max mem: 36964 [2024-01-14 23:09:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:10:29 det.util.engine] INFO: Epoch: [3] [750/11727] eta: 3:18:57 lr: 0.000100 data_time: 0.0031 iter_time: 1.0905 loss: 30.4412 (29.5116) loss_class: 0.8479 (0.8165) loss_bbox: 0.1859 (0.1976) loss_giou: 0.4304 (0.4292) loss_class_0: 1.0671 (1.0425) loss_bbox_0: 0.1972 (0.1949) loss_giou_0: 0.4340 (0.4362) loss_class_1: 0.8816 (0.9060) loss_bbox_1: 0.1924 (0.1963) loss_giou_1: 0.4439 (0.4302) loss_class_2: 0.8496 (0.8537) loss_bbox_2: 0.1897 (0.1955) loss_giou_2: 0.4391 (0.4290) loss_class_3: 0.8693 (0.8280) loss_bbox_3: 0.1853 (0.1965) loss_giou_3: 0.4316 (0.4290) loss_class_4: 0.8357 (0.8185) loss_bbox_4: 0.1851 (0.1969) loss_giou_4: 0.4317 (0.4292) loss_class_enc: 0.9610 (0.9639) loss_bbox_enc: 0.2401 (0.2377) loss_giou_enc: 0.4901 (0.4993) loss_class_dn: 0.4245 (0.4257) loss_bbox_dn: 0.3424 (0.3219) loss_giou_dn: 0.5358 (0.5127) loss_class_dn_0: 0.4945 (0.4981) loss_bbox_dn_0: 0.4293 (0.4266) loss_giou_dn_0: 0.6569 (0.6509) loss_class_dn_1: 0.4487 (0.4482) loss_bbox_dn_1: 0.3640 (0.3459) loss_giou_dn_1: 0.5689 (0.5425) loss_class_dn_2: 0.4309 (0.4294) loss_bbox_dn_2: 0.3397 (0.3261) loss_giou_dn_2: 0.5427 (0.5188) loss_class_dn_3: 0.4228 (0.4237) loss_bbox_dn_3: 0.3428 (0.3228) loss_giou_dn_3: 0.5366 (0.5138) loss_class_dn_4: 0.4240 (0.4235) loss_bbox_dn_4: 0.3424 (0.3219) loss_giou_dn_4: 0.5355 (0.5126) loss_class_hybrid: 0.8245 (0.8156) loss_bbox_hybrid: 0.2095 (0.2151) loss_giou_hybrid: 0.4714 (0.4658) loss_class_0_hybrid: 0.9190 (0.8860) loss_bbox_0_hybrid: 0.2238 (0.2259) loss_giou_0_hybrid: 0.4890 (0.4923) loss_class_1_hybrid: 0.8378 (0.8468) loss_bbox_1_hybrid: 0.2217 (0.2187) loss_giou_1_hybrid: 0.4748 (0.4732) loss_class_2_hybrid: 0.8180 (0.8307) loss_bbox_2_hybrid: 0.2101 (0.2153) loss_giou_2_hybrid: 0.4626 (0.4675) loss_class_3_hybrid: 0.8161 (0.8186) loss_bbox_3_hybrid: 0.2125 (0.2152) loss_giou_3_hybrid: 0.4661 (0.4664) loss_class_4_hybrid: 0.8165 (0.8150) loss_bbox_4_hybrid: 0.2101 (0.2154) loss_giou_4_hybrid: 0.4698 (0.4661) loss_class_enc_hybrid: 0.8366 (0.8366) loss_bbox_enc_hybrid: 0.2750 (0.2715) loss_giou_enc_hybrid: 0.5683 (0.5621) mem: 1023 max mem: 36964 [2024-01-14 23:10:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:11:23 det.util.engine] INFO: Epoch: [3] [800/11727] eta: 3:17:54 lr: 0.000100 data_time: 0.0028 iter_time: 1.1028 loss: 29.3252 (29.5367) loss_class: 0.7799 (0.8167) loss_bbox: 0.1938 (0.1980) loss_giou: 0.4712 (0.4303) loss_class_0: 0.9721 (1.0418) loss_bbox_0: 0.1983 (0.1954) loss_giou_0: 0.5128 (0.4374) loss_class_1: 0.8590 (0.9056) loss_bbox_1: 0.1980 (0.1967) loss_giou_1: 0.4861 (0.4314) loss_class_2: 0.8173 (0.8536) loss_bbox_2: 0.1926 (0.1960) loss_giou_2: 0.4661 (0.4302) loss_class_3: 0.8041 (0.8279) loss_bbox_3: 0.1935 (0.1970) loss_giou_3: 0.4768 (0.4302) loss_class_4: 0.7872 (0.8190) loss_bbox_4: 0.1930 (0.1972) loss_giou_4: 0.4697 (0.4302) loss_class_enc: 0.9270 (0.9639) loss_bbox_enc: 0.2341 (0.2378) loss_giou_enc: 0.5355 (0.5004) loss_class_dn: 0.4205 (0.4255) loss_bbox_dn: 0.2977 (0.3218) loss_giou_dn: 0.5282 (0.5137) loss_class_dn_0: 0.4903 (0.4977) loss_bbox_dn_0: 0.3896 (0.4266) loss_giou_dn_0: 0.6613 (0.6515) loss_class_dn_1: 0.4498 (0.4480) loss_bbox_dn_1: 0.3331 (0.3460) loss_giou_dn_1: 0.5609 (0.5434) loss_class_dn_2: 0.4234 (0.4292) loss_bbox_dn_2: 0.2990 (0.3260) loss_giou_dn_2: 0.5390 (0.5197) loss_class_dn_3: 0.4279 (0.4236) loss_bbox_dn_3: 0.2979 (0.3227) loss_giou_dn_3: 0.5312 (0.5147) loss_class_dn_4: 0.4179 (0.4233) loss_bbox_dn_4: 0.2977 (0.3218) loss_giou_dn_4: 0.5281 (0.5135) loss_class_hybrid: 0.7772 (0.8149) loss_bbox_hybrid: 0.2047 (0.2159) loss_giou_hybrid: 0.5057 (0.4675) loss_class_0_hybrid: 0.8490 (0.8855) loss_bbox_0_hybrid: 0.2190 (0.2265) loss_giou_0_hybrid: 0.5221 (0.4939) loss_class_1_hybrid: 0.8057 (0.8461) loss_bbox_1_hybrid: 0.2077 (0.2194) loss_giou_1_hybrid: 0.5131 (0.4748) loss_class_2_hybrid: 0.7973 (0.8299) loss_bbox_2_hybrid: 0.2038 (0.2161) loss_giou_2_hybrid: 0.5086 (0.4691) loss_class_3_hybrid: 0.7796 (0.8179) loss_bbox_3_hybrid: 0.2056 (0.2160) loss_giou_3_hybrid: 0.5073 (0.4680) loss_class_4_hybrid: 0.7712 (0.8143) loss_bbox_4_hybrid: 0.2047 (0.2162) loss_giou_4_hybrid: 0.5058 (0.4678) loss_class_enc_hybrid: 0.7949 (0.8359) loss_bbox_enc_hybrid: 0.2565 (0.2722) loss_giou_enc_hybrid: 0.5969 (0.5638) mem: 1029 max mem: 36964 [2024-01-14 23:11:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:12:19 det.util.engine] INFO: Epoch: [3] [850/11727] eta: 3:17:18 lr: 0.000100 data_time: 0.0034 iter_time: 1.1560 loss: 29.4681 (29.5724) loss_class: 0.7984 (0.8172) loss_bbox: 0.1933 (0.1986) loss_giou: 0.4349 (0.4311) loss_class_0: 1.0182 (1.0420) loss_bbox_0: 0.1937 (0.1959) loss_giou_0: 0.4501 (0.4383) loss_class_1: 0.9010 (0.9061) loss_bbox_1: 0.1940 (0.1971) loss_giou_1: 0.4389 (0.4321) loss_class_2: 0.8311 (0.8546) loss_bbox_2: 0.1918 (0.1964) loss_giou_2: 0.4409 (0.4309) loss_class_3: 0.8302 (0.8289) loss_bbox_3: 0.1925 (0.1974) loss_giou_3: 0.4319 (0.4309) loss_class_4: 0.8211 (0.8198) loss_bbox_4: 0.1883 (0.1977) loss_giou_4: 0.4307 (0.4309) loss_class_enc: 0.9497 (0.9637) loss_bbox_enc: 0.2233 (0.2382) loss_giou_enc: 0.4991 (0.5010) loss_class_dn: 0.4211 (0.4259) loss_bbox_dn: 0.2981 (0.3228) loss_giou_dn: 0.5365 (0.5145) loss_class_dn_0: 0.4974 (0.4976) loss_bbox_dn_0: 0.4021 (0.4271) loss_giou_dn_0: 0.6676 (0.6521) loss_class_dn_1: 0.4456 (0.4483) loss_bbox_dn_1: 0.3276 (0.3468) loss_giou_dn_1: 0.5647 (0.5441) loss_class_dn_2: 0.4293 (0.4296) loss_bbox_dn_2: 0.3039 (0.3270) loss_giou_dn_2: 0.5417 (0.5205) loss_class_dn_3: 0.4258 (0.4240) loss_bbox_dn_3: 0.2982 (0.3236) loss_giou_dn_3: 0.5376 (0.5155) loss_class_dn_4: 0.4228 (0.4238) loss_bbox_dn_4: 0.2982 (0.3228) loss_giou_dn_4: 0.5361 (0.5143) loss_class_hybrid: 0.8016 (0.8150) loss_bbox_hybrid: 0.2322 (0.2165) loss_giou_hybrid: 0.4758 (0.4687) loss_class_0_hybrid: 0.8496 (0.8848) loss_bbox_0_hybrid: 0.2383 (0.2271) loss_giou_0_hybrid: 0.5166 (0.4952) loss_class_1_hybrid: 0.8307 (0.8461) loss_bbox_1_hybrid: 0.2343 (0.2199) loss_giou_1_hybrid: 0.4866 (0.4761) loss_class_2_hybrid: 0.8197 (0.8299) loss_bbox_2_hybrid: 0.2329 (0.2166) loss_giou_2_hybrid: 0.4810 (0.4703) loss_class_3_hybrid: 0.8081 (0.8181) loss_bbox_3_hybrid: 0.2336 (0.2166) loss_giou_3_hybrid: 0.4794 (0.4692) loss_class_4_hybrid: 0.8107 (0.8145) loss_bbox_4_hybrid: 0.2342 (0.2168) loss_giou_4_hybrid: 0.4801 (0.4690) loss_class_enc_hybrid: 0.8216 (0.8354) loss_bbox_enc_hybrid: 0.2652 (0.2726) loss_giou_enc_hybrid: 0.5794 (0.5648) mem: 1011 max mem: 36964 [2024-01-14 23:12:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:13:13 det.util.engine] INFO: Epoch: [3] [900/11727] eta: 3:16:28 lr: 0.000100 data_time: 0.0031 iter_time: 1.0873 loss: 29.5714 (29.5684) loss_class: 0.8503 (0.8174) loss_bbox: 0.1968 (0.1986) loss_giou: 0.4077 (0.4308) loss_class_0: 1.0790 (1.0424) loss_bbox_0: 0.1970 (0.1959) loss_giou_0: 0.4095 (0.4378) loss_class_1: 0.9008 (0.9060) loss_bbox_1: 0.1995 (0.1972) loss_giou_1: 0.4024 (0.4319) loss_class_2: 0.8510 (0.8542) loss_bbox_2: 0.1959 (0.1965) loss_giou_2: 0.3995 (0.4307) loss_class_3: 0.8624 (0.8291) loss_bbox_3: 0.1962 (0.1974) loss_giou_3: 0.4003 (0.4307) loss_class_4: 0.8374 (0.8199) loss_bbox_4: 0.1954 (0.1977) loss_giou_4: 0.4233 (0.4307) loss_class_enc: 0.9938 (0.9648) loss_bbox_enc: 0.2275 (0.2386) loss_giou_enc: 0.4689 (0.5007) loss_class_dn: 0.4272 (0.4256) loss_bbox_dn: 0.3329 (0.3231) loss_giou_dn: 0.4946 (0.5142) loss_class_dn_0: 0.4867 (0.4975) loss_bbox_dn_0: 0.4381 (0.4278) loss_giou_dn_0: 0.6402 (0.6517) loss_class_dn_1: 0.4509 (0.4480) loss_bbox_dn_1: 0.3584 (0.3472) loss_giou_dn_1: 0.5275 (0.5438) loss_class_dn_2: 0.4297 (0.4292) loss_bbox_dn_2: 0.3400 (0.3273) loss_giou_dn_2: 0.5003 (0.5202) loss_class_dn_3: 0.4277 (0.4237) loss_bbox_dn_3: 0.3338 (0.3240) loss_giou_dn_3: 0.4965 (0.5152) loss_class_dn_4: 0.4266 (0.4234) loss_bbox_dn_4: 0.3328 (0.3231) loss_giou_dn_4: 0.4946 (0.5141) loss_class_hybrid: 0.8284 (0.8150) loss_bbox_hybrid: 0.2045 (0.2164) loss_giou_hybrid: 0.4457 (0.4684) loss_class_0_hybrid: 0.8922 (0.8845) loss_bbox_0_hybrid: 0.2251 (0.2270) loss_giou_0_hybrid: 0.4785 (0.4948) loss_class_1_hybrid: 0.8669 (0.8459) loss_bbox_1_hybrid: 0.2092 (0.2198) loss_giou_1_hybrid: 0.4562 (0.4758) loss_class_2_hybrid: 0.8474 (0.8297) loss_bbox_2_hybrid: 0.2127 (0.2166) loss_giou_2_hybrid: 0.4493 (0.4701) loss_class_3_hybrid: 0.8409 (0.8180) loss_bbox_3_hybrid: 0.2024 (0.2165) loss_giou_3_hybrid: 0.4485 (0.4689) loss_class_4_hybrid: 0.8307 (0.8143) loss_bbox_4_hybrid: 0.2034 (0.2167) loss_giou_4_hybrid: 0.4479 (0.4687) loss_class_enc_hybrid: 0.8544 (0.8358) loss_bbox_enc_hybrid: 0.2720 (0.2729) loss_giou_enc_hybrid: 0.5371 (0.5645) mem: 1031 max mem: 36964 [2024-01-14 23:13:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:14:08 det.util.engine] INFO: Epoch: [3] [950/11727] eta: 3:15:35 lr: 0.000100 data_time: 0.0033 iter_time: 1.0773 loss: 29.2076 (29.5717) loss_class: 0.7952 (0.8180) loss_bbox: 0.2376 (0.1994) loss_giou: 0.3921 (0.4297) loss_class_0: 1.0434 (1.0431) loss_bbox_0: 0.2258 (0.1966) loss_giou_0: 0.3859 (0.4366) loss_class_1: 0.8959 (0.9061) loss_bbox_1: 0.2339 (0.1979) loss_giou_1: 0.3952 (0.4308) loss_class_2: 0.8301 (0.8546) loss_bbox_2: 0.2257 (0.1974) loss_giou_2: 0.3988 (0.4297) loss_class_3: 0.7826 (0.8290) loss_bbox_3: 0.2399 (0.1985) loss_giou_3: 0.3863 (0.4297) loss_class_4: 0.7892 (0.8202) loss_bbox_4: 0.2425 (0.1986) loss_giou_4: 0.3932 (0.4296) loss_class_enc: 1.0048 (0.9654) loss_bbox_enc: 0.2700 (0.2395) loss_giou_enc: 0.4517 (0.4995) loss_class_dn: 0.4103 (0.4252) loss_bbox_dn: 0.3658 (0.3246) loss_giou_dn: 0.4755 (0.5135) loss_class_dn_0: 0.4952 (0.4975) loss_bbox_dn_0: 0.4682 (0.4296) loss_giou_dn_0: 0.6265 (0.6508) loss_class_dn_1: 0.4348 (0.4478) loss_bbox_dn_1: 0.3768 (0.3487) loss_giou_dn_1: 0.5084 (0.5430) loss_class_dn_2: 0.4101 (0.4290) loss_bbox_dn_2: 0.3686 (0.3288) loss_giou_dn_2: 0.4867 (0.5195) loss_class_dn_3: 0.4087 (0.4233) loss_bbox_dn_3: 0.3659 (0.3255) loss_giou_dn_3: 0.4770 (0.5145) loss_class_dn_4: 0.4136 (0.4230) loss_bbox_dn_4: 0.3659 (0.3246) loss_giou_dn_4: 0.4757 (0.5133) loss_class_hybrid: 0.8141 (0.8164) loss_bbox_hybrid: 0.2462 (0.2168) loss_giou_hybrid: 0.4092 (0.4664) loss_class_0_hybrid: 0.8903 (0.8857) loss_bbox_0_hybrid: 0.2493 (0.2274) loss_giou_0_hybrid: 0.4131 (0.4928) loss_class_1_hybrid: 0.8483 (0.8474) loss_bbox_1_hybrid: 0.2465 (0.2202) loss_giou_1_hybrid: 0.4090 (0.4738) loss_class_2_hybrid: 0.8417 (0.8311) loss_bbox_2_hybrid: 0.2475 (0.2171) loss_giou_2_hybrid: 0.4101 (0.4681) loss_class_3_hybrid: 0.8279 (0.8195) loss_bbox_3_hybrid: 0.2509 (0.2169) loss_giou_3_hybrid: 0.4055 (0.4669) loss_class_4_hybrid: 0.8144 (0.8157) loss_bbox_4_hybrid: 0.2491 (0.2171) loss_giou_4_hybrid: 0.4058 (0.4667) loss_class_enc_hybrid: 0.8442 (0.8374) loss_bbox_enc_hybrid: 0.2996 (0.2736) loss_giou_enc_hybrid: 0.4790 (0.5624) mem: 1025 max mem: 36964 [2024-01-14 23:14:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:15:02 det.util.engine] INFO: Epoch: [3] [1000/11727] eta: 3:14:33 lr: 0.000100 data_time: 0.0027 iter_time: 1.0363 loss: 29.7221 (29.5693) loss_class: 0.8296 (0.8183) loss_bbox: 0.1743 (0.1992) loss_giou: 0.4582 (0.4297) loss_class_0: 0.9903 (1.0421) loss_bbox_0: 0.1780 (0.1968) loss_giou_0: 0.4888 (0.4369) loss_class_1: 0.8864 (0.9059) loss_bbox_1: 0.1777 (0.1979) loss_giou_1: 0.4674 (0.4309) loss_class_2: 0.8337 (0.8546) loss_bbox_2: 0.1787 (0.1973) loss_giou_2: 0.4632 (0.4297) loss_class_3: 0.8273 (0.8293) loss_bbox_3: 0.1771 (0.1984) loss_giou_3: 0.4586 (0.4298) loss_class_4: 0.8240 (0.8204) loss_bbox_4: 0.1779 (0.1985) loss_giou_4: 0.4584 (0.4296) loss_class_enc: 0.9229 (0.9651) loss_bbox_enc: 0.2281 (0.2393) loss_giou_enc: 0.5336 (0.4996) loss_class_dn: 0.4260 (0.4252) loss_bbox_dn: 0.3068 (0.3244) loss_giou_dn: 0.5441 (0.5134) loss_class_dn_0: 0.4943 (0.4974) loss_bbox_dn_0: 0.3812 (0.4294) loss_giou_dn_0: 0.6852 (0.6508) loss_class_dn_1: 0.4459 (0.4477) loss_bbox_dn_1: 0.3234 (0.3484) loss_giou_dn_1: 0.5734 (0.5430) loss_class_dn_2: 0.4228 (0.4290) loss_bbox_dn_2: 0.3107 (0.3286) loss_giou_dn_2: 0.5560 (0.5194) loss_class_dn_3: 0.4235 (0.4233) loss_bbox_dn_3: 0.3062 (0.3253) loss_giou_dn_3: 0.5461 (0.5144) loss_class_dn_4: 0.4223 (0.4231) loss_bbox_dn_4: 0.3070 (0.3244) loss_giou_dn_4: 0.5440 (0.5132) loss_class_hybrid: 0.8101 (0.8167) loss_bbox_hybrid: 0.1960 (0.2166) loss_giou_hybrid: 0.5074 (0.4666) loss_class_0_hybrid: 0.8581 (0.8854) loss_bbox_0_hybrid: 0.2088 (0.2272) loss_giou_0_hybrid: 0.5413 (0.4929) loss_class_1_hybrid: 0.8412 (0.8474) loss_bbox_1_hybrid: 0.2029 (0.2199) loss_giou_1_hybrid: 0.5232 (0.4739) loss_class_2_hybrid: 0.8155 (0.8313) loss_bbox_2_hybrid: 0.1995 (0.2168) loss_giou_2_hybrid: 0.5107 (0.4682) loss_class_3_hybrid: 0.8053 (0.8196) loss_bbox_3_hybrid: 0.1981 (0.2167) loss_giou_3_hybrid: 0.5096 (0.4670) loss_class_4_hybrid: 0.8094 (0.8160) loss_bbox_4_hybrid: 0.2007 (0.2169) loss_giou_4_hybrid: 0.5107 (0.4669) loss_class_enc_hybrid: 0.7801 (0.8375) loss_bbox_enc_hybrid: 0.2668 (0.2733) loss_giou_enc_hybrid: 0.6136 (0.5625) mem: 1030 max mem: 36964 [2024-01-14 23:15:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:15:57 det.util.engine] INFO: Epoch: [3] [1050/11727] eta: 3:13:47 lr: 0.000100 data_time: 0.0030 iter_time: 1.0966 loss: 28.6503 (29.5858) loss_class: 0.7987 (0.8185) loss_bbox: 0.1885 (0.1997) loss_giou: 0.3947 (0.4297) loss_class_0: 1.0163 (1.0418) loss_bbox_0: 0.1890 (0.1974) loss_giou_0: 0.4285 (0.4373) loss_class_1: 0.8625 (0.9060) loss_bbox_1: 0.1906 (0.1984) loss_giou_1: 0.3995 (0.4309) loss_class_2: 0.8356 (0.8549) loss_bbox_2: 0.1929 (0.1978) loss_giou_2: 0.4103 (0.4298) loss_class_3: 0.8257 (0.8294) loss_bbox_3: 0.1864 (0.1990) loss_giou_3: 0.4164 (0.4298) loss_class_4: 0.8057 (0.8208) loss_bbox_4: 0.1884 (0.1991) loss_giou_4: 0.4054 (0.4297) loss_class_enc: 0.9451 (0.9653) loss_bbox_enc: 0.2281 (0.2399) loss_giou_enc: 0.4814 (0.4998) loss_class_dn: 0.4180 (0.4250) loss_bbox_dn: 0.3027 (0.3253) loss_giou_dn: 0.4986 (0.5135) loss_class_dn_0: 0.4894 (0.4972) loss_bbox_dn_0: 0.4202 (0.4303) loss_giou_dn_0: 0.6384 (0.6508) loss_class_dn_1: 0.4358 (0.4475) loss_bbox_dn_1: 0.3400 (0.3493) loss_giou_dn_1: 0.5359 (0.5431) loss_class_dn_2: 0.4166 (0.4287) loss_bbox_dn_2: 0.3128 (0.3295) loss_giou_dn_2: 0.5049 (0.5195) loss_class_dn_3: 0.4097 (0.4230) loss_bbox_dn_3: 0.3057 (0.3262) loss_giou_dn_3: 0.5000 (0.5145) loss_class_dn_4: 0.4132 (0.4228) loss_bbox_dn_4: 0.3026 (0.3253) loss_giou_dn_4: 0.4986 (0.5133) loss_class_hybrid: 0.8347 (0.8169) loss_bbox_hybrid: 0.1991 (0.2171) loss_giou_hybrid: 0.4118 (0.4667) loss_class_0_hybrid: 0.8799 (0.8855) loss_bbox_0_hybrid: 0.2141 (0.2279) loss_giou_0_hybrid: 0.4595 (0.4931) loss_class_1_hybrid: 0.8470 (0.8476) loss_bbox_1_hybrid: 0.2100 (0.2205) loss_giou_1_hybrid: 0.4303 (0.4741) loss_class_2_hybrid: 0.8355 (0.8315) loss_bbox_2_hybrid: 0.2146 (0.2174) loss_giou_2_hybrid: 0.4269 (0.4684) loss_class_3_hybrid: 0.8422 (0.8199) loss_bbox_3_hybrid: 0.2070 (0.2172) loss_giou_3_hybrid: 0.4213 (0.4672) loss_class_4_hybrid: 0.8311 (0.8163) loss_bbox_4_hybrid: 0.2041 (0.2174) loss_giou_4_hybrid: 0.4110 (0.4670) loss_class_enc_hybrid: 0.8217 (0.8376) loss_bbox_enc_hybrid: 0.2637 (0.2739) loss_giou_enc_hybrid: 0.5232 (0.5628) mem: 1026 max mem: 36964 [2024-01-14 23:15:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:16:51 det.util.engine] INFO: Epoch: [3] [1100/11727] eta: 3:12:47 lr: 0.000100 data_time: 0.0032 iter_time: 1.0309 loss: 30.7656 (29.5993) loss_class: 0.8061 (0.8185) loss_bbox: 0.2027 (0.2002) loss_giou: 0.4168 (0.4296) loss_class_0: 1.0367 (1.0413) loss_bbox_0: 0.1885 (0.1978) loss_giou_0: 0.4423 (0.4371) loss_class_1: 0.8683 (0.9058) loss_bbox_1: 0.1962 (0.1988) loss_giou_1: 0.4247 (0.4308) loss_class_2: 0.8506 (0.8556) loss_bbox_2: 0.2007 (0.1982) loss_giou_2: 0.4229 (0.4296) loss_class_3: 0.8272 (0.8297) loss_bbox_3: 0.1944 (0.1995) loss_giou_3: 0.4184 (0.4296) loss_class_4: 0.8129 (0.8208) loss_bbox_4: 0.1965 (0.1995) loss_giou_4: 0.4194 (0.4296) loss_class_enc: 0.9410 (0.9648) loss_bbox_enc: 0.2428 (0.2405) loss_giou_enc: 0.4998 (0.4998) loss_class_dn: 0.4231 (0.4248) loss_bbox_dn: 0.3077 (0.3264) loss_giou_dn: 0.5176 (0.5137) loss_class_dn_0: 0.4922 (0.4970) loss_bbox_dn_0: 0.3860 (0.4315) loss_giou_dn_0: 0.6540 (0.6512) loss_class_dn_1: 0.4442 (0.4474) loss_bbox_dn_1: 0.3162 (0.3504) loss_giou_dn_1: 0.5503 (0.5434) loss_class_dn_2: 0.4301 (0.4285) loss_bbox_dn_2: 0.3103 (0.3306) loss_giou_dn_2: 0.5243 (0.5197) loss_class_dn_3: 0.4176 (0.4229) loss_bbox_dn_3: 0.3084 (0.3273) loss_giou_dn_3: 0.5199 (0.5147) loss_class_dn_4: 0.4211 (0.4227) loss_bbox_dn_4: 0.3077 (0.3264) loss_giou_dn_4: 0.5177 (0.5136) loss_class_hybrid: 0.8054 (0.8172) loss_bbox_hybrid: 0.2315 (0.2176) loss_giou_hybrid: 0.4662 (0.4666) loss_class_0_hybrid: 0.8709 (0.8854) loss_bbox_0_hybrid: 0.2431 (0.2285) loss_giou_0_hybrid: 0.4979 (0.4930) loss_class_1_hybrid: 0.8375 (0.8479) loss_bbox_1_hybrid: 0.2383 (0.2211) loss_giou_1_hybrid: 0.4752 (0.4740) loss_class_2_hybrid: 0.8294 (0.8317) loss_bbox_2_hybrid: 0.2327 (0.2179) loss_giou_2_hybrid: 0.4759 (0.4682) loss_class_3_hybrid: 0.8133 (0.8201) loss_bbox_3_hybrid: 0.2335 (0.2178) loss_giou_3_hybrid: 0.4698 (0.4671) loss_class_4_hybrid: 0.8031 (0.8167) loss_bbox_4_hybrid: 0.2323 (0.2179) loss_giou_4_hybrid: 0.4672 (0.4668) loss_class_enc_hybrid: 0.7967 (0.8372) loss_bbox_enc_hybrid: 0.2939 (0.2747) loss_giou_enc_hybrid: 0.5710 (0.5627) mem: 1043 max mem: 36964 [2024-01-14 23:16:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:17:45 det.util.engine] INFO: Epoch: [3] [1150/11727] eta: 3:11:49 lr: 0.000100 data_time: 0.0029 iter_time: 1.1044 loss: 30.1009 (29.6187) loss_class: 0.8363 (0.8192) loss_bbox: 0.1815 (0.2001) loss_giou: 0.4073 (0.4297) loss_class_0: 1.0470 (1.0422) loss_bbox_0: 0.1819 (0.1976) loss_giou_0: 0.4033 (0.4373) loss_class_1: 0.9086 (0.9073) loss_bbox_1: 0.1758 (0.1987) loss_giou_1: 0.3904 (0.4308) loss_class_2: 0.8826 (0.8568) loss_bbox_2: 0.1810 (0.1980) loss_giou_2: 0.3962 (0.4295) loss_class_3: 0.8472 (0.8309) loss_bbox_3: 0.1855 (0.1993) loss_giou_3: 0.3924 (0.4296) loss_class_4: 0.8235 (0.8215) loss_bbox_4: 0.1808 (0.1994) loss_giou_4: 0.4017 (0.4296) loss_class_enc: 0.9496 (0.9658) loss_bbox_enc: 0.2205 (0.2404) loss_giou_enc: 0.4883 (0.5000) loss_class_dn: 0.4204 (0.4250) loss_bbox_dn: 0.3307 (0.3266) loss_giou_dn: 0.5252 (0.5142) loss_class_dn_0: 0.4930 (0.4970) loss_bbox_dn_0: 0.4516 (0.4316) loss_giou_dn_0: 0.6625 (0.6517) loss_class_dn_1: 0.4434 (0.4476) loss_bbox_dn_1: 0.3632 (0.3506) loss_giou_dn_1: 0.5593 (0.5439) loss_class_dn_2: 0.4291 (0.4287) loss_bbox_dn_2: 0.3394 (0.3309) loss_giou_dn_2: 0.5323 (0.5202) loss_class_dn_3: 0.4217 (0.4232) loss_bbox_dn_3: 0.3327 (0.3275) loss_giou_dn_3: 0.5287 (0.5152) loss_class_dn_4: 0.4240 (0.4229) loss_bbox_dn_4: 0.3308 (0.3266) loss_giou_dn_4: 0.5250 (0.5141) loss_class_hybrid: 0.8222 (0.8177) loss_bbox_hybrid: 0.2057 (0.2176) loss_giou_hybrid: 0.4276 (0.4670) loss_class_0_hybrid: 0.8473 (0.8859) loss_bbox_0_hybrid: 0.2328 (0.2286) loss_giou_0_hybrid: 0.4471 (0.4935) loss_class_1_hybrid: 0.8396 (0.8486) loss_bbox_1_hybrid: 0.2098 (0.2211) loss_giou_1_hybrid: 0.4270 (0.4744) loss_class_2_hybrid: 0.8310 (0.8324) loss_bbox_2_hybrid: 0.2010 (0.2179) loss_giou_2_hybrid: 0.4189 (0.4686) loss_class_3_hybrid: 0.8319 (0.8207) loss_bbox_3_hybrid: 0.2029 (0.2178) loss_giou_3_hybrid: 0.4251 (0.4675) loss_class_4_hybrid: 0.8259 (0.8173) loss_bbox_4_hybrid: 0.2015 (0.2179) loss_giou_4_hybrid: 0.4268 (0.4673) loss_class_enc_hybrid: 0.8189 (0.8376) loss_bbox_enc_hybrid: 0.2651 (0.2748) loss_giou_enc_hybrid: 0.5300 (0.5633) mem: 1016 max mem: 36964 [2024-01-14 23:17:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:18:41 det.util.engine] INFO: Epoch: [3] [1200/11727] eta: 3:11:07 lr: 0.000100 data_time: 0.0030 iter_time: 1.1204 loss: 30.8233 (29.6153) loss_class: 0.8516 (0.8189) loss_bbox: 0.2101 (0.2001) loss_giou: 0.4076 (0.4300) loss_class_0: 1.0366 (1.0420) loss_bbox_0: 0.2091 (0.1973) loss_giou_0: 0.4274 (0.4374) loss_class_1: 0.9677 (0.9072) loss_bbox_1: 0.2095 (0.1985) loss_giou_1: 0.4066 (0.4310) loss_class_2: 0.8783 (0.8565) loss_bbox_2: 0.2068 (0.1979) loss_giou_2: 0.4008 (0.4298) loss_class_3: 0.8372 (0.8305) loss_bbox_3: 0.2099 (0.1991) loss_giou_3: 0.4071 (0.4298) loss_class_4: 0.8397 (0.8210) loss_bbox_4: 0.2110 (0.1993) loss_giou_4: 0.4066 (0.4299) loss_class_enc: 0.9537 (0.9657) loss_bbox_enc: 0.2492 (0.2400) loss_giou_enc: 0.4944 (0.5002) loss_class_dn: 0.4237 (0.4249) loss_bbox_dn: 0.3308 (0.3263) loss_giou_dn: 0.5097 (0.5148) loss_class_dn_0: 0.4986 (0.4968) loss_bbox_dn_0: 0.4311 (0.4310) loss_giou_dn_0: 0.6494 (0.6521) loss_class_dn_1: 0.4487 (0.4475) loss_bbox_dn_1: 0.3431 (0.3502) loss_giou_dn_1: 0.5433 (0.5444) loss_class_dn_2: 0.4303 (0.4287) loss_bbox_dn_2: 0.3345 (0.3305) loss_giou_dn_2: 0.5140 (0.5208) loss_class_dn_3: 0.4267 (0.4231) loss_bbox_dn_3: 0.3328 (0.3272) loss_giou_dn_3: 0.5101 (0.5158) loss_class_dn_4: 0.4221 (0.4229) loss_bbox_dn_4: 0.3308 (0.3263) loss_giou_dn_4: 0.5095 (0.5146) loss_class_hybrid: 0.8574 (0.8171) loss_bbox_hybrid: 0.2233 (0.2175) loss_giou_hybrid: 0.4431 (0.4674) loss_class_0_hybrid: 0.8919 (0.8853) loss_bbox_0_hybrid: 0.2444 (0.2284) loss_giou_0_hybrid: 0.4743 (0.4939) loss_class_1_hybrid: 0.8892 (0.8483) loss_bbox_1_hybrid: 0.2266 (0.2209) loss_giou_1_hybrid: 0.4443 (0.4747) loss_class_2_hybrid: 0.8597 (0.8320) loss_bbox_2_hybrid: 0.2257 (0.2178) loss_giou_2_hybrid: 0.4437 (0.4690) loss_class_3_hybrid: 0.8567 (0.8203) loss_bbox_3_hybrid: 0.2252 (0.2176) loss_giou_3_hybrid: 0.4442 (0.4678) loss_class_4_hybrid: 0.8573 (0.8168) loss_bbox_4_hybrid: 0.2228 (0.2177) loss_giou_4_hybrid: 0.4439 (0.4676) loss_class_enc_hybrid: 0.8416 (0.8370) loss_bbox_enc_hybrid: 0.2920 (0.2745) loss_giou_enc_hybrid: 0.5529 (0.5637) mem: 1010 max mem: 36964 [2024-01-14 23:18:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:19:35 det.util.engine] INFO: Epoch: [3] [1250/11727] eta: 3:10:08 lr: 0.000100 data_time: 0.0032 iter_time: 1.0627 loss: 30.0313 (29.6191) loss_class: 0.8629 (0.8190) loss_bbox: 0.1982 (0.2000) loss_giou: 0.4461 (0.4305) loss_class_0: 1.0148 (1.0416) loss_bbox_0: 0.1949 (0.1973) loss_giou_0: 0.4375 (0.4381) loss_class_1: 0.9519 (0.9075) loss_bbox_1: 0.1892 (0.1985) loss_giou_1: 0.4323 (0.4314) loss_class_2: 0.8708 (0.8564) loss_bbox_2: 0.1912 (0.1979) loss_giou_2: 0.4386 (0.4303) loss_class_3: 0.8604 (0.8305) loss_bbox_3: 0.1989 (0.1991) loss_giou_3: 0.4372 (0.4303) loss_class_4: 0.8620 (0.8211) loss_bbox_4: 0.1993 (0.1993) loss_giou_4: 0.4464 (0.4304) loss_class_enc: 0.9637 (0.9656) loss_bbox_enc: 0.2327 (0.2400) loss_giou_enc: 0.5061 (0.5008) loss_class_dn: 0.4370 (0.4248) loss_bbox_dn: 0.2758 (0.3257) loss_giou_dn: 0.5351 (0.5150) loss_class_dn_0: 0.4971 (0.4967) loss_bbox_dn_0: 0.3896 (0.4305) loss_giou_dn_0: 0.6778 (0.6526) loss_class_dn_1: 0.4573 (0.4475) loss_bbox_dn_1: 0.2976 (0.3496) loss_giou_dn_1: 0.5582 (0.5446) loss_class_dn_2: 0.4375 (0.4287) loss_bbox_dn_2: 0.2803 (0.3299) loss_giou_dn_2: 0.5367 (0.5210) loss_class_dn_3: 0.4320 (0.4231) loss_bbox_dn_3: 0.2767 (0.3266) loss_giou_dn_3: 0.5359 (0.5160) loss_class_dn_4: 0.4340 (0.4228) loss_bbox_dn_4: 0.2758 (0.3257) loss_giou_dn_4: 0.5351 (0.5148) loss_class_hybrid: 0.8422 (0.8169) loss_bbox_hybrid: 0.2181 (0.2176) loss_giou_hybrid: 0.4911 (0.4680) loss_class_0_hybrid: 0.8833 (0.8849) loss_bbox_0_hybrid: 0.2311 (0.2284) loss_giou_0_hybrid: 0.5304 (0.4946) loss_class_1_hybrid: 0.8873 (0.8482) loss_bbox_1_hybrid: 0.2285 (0.2209) loss_giou_1_hybrid: 0.5058 (0.4753) loss_class_2_hybrid: 0.8615 (0.8318) loss_bbox_2_hybrid: 0.2191 (0.2178) loss_giou_2_hybrid: 0.4915 (0.4696) loss_class_3_hybrid: 0.8286 (0.8200) loss_bbox_3_hybrid: 0.2191 (0.2176) loss_giou_3_hybrid: 0.4921 (0.4684) loss_class_4_hybrid: 0.8321 (0.8166) loss_bbox_4_hybrid: 0.2186 (0.2178) loss_giou_4_hybrid: 0.4909 (0.4682) loss_class_enc_hybrid: 0.8178 (0.8365) loss_bbox_enc_hybrid: 0.2719 (0.2745) loss_giou_enc_hybrid: 0.6091 (0.5644) mem: 1031 max mem: 36964 [2024-01-14 23:19:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:20:30 det.util.engine] INFO: Epoch: [3] [1300/11727] eta: 3:09:21 lr: 0.000100 data_time: 0.0029 iter_time: 1.1069 loss: 29.3960 (29.6234) loss_class: 0.7770 (0.8189) loss_bbox: 0.2073 (0.2002) loss_giou: 0.4288 (0.4307) loss_class_0: 1.0267 (1.0409) loss_bbox_0: 0.2023 (0.1975) loss_giou_0: 0.4376 (0.4383) loss_class_1: 0.8666 (0.9070) loss_bbox_1: 0.2079 (0.1987) loss_giou_1: 0.4279 (0.4317) loss_class_2: 0.8223 (0.8561) loss_bbox_2: 0.2039 (0.1980) loss_giou_2: 0.4346 (0.4305) loss_class_3: 0.7872 (0.8304) loss_bbox_3: 0.2060 (0.1994) loss_giou_3: 0.4215 (0.4305) loss_class_4: 0.8018 (0.8211) loss_bbox_4: 0.2052 (0.1996) loss_giou_4: 0.4262 (0.4306) loss_class_enc: 0.9406 (0.9655) loss_bbox_enc: 0.2367 (0.2402) loss_giou_enc: 0.5128 (0.5012) loss_class_dn: 0.4126 (0.4243) loss_bbox_dn: 0.3184 (0.3261) loss_giou_dn: 0.5303 (0.5151) loss_class_dn_0: 0.4964 (0.4965) loss_bbox_dn_0: 0.4269 (0.4312) loss_giou_dn_0: 0.6480 (0.6526) loss_class_dn_1: 0.4459 (0.4472) loss_bbox_dn_1: 0.3456 (0.3500) loss_giou_dn_1: 0.5543 (0.5447) loss_class_dn_2: 0.4219 (0.4283) loss_bbox_dn_2: 0.3290 (0.3304) loss_giou_dn_2: 0.5354 (0.5212) loss_class_dn_3: 0.4205 (0.4227) loss_bbox_dn_3: 0.3222 (0.3270) loss_giou_dn_3: 0.5309 (0.5161) loss_class_dn_4: 0.4201 (0.4224) loss_bbox_dn_4: 0.3183 (0.3261) loss_giou_dn_4: 0.5303 (0.5150) loss_class_hybrid: 0.7764 (0.8166) loss_bbox_hybrid: 0.2261 (0.2178) loss_giou_hybrid: 0.4803 (0.4684) loss_class_0_hybrid: 0.8188 (0.8845) loss_bbox_0_hybrid: 0.2451 (0.2285) loss_giou_0_hybrid: 0.5054 (0.4949) loss_class_1_hybrid: 0.8104 (0.8479) loss_bbox_1_hybrid: 0.2321 (0.2211) loss_giou_1_hybrid: 0.4924 (0.4757) loss_class_2_hybrid: 0.7854 (0.8313) loss_bbox_2_hybrid: 0.2264 (0.2179) loss_giou_2_hybrid: 0.4851 (0.4699) loss_class_3_hybrid: 0.7858 (0.8197) loss_bbox_3_hybrid: 0.2308 (0.2178) loss_giou_3_hybrid: 0.4828 (0.4687) loss_class_4_hybrid: 0.7776 (0.8163) loss_bbox_4_hybrid: 0.2234 (0.2179) loss_giou_4_hybrid: 0.4832 (0.4686) loss_class_enc_hybrid: 0.7937 (0.8362) loss_bbox_enc_hybrid: 0.2815 (0.2748) loss_giou_enc_hybrid: 0.5651 (0.5649) mem: 1029 max mem: 36964 [2024-01-14 23:20:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:21:24 det.util.engine] INFO: Epoch: [3] [1350/11727] eta: 3:08:24 lr: 0.000100 data_time: 0.0030 iter_time: 1.0222 loss: 28.8571 (29.6177) loss_class: 0.7978 (0.8192) loss_bbox: 0.1926 (0.2004) loss_giou: 0.4053 (0.4301) loss_class_0: 1.0178 (1.0411) loss_bbox_0: 0.1792 (0.1976) loss_giou_0: 0.4039 (0.4377) loss_class_1: 0.8678 (0.9072) loss_bbox_1: 0.1857 (0.1988) loss_giou_1: 0.4100 (0.4311) loss_class_2: 0.8108 (0.8562) loss_bbox_2: 0.1898 (0.1982) loss_giou_2: 0.4147 (0.4300) loss_class_3: 0.8295 (0.8308) loss_bbox_3: 0.1957 (0.1996) loss_giou_3: 0.3987 (0.4300) loss_class_4: 0.8022 (0.8213) loss_bbox_4: 0.1925 (0.1997) loss_giou_4: 0.4053 (0.4301) loss_class_enc: 0.9271 (0.9650) loss_bbox_enc: 0.2364 (0.2404) loss_giou_enc: 0.4830 (0.5006) loss_class_dn: 0.4208 (0.4243) loss_bbox_dn: 0.3211 (0.3261) loss_giou_dn: 0.5222 (0.5148) loss_class_dn_0: 0.4913 (0.4964) loss_bbox_dn_0: 0.4262 (0.4313) loss_giou_dn_0: 0.6682 (0.6523) loss_class_dn_1: 0.4499 (0.4472) loss_bbox_dn_1: 0.3508 (0.3501) loss_giou_dn_1: 0.5547 (0.5445) loss_class_dn_2: 0.4308 (0.4283) loss_bbox_dn_2: 0.3266 (0.3304) loss_giou_dn_2: 0.5259 (0.5209) loss_class_dn_3: 0.4207 (0.4226) loss_bbox_dn_3: 0.3226 (0.3271) loss_giou_dn_3: 0.5221 (0.5159) loss_class_dn_4: 0.4187 (0.4224) loss_bbox_dn_4: 0.3210 (0.3261) loss_giou_dn_4: 0.5215 (0.5147) loss_class_hybrid: 0.7945 (0.8169) loss_bbox_hybrid: 0.2112 (0.2179) loss_giou_hybrid: 0.4435 (0.4678) loss_class_0_hybrid: 0.8797 (0.8846) loss_bbox_0_hybrid: 0.2164 (0.2286) loss_giou_0_hybrid: 0.4739 (0.4942) loss_class_1_hybrid: 0.8377 (0.8483) loss_bbox_1_hybrid: 0.2123 (0.2212) loss_giou_1_hybrid: 0.4517 (0.4751) loss_class_2_hybrid: 0.8288 (0.8316) loss_bbox_2_hybrid: 0.2033 (0.2180) loss_giou_2_hybrid: 0.4451 (0.4693) loss_class_3_hybrid: 0.8149 (0.8201) loss_bbox_3_hybrid: 0.2073 (0.2178) loss_giou_3_hybrid: 0.4384 (0.4681) loss_class_4_hybrid: 0.8113 (0.8165) loss_bbox_4_hybrid: 0.2076 (0.2180) loss_giou_4_hybrid: 0.4406 (0.4680) loss_class_enc_hybrid: 0.8158 (0.8362) loss_bbox_enc_hybrid: 0.2684 (0.2748) loss_giou_enc_hybrid: 0.5444 (0.5641) mem: 1024 max mem: 36964 [2024-01-14 23:21:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:22:18 det.util.engine] INFO: Epoch: [3] [1400/11727] eta: 3:07:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.0729 loss: 29.6717 (29.6288) loss_class: 0.8468 (0.8200) loss_bbox: 0.1752 (0.2002) loss_giou: 0.4432 (0.4303) loss_class_0: 1.0486 (1.0413) loss_bbox_0: 0.1882 (0.1976) loss_giou_0: 0.4484 (0.4380) loss_class_1: 0.9030 (0.9075) loss_bbox_1: 0.1783 (0.1988) loss_giou_1: 0.4543 (0.4314) loss_class_2: 0.9129 (0.8571) loss_bbox_2: 0.1803 (0.1980) loss_giou_2: 0.4477 (0.4301) loss_class_3: 0.8825 (0.8319) loss_bbox_3: 0.1753 (0.1993) loss_giou_3: 0.4521 (0.4301) loss_class_4: 0.8437 (0.8222) loss_bbox_4: 0.1800 (0.1996) loss_giou_4: 0.4538 (0.4302) loss_class_enc: 0.9519 (0.9650) loss_bbox_enc: 0.2244 (0.2403) loss_giou_enc: 0.5095 (0.5009) loss_class_dn: 0.4186 (0.4242) loss_bbox_dn: 0.2798 (0.3265) loss_giou_dn: 0.5139 (0.5151) loss_class_dn_0: 0.5011 (0.4964) loss_bbox_dn_0: 0.4092 (0.4317) loss_giou_dn_0: 0.6519 (0.6525) loss_class_dn_1: 0.4435 (0.4473) loss_bbox_dn_1: 0.3132 (0.3504) loss_giou_dn_1: 0.5364 (0.5447) loss_class_dn_2: 0.4236 (0.4283) loss_bbox_dn_2: 0.2861 (0.3307) loss_giou_dn_2: 0.5174 (0.5211) loss_class_dn_3: 0.4150 (0.4226) loss_bbox_dn_3: 0.2799 (0.3274) loss_giou_dn_3: 0.5143 (0.5161) loss_class_dn_4: 0.4153 (0.4224) loss_bbox_dn_4: 0.2798 (0.3265) loss_giou_dn_4: 0.5139 (0.5149) loss_class_hybrid: 0.8201 (0.8168) loss_bbox_hybrid: 0.1983 (0.2180) loss_giou_hybrid: 0.4858 (0.4681) loss_class_0_hybrid: 0.8759 (0.8844) loss_bbox_0_hybrid: 0.2219 (0.2288) loss_giou_0_hybrid: 0.5223 (0.4948) loss_class_1_hybrid: 0.8341 (0.8481) loss_bbox_1_hybrid: 0.2093 (0.2213) loss_giou_1_hybrid: 0.4964 (0.4755) loss_class_2_hybrid: 0.8359 (0.8316) loss_bbox_2_hybrid: 0.1991 (0.2181) loss_giou_2_hybrid: 0.4923 (0.4697) loss_class_3_hybrid: 0.8253 (0.8202) loss_bbox_3_hybrid: 0.1965 (0.2179) loss_giou_3_hybrid: 0.4885 (0.4685) loss_class_4_hybrid: 0.8089 (0.8165) loss_bbox_4_hybrid: 0.1973 (0.2181) loss_giou_4_hybrid: 0.4882 (0.4684) loss_class_enc_hybrid: 0.8338 (0.8360) loss_bbox_enc_hybrid: 0.2629 (0.2750) loss_giou_enc_hybrid: 0.5811 (0.5646) mem: 1031 max mem: 36964 [2024-01-14 23:22:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:23:13 det.util.engine] INFO: Epoch: [3] [1450/11727] eta: 3:06:38 lr: 0.000100 data_time: 0.0027 iter_time: 1.0732 loss: 29.3094 (29.6342) loss_class: 0.8275 (0.8208) loss_bbox: 0.1975 (0.2002) loss_giou: 0.4087 (0.4297) loss_class_0: 1.0141 (1.0416) loss_bbox_0: 0.1916 (0.1977) loss_giou_0: 0.4048 (0.4375) loss_class_1: 0.9053 (0.9082) loss_bbox_1: 0.1872 (0.1988) loss_giou_1: 0.4064 (0.4310) loss_class_2: 0.8509 (0.8579) loss_bbox_2: 0.1843 (0.1979) loss_giou_2: 0.3986 (0.4296) loss_class_3: 0.8341 (0.8326) loss_bbox_3: 0.1896 (0.1993) loss_giou_3: 0.3983 (0.4296) loss_class_4: 0.8270 (0.8230) loss_bbox_4: 0.1833 (0.1996) loss_giou_4: 0.3993 (0.4297) loss_class_enc: 0.8988 (0.9658) loss_bbox_enc: 0.2487 (0.2406) loss_giou_enc: 0.4806 (0.5005) loss_class_dn: 0.4142 (0.4243) loss_bbox_dn: 0.3530 (0.3272) loss_giou_dn: 0.5017 (0.5147) loss_class_dn_0: 0.4909 (0.4964) loss_bbox_dn_0: 0.4909 (0.4326) loss_giou_dn_0: 0.6238 (0.6522) loss_class_dn_1: 0.4298 (0.4473) loss_bbox_dn_1: 0.3846 (0.3512) loss_giou_dn_1: 0.5216 (0.5444) loss_class_dn_2: 0.4171 (0.4283) loss_bbox_dn_2: 0.3676 (0.3315) loss_giou_dn_2: 0.4989 (0.5208) loss_class_dn_3: 0.4114 (0.4226) loss_bbox_dn_3: 0.3556 (0.3281) loss_giou_dn_3: 0.5015 (0.5158) loss_class_dn_4: 0.4147 (0.4224) loss_bbox_dn_4: 0.3530 (0.3272) loss_giou_dn_4: 0.5019 (0.5146) loss_class_hybrid: 0.8083 (0.8174) loss_bbox_hybrid: 0.2193 (0.2181) loss_giou_hybrid: 0.4162 (0.4675) loss_class_0_hybrid: 0.8603 (0.8851) loss_bbox_0_hybrid: 0.2278 (0.2288) loss_giou_0_hybrid: 0.4373 (0.4941) loss_class_1_hybrid: 0.8237 (0.8486) loss_bbox_1_hybrid: 0.2287 (0.2214) loss_giou_1_hybrid: 0.4251 (0.4750) loss_class_2_hybrid: 0.8050 (0.8320) loss_bbox_2_hybrid: 0.2214 (0.2182) loss_giou_2_hybrid: 0.4194 (0.4691) loss_class_3_hybrid: 0.7875 (0.8207) loss_bbox_3_hybrid: 0.2168 (0.2180) loss_giou_3_hybrid: 0.4186 (0.4679) loss_class_4_hybrid: 0.7856 (0.8171) loss_bbox_4_hybrid: 0.2211 (0.2183) loss_giou_4_hybrid: 0.4172 (0.4678) loss_class_enc_hybrid: 0.8295 (0.8368) loss_bbox_enc_hybrid: 0.2891 (0.2751) loss_giou_enc_hybrid: 0.5274 (0.5640) mem: 1020 max mem: 36964 [2024-01-14 23:23:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:24:08 det.util.engine] INFO: Epoch: [3] [1500/11727] eta: 3:05:42 lr: 0.000100 data_time: 0.0031 iter_time: 1.0737 loss: 28.5907 (29.6215) loss_class: 0.7545 (0.8202) loss_bbox: 0.1869 (0.2001) loss_giou: 0.4065 (0.4295) loss_class_0: 0.9506 (1.0408) loss_bbox_0: 0.1753 (0.1978) loss_giou_0: 0.4181 (0.4374) loss_class_1: 0.8066 (0.9072) loss_bbox_1: 0.1844 (0.1989) loss_giou_1: 0.4020 (0.4310) loss_class_2: 0.7904 (0.8574) loss_bbox_2: 0.1869 (0.1979) loss_giou_2: 0.3957 (0.4295) loss_class_3: 0.7518 (0.8320) loss_bbox_3: 0.1849 (0.1992) loss_giou_3: 0.4029 (0.4293) loss_class_4: 0.7613 (0.8225) loss_bbox_4: 0.1874 (0.1995) loss_giou_4: 0.4061 (0.4295) loss_class_enc: 0.9106 (0.9656) loss_bbox_enc: 0.2092 (0.2406) loss_giou_enc: 0.4767 (0.5003) loss_class_dn: 0.4114 (0.4240) loss_bbox_dn: 0.3077 (0.3273) loss_giou_dn: 0.4936 (0.5145) loss_class_dn_0: 0.4935 (0.4964) loss_bbox_dn_0: 0.3690 (0.4325) loss_giou_dn_0: 0.6416 (0.6517) loss_class_dn_1: 0.4433 (0.4470) loss_bbox_dn_1: 0.3151 (0.3513) loss_giou_dn_1: 0.5251 (0.5442) loss_class_dn_2: 0.4219 (0.4280) loss_bbox_dn_2: 0.3114 (0.3316) loss_giou_dn_2: 0.5040 (0.5206) loss_class_dn_3: 0.4110 (0.4223) loss_bbox_dn_3: 0.3071 (0.3282) loss_giou_dn_3: 0.4955 (0.5156) loss_class_dn_4: 0.4143 (0.4221) loss_bbox_dn_4: 0.3077 (0.3273) loss_giou_dn_4: 0.4935 (0.5144) loss_class_hybrid: 0.7415 (0.8170) loss_bbox_hybrid: 0.2091 (0.2180) loss_giou_hybrid: 0.4438 (0.4672) loss_class_0_hybrid: 0.8329 (0.8850) loss_bbox_0_hybrid: 0.2177 (0.2288) loss_giou_0_hybrid: 0.4619 (0.4937) loss_class_1_hybrid: 0.7938 (0.8481) loss_bbox_1_hybrid: 0.2158 (0.2215) loss_giou_1_hybrid: 0.4439 (0.4747) loss_class_2_hybrid: 0.7645 (0.8318) loss_bbox_2_hybrid: 0.2094 (0.2182) loss_giou_2_hybrid: 0.4483 (0.4688) loss_class_3_hybrid: 0.7509 (0.8205) loss_bbox_3_hybrid: 0.2050 (0.2179) loss_giou_3_hybrid: 0.4405 (0.4675) loss_class_4_hybrid: 0.7520 (0.8167) loss_bbox_4_hybrid: 0.2103 (0.2182) loss_giou_4_hybrid: 0.4427 (0.4674) loss_class_enc_hybrid: 0.7993 (0.8368) loss_bbox_enc_hybrid: 0.2522 (0.2752) loss_giou_enc_hybrid: 0.5521 (0.5637) mem: 1024 max mem: 36964 [2024-01-14 23:24:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:25:03 det.util.engine] INFO: Epoch: [3] [1550/11727] eta: 3:04:51 lr: 0.000100 data_time: 0.0030 iter_time: 1.1393 loss: 29.8094 (29.6344) loss_class: 0.8411 (0.8208) loss_bbox: 0.1930 (0.2003) loss_giou: 0.4309 (0.4296) loss_class_0: 1.0450 (1.0409) loss_bbox_0: 0.1978 (0.1980) loss_giou_0: 0.4570 (0.4378) loss_class_1: 0.8860 (0.9069) loss_bbox_1: 0.2090 (0.1993) loss_giou_1: 0.4534 (0.4313) loss_class_2: 0.8796 (0.8575) loss_bbox_2: 0.2050 (0.1983) loss_giou_2: 0.4442 (0.4297) loss_class_3: 0.8428 (0.8323) loss_bbox_3: 0.1986 (0.1995) loss_giou_3: 0.4456 (0.4295) loss_class_4: 0.8443 (0.8230) loss_bbox_4: 0.2002 (0.1998) loss_giou_4: 0.4467 (0.4297) loss_class_enc: 0.9629 (0.9657) loss_bbox_enc: 0.2507 (0.2408) loss_giou_enc: 0.5202 (0.5006) loss_class_dn: 0.4318 (0.4241) loss_bbox_dn: 0.3616 (0.3275) loss_giou_dn: 0.5266 (0.5148) loss_class_dn_0: 0.4916 (0.4963) loss_bbox_dn_0: 0.4590 (0.4327) loss_giou_dn_0: 0.6599 (0.6521) loss_class_dn_1: 0.4503 (0.4470) loss_bbox_dn_1: 0.3827 (0.3515) loss_giou_dn_1: 0.5563 (0.5445) loss_class_dn_2: 0.4318 (0.4281) loss_bbox_dn_2: 0.3633 (0.3318) loss_giou_dn_2: 0.5298 (0.5209) loss_class_dn_3: 0.4310 (0.4224) loss_bbox_dn_3: 0.3600 (0.3284) loss_giou_dn_3: 0.5267 (0.5158) loss_class_dn_4: 0.4263 (0.4222) loss_bbox_dn_4: 0.3615 (0.3275) loss_giou_dn_4: 0.5266 (0.5147) loss_class_hybrid: 0.8220 (0.8172) loss_bbox_hybrid: 0.2342 (0.2183) loss_giou_hybrid: 0.5001 (0.4674) loss_class_0_hybrid: 0.8647 (0.8850) loss_bbox_0_hybrid: 0.2518 (0.2290) loss_giou_0_hybrid: 0.5164 (0.4940) loss_class_1_hybrid: 0.8316 (0.8481) loss_bbox_1_hybrid: 0.2397 (0.2218) loss_giou_1_hybrid: 0.5116 (0.4749) loss_class_2_hybrid: 0.8302 (0.8320) loss_bbox_2_hybrid: 0.2330 (0.2185) loss_giou_2_hybrid: 0.5053 (0.4690) loss_class_3_hybrid: 0.8155 (0.8205) loss_bbox_3_hybrid: 0.2355 (0.2183) loss_giou_3_hybrid: 0.5068 (0.4678) loss_class_4_hybrid: 0.8102 (0.8169) loss_bbox_4_hybrid: 0.2369 (0.2185) loss_giou_4_hybrid: 0.5061 (0.4677) loss_class_enc_hybrid: 0.8105 (0.8369) loss_bbox_enc_hybrid: 0.2931 (0.2754) loss_giou_enc_hybrid: 0.5851 (0.5639) mem: 1028 max mem: 36964 [2024-01-14 23:25:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:25:57 det.util.engine] INFO: Epoch: [3] [1600/11727] eta: 3:03:52 lr: 0.000100 data_time: 0.0029 iter_time: 1.0892 loss: 29.9944 (29.6338) loss_class: 0.7856 (0.8211) loss_bbox: 0.2031 (0.2004) loss_giou: 0.3998 (0.4292) loss_class_0: 1.0710 (1.0412) loss_bbox_0: 0.2148 (0.1981) loss_giou_0: 0.3973 (0.4373) loss_class_1: 0.9313 (0.9073) loss_bbox_1: 0.2118 (0.1994) loss_giou_1: 0.4045 (0.4309) loss_class_2: 0.8558 (0.8579) loss_bbox_2: 0.2032 (0.1984) loss_giou_2: 0.3935 (0.4293) loss_class_3: 0.8071 (0.8326) loss_bbox_3: 0.2033 (0.1997) loss_giou_3: 0.4031 (0.4290) loss_class_4: 0.8033 (0.8234) loss_bbox_4: 0.2010 (0.1999) loss_giou_4: 0.4029 (0.4292) loss_class_enc: 0.9742 (0.9659) loss_bbox_enc: 0.2572 (0.2411) loss_giou_enc: 0.4776 (0.5001) loss_class_dn: 0.4156 (0.4241) loss_bbox_dn: 0.3396 (0.3279) loss_giou_dn: 0.5105 (0.5145) loss_class_dn_0: 0.5103 (0.4965) loss_bbox_dn_0: 0.4428 (0.4331) loss_giou_dn_0: 0.6321 (0.6517) loss_class_dn_1: 0.4451 (0.4470) loss_bbox_dn_1: 0.3642 (0.3518) loss_giou_dn_1: 0.5428 (0.5442) loss_class_dn_2: 0.4222 (0.4281) loss_bbox_dn_2: 0.3404 (0.3321) loss_giou_dn_2: 0.5152 (0.5205) loss_class_dn_3: 0.4153 (0.4224) loss_bbox_dn_3: 0.3388 (0.3288) loss_giou_dn_3: 0.5133 (0.5155) loss_class_dn_4: 0.4163 (0.4222) loss_bbox_dn_4: 0.3396 (0.3279) loss_giou_dn_4: 0.5104 (0.5143) loss_class_hybrid: 0.8296 (0.8176) loss_bbox_hybrid: 0.2225 (0.2184) loss_giou_hybrid: 0.4305 (0.4668) loss_class_0_hybrid: 0.9266 (0.8855) loss_bbox_0_hybrid: 0.2494 (0.2290) loss_giou_0_hybrid: 0.4435 (0.4934) loss_class_1_hybrid: 0.9023 (0.8486) loss_bbox_1_hybrid: 0.2303 (0.2218) loss_giou_1_hybrid: 0.4333 (0.4743) loss_class_2_hybrid: 0.8494 (0.8323) loss_bbox_2_hybrid: 0.2255 (0.2185) loss_giou_2_hybrid: 0.4328 (0.4684) loss_class_3_hybrid: 0.8362 (0.8209) loss_bbox_3_hybrid: 0.2268 (0.2183) loss_giou_3_hybrid: 0.4301 (0.4672) loss_class_4_hybrid: 0.8428 (0.8172) loss_bbox_4_hybrid: 0.2267 (0.2186) loss_giou_4_hybrid: 0.4315 (0.4671) loss_class_enc_hybrid: 0.8698 (0.8374) loss_bbox_enc_hybrid: 0.2885 (0.2754) loss_giou_enc_hybrid: 0.5195 (0.5632) mem: 1030 max mem: 36964 [2024-01-14 23:25:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:26:51 det.util.engine] INFO: Epoch: [3] [1650/11727] eta: 3:02:59 lr: 0.000100 data_time: 0.0027 iter_time: 1.0699 loss: 29.9455 (29.6442) loss_class: 0.7856 (0.8206) loss_bbox: 0.1926 (0.2005) loss_giou: 0.4710 (0.4300) loss_class_0: 0.9880 (1.0404) loss_bbox_0: 0.1895 (0.1982) loss_giou_0: 0.4821 (0.4381) loss_class_1: 0.8486 (0.9072) loss_bbox_1: 0.1921 (0.1995) loss_giou_1: 0.4769 (0.4316) loss_class_2: 0.8012 (0.8574) loss_bbox_2: 0.1933 (0.1985) loss_giou_2: 0.4819 (0.4301) loss_class_3: 0.7827 (0.8324) loss_bbox_3: 0.1929 (0.1997) loss_giou_3: 0.4708 (0.4298) loss_class_4: 0.7822 (0.8229) loss_bbox_4: 0.1928 (0.1999) loss_giou_4: 0.4710 (0.4300) loss_class_enc: 0.9265 (0.9653) loss_bbox_enc: 0.2254 (0.2411) loss_giou_enc: 0.5358 (0.5009) loss_class_dn: 0.4243 (0.4243) loss_bbox_dn: 0.3230 (0.3277) loss_giou_dn: 0.5568 (0.5149) loss_class_dn_0: 0.4953 (0.4965) loss_bbox_dn_0: 0.3980 (0.4330) loss_giou_dn_0: 0.6771 (0.6522) loss_class_dn_1: 0.4455 (0.4471) loss_bbox_dn_1: 0.3312 (0.3515) loss_giou_dn_1: 0.5786 (0.5446) loss_class_dn_2: 0.4341 (0.4282) loss_bbox_dn_2: 0.3207 (0.3319) loss_giou_dn_2: 0.5612 (0.5210) loss_class_dn_3: 0.4250 (0.4226) loss_bbox_dn_3: 0.3221 (0.3286) loss_giou_dn_3: 0.5571 (0.5159) loss_class_dn_4: 0.4257 (0.4224) loss_bbox_dn_4: 0.3231 (0.3277) loss_giou_dn_4: 0.5566 (0.5148) loss_class_hybrid: 0.7707 (0.8175) loss_bbox_hybrid: 0.2063 (0.2184) loss_giou_hybrid: 0.5148 (0.4677) loss_class_0_hybrid: 0.8535 (0.8857) loss_bbox_0_hybrid: 0.2149 (0.2290) loss_giou_0_hybrid: 0.5329 (0.4942) loss_class_1_hybrid: 0.8129 (0.8483) loss_bbox_1_hybrid: 0.2067 (0.2218) loss_giou_1_hybrid: 0.5169 (0.4751) loss_class_2_hybrid: 0.7824 (0.8321) loss_bbox_2_hybrid: 0.2078 (0.2185) loss_giou_2_hybrid: 0.5130 (0.4693) loss_class_3_hybrid: 0.7838 (0.8207) loss_bbox_3_hybrid: 0.2089 (0.2184) loss_giou_3_hybrid: 0.5171 (0.4681) loss_class_4_hybrid: 0.7728 (0.8170) loss_bbox_4_hybrid: 0.2080 (0.2186) loss_giou_4_hybrid: 0.5147 (0.4680) loss_class_enc_hybrid: 0.8204 (0.8372) loss_bbox_enc_hybrid: 0.2646 (0.2755) loss_giou_enc_hybrid: 0.5993 (0.5641) mem: 1016 max mem: 36964 [2024-01-14 23:26:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:27:46 det.util.engine] INFO: Epoch: [3] [1700/11727] eta: 3:02:09 lr: 0.000100 data_time: 0.0027 iter_time: 1.0773 loss: 29.4291 (29.6306) loss_class: 0.8358 (0.8206) loss_bbox: 0.1939 (0.2004) loss_giou: 0.4114 (0.4295) loss_class_0: 1.0473 (1.0400) loss_bbox_0: 0.1956 (0.1983) loss_giou_0: 0.4199 (0.4377) loss_class_1: 0.9330 (0.9065) loss_bbox_1: 0.2014 (0.1995) loss_giou_1: 0.4094 (0.4313) loss_class_2: 0.8426 (0.8571) loss_bbox_2: 0.1960 (0.1985) loss_giou_2: 0.4128 (0.4297) loss_class_3: 0.8478 (0.8321) loss_bbox_3: 0.1933 (0.1998) loss_giou_3: 0.4156 (0.4294) loss_class_4: 0.8189 (0.8228) loss_bbox_4: 0.1910 (0.1999) loss_giou_4: 0.4123 (0.4295) loss_class_enc: 0.9446 (0.9652) loss_bbox_enc: 0.2327 (0.2411) loss_giou_enc: 0.4683 (0.5003) loss_class_dn: 0.4326 (0.4242) loss_bbox_dn: 0.3163 (0.3274) loss_giou_dn: 0.5081 (0.5146) loss_class_dn_0: 0.5029 (0.4964) loss_bbox_dn_0: 0.4183 (0.4327) loss_giou_dn_0: 0.6374 (0.6518) loss_class_dn_1: 0.4519 (0.4470) loss_bbox_dn_1: 0.3371 (0.3513) loss_giou_dn_1: 0.5410 (0.5442) loss_class_dn_2: 0.4275 (0.4281) loss_bbox_dn_2: 0.3180 (0.3316) loss_giou_dn_2: 0.5167 (0.5206) loss_class_dn_3: 0.4284 (0.4225) loss_bbox_dn_3: 0.3152 (0.3283) loss_giou_dn_3: 0.5111 (0.5156) loss_class_dn_4: 0.4292 (0.4222) loss_bbox_dn_4: 0.3163 (0.3274) loss_giou_dn_4: 0.5081 (0.5144) loss_class_hybrid: 0.8329 (0.8174) loss_bbox_hybrid: 0.2048 (0.2183) loss_giou_hybrid: 0.4477 (0.4671) loss_class_0_hybrid: 0.8810 (0.8856) loss_bbox_0_hybrid: 0.2148 (0.2290) loss_giou_0_hybrid: 0.4654 (0.4936) loss_class_1_hybrid: 0.8545 (0.8483) loss_bbox_1_hybrid: 0.2123 (0.2218) loss_giou_1_hybrid: 0.4457 (0.4746) loss_class_2_hybrid: 0.8341 (0.8322) loss_bbox_2_hybrid: 0.2117 (0.2185) loss_giou_2_hybrid: 0.4499 (0.4688) loss_class_3_hybrid: 0.8549 (0.8208) loss_bbox_3_hybrid: 0.2083 (0.2183) loss_giou_3_hybrid: 0.4507 (0.4675) loss_class_4_hybrid: 0.8367 (0.8171) loss_bbox_4_hybrid: 0.2045 (0.2185) loss_giou_4_hybrid: 0.4476 (0.4674) loss_class_enc_hybrid: 0.8315 (0.8372) loss_bbox_enc_hybrid: 0.2576 (0.2754) loss_giou_enc_hybrid: 0.5314 (0.5635) mem: 1027 max mem: 36964 [2024-01-14 23:27:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:28:40 det.util.engine] INFO: Epoch: [3] [1750/11727] eta: 3:01:11 lr: 0.000100 data_time: 0.0028 iter_time: 1.0874 loss: 29.7104 (29.6199) loss_class: 0.8310 (0.8201) loss_bbox: 0.2028 (0.2005) loss_giou: 0.4036 (0.4295) loss_class_0: 1.0161 (1.0396) loss_bbox_0: 0.1986 (0.1983) loss_giou_0: 0.4170 (0.4376) loss_class_1: 0.8956 (0.9057) loss_bbox_1: 0.1966 (0.1997) loss_giou_1: 0.4094 (0.4313) loss_class_2: 0.8457 (0.8564) loss_bbox_2: 0.1997 (0.1987) loss_giou_2: 0.4170 (0.4297) loss_class_3: 0.8211 (0.8317) loss_bbox_3: 0.2005 (0.1998) loss_giou_3: 0.4018 (0.4293) loss_class_4: 0.8361 (0.8225) loss_bbox_4: 0.1971 (0.1999) loss_giou_4: 0.4037 (0.4294) loss_class_enc: 0.9651 (0.9649) loss_bbox_enc: 0.2398 (0.2409) loss_giou_enc: 0.4760 (0.5000) loss_class_dn: 0.4149 (0.4240) loss_bbox_dn: 0.2981 (0.3272) loss_giou_dn: 0.5062 (0.5143) loss_class_dn_0: 0.4884 (0.4964) loss_bbox_dn_0: 0.3985 (0.4324) loss_giou_dn_0: 0.6403 (0.6514) loss_class_dn_1: 0.4413 (0.4469) loss_bbox_dn_1: 0.3182 (0.3511) loss_giou_dn_1: 0.5347 (0.5440) loss_class_dn_2: 0.4224 (0.4279) loss_bbox_dn_2: 0.2966 (0.3315) loss_giou_dn_2: 0.5124 (0.5203) loss_class_dn_3: 0.4155 (0.4223) loss_bbox_dn_3: 0.2989 (0.3281) loss_giou_dn_3: 0.5067 (0.5154) loss_class_dn_4: 0.4146 (0.4221) loss_bbox_dn_4: 0.2976 (0.3272) loss_giou_dn_4: 0.5063 (0.5142) loss_class_hybrid: 0.8222 (0.8171) loss_bbox_hybrid: 0.2101 (0.2183) loss_giou_hybrid: 0.4430 (0.4670) loss_class_0_hybrid: 0.8832 (0.8856) loss_bbox_0_hybrid: 0.2235 (0.2289) loss_giou_0_hybrid: 0.4546 (0.4934) loss_class_1_hybrid: 0.8350 (0.8480) loss_bbox_1_hybrid: 0.2250 (0.2218) loss_giou_1_hybrid: 0.4466 (0.4744) loss_class_2_hybrid: 0.8228 (0.8318) loss_bbox_2_hybrid: 0.2133 (0.2184) loss_giou_2_hybrid: 0.4459 (0.4686) loss_class_3_hybrid: 0.8057 (0.8206) loss_bbox_3_hybrid: 0.2122 (0.2183) loss_giou_3_hybrid: 0.4448 (0.4673) loss_class_4_hybrid: 0.8260 (0.8168) loss_bbox_4_hybrid: 0.2107 (0.2185) loss_giou_4_hybrid: 0.4421 (0.4672) loss_class_enc_hybrid: 0.8244 (0.8370) loss_bbox_enc_hybrid: 0.2717 (0.2753) loss_giou_enc_hybrid: 0.5392 (0.5631) mem: 1025 max mem: 36964 [2024-01-14 23:28:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:29:34 det.util.engine] INFO: Epoch: [3] [1800/11727] eta: 3:00:12 lr: 0.000100 data_time: 0.0029 iter_time: 1.0622 loss: 28.8371 (29.6274) loss_class: 0.8617 (0.8205) loss_bbox: 0.1970 (0.2006) loss_giou: 0.3920 (0.4294) loss_class_0: 1.0508 (1.0399) loss_bbox_0: 0.2079 (0.1984) loss_giou_0: 0.4214 (0.4376) loss_class_1: 0.9773 (0.9063) loss_bbox_1: 0.1961 (0.1997) loss_giou_1: 0.3951 (0.4313) loss_class_2: 0.8806 (0.8568) loss_bbox_2: 0.1868 (0.1987) loss_giou_2: 0.3937 (0.4297) loss_class_3: 0.8949 (0.8322) loss_bbox_3: 0.1872 (0.1999) loss_giou_3: 0.3879 (0.4293) loss_class_4: 0.8487 (0.8229) loss_bbox_4: 0.1941 (0.2000) loss_giou_4: 0.3921 (0.4294) loss_class_enc: 1.0027 (0.9653) loss_bbox_enc: 0.2455 (0.2411) loss_giou_enc: 0.4783 (0.5000) loss_class_dn: 0.4210 (0.4240) loss_bbox_dn: 0.2892 (0.3274) loss_giou_dn: 0.4968 (0.5144) loss_class_dn_0: 0.4964 (0.4963) loss_bbox_dn_0: 0.4128 (0.4325) loss_giou_dn_0: 0.6691 (0.6517) loss_class_dn_1: 0.4437 (0.4469) loss_bbox_dn_1: 0.3152 (0.3512) loss_giou_dn_1: 0.5329 (0.5441) loss_class_dn_2: 0.4282 (0.4280) loss_bbox_dn_2: 0.2942 (0.3316) loss_giou_dn_2: 0.5039 (0.5205) loss_class_dn_3: 0.4190 (0.4223) loss_bbox_dn_3: 0.2903 (0.3282) loss_giou_dn_3: 0.4982 (0.5155) loss_class_dn_4: 0.4171 (0.4221) loss_bbox_dn_4: 0.2892 (0.3274) loss_giou_dn_4: 0.4970 (0.5143) loss_class_hybrid: 0.8387 (0.8173) loss_bbox_hybrid: 0.2088 (0.2185) loss_giou_hybrid: 0.4277 (0.4670) loss_class_0_hybrid: 0.8809 (0.8859) loss_bbox_0_hybrid: 0.2306 (0.2291) loss_giou_0_hybrid: 0.4614 (0.4933) loss_class_1_hybrid: 0.8557 (0.8483) loss_bbox_1_hybrid: 0.2150 (0.2220) loss_giou_1_hybrid: 0.4361 (0.4744) loss_class_2_hybrid: 0.8334 (0.8320) loss_bbox_2_hybrid: 0.2120 (0.2186) loss_giou_2_hybrid: 0.4300 (0.4685) loss_class_3_hybrid: 0.8310 (0.8207) loss_bbox_3_hybrid: 0.2115 (0.2184) loss_giou_3_hybrid: 0.4273 (0.4673) loss_class_4_hybrid: 0.8203 (0.8170) loss_bbox_4_hybrid: 0.2113 (0.2186) loss_giou_4_hybrid: 0.4272 (0.4672) loss_class_enc_hybrid: 0.8750 (0.8373) loss_bbox_enc_hybrid: 0.2564 (0.2755) loss_giou_enc_hybrid: 0.5311 (0.5631) mem: 1023 max mem: 36964 [2024-01-14 23:29:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:30:27 det.util.engine] INFO: Epoch: [3] [1850/11727] eta: 2:59:12 lr: 0.000100 data_time: 0.0027 iter_time: 1.0421 loss: 29.2499 (29.6354) loss_class: 0.7647 (0.8210) loss_bbox: 0.2024 (0.2006) loss_giou: 0.4129 (0.4295) loss_class_0: 1.0219 (1.0403) loss_bbox_0: 0.2001 (0.1984) loss_giou_0: 0.4110 (0.4376) loss_class_1: 0.8443 (0.9065) loss_bbox_1: 0.1976 (0.1998) loss_giou_1: 0.4232 (0.4315) loss_class_2: 0.8070 (0.8573) loss_bbox_2: 0.2045 (0.1987) loss_giou_2: 0.4214 (0.4298) loss_class_3: 0.7681 (0.8327) loss_bbox_3: 0.2012 (0.1998) loss_giou_3: 0.4182 (0.4293) loss_class_4: 0.7602 (0.8234) loss_bbox_4: 0.2013 (0.2000) loss_giou_4: 0.4056 (0.4294) loss_class_enc: 0.9366 (0.9654) loss_bbox_enc: 0.2436 (0.2410) loss_giou_enc: 0.4835 (0.5001) loss_class_dn: 0.4148 (0.4240) loss_bbox_dn: 0.3135 (0.3274) loss_giou_dn: 0.5001 (0.5146) loss_class_dn_0: 0.4900 (0.4963) loss_bbox_dn_0: 0.3973 (0.4325) loss_giou_dn_0: 0.6471 (0.6518) loss_class_dn_1: 0.4367 (0.4469) loss_bbox_dn_1: 0.3295 (0.3512) loss_giou_dn_1: 0.5388 (0.5442) loss_class_dn_2: 0.4215 (0.4281) loss_bbox_dn_2: 0.3134 (0.3316) loss_giou_dn_2: 0.5075 (0.5206) loss_class_dn_3: 0.4154 (0.4223) loss_bbox_dn_3: 0.3123 (0.3283) loss_giou_dn_3: 0.5004 (0.5156) loss_class_dn_4: 0.4151 (0.4221) loss_bbox_dn_4: 0.3132 (0.3274) loss_giou_dn_4: 0.5001 (0.5144) loss_class_hybrid: 0.7772 (0.8176) loss_bbox_hybrid: 0.2324 (0.2185) loss_giou_hybrid: 0.4314 (0.4672) loss_class_0_hybrid: 0.8712 (0.8863) loss_bbox_0_hybrid: 0.2349 (0.2291) loss_giou_0_hybrid: 0.4526 (0.4934) loss_class_1_hybrid: 0.8290 (0.8486) loss_bbox_1_hybrid: 0.2298 (0.2220) loss_giou_1_hybrid: 0.4485 (0.4746) loss_class_2_hybrid: 0.7836 (0.8323) loss_bbox_2_hybrid: 0.2297 (0.2186) loss_giou_2_hybrid: 0.4416 (0.4687) loss_class_3_hybrid: 0.7729 (0.8211) loss_bbox_3_hybrid: 0.2289 (0.2185) loss_giou_3_hybrid: 0.4324 (0.4675) loss_class_4_hybrid: 0.7686 (0.8174) loss_bbox_4_hybrid: 0.2301 (0.2187) loss_giou_4_hybrid: 0.4360 (0.4674) loss_class_enc_hybrid: 0.8067 (0.8375) loss_bbox_enc_hybrid: 0.2763 (0.2755) loss_giou_enc_hybrid: 0.5270 (0.5632) mem: 1018 max mem: 36964 [2024-01-14 23:30:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:31:23 det.util.engine] INFO: Epoch: [3] [1900/11727] eta: 2:58:21 lr: 0.000100 data_time: 0.0028 iter_time: 1.0745 loss: 29.0069 (29.6236) loss_class: 0.8189 (0.8204) loss_bbox: 0.2131 (0.2005) loss_giou: 0.4072 (0.4295) loss_class_0: 1.0312 (1.0400) loss_bbox_0: 0.2048 (0.1983) loss_giou_0: 0.4233 (0.4376) loss_class_1: 0.8852 (0.9057) loss_bbox_1: 0.2169 (0.1997) loss_giou_1: 0.4018 (0.4315) loss_class_2: 0.8533 (0.8568) loss_bbox_2: 0.2050 (0.1986) loss_giou_2: 0.4062 (0.4297) loss_class_3: 0.8140 (0.8321) loss_bbox_3: 0.2158 (0.1998) loss_giou_3: 0.4024 (0.4293) loss_class_4: 0.8169 (0.8228) loss_bbox_4: 0.2115 (0.2000) loss_giou_4: 0.4074 (0.4294) loss_class_enc: 0.9500 (0.9647) loss_bbox_enc: 0.2520 (0.2410) loss_giou_enc: 0.4711 (0.5002) loss_class_dn: 0.4282 (0.4238) loss_bbox_dn: 0.3307 (0.3272) loss_giou_dn: 0.4966 (0.5145) loss_class_dn_0: 0.4923 (0.4962) loss_bbox_dn_0: 0.4516 (0.4322) loss_giou_dn_0: 0.6486 (0.6516) loss_class_dn_1: 0.4429 (0.4468) loss_bbox_dn_1: 0.3611 (0.3510) loss_giou_dn_1: 0.5304 (0.5441) loss_class_dn_2: 0.4279 (0.4279) loss_bbox_dn_2: 0.3353 (0.3314) loss_giou_dn_2: 0.5050 (0.5205) loss_class_dn_3: 0.4234 (0.4221) loss_bbox_dn_3: 0.3319 (0.3280) loss_giou_dn_3: 0.4977 (0.5155) loss_class_dn_4: 0.4258 (0.4219) loss_bbox_dn_4: 0.3307 (0.3272) loss_giou_dn_4: 0.4964 (0.5144) loss_class_hybrid: 0.8175 (0.8171) loss_bbox_hybrid: 0.2200 (0.2185) loss_giou_hybrid: 0.4664 (0.4671) loss_class_0_hybrid: 0.8701 (0.8858) loss_bbox_0_hybrid: 0.2297 (0.2291) loss_giou_0_hybrid: 0.4822 (0.4934) loss_class_1_hybrid: 0.8463 (0.8480) loss_bbox_1_hybrid: 0.2216 (0.2220) loss_giou_1_hybrid: 0.4698 (0.4746) loss_class_2_hybrid: 0.8434 (0.8318) loss_bbox_2_hybrid: 0.2191 (0.2186) loss_giou_2_hybrid: 0.4663 (0.4687) loss_class_3_hybrid: 0.8128 (0.8206) loss_bbox_3_hybrid: 0.2157 (0.2184) loss_giou_3_hybrid: 0.4642 (0.4674) loss_class_4_hybrid: 0.8101 (0.8167) loss_bbox_4_hybrid: 0.2162 (0.2187) loss_giou_4_hybrid: 0.4637 (0.4673) loss_class_enc_hybrid: 0.8342 (0.8369) loss_bbox_enc_hybrid: 0.2776 (0.2755) loss_giou_enc_hybrid: 0.5550 (0.5632) mem: 1028 max mem: 36964 [2024-01-14 23:31:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:32:18 det.util.engine] INFO: Epoch: [3] [1950/11727] eta: 2:57:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.1295 loss: 30.3597 (29.6408) loss_class: 0.8478 (0.8207) loss_bbox: 0.1911 (0.2007) loss_giou: 0.4273 (0.4300) loss_class_0: 1.0704 (1.0403) loss_bbox_0: 0.1895 (0.1985) loss_giou_0: 0.4450 (0.4380) loss_class_1: 0.8973 (0.9059) loss_bbox_1: 0.1955 (0.2000) loss_giou_1: 0.4377 (0.4320) loss_class_2: 0.8808 (0.8571) loss_bbox_2: 0.1903 (0.1988) loss_giou_2: 0.4306 (0.4302) loss_class_3: 0.8571 (0.8323) loss_bbox_3: 0.1934 (0.2001) loss_giou_3: 0.4356 (0.4298) loss_class_4: 0.8377 (0.8230) loss_bbox_4: 0.1883 (0.2001) loss_giou_4: 0.4364 (0.4299) loss_class_enc: 0.9838 (0.9649) loss_bbox_enc: 0.2343 (0.2411) loss_giou_enc: 0.5021 (0.5006) loss_class_dn: 0.4268 (0.4240) loss_bbox_dn: 0.3222 (0.3274) loss_giou_dn: 0.5288 (0.5151) loss_class_dn_0: 0.5014 (0.4962) loss_bbox_dn_0: 0.4196 (0.4324) loss_giou_dn_0: 0.6638 (0.6522) loss_class_dn_1: 0.4520 (0.4469) loss_bbox_dn_1: 0.3473 (0.3511) loss_giou_dn_1: 0.5538 (0.5446) loss_class_dn_2: 0.4336 (0.4281) loss_bbox_dn_2: 0.3238 (0.3315) loss_giou_dn_2: 0.5322 (0.5210) loss_class_dn_3: 0.4280 (0.4223) loss_bbox_dn_3: 0.3224 (0.3282) loss_giou_dn_3: 0.5270 (0.5161) loss_class_dn_4: 0.4270 (0.4221) loss_bbox_dn_4: 0.3222 (0.3274) loss_giou_dn_4: 0.5273 (0.5149) loss_class_hybrid: 0.8387 (0.8172) loss_bbox_hybrid: 0.2174 (0.2187) loss_giou_hybrid: 0.4623 (0.4677) loss_class_0_hybrid: 0.9037 (0.8861) loss_bbox_0_hybrid: 0.2212 (0.2292) loss_giou_0_hybrid: 0.4818 (0.4939) loss_class_1_hybrid: 0.8643 (0.8482) loss_bbox_1_hybrid: 0.2201 (0.2221) loss_giou_1_hybrid: 0.4622 (0.4751) loss_class_2_hybrid: 0.8437 (0.8318) loss_bbox_2_hybrid: 0.2146 (0.2187) loss_giou_2_hybrid: 0.4612 (0.4692) loss_class_3_hybrid: 0.8484 (0.8207) loss_bbox_3_hybrid: 0.2178 (0.2186) loss_giou_3_hybrid: 0.4656 (0.4680) loss_class_4_hybrid: 0.8437 (0.8168) loss_bbox_4_hybrid: 0.2181 (0.2188) loss_giou_4_hybrid: 0.4653 (0.4679) loss_class_enc_hybrid: 0.8703 (0.8371) loss_bbox_enc_hybrid: 0.2755 (0.2756) loss_giou_enc_hybrid: 0.5624 (0.5636) mem: 1014 max mem: 36964 [2024-01-14 23:32:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:33:13 det.util.engine] INFO: Epoch: [3] [2000/11727] eta: 2:56:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0665 loss: 30.3776 (29.6587) loss_class: 0.8405 (0.8216) loss_bbox: 0.1911 (0.2009) loss_giou: 0.4443 (0.4299) loss_class_0: 1.0719 (1.0412) loss_bbox_0: 0.1957 (0.1986) loss_giou_0: 0.4394 (0.4380) loss_class_1: 0.9097 (0.9068) loss_bbox_1: 0.1930 (0.2001) loss_giou_1: 0.4223 (0.4320) loss_class_2: 0.8886 (0.8580) loss_bbox_2: 0.1959 (0.1989) loss_giou_2: 0.4350 (0.4301) loss_class_3: 0.8782 (0.8334) loss_bbox_3: 0.1917 (0.2001) loss_giou_3: 0.4392 (0.4297) loss_class_4: 0.8553 (0.8240) loss_bbox_4: 0.1923 (0.2003) loss_giou_4: 0.4356 (0.4299) loss_class_enc: 0.9883 (0.9656) loss_bbox_enc: 0.2385 (0.2413) loss_giou_enc: 0.5128 (0.5008) loss_class_dn: 0.4213 (0.4243) loss_bbox_dn: 0.3155 (0.3276) loss_giou_dn: 0.5081 (0.5150) loss_class_dn_0: 0.5001 (0.4964) loss_bbox_dn_0: 0.4394 (0.4325) loss_giou_dn_0: 0.6432 (0.6522) loss_class_dn_1: 0.4458 (0.4471) loss_bbox_dn_1: 0.3523 (0.3513) loss_giou_dn_1: 0.5377 (0.5446) loss_class_dn_2: 0.4275 (0.4283) loss_bbox_dn_2: 0.3226 (0.3317) loss_giou_dn_2: 0.5150 (0.5210) loss_class_dn_3: 0.4226 (0.4226) loss_bbox_dn_3: 0.3182 (0.3284) loss_giou_dn_3: 0.5085 (0.5160) loss_class_dn_4: 0.4198 (0.4223) loss_bbox_dn_4: 0.3154 (0.3276) loss_giou_dn_4: 0.5081 (0.5149) loss_class_hybrid: 0.8465 (0.8182) loss_bbox_hybrid: 0.2267 (0.2188) loss_giou_hybrid: 0.4685 (0.4678) loss_class_0_hybrid: 0.9155 (0.8872) loss_bbox_0_hybrid: 0.2403 (0.2294) loss_giou_0_hybrid: 0.5078 (0.4940) loss_class_1_hybrid: 0.8966 (0.8491) loss_bbox_1_hybrid: 0.2372 (0.2224) loss_giou_1_hybrid: 0.4739 (0.4753) loss_class_2_hybrid: 0.8698 (0.8328) loss_bbox_2_hybrid: 0.2274 (0.2189) loss_giou_2_hybrid: 0.4726 (0.4694) loss_class_3_hybrid: 0.8718 (0.8217) loss_bbox_3_hybrid: 0.2270 (0.2187) loss_giou_3_hybrid: 0.4759 (0.4681) loss_class_4_hybrid: 0.8561 (0.8178) loss_bbox_4_hybrid: 0.2282 (0.2190) loss_giou_4_hybrid: 0.4693 (0.4681) loss_class_enc_hybrid: 0.8697 (0.8375) loss_bbox_enc_hybrid: 0.2834 (0.2760) loss_giou_enc_hybrid: 0.5872 (0.5639) mem: 1033 max mem: 36964 [2024-01-14 23:33:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:34:08 det.util.engine] INFO: Epoch: [3] [2050/11727] eta: 2:55:49 lr: 0.000100 data_time: 0.0030 iter_time: 1.1178 loss: 29.2997 (29.6591) loss_class: 0.7799 (0.8214) loss_bbox: 0.1964 (0.2011) loss_giou: 0.4175 (0.4299) loss_class_0: 1.0096 (1.0412) loss_bbox_0: 0.1897 (0.1988) loss_giou_0: 0.4287 (0.4380) loss_class_1: 0.8462 (0.9068) loss_bbox_1: 0.1947 (0.2003) loss_giou_1: 0.4246 (0.4320) loss_class_2: 0.8247 (0.8580) loss_bbox_2: 0.1931 (0.1991) loss_giou_2: 0.4193 (0.4301) loss_class_3: 0.8025 (0.8333) loss_bbox_3: 0.1903 (0.2003) loss_giou_3: 0.4165 (0.4296) loss_class_4: 0.7770 (0.8238) loss_bbox_4: 0.1934 (0.2005) loss_giou_4: 0.4174 (0.4298) loss_class_enc: 0.9416 (0.9656) loss_bbox_enc: 0.2327 (0.2416) loss_giou_enc: 0.4916 (0.5008) loss_class_dn: 0.4176 (0.4242) loss_bbox_dn: 0.2876 (0.3275) loss_giou_dn: 0.5016 (0.5147) loss_class_dn_0: 0.4909 (0.4963) loss_bbox_dn_0: 0.3849 (0.4326) loss_giou_dn_0: 0.6400 (0.6519) loss_class_dn_1: 0.4428 (0.4471) loss_bbox_dn_1: 0.3085 (0.3512) loss_giou_dn_1: 0.5273 (0.5443) loss_class_dn_2: 0.4205 (0.4283) loss_bbox_dn_2: 0.2897 (0.3317) loss_giou_dn_2: 0.5095 (0.5207) loss_class_dn_3: 0.4166 (0.4226) loss_bbox_dn_3: 0.2876 (0.3284) loss_giou_dn_3: 0.5009 (0.5157) loss_class_dn_4: 0.4151 (0.4223) loss_bbox_dn_4: 0.2875 (0.3275) loss_giou_dn_4: 0.5014 (0.5146) loss_class_hybrid: 0.7597 (0.8178) loss_bbox_hybrid: 0.2261 (0.2192) loss_giou_hybrid: 0.5047 (0.4679) loss_class_0_hybrid: 0.8271 (0.8870) loss_bbox_0_hybrid: 0.2297 (0.2297) loss_giou_0_hybrid: 0.5246 (0.4941) loss_class_1_hybrid: 0.7963 (0.8490) loss_bbox_1_hybrid: 0.2179 (0.2227) loss_giou_1_hybrid: 0.5105 (0.4754) loss_class_2_hybrid: 0.7669 (0.8326) loss_bbox_2_hybrid: 0.2200 (0.2193) loss_giou_2_hybrid: 0.5012 (0.4694) loss_class_3_hybrid: 0.7600 (0.8214) loss_bbox_3_hybrid: 0.2254 (0.2191) loss_giou_3_hybrid: 0.4996 (0.4682) loss_class_4_hybrid: 0.7649 (0.8175) loss_bbox_4_hybrid: 0.2216 (0.2193) loss_giou_4_hybrid: 0.5023 (0.4681) loss_class_enc_hybrid: 0.7884 (0.8375) loss_bbox_enc_hybrid: 0.2775 (0.2763) loss_giou_enc_hybrid: 0.5926 (0.5639) mem: 1021 max mem: 36964 [2024-01-14 23:34:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:35:02 det.util.engine] INFO: Epoch: [3] [2100/11727] eta: 2:54:51 lr: 0.000100 data_time: 0.0028 iter_time: 1.0869 loss: 29.2067 (29.6468) loss_class: 0.7660 (0.8213) loss_bbox: 0.1764 (0.2008) loss_giou: 0.4021 (0.4295) loss_class_0: 1.0136 (1.0412) loss_bbox_0: 0.1981 (0.1985) loss_giou_0: 0.4065 (0.4376) loss_class_1: 0.9309 (0.9073) loss_bbox_1: 0.1851 (0.2000) loss_giou_1: 0.4035 (0.4317) loss_class_2: 0.8597 (0.8582) loss_bbox_2: 0.1846 (0.1988) loss_giou_2: 0.4038 (0.4297) loss_class_3: 0.8099 (0.8332) loss_bbox_3: 0.1903 (0.2001) loss_giou_3: 0.4040 (0.4293) loss_class_4: 0.8145 (0.8237) loss_bbox_4: 0.1763 (0.2002) loss_giou_4: 0.4027 (0.4294) loss_class_enc: 0.9516 (0.9657) loss_bbox_enc: 0.2264 (0.2413) loss_giou_enc: 0.4819 (0.5005) loss_class_dn: 0.4141 (0.4241) loss_bbox_dn: 0.3297 (0.3273) loss_giou_dn: 0.4951 (0.5144) loss_class_dn_0: 0.4942 (0.4963) loss_bbox_dn_0: 0.4348 (0.4323) loss_giou_dn_0: 0.6545 (0.6517) loss_class_dn_1: 0.4414 (0.4470) loss_bbox_dn_1: 0.3547 (0.3510) loss_giou_dn_1: 0.5325 (0.5441) loss_class_dn_2: 0.4237 (0.4282) loss_bbox_dn_2: 0.3321 (0.3315) loss_giou_dn_2: 0.5014 (0.5204) loss_class_dn_3: 0.4136 (0.4224) loss_bbox_dn_3: 0.3281 (0.3281) loss_giou_dn_3: 0.4951 (0.5154) loss_class_dn_4: 0.4128 (0.4221) loss_bbox_dn_4: 0.3298 (0.3273) loss_giou_dn_4: 0.4948 (0.5142) loss_class_hybrid: 0.7943 (0.8177) loss_bbox_hybrid: 0.2046 (0.2190) loss_giou_hybrid: 0.4435 (0.4675) loss_class_0_hybrid: 0.8622 (0.8869) loss_bbox_0_hybrid: 0.2140 (0.2294) loss_giou_0_hybrid: 0.4696 (0.4937) loss_class_1_hybrid: 0.8357 (0.8491) loss_bbox_1_hybrid: 0.2101 (0.2224) loss_giou_1_hybrid: 0.4475 (0.4750) loss_class_2_hybrid: 0.8259 (0.8325) loss_bbox_2_hybrid: 0.2098 (0.2190) loss_giou_2_hybrid: 0.4437 (0.4691) loss_class_3_hybrid: 0.8058 (0.8214) loss_bbox_3_hybrid: 0.2058 (0.2189) loss_giou_3_hybrid: 0.4439 (0.4678) loss_class_4_hybrid: 0.7986 (0.8174) loss_bbox_4_hybrid: 0.2076 (0.2191) loss_giou_4_hybrid: 0.4442 (0.4677) loss_class_enc_hybrid: 0.8442 (0.8377) loss_bbox_enc_hybrid: 0.2522 (0.2759) loss_giou_enc_hybrid: 0.5436 (0.5636) mem: 1017 max mem: 36964 [2024-01-14 23:35:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:35:58 det.util.engine] INFO: Epoch: [3] [2150/11727] eta: 2:54:05 lr: 0.000100 data_time: 0.0032 iter_time: 1.1496 loss: 30.2015 (29.6474) loss_class: 0.8555 (0.8213) loss_bbox: 0.1826 (0.2008) loss_giou: 0.4018 (0.4296) loss_class_0: 1.0656 (1.0412) loss_bbox_0: 0.1922 (0.1984) loss_giou_0: 0.4244 (0.4378) loss_class_1: 0.9550 (0.9075) loss_bbox_1: 0.1853 (0.1999) loss_giou_1: 0.4037 (0.4317) loss_class_2: 0.9106 (0.8584) loss_bbox_2: 0.1920 (0.1988) loss_giou_2: 0.4091 (0.4298) loss_class_3: 0.8639 (0.8332) loss_bbox_3: 0.1827 (0.2000) loss_giou_3: 0.4044 (0.4294) loss_class_4: 0.8511 (0.8238) loss_bbox_4: 0.1806 (0.2001) loss_giou_4: 0.3993 (0.4295) loss_class_enc: 0.9745 (0.9658) loss_bbox_enc: 0.2349 (0.2412) loss_giou_enc: 0.4904 (0.5007) loss_class_dn: 0.4239 (0.4241) loss_bbox_dn: 0.3280 (0.3272) loss_giou_dn: 0.5045 (0.5144) loss_class_dn_0: 0.5013 (0.4964) loss_bbox_dn_0: 0.4305 (0.4321) loss_giou_dn_0: 0.6629 (0.6517) loss_class_dn_1: 0.4502 (0.4471) loss_bbox_dn_1: 0.3529 (0.3509) loss_giou_dn_1: 0.5316 (0.5441) loss_class_dn_2: 0.4298 (0.4283) loss_bbox_dn_2: 0.3341 (0.3314) loss_giou_dn_2: 0.5083 (0.5204) loss_class_dn_3: 0.4233 (0.4225) loss_bbox_dn_3: 0.3287 (0.3280) loss_giou_dn_3: 0.5050 (0.5154) loss_class_dn_4: 0.4214 (0.4222) loss_bbox_dn_4: 0.3280 (0.3272) loss_giou_dn_4: 0.5049 (0.5142) loss_class_hybrid: 0.8226 (0.8175) loss_bbox_hybrid: 0.2021 (0.2189) loss_giou_hybrid: 0.4402 (0.4676) loss_class_0_hybrid: 0.9159 (0.8869) loss_bbox_0_hybrid: 0.2118 (0.2294) loss_giou_0_hybrid: 0.4649 (0.4939) loss_class_1_hybrid: 0.8695 (0.8490) loss_bbox_1_hybrid: 0.2060 (0.2223) loss_giou_1_hybrid: 0.4450 (0.4751) loss_class_2_hybrid: 0.8620 (0.8324) loss_bbox_2_hybrid: 0.2058 (0.2189) loss_giou_2_hybrid: 0.4368 (0.4692) loss_class_3_hybrid: 0.8378 (0.8213) loss_bbox_3_hybrid: 0.1968 (0.2188) loss_giou_3_hybrid: 0.4364 (0.4680) loss_class_4_hybrid: 0.8131 (0.8172) loss_bbox_4_hybrid: 0.1983 (0.2190) loss_giou_4_hybrid: 0.4381 (0.4679) loss_class_enc_hybrid: 0.8517 (0.8377) loss_bbox_enc_hybrid: 0.2674 (0.2760) loss_giou_enc_hybrid: 0.5461 (0.5639) mem: 1016 max mem: 36964 [2024-01-14 23:35:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:36:54 det.util.engine] INFO: Epoch: [3] [2200/11727] eta: 2:53:14 lr: 0.000100 data_time: 0.0027 iter_time: 1.0827 loss: 29.6857 (29.6338) loss_class: 0.8098 (0.8210) loss_bbox: 0.1831 (0.2005) loss_giou: 0.3912 (0.4296) loss_class_0: 1.0428 (1.0406) loss_bbox_0: 0.1884 (0.1982) loss_giou_0: 0.4136 (0.4380) loss_class_1: 0.9174 (0.9068) loss_bbox_1: 0.1896 (0.1997) loss_giou_1: 0.4016 (0.4319) loss_class_2: 0.8792 (0.8580) loss_bbox_2: 0.1854 (0.1985) loss_giou_2: 0.3925 (0.4298) loss_class_3: 0.8116 (0.8330) loss_bbox_3: 0.1811 (0.1997) loss_giou_3: 0.3918 (0.4294) loss_class_4: 0.8119 (0.8234) loss_bbox_4: 0.1876 (0.1999) loss_giou_4: 0.3912 (0.4295) loss_class_enc: 0.9700 (0.9654) loss_bbox_enc: 0.2246 (0.2410) loss_giou_enc: 0.4705 (0.5007) loss_class_dn: 0.4232 (0.4240) loss_bbox_dn: 0.3188 (0.3267) loss_giou_dn: 0.4798 (0.5142) loss_class_dn_0: 0.5006 (0.4965) loss_bbox_dn_0: 0.4313 (0.4316) loss_giou_dn_0: 0.6271 (0.6514) loss_class_dn_1: 0.4495 (0.4471) loss_bbox_dn_1: 0.3444 (0.3504) loss_giou_dn_1: 0.5143 (0.5438) loss_class_dn_2: 0.4312 (0.4282) loss_bbox_dn_2: 0.3190 (0.3308) loss_giou_dn_2: 0.4928 (0.5201) loss_class_dn_3: 0.4222 (0.4223) loss_bbox_dn_3: 0.3179 (0.3275) loss_giou_dn_3: 0.4828 (0.5152) loss_class_dn_4: 0.4243 (0.4221) loss_bbox_dn_4: 0.3187 (0.3267) loss_giou_dn_4: 0.4799 (0.5140) loss_class_hybrid: 0.8397 (0.8171) loss_bbox_hybrid: 0.2124 (0.2186) loss_giou_hybrid: 0.4186 (0.4676) loss_class_0_hybrid: 0.9203 (0.8867) loss_bbox_0_hybrid: 0.2238 (0.2291) loss_giou_0_hybrid: 0.4607 (0.4939) loss_class_1_hybrid: 0.8575 (0.8485) loss_bbox_1_hybrid: 0.2163 (0.2221) loss_giou_1_hybrid: 0.4385 (0.4752) loss_class_2_hybrid: 0.8544 (0.8320) loss_bbox_2_hybrid: 0.2094 (0.2187) loss_giou_2_hybrid: 0.4193 (0.4692) loss_class_3_hybrid: 0.8436 (0.8209) loss_bbox_3_hybrid: 0.2104 (0.2185) loss_giou_3_hybrid: 0.4194 (0.4680) loss_class_4_hybrid: 0.8386 (0.8168) loss_bbox_4_hybrid: 0.2115 (0.2187) loss_giou_4_hybrid: 0.4203 (0.4679) loss_class_enc_hybrid: 0.8539 (0.8373) loss_bbox_enc_hybrid: 0.2668 (0.2757) loss_giou_enc_hybrid: 0.5336 (0.5639) mem: 1029 max mem: 36964 [2024-01-14 23:36:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:37:48 det.util.engine] INFO: Epoch: [3] [2250/11727] eta: 2:52:19 lr: 0.000100 data_time: 0.0031 iter_time: 1.0913 loss: 30.0426 (29.6414) loss_class: 0.8002 (0.8211) loss_bbox: 0.2168 (0.2007) loss_giou: 0.4024 (0.4297) loss_class_0: 1.0464 (1.0409) loss_bbox_0: 0.2019 (0.1984) loss_giou_0: 0.4239 (0.4380) loss_class_1: 0.9172 (0.9072) loss_bbox_1: 0.2234 (0.1999) loss_giou_1: 0.4210 (0.4320) loss_class_2: 0.8439 (0.8582) loss_bbox_2: 0.2194 (0.1987) loss_giou_2: 0.4006 (0.4299) loss_class_3: 0.8178 (0.8330) loss_bbox_3: 0.2151 (0.2000) loss_giou_3: 0.4092 (0.4295) loss_class_4: 0.8035 (0.8235) loss_bbox_4: 0.2142 (0.2001) loss_giou_4: 0.4004 (0.4296) loss_class_enc: 0.9727 (0.9658) loss_bbox_enc: 0.2676 (0.2412) loss_giou_enc: 0.4801 (0.5007) loss_class_dn: 0.4349 (0.4240) loss_bbox_dn: 0.3289 (0.3269) loss_giou_dn: 0.5183 (0.5142) loss_class_dn_0: 0.4993 (0.4964) loss_bbox_dn_0: 0.4353 (0.4319) loss_giou_dn_0: 0.6505 (0.6516) loss_class_dn_1: 0.4494 (0.4470) loss_bbox_dn_1: 0.3620 (0.3507) loss_giou_dn_1: 0.5467 (0.5439) loss_class_dn_2: 0.4296 (0.4282) loss_bbox_dn_2: 0.3343 (0.3311) loss_giou_dn_2: 0.5264 (0.5202) loss_class_dn_3: 0.4224 (0.4223) loss_bbox_dn_3: 0.3287 (0.3278) loss_giou_dn_3: 0.5202 (0.5152) loss_class_dn_4: 0.4321 (0.4221) loss_bbox_dn_4: 0.3288 (0.3269) loss_giou_dn_4: 0.5182 (0.5141) loss_class_hybrid: 0.8247 (0.8173) loss_bbox_hybrid: 0.2171 (0.2188) loss_giou_hybrid: 0.4342 (0.4676) loss_class_0_hybrid: 0.8864 (0.8870) loss_bbox_0_hybrid: 0.2414 (0.2293) loss_giou_0_hybrid: 0.4574 (0.4939) loss_class_1_hybrid: 0.8540 (0.8488) loss_bbox_1_hybrid: 0.2159 (0.2222) loss_giou_1_hybrid: 0.4479 (0.4751) loss_class_2_hybrid: 0.8343 (0.8322) loss_bbox_2_hybrid: 0.2186 (0.2188) loss_giou_2_hybrid: 0.4415 (0.4692) loss_class_3_hybrid: 0.8098 (0.8210) loss_bbox_3_hybrid: 0.2127 (0.2187) loss_giou_3_hybrid: 0.4365 (0.4679) loss_class_4_hybrid: 0.8243 (0.8170) loss_bbox_4_hybrid: 0.2142 (0.2189) loss_giou_4_hybrid: 0.4339 (0.4679) loss_class_enc_hybrid: 0.8706 (0.8377) loss_bbox_enc_hybrid: 0.2903 (0.2759) loss_giou_enc_hybrid: 0.5334 (0.5638) mem: 1019 max mem: 36964 [2024-01-14 23:37:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:38:42 det.util.engine] INFO: Epoch: [3] [2300/11727] eta: 2:51:22 lr: 0.000100 data_time: 0.0028 iter_time: 1.0867 loss: 29.6320 (29.6445) loss_class: 0.8247 (0.8213) loss_bbox: 0.2163 (0.2007) loss_giou: 0.3967 (0.4298) loss_class_0: 1.0399 (1.0410) loss_bbox_0: 0.2004 (0.1983) loss_giou_0: 0.3998 (0.4381) loss_class_1: 0.9340 (0.9074) loss_bbox_1: 0.2065 (0.1999) loss_giou_1: 0.3949 (0.4321) loss_class_2: 0.8876 (0.8586) loss_bbox_2: 0.1970 (0.1986) loss_giou_2: 0.3986 (0.4299) loss_class_3: 0.8707 (0.8334) loss_bbox_3: 0.2169 (0.1999) loss_giou_3: 0.3948 (0.4295) loss_class_4: 0.8526 (0.8237) loss_bbox_4: 0.2162 (0.2001) loss_giou_4: 0.3966 (0.4297) loss_class_enc: 0.9678 (0.9657) loss_bbox_enc: 0.2427 (0.2411) loss_giou_enc: 0.4715 (0.5008) loss_class_dn: 0.4211 (0.4240) loss_bbox_dn: 0.2971 (0.3268) loss_giou_dn: 0.4953 (0.5143) loss_class_dn_0: 0.4957 (0.4964) loss_bbox_dn_0: 0.4213 (0.4318) loss_giou_dn_0: 0.6372 (0.6518) loss_class_dn_1: 0.4459 (0.4471) loss_bbox_dn_1: 0.3219 (0.3505) loss_giou_dn_1: 0.5349 (0.5439) loss_class_dn_2: 0.4311 (0.4283) loss_bbox_dn_2: 0.3002 (0.3310) loss_giou_dn_2: 0.5015 (0.5202) loss_class_dn_3: 0.4243 (0.4224) loss_bbox_dn_3: 0.2955 (0.3277) loss_giou_dn_3: 0.4949 (0.5153) loss_class_dn_4: 0.4224 (0.4221) loss_bbox_dn_4: 0.2971 (0.3268) loss_giou_dn_4: 0.4952 (0.5141) loss_class_hybrid: 0.8318 (0.8175) loss_bbox_hybrid: 0.2229 (0.2187) loss_giou_hybrid: 0.4160 (0.4677) loss_class_0_hybrid: 0.8986 (0.8871) loss_bbox_0_hybrid: 0.2163 (0.2292) loss_giou_0_hybrid: 0.4324 (0.4941) loss_class_1_hybrid: 0.8698 (0.8488) loss_bbox_1_hybrid: 0.2182 (0.2222) loss_giou_1_hybrid: 0.4201 (0.4753) loss_class_2_hybrid: 0.8560 (0.8324) loss_bbox_2_hybrid: 0.2063 (0.2188) loss_giou_2_hybrid: 0.4190 (0.4694) loss_class_3_hybrid: 0.8396 (0.8212) loss_bbox_3_hybrid: 0.2143 (0.2186) loss_giou_3_hybrid: 0.4172 (0.4681) loss_class_4_hybrid: 0.8408 (0.8172) loss_bbox_4_hybrid: 0.2238 (0.2189) loss_giou_4_hybrid: 0.4157 (0.4680) loss_class_enc_hybrid: 0.8521 (0.8377) loss_bbox_enc_hybrid: 0.2546 (0.2758) loss_giou_enc_hybrid: 0.5249 (0.5640) mem: 1025 max mem: 36964 [2024-01-14 23:38:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:39:38 det.util.engine] INFO: Epoch: [3] [2350/11727] eta: 2:50:32 lr: 0.000100 data_time: 0.0030 iter_time: 1.1222 loss: 28.6105 (29.6337) loss_class: 0.7728 (0.8211) loss_bbox: 0.2056 (0.2006) loss_giou: 0.3913 (0.4295) loss_class_0: 1.0016 (1.0409) loss_bbox_0: 0.2009 (0.1982) loss_giou_0: 0.4055 (0.4378) loss_class_1: 0.8800 (0.9073) loss_bbox_1: 0.2009 (0.1998) loss_giou_1: 0.3970 (0.4318) loss_class_2: 0.8176 (0.8584) loss_bbox_2: 0.2032 (0.1986) loss_giou_2: 0.3965 (0.4296) loss_class_3: 0.7897 (0.8333) loss_bbox_3: 0.1943 (0.1998) loss_giou_3: 0.4007 (0.4292) loss_class_4: 0.7816 (0.8236) loss_bbox_4: 0.1979 (0.2000) loss_giou_4: 0.3999 (0.4293) loss_class_enc: 0.9637 (0.9656) loss_bbox_enc: 0.2205 (0.2410) loss_giou_enc: 0.4603 (0.5004) loss_class_dn: 0.4166 (0.4240) loss_bbox_dn: 0.2874 (0.3265) loss_giou_dn: 0.4720 (0.5138) loss_class_dn_0: 0.4938 (0.4964) loss_bbox_dn_0: 0.3639 (0.4315) loss_giou_dn_0: 0.6304 (0.6514) loss_class_dn_1: 0.4448 (0.4471) loss_bbox_dn_1: 0.3002 (0.3503) loss_giou_dn_1: 0.4975 (0.5434) loss_class_dn_2: 0.4259 (0.4282) loss_bbox_dn_2: 0.2903 (0.3307) loss_giou_dn_2: 0.4798 (0.5197) loss_class_dn_3: 0.4163 (0.4224) loss_bbox_dn_3: 0.2881 (0.3274) loss_giou_dn_3: 0.4722 (0.5148) loss_class_dn_4: 0.4171 (0.4221) loss_bbox_dn_4: 0.2874 (0.3265) loss_giou_dn_4: 0.4715 (0.5136) loss_class_hybrid: 0.7952 (0.8176) loss_bbox_hybrid: 0.2022 (0.2186) loss_giou_hybrid: 0.4097 (0.4673) loss_class_0_hybrid: 0.8736 (0.8874) loss_bbox_0_hybrid: 0.2107 (0.2291) loss_giou_0_hybrid: 0.4394 (0.4937) loss_class_1_hybrid: 0.8362 (0.8490) loss_bbox_1_hybrid: 0.2020 (0.2220) loss_giou_1_hybrid: 0.4182 (0.4748) loss_class_2_hybrid: 0.8323 (0.8326) loss_bbox_2_hybrid: 0.2100 (0.2186) loss_giou_2_hybrid: 0.4099 (0.4688) loss_class_3_hybrid: 0.7921 (0.8214) loss_bbox_3_hybrid: 0.2083 (0.2185) loss_giou_3_hybrid: 0.4083 (0.4676) loss_class_4_hybrid: 0.7954 (0.8174) loss_bbox_4_hybrid: 0.2019 (0.2188) loss_giou_4_hybrid: 0.4071 (0.4675) loss_class_enc_hybrid: 0.8604 (0.8379) loss_bbox_enc_hybrid: 0.2688 (0.2757) loss_giou_enc_hybrid: 0.4984 (0.5635) mem: 1023 max mem: 36964 [2024-01-14 23:39:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:40:32 det.util.engine] INFO: Epoch: [3] [2400/11727] eta: 2:49:36 lr: 0.000100 data_time: 0.0028 iter_time: 1.0487 loss: 30.0658 (29.6348) loss_class: 0.8157 (0.8213) loss_bbox: 0.1950 (0.2006) loss_giou: 0.3927 (0.4293) loss_class_0: 1.0658 (1.0412) loss_bbox_0: 0.1981 (0.1982) loss_giou_0: 0.3919 (0.4377) loss_class_1: 0.9458 (0.9075) loss_bbox_1: 0.1996 (0.1998) loss_giou_1: 0.3980 (0.4317) loss_class_2: 0.8592 (0.8587) loss_bbox_2: 0.1916 (0.1985) loss_giou_2: 0.3974 (0.4294) loss_class_3: 0.8082 (0.8336) loss_bbox_3: 0.1991 (0.1998) loss_giou_3: 0.4114 (0.4290) loss_class_4: 0.8094 (0.8238) loss_bbox_4: 0.1951 (0.2001) loss_giou_4: 0.3925 (0.4292) loss_class_enc: 0.9535 (0.9656) loss_bbox_enc: 0.2352 (0.2411) loss_giou_enc: 0.4491 (0.5003) loss_class_dn: 0.4228 (0.4240) loss_bbox_dn: 0.3167 (0.3266) loss_giou_dn: 0.4840 (0.5138) loss_class_dn_0: 0.4988 (0.4963) loss_bbox_dn_0: 0.4187 (0.4316) loss_giou_dn_0: 0.6334 (0.6514) loss_class_dn_1: 0.4451 (0.4470) loss_bbox_dn_1: 0.3375 (0.3504) loss_giou_dn_1: 0.5274 (0.5435) loss_class_dn_2: 0.4274 (0.4282) loss_bbox_dn_2: 0.3212 (0.3308) loss_giou_dn_2: 0.4936 (0.5198) loss_class_dn_3: 0.4220 (0.4224) loss_bbox_dn_3: 0.3181 (0.3275) loss_giou_dn_3: 0.4857 (0.5148) loss_class_dn_4: 0.4208 (0.4221) loss_bbox_dn_4: 0.3166 (0.3266) loss_giou_dn_4: 0.4840 (0.5137) loss_class_hybrid: 0.8209 (0.8176) loss_bbox_hybrid: 0.2079 (0.2186) loss_giou_hybrid: 0.4209 (0.4672) loss_class_0_hybrid: 0.9011 (0.8874) loss_bbox_0_hybrid: 0.2243 (0.2291) loss_giou_0_hybrid: 0.4380 (0.4936) loss_class_1_hybrid: 0.8675 (0.8490) loss_bbox_1_hybrid: 0.2075 (0.2221) loss_giou_1_hybrid: 0.4283 (0.4747) loss_class_2_hybrid: 0.8438 (0.8327) loss_bbox_2_hybrid: 0.2101 (0.2186) loss_giou_2_hybrid: 0.4228 (0.4688) loss_class_3_hybrid: 0.8347 (0.8215) loss_bbox_3_hybrid: 0.2129 (0.2185) loss_giou_3_hybrid: 0.4222 (0.4675) loss_class_4_hybrid: 0.8269 (0.8174) loss_bbox_4_hybrid: 0.2136 (0.2188) loss_giou_4_hybrid: 0.4226 (0.4675) loss_class_enc_hybrid: 0.8482 (0.8378) loss_bbox_enc_hybrid: 0.2723 (0.2758) loss_giou_enc_hybrid: 0.4996 (0.5635) mem: 1021 max mem: 36964 [2024-01-14 23:40:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:41:26 det.util.engine] INFO: Epoch: [3] [2450/11727] eta: 2:48:39 lr: 0.000100 data_time: 0.0029 iter_time: 1.0623 loss: 29.7316 (29.6425) loss_class: 0.8342 (0.8215) loss_bbox: 0.1686 (0.2006) loss_giou: 0.4411 (0.4296) loss_class_0: 1.0339 (1.0410) loss_bbox_0: 0.1796 (0.1984) loss_giou_0: 0.4475 (0.4380) loss_class_1: 0.9049 (0.9075) loss_bbox_1: 0.1843 (0.1999) loss_giou_1: 0.4484 (0.4320) loss_class_2: 0.8727 (0.8590) loss_bbox_2: 0.1816 (0.1986) loss_giou_2: 0.4362 (0.4296) loss_class_3: 0.8650 (0.8340) loss_bbox_3: 0.1859 (0.1998) loss_giou_3: 0.4442 (0.4292) loss_class_4: 0.8432 (0.8240) loss_bbox_4: 0.1885 (0.2001) loss_giou_4: 0.4402 (0.4294) loss_class_enc: 0.9444 (0.9654) loss_bbox_enc: 0.2257 (0.2412) loss_giou_enc: 0.5218 (0.5007) loss_class_dn: 0.4215 (0.4240) loss_bbox_dn: 0.2875 (0.3267) loss_giou_dn: 0.5267 (0.5141) loss_class_dn_0: 0.4864 (0.4963) loss_bbox_dn_0: 0.4161 (0.4317) loss_giou_dn_0: 0.6795 (0.6516) loss_class_dn_1: 0.4415 (0.4470) loss_bbox_dn_1: 0.3234 (0.3504) loss_giou_dn_1: 0.5587 (0.5438) loss_class_dn_2: 0.4245 (0.4283) loss_bbox_dn_2: 0.2936 (0.3308) loss_giou_dn_2: 0.5321 (0.5200) loss_class_dn_3: 0.4193 (0.4224) loss_bbox_dn_3: 0.2882 (0.3275) loss_giou_dn_3: 0.5262 (0.5151) loss_class_dn_4: 0.4172 (0.4221) loss_bbox_dn_4: 0.2874 (0.3267) loss_giou_dn_4: 0.5264 (0.5139) loss_class_hybrid: 0.8168 (0.8178) loss_bbox_hybrid: 0.2162 (0.2187) loss_giou_hybrid: 0.4633 (0.4674) loss_class_0_hybrid: 0.8892 (0.8874) loss_bbox_0_hybrid: 0.2183 (0.2292) loss_giou_0_hybrid: 0.5180 (0.4938) loss_class_1_hybrid: 0.8395 (0.8490) loss_bbox_1_hybrid: 0.2167 (0.2222) loss_giou_1_hybrid: 0.4828 (0.4750) loss_class_2_hybrid: 0.8294 (0.8327) loss_bbox_2_hybrid: 0.2111 (0.2187) loss_giou_2_hybrid: 0.4717 (0.4690) loss_class_3_hybrid: 0.8206 (0.8216) loss_bbox_3_hybrid: 0.2143 (0.2186) loss_giou_3_hybrid: 0.4687 (0.4677) loss_class_4_hybrid: 0.8181 (0.8176) loss_bbox_4_hybrid: 0.2160 (0.2189) loss_giou_4_hybrid: 0.4673 (0.4677) loss_class_enc_hybrid: 0.8026 (0.8377) loss_bbox_enc_hybrid: 0.2584 (0.2759) loss_giou_enc_hybrid: 0.5937 (0.5637) mem: 1015 max mem: 36964 [2024-01-14 23:41:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:42:19 det.util.engine] INFO: Epoch: [3] [2500/11727] eta: 2:47:40 lr: 0.000100 data_time: 0.0030 iter_time: 1.0592 loss: 30.5990 (29.6374) loss_class: 0.7847 (0.8214) loss_bbox: 0.1782 (0.2006) loss_giou: 0.4021 (0.4294) loss_class_0: 1.0113 (1.0408) loss_bbox_0: 0.1765 (0.1983) loss_giou_0: 0.4047 (0.4379) loss_class_1: 0.8310 (0.9075) loss_bbox_1: 0.1781 (0.1998) loss_giou_1: 0.3919 (0.4319) loss_class_2: 0.8136 (0.8590) loss_bbox_2: 0.1766 (0.1985) loss_giou_2: 0.4004 (0.4294) loss_class_3: 0.7748 (0.8340) loss_bbox_3: 0.1834 (0.1997) loss_giou_3: 0.3985 (0.4290) loss_class_4: 0.7734 (0.8239) loss_bbox_4: 0.1836 (0.2000) loss_giou_4: 0.3960 (0.4293) loss_class_enc: 0.9429 (0.9654) loss_bbox_enc: 0.2225 (0.2411) loss_giou_enc: 0.4673 (0.5004) loss_class_dn: 0.4175 (0.4239) loss_bbox_dn: 0.3013 (0.3268) loss_giou_dn: 0.5030 (0.5141) loss_class_dn_0: 0.4918 (0.4963) loss_bbox_dn_0: 0.4504 (0.4317) loss_giou_dn_0: 0.6332 (0.6515) loss_class_dn_1: 0.4376 (0.4470) loss_bbox_dn_1: 0.3339 (0.3505) loss_giou_dn_1: 0.5227 (0.5437) loss_class_dn_2: 0.4229 (0.4282) loss_bbox_dn_2: 0.3106 (0.3310) loss_giou_dn_2: 0.5052 (0.5200) loss_class_dn_3: 0.4161 (0.4224) loss_bbox_dn_3: 0.3034 (0.3276) loss_giou_dn_3: 0.5023 (0.5151) loss_class_dn_4: 0.4141 (0.4221) loss_bbox_dn_4: 0.3013 (0.3268) loss_giou_dn_4: 0.5027 (0.5139) loss_class_hybrid: 0.7767 (0.8178) loss_bbox_hybrid: 0.1941 (0.2186) loss_giou_hybrid: 0.4280 (0.4671) loss_class_0_hybrid: 0.9055 (0.8874) loss_bbox_0_hybrid: 0.2050 (0.2291) loss_giou_0_hybrid: 0.4639 (0.4936) loss_class_1_hybrid: 0.8362 (0.8490) loss_bbox_1_hybrid: 0.1968 (0.2221) loss_giou_1_hybrid: 0.4405 (0.4747) loss_class_2_hybrid: 0.8286 (0.8327) loss_bbox_2_hybrid: 0.1944 (0.2186) loss_giou_2_hybrid: 0.4310 (0.4687) loss_class_3_hybrid: 0.7639 (0.8216) loss_bbox_3_hybrid: 0.1931 (0.2185) loss_giou_3_hybrid: 0.4304 (0.4674) loss_class_4_hybrid: 0.7605 (0.8175) loss_bbox_4_hybrid: 0.1919 (0.2187) loss_giou_4_hybrid: 0.4303 (0.4674) loss_class_enc_hybrid: 0.8189 (0.8376) loss_bbox_enc_hybrid: 0.2595 (0.2758) loss_giou_enc_hybrid: 0.5265 (0.5634) mem: 1038 max mem: 36964 [2024-01-14 23:42:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:43:14 det.util.engine] INFO: Epoch: [3] [2550/11727] eta: 2:46:46 lr: 0.000100 data_time: 0.0028 iter_time: 1.0699 loss: 28.6158 (29.6294) loss_class: 0.7756 (0.8211) loss_bbox: 0.1681 (0.2003) loss_giou: 0.4481 (0.4296) loss_class_0: 0.9993 (1.0403) loss_bbox_0: 0.1683 (0.1981) loss_giou_0: 0.4434 (0.4381) loss_class_1: 0.8737 (0.9072) loss_bbox_1: 0.1645 (0.1995) loss_giou_1: 0.4457 (0.4320) loss_class_2: 0.8390 (0.8587) loss_bbox_2: 0.1717 (0.1982) loss_giou_2: 0.4510 (0.4296) loss_class_3: 0.8027 (0.8337) loss_bbox_3: 0.1646 (0.1995) loss_giou_3: 0.4389 (0.4292) loss_class_4: 0.7794 (0.8237) loss_bbox_4: 0.1679 (0.1998) loss_giou_4: 0.4481 (0.4294) loss_class_enc: 0.9013 (0.9652) loss_bbox_enc: 0.1987 (0.2408) loss_giou_enc: 0.5128 (0.5005) loss_class_dn: 0.4177 (0.4239) loss_bbox_dn: 0.2516 (0.3264) loss_giou_dn: 0.5190 (0.5141) loss_class_dn_0: 0.4904 (0.4963) loss_bbox_dn_0: 0.3496 (0.4312) loss_giou_dn_0: 0.6554 (0.6515) loss_class_dn_1: 0.4411 (0.4469) loss_bbox_dn_1: 0.2738 (0.3501) loss_giou_dn_1: 0.5517 (0.5437) loss_class_dn_2: 0.4230 (0.4281) loss_bbox_dn_2: 0.2582 (0.3306) loss_giou_dn_2: 0.5198 (0.5200) loss_class_dn_3: 0.4183 (0.4223) loss_bbox_dn_3: 0.2520 (0.3273) loss_giou_dn_3: 0.5202 (0.5151) loss_class_dn_4: 0.4176 (0.4220) loss_bbox_dn_4: 0.2516 (0.3264) loss_giou_dn_4: 0.5190 (0.5140) loss_class_hybrid: 0.7944 (0.8174) loss_bbox_hybrid: 0.1871 (0.2184) loss_giou_hybrid: 0.4931 (0.4673) loss_class_0_hybrid: 0.8525 (0.8872) loss_bbox_0_hybrid: 0.1888 (0.2288) loss_giou_0_hybrid: 0.5146 (0.4938) loss_class_1_hybrid: 0.8172 (0.8487) loss_bbox_1_hybrid: 0.1890 (0.2218) loss_giou_1_hybrid: 0.4979 (0.4749) loss_class_2_hybrid: 0.8204 (0.8324) loss_bbox_2_hybrid: 0.1848 (0.2183) loss_giou_2_hybrid: 0.4951 (0.4689) loss_class_3_hybrid: 0.7942 (0.8213) loss_bbox_3_hybrid: 0.1858 (0.2182) loss_giou_3_hybrid: 0.4950 (0.4677) loss_class_4_hybrid: 0.7901 (0.8172) loss_bbox_4_hybrid: 0.1866 (0.2185) loss_giou_4_hybrid: 0.4939 (0.4676) loss_class_enc_hybrid: 0.7980 (0.8374) loss_bbox_enc_hybrid: 0.2215 (0.2755) loss_giou_enc_hybrid: 0.5761 (0.5636) mem: 1025 max mem: 36964 [2024-01-14 23:43:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:44:08 det.util.engine] INFO: Epoch: [3] [2600/11727] eta: 2:45:51 lr: 0.000100 data_time: 0.0029 iter_time: 1.0976 loss: 29.0462 (29.6215) loss_class: 0.7804 (0.8210) loss_bbox: 0.1590 (0.2001) loss_giou: 0.4062 (0.4296) loss_class_0: 1.0379 (1.0399) loss_bbox_0: 0.1756 (0.1979) loss_giou_0: 0.4070 (0.4381) loss_class_1: 0.8876 (0.9072) loss_bbox_1: 0.1554 (0.1993) loss_giou_1: 0.4101 (0.4320) loss_class_2: 0.8631 (0.8586) loss_bbox_2: 0.1539 (0.1980) loss_giou_2: 0.4060 (0.4296) loss_class_3: 0.8046 (0.8337) loss_bbox_3: 0.1584 (0.1991) loss_giou_3: 0.4054 (0.4292) loss_class_4: 0.7963 (0.8236) loss_bbox_4: 0.1591 (0.1995) loss_giou_4: 0.4055 (0.4294) loss_class_enc: 0.9183 (0.9650) loss_bbox_enc: 0.2160 (0.2405) loss_giou_enc: 0.4903 (0.5005) loss_class_dn: 0.4184 (0.4239) loss_bbox_dn: 0.2910 (0.3260) loss_giou_dn: 0.5035 (0.5141) loss_class_dn_0: 0.4875 (0.4963) loss_bbox_dn_0: 0.3817 (0.4308) loss_giou_dn_0: 0.6402 (0.6515) loss_class_dn_1: 0.4479 (0.4469) loss_bbox_dn_1: 0.3237 (0.3497) loss_giou_dn_1: 0.5272 (0.5437) loss_class_dn_2: 0.4280 (0.4282) loss_bbox_dn_2: 0.2964 (0.3302) loss_giou_dn_2: 0.5071 (0.5200) loss_class_dn_3: 0.4202 (0.4223) loss_bbox_dn_3: 0.2930 (0.3269) loss_giou_dn_3: 0.5035 (0.5151) loss_class_dn_4: 0.4188 (0.4220) loss_bbox_dn_4: 0.2911 (0.3260) loss_giou_dn_4: 0.5036 (0.5140) loss_class_hybrid: 0.7719 (0.8174) loss_bbox_hybrid: 0.1846 (0.2181) loss_giou_hybrid: 0.4229 (0.4673) loss_class_0_hybrid: 0.9024 (0.8871) loss_bbox_0_hybrid: 0.2021 (0.2285) loss_giou_0_hybrid: 0.4428 (0.4938) loss_class_1_hybrid: 0.8528 (0.8487) loss_bbox_1_hybrid: 0.1928 (0.2215) loss_giou_1_hybrid: 0.4335 (0.4749) loss_class_2_hybrid: 0.8177 (0.8324) loss_bbox_2_hybrid: 0.1923 (0.2180) loss_giou_2_hybrid: 0.4240 (0.4689) loss_class_3_hybrid: 0.7996 (0.8212) loss_bbox_3_hybrid: 0.1855 (0.2179) loss_giou_3_hybrid: 0.4229 (0.4676) loss_class_4_hybrid: 0.7820 (0.8172) loss_bbox_4_hybrid: 0.1798 (0.2182) loss_giou_4_hybrid: 0.4195 (0.4676) loss_class_enc_hybrid: 0.8099 (0.8372) loss_bbox_enc_hybrid: 0.2397 (0.2751) loss_giou_enc_hybrid: 0.5261 (0.5636) mem: 1012 max mem: 36964 [2024-01-14 23:44:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:45:03 det.util.engine] INFO: Epoch: [3] [2650/11727] eta: 2:44:56 lr: 0.000100 data_time: 0.0028 iter_time: 1.0849 loss: 28.7828 (29.6250) loss_class: 0.8028 (0.8213) loss_bbox: 0.2108 (0.2000) loss_giou: 0.4276 (0.4295) loss_class_0: 0.9917 (1.0404) loss_bbox_0: 0.2081 (0.1979) loss_giou_0: 0.4404 (0.4381) loss_class_1: 0.8792 (0.9073) loss_bbox_1: 0.2158 (0.1992) loss_giou_1: 0.4456 (0.4319) loss_class_2: 0.8398 (0.8588) loss_bbox_2: 0.2126 (0.1979) loss_giou_2: 0.4323 (0.4295) loss_class_3: 0.8223 (0.8339) loss_bbox_3: 0.2097 (0.1991) loss_giou_3: 0.4274 (0.4291) loss_class_4: 0.8119 (0.8239) loss_bbox_4: 0.2106 (0.1995) loss_giou_4: 0.4267 (0.4293) loss_class_enc: 0.9218 (0.9652) loss_bbox_enc: 0.2418 (0.2405) loss_giou_enc: 0.4944 (0.5004) loss_class_dn: 0.4200 (0.4239) loss_bbox_dn: 0.3191 (0.3263) loss_giou_dn: 0.5069 (0.5140) loss_class_dn_0: 0.4924 (0.4963) loss_bbox_dn_0: 0.4502 (0.4312) loss_giou_dn_0: 0.6550 (0.6515) loss_class_dn_1: 0.4440 (0.4469) loss_bbox_dn_1: 0.3517 (0.3500) loss_giou_dn_1: 0.5449 (0.5436) loss_class_dn_2: 0.4205 (0.4282) loss_bbox_dn_2: 0.3214 (0.3305) loss_giou_dn_2: 0.5165 (0.5200) loss_class_dn_3: 0.4156 (0.4224) loss_bbox_dn_3: 0.3205 (0.3272) loss_giou_dn_3: 0.5083 (0.5150) loss_class_dn_4: 0.4191 (0.4221) loss_bbox_dn_4: 0.3192 (0.3263) loss_giou_dn_4: 0.5069 (0.5139) loss_class_hybrid: 0.8125 (0.8177) loss_bbox_hybrid: 0.2186 (0.2181) loss_giou_hybrid: 0.4573 (0.4673) loss_class_0_hybrid: 0.8810 (0.8873) loss_bbox_0_hybrid: 0.2331 (0.2285) loss_giou_0_hybrid: 0.5025 (0.4937) loss_class_1_hybrid: 0.8398 (0.8487) loss_bbox_1_hybrid: 0.2237 (0.2215) loss_giou_1_hybrid: 0.4769 (0.4748) loss_class_2_hybrid: 0.8250 (0.8326) loss_bbox_2_hybrid: 0.2204 (0.2180) loss_giou_2_hybrid: 0.4627 (0.4688) loss_class_3_hybrid: 0.8249 (0.8214) loss_bbox_3_hybrid: 0.2190 (0.2179) loss_giou_3_hybrid: 0.4605 (0.4676) loss_class_4_hybrid: 0.8175 (0.8174) loss_bbox_4_hybrid: 0.2180 (0.2182) loss_giou_4_hybrid: 0.4588 (0.4675) loss_class_enc_hybrid: 0.8357 (0.8372) loss_bbox_enc_hybrid: 0.2782 (0.2751) loss_giou_enc_hybrid: 0.5588 (0.5635) mem: 1015 max mem: 36964 [2024-01-14 23:45:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:45:57 det.util.engine] INFO: Epoch: [3] [2700/11727] eta: 2:44:00 lr: 0.000100 data_time: 0.0028 iter_time: 1.0822 loss: 30.1199 (29.6322) loss_class: 0.8393 (0.8218) loss_bbox: 0.1760 (0.2000) loss_giou: 0.4402 (0.4295) loss_class_0: 0.9835 (1.0406) loss_bbox_0: 0.1800 (0.1979) loss_giou_0: 0.4584 (0.4382) loss_class_1: 0.8994 (0.9078) loss_bbox_1: 0.1796 (0.1992) loss_giou_1: 0.4399 (0.4320) loss_class_2: 0.8454 (0.8594) loss_bbox_2: 0.1772 (0.1979) loss_giou_2: 0.4419 (0.4295) loss_class_3: 0.8416 (0.8345) loss_bbox_3: 0.1771 (0.1991) loss_giou_3: 0.4391 (0.4291) loss_class_4: 0.8371 (0.8244) loss_bbox_4: 0.1761 (0.1994) loss_giou_4: 0.4389 (0.4293) loss_class_enc: 0.8973 (0.9651) loss_bbox_enc: 0.2238 (0.2405) loss_giou_enc: 0.5245 (0.5007) loss_class_dn: 0.4314 (0.4240) loss_bbox_dn: 0.2687 (0.3264) loss_giou_dn: 0.5190 (0.5142) loss_class_dn_0: 0.4875 (0.4963) loss_bbox_dn_0: 0.3794 (0.4311) loss_giou_dn_0: 0.6670 (0.6516) loss_class_dn_1: 0.4451 (0.4470) loss_bbox_dn_1: 0.2787 (0.3500) loss_giou_dn_1: 0.5568 (0.5437) loss_class_dn_2: 0.4394 (0.4283) loss_bbox_dn_2: 0.2687 (0.3305) loss_giou_dn_2: 0.5288 (0.5201) loss_class_dn_3: 0.4332 (0.4224) loss_bbox_dn_3: 0.2675 (0.3272) loss_giou_dn_3: 0.5221 (0.5152) loss_class_dn_4: 0.4336 (0.4221) loss_bbox_dn_4: 0.2687 (0.3264) loss_giou_dn_4: 0.5191 (0.5140) loss_class_hybrid: 0.8084 (0.8181) loss_bbox_hybrid: 0.1991 (0.2180) loss_giou_hybrid: 0.4725 (0.4674) loss_class_0_hybrid: 0.8576 (0.8874) loss_bbox_0_hybrid: 0.2120 (0.2285) loss_giou_0_hybrid: 0.5150 (0.4939) loss_class_1_hybrid: 0.8255 (0.8490) loss_bbox_1_hybrid: 0.1970 (0.2215) loss_giou_1_hybrid: 0.4841 (0.4750) loss_class_2_hybrid: 0.8123 (0.8329) loss_bbox_2_hybrid: 0.1966 (0.2180) loss_giou_2_hybrid: 0.4756 (0.4689) loss_class_3_hybrid: 0.8195 (0.8217) loss_bbox_3_hybrid: 0.1989 (0.2179) loss_giou_3_hybrid: 0.4746 (0.4677) loss_class_4_hybrid: 0.8122 (0.8178) loss_bbox_4_hybrid: 0.1984 (0.2181) loss_giou_4_hybrid: 0.4731 (0.4676) loss_class_enc_hybrid: 0.7906 (0.8371) loss_bbox_enc_hybrid: 0.2547 (0.2752) loss_giou_enc_hybrid: 0.5820 (0.5638) mem: 1028 max mem: 36964 [2024-01-14 23:45:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:46:52 det.util.engine] INFO: Epoch: [3] [2750/11727] eta: 2:43:09 lr: 0.000100 data_time: 0.0031 iter_time: 1.0779 loss: 29.4446 (29.6201) loss_class: 0.7587 (0.8214) loss_bbox: 0.1980 (0.1999) loss_giou: 0.4560 (0.4293) loss_class_0: 1.0400 (1.0405) loss_bbox_0: 0.1920 (0.1977) loss_giou_0: 0.4509 (0.4379) loss_class_1: 0.8314 (0.9073) loss_bbox_1: 0.2087 (0.1991) loss_giou_1: 0.4587 (0.4318) loss_class_2: 0.8003 (0.8591) loss_bbox_2: 0.2079 (0.1977) loss_giou_2: 0.4524 (0.4293) loss_class_3: 0.7992 (0.8343) loss_bbox_3: 0.2011 (0.1989) loss_giou_3: 0.4508 (0.4288) loss_class_4: 0.7684 (0.8240) loss_bbox_4: 0.2002 (0.1993) loss_giou_4: 0.4560 (0.4291) loss_class_enc: 0.9369 (0.9648) loss_bbox_enc: 0.2377 (0.2405) loss_giou_enc: 0.5082 (0.5004) loss_class_dn: 0.4180 (0.4240) loss_bbox_dn: 0.3179 (0.3262) loss_giou_dn: 0.5094 (0.5138) loss_class_dn_0: 0.4948 (0.4964) loss_bbox_dn_0: 0.4246 (0.4310) loss_giou_dn_0: 0.6381 (0.6513) loss_class_dn_1: 0.4400 (0.4471) loss_bbox_dn_1: 0.3258 (0.3499) loss_giou_dn_1: 0.5360 (0.5434) loss_class_dn_2: 0.4229 (0.4283) loss_bbox_dn_2: 0.3237 (0.3304) loss_giou_dn_2: 0.5144 (0.5197) loss_class_dn_3: 0.4190 (0.4225) loss_bbox_dn_3: 0.3213 (0.3270) loss_giou_dn_3: 0.5095 (0.5148) loss_class_dn_4: 0.4174 (0.4222) loss_bbox_dn_4: 0.3178 (0.3262) loss_giou_dn_4: 0.5091 (0.5137) loss_class_hybrid: 0.7726 (0.8178) loss_bbox_hybrid: 0.2294 (0.2179) loss_giou_hybrid: 0.4782 (0.4670) loss_class_0_hybrid: 0.8275 (0.8873) loss_bbox_0_hybrid: 0.2380 (0.2284) loss_giou_0_hybrid: 0.5036 (0.4937) loss_class_1_hybrid: 0.7876 (0.8489) loss_bbox_1_hybrid: 0.2304 (0.2213) loss_giou_1_hybrid: 0.4818 (0.4747) loss_class_2_hybrid: 0.7872 (0.8327) loss_bbox_2_hybrid: 0.2317 (0.2179) loss_giou_2_hybrid: 0.4782 (0.4687) loss_class_3_hybrid: 0.7783 (0.8215) loss_bbox_3_hybrid: 0.2303 (0.2177) loss_giou_3_hybrid: 0.4680 (0.4674) loss_class_4_hybrid: 0.7815 (0.8176) loss_bbox_4_hybrid: 0.2292 (0.2180) loss_giou_4_hybrid: 0.4665 (0.4673) loss_class_enc_hybrid: 0.8278 (0.8371) loss_bbox_enc_hybrid: 0.2741 (0.2751) loss_giou_enc_hybrid: 0.5606 (0.5635) mem: 1034 max mem: 36964 [2024-01-14 23:46:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:47:46 det.util.engine] INFO: Epoch: [3] [2800/11727] eta: 2:42:11 lr: 0.000100 data_time: 0.0031 iter_time: 1.1005 loss: 28.3707 (29.6166) loss_class: 0.7691 (0.8218) loss_bbox: 0.1851 (0.1997) loss_giou: 0.4267 (0.4291) loss_class_0: 1.0005 (1.0404) loss_bbox_0: 0.1775 (0.1976) loss_giou_0: 0.4374 (0.4379) loss_class_1: 0.8597 (0.9073) loss_bbox_1: 0.1858 (0.1990) loss_giou_1: 0.4303 (0.4317) loss_class_2: 0.8123 (0.8595) loss_bbox_2: 0.1843 (0.1976) loss_giou_2: 0.4279 (0.4291) loss_class_3: 0.7838 (0.8347) loss_bbox_3: 0.1768 (0.1988) loss_giou_3: 0.4267 (0.4287) loss_class_4: 0.7715 (0.8244) loss_bbox_4: 0.1815 (0.1992) loss_giou_4: 0.4345 (0.4289) loss_class_enc: 0.9201 (0.9647) loss_bbox_enc: 0.2150 (0.2402) loss_giou_enc: 0.4823 (0.5002) loss_class_dn: 0.4219 (0.4241) loss_bbox_dn: 0.2899 (0.3260) loss_giou_dn: 0.4989 (0.5138) loss_class_dn_0: 0.4892 (0.4965) loss_bbox_dn_0: 0.3899 (0.4307) loss_giou_dn_0: 0.6351 (0.6512) loss_class_dn_1: 0.4513 (0.4471) loss_bbox_dn_1: 0.3082 (0.3496) loss_giou_dn_1: 0.5233 (0.5433) loss_class_dn_2: 0.4323 (0.4284) loss_bbox_dn_2: 0.2951 (0.3301) loss_giou_dn_2: 0.5047 (0.5197) loss_class_dn_3: 0.4206 (0.4226) loss_bbox_dn_3: 0.2904 (0.3268) loss_giou_dn_3: 0.4988 (0.5148) loss_class_dn_4: 0.4190 (0.4223) loss_bbox_dn_4: 0.2898 (0.3260) loss_giou_dn_4: 0.4986 (0.5136) loss_class_hybrid: 0.7576 (0.8180) loss_bbox_hybrid: 0.1987 (0.2177) loss_giou_hybrid: 0.4619 (0.4669) loss_class_0_hybrid: 0.8624 (0.8874) loss_bbox_0_hybrid: 0.2037 (0.2282) loss_giou_0_hybrid: 0.4828 (0.4935) loss_class_1_hybrid: 0.8180 (0.8489) loss_bbox_1_hybrid: 0.2004 (0.2212) loss_giou_1_hybrid: 0.4685 (0.4745) loss_class_2_hybrid: 0.7889 (0.8329) loss_bbox_2_hybrid: 0.1984 (0.2177) loss_giou_2_hybrid: 0.4580 (0.4685) loss_class_3_hybrid: 0.7797 (0.8216) loss_bbox_3_hybrid: 0.1963 (0.2176) loss_giou_3_hybrid: 0.4608 (0.4672) loss_class_4_hybrid: 0.7561 (0.8177) loss_bbox_4_hybrid: 0.1968 (0.2178) loss_giou_4_hybrid: 0.4615 (0.4671) loss_class_enc_hybrid: 0.8199 (0.8371) loss_bbox_enc_hybrid: 0.2464 (0.2748) loss_giou_enc_hybrid: 0.5433 (0.5632) mem: 1024 max mem: 36964 [2024-01-14 23:47:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:48:40 det.util.engine] INFO: Epoch: [3] [2850/11727] eta: 2:41:17 lr: 0.000100 data_time: 0.0032 iter_time: 1.1007 loss: 28.6486 (29.6069) loss_class: 0.7528 (0.8213) loss_bbox: 0.1932 (0.1999) loss_giou: 0.3760 (0.4287) loss_class_0: 1.0335 (1.0402) loss_bbox_0: 0.1954 (0.1977) loss_giou_0: 0.3771 (0.4374) loss_class_1: 0.8710 (0.9070) loss_bbox_1: 0.1985 (0.1991) loss_giou_1: 0.3724 (0.4313) loss_class_2: 0.8177 (0.8590) loss_bbox_2: 0.1948 (0.1978) loss_giou_2: 0.3707 (0.4287) loss_class_3: 0.7900 (0.8344) loss_bbox_3: 0.1926 (0.1989) loss_giou_3: 0.3621 (0.4282) loss_class_4: 0.7482 (0.8239) loss_bbox_4: 0.1940 (0.1994) loss_giou_4: 0.3830 (0.4285) loss_class_enc: 0.9634 (0.9644) loss_bbox_enc: 0.2517 (0.2404) loss_giou_enc: 0.4479 (0.4998) loss_class_dn: 0.4053 (0.4240) loss_bbox_dn: 0.3731 (0.3263) loss_giou_dn: 0.4660 (0.5134) loss_class_dn_0: 0.4954 (0.4965) loss_bbox_dn_0: 0.4782 (0.4312) loss_giou_dn_0: 0.6035 (0.6508) loss_class_dn_1: 0.4428 (0.4471) loss_bbox_dn_1: 0.4007 (0.3499) loss_giou_dn_1: 0.4988 (0.5429) loss_class_dn_2: 0.4182 (0.4283) loss_bbox_dn_2: 0.3811 (0.3304) loss_giou_dn_2: 0.4763 (0.5193) loss_class_dn_3: 0.4086 (0.4224) loss_bbox_dn_3: 0.3749 (0.3271) loss_giou_dn_3: 0.4693 (0.5144) loss_class_dn_4: 0.4066 (0.4221) loss_bbox_dn_4: 0.3731 (0.3263) loss_giou_dn_4: 0.4656 (0.5133) loss_class_hybrid: 0.7720 (0.8178) loss_bbox_hybrid: 0.2078 (0.2178) loss_giou_hybrid: 0.3913 (0.4662) loss_class_0_hybrid: 0.8936 (0.8874) loss_bbox_0_hybrid: 0.2247 (0.2283) loss_giou_0_hybrid: 0.4132 (0.4928) loss_class_1_hybrid: 0.8252 (0.8489) loss_bbox_1_hybrid: 0.2171 (0.2213) loss_giou_1_hybrid: 0.3935 (0.4738) loss_class_2_hybrid: 0.7855 (0.8328) loss_bbox_2_hybrid: 0.2115 (0.2178) loss_giou_2_hybrid: 0.3901 (0.4678) loss_class_3_hybrid: 0.7702 (0.8214) loss_bbox_3_hybrid: 0.2097 (0.2177) loss_giou_3_hybrid: 0.3926 (0.4666) loss_class_4_hybrid: 0.7577 (0.8175) loss_bbox_4_hybrid: 0.2082 (0.2179) loss_giou_4_hybrid: 0.3893 (0.4665) loss_class_enc_hybrid: 0.8138 (0.8371) loss_bbox_enc_hybrid: 0.2876 (0.2749) loss_giou_enc_hybrid: 0.4841 (0.5626) mem: 1037 max mem: 36964 [2024-01-14 23:48:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:49:36 det.util.engine] INFO: Epoch: [3] [2900/11727] eta: 2:40:26 lr: 0.000100 data_time: 0.0029 iter_time: 1.1173 loss: 29.3148 (29.6068) loss_class: 0.7884 (0.8213) loss_bbox: 0.1823 (0.1998) loss_giou: 0.4406 (0.4288) loss_class_0: 0.9617 (1.0400) loss_bbox_0: 0.1781 (0.1977) loss_giou_0: 0.4629 (0.4376) loss_class_1: 0.8549 (0.9070) loss_bbox_1: 0.1875 (0.1991) loss_giou_1: 0.4384 (0.4314) loss_class_2: 0.8285 (0.8591) loss_bbox_2: 0.1699 (0.1977) loss_giou_2: 0.4390 (0.4288) loss_class_3: 0.7985 (0.8344) loss_bbox_3: 0.1872 (0.1989) loss_giou_3: 0.4483 (0.4283) loss_class_4: 0.7854 (0.8239) loss_bbox_4: 0.1844 (0.1993) loss_giou_4: 0.4407 (0.4286) loss_class_enc: 0.8955 (0.9642) loss_bbox_enc: 0.2220 (0.2404) loss_giou_enc: 0.5237 (0.5000) loss_class_dn: 0.4172 (0.4239) loss_bbox_dn: 0.2804 (0.3261) loss_giou_dn: 0.4958 (0.5136) loss_class_dn_0: 0.4899 (0.4966) loss_bbox_dn_0: 0.3906 (0.4310) loss_giou_dn_0: 0.6405 (0.6509) loss_class_dn_1: 0.4339 (0.4471) loss_bbox_dn_1: 0.3199 (0.3498) loss_giou_dn_1: 0.5263 (0.5431) loss_class_dn_2: 0.4227 (0.4283) loss_bbox_dn_2: 0.2901 (0.3303) loss_giou_dn_2: 0.5004 (0.5194) loss_class_dn_3: 0.4192 (0.4224) loss_bbox_dn_3: 0.2806 (0.3270) loss_giou_dn_3: 0.4963 (0.5146) loss_class_dn_4: 0.4159 (0.4221) loss_bbox_dn_4: 0.2803 (0.3261) loss_giou_dn_4: 0.4953 (0.5134) loss_class_hybrid: 0.7521 (0.8177) loss_bbox_hybrid: 0.1927 (0.2177) loss_giou_hybrid: 0.4651 (0.4663) loss_class_0_hybrid: 0.8198 (0.8874) loss_bbox_0_hybrid: 0.2014 (0.2282) loss_giou_0_hybrid: 0.5158 (0.4929) loss_class_1_hybrid: 0.7612 (0.8489) loss_bbox_1_hybrid: 0.1958 (0.2212) loss_giou_1_hybrid: 0.4780 (0.4740) loss_class_2_hybrid: 0.7698 (0.8327) loss_bbox_2_hybrid: 0.1939 (0.2177) loss_giou_2_hybrid: 0.4653 (0.4680) loss_class_3_hybrid: 0.7540 (0.8214) loss_bbox_3_hybrid: 0.2004 (0.2176) loss_giou_3_hybrid: 0.4758 (0.4667) loss_class_4_hybrid: 0.7548 (0.8174) loss_bbox_4_hybrid: 0.1990 (0.2178) loss_giou_4_hybrid: 0.4705 (0.4666) loss_class_enc_hybrid: 0.7932 (0.8370) loss_bbox_enc_hybrid: 0.2403 (0.2748) loss_giou_enc_hybrid: 0.5789 (0.5627) mem: 1020 max mem: 36964 [2024-01-14 23:49:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:50:29 det.util.engine] INFO: Epoch: [3] [2950/11727] eta: 2:39:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.0550 loss: 28.3638 (29.6050) loss_class: 0.7462 (0.8212) loss_bbox: 0.1661 (0.1998) loss_giou: 0.4422 (0.4288) loss_class_0: 0.9550 (1.0398) loss_bbox_0: 0.1713 (0.1977) loss_giou_0: 0.4561 (0.4376) loss_class_1: 0.8515 (0.9071) loss_bbox_1: 0.1635 (0.1991) loss_giou_1: 0.4479 (0.4314) loss_class_2: 0.7983 (0.8591) loss_bbox_2: 0.1660 (0.1978) loss_giou_2: 0.4280 (0.4288) loss_class_3: 0.7668 (0.8343) loss_bbox_3: 0.1637 (0.1989) loss_giou_3: 0.4276 (0.4283) loss_class_4: 0.7656 (0.8237) loss_bbox_4: 0.1623 (0.1993) loss_giou_4: 0.4423 (0.4286) loss_class_enc: 0.8816 (0.9642) loss_bbox_enc: 0.2066 (0.2403) loss_giou_enc: 0.5325 (0.4999) loss_class_dn: 0.4118 (0.4239) loss_bbox_dn: 0.2815 (0.3263) loss_giou_dn: 0.5020 (0.5135) loss_class_dn_0: 0.4979 (0.4965) loss_bbox_dn_0: 0.3725 (0.4312) loss_giou_dn_0: 0.6551 (0.6509) loss_class_dn_1: 0.4343 (0.4470) loss_bbox_dn_1: 0.3015 (0.3499) loss_giou_dn_1: 0.5379 (0.5430) loss_class_dn_2: 0.4183 (0.4282) loss_bbox_dn_2: 0.2841 (0.3304) loss_giou_dn_2: 0.5097 (0.5194) loss_class_dn_3: 0.4112 (0.4223) loss_bbox_dn_3: 0.2829 (0.3271) loss_giou_dn_3: 0.5027 (0.5145) loss_class_dn_4: 0.4075 (0.4220) loss_bbox_dn_4: 0.2814 (0.3263) loss_giou_dn_4: 0.5020 (0.5134) loss_class_hybrid: 0.7574 (0.8176) loss_bbox_hybrid: 0.1799 (0.2176) loss_giou_hybrid: 0.4812 (0.4663) loss_class_0_hybrid: 0.8261 (0.8873) loss_bbox_0_hybrid: 0.1952 (0.2281) loss_giou_0_hybrid: 0.5072 (0.4929) loss_class_1_hybrid: 0.7813 (0.8488) loss_bbox_1_hybrid: 0.1922 (0.2211) loss_giou_1_hybrid: 0.4823 (0.4739) loss_class_2_hybrid: 0.7625 (0.8326) loss_bbox_2_hybrid: 0.1821 (0.2177) loss_giou_2_hybrid: 0.4798 (0.4679) loss_class_3_hybrid: 0.7696 (0.8213) loss_bbox_3_hybrid: 0.1805 (0.2175) loss_giou_3_hybrid: 0.4824 (0.4667) loss_class_4_hybrid: 0.7689 (0.8174) loss_bbox_4_hybrid: 0.1796 (0.2178) loss_giou_4_hybrid: 0.4776 (0.4666) loss_class_enc_hybrid: 0.7971 (0.8369) loss_bbox_enc_hybrid: 0.2341 (0.2747) loss_giou_enc_hybrid: 0.5740 (0.5626) mem: 1030 max mem: 36964 [2024-01-14 23:50:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:51:23 det.util.engine] INFO: Epoch: [3] [3000/11727] eta: 2:38:31 lr: 0.000100 data_time: 0.0030 iter_time: 1.0502 loss: 29.4361 (29.5997) loss_class: 0.8390 (0.8211) loss_bbox: 0.1941 (0.1997) loss_giou: 0.4023 (0.4287) loss_class_0: 0.9703 (1.0392) loss_bbox_0: 0.2073 (0.1977) loss_giou_0: 0.4202 (0.4375) loss_class_1: 0.8833 (0.9069) loss_bbox_1: 0.2135 (0.1990) loss_giou_1: 0.4293 (0.4312) loss_class_2: 0.8721 (0.8590) loss_bbox_2: 0.2004 (0.1977) loss_giou_2: 0.4119 (0.4287) loss_class_3: 0.8341 (0.8342) loss_bbox_3: 0.1960 (0.1988) loss_giou_3: 0.4086 (0.4282) loss_class_4: 0.8324 (0.8235) loss_bbox_4: 0.1931 (0.1993) loss_giou_4: 0.4074 (0.4285) loss_class_enc: 0.9681 (0.9641) loss_bbox_enc: 0.2410 (0.2403) loss_giou_enc: 0.4750 (0.4997) loss_class_dn: 0.4114 (0.4237) loss_bbox_dn: 0.3267 (0.3263) loss_giou_dn: 0.5053 (0.5135) loss_class_dn_0: 0.4881 (0.4965) loss_bbox_dn_0: 0.4222 (0.4312) loss_giou_dn_0: 0.6448 (0.6508) loss_class_dn_1: 0.4392 (0.4469) loss_bbox_dn_1: 0.3566 (0.3500) loss_giou_dn_1: 0.5413 (0.5430) loss_class_dn_2: 0.4215 (0.4281) loss_bbox_dn_2: 0.3309 (0.3305) loss_giou_dn_2: 0.5144 (0.5194) loss_class_dn_3: 0.4135 (0.4222) loss_bbox_dn_3: 0.3270 (0.3271) loss_giou_dn_3: 0.5073 (0.5145) loss_class_dn_4: 0.4136 (0.4219) loss_bbox_dn_4: 0.3268 (0.3263) loss_giou_dn_4: 0.5053 (0.5134) loss_class_hybrid: 0.8336 (0.8176) loss_bbox_hybrid: 0.2247 (0.2176) loss_giou_hybrid: 0.4715 (0.4662) loss_class_0_hybrid: 0.8405 (0.8868) loss_bbox_0_hybrid: 0.2388 (0.2281) loss_giou_0_hybrid: 0.4995 (0.4928) loss_class_1_hybrid: 0.8481 (0.8487) loss_bbox_1_hybrid: 0.2292 (0.2211) loss_giou_1_hybrid: 0.4764 (0.4738) loss_class_2_hybrid: 0.8386 (0.8325) loss_bbox_2_hybrid: 0.2230 (0.2176) loss_giou_2_hybrid: 0.4785 (0.4678) loss_class_3_hybrid: 0.8228 (0.8213) loss_bbox_3_hybrid: 0.2232 (0.2175) loss_giou_3_hybrid: 0.4778 (0.4665) loss_class_4_hybrid: 0.8280 (0.8173) loss_bbox_4_hybrid: 0.2243 (0.2177) loss_giou_4_hybrid: 0.4753 (0.4665) loss_class_enc_hybrid: 0.8200 (0.8368) loss_bbox_enc_hybrid: 0.2726 (0.2747) loss_giou_enc_hybrid: 0.5585 (0.5624) mem: 1017 max mem: 36964 [2024-01-14 23:51:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:52:17 det.util.engine] INFO: Epoch: [3] [3050/11727] eta: 2:37:35 lr: 0.000100 data_time: 0.0030 iter_time: 1.0640 loss: 29.4143 (29.5953) loss_class: 0.7718 (0.8211) loss_bbox: 0.1850 (0.1997) loss_giou: 0.4038 (0.4285) loss_class_0: 1.0471 (1.0392) loss_bbox_0: 0.1857 (0.1976) loss_giou_0: 0.4092 (0.4373) loss_class_1: 0.8556 (0.9068) loss_bbox_1: 0.1866 (0.1990) loss_giou_1: 0.3978 (0.4311) loss_class_2: 0.8387 (0.8590) loss_bbox_2: 0.1897 (0.1977) loss_giou_2: 0.3918 (0.4285) loss_class_3: 0.7819 (0.8342) loss_bbox_3: 0.1886 (0.1988) loss_giou_3: 0.4033 (0.4280) loss_class_4: 0.7724 (0.8236) loss_bbox_4: 0.1850 (0.1992) loss_giou_4: 0.4036 (0.4284) loss_class_enc: 0.9607 (0.9641) loss_bbox_enc: 0.2326 (0.2401) loss_giou_enc: 0.4671 (0.4994) loss_class_dn: 0.4269 (0.4237) loss_bbox_dn: 0.3082 (0.3262) loss_giou_dn: 0.5126 (0.5135) loss_class_dn_0: 0.4868 (0.4965) loss_bbox_dn_0: 0.4084 (0.4309) loss_giou_dn_0: 0.6498 (0.6508) loss_class_dn_1: 0.4392 (0.4469) loss_bbox_dn_1: 0.3303 (0.3498) loss_giou_dn_1: 0.5378 (0.5430) loss_class_dn_2: 0.4282 (0.4282) loss_bbox_dn_2: 0.3125 (0.3304) loss_giou_dn_2: 0.5144 (0.5194) loss_class_dn_3: 0.4240 (0.4223) loss_bbox_dn_3: 0.3083 (0.3271) loss_giou_dn_3: 0.5109 (0.5145) loss_class_dn_4: 0.4246 (0.4219) loss_bbox_dn_4: 0.3082 (0.3262) loss_giou_dn_4: 0.5121 (0.5134) loss_class_hybrid: 0.8096 (0.8177) loss_bbox_hybrid: 0.1933 (0.2174) loss_giou_hybrid: 0.4467 (0.4659) loss_class_0_hybrid: 0.8653 (0.8868) loss_bbox_0_hybrid: 0.2058 (0.2280) loss_giou_0_hybrid: 0.4711 (0.4925) loss_class_1_hybrid: 0.8133 (0.8487) loss_bbox_1_hybrid: 0.1987 (0.2210) loss_giou_1_hybrid: 0.4561 (0.4736) loss_class_2_hybrid: 0.8200 (0.8327) loss_bbox_2_hybrid: 0.1960 (0.2175) loss_giou_2_hybrid: 0.4513 (0.4676) loss_class_3_hybrid: 0.8058 (0.8215) loss_bbox_3_hybrid: 0.1941 (0.2173) loss_giou_3_hybrid: 0.4480 (0.4663) loss_class_4_hybrid: 0.8080 (0.8175) loss_bbox_4_hybrid: 0.1939 (0.2176) loss_giou_4_hybrid: 0.4468 (0.4662) loss_class_enc_hybrid: 0.8276 (0.8369) loss_bbox_enc_hybrid: 0.2421 (0.2744) loss_giou_enc_hybrid: 0.5407 (0.5621) mem: 1023 max mem: 36964 [2024-01-14 23:52:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:53:12 det.util.engine] INFO: Epoch: [3] [3100/11727] eta: 2:36:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0725 loss: 28.7800 (29.5845) loss_class: 0.7743 (0.8210) loss_bbox: 0.1690 (0.1994) loss_giou: 0.4412 (0.4284) loss_class_0: 1.0080 (1.0391) loss_bbox_0: 0.1733 (0.1973) loss_giou_0: 0.4576 (0.4372) loss_class_1: 0.8924 (0.9068) loss_bbox_1: 0.1676 (0.1986) loss_giou_1: 0.4311 (0.4310) loss_class_2: 0.8234 (0.8590) loss_bbox_2: 0.1646 (0.1973) loss_giou_2: 0.4388 (0.4283) loss_class_3: 0.8109 (0.8342) loss_bbox_3: 0.1650 (0.1984) loss_giou_3: 0.4421 (0.4279) loss_class_4: 0.7901 (0.8234) loss_bbox_4: 0.1708 (0.1989) loss_giou_4: 0.4411 (0.4283) loss_class_enc: 0.9218 (0.9639) loss_bbox_enc: 0.2132 (0.2398) loss_giou_enc: 0.5000 (0.4994) loss_class_dn: 0.4207 (0.4237) loss_bbox_dn: 0.2814 (0.3258) loss_giou_dn: 0.5009 (0.5134) loss_class_dn_0: 0.4852 (0.4965) loss_bbox_dn_0: 0.3959 (0.4304) loss_giou_dn_0: 0.6269 (0.6506) loss_class_dn_1: 0.4372 (0.4469) loss_bbox_dn_1: 0.3184 (0.3494) loss_giou_dn_1: 0.5320 (0.5429) loss_class_dn_2: 0.4151 (0.4282) loss_bbox_dn_2: 0.2911 (0.3299) loss_giou_dn_2: 0.5080 (0.5193) loss_class_dn_3: 0.4167 (0.4223) loss_bbox_dn_3: 0.2865 (0.3266) loss_giou_dn_3: 0.5030 (0.5144) loss_class_dn_4: 0.4151 (0.4219) loss_bbox_dn_4: 0.2813 (0.3258) loss_giou_dn_4: 0.5006 (0.5133) loss_class_hybrid: 0.7847 (0.8177) loss_bbox_hybrid: 0.1903 (0.2171) loss_giou_hybrid: 0.4530 (0.4658) loss_class_0_hybrid: 0.8546 (0.8867) loss_bbox_0_hybrid: 0.2031 (0.2277) loss_giou_0_hybrid: 0.4711 (0.4924) loss_class_1_hybrid: 0.8250 (0.8486) loss_bbox_1_hybrid: 0.1979 (0.2207) loss_giou_1_hybrid: 0.4580 (0.4734) loss_class_2_hybrid: 0.8102 (0.8326) loss_bbox_2_hybrid: 0.1977 (0.2172) loss_giou_2_hybrid: 0.4549 (0.4674) loss_class_3_hybrid: 0.7972 (0.8214) loss_bbox_3_hybrid: 0.1890 (0.2170) loss_giou_3_hybrid: 0.4530 (0.4662) loss_class_4_hybrid: 0.7932 (0.8174) loss_bbox_4_hybrid: 0.1896 (0.2172) loss_giou_4_hybrid: 0.4521 (0.4661) loss_class_enc_hybrid: 0.8326 (0.8369) loss_bbox_enc_hybrid: 0.2613 (0.2741) loss_giou_enc_hybrid: 0.5509 (0.5620) mem: 1025 max mem: 36964 [2024-01-14 23:53:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:54:06 det.util.engine] INFO: Epoch: [3] [3150/11727] eta: 2:35:46 lr: 0.000100 data_time: 0.0028 iter_time: 1.0642 loss: 28.8553 (29.5777) loss_class: 0.7874 (0.8208) loss_bbox: 0.2007 (0.1993) loss_giou: 0.4511 (0.4284) loss_class_0: 0.9849 (1.0387) loss_bbox_0: 0.1836 (0.1972) loss_giou_0: 0.4771 (0.4373) loss_class_1: 0.8759 (0.9066) loss_bbox_1: 0.1890 (0.1985) loss_giou_1: 0.4572 (0.4310) loss_class_2: 0.8314 (0.8588) loss_bbox_2: 0.1867 (0.1973) loss_giou_2: 0.4508 (0.4284) loss_class_3: 0.7908 (0.8339) loss_bbox_3: 0.1992 (0.1984) loss_giou_3: 0.4563 (0.4280) loss_class_4: 0.7794 (0.8232) loss_bbox_4: 0.1868 (0.1988) loss_giou_4: 0.4507 (0.4283) loss_class_enc: 0.9345 (0.9638) loss_bbox_enc: 0.2292 (0.2397) loss_giou_enc: 0.5088 (0.4994) loss_class_dn: 0.4169 (0.4236) loss_bbox_dn: 0.2758 (0.3254) loss_giou_dn: 0.5022 (0.5133) loss_class_dn_0: 0.4882 (0.4964) loss_bbox_dn_0: 0.3522 (0.4300) loss_giou_dn_0: 0.6388 (0.6504) loss_class_dn_1: 0.4398 (0.4468) loss_bbox_dn_1: 0.3012 (0.3490) loss_giou_dn_1: 0.5344 (0.5427) loss_class_dn_2: 0.4244 (0.4281) loss_bbox_dn_2: 0.2799 (0.3296) loss_giou_dn_2: 0.5159 (0.5191) loss_class_dn_3: 0.4164 (0.4222) loss_bbox_dn_3: 0.2754 (0.3262) loss_giou_dn_3: 0.5062 (0.5142) loss_class_dn_4: 0.4145 (0.4218) loss_bbox_dn_4: 0.2758 (0.3254) loss_giou_dn_4: 0.5022 (0.5131) loss_class_hybrid: 0.7944 (0.8176) loss_bbox_hybrid: 0.2017 (0.2170) loss_giou_hybrid: 0.4710 (0.4658) loss_class_0_hybrid: 0.8632 (0.8866) loss_bbox_0_hybrid: 0.2166 (0.2276) loss_giou_0_hybrid: 0.5017 (0.4924) loss_class_1_hybrid: 0.8259 (0.8484) loss_bbox_1_hybrid: 0.2149 (0.2206) loss_giou_1_hybrid: 0.4846 (0.4734) loss_class_2_hybrid: 0.8029 (0.8324) loss_bbox_2_hybrid: 0.2001 (0.2171) loss_giou_2_hybrid: 0.4762 (0.4675) loss_class_3_hybrid: 0.8072 (0.8213) loss_bbox_3_hybrid: 0.2003 (0.2169) loss_giou_3_hybrid: 0.4774 (0.4662) loss_class_4_hybrid: 0.8005 (0.8173) loss_bbox_4_hybrid: 0.2019 (0.2171) loss_giou_4_hybrid: 0.4753 (0.4661) loss_class_enc_hybrid: 0.8031 (0.8368) loss_bbox_enc_hybrid: 0.2526 (0.2741) loss_giou_enc_hybrid: 0.5578 (0.5621) mem: 1025 max mem: 36964 [2024-01-14 23:54:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:55:00 det.util.engine] INFO: Epoch: [3] [3200/11727] eta: 2:34:51 lr: 0.000100 data_time: 0.0029 iter_time: 1.0842 loss: 27.4727 (29.5699) loss_class: 0.7929 (0.8211) loss_bbox: 0.1669 (0.1992) loss_giou: 0.3879 (0.4279) loss_class_0: 0.9797 (1.0387) loss_bbox_0: 0.1759 (0.1973) loss_giou_0: 0.3964 (0.4369) loss_class_1: 0.8660 (0.9067) loss_bbox_1: 0.1633 (0.1986) loss_giou_1: 0.3926 (0.4306) loss_class_2: 0.8059 (0.8588) loss_bbox_2: 0.1597 (0.1973) loss_giou_2: 0.3859 (0.4280) loss_class_3: 0.8015 (0.8341) loss_bbox_3: 0.1596 (0.1983) loss_giou_3: 0.3944 (0.4275) loss_class_4: 0.7812 (0.8234) loss_bbox_4: 0.1614 (0.1988) loss_giou_4: 0.3944 (0.4278) loss_class_enc: 0.9078 (0.9639) loss_bbox_enc: 0.2215 (0.2397) loss_giou_enc: 0.4505 (0.4989) loss_class_dn: 0.4101 (0.4236) loss_bbox_dn: 0.2903 (0.3253) loss_giou_dn: 0.4741 (0.5128) loss_class_dn_0: 0.5031 (0.4965) loss_bbox_dn_0: 0.4028 (0.4301) loss_giou_dn_0: 0.6208 (0.6500) loss_class_dn_1: 0.4467 (0.4469) loss_bbox_dn_1: 0.3244 (0.3490) loss_giou_dn_1: 0.5053 (0.5423) loss_class_dn_2: 0.4243 (0.4281) loss_bbox_dn_2: 0.2981 (0.3295) loss_giou_dn_2: 0.4789 (0.5187) loss_class_dn_3: 0.4149 (0.4221) loss_bbox_dn_3: 0.2912 (0.3262) loss_giou_dn_3: 0.4753 (0.5138) loss_class_dn_4: 0.4108 (0.4218) loss_bbox_dn_4: 0.2902 (0.3253) loss_giou_dn_4: 0.4739 (0.5127) loss_class_hybrid: 0.7999 (0.8178) loss_bbox_hybrid: 0.1958 (0.2169) loss_giou_hybrid: 0.4211 (0.4652) loss_class_0_hybrid: 0.8605 (0.8868) loss_bbox_0_hybrid: 0.1954 (0.2276) loss_giou_0_hybrid: 0.4534 (0.4919) loss_class_1_hybrid: 0.8308 (0.8487) loss_bbox_1_hybrid: 0.1900 (0.2205) loss_giou_1_hybrid: 0.4417 (0.4729) loss_class_2_hybrid: 0.7985 (0.8326) loss_bbox_2_hybrid: 0.1934 (0.2170) loss_giou_2_hybrid: 0.4296 (0.4669) loss_class_3_hybrid: 0.8036 (0.8215) loss_bbox_3_hybrid: 0.1968 (0.2168) loss_giou_3_hybrid: 0.4219 (0.4656) loss_class_4_hybrid: 0.7970 (0.8176) loss_bbox_4_hybrid: 0.1947 (0.2170) loss_giou_4_hybrid: 0.4226 (0.4655) loss_class_enc_hybrid: 0.8008 (0.8370) loss_bbox_enc_hybrid: 0.2566 (0.2740) loss_giou_enc_hybrid: 0.5128 (0.5615) mem: 1021 max mem: 36964 [2024-01-14 23:55:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:55:56 det.util.engine] INFO: Epoch: [3] [3250/11727] eta: 2:33:59 lr: 0.000100 data_time: 0.0028 iter_time: 1.1123 loss: 28.6450 (29.5626) loss_class: 0.7889 (0.8209) loss_bbox: 0.2044 (0.1992) loss_giou: 0.3886 (0.4277) loss_class_0: 1.0191 (1.0386) loss_bbox_0: 0.1934 (0.1973) loss_giou_0: 0.4018 (0.4366) loss_class_1: 0.8472 (0.9065) loss_bbox_1: 0.1979 (0.1985) loss_giou_1: 0.3929 (0.4303) loss_class_2: 0.8108 (0.8587) loss_bbox_2: 0.1967 (0.1973) loss_giou_2: 0.3843 (0.4277) loss_class_3: 0.8158 (0.8340) loss_bbox_3: 0.2001 (0.1983) loss_giou_3: 0.3837 (0.4272) loss_class_4: 0.7809 (0.8232) loss_bbox_4: 0.2016 (0.1988) loss_giou_4: 0.3882 (0.4276) loss_class_enc: 0.9387 (0.9637) loss_bbox_enc: 0.2331 (0.2397) loss_giou_enc: 0.4644 (0.4986) loss_class_dn: 0.4109 (0.4235) loss_bbox_dn: 0.2950 (0.3254) loss_giou_dn: 0.4818 (0.5126) loss_class_dn_0: 0.4836 (0.4964) loss_bbox_dn_0: 0.4088 (0.4302) loss_giou_dn_0: 0.6182 (0.6498) loss_class_dn_1: 0.4399 (0.4468) loss_bbox_dn_1: 0.3221 (0.3491) loss_giou_dn_1: 0.5169 (0.5421) loss_class_dn_2: 0.4215 (0.4280) loss_bbox_dn_2: 0.3011 (0.3296) loss_giou_dn_2: 0.4872 (0.5185) loss_class_dn_3: 0.4113 (0.4220) loss_bbox_dn_3: 0.2972 (0.3263) loss_giou_dn_3: 0.4836 (0.5136) loss_class_dn_4: 0.4091 (0.4217) loss_bbox_dn_4: 0.2949 (0.3254) loss_giou_dn_4: 0.4817 (0.5125) loss_class_hybrid: 0.8065 (0.8177) loss_bbox_hybrid: 0.2147 (0.2169) loss_giou_hybrid: 0.4110 (0.4649) loss_class_0_hybrid: 0.8756 (0.8866) loss_bbox_0_hybrid: 0.2223 (0.2276) loss_giou_0_hybrid: 0.4309 (0.4916) loss_class_1_hybrid: 0.8288 (0.8485) loss_bbox_1_hybrid: 0.2195 (0.2205) loss_giou_1_hybrid: 0.4266 (0.4726) loss_class_2_hybrid: 0.8103 (0.8325) loss_bbox_2_hybrid: 0.2181 (0.2170) loss_giou_2_hybrid: 0.4138 (0.4666) loss_class_3_hybrid: 0.8197 (0.8214) loss_bbox_3_hybrid: 0.2127 (0.2168) loss_giou_3_hybrid: 0.4112 (0.4654) loss_class_4_hybrid: 0.8071 (0.8175) loss_bbox_4_hybrid: 0.2142 (0.2170) loss_giou_4_hybrid: 0.4140 (0.4652) loss_class_enc_hybrid: 0.8023 (0.8368) loss_bbox_enc_hybrid: 0.2706 (0.2740) loss_giou_enc_hybrid: 0.5171 (0.5612) mem: 1024 max mem: 36964 [2024-01-14 23:55:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:56:50 det.util.engine] INFO: Epoch: [3] [3300/11727] eta: 2:33:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0573 loss: 29.2366 (29.5576) loss_class: 0.8183 (0.8208) loss_bbox: 0.1717 (0.1992) loss_giou: 0.3994 (0.4277) loss_class_0: 1.0694 (1.0387) loss_bbox_0: 0.1859 (0.1972) loss_giou_0: 0.3926 (0.4366) loss_class_1: 0.9192 (0.9064) loss_bbox_1: 0.1857 (0.1985) loss_giou_1: 0.3999 (0.4303) loss_class_2: 0.8897 (0.8588) loss_bbox_2: 0.1665 (0.1972) loss_giou_2: 0.3995 (0.4277) loss_class_3: 0.8639 (0.8340) loss_bbox_3: 0.1669 (0.1982) loss_giou_3: 0.3984 (0.4272) loss_class_4: 0.8331 (0.8231) loss_bbox_4: 0.1699 (0.1987) loss_giou_4: 0.3995 (0.4276) loss_class_enc: 0.9901 (0.9637) loss_bbox_enc: 0.2452 (0.2396) loss_giou_enc: 0.4652 (0.4986) loss_class_dn: 0.4085 (0.4235) loss_bbox_dn: 0.3000 (0.3251) loss_giou_dn: 0.4832 (0.5124) loss_class_dn_0: 0.4979 (0.4964) loss_bbox_dn_0: 0.4395 (0.4300) loss_giou_dn_0: 0.6423 (0.6496) loss_class_dn_1: 0.4453 (0.4468) loss_bbox_dn_1: 0.3391 (0.3488) loss_giou_dn_1: 0.5172 (0.5419) loss_class_dn_2: 0.4192 (0.4279) loss_bbox_dn_2: 0.3061 (0.3293) loss_giou_dn_2: 0.4896 (0.5183) loss_class_dn_3: 0.4207 (0.4220) loss_bbox_dn_3: 0.3011 (0.3260) loss_giou_dn_3: 0.4839 (0.5135) loss_class_dn_4: 0.4101 (0.4217) loss_bbox_dn_4: 0.3000 (0.3251) loss_giou_dn_4: 0.4828 (0.5123) loss_class_hybrid: 0.8035 (0.8177) loss_bbox_hybrid: 0.1977 (0.2168) loss_giou_hybrid: 0.4077 (0.4649) loss_class_0_hybrid: 0.8985 (0.8866) loss_bbox_0_hybrid: 0.2194 (0.2274) loss_giou_0_hybrid: 0.4362 (0.4916) loss_class_1_hybrid: 0.8390 (0.8485) loss_bbox_1_hybrid: 0.2021 (0.2204) loss_giou_1_hybrid: 0.4136 (0.4726) loss_class_2_hybrid: 0.8362 (0.8325) loss_bbox_2_hybrid: 0.1942 (0.2169) loss_giou_2_hybrid: 0.4112 (0.4666) loss_class_3_hybrid: 0.8182 (0.8214) loss_bbox_3_hybrid: 0.1935 (0.2167) loss_giou_3_hybrid: 0.4078 (0.4653) loss_class_4_hybrid: 0.7974 (0.8174) loss_bbox_4_hybrid: 0.1915 (0.2169) loss_giou_4_hybrid: 0.4074 (0.4652) loss_class_enc_hybrid: 0.8373 (0.8368) loss_bbox_enc_hybrid: 0.2824 (0.2739) loss_giou_enc_hybrid: 0.5048 (0.5612) mem: 1028 max mem: 36964 [2024-01-14 23:56:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:57:44 det.util.engine] INFO: Epoch: [3] [3350/11727] eta: 2:32:08 lr: 0.000100 data_time: 0.0031 iter_time: 1.0430 loss: 29.3091 (29.5538) loss_class: 0.8296 (0.8207) loss_bbox: 0.2050 (0.1992) loss_giou: 0.4232 (0.4274) loss_class_0: 1.0425 (1.0388) loss_bbox_0: 0.1879 (0.1972) loss_giou_0: 0.4454 (0.4363) loss_class_1: 0.8900 (0.9064) loss_bbox_1: 0.1841 (0.1985) loss_giou_1: 0.4248 (0.4300) loss_class_2: 0.8471 (0.8585) loss_bbox_2: 0.1990 (0.1972) loss_giou_2: 0.4286 (0.4274) loss_class_3: 0.8374 (0.8339) loss_bbox_3: 0.1980 (0.1983) loss_giou_3: 0.4279 (0.4269) loss_class_4: 0.8318 (0.8231) loss_bbox_4: 0.1956 (0.1988) loss_giou_4: 0.4238 (0.4273) loss_class_enc: 0.9260 (0.9638) loss_bbox_enc: 0.2304 (0.2397) loss_giou_enc: 0.4915 (0.4983) loss_class_dn: 0.4196 (0.4234) loss_bbox_dn: 0.3044 (0.3253) loss_giou_dn: 0.5140 (0.5123) loss_class_dn_0: 0.4930 (0.4964) loss_bbox_dn_0: 0.3930 (0.4303) loss_giou_dn_0: 0.6448 (0.6495) loss_class_dn_1: 0.4373 (0.4467) loss_bbox_dn_1: 0.3187 (0.3491) loss_giou_dn_1: 0.5299 (0.5418) loss_class_dn_2: 0.4243 (0.4279) loss_bbox_dn_2: 0.3051 (0.3295) loss_giou_dn_2: 0.5135 (0.5181) loss_class_dn_3: 0.4184 (0.4220) loss_bbox_dn_3: 0.3054 (0.3262) loss_giou_dn_3: 0.5131 (0.5133) loss_class_dn_4: 0.4191 (0.4216) loss_bbox_dn_4: 0.3043 (0.3253) loss_giou_dn_4: 0.5130 (0.5121) loss_class_hybrid: 0.8220 (0.8177) loss_bbox_hybrid: 0.2097 (0.2168) loss_giou_hybrid: 0.4632 (0.4646) loss_class_0_hybrid: 0.8741 (0.8867) loss_bbox_0_hybrid: 0.2295 (0.2274) loss_giou_0_hybrid: 0.4945 (0.4912) loss_class_1_hybrid: 0.8413 (0.8486) loss_bbox_1_hybrid: 0.2198 (0.2204) loss_giou_1_hybrid: 0.4728 (0.4723) loss_class_2_hybrid: 0.8675 (0.8326) loss_bbox_2_hybrid: 0.2123 (0.2169) loss_giou_2_hybrid: 0.4739 (0.4662) loss_class_3_hybrid: 0.8289 (0.8214) loss_bbox_3_hybrid: 0.2109 (0.2167) loss_giou_3_hybrid: 0.4681 (0.4650) loss_class_4_hybrid: 0.8099 (0.8175) loss_bbox_4_hybrid: 0.2103 (0.2169) loss_giou_4_hybrid: 0.4650 (0.4649) loss_class_enc_hybrid: 0.8200 (0.8369) loss_bbox_enc_hybrid: 0.2831 (0.2740) loss_giou_enc_hybrid: 0.5452 (0.5608) mem: 1021 max mem: 36964 [2024-01-14 23:57:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:58:41 det.util.engine] INFO: Epoch: [3] [3400/11727] eta: 2:31:20 lr: 0.000100 data_time: 0.0031 iter_time: 1.1447 loss: 29.0479 (29.5498) loss_class: 0.7953 (0.8203) loss_bbox: 0.1854 (0.1992) loss_giou: 0.4472 (0.4277) loss_class_0: 0.9943 (1.0382) loss_bbox_0: 0.1777 (0.1972) loss_giou_0: 0.4703 (0.4366) loss_class_1: 0.8461 (0.9059) loss_bbox_1: 0.1893 (0.1984) loss_giou_1: 0.4565 (0.4302) loss_class_2: 0.8285 (0.8582) loss_bbox_2: 0.1722 (0.1971) loss_giou_2: 0.4555 (0.4276) loss_class_3: 0.8038 (0.8336) loss_bbox_3: 0.1766 (0.1982) loss_giou_3: 0.4605 (0.4272) loss_class_4: 0.7890 (0.8226) loss_bbox_4: 0.1858 (0.1987) loss_giou_4: 0.4559 (0.4276) loss_class_enc: 0.8892 (0.9635) loss_bbox_enc: 0.2295 (0.2397) loss_giou_enc: 0.5172 (0.4985) loss_class_dn: 0.4151 (0.4233) loss_bbox_dn: 0.3049 (0.3251) loss_giou_dn: 0.5372 (0.5123) loss_class_dn_0: 0.4779 (0.4963) loss_bbox_dn_0: 0.4255 (0.4301) loss_giou_dn_0: 0.6692 (0.6496) loss_class_dn_1: 0.4293 (0.4466) loss_bbox_dn_1: 0.3317 (0.3488) loss_giou_dn_1: 0.5654 (0.5418) loss_class_dn_2: 0.4185 (0.4278) loss_bbox_dn_2: 0.3104 (0.3293) loss_giou_dn_2: 0.5454 (0.5182) loss_class_dn_3: 0.4150 (0.4219) loss_bbox_dn_3: 0.3045 (0.3260) loss_giou_dn_3: 0.5388 (0.5133) loss_class_dn_4: 0.4138 (0.4215) loss_bbox_dn_4: 0.3051 (0.3251) loss_giou_dn_4: 0.5369 (0.5122) loss_class_hybrid: 0.7743 (0.8173) loss_bbox_hybrid: 0.1971 (0.2167) loss_giou_hybrid: 0.5029 (0.4648) loss_class_0_hybrid: 0.8389 (0.8864) loss_bbox_0_hybrid: 0.2076 (0.2274) loss_giou_0_hybrid: 0.5226 (0.4915) loss_class_1_hybrid: 0.7959 (0.8481) loss_bbox_1_hybrid: 0.1952 (0.2204) loss_giou_1_hybrid: 0.5076 (0.4725) loss_class_2_hybrid: 0.7901 (0.8321) loss_bbox_2_hybrid: 0.1954 (0.2169) loss_giou_2_hybrid: 0.5060 (0.4665) loss_class_3_hybrid: 0.7840 (0.8210) loss_bbox_3_hybrid: 0.1972 (0.2167) loss_giou_3_hybrid: 0.5048 (0.4653) loss_class_4_hybrid: 0.7662 (0.8171) loss_bbox_4_hybrid: 0.1962 (0.2169) loss_giou_4_hybrid: 0.5025 (0.4651) loss_class_enc_hybrid: 0.7936 (0.8366) loss_bbox_enc_hybrid: 0.2524 (0.2740) loss_giou_enc_hybrid: 0.5916 (0.5611) mem: 1023 max mem: 36964 [2024-01-14 23:58:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-14 23:59:35 det.util.engine] INFO: Epoch: [3] [3450/11727] eta: 2:30:24 lr: 0.000100 data_time: 0.0029 iter_time: 1.0679 loss: 29.8161 (29.5503) loss_class: 0.8169 (0.8204) loss_bbox: 0.1834 (0.1990) loss_giou: 0.4268 (0.4279) loss_class_0: 1.0449 (1.0383) loss_bbox_0: 0.1710 (0.1970) loss_giou_0: 0.4227 (0.4368) loss_class_1: 0.8955 (0.9059) loss_bbox_1: 0.1783 (0.1983) loss_giou_1: 0.4282 (0.4305) loss_class_2: 0.8528 (0.8582) loss_bbox_2: 0.1799 (0.1970) loss_giou_2: 0.4281 (0.4279) loss_class_3: 0.8321 (0.8336) loss_bbox_3: 0.1776 (0.1980) loss_giou_3: 0.4130 (0.4274) loss_class_4: 0.8109 (0.8228) loss_bbox_4: 0.1834 (0.1985) loss_giou_4: 0.4206 (0.4278) loss_class_enc: 0.9515 (0.9634) loss_bbox_enc: 0.2139 (0.2396) loss_giou_enc: 0.4901 (0.4988) loss_class_dn: 0.4229 (0.4233) loss_bbox_dn: 0.2772 (0.3248) loss_giou_dn: 0.4971 (0.5125) loss_class_dn_0: 0.4927 (0.4963) loss_bbox_dn_0: 0.3828 (0.4296) loss_giou_dn_0: 0.6260 (0.6496) loss_class_dn_1: 0.4478 (0.4466) loss_bbox_dn_1: 0.2996 (0.3485) loss_giou_dn_1: 0.5294 (0.5419) loss_class_dn_2: 0.4298 (0.4278) loss_bbox_dn_2: 0.2828 (0.3290) loss_giou_dn_2: 0.5071 (0.5183) loss_class_dn_3: 0.4235 (0.4219) loss_bbox_dn_3: 0.2785 (0.3257) loss_giou_dn_3: 0.4970 (0.5135) loss_class_dn_4: 0.4233 (0.4215) loss_bbox_dn_4: 0.2771 (0.3248) loss_giou_dn_4: 0.4969 (0.5123) loss_class_hybrid: 0.8069 (0.8174) loss_bbox_hybrid: 0.2045 (0.2166) loss_giou_hybrid: 0.4456 (0.4651) loss_class_0_hybrid: 0.8752 (0.8861) loss_bbox_0_hybrid: 0.2186 (0.2273) loss_giou_0_hybrid: 0.4774 (0.4919) loss_class_1_hybrid: 0.8329 (0.8480) loss_bbox_1_hybrid: 0.2144 (0.2203) loss_giou_1_hybrid: 0.4592 (0.4729) loss_class_2_hybrid: 0.8226 (0.8321) loss_bbox_2_hybrid: 0.2075 (0.2168) loss_giou_2_hybrid: 0.4454 (0.4668) loss_class_3_hybrid: 0.8342 (0.8210) loss_bbox_3_hybrid: 0.2082 (0.2166) loss_giou_3_hybrid: 0.4475 (0.4656) loss_class_4_hybrid: 0.8151 (0.8171) loss_bbox_4_hybrid: 0.2062 (0.2167) loss_giou_4_hybrid: 0.4455 (0.4654) loss_class_enc_hybrid: 0.8137 (0.8363) loss_bbox_enc_hybrid: 0.2500 (0.2738) loss_giou_enc_hybrid: 0.5453 (0.5615) mem: 1030 max mem: 36964 [2024-01-14 23:59:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:00:30 det.util.engine] INFO: Epoch: [3] [3500/11727] eta: 2:29:31 lr: 0.000100 data_time: 0.0032 iter_time: 1.1216 loss: 29.5925 (29.5497) loss_class: 0.8173 (0.8204) loss_bbox: 0.2044 (0.1990) loss_giou: 0.4481 (0.4280) loss_class_0: 1.0464 (1.0380) loss_bbox_0: 0.1910 (0.1970) loss_giou_0: 0.4549 (0.4369) loss_class_1: 0.9022 (0.9057) loss_bbox_1: 0.1971 (0.1983) loss_giou_1: 0.4390 (0.4305) loss_class_2: 0.8666 (0.8582) loss_bbox_2: 0.1909 (0.1969) loss_giou_2: 0.4365 (0.4279) loss_class_3: 0.8313 (0.8335) loss_bbox_3: 0.1918 (0.1980) loss_giou_3: 0.4437 (0.4274) loss_class_4: 0.8163 (0.8228) loss_bbox_4: 0.1939 (0.1985) loss_giou_4: 0.4532 (0.4278) loss_class_enc: 0.9244 (0.9632) loss_bbox_enc: 0.2289 (0.2395) loss_giou_enc: 0.5062 (0.4988) loss_class_dn: 0.4204 (0.4233) loss_bbox_dn: 0.3109 (0.3249) loss_giou_dn: 0.5341 (0.5125) loss_class_dn_0: 0.4868 (0.4963) loss_bbox_dn_0: 0.4054 (0.4297) loss_giou_dn_0: 0.6619 (0.6497) loss_class_dn_1: 0.4414 (0.4466) loss_bbox_dn_1: 0.3297 (0.3486) loss_giou_dn_1: 0.5600 (0.5420) loss_class_dn_2: 0.4253 (0.4278) loss_bbox_dn_2: 0.3145 (0.3291) loss_giou_dn_2: 0.5390 (0.5184) loss_class_dn_3: 0.4230 (0.4219) loss_bbox_dn_3: 0.3105 (0.3258) loss_giou_dn_3: 0.5364 (0.5135) loss_class_dn_4: 0.4195 (0.4215) loss_bbox_dn_4: 0.3109 (0.3249) loss_giou_dn_4: 0.5341 (0.5124) loss_class_hybrid: 0.8064 (0.8173) loss_bbox_hybrid: 0.2077 (0.2166) loss_giou_hybrid: 0.4864 (0.4651) loss_class_0_hybrid: 0.8755 (0.8861) loss_bbox_0_hybrid: 0.2151 (0.2273) loss_giou_0_hybrid: 0.5265 (0.4918) loss_class_1_hybrid: 0.8509 (0.8480) loss_bbox_1_hybrid: 0.2100 (0.2203) loss_giou_1_hybrid: 0.4887 (0.4728) loss_class_2_hybrid: 0.8235 (0.8320) loss_bbox_2_hybrid: 0.2101 (0.2168) loss_giou_2_hybrid: 0.4860 (0.4668) loss_class_3_hybrid: 0.8331 (0.8209) loss_bbox_3_hybrid: 0.2102 (0.2166) loss_giou_3_hybrid: 0.4871 (0.4655) loss_class_4_hybrid: 0.8229 (0.8170) loss_bbox_4_hybrid: 0.2141 (0.2167) loss_giou_4_hybrid: 0.4854 (0.4654) loss_class_enc_hybrid: 0.8306 (0.8363) loss_bbox_enc_hybrid: 0.2518 (0.2738) loss_giou_enc_hybrid: 0.5951 (0.5614) mem: 1033 max mem: 36964 [2024-01-15 00:00:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:01:25 det.util.engine] INFO: Epoch: [3] [3550/11727] eta: 2:28:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0868 loss: 27.3080 (29.5404) loss_class: 0.7864 (0.8203) loss_bbox: 0.1680 (0.1988) loss_giou: 0.3902 (0.4276) loss_class_0: 0.9936 (1.0380) loss_bbox_0: 0.1757 (0.1969) loss_giou_0: 0.4085 (0.4367) loss_class_1: 0.8449 (0.9056) loss_bbox_1: 0.1710 (0.1981) loss_giou_1: 0.4123 (0.4302) loss_class_2: 0.8060 (0.8581) loss_bbox_2: 0.1721 (0.1968) loss_giou_2: 0.3958 (0.4276) loss_class_3: 0.7642 (0.8333) loss_bbox_3: 0.1678 (0.1979) loss_giou_3: 0.4008 (0.4272) loss_class_4: 0.7877 (0.8227) loss_bbox_4: 0.1651 (0.1983) loss_giou_4: 0.3906 (0.4275) loss_class_enc: 0.8986 (0.9630) loss_bbox_enc: 0.2001 (0.2394) loss_giou_enc: 0.4659 (0.4986) loss_class_dn: 0.4098 (0.4232) loss_bbox_dn: 0.2776 (0.3248) loss_giou_dn: 0.4699 (0.5123) loss_class_dn_0: 0.4900 (0.4963) loss_bbox_dn_0: 0.3714 (0.4297) loss_giou_dn_0: 0.6272 (0.6495) loss_class_dn_1: 0.4478 (0.4465) loss_bbox_dn_1: 0.3004 (0.3485) loss_giou_dn_1: 0.5008 (0.5418) loss_class_dn_2: 0.4262 (0.4277) loss_bbox_dn_2: 0.2811 (0.3290) loss_giou_dn_2: 0.4821 (0.5182) loss_class_dn_3: 0.4183 (0.4218) loss_bbox_dn_3: 0.2792 (0.3257) loss_giou_dn_3: 0.4717 (0.5133) loss_class_dn_4: 0.4103 (0.4214) loss_bbox_dn_4: 0.2775 (0.3248) loss_giou_dn_4: 0.4696 (0.5121) loss_class_hybrid: 0.7663 (0.8173) loss_bbox_hybrid: 0.1829 (0.2165) loss_giou_hybrid: 0.4427 (0.4648) loss_class_0_hybrid: 0.8494 (0.8862) loss_bbox_0_hybrid: 0.2042 (0.2272) loss_giou_0_hybrid: 0.4558 (0.4915) loss_class_1_hybrid: 0.7961 (0.8480) loss_bbox_1_hybrid: 0.1888 (0.2201) loss_giou_1_hybrid: 0.4508 (0.4725) loss_class_2_hybrid: 0.7873 (0.8320) loss_bbox_2_hybrid: 0.1847 (0.2166) loss_giou_2_hybrid: 0.4435 (0.4664) loss_class_3_hybrid: 0.7772 (0.8209) loss_bbox_3_hybrid: 0.1835 (0.2164) loss_giou_3_hybrid: 0.4400 (0.4652) loss_class_4_hybrid: 0.7722 (0.8170) loss_bbox_4_hybrid: 0.1825 (0.2166) loss_giou_4_hybrid: 0.4444 (0.4651) loss_class_enc_hybrid: 0.7911 (0.8363) loss_bbox_enc_hybrid: 0.2386 (0.2737) loss_giou_enc_hybrid: 0.5279 (0.5611) mem: 1029 max mem: 36964 [2024-01-15 00:01:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:02:19 det.util.engine] INFO: Epoch: [3] [3600/11727] eta: 2:27:41 lr: 0.000100 data_time: 0.0030 iter_time: 1.0672 loss: 28.9521 (29.5361) loss_class: 0.8108 (0.8202) loss_bbox: 0.1709 (0.1987) loss_giou: 0.3890 (0.4276) loss_class_0: 1.0283 (1.0379) loss_bbox_0: 0.1738 (0.1969) loss_giou_0: 0.4040 (0.4367) loss_class_1: 0.9085 (0.9055) loss_bbox_1: 0.1771 (0.1980) loss_giou_1: 0.3939 (0.4302) loss_class_2: 0.8825 (0.8582) loss_bbox_2: 0.1709 (0.1967) loss_giou_2: 0.3912 (0.4275) loss_class_3: 0.8080 (0.8332) loss_bbox_3: 0.1685 (0.1978) loss_giou_3: 0.3959 (0.4271) loss_class_4: 0.8128 (0.8225) loss_bbox_4: 0.1690 (0.1982) loss_giou_4: 0.3896 (0.4275) loss_class_enc: 0.9925 (0.9630) loss_bbox_enc: 0.2249 (0.2393) loss_giou_enc: 0.4603 (0.4985) loss_class_dn: 0.4160 (0.4230) loss_bbox_dn: 0.2883 (0.3248) loss_giou_dn: 0.5119 (0.5122) loss_class_dn_0: 0.4960 (0.4962) loss_bbox_dn_0: 0.3889 (0.4297) loss_giou_dn_0: 0.6419 (0.6495) loss_class_dn_1: 0.4432 (0.4465) loss_bbox_dn_1: 0.3086 (0.3485) loss_giou_dn_1: 0.5404 (0.5417) loss_class_dn_2: 0.4234 (0.4276) loss_bbox_dn_2: 0.2945 (0.3290) loss_giou_dn_2: 0.5165 (0.5181) loss_class_dn_3: 0.4149 (0.4217) loss_bbox_dn_3: 0.2890 (0.3257) loss_giou_dn_3: 0.5133 (0.5132) loss_class_dn_4: 0.4129 (0.4212) loss_bbox_dn_4: 0.2883 (0.3248) loss_giou_dn_4: 0.5118 (0.5121) loss_class_hybrid: 0.7926 (0.8170) loss_bbox_hybrid: 0.2018 (0.2164) loss_giou_hybrid: 0.4351 (0.4648) loss_class_0_hybrid: 0.8742 (0.8860) loss_bbox_0_hybrid: 0.2137 (0.2272) loss_giou_0_hybrid: 0.4558 (0.4915) loss_class_1_hybrid: 0.8370 (0.8478) loss_bbox_1_hybrid: 0.2085 (0.2201) loss_giou_1_hybrid: 0.4408 (0.4725) loss_class_2_hybrid: 0.8133 (0.8318) loss_bbox_2_hybrid: 0.2049 (0.2166) loss_giou_2_hybrid: 0.4355 (0.4664) loss_class_3_hybrid: 0.8057 (0.8207) loss_bbox_3_hybrid: 0.2040 (0.2164) loss_giou_3_hybrid: 0.4356 (0.4652) loss_class_4_hybrid: 0.7895 (0.8167) loss_bbox_4_hybrid: 0.2030 (0.2165) loss_giou_4_hybrid: 0.4345 (0.4651) loss_class_enc_hybrid: 0.8451 (0.8361) loss_bbox_enc_hybrid: 0.2561 (0.2736) loss_giou_enc_hybrid: 0.5277 (0.5611) mem: 1025 max mem: 36964 [2024-01-15 00:02:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:03:13 det.util.engine] INFO: Epoch: [3] [3650/11727] eta: 2:26:46 lr: 0.000100 data_time: 0.0028 iter_time: 1.0965 loss: 29.1137 (29.5395) loss_class: 0.7799 (0.8203) loss_bbox: 0.1751 (0.1986) loss_giou: 0.4072 (0.4276) loss_class_0: 1.0360 (1.0384) loss_bbox_0: 0.1733 (0.1968) loss_giou_0: 0.4046 (0.4366) loss_class_1: 0.8577 (0.9057) loss_bbox_1: 0.1826 (0.1980) loss_giou_1: 0.4078 (0.4303) loss_class_2: 0.8199 (0.8583) loss_bbox_2: 0.1896 (0.1967) loss_giou_2: 0.4037 (0.4276) loss_class_3: 0.7976 (0.8333) loss_bbox_3: 0.1916 (0.1978) loss_giou_3: 0.4073 (0.4272) loss_class_4: 0.7956 (0.8227) loss_bbox_4: 0.1754 (0.1982) loss_giou_4: 0.4096 (0.4275) loss_class_enc: 0.9577 (0.9631) loss_bbox_enc: 0.2178 (0.2393) loss_giou_enc: 0.4579 (0.4986) loss_class_dn: 0.4223 (0.4231) loss_bbox_dn: 0.2971 (0.3247) loss_giou_dn: 0.5036 (0.5122) loss_class_dn_0: 0.5062 (0.4963) loss_bbox_dn_0: 0.4012 (0.4296) loss_giou_dn_0: 0.6153 (0.6494) loss_class_dn_1: 0.4475 (0.4465) loss_bbox_dn_1: 0.3248 (0.3484) loss_giou_dn_1: 0.5225 (0.5417) loss_class_dn_2: 0.4305 (0.4277) loss_bbox_dn_2: 0.3030 (0.3289) loss_giou_dn_2: 0.5054 (0.5181) loss_class_dn_3: 0.4279 (0.4217) loss_bbox_dn_3: 0.2977 (0.3256) loss_giou_dn_3: 0.5033 (0.5132) loss_class_dn_4: 0.4243 (0.4213) loss_bbox_dn_4: 0.2970 (0.3247) loss_giou_dn_4: 0.5035 (0.5121) loss_class_hybrid: 0.7896 (0.8171) loss_bbox_hybrid: 0.1990 (0.2164) loss_giou_hybrid: 0.4426 (0.4649) loss_class_0_hybrid: 0.8348 (0.8861) loss_bbox_0_hybrid: 0.2124 (0.2272) loss_giou_0_hybrid: 0.4752 (0.4916) loss_class_1_hybrid: 0.8030 (0.8479) loss_bbox_1_hybrid: 0.2036 (0.2201) loss_giou_1_hybrid: 0.4540 (0.4726) loss_class_2_hybrid: 0.7917 (0.8318) loss_bbox_2_hybrid: 0.1995 (0.2166) loss_giou_2_hybrid: 0.4445 (0.4666) loss_class_3_hybrid: 0.8001 (0.8207) loss_bbox_3_hybrid: 0.1998 (0.2164) loss_giou_3_hybrid: 0.4439 (0.4654) loss_class_4_hybrid: 0.7963 (0.8168) loss_bbox_4_hybrid: 0.1978 (0.2166) loss_giou_4_hybrid: 0.4442 (0.4652) loss_class_enc_hybrid: 0.7983 (0.8362) loss_bbox_enc_hybrid: 0.2534 (0.2737) loss_giou_enc_hybrid: 0.5174 (0.5612) mem: 1021 max mem: 36964 [2024-01-15 00:03:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:04:06 det.util.engine] INFO: Epoch: [3] [3700/11727] eta: 2:25:49 lr: 0.000100 data_time: 0.0030 iter_time: 1.0786 loss: 30.0606 (29.5419) loss_class: 0.8313 (0.8207) loss_bbox: 0.1724 (0.1987) loss_giou: 0.4253 (0.4274) loss_class_0: 1.0611 (1.0388) loss_bbox_0: 0.1682 (0.1969) loss_giou_0: 0.4273 (0.4364) loss_class_1: 0.9393 (0.9061) loss_bbox_1: 0.1706 (0.1980) loss_giou_1: 0.4192 (0.4300) loss_class_2: 0.8769 (0.8586) loss_bbox_2: 0.1626 (0.1967) loss_giou_2: 0.4339 (0.4273) loss_class_3: 0.8721 (0.8335) loss_bbox_3: 0.1647 (0.1978) loss_giou_3: 0.4270 (0.4270) loss_class_4: 0.8427 (0.8230) loss_bbox_4: 0.1723 (0.1982) loss_giou_4: 0.4313 (0.4273) loss_class_enc: 0.9919 (0.9634) loss_bbox_enc: 0.2037 (0.2394) loss_giou_enc: 0.4990 (0.4984) loss_class_dn: 0.4281 (0.4231) loss_bbox_dn: 0.2782 (0.3249) loss_giou_dn: 0.5307 (0.5121) loss_class_dn_0: 0.5012 (0.4964) loss_bbox_dn_0: 0.3617 (0.4298) loss_giou_dn_0: 0.6802 (0.6493) loss_class_dn_1: 0.4536 (0.4466) loss_bbox_dn_1: 0.2950 (0.3486) loss_giou_dn_1: 0.5665 (0.5416) loss_class_dn_2: 0.4383 (0.4277) loss_bbox_dn_2: 0.2813 (0.3291) loss_giou_dn_2: 0.5377 (0.5180) loss_class_dn_3: 0.4308 (0.4218) loss_bbox_dn_3: 0.2793 (0.3258) loss_giou_dn_3: 0.5318 (0.5131) loss_class_dn_4: 0.4303 (0.4213) loss_bbox_dn_4: 0.2782 (0.3249) loss_giou_dn_4: 0.5309 (0.5120) loss_class_hybrid: 0.8172 (0.8173) loss_bbox_hybrid: 0.1961 (0.2165) loss_giou_hybrid: 0.4671 (0.4648) loss_class_0_hybrid: 0.8888 (0.8863) loss_bbox_0_hybrid: 0.1994 (0.2273) loss_giou_0_hybrid: 0.4928 (0.4915) loss_class_1_hybrid: 0.8644 (0.8481) loss_bbox_1_hybrid: 0.1918 (0.2202) loss_giou_1_hybrid: 0.4646 (0.4725) loss_class_2_hybrid: 0.8487 (0.8320) loss_bbox_2_hybrid: 0.1928 (0.2167) loss_giou_2_hybrid: 0.4756 (0.4664) loss_class_3_hybrid: 0.8263 (0.8209) loss_bbox_3_hybrid: 0.1950 (0.2165) loss_giou_3_hybrid: 0.4623 (0.4652) loss_class_4_hybrid: 0.8260 (0.8169) loss_bbox_4_hybrid: 0.1941 (0.2167) loss_giou_4_hybrid: 0.4672 (0.4651) loss_class_enc_hybrid: 0.8449 (0.8363) loss_bbox_enc_hybrid: 0.2407 (0.2738) loss_giou_enc_hybrid: 0.5661 (0.5610) mem: 1029 max mem: 36964 [2024-01-15 00:04:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:05:01 det.util.engine] INFO: Epoch: [3] [3750/11727] eta: 2:24:54 lr: 0.000100 data_time: 0.0029 iter_time: 1.1115 loss: 30.6860 (29.5444) loss_class: 0.8302 (0.8209) loss_bbox: 0.1887 (0.1986) loss_giou: 0.4357 (0.4274) loss_class_0: 1.0494 (1.0390) loss_bbox_0: 0.1798 (0.1968) loss_giou_0: 0.4217 (0.4364) loss_class_1: 0.9804 (0.9067) loss_bbox_1: 0.1844 (0.1979) loss_giou_1: 0.4252 (0.4300) loss_class_2: 0.8624 (0.8589) loss_bbox_2: 0.1803 (0.1965) loss_giou_2: 0.4228 (0.4273) loss_class_3: 0.8598 (0.8338) loss_bbox_3: 0.1905 (0.1978) loss_giou_3: 0.4364 (0.4270) loss_class_4: 0.8371 (0.8232) loss_bbox_4: 0.1873 (0.1982) loss_giou_4: 0.4343 (0.4273) loss_class_enc: 0.9999 (0.9636) loss_bbox_enc: 0.2280 (0.2393) loss_giou_enc: 0.5038 (0.4984) loss_class_dn: 0.4212 (0.4232) loss_bbox_dn: 0.3190 (0.3248) loss_giou_dn: 0.5329 (0.5122) loss_class_dn_0: 0.4945 (0.4964) loss_bbox_dn_0: 0.4176 (0.4296) loss_giou_dn_0: 0.6424 (0.6493) loss_class_dn_1: 0.4516 (0.4466) loss_bbox_dn_1: 0.3367 (0.3485) loss_giou_dn_1: 0.5531 (0.5417) loss_class_dn_2: 0.4285 (0.4277) loss_bbox_dn_2: 0.3187 (0.3290) loss_giou_dn_2: 0.5370 (0.5181) loss_class_dn_3: 0.4216 (0.4218) loss_bbox_dn_3: 0.3176 (0.3257) loss_giou_dn_3: 0.5336 (0.5132) loss_class_dn_4: 0.4190 (0.4214) loss_bbox_dn_4: 0.3191 (0.3248) loss_giou_dn_4: 0.5328 (0.5121) loss_class_hybrid: 0.7998 (0.8175) loss_bbox_hybrid: 0.2148 (0.2165) loss_giou_hybrid: 0.4818 (0.4648) loss_class_0_hybrid: 0.8963 (0.8865) loss_bbox_0_hybrid: 0.2301 (0.2272) loss_giou_0_hybrid: 0.4987 (0.4915) loss_class_1_hybrid: 0.8637 (0.8483) loss_bbox_1_hybrid: 0.2213 (0.2201) loss_giou_1_hybrid: 0.4810 (0.4725) loss_class_2_hybrid: 0.8346 (0.8323) loss_bbox_2_hybrid: 0.2159 (0.2166) loss_giou_2_hybrid: 0.4734 (0.4664) loss_class_3_hybrid: 0.8169 (0.8211) loss_bbox_3_hybrid: 0.2145 (0.2164) loss_giou_3_hybrid: 0.4825 (0.4652) loss_class_4_hybrid: 0.8098 (0.8171) loss_bbox_4_hybrid: 0.2148 (0.2166) loss_giou_4_hybrid: 0.4830 (0.4651) loss_class_enc_hybrid: 0.8732 (0.8366) loss_bbox_enc_hybrid: 0.2636 (0.2737) loss_giou_enc_hybrid: 0.5617 (0.5609) mem: 1009 max mem: 36964 [2024-01-15 00:05:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:05:55 det.util.engine] INFO: Epoch: [3] [3800/11727] eta: 2:24:00 lr: 0.000100 data_time: 0.0029 iter_time: 1.0825 loss: 29.6716 (29.5452) loss_class: 0.8893 (0.8210) loss_bbox: 0.1831 (0.1985) loss_giou: 0.4077 (0.4276) loss_class_0: 1.0678 (1.0391) loss_bbox_0: 0.1850 (0.1966) loss_giou_0: 0.4262 (0.4366) loss_class_1: 0.9621 (0.9068) loss_bbox_1: 0.1808 (0.1978) loss_giou_1: 0.4162 (0.4301) loss_class_2: 0.9122 (0.8592) loss_bbox_2: 0.1808 (0.1964) loss_giou_2: 0.4033 (0.4274) loss_class_3: 0.9008 (0.8340) loss_bbox_3: 0.1815 (0.1976) loss_giou_3: 0.4054 (0.4271) loss_class_4: 0.8677 (0.8233) loss_bbox_4: 0.1829 (0.1981) loss_giou_4: 0.4062 (0.4275) loss_class_enc: 0.9810 (0.9636) loss_bbox_enc: 0.2196 (0.2391) loss_giou_enc: 0.4796 (0.4985) loss_class_dn: 0.4276 (0.4232) loss_bbox_dn: 0.2745 (0.3246) loss_giou_dn: 0.4915 (0.5123) loss_class_dn_0: 0.4961 (0.4964) loss_bbox_dn_0: 0.3871 (0.4294) loss_giou_dn_0: 0.6288 (0.6494) loss_class_dn_1: 0.4457 (0.4466) loss_bbox_dn_1: 0.2911 (0.3482) loss_giou_dn_1: 0.5208 (0.5418) loss_class_dn_2: 0.4291 (0.4277) loss_bbox_dn_2: 0.2771 (0.3287) loss_giou_dn_2: 0.4974 (0.5182) loss_class_dn_3: 0.4270 (0.4218) loss_bbox_dn_3: 0.2752 (0.3254) loss_giou_dn_3: 0.4921 (0.5133) loss_class_dn_4: 0.4287 (0.4214) loss_bbox_dn_4: 0.2744 (0.3245) loss_giou_dn_4: 0.4915 (0.5121) loss_class_hybrid: 0.8649 (0.8175) loss_bbox_hybrid: 0.2007 (0.2163) loss_giou_hybrid: 0.4542 (0.4651) loss_class_0_hybrid: 0.9064 (0.8865) loss_bbox_0_hybrid: 0.2133 (0.2271) loss_giou_0_hybrid: 0.4585 (0.4918) loss_class_1_hybrid: 0.8885 (0.8483) loss_bbox_1_hybrid: 0.2148 (0.2200) loss_giou_1_hybrid: 0.4595 (0.4728) loss_class_2_hybrid: 0.8573 (0.8323) loss_bbox_2_hybrid: 0.2044 (0.2165) loss_giou_2_hybrid: 0.4528 (0.4667) loss_class_3_hybrid: 0.8562 (0.8211) loss_bbox_3_hybrid: 0.2016 (0.2163) loss_giou_3_hybrid: 0.4556 (0.4655) loss_class_4_hybrid: 0.8513 (0.8171) loss_bbox_4_hybrid: 0.2012 (0.2165) loss_giou_4_hybrid: 0.4526 (0.4654) loss_class_enc_hybrid: 0.8916 (0.8367) loss_bbox_enc_hybrid: 0.2755 (0.2735) loss_giou_enc_hybrid: 0.5414 (0.5612) mem: 1022 max mem: 36964 [2024-01-15 00:05:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:06:49 det.util.engine] INFO: Epoch: [3] [3850/11727] eta: 2:23:03 lr: 0.000100 data_time: 0.0029 iter_time: 1.0847 loss: 28.7536 (29.5447) loss_class: 0.8088 (0.8209) loss_bbox: 0.1934 (0.1987) loss_giou: 0.4293 (0.4276) loss_class_0: 0.9942 (1.0389) loss_bbox_0: 0.1973 (0.1967) loss_giou_0: 0.4479 (0.4366) loss_class_1: 0.8708 (0.9067) loss_bbox_1: 0.1925 (0.1978) loss_giou_1: 0.4409 (0.4301) loss_class_2: 0.8233 (0.8591) loss_bbox_2: 0.1915 (0.1964) loss_giou_2: 0.4425 (0.4275) loss_class_3: 0.7955 (0.8339) loss_bbox_3: 0.1936 (0.1977) loss_giou_3: 0.4320 (0.4271) loss_class_4: 0.7930 (0.8232) loss_bbox_4: 0.1932 (0.1982) loss_giou_4: 0.4296 (0.4275) loss_class_enc: 0.9731 (0.9637) loss_bbox_enc: 0.2237 (0.2391) loss_giou_enc: 0.5093 (0.4985) loss_class_dn: 0.4073 (0.4231) loss_bbox_dn: 0.2791 (0.3245) loss_giou_dn: 0.4940 (0.5122) loss_class_dn_0: 0.4870 (0.4963) loss_bbox_dn_0: 0.3547 (0.4294) loss_giou_dn_0: 0.6408 (0.6495) loss_class_dn_1: 0.4385 (0.4465) loss_bbox_dn_1: 0.2931 (0.3482) loss_giou_dn_1: 0.5275 (0.5417) loss_class_dn_2: 0.4229 (0.4277) loss_bbox_dn_2: 0.2801 (0.3287) loss_giou_dn_2: 0.5027 (0.5181) loss_class_dn_3: 0.4104 (0.4217) loss_bbox_dn_3: 0.2807 (0.3254) loss_giou_dn_3: 0.4964 (0.5132) loss_class_dn_4: 0.4109 (0.4213) loss_bbox_dn_4: 0.2791 (0.3245) loss_giou_dn_4: 0.4937 (0.5121) loss_class_hybrid: 0.7840 (0.8174) loss_bbox_hybrid: 0.2124 (0.2165) loss_giou_hybrid: 0.4646 (0.4651) loss_class_0_hybrid: 0.8736 (0.8864) loss_bbox_0_hybrid: 0.2146 (0.2271) loss_giou_0_hybrid: 0.4819 (0.4918) loss_class_1_hybrid: 0.8515 (0.8483) loss_bbox_1_hybrid: 0.2052 (0.2201) loss_giou_1_hybrid: 0.4666 (0.4728) loss_class_2_hybrid: 0.8130 (0.8322) loss_bbox_2_hybrid: 0.2042 (0.2166) loss_giou_2_hybrid: 0.4612 (0.4667) loss_class_3_hybrid: 0.7916 (0.8211) loss_bbox_3_hybrid: 0.2091 (0.2164) loss_giou_3_hybrid: 0.4609 (0.4655) loss_class_4_hybrid: 0.7853 (0.8170) loss_bbox_4_hybrid: 0.2118 (0.2166) loss_giou_4_hybrid: 0.4643 (0.4654) loss_class_enc_hybrid: 0.8301 (0.8367) loss_bbox_enc_hybrid: 0.2574 (0.2735) loss_giou_enc_hybrid: 0.5637 (0.5611) mem: 1020 max mem: 36964 [2024-01-15 00:06:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:07:41 det.util.engine] INFO: Epoch: [3] [3900/11727] eta: 2:22:04 lr: 0.000100 data_time: 0.0031 iter_time: 1.0311 loss: 30.0971 (29.5417) loss_class: 0.7962 (0.8208) loss_bbox: 0.2030 (0.1985) loss_giou: 0.4342 (0.4278) loss_class_0: 1.0223 (1.0388) loss_bbox_0: 0.1893 (0.1965) loss_giou_0: 0.4553 (0.4368) loss_class_1: 0.8987 (0.9066) loss_bbox_1: 0.2077 (0.1977) loss_giou_1: 0.4417 (0.4302) loss_class_2: 0.8167 (0.8590) loss_bbox_2: 0.2020 (0.1963) loss_giou_2: 0.4380 (0.4276) loss_class_3: 0.8126 (0.8339) loss_bbox_3: 0.1934 (0.1975) loss_giou_3: 0.4345 (0.4273) loss_class_4: 0.8080 (0.8232) loss_bbox_4: 0.1988 (0.1980) loss_giou_4: 0.4342 (0.4276) loss_class_enc: 0.9187 (0.9634) loss_bbox_enc: 0.2425 (0.2390) loss_giou_enc: 0.5181 (0.4987) loss_class_dn: 0.4190 (0.4230) loss_bbox_dn: 0.3332 (0.3243) loss_giou_dn: 0.5212 (0.5123) loss_class_dn_0: 0.4951 (0.4963) loss_bbox_dn_0: 0.4277 (0.4291) loss_giou_dn_0: 0.6606 (0.6495) loss_class_dn_1: 0.4457 (0.4465) loss_bbox_dn_1: 0.3510 (0.3480) loss_giou_dn_1: 0.5507 (0.5418) loss_class_dn_2: 0.4248 (0.4276) loss_bbox_dn_2: 0.3361 (0.3285) loss_giou_dn_2: 0.5303 (0.5182) loss_class_dn_3: 0.4160 (0.4217) loss_bbox_dn_3: 0.3333 (0.3252) loss_giou_dn_3: 0.5213 (0.5133) loss_class_dn_4: 0.4149 (0.4213) loss_bbox_dn_4: 0.3332 (0.3243) loss_giou_dn_4: 0.5211 (0.5122) loss_class_hybrid: 0.8043 (0.8173) loss_bbox_hybrid: 0.2212 (0.2162) loss_giou_hybrid: 0.4685 (0.4653) loss_class_0_hybrid: 0.8868 (0.8864) loss_bbox_0_hybrid: 0.2326 (0.2269) loss_giou_0_hybrid: 0.4937 (0.4920) loss_class_1_hybrid: 0.8502 (0.8482) loss_bbox_1_hybrid: 0.2218 (0.2199) loss_giou_1_hybrid: 0.4670 (0.4729) loss_class_2_hybrid: 0.8180 (0.8321) loss_bbox_2_hybrid: 0.2166 (0.2164) loss_giou_2_hybrid: 0.4597 (0.4669) loss_class_3_hybrid: 0.8100 (0.8210) loss_bbox_3_hybrid: 0.2152 (0.2162) loss_giou_3_hybrid: 0.4583 (0.4657) loss_class_4_hybrid: 0.8007 (0.8170) loss_bbox_4_hybrid: 0.2228 (0.2164) loss_giou_4_hybrid: 0.4733 (0.4656) loss_class_enc_hybrid: 0.8196 (0.8365) loss_bbox_enc_hybrid: 0.2660 (0.2733) loss_giou_enc_hybrid: 0.5616 (0.5614) mem: 1030 max mem: 36964 [2024-01-15 00:07:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:08:35 det.util.engine] INFO: Epoch: [3] [3950/11727] eta: 2:21:09 lr: 0.000100 data_time: 0.0030 iter_time: 1.1030 loss: 29.7114 (29.5460) loss_class: 0.7816 (0.8210) loss_bbox: 0.1897 (0.1985) loss_giou: 0.4617 (0.4278) loss_class_0: 1.0407 (1.0389) loss_bbox_0: 0.1787 (0.1966) loss_giou_0: 0.4736 (0.4368) loss_class_1: 0.8814 (0.9067) loss_bbox_1: 0.1861 (0.1977) loss_giou_1: 0.4654 (0.4303) loss_class_2: 0.8204 (0.8591) loss_bbox_2: 0.1902 (0.1963) loss_giou_2: 0.4705 (0.4276) loss_class_3: 0.7961 (0.8339) loss_bbox_3: 0.1923 (0.1976) loss_giou_3: 0.4660 (0.4273) loss_class_4: 0.7801 (0.8233) loss_bbox_4: 0.1951 (0.1980) loss_giou_4: 0.4627 (0.4277) loss_class_enc: 0.8928 (0.9633) loss_bbox_enc: 0.2260 (0.2391) loss_giou_enc: 0.5218 (0.4987) loss_class_dn: 0.4249 (0.4231) loss_bbox_dn: 0.2845 (0.3244) loss_giou_dn: 0.5321 (0.5124) loss_class_dn_0: 0.4930 (0.4964) loss_bbox_dn_0: 0.3874 (0.4292) loss_giou_dn_0: 0.6766 (0.6497) loss_class_dn_1: 0.4496 (0.4466) loss_bbox_dn_1: 0.3118 (0.3481) loss_giou_dn_1: 0.5677 (0.5419) loss_class_dn_2: 0.4256 (0.4277) loss_bbox_dn_2: 0.2900 (0.3286) loss_giou_dn_2: 0.5371 (0.5183) loss_class_dn_3: 0.4227 (0.4218) loss_bbox_dn_3: 0.2851 (0.3253) loss_giou_dn_3: 0.5304 (0.5134) loss_class_dn_4: 0.4265 (0.4213) loss_bbox_dn_4: 0.2845 (0.3244) loss_giou_dn_4: 0.5308 (0.5123) loss_class_hybrid: 0.7848 (0.8174) loss_bbox_hybrid: 0.2012 (0.2163) loss_giou_hybrid: 0.4885 (0.4654) loss_class_0_hybrid: 0.8784 (0.8864) loss_bbox_0_hybrid: 0.2133 (0.2270) loss_giou_0_hybrid: 0.5395 (0.4921) loss_class_1_hybrid: 0.8288 (0.8482) loss_bbox_1_hybrid: 0.1941 (0.2199) loss_giou_1_hybrid: 0.4901 (0.4730) loss_class_2_hybrid: 0.8099 (0.8322) loss_bbox_2_hybrid: 0.1931 (0.2164) loss_giou_2_hybrid: 0.4917 (0.4670) loss_class_3_hybrid: 0.7970 (0.8211) loss_bbox_3_hybrid: 0.1952 (0.2162) loss_giou_3_hybrid: 0.4873 (0.4658) loss_class_4_hybrid: 0.7865 (0.8171) loss_bbox_4_hybrid: 0.1929 (0.2164) loss_giou_4_hybrid: 0.4876 (0.4657) loss_class_enc_hybrid: 0.8089 (0.8365) loss_bbox_enc_hybrid: 0.2689 (0.2734) loss_giou_enc_hybrid: 0.6048 (0.5615) mem: 1026 max mem: 36964 [2024-01-15 00:08:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:09:31 det.util.engine] INFO: Epoch: [3] [4000/11727] eta: 2:20:18 lr: 0.000100 data_time: 0.0029 iter_time: 1.1260 loss: 29.1639 (29.5490) loss_class: 0.8447 (0.8213) loss_bbox: 0.1837 (0.1985) loss_giou: 0.3958 (0.4277) loss_class_0: 1.0219 (1.0390) loss_bbox_0: 0.1898 (0.1966) loss_giou_0: 0.4065 (0.4367) loss_class_1: 0.8931 (0.9069) loss_bbox_1: 0.1902 (0.1977) loss_giou_1: 0.4004 (0.4302) loss_class_2: 0.8561 (0.8593) loss_bbox_2: 0.1812 (0.1963) loss_giou_2: 0.4007 (0.4275) loss_class_3: 0.8564 (0.8342) loss_bbox_3: 0.1811 (0.1976) loss_giou_3: 0.3944 (0.4272) loss_class_4: 0.8471 (0.8236) loss_bbox_4: 0.1814 (0.1980) loss_giou_4: 0.3954 (0.4276) loss_class_enc: 0.9210 (0.9634) loss_bbox_enc: 0.2403 (0.2392) loss_giou_enc: 0.4763 (0.4987) loss_class_dn: 0.4204 (0.4231) loss_bbox_dn: 0.3357 (0.3246) loss_giou_dn: 0.4762 (0.5123) loss_class_dn_0: 0.4978 (0.4964) loss_bbox_dn_0: 0.4338 (0.4294) loss_giou_dn_0: 0.6085 (0.6496) loss_class_dn_1: 0.4473 (0.4466) loss_bbox_dn_1: 0.3497 (0.3483) loss_giou_dn_1: 0.5124 (0.5418) loss_class_dn_2: 0.4272 (0.4277) loss_bbox_dn_2: 0.3363 (0.3288) loss_giou_dn_2: 0.4856 (0.5182) loss_class_dn_3: 0.4225 (0.4218) loss_bbox_dn_3: 0.3366 (0.3254) loss_giou_dn_3: 0.4792 (0.5133) loss_class_dn_4: 0.4187 (0.4213) loss_bbox_dn_4: 0.3356 (0.3246) loss_giou_dn_4: 0.4762 (0.5122) loss_class_hybrid: 0.8230 (0.8177) loss_bbox_hybrid: 0.2074 (0.2163) loss_giou_hybrid: 0.4167 (0.4652) loss_class_0_hybrid: 0.8751 (0.8867) loss_bbox_0_hybrid: 0.2229 (0.2270) loss_giou_0_hybrid: 0.4393 (0.4919) loss_class_1_hybrid: 0.8492 (0.8486) loss_bbox_1_hybrid: 0.2134 (0.2199) loss_giou_1_hybrid: 0.4251 (0.4729) loss_class_2_hybrid: 0.8301 (0.8325) loss_bbox_2_hybrid: 0.2069 (0.2165) loss_giou_2_hybrid: 0.4209 (0.4668) loss_class_3_hybrid: 0.8251 (0.8214) loss_bbox_3_hybrid: 0.2084 (0.2163) loss_giou_3_hybrid: 0.4174 (0.4656) loss_class_4_hybrid: 0.8194 (0.8174) loss_bbox_4_hybrid: 0.2062 (0.2164) loss_giou_4_hybrid: 0.4174 (0.4655) loss_class_enc_hybrid: 0.8168 (0.8366) loss_bbox_enc_hybrid: 0.2632 (0.2735) loss_giou_enc_hybrid: 0.5235 (0.5614) mem: 1019 max mem: 36964 [2024-01-15 00:09:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:10:25 det.util.engine] INFO: Epoch: [3] [4050/11727] eta: 2:19:22 lr: 0.000100 data_time: 0.0031 iter_time: 1.0829 loss: 28.3861 (29.5436) loss_class: 0.8414 (0.8214) loss_bbox: 0.1935 (0.1984) loss_giou: 0.3797 (0.4275) loss_class_0: 1.0287 (1.0390) loss_bbox_0: 0.1891 (0.1965) loss_giou_0: 0.3917 (0.4366) loss_class_1: 0.9187 (0.9070) loss_bbox_1: 0.1924 (0.1976) loss_giou_1: 0.3942 (0.4300) loss_class_2: 0.8688 (0.8593) loss_bbox_2: 0.1889 (0.1962) loss_giou_2: 0.3878 (0.4274) loss_class_3: 0.8579 (0.8342) loss_bbox_3: 0.1931 (0.1975) loss_giou_3: 0.3798 (0.4270) loss_class_4: 0.8636 (0.8237) loss_bbox_4: 0.1873 (0.1979) loss_giou_4: 0.3798 (0.4274) loss_class_enc: 0.9579 (0.9633) loss_bbox_enc: 0.2407 (0.2391) loss_giou_enc: 0.4634 (0.4986) loss_class_dn: 0.4167 (0.4231) loss_bbox_dn: 0.3198 (0.3244) loss_giou_dn: 0.4854 (0.5122) loss_class_dn_0: 0.5004 (0.4965) loss_bbox_dn_0: 0.4109 (0.4293) loss_giou_dn_0: 0.6292 (0.6494) loss_class_dn_1: 0.4467 (0.4466) loss_bbox_dn_1: 0.3426 (0.3481) loss_giou_dn_1: 0.5142 (0.5417) loss_class_dn_2: 0.4295 (0.4277) loss_bbox_dn_2: 0.3203 (0.3286) loss_giou_dn_2: 0.4895 (0.5180) loss_class_dn_3: 0.4189 (0.4217) loss_bbox_dn_3: 0.3213 (0.3253) loss_giou_dn_3: 0.4842 (0.5132) loss_class_dn_4: 0.4131 (0.4213) loss_bbox_dn_4: 0.3200 (0.3244) loss_giou_dn_4: 0.4856 (0.5120) loss_class_hybrid: 0.8306 (0.8177) loss_bbox_hybrid: 0.2041 (0.2162) loss_giou_hybrid: 0.4145 (0.4650) loss_class_0_hybrid: 0.9159 (0.8868) loss_bbox_0_hybrid: 0.2162 (0.2269) loss_giou_0_hybrid: 0.4379 (0.4917) loss_class_1_hybrid: 0.8553 (0.8486) loss_bbox_1_hybrid: 0.2101 (0.2198) loss_giou_1_hybrid: 0.4304 (0.4727) loss_class_2_hybrid: 0.8394 (0.8326) loss_bbox_2_hybrid: 0.2074 (0.2163) loss_giou_2_hybrid: 0.4156 (0.4666) loss_class_3_hybrid: 0.8329 (0.8215) loss_bbox_3_hybrid: 0.2050 (0.2161) loss_giou_3_hybrid: 0.4163 (0.4654) loss_class_4_hybrid: 0.8399 (0.8174) loss_bbox_4_hybrid: 0.2048 (0.2163) loss_giou_4_hybrid: 0.4150 (0.4653) loss_class_enc_hybrid: 0.8526 (0.8367) loss_bbox_enc_hybrid: 0.2593 (0.2734) loss_giou_enc_hybrid: 0.5084 (0.5612) mem: 1017 max mem: 36964 [2024-01-15 00:10:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:11:18 det.util.engine] INFO: Epoch: [3] [4100/11727] eta: 2:18:25 lr: 0.000100 data_time: 0.0032 iter_time: 1.0613 loss: 29.8260 (29.5453) loss_class: 0.8254 (0.8217) loss_bbox: 0.2023 (0.1984) loss_giou: 0.4289 (0.4276) loss_class_0: 1.0329 (1.0391) loss_bbox_0: 0.2017 (0.1965) loss_giou_0: 0.4354 (0.4366) loss_class_1: 0.8920 (0.9070) loss_bbox_1: 0.2091 (0.1976) loss_giou_1: 0.4373 (0.4301) loss_class_2: 0.8567 (0.8595) loss_bbox_2: 0.1964 (0.1962) loss_giou_2: 0.4453 (0.4275) loss_class_3: 0.8492 (0.8345) loss_bbox_3: 0.2007 (0.1975) loss_giou_3: 0.4238 (0.4271) loss_class_4: 0.8195 (0.8239) loss_bbox_4: 0.2027 (0.1979) loss_giou_4: 0.4281 (0.4275) loss_class_enc: 0.8998 (0.9634) loss_bbox_enc: 0.2371 (0.2390) loss_giou_enc: 0.4991 (0.4986) loss_class_dn: 0.4338 (0.4231) loss_bbox_dn: 0.2948 (0.3243) loss_giou_dn: 0.5464 (0.5122) loss_class_dn_0: 0.4928 (0.4965) loss_bbox_dn_0: 0.3960 (0.4291) loss_giou_dn_0: 0.6677 (0.6495) loss_class_dn_1: 0.4526 (0.4466) loss_bbox_dn_1: 0.3132 (0.3480) loss_giou_dn_1: 0.5767 (0.5417) loss_class_dn_2: 0.4398 (0.4277) loss_bbox_dn_2: 0.3031 (0.3285) loss_giou_dn_2: 0.5513 (0.5181) loss_class_dn_3: 0.4389 (0.4218) loss_bbox_dn_3: 0.2972 (0.3252) loss_giou_dn_3: 0.5468 (0.5132) loss_class_dn_4: 0.4351 (0.4213) loss_bbox_dn_4: 0.2948 (0.3243) loss_giou_dn_4: 0.5461 (0.5121) loss_class_hybrid: 0.8242 (0.8179) loss_bbox_hybrid: 0.2202 (0.2161) loss_giou_hybrid: 0.4634 (0.4651) loss_class_0_hybrid: 0.8612 (0.8868) loss_bbox_0_hybrid: 0.2358 (0.2269) loss_giou_0_hybrid: 0.4868 (0.4917) loss_class_1_hybrid: 0.8079 (0.8486) loss_bbox_1_hybrid: 0.2218 (0.2198) loss_giou_1_hybrid: 0.4726 (0.4728) loss_class_2_hybrid: 0.8235 (0.8327) loss_bbox_2_hybrid: 0.2206 (0.2163) loss_giou_2_hybrid: 0.4647 (0.4667) loss_class_3_hybrid: 0.8222 (0.8217) loss_bbox_3_hybrid: 0.2156 (0.2160) loss_giou_3_hybrid: 0.4637 (0.4655) loss_class_4_hybrid: 0.8071 (0.8176) loss_bbox_4_hybrid: 0.2218 (0.2162) loss_giou_4_hybrid: 0.4652 (0.4654) loss_class_enc_hybrid: 0.7976 (0.8367) loss_bbox_enc_hybrid: 0.2752 (0.2734) loss_giou_enc_hybrid: 0.5531 (0.5613) mem: 1027 max mem: 36964 [2024-01-15 00:11:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:12:14 det.util.engine] INFO: Epoch: [3] [4150/11727] eta: 2:17:32 lr: 0.000100 data_time: 0.0033 iter_time: 1.0962 loss: 29.8680 (29.5495) loss_class: 0.8655 (0.8221) loss_bbox: 0.1959 (0.1983) loss_giou: 0.4427 (0.4275) loss_class_0: 1.0929 (1.0395) loss_bbox_0: 0.2092 (0.1965) loss_giou_0: 0.4404 (0.4365) loss_class_1: 0.8878 (0.9073) loss_bbox_1: 0.2049 (0.1976) loss_giou_1: 0.4385 (0.4301) loss_class_2: 0.8974 (0.8599) loss_bbox_2: 0.1974 (0.1961) loss_giou_2: 0.4509 (0.4274) loss_class_3: 0.8574 (0.8349) loss_bbox_3: 0.1948 (0.1974) loss_giou_3: 0.4416 (0.4270) loss_class_4: 0.8577 (0.8244) loss_bbox_4: 0.2010 (0.1978) loss_giou_4: 0.4424 (0.4274) loss_class_enc: 0.9995 (0.9636) loss_bbox_enc: 0.2367 (0.2390) loss_giou_enc: 0.4939 (0.4984) loss_class_dn: 0.4237 (0.4231) loss_bbox_dn: 0.3403 (0.3244) loss_giou_dn: 0.5443 (0.5123) loss_class_dn_0: 0.4979 (0.4965) loss_bbox_dn_0: 0.4179 (0.4292) loss_giou_dn_0: 0.6582 (0.6495) loss_class_dn_1: 0.4551 (0.4466) loss_bbox_dn_1: 0.3508 (0.3481) loss_giou_dn_1: 0.5643 (0.5418) loss_class_dn_2: 0.4330 (0.4277) loss_bbox_dn_2: 0.3450 (0.3286) loss_giou_dn_2: 0.5477 (0.5181) loss_class_dn_3: 0.4250 (0.4218) loss_bbox_dn_3: 0.3425 (0.3253) loss_giou_dn_3: 0.5432 (0.5133) loss_class_dn_4: 0.4214 (0.4213) loss_bbox_dn_4: 0.3402 (0.3244) loss_giou_dn_4: 0.5442 (0.5121) loss_class_hybrid: 0.8459 (0.8181) loss_bbox_hybrid: 0.2306 (0.2161) loss_giou_hybrid: 0.4896 (0.4651) loss_class_0_hybrid: 0.8969 (0.8871) loss_bbox_0_hybrid: 0.2354 (0.2269) loss_giou_0_hybrid: 0.5135 (0.4917) loss_class_1_hybrid: 0.8866 (0.8488) loss_bbox_1_hybrid: 0.2327 (0.2198) loss_giou_1_hybrid: 0.4983 (0.4728) loss_class_2_hybrid: 0.8738 (0.8329) loss_bbox_2_hybrid: 0.2310 (0.2163) loss_giou_2_hybrid: 0.4925 (0.4667) loss_class_3_hybrid: 0.8483 (0.8219) loss_bbox_3_hybrid: 0.2277 (0.2160) loss_giou_3_hybrid: 0.4877 (0.4655) loss_class_4_hybrid: 0.8380 (0.8178) loss_bbox_4_hybrid: 0.2296 (0.2163) loss_giou_4_hybrid: 0.4863 (0.4654) loss_class_enc_hybrid: 0.8471 (0.8369) loss_bbox_enc_hybrid: 0.2807 (0.2733) loss_giou_enc_hybrid: 0.5840 (0.5611) mem: 1024 max mem: 36964 [2024-01-15 00:12:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:13:09 det.util.engine] INFO: Epoch: [3] [4200/11727] eta: 2:16:40 lr: 0.000100 data_time: 0.0032 iter_time: 1.1201 loss: 29.5244 (29.5479) loss_class: 0.8308 (0.8221) loss_bbox: 0.1840 (0.1983) loss_giou: 0.4215 (0.4274) loss_class_0: 1.0844 (1.0396) loss_bbox_0: 0.1977 (0.1965) loss_giou_0: 0.4027 (0.4364) loss_class_1: 0.9341 (0.9074) loss_bbox_1: 0.1955 (0.1975) loss_giou_1: 0.4022 (0.4300) loss_class_2: 0.8750 (0.8600) loss_bbox_2: 0.1894 (0.1961) loss_giou_2: 0.4082 (0.4273) loss_class_3: 0.8359 (0.8349) loss_bbox_3: 0.1831 (0.1974) loss_giou_3: 0.4118 (0.4270) loss_class_4: 0.8280 (0.8244) loss_bbox_4: 0.1885 (0.1978) loss_giou_4: 0.4224 (0.4273) loss_class_enc: 0.9424 (0.9635) loss_bbox_enc: 0.2406 (0.2390) loss_giou_enc: 0.4782 (0.4984) loss_class_dn: 0.4188 (0.4230) loss_bbox_dn: 0.2647 (0.3244) loss_giou_dn: 0.4889 (0.5122) loss_class_dn_0: 0.4924 (0.4964) loss_bbox_dn_0: 0.3669 (0.4292) loss_giou_dn_0: 0.6426 (0.6494) loss_class_dn_1: 0.4430 (0.4465) loss_bbox_dn_1: 0.2875 (0.3481) loss_giou_dn_1: 0.5264 (0.5417) loss_class_dn_2: 0.4239 (0.4276) loss_bbox_dn_2: 0.2726 (0.3286) loss_giou_dn_2: 0.5003 (0.5181) loss_class_dn_3: 0.4197 (0.4217) loss_bbox_dn_3: 0.2660 (0.3253) loss_giou_dn_3: 0.4896 (0.5132) loss_class_dn_4: 0.4196 (0.4212) loss_bbox_dn_4: 0.2646 (0.3244) loss_giou_dn_4: 0.4892 (0.5120) loss_class_hybrid: 0.7952 (0.8182) loss_bbox_hybrid: 0.2087 (0.2161) loss_giou_hybrid: 0.4577 (0.4651) loss_class_0_hybrid: 0.8838 (0.8871) loss_bbox_0_hybrid: 0.2324 (0.2269) loss_giou_0_hybrid: 0.5017 (0.4917) loss_class_1_hybrid: 0.8314 (0.8489) loss_bbox_1_hybrid: 0.2139 (0.2197) loss_giou_1_hybrid: 0.4735 (0.4727) loss_class_2_hybrid: 0.8035 (0.8329) loss_bbox_2_hybrid: 0.2051 (0.2163) loss_giou_2_hybrid: 0.4655 (0.4667) loss_class_3_hybrid: 0.7982 (0.8220) loss_bbox_3_hybrid: 0.2056 (0.2160) loss_giou_3_hybrid: 0.4579 (0.4654) loss_class_4_hybrid: 0.8120 (0.8179) loss_bbox_4_hybrid: 0.2085 (0.2162) loss_giou_4_hybrid: 0.4595 (0.4654) loss_class_enc_hybrid: 0.8379 (0.8369) loss_bbox_enc_hybrid: 0.2921 (0.2733) loss_giou_enc_hybrid: 0.5710 (0.5611) mem: 1024 max mem: 36964 [2024-01-15 00:13:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:14:02 det.util.engine] INFO: Epoch: [3] [4250/11727] eta: 2:15:43 lr: 0.000100 data_time: 0.0031 iter_time: 1.0454 loss: 29.8913 (29.5549) loss_class: 0.8528 (0.8224) loss_bbox: 0.2157 (0.1984) loss_giou: 0.3942 (0.4275) loss_class_0: 1.0819 (1.0397) loss_bbox_0: 0.2115 (0.1966) loss_giou_0: 0.4003 (0.4366) loss_class_1: 0.8734 (0.9075) loss_bbox_1: 0.2133 (0.1977) loss_giou_1: 0.4108 (0.4302) loss_class_2: 0.8618 (0.8602) loss_bbox_2: 0.2115 (0.1962) loss_giou_2: 0.4079 (0.4275) loss_class_3: 0.8339 (0.8352) loss_bbox_3: 0.2177 (0.1975) loss_giou_3: 0.3878 (0.4271) loss_class_4: 0.8650 (0.8246) loss_bbox_4: 0.2198 (0.1979) loss_giou_4: 0.3943 (0.4274) loss_class_enc: 0.9306 (0.9635) loss_bbox_enc: 0.2617 (0.2392) loss_giou_enc: 0.5037 (0.4986) loss_class_dn: 0.4131 (0.4229) loss_bbox_dn: 0.3337 (0.3245) loss_giou_dn: 0.5120 (0.5123) loss_class_dn_0: 0.5005 (0.4963) loss_bbox_dn_0: 0.4446 (0.4293) loss_giou_dn_0: 0.6529 (0.6496) loss_class_dn_1: 0.4429 (0.4465) loss_bbox_dn_1: 0.3563 (0.3482) loss_giou_dn_1: 0.5362 (0.5419) loss_class_dn_2: 0.4168 (0.4276) loss_bbox_dn_2: 0.3346 (0.3287) loss_giou_dn_2: 0.5164 (0.5182) loss_class_dn_3: 0.4155 (0.4217) loss_bbox_dn_3: 0.3339 (0.3254) loss_giou_dn_3: 0.5121 (0.5134) loss_class_dn_4: 0.4110 (0.4212) loss_bbox_dn_4: 0.3337 (0.3245) loss_giou_dn_4: 0.5118 (0.5122) loss_class_hybrid: 0.8160 (0.8182) loss_bbox_hybrid: 0.2478 (0.2162) loss_giou_hybrid: 0.4541 (0.4653) loss_class_0_hybrid: 0.8759 (0.8870) loss_bbox_0_hybrid: 0.2537 (0.2270) loss_giou_0_hybrid: 0.4829 (0.4920) loss_class_1_hybrid: 0.8527 (0.8488) loss_bbox_1_hybrid: 0.2544 (0.2199) loss_giou_1_hybrid: 0.4655 (0.4730) loss_class_2_hybrid: 0.8202 (0.8329) loss_bbox_2_hybrid: 0.2527 (0.2164) loss_giou_2_hybrid: 0.4572 (0.4669) loss_class_3_hybrid: 0.7996 (0.8220) loss_bbox_3_hybrid: 0.2551 (0.2161) loss_giou_3_hybrid: 0.4559 (0.4657) loss_class_4_hybrid: 0.8067 (0.8179) loss_bbox_4_hybrid: 0.2572 (0.2164) loss_giou_4_hybrid: 0.4539 (0.4656) loss_class_enc_hybrid: 0.8413 (0.8368) loss_bbox_enc_hybrid: 0.3028 (0.2735) loss_giou_enc_hybrid: 0.5516 (0.5615) mem: 1024 max mem: 36964 [2024-01-15 00:14:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:14:57 det.util.engine] INFO: Epoch: [3] [4300/11727] eta: 2:14:49 lr: 0.000100 data_time: 0.0034 iter_time: 1.1100 loss: 30.3416 (29.5595) loss_class: 0.8246 (0.8228) loss_bbox: 0.1912 (0.1984) loss_giou: 0.4110 (0.4274) loss_class_0: 1.0117 (1.0400) loss_bbox_0: 0.1977 (0.1967) loss_giou_0: 0.4311 (0.4365) loss_class_1: 0.8706 (0.9076) loss_bbox_1: 0.2036 (0.1978) loss_giou_1: 0.4249 (0.4302) loss_class_2: 0.8508 (0.8605) loss_bbox_2: 0.1894 (0.1963) loss_giou_2: 0.4152 (0.4274) loss_class_3: 0.8337 (0.8354) loss_bbox_3: 0.1972 (0.1976) loss_giou_3: 0.4176 (0.4270) loss_class_4: 0.8386 (0.8250) loss_bbox_4: 0.1939 (0.1980) loss_giou_4: 0.4171 (0.4273) loss_class_enc: 0.9304 (0.9636) loss_bbox_enc: 0.2614 (0.2393) loss_giou_enc: 0.5065 (0.4986) loss_class_dn: 0.4245 (0.4229) loss_bbox_dn: 0.3111 (0.3246) loss_giou_dn: 0.5125 (0.5124) loss_class_dn_0: 0.4955 (0.4963) loss_bbox_dn_0: 0.4047 (0.4293) loss_giou_dn_0: 0.6502 (0.6495) loss_class_dn_1: 0.4484 (0.4465) loss_bbox_dn_1: 0.3304 (0.3483) loss_giou_dn_1: 0.5533 (0.5419) loss_class_dn_2: 0.4343 (0.4276) loss_bbox_dn_2: 0.3127 (0.3288) loss_giou_dn_2: 0.5195 (0.5183) loss_class_dn_3: 0.4295 (0.4217) loss_bbox_dn_3: 0.3100 (0.3255) loss_giou_dn_3: 0.5123 (0.5134) loss_class_dn_4: 0.4279 (0.4212) loss_bbox_dn_4: 0.3111 (0.3246) loss_giou_dn_4: 0.5126 (0.5122) loss_class_hybrid: 0.7964 (0.8184) loss_bbox_hybrid: 0.2206 (0.2163) loss_giou_hybrid: 0.4442 (0.4652) loss_class_0_hybrid: 0.8629 (0.8872) loss_bbox_0_hybrid: 0.2317 (0.2271) loss_giou_0_hybrid: 0.4623 (0.4919) loss_class_1_hybrid: 0.8239 (0.8490) loss_bbox_1_hybrid: 0.2279 (0.2200) loss_giou_1_hybrid: 0.4447 (0.4729) loss_class_2_hybrid: 0.8143 (0.8331) loss_bbox_2_hybrid: 0.2218 (0.2165) loss_giou_2_hybrid: 0.4440 (0.4669) loss_class_3_hybrid: 0.7991 (0.8222) loss_bbox_3_hybrid: 0.2142 (0.2162) loss_giou_3_hybrid: 0.4443 (0.4656) loss_class_4_hybrid: 0.7972 (0.8181) loss_bbox_4_hybrid: 0.2168 (0.2165) loss_giou_4_hybrid: 0.4428 (0.4655) loss_class_enc_hybrid: 0.8074 (0.8370) loss_bbox_enc_hybrid: 0.2734 (0.2736) loss_giou_enc_hybrid: 0.5497 (0.5614) mem: 1029 max mem: 36964 [2024-01-15 00:14:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:15:50 det.util.engine] INFO: Epoch: [3] [4350/11727] eta: 2:13:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0827 loss: 28.6010 (29.5585) loss_class: 0.8246 (0.8229) loss_bbox: 0.1821 (0.1983) loss_giou: 0.4170 (0.4274) loss_class_0: 1.0245 (1.0401) loss_bbox_0: 0.1809 (0.1966) loss_giou_0: 0.4280 (0.4365) loss_class_1: 0.9043 (0.9077) loss_bbox_1: 0.1763 (0.1977) loss_giou_1: 0.4059 (0.4302) loss_class_2: 0.8457 (0.8605) loss_bbox_2: 0.1892 (0.1962) loss_giou_2: 0.4158 (0.4274) loss_class_3: 0.8376 (0.8355) loss_bbox_3: 0.1828 (0.1975) loss_giou_3: 0.4079 (0.4270) loss_class_4: 0.8276 (0.8251) loss_bbox_4: 0.1795 (0.1979) loss_giou_4: 0.4175 (0.4273) loss_class_enc: 0.9486 (0.9637) loss_bbox_enc: 0.2161 (0.2392) loss_giou_enc: 0.4910 (0.4986) loss_class_dn: 0.4143 (0.4230) loss_bbox_dn: 0.2904 (0.3245) loss_giou_dn: 0.5161 (0.5123) loss_class_dn_0: 0.4979 (0.4963) loss_bbox_dn_0: 0.3895 (0.4292) loss_giou_dn_0: 0.6427 (0.6496) loss_class_dn_1: 0.4423 (0.4465) loss_bbox_dn_1: 0.3077 (0.3482) loss_giou_dn_1: 0.5339 (0.5419) loss_class_dn_2: 0.4220 (0.4276) loss_bbox_dn_2: 0.2963 (0.3287) loss_giou_dn_2: 0.5190 (0.5182) loss_class_dn_3: 0.4183 (0.4217) loss_bbox_dn_3: 0.2919 (0.3254) loss_giou_dn_3: 0.5166 (0.5134) loss_class_dn_4: 0.4133 (0.4212) loss_bbox_dn_4: 0.2904 (0.3245) loss_giou_dn_4: 0.5159 (0.5122) loss_class_hybrid: 0.8050 (0.8185) loss_bbox_hybrid: 0.2035 (0.2162) loss_giou_hybrid: 0.4398 (0.4652) loss_class_0_hybrid: 0.8434 (0.8873) loss_bbox_0_hybrid: 0.2166 (0.2270) loss_giou_0_hybrid: 0.4698 (0.4919) loss_class_1_hybrid: 0.8184 (0.8491) loss_bbox_1_hybrid: 0.2046 (0.2199) loss_giou_1_hybrid: 0.4544 (0.4729) loss_class_2_hybrid: 0.8049 (0.8332) loss_bbox_2_hybrid: 0.1986 (0.2164) loss_giou_2_hybrid: 0.4420 (0.4668) loss_class_3_hybrid: 0.8068 (0.8223) loss_bbox_3_hybrid: 0.2043 (0.2161) loss_giou_3_hybrid: 0.4373 (0.4656) loss_class_4_hybrid: 0.8046 (0.8182) loss_bbox_4_hybrid: 0.2068 (0.2163) loss_giou_4_hybrid: 0.4376 (0.4655) loss_class_enc_hybrid: 0.8237 (0.8371) loss_bbox_enc_hybrid: 0.2590 (0.2735) loss_giou_enc_hybrid: 0.5446 (0.5615) mem: 1018 max mem: 36964 [2024-01-15 00:15:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:16:44 det.util.engine] INFO: Epoch: [3] [4400/11727] eta: 2:12:56 lr: 0.000100 data_time: 0.0034 iter_time: 1.0574 loss: 28.4540 (29.5557) loss_class: 0.7985 (0.8228) loss_bbox: 0.1935 (0.1983) loss_giou: 0.3994 (0.4273) loss_class_0: 1.0058 (1.0401) loss_bbox_0: 0.1845 (0.1966) loss_giou_0: 0.4093 (0.4364) loss_class_1: 0.8996 (0.9077) loss_bbox_1: 0.1824 (0.1977) loss_giou_1: 0.4080 (0.4300) loss_class_2: 0.8568 (0.8605) loss_bbox_2: 0.1807 (0.1962) loss_giou_2: 0.4023 (0.4273) loss_class_3: 0.8254 (0.8354) loss_bbox_3: 0.1910 (0.1975) loss_giou_3: 0.3949 (0.4269) loss_class_4: 0.7839 (0.8251) loss_bbox_4: 0.1876 (0.1979) loss_giou_4: 0.4033 (0.4272) loss_class_enc: 0.9307 (0.9638) loss_bbox_enc: 0.2229 (0.2392) loss_giou_enc: 0.4698 (0.4985) loss_class_dn: 0.4178 (0.4230) loss_bbox_dn: 0.3087 (0.3246) loss_giou_dn: 0.4839 (0.5123) loss_class_dn_0: 0.4933 (0.4963) loss_bbox_dn_0: 0.3823 (0.4292) loss_giou_dn_0: 0.6312 (0.6495) loss_class_dn_1: 0.4359 (0.4465) loss_bbox_dn_1: 0.3288 (0.3482) loss_giou_dn_1: 0.5209 (0.5418) loss_class_dn_2: 0.4265 (0.4276) loss_bbox_dn_2: 0.3124 (0.3287) loss_giou_dn_2: 0.4934 (0.5182) loss_class_dn_3: 0.4167 (0.4217) loss_bbox_dn_3: 0.3114 (0.3254) loss_giou_dn_3: 0.4852 (0.5133) loss_class_dn_4: 0.4151 (0.4212) loss_bbox_dn_4: 0.3087 (0.3245) loss_giou_dn_4: 0.4840 (0.5121) loss_class_hybrid: 0.8185 (0.8186) loss_bbox_hybrid: 0.2134 (0.2162) loss_giou_hybrid: 0.4161 (0.4650) loss_class_0_hybrid: 0.8883 (0.8875) loss_bbox_0_hybrid: 0.2206 (0.2269) loss_giou_0_hybrid: 0.4615 (0.4917) loss_class_1_hybrid: 0.8474 (0.8492) loss_bbox_1_hybrid: 0.2168 (0.2198) loss_giou_1_hybrid: 0.4320 (0.4727) loss_class_2_hybrid: 0.8435 (0.8334) loss_bbox_2_hybrid: 0.2103 (0.2164) loss_giou_2_hybrid: 0.4198 (0.4666) loss_class_3_hybrid: 0.8279 (0.8224) loss_bbox_3_hybrid: 0.2111 (0.2161) loss_giou_3_hybrid: 0.4171 (0.4653) loss_class_4_hybrid: 0.8229 (0.8183) loss_bbox_4_hybrid: 0.2138 (0.2163) loss_giou_4_hybrid: 0.4166 (0.4653) loss_class_enc_hybrid: 0.8374 (0.8373) loss_bbox_enc_hybrid: 0.2542 (0.2734) loss_giou_enc_hybrid: 0.5262 (0.5612) mem: 1011 max mem: 36964 [2024-01-15 00:16:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:17:37 det.util.engine] INFO: Epoch: [3] [4450/11727] eta: 2:12:00 lr: 0.000100 data_time: 0.0033 iter_time: 1.0847 loss: 30.5926 (29.5582) loss_class: 0.8344 (0.8229) loss_bbox: 0.1790 (0.1983) loss_giou: 0.3991 (0.4273) loss_class_0: 1.0257 (1.0401) loss_bbox_0: 0.1831 (0.1966) loss_giou_0: 0.4381 (0.4365) loss_class_1: 0.9729 (0.9078) loss_bbox_1: 0.1921 (0.1976) loss_giou_1: 0.4027 (0.4301) loss_class_2: 0.8795 (0.8606) loss_bbox_2: 0.1835 (0.1962) loss_giou_2: 0.4072 (0.4273) loss_class_3: 0.8381 (0.8355) loss_bbox_3: 0.1808 (0.1974) loss_giou_3: 0.4026 (0.4269) loss_class_4: 0.8359 (0.8251) loss_bbox_4: 0.1877 (0.1979) loss_giou_4: 0.3985 (0.4273) loss_class_enc: 0.9851 (0.9638) loss_bbox_enc: 0.2313 (0.2393) loss_giou_enc: 0.4950 (0.4986) loss_class_dn: 0.4222 (0.4229) loss_bbox_dn: 0.3128 (0.3247) loss_giou_dn: 0.5234 (0.5124) loss_class_dn_0: 0.4950 (0.4963) loss_bbox_dn_0: 0.4229 (0.4293) loss_giou_dn_0: 0.6661 (0.6496) loss_class_dn_1: 0.4505 (0.4465) loss_bbox_dn_1: 0.3406 (0.3483) loss_giou_dn_1: 0.5583 (0.5419) loss_class_dn_2: 0.4319 (0.4276) loss_bbox_dn_2: 0.3190 (0.3288) loss_giou_dn_2: 0.5311 (0.5183) loss_class_dn_3: 0.4257 (0.4217) loss_bbox_dn_3: 0.3137 (0.3255) loss_giou_dn_3: 0.5263 (0.5134) loss_class_dn_4: 0.4282 (0.4212) loss_bbox_dn_4: 0.3129 (0.3247) loss_giou_dn_4: 0.5234 (0.5123) loss_class_hybrid: 0.8186 (0.8186) loss_bbox_hybrid: 0.2157 (0.2162) loss_giou_hybrid: 0.4205 (0.4650) loss_class_0_hybrid: 0.8797 (0.8876) loss_bbox_0_hybrid: 0.2167 (0.2269) loss_giou_0_hybrid: 0.4761 (0.4917) loss_class_1_hybrid: 0.8793 (0.8492) loss_bbox_1_hybrid: 0.2128 (0.2198) loss_giou_1_hybrid: 0.4300 (0.4727) loss_class_2_hybrid: 0.8368 (0.8334) loss_bbox_2_hybrid: 0.2115 (0.2164) loss_giou_2_hybrid: 0.4183 (0.4666) loss_class_3_hybrid: 0.8187 (0.8224) loss_bbox_3_hybrid: 0.2099 (0.2161) loss_giou_3_hybrid: 0.4238 (0.4654) loss_class_4_hybrid: 0.8128 (0.8183) loss_bbox_4_hybrid: 0.2110 (0.2163) loss_giou_4_hybrid: 0.4239 (0.4653) loss_class_enc_hybrid: 0.8484 (0.8373) loss_bbox_enc_hybrid: 0.2719 (0.2735) loss_giou_enc_hybrid: 0.5470 (0.5613) mem: 1027 max mem: 36964 [2024-01-15 00:17:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:18:30 det.util.engine] INFO: Epoch: [3] [4500/11727] eta: 2:11:03 lr: 0.000100 data_time: 0.0032 iter_time: 1.0444 loss: 29.6347 (29.5561) loss_class: 0.8042 (0.8229) loss_bbox: 0.1894 (0.1982) loss_giou: 0.3978 (0.4274) loss_class_0: 0.9850 (1.0398) loss_bbox_0: 0.1790 (0.1965) loss_giou_0: 0.4039 (0.4367) loss_class_1: 0.8708 (0.9077) loss_bbox_1: 0.1795 (0.1975) loss_giou_1: 0.4056 (0.4302) loss_class_2: 0.8218 (0.8606) loss_bbox_2: 0.1810 (0.1961) loss_giou_2: 0.3972 (0.4275) loss_class_3: 0.8100 (0.8355) loss_bbox_3: 0.1879 (0.1973) loss_giou_3: 0.3996 (0.4270) loss_class_4: 0.8065 (0.8251) loss_bbox_4: 0.1894 (0.1977) loss_giou_4: 0.3987 (0.4274) loss_class_enc: 0.9672 (0.9636) loss_bbox_enc: 0.2201 (0.2392) loss_giou_enc: 0.4645 (0.4987) loss_class_dn: 0.4255 (0.4229) loss_bbox_dn: 0.2873 (0.3245) loss_giou_dn: 0.4971 (0.5125) loss_class_dn_0: 0.4925 (0.4962) loss_bbox_dn_0: 0.3935 (0.4290) loss_giou_dn_0: 0.6257 (0.6496) loss_class_dn_1: 0.4507 (0.4465) loss_bbox_dn_1: 0.3228 (0.3481) loss_giou_dn_1: 0.5295 (0.5420) loss_class_dn_2: 0.4302 (0.4276) loss_bbox_dn_2: 0.2949 (0.3287) loss_giou_dn_2: 0.5012 (0.5184) loss_class_dn_3: 0.4279 (0.4217) loss_bbox_dn_3: 0.2897 (0.3254) loss_giou_dn_3: 0.4972 (0.5135) loss_class_dn_4: 0.4283 (0.4212) loss_bbox_dn_4: 0.2873 (0.3245) loss_giou_dn_4: 0.4970 (0.5123) loss_class_hybrid: 0.8056 (0.8185) loss_bbox_hybrid: 0.2096 (0.2161) loss_giou_hybrid: 0.4393 (0.4651) loss_class_0_hybrid: 0.8811 (0.8873) loss_bbox_0_hybrid: 0.2191 (0.2269) loss_giou_0_hybrid: 0.4551 (0.4918) loss_class_1_hybrid: 0.8235 (0.8491) loss_bbox_1_hybrid: 0.2077 (0.2198) loss_giou_1_hybrid: 0.4434 (0.4728) loss_class_2_hybrid: 0.8257 (0.8333) loss_bbox_2_hybrid: 0.2142 (0.2163) loss_giou_2_hybrid: 0.4379 (0.4667) loss_class_3_hybrid: 0.8135 (0.8223) loss_bbox_3_hybrid: 0.2096 (0.2160) loss_giou_3_hybrid: 0.4434 (0.4655) loss_class_4_hybrid: 0.8083 (0.8182) loss_bbox_4_hybrid: 0.2102 (0.2162) loss_giou_4_hybrid: 0.4439 (0.4654) loss_class_enc_hybrid: 0.8218 (0.8371) loss_bbox_enc_hybrid: 0.2597 (0.2734) loss_giou_enc_hybrid: 0.5134 (0.5614) mem: 1029 max mem: 36964 [2024-01-15 00:18:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:19:24 det.util.engine] INFO: Epoch: [3] [4550/11727] eta: 2:10:08 lr: 0.000100 data_time: 0.0030 iter_time: 1.0518 loss: 29.1282 (29.5543) loss_class: 0.8340 (0.8232) loss_bbox: 0.1842 (0.1981) loss_giou: 0.4576 (0.4274) loss_class_0: 1.0461 (1.0398) loss_bbox_0: 0.1859 (0.1965) loss_giou_0: 0.4670 (0.4367) loss_class_1: 0.9213 (0.9080) loss_bbox_1: 0.1809 (0.1974) loss_giou_1: 0.4561 (0.4302) loss_class_2: 0.8556 (0.8607) loss_bbox_2: 0.1810 (0.1960) loss_giou_2: 0.4571 (0.4274) loss_class_3: 0.8090 (0.8356) loss_bbox_3: 0.1853 (0.1972) loss_giou_3: 0.4584 (0.4270) loss_class_4: 0.8196 (0.8254) loss_bbox_4: 0.1854 (0.1976) loss_giou_4: 0.4576 (0.4273) loss_class_enc: 0.9571 (0.9637) loss_bbox_enc: 0.2180 (0.2390) loss_giou_enc: 0.5224 (0.4987) loss_class_dn: 0.4235 (0.4229) loss_bbox_dn: 0.2728 (0.3242) loss_giou_dn: 0.4972 (0.5123) loss_class_dn_0: 0.4883 (0.4962) loss_bbox_dn_0: 0.3635 (0.4288) loss_giou_dn_0: 0.6528 (0.6495) loss_class_dn_1: 0.4448 (0.4465) loss_bbox_dn_1: 0.2906 (0.3478) loss_giou_dn_1: 0.5217 (0.5418) loss_class_dn_2: 0.4277 (0.4275) loss_bbox_dn_2: 0.2752 (0.3284) loss_giou_dn_2: 0.5031 (0.5182) loss_class_dn_3: 0.4228 (0.4216) loss_bbox_dn_3: 0.2739 (0.3251) loss_giou_dn_3: 0.4986 (0.5134) loss_class_dn_4: 0.4205 (0.4212) loss_bbox_dn_4: 0.2729 (0.3242) loss_giou_dn_4: 0.4974 (0.5122) loss_class_hybrid: 0.8197 (0.8186) loss_bbox_hybrid: 0.2099 (0.2160) loss_giou_hybrid: 0.4955 (0.4651) loss_class_0_hybrid: 0.9156 (0.8874) loss_bbox_0_hybrid: 0.2145 (0.2268) loss_giou_0_hybrid: 0.5222 (0.4919) loss_class_1_hybrid: 0.8679 (0.8493) loss_bbox_1_hybrid: 0.2037 (0.2197) loss_giou_1_hybrid: 0.5010 (0.4728) loss_class_2_hybrid: 0.8405 (0.8334) loss_bbox_2_hybrid: 0.2052 (0.2162) loss_giou_2_hybrid: 0.5002 (0.4668) loss_class_3_hybrid: 0.8208 (0.8224) loss_bbox_3_hybrid: 0.2094 (0.2159) loss_giou_3_hybrid: 0.4943 (0.4655) loss_class_4_hybrid: 0.8222 (0.8183) loss_bbox_4_hybrid: 0.2089 (0.2161) loss_giou_4_hybrid: 0.5006 (0.4654) loss_class_enc_hybrid: 0.8235 (0.8371) loss_bbox_enc_hybrid: 0.2471 (0.2732) loss_giou_enc_hybrid: 0.5733 (0.5614) mem: 1021 max mem: 36964 [2024-01-15 00:19:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:20:18 det.util.engine] INFO: Epoch: [3] [4600/11727] eta: 2:09:13 lr: 0.000100 data_time: 0.0033 iter_time: 1.0650 loss: 30.1076 (29.5586) loss_class: 0.9111 (0.8236) loss_bbox: 0.1929 (0.1982) loss_giou: 0.3970 (0.4272) loss_class_0: 1.1403 (1.0402) loss_bbox_0: 0.1995 (0.1966) loss_giou_0: 0.4082 (0.4364) loss_class_1: 0.9628 (0.9084) loss_bbox_1: 0.2007 (0.1975) loss_giou_1: 0.4020 (0.4299) loss_class_2: 0.9394 (0.8612) loss_bbox_2: 0.1924 (0.1961) loss_giou_2: 0.4032 (0.4272) loss_class_3: 0.9047 (0.8361) loss_bbox_3: 0.2059 (0.1973) loss_giou_3: 0.3960 (0.4268) loss_class_4: 0.9040 (0.8258) loss_bbox_4: 0.1930 (0.1977) loss_giou_4: 0.3970 (0.4271) loss_class_enc: 1.0194 (0.9641) loss_bbox_enc: 0.2530 (0.2392) loss_giou_enc: 0.4853 (0.4983) loss_class_dn: 0.4298 (0.4229) loss_bbox_dn: 0.3601 (0.3246) loss_giou_dn: 0.5036 (0.5122) loss_class_dn_0: 0.5011 (0.4962) loss_bbox_dn_0: 0.4418 (0.4292) loss_giou_dn_0: 0.6424 (0.6493) loss_class_dn_1: 0.4476 (0.4465) loss_bbox_dn_1: 0.3769 (0.3482) loss_giou_dn_1: 0.5309 (0.5417) loss_class_dn_2: 0.4311 (0.4276) loss_bbox_dn_2: 0.3652 (0.3288) loss_giou_dn_2: 0.5105 (0.5181) loss_class_dn_3: 0.4252 (0.4217) loss_bbox_dn_3: 0.3625 (0.3254) loss_giou_dn_3: 0.5046 (0.5132) loss_class_dn_4: 0.4264 (0.4212) loss_bbox_dn_4: 0.3599 (0.3246) loss_giou_dn_4: 0.5031 (0.5121) loss_class_hybrid: 0.8431 (0.8190) loss_bbox_hybrid: 0.2232 (0.2161) loss_giou_hybrid: 0.4335 (0.4649) loss_class_0_hybrid: 0.9447 (0.8877) loss_bbox_0_hybrid: 0.2338 (0.2269) loss_giou_0_hybrid: 0.4450 (0.4916) loss_class_1_hybrid: 0.8920 (0.8497) loss_bbox_1_hybrid: 0.2204 (0.2197) loss_giou_1_hybrid: 0.4261 (0.4725) loss_class_2_hybrid: 0.8674 (0.8338) loss_bbox_2_hybrid: 0.2235 (0.2163) loss_giou_2_hybrid: 0.4283 (0.4665) loss_class_3_hybrid: 0.8574 (0.8228) loss_bbox_3_hybrid: 0.2227 (0.2160) loss_giou_3_hybrid: 0.4311 (0.4653) loss_class_4_hybrid: 0.8600 (0.8187) loss_bbox_4_hybrid: 0.2243 (0.2162) loss_giou_4_hybrid: 0.4333 (0.4652) loss_class_enc_hybrid: 0.8705 (0.8375) loss_bbox_enc_hybrid: 0.2792 (0.2734) loss_giou_enc_hybrid: 0.5144 (0.5611) mem: 1013 max mem: 36964 [2024-01-15 00:20:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:21:14 det.util.engine] INFO: Epoch: [3] [4650/11727] eta: 2:08:21 lr: 0.000100 data_time: 0.0034 iter_time: 1.1287 loss: 27.6030 (29.5574) loss_class: 0.7869 (0.8238) loss_bbox: 0.1969 (0.1982) loss_giou: 0.4121 (0.4269) loss_class_0: 1.0085 (1.0402) loss_bbox_0: 0.1904 (0.1967) loss_giou_0: 0.4143 (0.4361) loss_class_1: 0.8433 (0.9084) loss_bbox_1: 0.1996 (0.1976) loss_giou_1: 0.4185 (0.4296) loss_class_2: 0.8213 (0.8612) loss_bbox_2: 0.1964 (0.1962) loss_giou_2: 0.4102 (0.4269) loss_class_3: 0.7846 (0.8362) loss_bbox_3: 0.1987 (0.1974) loss_giou_3: 0.4109 (0.4265) loss_class_4: 0.7860 (0.8259) loss_bbox_4: 0.1968 (0.1978) loss_giou_4: 0.4118 (0.4268) loss_class_enc: 0.9163 (0.9642) loss_bbox_enc: 0.2288 (0.2393) loss_giou_enc: 0.4733 (0.4981) loss_class_dn: 0.4069 (0.4229) loss_bbox_dn: 0.2979 (0.3247) loss_giou_dn: 0.4896 (0.5120) loss_class_dn_0: 0.5014 (0.4963) loss_bbox_dn_0: 0.4155 (0.4294) loss_giou_dn_0: 0.6251 (0.6492) loss_class_dn_1: 0.4376 (0.4465) loss_bbox_dn_1: 0.3343 (0.3484) loss_giou_dn_1: 0.5113 (0.5415) loss_class_dn_2: 0.4150 (0.4275) loss_bbox_dn_2: 0.3088 (0.3289) loss_giou_dn_2: 0.4953 (0.5179) loss_class_dn_3: 0.4099 (0.4216) loss_bbox_dn_3: 0.3007 (0.3256) loss_giou_dn_3: 0.4895 (0.5130) loss_class_dn_4: 0.4084 (0.4211) loss_bbox_dn_4: 0.2981 (0.3247) loss_giou_dn_4: 0.4894 (0.5119) loss_class_hybrid: 0.7837 (0.8191) loss_bbox_hybrid: 0.2071 (0.2162) loss_giou_hybrid: 0.4484 (0.4646) loss_class_0_hybrid: 0.8744 (0.8879) loss_bbox_0_hybrid: 0.2102 (0.2270) loss_giou_0_hybrid: 0.4687 (0.4913) loss_class_1_hybrid: 0.8241 (0.8497) loss_bbox_1_hybrid: 0.2098 (0.2198) loss_giou_1_hybrid: 0.4550 (0.4723) loss_class_2_hybrid: 0.8038 (0.8339) loss_bbox_2_hybrid: 0.2104 (0.2164) loss_giou_2_hybrid: 0.4507 (0.4663) loss_class_3_hybrid: 0.8029 (0.8229) loss_bbox_3_hybrid: 0.2027 (0.2161) loss_giou_3_hybrid: 0.4480 (0.4650) loss_class_4_hybrid: 0.7894 (0.8188) loss_bbox_4_hybrid: 0.2035 (0.2163) loss_giou_4_hybrid: 0.4483 (0.4649) loss_class_enc_hybrid: 0.8249 (0.8376) loss_bbox_enc_hybrid: 0.2498 (0.2735) loss_giou_enc_hybrid: 0.5302 (0.5608) mem: 1011 max mem: 36964 [2024-01-15 00:21:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:22:09 det.util.engine] INFO: Epoch: [3] [4700/11727] eta: 2:07:28 lr: 0.000100 data_time: 0.0033 iter_time: 1.1151 loss: 30.3409 (29.5602) loss_class: 0.7944 (0.8236) loss_bbox: 0.2070 (0.1984) loss_giou: 0.4552 (0.4270) loss_class_0: 0.9969 (1.0398) loss_bbox_0: 0.2040 (0.1968) loss_giou_0: 0.4673 (0.4363) loss_class_1: 0.8645 (0.9083) loss_bbox_1: 0.1998 (0.1977) loss_giou_1: 0.4589 (0.4297) loss_class_2: 0.8517 (0.8610) loss_bbox_2: 0.2056 (0.1963) loss_giou_2: 0.4504 (0.4270) loss_class_3: 0.8218 (0.8360) loss_bbox_3: 0.1967 (0.1975) loss_giou_3: 0.4512 (0.4266) loss_class_4: 0.7959 (0.8258) loss_bbox_4: 0.2089 (0.1979) loss_giou_4: 0.4459 (0.4269) loss_class_enc: 0.9349 (0.9640) loss_bbox_enc: 0.2267 (0.2395) loss_giou_enc: 0.5121 (0.4982) loss_class_dn: 0.4225 (0.4228) loss_bbox_dn: 0.3091 (0.3250) loss_giou_dn: 0.5360 (0.5121) loss_class_dn_0: 0.4975 (0.4962) loss_bbox_dn_0: 0.4134 (0.4297) loss_giou_dn_0: 0.6618 (0.6492) loss_class_dn_1: 0.4444 (0.4464) loss_bbox_dn_1: 0.3340 (0.3487) loss_giou_dn_1: 0.5545 (0.5416) loss_class_dn_2: 0.4303 (0.4274) loss_bbox_dn_2: 0.3156 (0.3292) loss_giou_dn_2: 0.5397 (0.5180) loss_class_dn_3: 0.4242 (0.4215) loss_bbox_dn_3: 0.3102 (0.3258) loss_giou_dn_3: 0.5370 (0.5132) loss_class_dn_4: 0.4223 (0.4210) loss_bbox_dn_4: 0.3091 (0.3250) loss_giou_dn_4: 0.5358 (0.5120) loss_class_hybrid: 0.7762 (0.8190) loss_bbox_hybrid: 0.2260 (0.2163) loss_giou_hybrid: 0.4771 (0.4647) loss_class_0_hybrid: 0.8685 (0.8877) loss_bbox_0_hybrid: 0.2353 (0.2271) loss_giou_0_hybrid: 0.5120 (0.4914) loss_class_1_hybrid: 0.8303 (0.8496) loss_bbox_1_hybrid: 0.2257 (0.2200) loss_giou_1_hybrid: 0.4891 (0.4724) loss_class_2_hybrid: 0.7916 (0.8338) loss_bbox_2_hybrid: 0.2247 (0.2165) loss_giou_2_hybrid: 0.4850 (0.4663) loss_class_3_hybrid: 0.7757 (0.8228) loss_bbox_3_hybrid: 0.2231 (0.2162) loss_giou_3_hybrid: 0.4707 (0.4651) loss_class_4_hybrid: 0.7741 (0.8187) loss_bbox_4_hybrid: 0.2256 (0.2164) loss_giou_4_hybrid: 0.4694 (0.4650) loss_class_enc_hybrid: 0.8110 (0.8375) loss_bbox_enc_hybrid: 0.2917 (0.2736) loss_giou_enc_hybrid: 0.5829 (0.5609) mem: 1029 max mem: 36964 [2024-01-15 00:22:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:23:04 det.util.engine] INFO: Epoch: [3] [4750/11727] eta: 2:06:34 lr: 0.000100 data_time: 0.0040 iter_time: 1.1054 loss: 29.1452 (29.5586) loss_class: 0.7708 (0.8235) loss_bbox: 0.1726 (0.1983) loss_giou: 0.4259 (0.4271) loss_class_0: 0.9929 (1.0396) loss_bbox_0: 0.1768 (0.1968) loss_giou_0: 0.4345 (0.4364) loss_class_1: 0.8681 (0.9081) loss_bbox_1: 0.1735 (0.1977) loss_giou_1: 0.4270 (0.4298) loss_class_2: 0.7889 (0.8608) loss_bbox_2: 0.1681 (0.1963) loss_giou_2: 0.4253 (0.4271) loss_class_3: 0.7827 (0.8358) loss_bbox_3: 0.1685 (0.1975) loss_giou_3: 0.4224 (0.4267) loss_class_4: 0.7717 (0.8256) loss_bbox_4: 0.1749 (0.1979) loss_giou_4: 0.4259 (0.4270) loss_class_enc: 0.9550 (0.9639) loss_bbox_enc: 0.2124 (0.2395) loss_giou_enc: 0.5134 (0.4983) loss_class_dn: 0.4255 (0.4227) loss_bbox_dn: 0.2924 (0.3250) loss_giou_dn: 0.5097 (0.5121) loss_class_dn_0: 0.4878 (0.4961) loss_bbox_dn_0: 0.3778 (0.4297) loss_giou_dn_0: 0.6512 (0.6492) loss_class_dn_1: 0.4410 (0.4463) loss_bbox_dn_1: 0.3093 (0.3487) loss_giou_dn_1: 0.5477 (0.5416) loss_class_dn_2: 0.4273 (0.4274) loss_bbox_dn_2: 0.2925 (0.3292) loss_giou_dn_2: 0.5210 (0.5180) loss_class_dn_3: 0.4230 (0.4215) loss_bbox_dn_3: 0.2937 (0.3258) loss_giou_dn_3: 0.5123 (0.5132) loss_class_dn_4: 0.4209 (0.4210) loss_bbox_dn_4: 0.2924 (0.3250) loss_giou_dn_4: 0.5098 (0.5120) loss_class_hybrid: 0.7854 (0.8188) loss_bbox_hybrid: 0.1960 (0.2163) loss_giou_hybrid: 0.4475 (0.4648) loss_class_0_hybrid: 0.8579 (0.8876) loss_bbox_0_hybrid: 0.2036 (0.2271) loss_giou_0_hybrid: 0.4701 (0.4915) loss_class_1_hybrid: 0.8281 (0.8495) loss_bbox_1_hybrid: 0.2016 (0.2200) loss_giou_1_hybrid: 0.4545 (0.4725) loss_class_2_hybrid: 0.7965 (0.8336) loss_bbox_2_hybrid: 0.1950 (0.2165) loss_giou_2_hybrid: 0.4508 (0.4665) loss_class_3_hybrid: 0.7964 (0.8225) loss_bbox_3_hybrid: 0.1964 (0.2162) loss_giou_3_hybrid: 0.4488 (0.4652) loss_class_4_hybrid: 0.7954 (0.8184) loss_bbox_4_hybrid: 0.1948 (0.2164) loss_giou_4_hybrid: 0.4489 (0.4651) loss_class_enc_hybrid: 0.8272 (0.8374) loss_bbox_enc_hybrid: 0.2435 (0.2736) loss_giou_enc_hybrid: 0.5467 (0.5610) mem: 1028 max mem: 36964 [2024-01-15 00:23:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:23:57 det.util.engine] INFO: Epoch: [3] [4800/11727] eta: 2:05:38 lr: 0.000100 data_time: 0.0032 iter_time: 1.1021 loss: 29.7780 (29.5615) loss_class: 0.8238 (0.8234) loss_bbox: 0.2021 (0.1985) loss_giou: 0.4254 (0.4272) loss_class_0: 1.0476 (1.0395) loss_bbox_0: 0.1911 (0.1969) loss_giou_0: 0.4131 (0.4364) loss_class_1: 0.9113 (0.9080) loss_bbox_1: 0.2097 (0.1978) loss_giou_1: 0.4303 (0.4299) loss_class_2: 0.8681 (0.8608) loss_bbox_2: 0.2058 (0.1964) loss_giou_2: 0.4231 (0.4272) loss_class_3: 0.8330 (0.8358) loss_bbox_3: 0.1985 (0.1976) loss_giou_3: 0.4258 (0.4268) loss_class_4: 0.8305 (0.8255) loss_bbox_4: 0.2021 (0.1980) loss_giou_4: 0.4266 (0.4271) loss_class_enc: 0.9726 (0.9637) loss_bbox_enc: 0.2445 (0.2396) loss_giou_enc: 0.4912 (0.4984) loss_class_dn: 0.4226 (0.4227) loss_bbox_dn: 0.3343 (0.3250) loss_giou_dn: 0.5158 (0.5122) loss_class_dn_0: 0.4915 (0.4961) loss_bbox_dn_0: 0.4402 (0.4297) loss_giou_dn_0: 0.6633 (0.6492) loss_class_dn_1: 0.4428 (0.4463) loss_bbox_dn_1: 0.3632 (0.3487) loss_giou_dn_1: 0.5509 (0.5416) loss_class_dn_2: 0.4274 (0.4273) loss_bbox_dn_2: 0.3368 (0.3292) loss_giou_dn_2: 0.5242 (0.5181) loss_class_dn_3: 0.4218 (0.4214) loss_bbox_dn_3: 0.3367 (0.3259) loss_giou_dn_3: 0.5173 (0.5132) loss_class_dn_4: 0.4214 (0.4209) loss_bbox_dn_4: 0.3343 (0.3250) loss_giou_dn_4: 0.5157 (0.5120) loss_class_hybrid: 0.8194 (0.8187) loss_bbox_hybrid: 0.2352 (0.2165) loss_giou_hybrid: 0.4628 (0.4650) loss_class_0_hybrid: 0.9013 (0.8876) loss_bbox_0_hybrid: 0.2553 (0.2273) loss_giou_0_hybrid: 0.4730 (0.4916) loss_class_1_hybrid: 0.8601 (0.8494) loss_bbox_1_hybrid: 0.2344 (0.2201) loss_giou_1_hybrid: 0.4706 (0.4726) loss_class_2_hybrid: 0.8353 (0.8335) loss_bbox_2_hybrid: 0.2343 (0.2167) loss_giou_2_hybrid: 0.4523 (0.4666) loss_class_3_hybrid: 0.8288 (0.8225) loss_bbox_3_hybrid: 0.2325 (0.2164) loss_giou_3_hybrid: 0.4569 (0.4654) loss_class_4_hybrid: 0.8187 (0.8184) loss_bbox_4_hybrid: 0.2389 (0.2166) loss_giou_4_hybrid: 0.4635 (0.4653) loss_class_enc_hybrid: 0.8702 (0.8374) loss_bbox_enc_hybrid: 0.2943 (0.2738) loss_giou_enc_hybrid: 0.5425 (0.5612) mem: 1016 max mem: 36964 [2024-01-15 00:23:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:24:53 det.util.engine] INFO: Epoch: [3] [4850/11727] eta: 2:04:46 lr: 0.000100 data_time: 0.0031 iter_time: 1.1020 loss: 31.0837 (29.5585) loss_class: 0.8108 (0.8232) loss_bbox: 0.2211 (0.1985) loss_giou: 0.4181 (0.4271) loss_class_0: 1.0096 (1.0394) loss_bbox_0: 0.2075 (0.1970) loss_giou_0: 0.4483 (0.4363) loss_class_1: 0.8790 (0.9080) loss_bbox_1: 0.2161 (0.1979) loss_giou_1: 0.4345 (0.4299) loss_class_2: 0.8112 (0.8607) loss_bbox_2: 0.2204 (0.1964) loss_giou_2: 0.4232 (0.4271) loss_class_3: 0.8288 (0.8357) loss_bbox_3: 0.2157 (0.1977) loss_giou_3: 0.4268 (0.4267) loss_class_4: 0.7954 (0.8254) loss_bbox_4: 0.2118 (0.1980) loss_giou_4: 0.4183 (0.4270) loss_class_enc: 0.9431 (0.9637) loss_bbox_enc: 0.2632 (0.2397) loss_giou_enc: 0.5138 (0.4983) loss_class_dn: 0.4161 (0.4226) loss_bbox_dn: 0.3346 (0.3249) loss_giou_dn: 0.5069 (0.5120) loss_class_dn_0: 0.4945 (0.4961) loss_bbox_dn_0: 0.4288 (0.4297) loss_giou_dn_0: 0.6621 (0.6491) loss_class_dn_1: 0.4474 (0.4463) loss_bbox_dn_1: 0.3535 (0.3486) loss_giou_dn_1: 0.5386 (0.5415) loss_class_dn_2: 0.4237 (0.4273) loss_bbox_dn_2: 0.3396 (0.3292) loss_giou_dn_2: 0.5150 (0.5179) loss_class_dn_3: 0.4206 (0.4214) loss_bbox_dn_3: 0.3366 (0.3258) loss_giou_dn_3: 0.5077 (0.5130) loss_class_dn_4: 0.4102 (0.4209) loss_bbox_dn_4: 0.3345 (0.3249) loss_giou_dn_4: 0.5064 (0.5119) loss_class_hybrid: 0.7854 (0.8186) loss_bbox_hybrid: 0.2372 (0.2165) loss_giou_hybrid: 0.4803 (0.4649) loss_class_0_hybrid: 0.8419 (0.8876) loss_bbox_0_hybrid: 0.2356 (0.2273) loss_giou_0_hybrid: 0.5174 (0.4915) loss_class_1_hybrid: 0.8362 (0.8494) loss_bbox_1_hybrid: 0.2298 (0.2201) loss_giou_1_hybrid: 0.4921 (0.4726) loss_class_2_hybrid: 0.8177 (0.8335) loss_bbox_2_hybrid: 0.2262 (0.2167) loss_giou_2_hybrid: 0.4848 (0.4665) loss_class_3_hybrid: 0.8068 (0.8225) loss_bbox_3_hybrid: 0.2321 (0.2164) loss_giou_3_hybrid: 0.4807 (0.4653) loss_class_4_hybrid: 0.7873 (0.8183) loss_bbox_4_hybrid: 0.2372 (0.2166) loss_giou_4_hybrid: 0.4795 (0.4652) loss_class_enc_hybrid: 0.8150 (0.8374) loss_bbox_enc_hybrid: 0.2871 (0.2738) loss_giou_enc_hybrid: 0.5862 (0.5611) mem: 1021 max mem: 36964 [2024-01-15 00:24:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:25:48 det.util.engine] INFO: Epoch: [3] [4900/11727] eta: 2:03:51 lr: 0.000100 data_time: 0.0033 iter_time: 1.0890 loss: 29.1588 (29.5580) loss_class: 0.7838 (0.8233) loss_bbox: 0.1801 (0.1986) loss_giou: 0.3632 (0.4269) loss_class_0: 1.0197 (1.0397) loss_bbox_0: 0.1801 (0.1970) loss_giou_0: 0.3884 (0.4361) loss_class_1: 0.8666 (0.9081) loss_bbox_1: 0.1835 (0.1979) loss_giou_1: 0.3702 (0.4296) loss_class_2: 0.8048 (0.8609) loss_bbox_2: 0.1800 (0.1964) loss_giou_2: 0.3663 (0.4269) loss_class_3: 0.7935 (0.8358) loss_bbox_3: 0.1814 (0.1977) loss_giou_3: 0.3629 (0.4265) loss_class_4: 0.7810 (0.8255) loss_bbox_4: 0.1780 (0.1981) loss_giou_4: 0.3620 (0.4268) loss_class_enc: 0.9526 (0.9639) loss_bbox_enc: 0.2232 (0.2397) loss_giou_enc: 0.4400 (0.4981) loss_class_dn: 0.4155 (0.4226) loss_bbox_dn: 0.3069 (0.3250) loss_giou_dn: 0.4841 (0.5119) loss_class_dn_0: 0.4955 (0.4961) loss_bbox_dn_0: 0.4169 (0.4299) loss_giou_dn_0: 0.6125 (0.6490) loss_class_dn_1: 0.4391 (0.4462) loss_bbox_dn_1: 0.3583 (0.3488) loss_giou_dn_1: 0.5126 (0.5413) loss_class_dn_2: 0.4244 (0.4272) loss_bbox_dn_2: 0.3178 (0.3292) loss_giou_dn_2: 0.4889 (0.5178) loss_class_dn_3: 0.4196 (0.4213) loss_bbox_dn_3: 0.3113 (0.3259) loss_giou_dn_3: 0.4831 (0.5129) loss_class_dn_4: 0.4157 (0.4208) loss_bbox_dn_4: 0.3068 (0.3250) loss_giou_dn_4: 0.4838 (0.5117) loss_class_hybrid: 0.7877 (0.8187) loss_bbox_hybrid: 0.2080 (0.2166) loss_giou_hybrid: 0.4094 (0.4647) loss_class_0_hybrid: 0.8808 (0.8878) loss_bbox_0_hybrid: 0.2176 (0.2273) loss_giou_0_hybrid: 0.4336 (0.4913) loss_class_1_hybrid: 0.8002 (0.8494) loss_bbox_1_hybrid: 0.2158 (0.2202) loss_giou_1_hybrid: 0.4195 (0.4724) loss_class_2_hybrid: 0.7837 (0.8336) loss_bbox_2_hybrid: 0.2111 (0.2167) loss_giou_2_hybrid: 0.4138 (0.4663) loss_class_3_hybrid: 0.7702 (0.8225) loss_bbox_3_hybrid: 0.2091 (0.2164) loss_giou_3_hybrid: 0.4098 (0.4651) loss_class_4_hybrid: 0.7754 (0.8184) loss_bbox_4_hybrid: 0.2090 (0.2167) loss_giou_4_hybrid: 0.4085 (0.4650) loss_class_enc_hybrid: 0.8469 (0.8375) loss_bbox_enc_hybrid: 0.2811 (0.2739) loss_giou_enc_hybrid: 0.5141 (0.5609) mem: 1017 max mem: 36964 [2024-01-15 00:25:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:26:43 det.util.engine] INFO: Epoch: [3] [4950/11727] eta: 2:02:59 lr: 0.000100 data_time: 0.0033 iter_time: 1.0696 loss: 28.8664 (29.5513) loss_class: 0.7671 (0.8229) loss_bbox: 0.2089 (0.1985) loss_giou: 0.4015 (0.4270) loss_class_0: 0.9971 (1.0393) loss_bbox_0: 0.1983 (0.1969) loss_giou_0: 0.4109 (0.4362) loss_class_1: 0.8508 (0.9077) loss_bbox_1: 0.2011 (0.1978) loss_giou_1: 0.4075 (0.4298) loss_class_2: 0.7913 (0.8604) loss_bbox_2: 0.2066 (0.1963) loss_giou_2: 0.4011 (0.4270) loss_class_3: 0.7815 (0.8354) loss_bbox_3: 0.2102 (0.1976) loss_giou_3: 0.4017 (0.4266) loss_class_4: 0.7783 (0.8251) loss_bbox_4: 0.2090 (0.1980) loss_giou_4: 0.3955 (0.4269) loss_class_enc: 0.9198 (0.9636) loss_bbox_enc: 0.2289 (0.2396) loss_giou_enc: 0.4819 (0.4982) loss_class_dn: 0.4178 (0.4225) loss_bbox_dn: 0.2960 (0.3248) loss_giou_dn: 0.4970 (0.5119) loss_class_dn_0: 0.4961 (0.4961) loss_bbox_dn_0: 0.3857 (0.4295) loss_giou_dn_0: 0.6326 (0.6489) loss_class_dn_1: 0.4448 (0.4462) loss_bbox_dn_1: 0.3136 (0.3485) loss_giou_dn_1: 0.5291 (0.5413) loss_class_dn_2: 0.4259 (0.4272) loss_bbox_dn_2: 0.3027 (0.3290) loss_giou_dn_2: 0.5014 (0.5178) loss_class_dn_3: 0.4170 (0.4213) loss_bbox_dn_3: 0.2955 (0.3256) loss_giou_dn_3: 0.4967 (0.5129) loss_class_dn_4: 0.4181 (0.4208) loss_bbox_dn_4: 0.2960 (0.3248) loss_giou_dn_4: 0.4969 (0.5117) loss_class_hybrid: 0.7853 (0.8183) loss_bbox_hybrid: 0.2303 (0.2165) loss_giou_hybrid: 0.4385 (0.4649) loss_class_0_hybrid: 0.8568 (0.8875) loss_bbox_0_hybrid: 0.2365 (0.2273) loss_giou_0_hybrid: 0.4597 (0.4914) loss_class_1_hybrid: 0.8068 (0.8490) loss_bbox_1_hybrid: 0.2184 (0.2201) loss_giou_1_hybrid: 0.4304 (0.4725) loss_class_2_hybrid: 0.7930 (0.8332) loss_bbox_2_hybrid: 0.2272 (0.2167) loss_giou_2_hybrid: 0.4265 (0.4665) loss_class_3_hybrid: 0.7819 (0.8221) loss_bbox_3_hybrid: 0.2269 (0.2164) loss_giou_3_hybrid: 0.4302 (0.4653) loss_class_4_hybrid: 0.7826 (0.8180) loss_bbox_4_hybrid: 0.2277 (0.2166) loss_giou_4_hybrid: 0.4366 (0.4652) loss_class_enc_hybrid: 0.8249 (0.8373) loss_bbox_enc_hybrid: 0.2869 (0.2738) loss_giou_enc_hybrid: 0.5306 (0.5611) mem: 1020 max mem: 36964 [2024-01-15 00:26:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:27:37 det.util.engine] INFO: Epoch: [3] [5000/11727] eta: 2:02:04 lr: 0.000100 data_time: 0.0035 iter_time: 1.0790 loss: 29.3022 (29.5450) loss_class: 0.7810 (0.8229) loss_bbox: 0.1897 (0.1985) loss_giou: 0.4118 (0.4268) loss_class_0: 1.0034 (1.0391) loss_bbox_0: 0.1876 (0.1969) loss_giou_0: 0.4258 (0.4360) loss_class_1: 0.8600 (0.9077) loss_bbox_1: 0.1796 (0.1977) loss_giou_1: 0.4202 (0.4295) loss_class_2: 0.8427 (0.8604) loss_bbox_2: 0.1895 (0.1963) loss_giou_2: 0.4176 (0.4268) loss_class_3: 0.8164 (0.8354) loss_bbox_3: 0.1866 (0.1976) loss_giou_3: 0.4082 (0.4264) loss_class_4: 0.7982 (0.8251) loss_bbox_4: 0.1897 (0.1979) loss_giou_4: 0.4101 (0.4267) loss_class_enc: 0.9264 (0.9634) loss_bbox_enc: 0.2214 (0.2396) loss_giou_enc: 0.4981 (0.4980) loss_class_dn: 0.4155 (0.4225) loss_bbox_dn: 0.2869 (0.3248) loss_giou_dn: 0.4970 (0.5116) loss_class_dn_0: 0.4925 (0.4961) loss_bbox_dn_0: 0.3990 (0.4296) loss_giou_dn_0: 0.6321 (0.6486) loss_class_dn_1: 0.4406 (0.4461) loss_bbox_dn_1: 0.3233 (0.3485) loss_giou_dn_1: 0.5189 (0.5411) loss_class_dn_2: 0.4212 (0.4272) loss_bbox_dn_2: 0.2944 (0.3290) loss_giou_dn_2: 0.5022 (0.5175) loss_class_dn_3: 0.4168 (0.4212) loss_bbox_dn_3: 0.2892 (0.3257) loss_giou_dn_3: 0.4974 (0.5127) loss_class_dn_4: 0.4131 (0.4207) loss_bbox_dn_4: 0.2869 (0.3248) loss_giou_dn_4: 0.4970 (0.5115) loss_class_hybrid: 0.7810 (0.8182) loss_bbox_hybrid: 0.1972 (0.2165) loss_giou_hybrid: 0.4402 (0.4646) loss_class_0_hybrid: 0.8357 (0.8874) loss_bbox_0_hybrid: 0.2094 (0.2272) loss_giou_0_hybrid: 0.4743 (0.4912) loss_class_1_hybrid: 0.7933 (0.8490) loss_bbox_1_hybrid: 0.2010 (0.2201) loss_giou_1_hybrid: 0.4498 (0.4723) loss_class_2_hybrid: 0.7975 (0.8332) loss_bbox_2_hybrid: 0.2004 (0.2166) loss_giou_2_hybrid: 0.4437 (0.4662) loss_class_3_hybrid: 0.7818 (0.8220) loss_bbox_3_hybrid: 0.1966 (0.2163) loss_giou_3_hybrid: 0.4427 (0.4650) loss_class_4_hybrid: 0.7809 (0.8179) loss_bbox_4_hybrid: 0.1965 (0.2166) loss_giou_4_hybrid: 0.4407 (0.4649) loss_class_enc_hybrid: 0.7949 (0.8372) loss_bbox_enc_hybrid: 0.2508 (0.2739) loss_giou_enc_hybrid: 0.5412 (0.5608) mem: 1032 max mem: 36964 [2024-01-15 00:27:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:28:32 det.util.engine] INFO: Epoch: [3] [5050/11727] eta: 2:01:10 lr: 0.000100 data_time: 0.0034 iter_time: 1.0852 loss: 28.6222 (29.5403) loss_class: 0.8125 (0.8228) loss_bbox: 0.1847 (0.1984) loss_giou: 0.4088 (0.4267) loss_class_0: 1.0572 (1.0391) loss_bbox_0: 0.1909 (0.1968) loss_giou_0: 0.4243 (0.4360) loss_class_1: 0.8612 (0.9075) loss_bbox_1: 0.1857 (0.1977) loss_giou_1: 0.4158 (0.4295) loss_class_2: 0.8343 (0.8602) loss_bbox_2: 0.1839 (0.1962) loss_giou_2: 0.4093 (0.4268) loss_class_3: 0.8071 (0.8353) loss_bbox_3: 0.1754 (0.1975) loss_giou_3: 0.4121 (0.4263) loss_class_4: 0.8187 (0.8250) loss_bbox_4: 0.1795 (0.1979) loss_giou_4: 0.4087 (0.4267) loss_class_enc: 0.9500 (0.9633) loss_bbox_enc: 0.2314 (0.2396) loss_giou_enc: 0.4908 (0.4980) loss_class_dn: 0.4086 (0.4225) loss_bbox_dn: 0.2917 (0.3246) loss_giou_dn: 0.4846 (0.5115) loss_class_dn_0: 0.4904 (0.4961) loss_bbox_dn_0: 0.3761 (0.4294) loss_giou_dn_0: 0.6249 (0.6486) loss_class_dn_1: 0.4421 (0.4462) loss_bbox_dn_1: 0.3087 (0.3483) loss_giou_dn_1: 0.5208 (0.5410) loss_class_dn_2: 0.4205 (0.4272) loss_bbox_dn_2: 0.2935 (0.3288) loss_giou_dn_2: 0.4899 (0.5174) loss_class_dn_3: 0.4079 (0.4212) loss_bbox_dn_3: 0.2923 (0.3255) loss_giou_dn_3: 0.4849 (0.5126) loss_class_dn_4: 0.4090 (0.4207) loss_bbox_dn_4: 0.2917 (0.3246) loss_giou_dn_4: 0.4845 (0.5114) loss_class_hybrid: 0.8253 (0.8182) loss_bbox_hybrid: 0.2059 (0.2164) loss_giou_hybrid: 0.4367 (0.4645) loss_class_0_hybrid: 0.9170 (0.8874) loss_bbox_0_hybrid: 0.2057 (0.2271) loss_giou_0_hybrid: 0.4651 (0.4911) loss_class_1_hybrid: 0.8839 (0.8489) loss_bbox_1_hybrid: 0.2093 (0.2200) loss_giou_1_hybrid: 0.4577 (0.4722) loss_class_2_hybrid: 0.8790 (0.8331) loss_bbox_2_hybrid: 0.2064 (0.2165) loss_giou_2_hybrid: 0.4421 (0.4662) loss_class_3_hybrid: 0.8527 (0.8220) loss_bbox_3_hybrid: 0.2042 (0.2162) loss_giou_3_hybrid: 0.4422 (0.4649) loss_class_4_hybrid: 0.8394 (0.8179) loss_bbox_4_hybrid: 0.2078 (0.2165) loss_giou_4_hybrid: 0.4403 (0.4648) loss_class_enc_hybrid: 0.8249 (0.8372) loss_bbox_enc_hybrid: 0.2538 (0.2737) loss_giou_enc_hybrid: 0.5388 (0.5607) mem: 1017 max mem: 36964 [2024-01-15 00:28:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:29:31 det.util.engine] INFO: Epoch: [3] [5100/11727] eta: 2:00:21 lr: 0.000100 data_time: 0.0033 iter_time: 1.0752 loss: 28.4618 (29.5381) loss_class: 0.7835 (0.8228) loss_bbox: 0.1833 (0.1983) loss_giou: 0.4497 (0.4268) loss_class_0: 0.9675 (1.0390) loss_bbox_0: 0.1874 (0.1967) loss_giou_0: 0.4699 (0.4360) loss_class_1: 0.8309 (0.9074) loss_bbox_1: 0.1847 (0.1976) loss_giou_1: 0.4573 (0.4296) loss_class_2: 0.8042 (0.8600) loss_bbox_2: 0.1855 (0.1962) loss_giou_2: 0.4562 (0.4269) loss_class_3: 0.7866 (0.8353) loss_bbox_3: 0.1846 (0.1974) loss_giou_3: 0.4505 (0.4264) loss_class_4: 0.7735 (0.8249) loss_bbox_4: 0.1845 (0.1978) loss_giou_4: 0.4461 (0.4268) loss_class_enc: 0.8969 (0.9631) loss_bbox_enc: 0.2201 (0.2395) loss_giou_enc: 0.5254 (0.4981) loss_class_dn: 0.4061 (0.4224) loss_bbox_dn: 0.2646 (0.3244) loss_giou_dn: 0.5254 (0.5115) loss_class_dn_0: 0.4878 (0.4961) loss_bbox_dn_0: 0.3431 (0.4291) loss_giou_dn_0: 0.6586 (0.6485) loss_class_dn_1: 0.4360 (0.4461) loss_bbox_dn_1: 0.2756 (0.3481) loss_giou_dn_1: 0.5614 (0.5410) loss_class_dn_2: 0.4177 (0.4271) loss_bbox_dn_2: 0.2666 (0.3286) loss_giou_dn_2: 0.5291 (0.5174) loss_class_dn_3: 0.4072 (0.4212) loss_bbox_dn_3: 0.2646 (0.3253) loss_giou_dn_3: 0.5286 (0.5126) loss_class_dn_4: 0.4053 (0.4207) loss_bbox_dn_4: 0.2648 (0.3244) loss_giou_dn_4: 0.5254 (0.5114) loss_class_hybrid: 0.8115 (0.8183) loss_bbox_hybrid: 0.2037 (0.2162) loss_giou_hybrid: 0.4710 (0.4645) loss_class_0_hybrid: 0.8159 (0.8874) loss_bbox_0_hybrid: 0.2199 (0.2270) loss_giou_0_hybrid: 0.5003 (0.4911) loss_class_1_hybrid: 0.8038 (0.8490) loss_bbox_1_hybrid: 0.2054 (0.2199) loss_giou_1_hybrid: 0.4768 (0.4722) loss_class_2_hybrid: 0.7911 (0.8332) loss_bbox_2_hybrid: 0.2040 (0.2164) loss_giou_2_hybrid: 0.4695 (0.4662) loss_class_3_hybrid: 0.7877 (0.8221) loss_bbox_3_hybrid: 0.2010 (0.2161) loss_giou_3_hybrid: 0.4710 (0.4649) loss_class_4_hybrid: 0.8060 (0.8180) loss_bbox_4_hybrid: 0.2035 (0.2163) loss_giou_4_hybrid: 0.4732 (0.4648) loss_class_enc_hybrid: 0.7916 (0.8371) loss_bbox_enc_hybrid: 0.2552 (0.2737) loss_giou_enc_hybrid: 0.5703 (0.5608) mem: 1024 max mem: 36964 [2024-01-15 00:29:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:30:25 det.util.engine] INFO: Epoch: [3] [5150/11727] eta: 1:59:26 lr: 0.000100 data_time: 0.0036 iter_time: 1.0772 loss: 27.5209 (29.5329) loss_class: 0.8315 (0.8226) loss_bbox: 0.1755 (0.1983) loss_giou: 0.3833 (0.4268) loss_class_0: 1.0546 (1.0388) loss_bbox_0: 0.1763 (0.1967) loss_giou_0: 0.3992 (0.4360) loss_class_1: 0.9103 (0.9073) loss_bbox_1: 0.1684 (0.1976) loss_giou_1: 0.3730 (0.4295) loss_class_2: 0.8618 (0.8599) loss_bbox_2: 0.1717 (0.1961) loss_giou_2: 0.3752 (0.4268) loss_class_3: 0.8414 (0.8351) loss_bbox_3: 0.1730 (0.1974) loss_giou_3: 0.3763 (0.4264) loss_class_4: 0.8375 (0.8248) loss_bbox_4: 0.1699 (0.1978) loss_giou_4: 0.3836 (0.4268) loss_class_enc: 0.9248 (0.9627) loss_bbox_enc: 0.2082 (0.2394) loss_giou_enc: 0.4639 (0.4981) loss_class_dn: 0.4150 (0.4224) loss_bbox_dn: 0.2738 (0.3242) loss_giou_dn: 0.4552 (0.5114) loss_class_dn_0: 0.5041 (0.4961) loss_bbox_dn_0: 0.3639 (0.4289) loss_giou_dn_0: 0.6022 (0.6484) loss_class_dn_1: 0.4468 (0.4461) loss_bbox_dn_1: 0.2885 (0.3479) loss_giou_dn_1: 0.4971 (0.5409) loss_class_dn_2: 0.4187 (0.4271) loss_bbox_dn_2: 0.2760 (0.3284) loss_giou_dn_2: 0.4656 (0.5173) loss_class_dn_3: 0.4166 (0.4212) loss_bbox_dn_3: 0.2752 (0.3251) loss_giou_dn_3: 0.4561 (0.5125) loss_class_dn_4: 0.4153 (0.4207) loss_bbox_dn_4: 0.2737 (0.3242) loss_giou_dn_4: 0.4548 (0.5113) loss_class_hybrid: 0.8211 (0.8182) loss_bbox_hybrid: 0.1909 (0.2162) loss_giou_hybrid: 0.4193 (0.4645) loss_class_0_hybrid: 0.8737 (0.8873) loss_bbox_0_hybrid: 0.1970 (0.2269) loss_giou_0_hybrid: 0.4419 (0.4911) loss_class_1_hybrid: 0.8485 (0.8489) loss_bbox_1_hybrid: 0.1944 (0.2198) loss_giou_1_hybrid: 0.4174 (0.4722) loss_class_2_hybrid: 0.8330 (0.8330) loss_bbox_2_hybrid: 0.1903 (0.2163) loss_giou_2_hybrid: 0.4231 (0.4661) loss_class_3_hybrid: 0.8332 (0.8220) loss_bbox_3_hybrid: 0.1917 (0.2160) loss_giou_3_hybrid: 0.4228 (0.4649) loss_class_4_hybrid: 0.8154 (0.8178) loss_bbox_4_hybrid: 0.1895 (0.2163) loss_giou_4_hybrid: 0.4210 (0.4648) loss_class_enc_hybrid: 0.8206 (0.8370) loss_bbox_enc_hybrid: 0.2348 (0.2735) loss_giou_enc_hybrid: 0.5114 (0.5607) mem: 1033 max mem: 36964 [2024-01-15 00:30:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:31:19 det.util.engine] INFO: Epoch: [3] [5200/11727] eta: 1:58:30 lr: 0.000100 data_time: 0.0035 iter_time: 1.0929 loss: 29.2143 (29.5294) loss_class: 0.8409 (0.8228) loss_bbox: 0.1976 (0.1982) loss_giou: 0.4126 (0.4267) loss_class_0: 1.0272 (1.0390) loss_bbox_0: 0.1871 (0.1967) loss_giou_0: 0.3949 (0.4359) loss_class_1: 0.8939 (0.9073) loss_bbox_1: 0.2005 (0.1975) loss_giou_1: 0.4113 (0.4294) loss_class_2: 0.8609 (0.8601) loss_bbox_2: 0.1948 (0.1960) loss_giou_2: 0.4135 (0.4267) loss_class_3: 0.8344 (0.8353) loss_bbox_3: 0.1983 (0.1973) loss_giou_3: 0.4135 (0.4263) loss_class_4: 0.8539 (0.8250) loss_bbox_4: 0.1827 (0.1977) loss_giou_4: 0.4159 (0.4266) loss_class_enc: 0.9700 (0.9629) loss_bbox_enc: 0.2293 (0.2393) loss_giou_enc: 0.4568 (0.4979) loss_class_dn: 0.4126 (0.4224) loss_bbox_dn: 0.3113 (0.3241) loss_giou_dn: 0.4748 (0.5113) loss_class_dn_0: 0.4919 (0.4961) loss_bbox_dn_0: 0.3887 (0.4287) loss_giou_dn_0: 0.6234 (0.6483) loss_class_dn_1: 0.4412 (0.4461) loss_bbox_dn_1: 0.3277 (0.3477) loss_giou_dn_1: 0.4986 (0.5407) loss_class_dn_2: 0.4158 (0.4271) loss_bbox_dn_2: 0.3127 (0.3283) loss_giou_dn_2: 0.4796 (0.5172) loss_class_dn_3: 0.4097 (0.4212) loss_bbox_dn_3: 0.3103 (0.3249) loss_giou_dn_3: 0.4768 (0.5123) loss_class_dn_4: 0.4100 (0.4207) loss_bbox_dn_4: 0.3113 (0.3241) loss_giou_dn_4: 0.4748 (0.5111) loss_class_hybrid: 0.8412 (0.8184) loss_bbox_hybrid: 0.2023 (0.2160) loss_giou_hybrid: 0.4405 (0.4643) loss_class_0_hybrid: 0.8897 (0.8875) loss_bbox_0_hybrid: 0.2136 (0.2268) loss_giou_0_hybrid: 0.4648 (0.4909) loss_class_1_hybrid: 0.8696 (0.8490) loss_bbox_1_hybrid: 0.2092 (0.2197) loss_giou_1_hybrid: 0.4466 (0.4721) loss_class_2_hybrid: 0.8567 (0.8332) loss_bbox_2_hybrid: 0.2112 (0.2162) loss_giou_2_hybrid: 0.4408 (0.4660) loss_class_3_hybrid: 0.8415 (0.8221) loss_bbox_3_hybrid: 0.2047 (0.2159) loss_giou_3_hybrid: 0.4404 (0.4647) loss_class_4_hybrid: 0.8300 (0.8180) loss_bbox_4_hybrid: 0.2042 (0.2161) loss_giou_4_hybrid: 0.4392 (0.4646) loss_class_enc_hybrid: 0.8577 (0.8371) loss_bbox_enc_hybrid: 0.2616 (0.2734) loss_giou_enc_hybrid: 0.5409 (0.5606) mem: 1016 max mem: 36964 [2024-01-15 00:31:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:32:14 det.util.engine] INFO: Epoch: [3] [5250/11727] eta: 1:57:37 lr: 0.000100 data_time: 0.0038 iter_time: 1.1179 loss: 29.7880 (29.5254) loss_class: 0.8003 (0.8228) loss_bbox: 0.2110 (0.1981) loss_giou: 0.3860 (0.4265) loss_class_0: 1.0617 (1.0391) loss_bbox_0: 0.2169 (0.1967) loss_giou_0: 0.3898 (0.4358) loss_class_1: 0.9031 (0.9073) loss_bbox_1: 0.2155 (0.1974) loss_giou_1: 0.3918 (0.4292) loss_class_2: 0.8556 (0.8601) loss_bbox_2: 0.2099 (0.1960) loss_giou_2: 0.3880 (0.4265) loss_class_3: 0.8211 (0.8353) loss_bbox_3: 0.2044 (0.1972) loss_giou_3: 0.3828 (0.4261) loss_class_4: 0.8035 (0.8250) loss_bbox_4: 0.2064 (0.1976) loss_giou_4: 0.3858 (0.4265) loss_class_enc: 0.9600 (0.9629) loss_bbox_enc: 0.2602 (0.2393) loss_giou_enc: 0.4451 (0.4977) loss_class_dn: 0.4213 (0.4224) loss_bbox_dn: 0.3482 (0.3240) loss_giou_dn: 0.4944 (0.5112) loss_class_dn_0: 0.5049 (0.4961) loss_bbox_dn_0: 0.4696 (0.4287) loss_giou_dn_0: 0.6248 (0.6481) loss_class_dn_1: 0.4509 (0.4461) loss_bbox_dn_1: 0.3714 (0.3477) loss_giou_dn_1: 0.5274 (0.5406) loss_class_dn_2: 0.4247 (0.4271) loss_bbox_dn_2: 0.3565 (0.3282) loss_giou_dn_2: 0.5001 (0.5170) loss_class_dn_3: 0.4181 (0.4211) loss_bbox_dn_3: 0.3497 (0.3249) loss_giou_dn_3: 0.4970 (0.5122) loss_class_dn_4: 0.4220 (0.4206) loss_bbox_dn_4: 0.3481 (0.3240) loss_giou_dn_4: 0.4944 (0.5110) loss_class_hybrid: 0.8090 (0.8184) loss_bbox_hybrid: 0.2321 (0.2160) loss_giou_hybrid: 0.3967 (0.4641) loss_class_0_hybrid: 0.9120 (0.8876) loss_bbox_0_hybrid: 0.2493 (0.2268) loss_giou_0_hybrid: 0.4207 (0.4907) loss_class_1_hybrid: 0.8476 (0.8490) loss_bbox_1_hybrid: 0.2388 (0.2197) loss_giou_1_hybrid: 0.4062 (0.4719) loss_class_2_hybrid: 0.8275 (0.8332) loss_bbox_2_hybrid: 0.2339 (0.2162) loss_giou_2_hybrid: 0.3987 (0.4658) loss_class_3_hybrid: 0.8177 (0.8222) loss_bbox_3_hybrid: 0.2335 (0.2159) loss_giou_3_hybrid: 0.3971 (0.4645) loss_class_4_hybrid: 0.8110 (0.8180) loss_bbox_4_hybrid: 0.2321 (0.2161) loss_giou_4_hybrid: 0.3971 (0.4645) loss_class_enc_hybrid: 0.8404 (0.8372) loss_bbox_enc_hybrid: 0.2822 (0.2733) loss_giou_enc_hybrid: 0.5012 (0.5603) mem: 1019 max mem: 36964 [2024-01-15 00:32:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:33:09 det.util.engine] INFO: Epoch: [3] [5300/11727] eta: 1:56:43 lr: 0.000100 data_time: 0.0034 iter_time: 1.0848 loss: 28.9914 (29.5257) loss_class: 0.8312 (0.8231) loss_bbox: 0.1946 (0.1982) loss_giou: 0.3821 (0.4264) loss_class_0: 1.0785 (1.0392) loss_bbox_0: 0.1976 (0.1967) loss_giou_0: 0.3892 (0.4356) loss_class_1: 0.9231 (0.9075) loss_bbox_1: 0.1879 (0.1974) loss_giou_1: 0.3688 (0.4291) loss_class_2: 0.8981 (0.8603) loss_bbox_2: 0.1908 (0.1960) loss_giou_2: 0.3804 (0.4264) loss_class_3: 0.8563 (0.8356) loss_bbox_3: 0.1952 (0.1972) loss_giou_3: 0.3875 (0.4259) loss_class_4: 0.8305 (0.8253) loss_bbox_4: 0.1931 (0.1977) loss_giou_4: 0.3798 (0.4263) loss_class_enc: 0.9874 (0.9631) loss_bbox_enc: 0.2307 (0.2393) loss_giou_enc: 0.4521 (0.4976) loss_class_dn: 0.4200 (0.4223) loss_bbox_dn: 0.3184 (0.3241) loss_giou_dn: 0.5033 (0.5111) loss_class_dn_0: 0.4924 (0.4961) loss_bbox_dn_0: 0.4165 (0.4288) loss_giou_dn_0: 0.6442 (0.6480) loss_class_dn_1: 0.4289 (0.4461) loss_bbox_dn_1: 0.3429 (0.3477) loss_giou_dn_1: 0.5180 (0.5405) loss_class_dn_2: 0.4199 (0.4270) loss_bbox_dn_2: 0.3206 (0.3283) loss_giou_dn_2: 0.5093 (0.5169) loss_class_dn_3: 0.4161 (0.4211) loss_bbox_dn_3: 0.3184 (0.3249) loss_giou_dn_3: 0.5010 (0.5121) loss_class_dn_4: 0.4202 (0.4206) loss_bbox_dn_4: 0.3183 (0.3241) loss_giou_dn_4: 0.5021 (0.5109) loss_class_hybrid: 0.8253 (0.8186) loss_bbox_hybrid: 0.2095 (0.2160) loss_giou_hybrid: 0.4098 (0.4639) loss_class_0_hybrid: 0.9294 (0.8877) loss_bbox_0_hybrid: 0.2186 (0.2268) loss_giou_0_hybrid: 0.4483 (0.4905) loss_class_1_hybrid: 0.8502 (0.8492) loss_bbox_1_hybrid: 0.2128 (0.2197) loss_giou_1_hybrid: 0.4227 (0.4717) loss_class_2_hybrid: 0.8305 (0.8334) loss_bbox_2_hybrid: 0.2080 (0.2162) loss_giou_2_hybrid: 0.4088 (0.4656) loss_class_3_hybrid: 0.8229 (0.8224) loss_bbox_3_hybrid: 0.2081 (0.2159) loss_giou_3_hybrid: 0.4158 (0.4644) loss_class_4_hybrid: 0.8340 (0.8182) loss_bbox_4_hybrid: 0.2090 (0.2161) loss_giou_4_hybrid: 0.4114 (0.4643) loss_class_enc_hybrid: 0.8649 (0.8374) loss_bbox_enc_hybrid: 0.2760 (0.2734) loss_giou_enc_hybrid: 0.5204 (0.5601) mem: 1035 max mem: 36964 [2024-01-15 00:33:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:34:03 det.util.engine] INFO: Epoch: [3] [5350/11727] eta: 1:55:48 lr: 0.000100 data_time: 0.0031 iter_time: 1.0776 loss: 28.8066 (29.5249) loss_class: 0.7740 (0.8233) loss_bbox: 0.1743 (0.1981) loss_giou: 0.4066 (0.4262) loss_class_0: 1.0216 (1.0394) loss_bbox_0: 0.1633 (0.1967) loss_giou_0: 0.4115 (0.4355) loss_class_1: 0.8595 (0.9078) loss_bbox_1: 0.1659 (0.1973) loss_giou_1: 0.4092 (0.4289) loss_class_2: 0.7974 (0.8606) loss_bbox_2: 0.1759 (0.1959) loss_giou_2: 0.4241 (0.4263) loss_class_3: 0.7755 (0.8358) loss_bbox_3: 0.1719 (0.1972) loss_giou_3: 0.4135 (0.4258) loss_class_4: 0.7697 (0.8256) loss_bbox_4: 0.1743 (0.1976) loss_giou_4: 0.4071 (0.4261) loss_class_enc: 0.9272 (0.9631) loss_bbox_enc: 0.2157 (0.2393) loss_giou_enc: 0.4757 (0.4975) loss_class_dn: 0.4168 (0.4224) loss_bbox_dn: 0.2721 (0.3239) loss_giou_dn: 0.4991 (0.5109) loss_class_dn_0: 0.4968 (0.4961) loss_bbox_dn_0: 0.3408 (0.4287) loss_giou_dn_0: 0.6225 (0.6478) loss_class_dn_1: 0.4484 (0.4461) loss_bbox_dn_1: 0.2856 (0.3476) loss_giou_dn_1: 0.5173 (0.5403) loss_class_dn_2: 0.4313 (0.4270) loss_bbox_dn_2: 0.2733 (0.3281) loss_giou_dn_2: 0.5048 (0.5167) loss_class_dn_3: 0.4161 (0.4211) loss_bbox_dn_3: 0.2709 (0.3248) loss_giou_dn_3: 0.4992 (0.5119) loss_class_dn_4: 0.4183 (0.4206) loss_bbox_dn_4: 0.2720 (0.3239) loss_giou_dn_4: 0.4990 (0.5107) loss_class_hybrid: 0.8043 (0.8189) loss_bbox_hybrid: 0.1950 (0.2160) loss_giou_hybrid: 0.4456 (0.4638) loss_class_0_hybrid: 0.8736 (0.8881) loss_bbox_0_hybrid: 0.1889 (0.2267) loss_giou_0_hybrid: 0.4547 (0.4904) loss_class_1_hybrid: 0.8228 (0.8494) loss_bbox_1_hybrid: 0.1889 (0.2196) loss_giou_1_hybrid: 0.4444 (0.4716) loss_class_2_hybrid: 0.8319 (0.8336) loss_bbox_2_hybrid: 0.1887 (0.2161) loss_giou_2_hybrid: 0.4477 (0.4655) loss_class_3_hybrid: 0.8057 (0.8226) loss_bbox_3_hybrid: 0.1898 (0.2159) loss_giou_3_hybrid: 0.4448 (0.4643) loss_class_4_hybrid: 0.7985 (0.8185) loss_bbox_4_hybrid: 0.1904 (0.2161) loss_giou_4_hybrid: 0.4473 (0.4642) loss_class_enc_hybrid: 0.8325 (0.8376) loss_bbox_enc_hybrid: 0.2346 (0.2733) loss_giou_enc_hybrid: 0.5318 (0.5600) mem: 1031 max mem: 36964 [2024-01-15 00:34:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:34:56 det.util.engine] INFO: Epoch: [3] [5400/11727] eta: 1:54:52 lr: 0.000100 data_time: 0.0036 iter_time: 1.0853 loss: 29.1923 (29.5242) loss_class: 0.7688 (0.8233) loss_bbox: 0.2095 (0.1982) loss_giou: 0.3933 (0.4262) loss_class_0: 1.0000 (1.0394) loss_bbox_0: 0.2114 (0.1967) loss_giou_0: 0.4282 (0.4354) loss_class_1: 0.8346 (0.9076) loss_bbox_1: 0.2127 (0.1974) loss_giou_1: 0.4076 (0.4288) loss_class_2: 0.7964 (0.8605) loss_bbox_2: 0.2092 (0.1961) loss_giou_2: 0.3994 (0.4262) loss_class_3: 0.7830 (0.8358) loss_bbox_3: 0.2036 (0.1973) loss_giou_3: 0.3881 (0.4257) loss_class_4: 0.7648 (0.8256) loss_bbox_4: 0.2233 (0.1977) loss_giou_4: 0.3967 (0.4261) loss_class_enc: 0.9235 (0.9631) loss_bbox_enc: 0.2470 (0.2393) loss_giou_enc: 0.4692 (0.4974) loss_class_dn: 0.4076 (0.4223) loss_bbox_dn: 0.3357 (0.3240) loss_giou_dn: 0.5079 (0.5109) loss_class_dn_0: 0.4795 (0.4961) loss_bbox_dn_0: 0.4293 (0.4288) loss_giou_dn_0: 0.6359 (0.6478) loss_class_dn_1: 0.4297 (0.4460) loss_bbox_dn_1: 0.3500 (0.3477) loss_giou_dn_1: 0.5353 (0.5403) loss_class_dn_2: 0.4087 (0.4270) loss_bbox_dn_2: 0.3362 (0.3282) loss_giou_dn_2: 0.5164 (0.5168) loss_class_dn_3: 0.4030 (0.4211) loss_bbox_dn_3: 0.3355 (0.3249) loss_giou_dn_3: 0.5092 (0.5119) loss_class_dn_4: 0.4058 (0.4206) loss_bbox_dn_4: 0.3357 (0.3240) loss_giou_dn_4: 0.5079 (0.5107) loss_class_hybrid: 0.7775 (0.8187) loss_bbox_hybrid: 0.2360 (0.2161) loss_giou_hybrid: 0.4434 (0.4638) loss_class_0_hybrid: 0.8515 (0.8879) loss_bbox_0_hybrid: 0.2413 (0.2268) loss_giou_0_hybrid: 0.4597 (0.4903) loss_class_1_hybrid: 0.7697 (0.8492) loss_bbox_1_hybrid: 0.2405 (0.2197) loss_giou_1_hybrid: 0.4505 (0.4715) loss_class_2_hybrid: 0.7741 (0.8335) loss_bbox_2_hybrid: 0.2458 (0.2163) loss_giou_2_hybrid: 0.4454 (0.4654) loss_class_3_hybrid: 0.7686 (0.8225) loss_bbox_3_hybrid: 0.2363 (0.2160) loss_giou_3_hybrid: 0.4425 (0.4642) loss_class_4_hybrid: 0.7641 (0.8183) loss_bbox_4_hybrid: 0.2374 (0.2162) loss_giou_4_hybrid: 0.4435 (0.4641) loss_class_enc_hybrid: 0.7811 (0.8375) loss_bbox_enc_hybrid: 0.2753 (0.2734) loss_giou_enc_hybrid: 0.5380 (0.5599) mem: 1036 max mem: 36964 [2024-01-15 00:34:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:35:50 det.util.engine] INFO: Epoch: [3] [5450/11727] eta: 1:53:56 lr: 0.000100 data_time: 0.0032 iter_time: 1.0540 loss: 28.9224 (29.5196) loss_class: 0.7953 (0.8231) loss_bbox: 0.1806 (0.1982) loss_giou: 0.3871 (0.4262) loss_class_0: 1.0195 (1.0391) loss_bbox_0: 0.1846 (0.1967) loss_giou_0: 0.3936 (0.4354) loss_class_1: 0.8448 (0.9073) loss_bbox_1: 0.1860 (0.1974) loss_giou_1: 0.4150 (0.4289) loss_class_2: 0.8636 (0.8602) loss_bbox_2: 0.1885 (0.1960) loss_giou_2: 0.3977 (0.4262) loss_class_3: 0.8079 (0.8355) loss_bbox_3: 0.1827 (0.1972) loss_giou_3: 0.3884 (0.4258) loss_class_4: 0.8129 (0.8253) loss_bbox_4: 0.1783 (0.1976) loss_giou_4: 0.3768 (0.4261) loss_class_enc: 0.9414 (0.9629) loss_bbox_enc: 0.2251 (0.2393) loss_giou_enc: 0.4612 (0.4974) loss_class_dn: 0.4139 (0.4223) loss_bbox_dn: 0.2990 (0.3240) loss_giou_dn: 0.4858 (0.5108) loss_class_dn_0: 0.4993 (0.4961) loss_bbox_dn_0: 0.4027 (0.4287) loss_giou_dn_0: 0.5992 (0.6477) loss_class_dn_1: 0.4505 (0.4460) loss_bbox_dn_1: 0.3215 (0.3476) loss_giou_dn_1: 0.5180 (0.5402) loss_class_dn_2: 0.4156 (0.4269) loss_bbox_dn_2: 0.3029 (0.3281) loss_giou_dn_2: 0.4918 (0.5167) loss_class_dn_3: 0.4143 (0.4210) loss_bbox_dn_3: 0.2996 (0.3248) loss_giou_dn_3: 0.4859 (0.5118) loss_class_dn_4: 0.4125 (0.4205) loss_bbox_dn_4: 0.2991 (0.3240) loss_giou_dn_4: 0.4857 (0.5107) loss_class_hybrid: 0.8302 (0.8186) loss_bbox_hybrid: 0.1975 (0.2160) loss_giou_hybrid: 0.4227 (0.4637) loss_class_0_hybrid: 0.8863 (0.8878) loss_bbox_0_hybrid: 0.2112 (0.2268) loss_giou_0_hybrid: 0.4359 (0.4903) loss_class_1_hybrid: 0.8455 (0.8490) loss_bbox_1_hybrid: 0.1994 (0.2197) loss_giou_1_hybrid: 0.4248 (0.4715) loss_class_2_hybrid: 0.8447 (0.8333) loss_bbox_2_hybrid: 0.2041 (0.2162) loss_giou_2_hybrid: 0.4195 (0.4654) loss_class_3_hybrid: 0.8247 (0.8224) loss_bbox_3_hybrid: 0.1973 (0.2159) loss_giou_3_hybrid: 0.4171 (0.4642) loss_class_4_hybrid: 0.8196 (0.8182) loss_bbox_4_hybrid: 0.1982 (0.2161) loss_giou_4_hybrid: 0.4152 (0.4641) loss_class_enc_hybrid: 0.8498 (0.8375) loss_bbox_enc_hybrid: 0.2605 (0.2733) loss_giou_enc_hybrid: 0.5034 (0.5599) mem: 1033 max mem: 36964 [2024-01-15 00:35:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:36:44 det.util.engine] INFO: Epoch: [3] [5500/11727] eta: 1:53:01 lr: 0.000100 data_time: 0.0034 iter_time: 1.0602 loss: 28.1317 (29.5148) loss_class: 0.7637 (0.8229) loss_bbox: 0.1638 (0.1981) loss_giou: 0.4206 (0.4262) loss_class_0: 1.0110 (1.0390) loss_bbox_0: 0.1686 (0.1966) loss_giou_0: 0.4374 (0.4354) loss_class_1: 0.8843 (0.9072) loss_bbox_1: 0.1602 (0.1973) loss_giou_1: 0.4250 (0.4289) loss_class_2: 0.8049 (0.8600) loss_bbox_2: 0.1663 (0.1960) loss_giou_2: 0.4240 (0.4262) loss_class_3: 0.7672 (0.8353) loss_bbox_3: 0.1620 (0.1972) loss_giou_3: 0.4232 (0.4258) loss_class_4: 0.7650 (0.8251) loss_bbox_4: 0.1644 (0.1976) loss_giou_4: 0.4260 (0.4261) loss_class_enc: 0.9082 (0.9627) loss_bbox_enc: 0.2101 (0.2392) loss_giou_enc: 0.5018 (0.4974) loss_class_dn: 0.4086 (0.4222) loss_bbox_dn: 0.2622 (0.3238) loss_giou_dn: 0.4945 (0.5107) loss_class_dn_0: 0.4940 (0.4960) loss_bbox_dn_0: 0.3961 (0.4286) loss_giou_dn_0: 0.6290 (0.6476) loss_class_dn_1: 0.4419 (0.4459) loss_bbox_dn_1: 0.2985 (0.3475) loss_giou_dn_1: 0.5275 (0.5401) loss_class_dn_2: 0.4215 (0.4269) loss_bbox_dn_2: 0.2686 (0.3280) loss_giou_dn_2: 0.5019 (0.5166) loss_class_dn_3: 0.4135 (0.4210) loss_bbox_dn_3: 0.2630 (0.3247) loss_giou_dn_3: 0.4978 (0.5117) loss_class_dn_4: 0.4092 (0.4205) loss_bbox_dn_4: 0.2622 (0.3238) loss_giou_dn_4: 0.4940 (0.5106) loss_class_hybrid: 0.7660 (0.8184) loss_bbox_hybrid: 0.1842 (0.2160) loss_giou_hybrid: 0.4620 (0.4637) loss_class_0_hybrid: 0.8341 (0.8876) loss_bbox_0_hybrid: 0.1925 (0.2267) loss_giou_0_hybrid: 0.4982 (0.4903) loss_class_1_hybrid: 0.8188 (0.8489) loss_bbox_1_hybrid: 0.1847 (0.2196) loss_giou_1_hybrid: 0.4686 (0.4715) loss_class_2_hybrid: 0.7863 (0.8332) loss_bbox_2_hybrid: 0.1794 (0.2162) loss_giou_2_hybrid: 0.4605 (0.4654) loss_class_3_hybrid: 0.7650 (0.8222) loss_bbox_3_hybrid: 0.1850 (0.2159) loss_giou_3_hybrid: 0.4654 (0.4642) loss_class_4_hybrid: 0.7612 (0.8180) loss_bbox_4_hybrid: 0.1828 (0.2161) loss_giou_4_hybrid: 0.4645 (0.4641) loss_class_enc_hybrid: 0.8219 (0.8373) loss_bbox_enc_hybrid: 0.2444 (0.2732) loss_giou_enc_hybrid: 0.5738 (0.5599) mem: 1023 max mem: 36964 [2024-01-15 00:36:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:37:37 det.util.engine] INFO: Epoch: [3] [5550/11727] eta: 1:52:06 lr: 0.000100 data_time: 0.0032 iter_time: 1.0913 loss: 29.1938 (29.5081) loss_class: 0.7163 (0.8225) loss_bbox: 0.2035 (0.1981) loss_giou: 0.4340 (0.4262) loss_class_0: 0.9984 (1.0389) loss_bbox_0: 0.1892 (0.1966) loss_giou_0: 0.4400 (0.4354) loss_class_1: 0.8119 (0.9068) loss_bbox_1: 0.2071 (0.1973) loss_giou_1: 0.4402 (0.4289) loss_class_2: 0.7977 (0.8598) loss_bbox_2: 0.1993 (0.1960) loss_giou_2: 0.4587 (0.4262) loss_class_3: 0.7345 (0.8351) loss_bbox_3: 0.2016 (0.1972) loss_giou_3: 0.4343 (0.4258) loss_class_4: 0.7431 (0.8248) loss_bbox_4: 0.1963 (0.1975) loss_giou_4: 0.4339 (0.4261) loss_class_enc: 0.9279 (0.9626) loss_bbox_enc: 0.2265 (0.2391) loss_giou_enc: 0.4968 (0.4974) loss_class_dn: 0.4021 (0.4221) loss_bbox_dn: 0.2770 (0.3236) loss_giou_dn: 0.5072 (0.5106) loss_class_dn_0: 0.4752 (0.4960) loss_bbox_dn_0: 0.3730 (0.4284) loss_giou_dn_0: 0.6533 (0.6475) loss_class_dn_1: 0.4348 (0.4458) loss_bbox_dn_1: 0.2930 (0.3473) loss_giou_dn_1: 0.5358 (0.5400) loss_class_dn_2: 0.4144 (0.4268) loss_bbox_dn_2: 0.2808 (0.3278) loss_giou_dn_2: 0.5091 (0.5165) loss_class_dn_3: 0.4064 (0.4209) loss_bbox_dn_3: 0.2789 (0.3245) loss_giou_dn_3: 0.5069 (0.5116) loss_class_dn_4: 0.4026 (0.4203) loss_bbox_dn_4: 0.2770 (0.3236) loss_giou_dn_4: 0.5072 (0.5105) loss_class_hybrid: 0.7707 (0.8183) loss_bbox_hybrid: 0.2218 (0.2159) loss_giou_hybrid: 0.4653 (0.4637) loss_class_0_hybrid: 0.8585 (0.8875) loss_bbox_0_hybrid: 0.2294 (0.2266) loss_giou_0_hybrid: 0.4897 (0.4902) loss_class_1_hybrid: 0.8031 (0.8487) loss_bbox_1_hybrid: 0.2221 (0.2196) loss_giou_1_hybrid: 0.4708 (0.4714) loss_class_2_hybrid: 0.7937 (0.8330) loss_bbox_2_hybrid: 0.2128 (0.2161) loss_giou_2_hybrid: 0.4674 (0.4653) loss_class_3_hybrid: 0.7781 (0.8220) loss_bbox_3_hybrid: 0.2218 (0.2158) loss_giou_3_hybrid: 0.4633 (0.4641) loss_class_4_hybrid: 0.7676 (0.8179) loss_bbox_4_hybrid: 0.2142 (0.2160) loss_giou_4_hybrid: 0.4648 (0.4640) loss_class_enc_hybrid: 0.7749 (0.8372) loss_bbox_enc_hybrid: 0.2719 (0.2732) loss_giou_enc_hybrid: 0.5623 (0.5598) mem: 1024 max mem: 36964 [2024-01-15 00:37:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:38:37 det.util.engine] INFO: Epoch: [3] [5600/11727] eta: 1:51:18 lr: 0.000100 data_time: 0.0035 iter_time: 1.1160 loss: 27.8541 (29.5046) loss_class: 0.7815 (0.8224) loss_bbox: 0.1918 (0.1981) loss_giou: 0.4022 (0.4262) loss_class_0: 1.0187 (1.0389) loss_bbox_0: 0.1707 (0.1965) loss_giou_0: 0.4161 (0.4352) loss_class_1: 0.8909 (0.9068) loss_bbox_1: 0.1768 (0.1973) loss_giou_1: 0.4059 (0.4288) loss_class_2: 0.8218 (0.8597) loss_bbox_2: 0.1851 (0.1960) loss_giou_2: 0.4053 (0.4262) loss_class_3: 0.8084 (0.8349) loss_bbox_3: 0.1897 (0.1972) loss_giou_3: 0.4023 (0.4257) loss_class_4: 0.7831 (0.8247) loss_bbox_4: 0.1905 (0.1976) loss_giou_4: 0.3899 (0.4261) loss_class_enc: 0.9481 (0.9625) loss_bbox_enc: 0.2172 (0.2391) loss_giou_enc: 0.4673 (0.4972) loss_class_dn: 0.4182 (0.4220) loss_bbox_dn: 0.2830 (0.3236) loss_giou_dn: 0.4749 (0.5105) loss_class_dn_0: 0.4979 (0.4960) loss_bbox_dn_0: 0.3854 (0.4284) loss_giou_dn_0: 0.6205 (0.6473) loss_class_dn_1: 0.4475 (0.4458) loss_bbox_dn_1: 0.3049 (0.3473) loss_giou_dn_1: 0.5152 (0.5399) loss_class_dn_2: 0.4260 (0.4267) loss_bbox_dn_2: 0.2883 (0.3278) loss_giou_dn_2: 0.4769 (0.5164) loss_class_dn_3: 0.4180 (0.4208) loss_bbox_dn_3: 0.2838 (0.3245) loss_giou_dn_3: 0.4764 (0.5115) loss_class_dn_4: 0.4194 (0.4203) loss_bbox_dn_4: 0.2830 (0.3236) loss_giou_dn_4: 0.4748 (0.5104) loss_class_hybrid: 0.8049 (0.8182) loss_bbox_hybrid: 0.1863 (0.2159) loss_giou_hybrid: 0.4265 (0.4635) loss_class_0_hybrid: 0.8704 (0.8875) loss_bbox_0_hybrid: 0.1938 (0.2266) loss_giou_0_hybrid: 0.4434 (0.4900) loss_class_1_hybrid: 0.8399 (0.8488) loss_bbox_1_hybrid: 0.1935 (0.2195) loss_giou_1_hybrid: 0.4223 (0.4712) loss_class_2_hybrid: 0.8180 (0.8330) loss_bbox_2_hybrid: 0.1868 (0.2160) loss_giou_2_hybrid: 0.4300 (0.4652) loss_class_3_hybrid: 0.8014 (0.8220) loss_bbox_3_hybrid: 0.1820 (0.2158) loss_giou_3_hybrid: 0.4259 (0.4640) loss_class_4_hybrid: 0.7986 (0.8178) loss_bbox_4_hybrid: 0.1894 (0.2160) loss_giou_4_hybrid: 0.4267 (0.4639) loss_class_enc_hybrid: 0.8224 (0.8372) loss_bbox_enc_hybrid: 0.2379 (0.2731) loss_giou_enc_hybrid: 0.5246 (0.5596) mem: 1035 max mem: 36964 [2024-01-15 00:38:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:39:32 det.util.engine] INFO: Epoch: [3] [5650/11727] eta: 1:50:23 lr: 0.000100 data_time: 0.0034 iter_time: 1.0748 loss: 29.0243 (29.5031) loss_class: 0.8429 (0.8226) loss_bbox: 0.1832 (0.1982) loss_giou: 0.3799 (0.4259) loss_class_0: 1.0774 (1.0392) loss_bbox_0: 0.1851 (0.1966) loss_giou_0: 0.4076 (0.4350) loss_class_1: 0.9150 (0.9070) loss_bbox_1: 0.1823 (0.1973) loss_giou_1: 0.3978 (0.4285) loss_class_2: 0.8629 (0.8599) loss_bbox_2: 0.1833 (0.1960) loss_giou_2: 0.3789 (0.4259) loss_class_3: 0.8554 (0.8351) loss_bbox_3: 0.1874 (0.1972) loss_giou_3: 0.3818 (0.4255) loss_class_4: 0.8498 (0.8249) loss_bbox_4: 0.1888 (0.1976) loss_giou_4: 0.3814 (0.4258) loss_class_enc: 0.9882 (0.9628) loss_bbox_enc: 0.2290 (0.2391) loss_giou_enc: 0.4948 (0.4970) loss_class_dn: 0.4206 (0.4220) loss_bbox_dn: 0.3259 (0.3237) loss_giou_dn: 0.4953 (0.5103) loss_class_dn_0: 0.5020 (0.4960) loss_bbox_dn_0: 0.4120 (0.4285) loss_giou_dn_0: 0.6263 (0.6471) loss_class_dn_1: 0.4465 (0.4458) loss_bbox_dn_1: 0.3432 (0.3473) loss_giou_dn_1: 0.5312 (0.5397) loss_class_dn_2: 0.4317 (0.4267) loss_bbox_dn_2: 0.3278 (0.3279) loss_giou_dn_2: 0.5028 (0.5161) loss_class_dn_3: 0.4229 (0.4208) loss_bbox_dn_3: 0.3248 (0.3245) loss_giou_dn_3: 0.4962 (0.5113) loss_class_dn_4: 0.4206 (0.4203) loss_bbox_dn_4: 0.3258 (0.3237) loss_giou_dn_4: 0.4950 (0.5101) loss_class_hybrid: 0.8354 (0.8185) loss_bbox_hybrid: 0.2066 (0.2159) loss_giou_hybrid: 0.4195 (0.4632) loss_class_0_hybrid: 0.8999 (0.8879) loss_bbox_0_hybrid: 0.2154 (0.2266) loss_giou_0_hybrid: 0.4546 (0.4896) loss_class_1_hybrid: 0.8762 (0.8491) loss_bbox_1_hybrid: 0.2074 (0.2195) loss_giou_1_hybrid: 0.4379 (0.4709) loss_class_2_hybrid: 0.8630 (0.8333) loss_bbox_2_hybrid: 0.2053 (0.2160) loss_giou_2_hybrid: 0.4246 (0.4648) loss_class_3_hybrid: 0.8460 (0.8223) loss_bbox_3_hybrid: 0.2060 (0.2158) loss_giou_3_hybrid: 0.4210 (0.4636) loss_class_4_hybrid: 0.8420 (0.8181) loss_bbox_4_hybrid: 0.2092 (0.2160) loss_giou_4_hybrid: 0.4206 (0.4635) loss_class_enc_hybrid: 0.8558 (0.8375) loss_bbox_enc_hybrid: 0.2588 (0.2731) loss_giou_enc_hybrid: 0.5130 (0.5592) mem: 1029 max mem: 36964 [2024-01-15 00:39:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:40:26 det.util.engine] INFO: Epoch: [3] [5700/11727] eta: 1:49:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.0919 loss: 27.6897 (29.4981) loss_class: 0.8086 (0.8225) loss_bbox: 0.1582 (0.1981) loss_giou: 0.3779 (0.4258) loss_class_0: 1.0296 (1.0391) loss_bbox_0: 0.1741 (0.1965) loss_giou_0: 0.3729 (0.4349) loss_class_1: 0.9089 (0.9069) loss_bbox_1: 0.1677 (0.1972) loss_giou_1: 0.3806 (0.4285) loss_class_2: 0.8572 (0.8598) loss_bbox_2: 0.1586 (0.1959) loss_giou_2: 0.3830 (0.4258) loss_class_3: 0.8183 (0.8351) loss_bbox_3: 0.1637 (0.1971) loss_giou_3: 0.3690 (0.4254) loss_class_4: 0.8126 (0.8249) loss_bbox_4: 0.1630 (0.1975) loss_giou_4: 0.3798 (0.4257) loss_class_enc: 0.9759 (0.9627) loss_bbox_enc: 0.2215 (0.2390) loss_giou_enc: 0.4513 (0.4969) loss_class_dn: 0.4154 (0.4219) loss_bbox_dn: 0.2590 (0.3235) loss_giou_dn: 0.4862 (0.5102) loss_class_dn_0: 0.4810 (0.4960) loss_bbox_dn_0: 0.3781 (0.4282) loss_giou_dn_0: 0.6351 (0.6470) loss_class_dn_1: 0.4366 (0.4457) loss_bbox_dn_1: 0.2886 (0.3471) loss_giou_dn_1: 0.5217 (0.5396) loss_class_dn_2: 0.4200 (0.4267) loss_bbox_dn_2: 0.2644 (0.3277) loss_giou_dn_2: 0.4913 (0.5161) loss_class_dn_3: 0.4156 (0.4208) loss_bbox_dn_3: 0.2597 (0.3243) loss_giou_dn_3: 0.4878 (0.5112) loss_class_dn_4: 0.4137 (0.4203) loss_bbox_dn_4: 0.2588 (0.3235) loss_giou_dn_4: 0.4858 (0.5101) loss_class_hybrid: 0.8254 (0.8185) loss_bbox_hybrid: 0.1709 (0.2158) loss_giou_hybrid: 0.4004 (0.4631) loss_class_0_hybrid: 0.8817 (0.8878) loss_bbox_0_hybrid: 0.2011 (0.2265) loss_giou_0_hybrid: 0.4358 (0.4896) loss_class_1_hybrid: 0.8353 (0.8490) loss_bbox_1_hybrid: 0.1840 (0.2194) loss_giou_1_hybrid: 0.4094 (0.4708) loss_class_2_hybrid: 0.8310 (0.8332) loss_bbox_2_hybrid: 0.1741 (0.2159) loss_giou_2_hybrid: 0.4037 (0.4648) loss_class_3_hybrid: 0.8158 (0.8222) loss_bbox_3_hybrid: 0.1712 (0.2157) loss_giou_3_hybrid: 0.4019 (0.4636) loss_class_4_hybrid: 0.8280 (0.8181) loss_bbox_4_hybrid: 0.1726 (0.2159) loss_giou_4_hybrid: 0.4046 (0.4635) loss_class_enc_hybrid: 0.8379 (0.8374) loss_bbox_enc_hybrid: 0.2459 (0.2730) loss_giou_enc_hybrid: 0.5049 (0.5592) mem: 1024 max mem: 36964 [2024-01-15 00:40:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:41:20 det.util.engine] INFO: Epoch: [3] [5750/11727] eta: 1:48:33 lr: 0.000100 data_time: 0.0031 iter_time: 1.0473 loss: 29.0107 (29.4997) loss_class: 0.8583 (0.8227) loss_bbox: 0.1824 (0.1980) loss_giou: 0.4264 (0.4258) loss_class_0: 1.0492 (1.0393) loss_bbox_0: 0.1925 (0.1964) loss_giou_0: 0.4227 (0.4350) loss_class_1: 0.9342 (0.9070) loss_bbox_1: 0.1895 (0.1972) loss_giou_1: 0.4247 (0.4284) loss_class_2: 0.8848 (0.8600) loss_bbox_2: 0.1795 (0.1959) loss_giou_2: 0.4241 (0.4258) loss_class_3: 0.8671 (0.8353) loss_bbox_3: 0.1820 (0.1970) loss_giou_3: 0.4178 (0.4254) loss_class_4: 0.8627 (0.8251) loss_bbox_4: 0.1853 (0.1974) loss_giou_4: 0.4223 (0.4257) loss_class_enc: 0.9558 (0.9628) loss_bbox_enc: 0.2237 (0.2390) loss_giou_enc: 0.4816 (0.4969) loss_class_dn: 0.4319 (0.4220) loss_bbox_dn: 0.3054 (0.3235) loss_giou_dn: 0.5258 (0.5102) loss_class_dn_0: 0.4944 (0.4960) loss_bbox_dn_0: 0.4219 (0.4282) loss_giou_dn_0: 0.6422 (0.6469) loss_class_dn_1: 0.4499 (0.4457) loss_bbox_dn_1: 0.3427 (0.3471) loss_giou_dn_1: 0.5565 (0.5396) loss_class_dn_2: 0.4252 (0.4267) loss_bbox_dn_2: 0.3138 (0.3277) loss_giou_dn_2: 0.5328 (0.5161) loss_class_dn_3: 0.4231 (0.4208) loss_bbox_dn_3: 0.3060 (0.3244) loss_giou_dn_3: 0.5263 (0.5112) loss_class_dn_4: 0.4250 (0.4203) loss_bbox_dn_4: 0.3055 (0.3235) loss_giou_dn_4: 0.5256 (0.5101) loss_class_hybrid: 0.8500 (0.8187) loss_bbox_hybrid: 0.1952 (0.2157) loss_giou_hybrid: 0.4537 (0.4631) loss_class_0_hybrid: 0.8841 (0.8879) loss_bbox_0_hybrid: 0.2190 (0.2264) loss_giou_0_hybrid: 0.4643 (0.4896) loss_class_1_hybrid: 0.8539 (0.8492) loss_bbox_1_hybrid: 0.2011 (0.2193) loss_giou_1_hybrid: 0.4588 (0.4708) loss_class_2_hybrid: 0.8678 (0.8335) loss_bbox_2_hybrid: 0.1985 (0.2159) loss_giou_2_hybrid: 0.4589 (0.4647) loss_class_3_hybrid: 0.8631 (0.8225) loss_bbox_3_hybrid: 0.1959 (0.2156) loss_giou_3_hybrid: 0.4531 (0.4635) loss_class_4_hybrid: 0.8445 (0.8184) loss_bbox_4_hybrid: 0.1953 (0.2158) loss_giou_4_hybrid: 0.4555 (0.4634) loss_class_enc_hybrid: 0.8316 (0.8376) loss_bbox_enc_hybrid: 0.2689 (0.2729) loss_giou_enc_hybrid: 0.5204 (0.5591) mem: 1022 max mem: 36964 [2024-01-15 00:41:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:42:14 det.util.engine] INFO: Epoch: [3] [5800/11727] eta: 1:47:39 lr: 0.000100 data_time: 0.0037 iter_time: 1.0978 loss: 29.9782 (29.4999) loss_class: 0.8075 (0.8228) loss_bbox: 0.1941 (0.1980) loss_giou: 0.4601 (0.4258) loss_class_0: 1.0774 (1.0394) loss_bbox_0: 0.1875 (0.1964) loss_giou_0: 0.4875 (0.4349) loss_class_1: 0.8818 (0.9070) loss_bbox_1: 0.1950 (0.1972) loss_giou_1: 0.4592 (0.4284) loss_class_2: 0.8490 (0.8599) loss_bbox_2: 0.1865 (0.1959) loss_giou_2: 0.4490 (0.4258) loss_class_3: 0.8189 (0.8353) loss_bbox_3: 0.1992 (0.1971) loss_giou_3: 0.4569 (0.4254) loss_class_4: 0.8135 (0.8251) loss_bbox_4: 0.1961 (0.1975) loss_giou_4: 0.4654 (0.4257) loss_class_enc: 0.9642 (0.9629) loss_bbox_enc: 0.2207 (0.2389) loss_giou_enc: 0.5366 (0.4969) loss_class_dn: 0.4151 (0.4219) loss_bbox_dn: 0.2886 (0.3235) loss_giou_dn: 0.5336 (0.5102) loss_class_dn_0: 0.4975 (0.4960) loss_bbox_dn_0: 0.3872 (0.4283) loss_giou_dn_0: 0.6554 (0.6470) loss_class_dn_1: 0.4381 (0.4457) loss_bbox_dn_1: 0.3103 (0.3472) loss_giou_dn_1: 0.5605 (0.5396) loss_class_dn_2: 0.4244 (0.4267) loss_bbox_dn_2: 0.3009 (0.3277) loss_giou_dn_2: 0.5375 (0.5161) loss_class_dn_3: 0.4187 (0.4208) loss_bbox_dn_3: 0.2932 (0.3244) loss_giou_dn_3: 0.5333 (0.5112) loss_class_dn_4: 0.4156 (0.4202) loss_bbox_dn_4: 0.2884 (0.3235) loss_giou_dn_4: 0.5323 (0.5101) loss_class_hybrid: 0.7945 (0.8187) loss_bbox_hybrid: 0.2035 (0.2157) loss_giou_hybrid: 0.5252 (0.4631) loss_class_0_hybrid: 0.8562 (0.8879) loss_bbox_0_hybrid: 0.2197 (0.2264) loss_giou_0_hybrid: 0.5546 (0.4896) loss_class_1_hybrid: 0.8192 (0.8491) loss_bbox_1_hybrid: 0.2114 (0.2194) loss_giou_1_hybrid: 0.5403 (0.4708) loss_class_2_hybrid: 0.8141 (0.8334) loss_bbox_2_hybrid: 0.2105 (0.2159) loss_giou_2_hybrid: 0.5296 (0.4647) loss_class_3_hybrid: 0.8121 (0.8225) loss_bbox_3_hybrid: 0.2068 (0.2156) loss_giou_3_hybrid: 0.5226 (0.4635) loss_class_4_hybrid: 0.7981 (0.8183) loss_bbox_4_hybrid: 0.2045 (0.2158) loss_giou_4_hybrid: 0.5222 (0.4634) loss_class_enc_hybrid: 0.7896 (0.8377) loss_bbox_enc_hybrid: 0.2496 (0.2729) loss_giou_enc_hybrid: 0.6029 (0.5591) mem: 1021 max mem: 36964 [2024-01-15 00:42:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:43:08 det.util.engine] INFO: Epoch: [3] [5850/11727] eta: 1:46:43 lr: 0.000100 data_time: 0.0031 iter_time: 1.1078 loss: 29.1535 (29.4987) loss_class: 0.8176 (0.8227) loss_bbox: 0.1805 (0.1980) loss_giou: 0.3929 (0.4258) loss_class_0: 1.0688 (1.0394) loss_bbox_0: 0.1956 (0.1964) loss_giou_0: 0.4209 (0.4350) loss_class_1: 0.8952 (0.9069) loss_bbox_1: 0.1843 (0.1971) loss_giou_1: 0.4063 (0.4285) loss_class_2: 0.9004 (0.8599) loss_bbox_2: 0.1778 (0.1958) loss_giou_2: 0.3975 (0.4258) loss_class_3: 0.8424 (0.8354) loss_bbox_3: 0.1783 (0.1970) loss_giou_3: 0.3893 (0.4254) loss_class_4: 0.8257 (0.8250) loss_bbox_4: 0.1819 (0.1974) loss_giou_4: 0.4107 (0.4257) loss_class_enc: 0.9362 (0.9627) loss_bbox_enc: 0.2260 (0.2389) loss_giou_enc: 0.4811 (0.4970) loss_class_dn: 0.4127 (0.4219) loss_bbox_dn: 0.2944 (0.3235) loss_giou_dn: 0.4814 (0.5101) loss_class_dn_0: 0.4932 (0.4960) loss_bbox_dn_0: 0.3631 (0.4283) loss_giou_dn_0: 0.6140 (0.6469) loss_class_dn_1: 0.4395 (0.4457) loss_bbox_dn_1: 0.3049 (0.3471) loss_giou_dn_1: 0.5073 (0.5395) loss_class_dn_2: 0.4215 (0.4267) loss_bbox_dn_2: 0.2961 (0.3276) loss_giou_dn_2: 0.4887 (0.5160) loss_class_dn_3: 0.4120 (0.4207) loss_bbox_dn_3: 0.2947 (0.3243) loss_giou_dn_3: 0.4826 (0.5112) loss_class_dn_4: 0.4156 (0.4202) loss_bbox_dn_4: 0.2945 (0.3235) loss_giou_dn_4: 0.4811 (0.5100) loss_class_hybrid: 0.8382 (0.8187) loss_bbox_hybrid: 0.2129 (0.2157) loss_giou_hybrid: 0.4239 (0.4631) loss_class_0_hybrid: 0.9218 (0.8879) loss_bbox_0_hybrid: 0.2199 (0.2264) loss_giou_0_hybrid: 0.4490 (0.4896) loss_class_1_hybrid: 0.8898 (0.8491) loss_bbox_1_hybrid: 0.2194 (0.2193) loss_giou_1_hybrid: 0.4327 (0.4708) loss_class_2_hybrid: 0.8704 (0.8334) loss_bbox_2_hybrid: 0.2092 (0.2158) loss_giou_2_hybrid: 0.4276 (0.4648) loss_class_3_hybrid: 0.8313 (0.8224) loss_bbox_3_hybrid: 0.2085 (0.2156) loss_giou_3_hybrid: 0.4244 (0.4636) loss_class_4_hybrid: 0.8433 (0.8183) loss_bbox_4_hybrid: 0.2102 (0.2158) loss_giou_4_hybrid: 0.4213 (0.4635) loss_class_enc_hybrid: 0.8680 (0.8376) loss_bbox_enc_hybrid: 0.2682 (0.2729) loss_giou_enc_hybrid: 0.5170 (0.5592) mem: 1027 max mem: 36964 [2024-01-15 00:43:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:44:02 det.util.engine] INFO: Epoch: [3] [5900/11727] eta: 1:45:48 lr: 0.000100 data_time: 0.0029 iter_time: 1.0414 loss: 29.0728 (29.4944) loss_class: 0.8218 (0.8227) loss_bbox: 0.1942 (0.1979) loss_giou: 0.3811 (0.4257) loss_class_0: 1.0678 (1.0393) loss_bbox_0: 0.1988 (0.1964) loss_giou_0: 0.3838 (0.4348) loss_class_1: 0.9096 (0.9069) loss_bbox_1: 0.1990 (0.1971) loss_giou_1: 0.3737 (0.4283) loss_class_2: 0.8563 (0.8598) loss_bbox_2: 0.2015 (0.1958) loss_giou_2: 0.3742 (0.4257) loss_class_3: 0.8579 (0.8352) loss_bbox_3: 0.1952 (0.1970) loss_giou_3: 0.3810 (0.4252) loss_class_4: 0.8505 (0.8250) loss_bbox_4: 0.1942 (0.1974) loss_giou_4: 0.3797 (0.4256) loss_class_enc: 0.9839 (0.9627) loss_bbox_enc: 0.2448 (0.2390) loss_giou_enc: 0.4431 (0.4969) loss_class_dn: 0.4172 (0.4218) loss_bbox_dn: 0.3168 (0.3234) loss_giou_dn: 0.5016 (0.5100) loss_class_dn_0: 0.5010 (0.4959) loss_bbox_dn_0: 0.4240 (0.4282) loss_giou_dn_0: 0.6200 (0.6468) loss_class_dn_1: 0.4403 (0.4456) loss_bbox_dn_1: 0.3423 (0.3471) loss_giou_dn_1: 0.5285 (0.5394) loss_class_dn_2: 0.4213 (0.4266) loss_bbox_dn_2: 0.3198 (0.3276) loss_giou_dn_2: 0.5087 (0.5159) loss_class_dn_3: 0.4193 (0.4207) loss_bbox_dn_3: 0.3164 (0.3243) loss_giou_dn_3: 0.5016 (0.5110) loss_class_dn_4: 0.4151 (0.4201) loss_bbox_dn_4: 0.3169 (0.3234) loss_giou_dn_4: 0.5014 (0.5099) loss_class_hybrid: 0.8438 (0.8187) loss_bbox_hybrid: 0.2089 (0.2157) loss_giou_hybrid: 0.4034 (0.4630) loss_class_0_hybrid: 0.8863 (0.8879) loss_bbox_0_hybrid: 0.2156 (0.2264) loss_giou_0_hybrid: 0.4207 (0.4894) loss_class_1_hybrid: 0.8623 (0.8491) loss_bbox_1_hybrid: 0.2112 (0.2193) loss_giou_1_hybrid: 0.4120 (0.4707) loss_class_2_hybrid: 0.8553 (0.8335) loss_bbox_2_hybrid: 0.2105 (0.2158) loss_giou_2_hybrid: 0.4048 (0.4646) loss_class_3_hybrid: 0.8363 (0.8224) loss_bbox_3_hybrid: 0.2099 (0.2156) loss_giou_3_hybrid: 0.4046 (0.4634) loss_class_4_hybrid: 0.8403 (0.8183) loss_bbox_4_hybrid: 0.2100 (0.2158) loss_giou_4_hybrid: 0.4014 (0.4633) loss_class_enc_hybrid: 0.8652 (0.8377) loss_bbox_enc_hybrid: 0.2684 (0.2729) loss_giou_enc_hybrid: 0.5043 (0.5590) mem: 1041 max mem: 36964 [2024-01-15 00:44:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:44:55 det.util.engine] INFO: Epoch: [3] [5950/11727] eta: 1:44:52 lr: 0.000100 data_time: 0.0029 iter_time: 1.0612 loss: 28.7622 (29.4894) loss_class: 0.7948 (0.8225) loss_bbox: 0.1769 (0.1979) loss_giou: 0.4191 (0.4256) loss_class_0: 0.9732 (1.0391) loss_bbox_0: 0.1974 (0.1964) loss_giou_0: 0.4266 (0.4348) loss_class_1: 0.8663 (0.9067) loss_bbox_1: 0.1850 (0.1971) loss_giou_1: 0.4168 (0.4283) loss_class_2: 0.8355 (0.8597) loss_bbox_2: 0.1740 (0.1958) loss_giou_2: 0.4152 (0.4256) loss_class_3: 0.8166 (0.8351) loss_bbox_3: 0.1749 (0.1969) loss_giou_3: 0.4252 (0.4252) loss_class_4: 0.8063 (0.8248) loss_bbox_4: 0.1771 (0.1973) loss_giou_4: 0.4193 (0.4255) loss_class_enc: 0.9383 (0.9625) loss_bbox_enc: 0.2350 (0.2390) loss_giou_enc: 0.4847 (0.4968) loss_class_dn: 0.4062 (0.4218) loss_bbox_dn: 0.2772 (0.3233) loss_giou_dn: 0.4994 (0.5099) loss_class_dn_0: 0.4886 (0.4959) loss_bbox_dn_0: 0.3812 (0.4282) loss_giou_dn_0: 0.6299 (0.6467) loss_class_dn_1: 0.4273 (0.4456) loss_bbox_dn_1: 0.3022 (0.3470) loss_giou_dn_1: 0.5205 (0.5393) loss_class_dn_2: 0.4139 (0.4265) loss_bbox_dn_2: 0.2822 (0.3275) loss_giou_dn_2: 0.4984 (0.5158) loss_class_dn_3: 0.4004 (0.4206) loss_bbox_dn_3: 0.2781 (0.3242) loss_giou_dn_3: 0.4957 (0.5109) loss_class_dn_4: 0.4028 (0.4201) loss_bbox_dn_4: 0.2773 (0.3233) loss_giou_dn_4: 0.4994 (0.5098) loss_class_hybrid: 0.8223 (0.8186) loss_bbox_hybrid: 0.1996 (0.2156) loss_giou_hybrid: 0.4658 (0.4629) loss_class_0_hybrid: 0.8388 (0.8878) loss_bbox_0_hybrid: 0.2120 (0.2263) loss_giou_0_hybrid: 0.4771 (0.4893) loss_class_1_hybrid: 0.8453 (0.8490) loss_bbox_1_hybrid: 0.2027 (0.2192) loss_giou_1_hybrid: 0.4601 (0.4706) loss_class_2_hybrid: 0.8213 (0.8334) loss_bbox_2_hybrid: 0.1985 (0.2157) loss_giou_2_hybrid: 0.4591 (0.4645) loss_class_3_hybrid: 0.8171 (0.8224) loss_bbox_3_hybrid: 0.1988 (0.2155) loss_giou_3_hybrid: 0.4580 (0.4633) loss_class_4_hybrid: 0.8150 (0.8182) loss_bbox_4_hybrid: 0.1988 (0.2157) loss_giou_4_hybrid: 0.4605 (0.4632) loss_class_enc_hybrid: 0.8003 (0.8375) loss_bbox_enc_hybrid: 0.2686 (0.2729) loss_giou_enc_hybrid: 0.5581 (0.5589) mem: 1028 max mem: 36964 [2024-01-15 00:44:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:45:49 det.util.engine] INFO: Epoch: [3] [6000/11727] eta: 1:43:58 lr: 0.000100 data_time: 0.0030 iter_time: 1.0808 loss: 28.9583 (29.4868) loss_class: 0.7770 (0.8224) loss_bbox: 0.1869 (0.1979) loss_giou: 0.4209 (0.4256) loss_class_0: 0.9592 (1.0390) loss_bbox_0: 0.1811 (0.1964) loss_giou_0: 0.4182 (0.4347) loss_class_1: 0.8361 (0.9066) loss_bbox_1: 0.1824 (0.1971) loss_giou_1: 0.4252 (0.4282) loss_class_2: 0.7985 (0.8596) loss_bbox_2: 0.1861 (0.1958) loss_giou_2: 0.4219 (0.4256) loss_class_3: 0.7926 (0.8349) loss_bbox_3: 0.1897 (0.1969) loss_giou_3: 0.4206 (0.4251) loss_class_4: 0.7756 (0.8247) loss_bbox_4: 0.1869 (0.1973) loss_giou_4: 0.4290 (0.4255) loss_class_enc: 0.9036 (0.9624) loss_bbox_enc: 0.2268 (0.2390) loss_giou_enc: 0.4891 (0.4967) loss_class_dn: 0.4178 (0.4218) loss_bbox_dn: 0.2699 (0.3233) loss_giou_dn: 0.5071 (0.5099) loss_class_dn_0: 0.4895 (0.4959) loss_bbox_dn_0: 0.3869 (0.4281) loss_giou_dn_0: 0.6462 (0.6467) loss_class_dn_1: 0.4390 (0.4456) loss_bbox_dn_1: 0.2897 (0.3470) loss_giou_dn_1: 0.5417 (0.5393) loss_class_dn_2: 0.4239 (0.4266) loss_bbox_dn_2: 0.2722 (0.3274) loss_giou_dn_2: 0.5141 (0.5157) loss_class_dn_3: 0.4201 (0.4207) loss_bbox_dn_3: 0.2705 (0.3241) loss_giou_dn_3: 0.5064 (0.5109) loss_class_dn_4: 0.4203 (0.4201) loss_bbox_dn_4: 0.2699 (0.3233) loss_giou_dn_4: 0.5070 (0.5097) loss_class_hybrid: 0.7625 (0.8186) loss_bbox_hybrid: 0.1944 (0.2156) loss_giou_hybrid: 0.4430 (0.4628) loss_class_0_hybrid: 0.8354 (0.8877) loss_bbox_0_hybrid: 0.2035 (0.2263) loss_giou_0_hybrid: 0.4678 (0.4892) loss_class_1_hybrid: 0.7908 (0.8489) loss_bbox_1_hybrid: 0.2015 (0.2192) loss_giou_1_hybrid: 0.4509 (0.4705) loss_class_2_hybrid: 0.7691 (0.8334) loss_bbox_2_hybrid: 0.1956 (0.2157) loss_giou_2_hybrid: 0.4443 (0.4644) loss_class_3_hybrid: 0.7645 (0.8223) loss_bbox_3_hybrid: 0.1922 (0.2155) loss_giou_3_hybrid: 0.4444 (0.4632) loss_class_4_hybrid: 0.7585 (0.8182) loss_bbox_4_hybrid: 0.1959 (0.2157) loss_giou_4_hybrid: 0.4416 (0.4631) loss_class_enc_hybrid: 0.7868 (0.8375) loss_bbox_enc_hybrid: 0.2547 (0.2728) loss_giou_enc_hybrid: 0.5347 (0.5588) mem: 1028 max mem: 36964 [2024-01-15 00:45:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:46:42 det.util.engine] INFO: Epoch: [3] [6050/11727] eta: 1:43:02 lr: 0.000100 data_time: 0.0033 iter_time: 1.0603 loss: 29.8185 (29.4845) loss_class: 0.8557 (0.8224) loss_bbox: 0.1950 (0.1979) loss_giou: 0.3758 (0.4255) loss_class_0: 1.0682 (1.0392) loss_bbox_0: 0.1978 (0.1964) loss_giou_0: 0.4009 (0.4346) loss_class_1: 0.9283 (0.9065) loss_bbox_1: 0.1955 (0.1971) loss_giou_1: 0.3853 (0.4281) loss_class_2: 0.8780 (0.8595) loss_bbox_2: 0.1919 (0.1958) loss_giou_2: 0.3866 (0.4255) loss_class_3: 0.8402 (0.8349) loss_bbox_3: 0.1957 (0.1969) loss_giou_3: 0.3885 (0.4251) loss_class_4: 0.8460 (0.8247) loss_bbox_4: 0.1950 (0.1973) loss_giou_4: 0.3796 (0.4254) loss_class_enc: 1.0166 (0.9624) loss_bbox_enc: 0.2551 (0.2390) loss_giou_enc: 0.4417 (0.4967) loss_class_dn: 0.4371 (0.4218) loss_bbox_dn: 0.3036 (0.3232) loss_giou_dn: 0.5157 (0.5098) loss_class_dn_0: 0.4984 (0.4959) loss_bbox_dn_0: 0.3957 (0.4281) loss_giou_dn_0: 0.6465 (0.6466) loss_class_dn_1: 0.4523 (0.4456) loss_bbox_dn_1: 0.3257 (0.3469) loss_giou_dn_1: 0.5480 (0.5392) loss_class_dn_2: 0.4298 (0.4266) loss_bbox_dn_2: 0.3054 (0.3274) loss_giou_dn_2: 0.5217 (0.5156) loss_class_dn_3: 0.4235 (0.4207) loss_bbox_dn_3: 0.3036 (0.3241) loss_giou_dn_3: 0.5159 (0.5108) loss_class_dn_4: 0.4239 (0.4201) loss_bbox_dn_4: 0.3037 (0.3232) loss_giou_dn_4: 0.5153 (0.5096) loss_class_hybrid: 0.8224 (0.8186) loss_bbox_hybrid: 0.2081 (0.2156) loss_giou_hybrid: 0.4130 (0.4627) loss_class_0_hybrid: 0.8994 (0.8878) loss_bbox_0_hybrid: 0.2168 (0.2263) loss_giou_0_hybrid: 0.4361 (0.4891) loss_class_1_hybrid: 0.8755 (0.8489) loss_bbox_1_hybrid: 0.2145 (0.2192) loss_giou_1_hybrid: 0.4139 (0.4703) loss_class_2_hybrid: 0.8544 (0.8334) loss_bbox_2_hybrid: 0.2084 (0.2157) loss_giou_2_hybrid: 0.4106 (0.4643) loss_class_3_hybrid: 0.8500 (0.8223) loss_bbox_3_hybrid: 0.2093 (0.2155) loss_giou_3_hybrid: 0.4211 (0.4631) loss_class_4_hybrid: 0.8238 (0.8182) loss_bbox_4_hybrid: 0.2087 (0.2157) loss_giou_4_hybrid: 0.4127 (0.4630) loss_class_enc_hybrid: 0.8768 (0.8375) loss_bbox_enc_hybrid: 0.2570 (0.2728) loss_giou_enc_hybrid: 0.5070 (0.5587) mem: 1027 max mem: 36964 [2024-01-15 00:46:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:47:37 det.util.engine] INFO: Epoch: [3] [6100/11727] eta: 1:42:08 lr: 0.000100 data_time: 0.0031 iter_time: 1.0808 loss: 28.7232 (29.4857) loss_class: 0.8167 (0.8224) loss_bbox: 0.1714 (0.1978) loss_giou: 0.4301 (0.4256) loss_class_0: 0.9855 (1.0391) loss_bbox_0: 0.1697 (0.1964) loss_giou_0: 0.4264 (0.4347) loss_class_1: 0.8995 (0.9066) loss_bbox_1: 0.1690 (0.1970) loss_giou_1: 0.4265 (0.4282) loss_class_2: 0.8315 (0.8596) loss_bbox_2: 0.1676 (0.1957) loss_giou_2: 0.4248 (0.4256) loss_class_3: 0.8079 (0.8348) loss_bbox_3: 0.1668 (0.1969) loss_giou_3: 0.4389 (0.4252) loss_class_4: 0.8211 (0.8246) loss_bbox_4: 0.1708 (0.1973) loss_giou_4: 0.4271 (0.4255) loss_class_enc: 0.9125 (0.9621) loss_bbox_enc: 0.2166 (0.2390) loss_giou_enc: 0.4975 (0.4968) loss_class_dn: 0.4141 (0.4218) loss_bbox_dn: 0.2863 (0.3232) loss_giou_dn: 0.5040 (0.5099) loss_class_dn_0: 0.4879 (0.4959) loss_bbox_dn_0: 0.3904 (0.4280) loss_giou_dn_0: 0.6631 (0.6467) loss_class_dn_1: 0.4406 (0.4456) loss_bbox_dn_1: 0.3131 (0.3468) loss_giou_dn_1: 0.5325 (0.5393) loss_class_dn_2: 0.4219 (0.4266) loss_bbox_dn_2: 0.2939 (0.3274) loss_giou_dn_2: 0.5108 (0.5158) loss_class_dn_3: 0.4117 (0.4207) loss_bbox_dn_3: 0.2888 (0.3240) loss_giou_dn_3: 0.5025 (0.5109) loss_class_dn_4: 0.4129 (0.4201) loss_bbox_dn_4: 0.2861 (0.3232) loss_giou_dn_4: 0.5044 (0.5098) loss_class_hybrid: 0.8002 (0.8187) loss_bbox_hybrid: 0.1781 (0.2155) loss_giou_hybrid: 0.4396 (0.4628) loss_class_0_hybrid: 0.8540 (0.8878) loss_bbox_0_hybrid: 0.1924 (0.2262) loss_giou_0_hybrid: 0.4646 (0.4892) loss_class_1_hybrid: 0.8360 (0.8490) loss_bbox_1_hybrid: 0.1840 (0.2191) loss_giou_1_hybrid: 0.4465 (0.4704) loss_class_2_hybrid: 0.8137 (0.8335) loss_bbox_2_hybrid: 0.1783 (0.2156) loss_giou_2_hybrid: 0.4405 (0.4643) loss_class_3_hybrid: 0.8240 (0.8224) loss_bbox_3_hybrid: 0.1789 (0.2154) loss_giou_3_hybrid: 0.4395 (0.4632) loss_class_4_hybrid: 0.8171 (0.8183) loss_bbox_4_hybrid: 0.1790 (0.2156) loss_giou_4_hybrid: 0.4399 (0.4631) loss_class_enc_hybrid: 0.7994 (0.8375) loss_bbox_enc_hybrid: 0.2382 (0.2727) loss_giou_enc_hybrid: 0.5395 (0.5588) mem: 1025 max mem: 36964 [2024-01-15 00:47:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:48:34 det.util.engine] INFO: Epoch: [3] [6150/11727] eta: 1:41:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.1420 loss: 29.2616 (29.4908) loss_class: 0.8308 (0.8226) loss_bbox: 0.1924 (0.1978) loss_giou: 0.4198 (0.4256) loss_class_0: 1.0504 (1.0394) loss_bbox_0: 0.1991 (0.1964) loss_giou_0: 0.4252 (0.4348) loss_class_1: 0.8994 (0.9068) loss_bbox_1: 0.1927 (0.1971) loss_giou_1: 0.4283 (0.4283) loss_class_2: 0.8619 (0.8597) loss_bbox_2: 0.1911 (0.1958) loss_giou_2: 0.4194 (0.4257) loss_class_3: 0.8637 (0.8350) loss_bbox_3: 0.1940 (0.1969) loss_giou_3: 0.4158 (0.4252) loss_class_4: 0.8302 (0.8248) loss_bbox_4: 0.1925 (0.1973) loss_giou_4: 0.4198 (0.4256) loss_class_enc: 0.9600 (0.9622) loss_bbox_enc: 0.2352 (0.2390) loss_giou_enc: 0.5024 (0.4969) loss_class_dn: 0.4048 (0.4218) loss_bbox_dn: 0.3616 (0.3234) loss_giou_dn: 0.5033 (0.5100) loss_class_dn_0: 0.4986 (0.4959) loss_bbox_dn_0: 0.4906 (0.4282) loss_giou_dn_0: 0.6374 (0.6467) loss_class_dn_1: 0.4405 (0.4456) loss_bbox_dn_1: 0.3827 (0.3470) loss_giou_dn_1: 0.5300 (0.5394) loss_class_dn_2: 0.4178 (0.4266) loss_bbox_dn_2: 0.3598 (0.3276) loss_giou_dn_2: 0.5112 (0.5159) loss_class_dn_3: 0.4029 (0.4207) loss_bbox_dn_3: 0.3585 (0.3242) loss_giou_dn_3: 0.5034 (0.5110) loss_class_dn_4: 0.4000 (0.4201) loss_bbox_dn_4: 0.3615 (0.3234) loss_giou_dn_4: 0.5032 (0.5099) loss_class_hybrid: 0.7872 (0.8188) loss_bbox_hybrid: 0.2250 (0.2155) loss_giou_hybrid: 0.4385 (0.4628) loss_class_0_hybrid: 0.8798 (0.8879) loss_bbox_0_hybrid: 0.2374 (0.2262) loss_giou_0_hybrid: 0.4627 (0.4893) loss_class_1_hybrid: 0.8345 (0.8491) loss_bbox_1_hybrid: 0.2256 (0.2192) loss_giou_1_hybrid: 0.4476 (0.4705) loss_class_2_hybrid: 0.8357 (0.8336) loss_bbox_2_hybrid: 0.2253 (0.2156) loss_giou_2_hybrid: 0.4414 (0.4644) loss_class_3_hybrid: 0.8228 (0.8225) loss_bbox_3_hybrid: 0.2255 (0.2154) loss_giou_3_hybrid: 0.4389 (0.4633) loss_class_4_hybrid: 0.8022 (0.8184) loss_bbox_4_hybrid: 0.2237 (0.2156) loss_giou_4_hybrid: 0.4395 (0.4631) loss_class_enc_hybrid: 0.8358 (0.8376) loss_bbox_enc_hybrid: 0.2957 (0.2728) loss_giou_enc_hybrid: 0.5313 (0.5588) mem: 1019 max mem: 36964 [2024-01-15 00:48:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:49:30 det.util.engine] INFO: Epoch: [3] [6200/11727] eta: 1:40:22 lr: 0.000100 data_time: 0.0033 iter_time: 1.1160 loss: 29.1771 (29.4898) loss_class: 0.8172 (0.8226) loss_bbox: 0.1888 (0.1978) loss_giou: 0.4026 (0.4256) loss_class_0: 1.0141 (1.0395) loss_bbox_0: 0.1959 (0.1964) loss_giou_0: 0.4123 (0.4348) loss_class_1: 0.8954 (0.9067) loss_bbox_1: 0.1928 (0.1971) loss_giou_1: 0.4059 (0.4283) loss_class_2: 0.8639 (0.8596) loss_bbox_2: 0.1845 (0.1958) loss_giou_2: 0.3962 (0.4257) loss_class_3: 0.8127 (0.8350) loss_bbox_3: 0.1868 (0.1969) loss_giou_3: 0.3940 (0.4252) loss_class_4: 0.8327 (0.8248) loss_bbox_4: 0.1867 (0.1973) loss_giou_4: 0.4072 (0.4255) loss_class_enc: 0.9324 (0.9622) loss_bbox_enc: 0.2168 (0.2390) loss_giou_enc: 0.4747 (0.4969) loss_class_dn: 0.4241 (0.4218) loss_bbox_dn: 0.2745 (0.3233) loss_giou_dn: 0.4931 (0.5099) loss_class_dn_0: 0.4963 (0.4959) loss_bbox_dn_0: 0.3754 (0.4282) loss_giou_dn_0: 0.6453 (0.6467) loss_class_dn_1: 0.4387 (0.4456) loss_bbox_dn_1: 0.3010 (0.3470) loss_giou_dn_1: 0.5356 (0.5393) loss_class_dn_2: 0.4228 (0.4266) loss_bbox_dn_2: 0.2796 (0.3275) loss_giou_dn_2: 0.5042 (0.5158) loss_class_dn_3: 0.4217 (0.4207) loss_bbox_dn_3: 0.2752 (0.3242) loss_giou_dn_3: 0.4978 (0.5110) loss_class_dn_4: 0.4251 (0.4201) loss_bbox_dn_4: 0.2746 (0.3233) loss_giou_dn_4: 0.4931 (0.5098) loss_class_hybrid: 0.8101 (0.8187) loss_bbox_hybrid: 0.1959 (0.2155) loss_giou_hybrid: 0.4225 (0.4628) loss_class_0_hybrid: 0.8761 (0.8879) loss_bbox_0_hybrid: 0.2043 (0.2262) loss_giou_0_hybrid: 0.4578 (0.4893) loss_class_1_hybrid: 0.8496 (0.8491) loss_bbox_1_hybrid: 0.1943 (0.2192) loss_giou_1_hybrid: 0.4272 (0.4705) loss_class_2_hybrid: 0.8420 (0.8336) loss_bbox_2_hybrid: 0.1879 (0.2156) loss_giou_2_hybrid: 0.4242 (0.4644) loss_class_3_hybrid: 0.8192 (0.8225) loss_bbox_3_hybrid: 0.1888 (0.2154) loss_giou_3_hybrid: 0.4230 (0.4633) loss_class_4_hybrid: 0.8071 (0.8183) loss_bbox_4_hybrid: 0.1899 (0.2156) loss_giou_4_hybrid: 0.4193 (0.4631) loss_class_enc_hybrid: 0.8068 (0.8376) loss_bbox_enc_hybrid: 0.2353 (0.2728) loss_giou_enc_hybrid: 0.5224 (0.5588) mem: 1029 max mem: 36964 [2024-01-15 00:49:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:50:27 det.util.engine] INFO: Epoch: [3] [6250/11727] eta: 1:39:30 lr: 0.000100 data_time: 0.0032 iter_time: 1.1630 loss: 29.6995 (29.4892) loss_class: 0.7732 (0.8226) loss_bbox: 0.1939 (0.1978) loss_giou: 0.4283 (0.4256) loss_class_0: 0.9612 (1.0395) loss_bbox_0: 0.1925 (0.1964) loss_giou_0: 0.4363 (0.4347) loss_class_1: 0.8363 (0.9067) loss_bbox_1: 0.1972 (0.1971) loss_giou_1: 0.4383 (0.4283) loss_class_2: 0.8428 (0.8596) loss_bbox_2: 0.2017 (0.1958) loss_giou_2: 0.4338 (0.4257) loss_class_3: 0.7912 (0.8350) loss_bbox_3: 0.1969 (0.1969) loss_giou_3: 0.4278 (0.4252) loss_class_4: 0.7804 (0.8249) loss_bbox_4: 0.1940 (0.1973) loss_giou_4: 0.4286 (0.4255) loss_class_enc: 0.9402 (0.9622) loss_bbox_enc: 0.2196 (0.2390) loss_giou_enc: 0.4986 (0.4968) loss_class_dn: 0.4138 (0.4217) loss_bbox_dn: 0.2946 (0.3234) loss_giou_dn: 0.5058 (0.5099) loss_class_dn_0: 0.4821 (0.4959) loss_bbox_dn_0: 0.3909 (0.4282) loss_giou_dn_0: 0.6436 (0.6466) loss_class_dn_1: 0.4391 (0.4455) loss_bbox_dn_1: 0.3144 (0.3470) loss_giou_dn_1: 0.5387 (0.5393) loss_class_dn_2: 0.4172 (0.4265) loss_bbox_dn_2: 0.2994 (0.3276) loss_giou_dn_2: 0.5136 (0.5158) loss_class_dn_3: 0.4147 (0.4206) loss_bbox_dn_3: 0.2972 (0.3242) loss_giou_dn_3: 0.5074 (0.5109) loss_class_dn_4: 0.4157 (0.4201) loss_bbox_dn_4: 0.2945 (0.3234) loss_giou_dn_4: 0.5057 (0.5098) loss_class_hybrid: 0.7758 (0.8187) loss_bbox_hybrid: 0.2126 (0.2155) loss_giou_hybrid: 0.4796 (0.4628) loss_class_0_hybrid: 0.8383 (0.8879) loss_bbox_0_hybrid: 0.2199 (0.2262) loss_giou_0_hybrid: 0.4910 (0.4893) loss_class_1_hybrid: 0.7893 (0.8490) loss_bbox_1_hybrid: 0.2152 (0.2191) loss_giou_1_hybrid: 0.4816 (0.4705) loss_class_2_hybrid: 0.7794 (0.8335) loss_bbox_2_hybrid: 0.2157 (0.2156) loss_giou_2_hybrid: 0.4777 (0.4644) loss_class_3_hybrid: 0.7658 (0.8225) loss_bbox_3_hybrid: 0.2133 (0.2154) loss_giou_3_hybrid: 0.4790 (0.4633) loss_class_4_hybrid: 0.7801 (0.8183) loss_bbox_4_hybrid: 0.2114 (0.2156) loss_giou_4_hybrid: 0.4789 (0.4631) loss_class_enc_hybrid: 0.7997 (0.8376) loss_bbox_enc_hybrid: 0.2609 (0.2728) loss_giou_enc_hybrid: 0.5585 (0.5588) mem: 1036 max mem: 36964 [2024-01-15 00:50:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:51:23 det.util.engine] INFO: Epoch: [3] [6300/11727] eta: 1:38:37 lr: 0.000100 data_time: 0.0032 iter_time: 1.0996 loss: 28.8482 (29.4889) loss_class: 0.8187 (0.8226) loss_bbox: 0.1790 (0.1978) loss_giou: 0.4335 (0.4256) loss_class_0: 0.9909 (1.0395) loss_bbox_0: 0.1749 (0.1964) loss_giou_0: 0.4521 (0.4347) loss_class_1: 0.8684 (0.9066) loss_bbox_1: 0.1933 (0.1972) loss_giou_1: 0.4459 (0.4283) loss_class_2: 0.8265 (0.8595) loss_bbox_2: 0.1802 (0.1958) loss_giou_2: 0.4343 (0.4257) loss_class_3: 0.8338 (0.8350) loss_bbox_3: 0.1861 (0.1969) loss_giou_3: 0.4341 (0.4252) loss_class_4: 0.8100 (0.8249) loss_bbox_4: 0.1851 (0.1973) loss_giou_4: 0.4373 (0.4255) loss_class_enc: 0.9086 (0.9622) loss_bbox_enc: 0.2100 (0.2390) loss_giou_enc: 0.5071 (0.4968) loss_class_dn: 0.4082 (0.4217) loss_bbox_dn: 0.2784 (0.3233) loss_giou_dn: 0.5022 (0.5098) loss_class_dn_0: 0.4928 (0.4959) loss_bbox_dn_0: 0.3751 (0.4282) loss_giou_dn_0: 0.6427 (0.6466) loss_class_dn_1: 0.4351 (0.4455) loss_bbox_dn_1: 0.3084 (0.3470) loss_giou_dn_1: 0.5417 (0.5392) loss_class_dn_2: 0.4213 (0.4265) loss_bbox_dn_2: 0.2870 (0.3275) loss_giou_dn_2: 0.5090 (0.5157) loss_class_dn_3: 0.4127 (0.4206) loss_bbox_dn_3: 0.2804 (0.3242) loss_giou_dn_3: 0.5024 (0.5109) loss_class_dn_4: 0.4075 (0.4200) loss_bbox_dn_4: 0.2784 (0.3233) loss_giou_dn_4: 0.5023 (0.5097) loss_class_hybrid: 0.8162 (0.8188) loss_bbox_hybrid: 0.1898 (0.2155) loss_giou_hybrid: 0.4671 (0.4628) loss_class_0_hybrid: 0.8571 (0.8878) loss_bbox_0_hybrid: 0.2015 (0.2262) loss_giou_0_hybrid: 0.4882 (0.4893) loss_class_1_hybrid: 0.8422 (0.8491) loss_bbox_1_hybrid: 0.1986 (0.2192) loss_giou_1_hybrid: 0.4776 (0.4705) loss_class_2_hybrid: 0.8266 (0.8336) loss_bbox_2_hybrid: 0.1916 (0.2156) loss_giou_2_hybrid: 0.4684 (0.4644) loss_class_3_hybrid: 0.8445 (0.8226) loss_bbox_3_hybrid: 0.1880 (0.2154) loss_giou_3_hybrid: 0.4681 (0.4633) loss_class_4_hybrid: 0.8129 (0.8184) loss_bbox_4_hybrid: 0.1885 (0.2156) loss_giou_4_hybrid: 0.4685 (0.4631) loss_class_enc_hybrid: 0.8060 (0.8376) loss_bbox_enc_hybrid: 0.2369 (0.2728) loss_giou_enc_hybrid: 0.5678 (0.5588) mem: 1024 max mem: 36964 [2024-01-15 00:51:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:52:17 det.util.engine] INFO: Epoch: [3] [6350/11727] eta: 1:37:42 lr: 0.000100 data_time: 0.0029 iter_time: 1.0657 loss: 27.1909 (29.4863) loss_class: 0.7888 (0.8226) loss_bbox: 0.1693 (0.1978) loss_giou: 0.3892 (0.4255) loss_class_0: 0.9481 (1.0395) loss_bbox_0: 0.1732 (0.1964) loss_giou_0: 0.3982 (0.4346) loss_class_1: 0.8507 (0.9065) loss_bbox_1: 0.1785 (0.1972) loss_giou_1: 0.3978 (0.4282) loss_class_2: 0.8110 (0.8595) loss_bbox_2: 0.1720 (0.1959) loss_giou_2: 0.3922 (0.4256) loss_class_3: 0.8220 (0.8350) loss_bbox_3: 0.1717 (0.1970) loss_giou_3: 0.3849 (0.4251) loss_class_4: 0.7957 (0.8248) loss_bbox_4: 0.1757 (0.1974) loss_giou_4: 0.3849 (0.4254) loss_class_enc: 0.9069 (0.9621) loss_bbox_enc: 0.2116 (0.2390) loss_giou_enc: 0.4605 (0.4966) loss_class_dn: 0.4000 (0.4217) loss_bbox_dn: 0.2725 (0.3233) loss_giou_dn: 0.4637 (0.5097) loss_class_dn_0: 0.4983 (0.4959) loss_bbox_dn_0: 0.3996 (0.4281) loss_giou_dn_0: 0.6063 (0.6464) loss_class_dn_1: 0.4334 (0.4455) loss_bbox_dn_1: 0.2950 (0.3469) loss_giou_dn_1: 0.4909 (0.5391) loss_class_dn_2: 0.4124 (0.4265) loss_bbox_dn_2: 0.2754 (0.3274) loss_giou_dn_2: 0.4677 (0.5156) loss_class_dn_3: 0.4085 (0.4206) loss_bbox_dn_3: 0.2737 (0.3241) loss_giou_dn_3: 0.4643 (0.5108) loss_class_dn_4: 0.4002 (0.4200) loss_bbox_dn_4: 0.2725 (0.3233) loss_giou_dn_4: 0.4636 (0.5096) loss_class_hybrid: 0.7950 (0.8189) loss_bbox_hybrid: 0.1829 (0.2155) loss_giou_hybrid: 0.4106 (0.4627) loss_class_0_hybrid: 0.8410 (0.8880) loss_bbox_0_hybrid: 0.1892 (0.2262) loss_giou_0_hybrid: 0.4444 (0.4891) loss_class_1_hybrid: 0.8097 (0.8492) loss_bbox_1_hybrid: 0.1889 (0.2191) loss_giou_1_hybrid: 0.4202 (0.4704) loss_class_2_hybrid: 0.8081 (0.8337) loss_bbox_2_hybrid: 0.1838 (0.2156) loss_giou_2_hybrid: 0.4149 (0.4643) loss_class_3_hybrid: 0.8072 (0.8227) loss_bbox_3_hybrid: 0.1806 (0.2154) loss_giou_3_hybrid: 0.4118 (0.4631) loss_class_4_hybrid: 0.7812 (0.8185) loss_bbox_4_hybrid: 0.1804 (0.2156) loss_giou_4_hybrid: 0.4101 (0.4630) loss_class_enc_hybrid: 0.8056 (0.8377) loss_bbox_enc_hybrid: 0.2359 (0.2727) loss_giou_enc_hybrid: 0.5005 (0.5586) mem: 1021 max mem: 36964 [2024-01-15 00:52:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:53:11 det.util.engine] INFO: Epoch: [3] [6400/11727] eta: 1:36:47 lr: 0.000100 data_time: 0.0030 iter_time: 1.0762 loss: 28.8807 (29.4855) loss_class: 0.8173 (0.8225) loss_bbox: 0.1852 (0.1978) loss_giou: 0.3954 (0.4256) loss_class_0: 1.0821 (1.0394) loss_bbox_0: 0.1867 (0.1963) loss_giou_0: 0.4014 (0.4347) loss_class_1: 0.9737 (0.9065) loss_bbox_1: 0.1882 (0.1971) loss_giou_1: 0.4014 (0.4282) loss_class_2: 0.8932 (0.8594) loss_bbox_2: 0.1854 (0.1958) loss_giou_2: 0.4058 (0.4256) loss_class_3: 0.8236 (0.8349) loss_bbox_3: 0.1893 (0.1969) loss_giou_3: 0.4012 (0.4252) loss_class_4: 0.8496 (0.8248) loss_bbox_4: 0.1896 (0.1973) loss_giou_4: 0.4013 (0.4255) loss_class_enc: 1.0169 (0.9621) loss_bbox_enc: 0.2232 (0.2389) loss_giou_enc: 0.4540 (0.4966) loss_class_dn: 0.4155 (0.4217) loss_bbox_dn: 0.3369 (0.3233) loss_giou_dn: 0.4851 (0.5097) loss_class_dn_0: 0.5045 (0.4959) loss_bbox_dn_0: 0.4251 (0.4281) loss_giou_dn_0: 0.6147 (0.6464) loss_class_dn_1: 0.4486 (0.4455) loss_bbox_dn_1: 0.3559 (0.3469) loss_giou_dn_1: 0.5191 (0.5391) loss_class_dn_2: 0.4220 (0.4265) loss_bbox_dn_2: 0.3377 (0.3274) loss_giou_dn_2: 0.4920 (0.5156) loss_class_dn_3: 0.4169 (0.4206) loss_bbox_dn_3: 0.3371 (0.3241) loss_giou_dn_3: 0.4872 (0.5107) loss_class_dn_4: 0.4161 (0.4200) loss_bbox_dn_4: 0.3371 (0.3232) loss_giou_dn_4: 0.4843 (0.5096) loss_class_hybrid: 0.8298 (0.8189) loss_bbox_hybrid: 0.2141 (0.2155) loss_giou_hybrid: 0.4478 (0.4627) loss_class_0_hybrid: 0.9133 (0.8880) loss_bbox_0_hybrid: 0.2210 (0.2261) loss_giou_0_hybrid: 0.4593 (0.4891) loss_class_1_hybrid: 0.8869 (0.8492) loss_bbox_1_hybrid: 0.2066 (0.2191) loss_giou_1_hybrid: 0.4502 (0.4704) loss_class_2_hybrid: 0.8619 (0.8337) loss_bbox_2_hybrid: 0.2001 (0.2155) loss_giou_2_hybrid: 0.4484 (0.4643) loss_class_3_hybrid: 0.8413 (0.8227) loss_bbox_3_hybrid: 0.2067 (0.2153) loss_giou_3_hybrid: 0.4464 (0.4631) loss_class_4_hybrid: 0.8332 (0.8185) loss_bbox_4_hybrid: 0.2009 (0.2156) loss_giou_4_hybrid: 0.4478 (0.4630) loss_class_enc_hybrid: 0.8979 (0.8377) loss_bbox_enc_hybrid: 0.2654 (0.2726) loss_giou_enc_hybrid: 0.5300 (0.5586) mem: 1030 max mem: 36964 [2024-01-15 00:53:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:54:05 det.util.engine] INFO: Epoch: [3] [6450/11727] eta: 1:35:52 lr: 0.000100 data_time: 0.0030 iter_time: 1.0543 loss: 27.6546 (29.4816) loss_class: 0.8289 (0.8225) loss_bbox: 0.1958 (0.1979) loss_giou: 0.4003 (0.4254) loss_class_0: 1.0336 (1.0393) loss_bbox_0: 0.1942 (0.1964) loss_giou_0: 0.4138 (0.4345) loss_class_1: 0.8928 (0.9065) loss_bbox_1: 0.1999 (0.1972) loss_giou_1: 0.4140 (0.4281) loss_class_2: 0.8718 (0.8594) loss_bbox_2: 0.2038 (0.1959) loss_giou_2: 0.4034 (0.4254) loss_class_3: 0.8243 (0.8348) loss_bbox_3: 0.2045 (0.1970) loss_giou_3: 0.4000 (0.4250) loss_class_4: 0.8188 (0.8247) loss_bbox_4: 0.1925 (0.1974) loss_giou_4: 0.4054 (0.4253) loss_class_enc: 0.9580 (0.9621) loss_bbox_enc: 0.2296 (0.2390) loss_giou_enc: 0.4713 (0.4964) loss_class_dn: 0.4170 (0.4216) loss_bbox_dn: 0.2800 (0.3233) loss_giou_dn: 0.4804 (0.5096) loss_class_dn_0: 0.4985 (0.4959) loss_bbox_dn_0: 0.3977 (0.4281) loss_giou_dn_0: 0.6079 (0.6463) loss_class_dn_1: 0.4424 (0.4455) loss_bbox_dn_1: 0.2945 (0.3470) loss_giou_dn_1: 0.5061 (0.5390) loss_class_dn_2: 0.4210 (0.4264) loss_bbox_dn_2: 0.2837 (0.3275) loss_giou_dn_2: 0.4863 (0.5154) loss_class_dn_3: 0.4170 (0.4206) loss_bbox_dn_3: 0.2802 (0.3242) loss_giou_dn_3: 0.4814 (0.5106) loss_class_dn_4: 0.4140 (0.4200) loss_bbox_dn_4: 0.2799 (0.3233) loss_giou_dn_4: 0.4804 (0.5094) loss_class_hybrid: 0.8152 (0.8188) loss_bbox_hybrid: 0.2082 (0.2155) loss_giou_hybrid: 0.4329 (0.4625) loss_class_0_hybrid: 0.8723 (0.8879) loss_bbox_0_hybrid: 0.2150 (0.2262) loss_giou_0_hybrid: 0.4666 (0.4889) loss_class_1_hybrid: 0.8398 (0.8491) loss_bbox_1_hybrid: 0.2090 (0.2191) loss_giou_1_hybrid: 0.4385 (0.4702) loss_class_2_hybrid: 0.8432 (0.8337) loss_bbox_2_hybrid: 0.1995 (0.2156) loss_giou_2_hybrid: 0.4308 (0.4641) loss_class_3_hybrid: 0.8147 (0.8226) loss_bbox_3_hybrid: 0.2132 (0.2154) loss_giou_3_hybrid: 0.4298 (0.4629) loss_class_4_hybrid: 0.8173 (0.8184) loss_bbox_4_hybrid: 0.2107 (0.2156) loss_giou_4_hybrid: 0.4313 (0.4628) loss_class_enc_hybrid: 0.8259 (0.8376) loss_bbox_enc_hybrid: 0.2453 (0.2727) loss_giou_enc_hybrid: 0.5238 (0.5584) mem: 1030 max mem: 36964 [2024-01-15 00:54:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:54:58 det.util.engine] INFO: Epoch: [3] [6500/11727] eta: 1:34:56 lr: 0.000100 data_time: 0.0034 iter_time: 1.0577 loss: 29.2623 (29.4795) loss_class: 0.7942 (0.8225) loss_bbox: 0.1844 (0.1978) loss_giou: 0.4022 (0.4253) loss_class_0: 1.0084 (1.0393) loss_bbox_0: 0.1742 (0.1963) loss_giou_0: 0.4106 (0.4345) loss_class_1: 0.8603 (0.9064) loss_bbox_1: 0.1796 (0.1971) loss_giou_1: 0.4062 (0.4281) loss_class_2: 0.8176 (0.8594) loss_bbox_2: 0.1859 (0.1958) loss_giou_2: 0.3976 (0.4254) loss_class_3: 0.7844 (0.8350) loss_bbox_3: 0.1841 (0.1969) loss_giou_3: 0.3986 (0.4250) loss_class_4: 0.7987 (0.8248) loss_bbox_4: 0.1844 (0.1973) loss_giou_4: 0.4017 (0.4253) loss_class_enc: 0.9382 (0.9622) loss_bbox_enc: 0.2157 (0.2389) loss_giou_enc: 0.4783 (0.4964) loss_class_dn: 0.4181 (0.4216) loss_bbox_dn: 0.3000 (0.3232) loss_giou_dn: 0.4722 (0.5095) loss_class_dn_0: 0.4952 (0.4959) loss_bbox_dn_0: 0.3875 (0.4280) loss_giou_dn_0: 0.6217 (0.6462) loss_class_dn_1: 0.4400 (0.4454) loss_bbox_dn_1: 0.3243 (0.3468) loss_giou_dn_1: 0.5074 (0.5389) loss_class_dn_2: 0.4154 (0.4264) loss_bbox_dn_2: 0.3090 (0.3273) loss_giou_dn_2: 0.4811 (0.5153) loss_class_dn_3: 0.4126 (0.4205) loss_bbox_dn_3: 0.3012 (0.3240) loss_giou_dn_3: 0.4728 (0.5105) loss_class_dn_4: 0.4128 (0.4199) loss_bbox_dn_4: 0.2999 (0.3231) loss_giou_dn_4: 0.4723 (0.5093) loss_class_hybrid: 0.8012 (0.8189) loss_bbox_hybrid: 0.1991 (0.2155) loss_giou_hybrid: 0.4183 (0.4625) loss_class_0_hybrid: 0.8561 (0.8879) loss_bbox_0_hybrid: 0.1985 (0.2261) loss_giou_0_hybrid: 0.4446 (0.4889) loss_class_1_hybrid: 0.8107 (0.8491) loss_bbox_1_hybrid: 0.1960 (0.2191) loss_giou_1_hybrid: 0.4318 (0.4702) loss_class_2_hybrid: 0.7920 (0.8337) loss_bbox_2_hybrid: 0.1984 (0.2155) loss_giou_2_hybrid: 0.4192 (0.4641) loss_class_3_hybrid: 0.7912 (0.8227) loss_bbox_3_hybrid: 0.1968 (0.2154) loss_giou_3_hybrid: 0.4180 (0.4629) loss_class_4_hybrid: 0.8037 (0.8185) loss_bbox_4_hybrid: 0.2015 (0.2156) loss_giou_4_hybrid: 0.4180 (0.4628) loss_class_enc_hybrid: 0.8165 (0.8376) loss_bbox_enc_hybrid: 0.2385 (0.2726) loss_giou_enc_hybrid: 0.5081 (0.5583) mem: 1027 max mem: 36964 [2024-01-15 00:54:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:55:51 det.util.engine] INFO: Epoch: [3] [6550/11727] eta: 1:34:01 lr: 0.000100 data_time: 0.0033 iter_time: 1.0710 loss: 28.8392 (29.4771) loss_class: 0.7925 (0.8225) loss_bbox: 0.1898 (0.1978) loss_giou: 0.4343 (0.4253) loss_class_0: 1.0049 (1.0392) loss_bbox_0: 0.2012 (0.1963) loss_giou_0: 0.4312 (0.4344) loss_class_1: 0.8788 (0.9064) loss_bbox_1: 0.1877 (0.1971) loss_giou_1: 0.4343 (0.4280) loss_class_2: 0.8263 (0.8593) loss_bbox_2: 0.2016 (0.1958) loss_giou_2: 0.4250 (0.4254) loss_class_3: 0.7917 (0.8349) loss_bbox_3: 0.1976 (0.1969) loss_giou_3: 0.4338 (0.4249) loss_class_4: 0.7903 (0.8247) loss_bbox_4: 0.1974 (0.1973) loss_giou_4: 0.4343 (0.4253) loss_class_enc: 0.9909 (0.9622) loss_bbox_enc: 0.2272 (0.2388) loss_giou_enc: 0.4990 (0.4963) loss_class_dn: 0.4132 (0.4216) loss_bbox_dn: 0.2945 (0.3231) loss_giou_dn: 0.5000 (0.5094) loss_class_dn_0: 0.4981 (0.4959) loss_bbox_dn_0: 0.3974 (0.4279) loss_giou_dn_0: 0.6393 (0.6461) loss_class_dn_1: 0.4453 (0.4454) loss_bbox_dn_1: 0.3103 (0.3468) loss_giou_dn_1: 0.5232 (0.5388) loss_class_dn_2: 0.4133 (0.4264) loss_bbox_dn_2: 0.2965 (0.3273) loss_giou_dn_2: 0.5018 (0.5153) loss_class_dn_3: 0.4143 (0.4205) loss_bbox_dn_3: 0.2947 (0.3240) loss_giou_dn_3: 0.5005 (0.5105) loss_class_dn_4: 0.4116 (0.4199) loss_bbox_dn_4: 0.2945 (0.3231) loss_giou_dn_4: 0.4990 (0.5093) loss_class_hybrid: 0.7872 (0.8188) loss_bbox_hybrid: 0.2102 (0.2154) loss_giou_hybrid: 0.4634 (0.4625) loss_class_0_hybrid: 0.8556 (0.8878) loss_bbox_0_hybrid: 0.2255 (0.2261) loss_giou_0_hybrid: 0.4939 (0.4889) loss_class_1_hybrid: 0.8254 (0.8490) loss_bbox_1_hybrid: 0.2162 (0.2191) loss_giou_1_hybrid: 0.4656 (0.4702) loss_class_2_hybrid: 0.8001 (0.8336) loss_bbox_2_hybrid: 0.2108 (0.2155) loss_giou_2_hybrid: 0.4675 (0.4641) loss_class_3_hybrid: 0.7860 (0.8226) loss_bbox_3_hybrid: 0.2099 (0.2153) loss_giou_3_hybrid: 0.4608 (0.4629) loss_class_4_hybrid: 0.7815 (0.8184) loss_bbox_4_hybrid: 0.2112 (0.2155) loss_giou_4_hybrid: 0.4589 (0.4628) loss_class_enc_hybrid: 0.8083 (0.8376) loss_bbox_enc_hybrid: 0.2608 (0.2726) loss_giou_enc_hybrid: 0.5463 (0.5583) mem: 1028 max mem: 36964 [2024-01-15 00:55:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:56:45 det.util.engine] INFO: Epoch: [3] [6600/11727] eta: 1:33:06 lr: 0.000100 data_time: 0.0032 iter_time: 1.0672 loss: 28.5132 (29.4723) loss_class: 0.8060 (0.8224) loss_bbox: 0.1816 (0.1977) loss_giou: 0.4018 (0.4253) loss_class_0: 1.0346 (1.0390) loss_bbox_0: 0.1817 (0.1962) loss_giou_0: 0.4039 (0.4344) loss_class_1: 0.8837 (0.9063) loss_bbox_1: 0.1840 (0.1971) loss_giou_1: 0.3868 (0.4280) loss_class_2: 0.8926 (0.8592) loss_bbox_2: 0.1813 (0.1958) loss_giou_2: 0.3945 (0.4254) loss_class_3: 0.8676 (0.8348) loss_bbox_3: 0.1794 (0.1968) loss_giou_3: 0.4044 (0.4249) loss_class_4: 0.8136 (0.8246) loss_bbox_4: 0.1816 (0.1972) loss_giou_4: 0.4012 (0.4252) loss_class_enc: 0.9299 (0.9621) loss_bbox_enc: 0.2217 (0.2387) loss_giou_enc: 0.4533 (0.4963) loss_class_dn: 0.4032 (0.4215) loss_bbox_dn: 0.2858 (0.3229) loss_giou_dn: 0.4679 (0.5094) loss_class_dn_0: 0.4902 (0.4958) loss_bbox_dn_0: 0.3891 (0.4277) loss_giou_dn_0: 0.6029 (0.6461) loss_class_dn_1: 0.4304 (0.4453) loss_bbox_dn_1: 0.3080 (0.3466) loss_giou_dn_1: 0.5007 (0.5388) loss_class_dn_2: 0.4132 (0.4263) loss_bbox_dn_2: 0.2916 (0.3271) loss_giou_dn_2: 0.4746 (0.5152) loss_class_dn_3: 0.4048 (0.4204) loss_bbox_dn_3: 0.2878 (0.3238) loss_giou_dn_3: 0.4696 (0.5104) loss_class_dn_4: 0.4022 (0.4198) loss_bbox_dn_4: 0.2859 (0.3229) loss_giou_dn_4: 0.4678 (0.5092) loss_class_hybrid: 0.8097 (0.8186) loss_bbox_hybrid: 0.1953 (0.2154) loss_giou_hybrid: 0.4250 (0.4625) loss_class_0_hybrid: 0.8977 (0.8877) loss_bbox_0_hybrid: 0.2117 (0.2261) loss_giou_0_hybrid: 0.4572 (0.4889) loss_class_1_hybrid: 0.8506 (0.8489) loss_bbox_1_hybrid: 0.2069 (0.2190) loss_giou_1_hybrid: 0.4350 (0.4702) loss_class_2_hybrid: 0.8176 (0.8334) loss_bbox_2_hybrid: 0.1956 (0.2155) loss_giou_2_hybrid: 0.4278 (0.4641) loss_class_3_hybrid: 0.8079 (0.8225) loss_bbox_3_hybrid: 0.1933 (0.2153) loss_giou_3_hybrid: 0.4228 (0.4629) loss_class_4_hybrid: 0.8184 (0.8182) loss_bbox_4_hybrid: 0.1950 (0.2155) loss_giou_4_hybrid: 0.4248 (0.4628) loss_class_enc_hybrid: 0.8350 (0.8374) loss_bbox_enc_hybrid: 0.2418 (0.2725) loss_giou_enc_hybrid: 0.5226 (0.5582) mem: 1029 max mem: 36964 [2024-01-15 00:56:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:57:39 det.util.engine] INFO: Epoch: [3] [6650/11727] eta: 1:32:11 lr: 0.000100 data_time: 0.0036 iter_time: 1.0997 loss: 30.2989 (29.4761) loss_class: 0.8566 (0.8227) loss_bbox: 0.2050 (0.1977) loss_giou: 0.3885 (0.4252) loss_class_0: 1.0840 (1.0392) loss_bbox_0: 0.1986 (0.1963) loss_giou_0: 0.4025 (0.4343) loss_class_1: 0.9313 (0.9066) loss_bbox_1: 0.2024 (0.1971) loss_giou_1: 0.3886 (0.4279) loss_class_2: 0.8936 (0.8595) loss_bbox_2: 0.1990 (0.1958) loss_giou_2: 0.3895 (0.4254) loss_class_3: 0.8567 (0.8351) loss_bbox_3: 0.1995 (0.1969) loss_giou_3: 0.3892 (0.4248) loss_class_4: 0.8771 (0.8249) loss_bbox_4: 0.2035 (0.1973) loss_giou_4: 0.3912 (0.4252) loss_class_enc: 0.9861 (0.9622) loss_bbox_enc: 0.2627 (0.2387) loss_giou_enc: 0.4562 (0.4962) loss_class_dn: 0.4319 (0.4215) loss_bbox_dn: 0.3725 (0.3230) loss_giou_dn: 0.5054 (0.5094) loss_class_dn_0: 0.5007 (0.4959) loss_bbox_dn_0: 0.4600 (0.4278) loss_giou_dn_0: 0.6347 (0.6460) loss_class_dn_1: 0.4579 (0.4454) loss_bbox_dn_1: 0.3891 (0.3467) loss_giou_dn_1: 0.5359 (0.5388) loss_class_dn_2: 0.4357 (0.4263) loss_bbox_dn_2: 0.3729 (0.3272) loss_giou_dn_2: 0.5107 (0.5152) loss_class_dn_3: 0.4309 (0.4204) loss_bbox_dn_3: 0.3719 (0.3239) loss_giou_dn_3: 0.5060 (0.5104) loss_class_dn_4: 0.4311 (0.4198) loss_bbox_dn_4: 0.3726 (0.3230) loss_giou_dn_4: 0.5054 (0.5092) loss_class_hybrid: 0.8618 (0.8189) loss_bbox_hybrid: 0.2294 (0.2154) loss_giou_hybrid: 0.4262 (0.4624) loss_class_0_hybrid: 0.9497 (0.8879) loss_bbox_0_hybrid: 0.2487 (0.2261) loss_giou_0_hybrid: 0.4631 (0.4888) loss_class_1_hybrid: 0.9001 (0.8491) loss_bbox_1_hybrid: 0.2343 (0.2190) loss_giou_1_hybrid: 0.4336 (0.4701) loss_class_2_hybrid: 0.8617 (0.8337) loss_bbox_2_hybrid: 0.2303 (0.2155) loss_giou_2_hybrid: 0.4270 (0.4640) loss_class_3_hybrid: 0.8465 (0.8227) loss_bbox_3_hybrid: 0.2276 (0.2153) loss_giou_3_hybrid: 0.4289 (0.4629) loss_class_4_hybrid: 0.8739 (0.8185) loss_bbox_4_hybrid: 0.2287 (0.2155) loss_giou_4_hybrid: 0.4265 (0.4627) loss_class_enc_hybrid: 0.8747 (0.8376) loss_bbox_enc_hybrid: 0.2868 (0.2725) loss_giou_enc_hybrid: 0.5177 (0.5582) mem: 1030 max mem: 36964 [2024-01-15 00:57:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:58:34 det.util.engine] INFO: Epoch: [3] [6700/11727] eta: 1:31:17 lr: 0.000100 data_time: 0.0030 iter_time: 1.0655 loss: 29.1743 (29.4782) loss_class: 0.7875 (0.8228) loss_bbox: 0.2077 (0.1978) loss_giou: 0.4311 (0.4252) loss_class_0: 1.0237 (1.0393) loss_bbox_0: 0.2190 (0.1964) loss_giou_0: 0.4388 (0.4343) loss_class_1: 0.8648 (0.9066) loss_bbox_1: 0.2006 (0.1972) loss_giou_1: 0.4327 (0.4279) loss_class_2: 0.7973 (0.8596) loss_bbox_2: 0.2128 (0.1959) loss_giou_2: 0.4303 (0.4253) loss_class_3: 0.8174 (0.8352) loss_bbox_3: 0.2131 (0.1969) loss_giou_3: 0.4282 (0.4247) loss_class_4: 0.7916 (0.8249) loss_bbox_4: 0.2089 (0.1973) loss_giou_4: 0.4287 (0.4251) loss_class_enc: 0.9244 (0.9623) loss_bbox_enc: 0.2512 (0.2389) loss_giou_enc: 0.5089 (0.4961) loss_class_dn: 0.4138 (0.4215) loss_bbox_dn: 0.3074 (0.3232) loss_giou_dn: 0.5000 (0.5093) loss_class_dn_0: 0.4881 (0.4958) loss_bbox_dn_0: 0.4260 (0.4280) loss_giou_dn_0: 0.6500 (0.6460) loss_class_dn_1: 0.4383 (0.4454) loss_bbox_dn_1: 0.3284 (0.3469) loss_giou_dn_1: 0.5323 (0.5387) loss_class_dn_2: 0.4196 (0.4263) loss_bbox_dn_2: 0.3123 (0.3274) loss_giou_dn_2: 0.5091 (0.5151) loss_class_dn_3: 0.4154 (0.4204) loss_bbox_dn_3: 0.3081 (0.3241) loss_giou_dn_3: 0.5030 (0.5103) loss_class_dn_4: 0.4127 (0.4198) loss_bbox_dn_4: 0.3073 (0.3232) loss_giou_dn_4: 0.5001 (0.5091) loss_class_hybrid: 0.7788 (0.8189) loss_bbox_hybrid: 0.2356 (0.2156) loss_giou_hybrid: 0.4613 (0.4624) loss_class_0_hybrid: 0.8381 (0.8879) loss_bbox_0_hybrid: 0.2484 (0.2262) loss_giou_0_hybrid: 0.4825 (0.4887) loss_class_1_hybrid: 0.7959 (0.8491) loss_bbox_1_hybrid: 0.2423 (0.2192) loss_giou_1_hybrid: 0.4732 (0.4701) loss_class_2_hybrid: 0.7821 (0.8337) loss_bbox_2_hybrid: 0.2368 (0.2156) loss_giou_2_hybrid: 0.4627 (0.4639) loss_class_3_hybrid: 0.7848 (0.8228) loss_bbox_3_hybrid: 0.2452 (0.2155) loss_giou_3_hybrid: 0.4599 (0.4628) loss_class_4_hybrid: 0.7832 (0.8186) loss_bbox_4_hybrid: 0.2442 (0.2157) loss_giou_4_hybrid: 0.4586 (0.4627) loss_class_enc_hybrid: 0.8170 (0.8377) loss_bbox_enc_hybrid: 0.2917 (0.2727) loss_giou_enc_hybrid: 0.5401 (0.5581) mem: 1031 max mem: 36964 [2024-01-15 00:58:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 00:59:30 det.util.engine] INFO: Epoch: [3] [6750/11727] eta: 1:30:24 lr: 0.000100 data_time: 0.0034 iter_time: 1.1433 loss: 28.9145 (29.4772) loss_class: 0.8193 (0.8228) loss_bbox: 0.1822 (0.1978) loss_giou: 0.3926 (0.4251) loss_class_0: 1.0359 (1.0394) loss_bbox_0: 0.1783 (0.1963) loss_giou_0: 0.4061 (0.4342) loss_class_1: 0.8732 (0.9066) loss_bbox_1: 0.1769 (0.1972) loss_giou_1: 0.3863 (0.4278) loss_class_2: 0.8482 (0.8596) loss_bbox_2: 0.1857 (0.1958) loss_giou_2: 0.3876 (0.4252) loss_class_3: 0.8515 (0.8352) loss_bbox_3: 0.1799 (0.1969) loss_giou_3: 0.3941 (0.4247) loss_class_4: 0.8316 (0.8250) loss_bbox_4: 0.1843 (0.1973) loss_giou_4: 0.3916 (0.4250) loss_class_enc: 0.9801 (0.9624) loss_bbox_enc: 0.2185 (0.2388) loss_giou_enc: 0.4581 (0.4961) loss_class_dn: 0.4157 (0.4215) loss_bbox_dn: 0.2938 (0.3232) loss_giou_dn: 0.4755 (0.5092) loss_class_dn_0: 0.4989 (0.4958) loss_bbox_dn_0: 0.4013 (0.4280) loss_giou_dn_0: 0.6264 (0.6459) loss_class_dn_1: 0.4413 (0.4454) loss_bbox_dn_1: 0.3124 (0.3469) loss_giou_dn_1: 0.5133 (0.5386) loss_class_dn_2: 0.4214 (0.4263) loss_bbox_dn_2: 0.2972 (0.3274) loss_giou_dn_2: 0.4830 (0.5151) loss_class_dn_3: 0.4134 (0.4204) loss_bbox_dn_3: 0.2943 (0.3241) loss_giou_dn_3: 0.4778 (0.5102) loss_class_dn_4: 0.4154 (0.4198) loss_bbox_dn_4: 0.2938 (0.3232) loss_giou_dn_4: 0.4754 (0.5091) loss_class_hybrid: 0.7872 (0.8190) loss_bbox_hybrid: 0.1977 (0.2155) loss_giou_hybrid: 0.4296 (0.4623) loss_class_0_hybrid: 0.9105 (0.8880) loss_bbox_0_hybrid: 0.2112 (0.2262) loss_giou_0_hybrid: 0.4623 (0.4887) loss_class_1_hybrid: 0.8364 (0.8491) loss_bbox_1_hybrid: 0.1989 (0.2192) loss_giou_1_hybrid: 0.4465 (0.4700) loss_class_2_hybrid: 0.8158 (0.8338) loss_bbox_2_hybrid: 0.2020 (0.2156) loss_giou_2_hybrid: 0.4375 (0.4639) loss_class_3_hybrid: 0.7947 (0.8228) loss_bbox_3_hybrid: 0.1972 (0.2154) loss_giou_3_hybrid: 0.4337 (0.4628) loss_class_4_hybrid: 0.7905 (0.8186) loss_bbox_4_hybrid: 0.1991 (0.2156) loss_giou_4_hybrid: 0.4302 (0.4626) loss_class_enc_hybrid: 0.8473 (0.8378) loss_bbox_enc_hybrid: 0.2597 (0.2726) loss_giou_enc_hybrid: 0.5295 (0.5580) mem: 1015 max mem: 36964 [2024-01-15 00:59:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:00:26 det.util.engine] INFO: Epoch: [3] [6800/11727] eta: 1:29:30 lr: 0.000100 data_time: 0.0032 iter_time: 1.1327 loss: 29.1862 (29.4761) loss_class: 0.7943 (0.8228) loss_bbox: 0.1882 (0.1977) loss_giou: 0.4438 (0.4252) loss_class_0: 1.0263 (1.0394) loss_bbox_0: 0.1965 (0.1963) loss_giou_0: 0.4553 (0.4343) loss_class_1: 0.9151 (0.9067) loss_bbox_1: 0.2000 (0.1971) loss_giou_1: 0.4362 (0.4279) loss_class_2: 0.8206 (0.8596) loss_bbox_2: 0.2031 (0.1958) loss_giou_2: 0.4377 (0.4253) loss_class_3: 0.7999 (0.8353) loss_bbox_3: 0.1875 (0.1969) loss_giou_3: 0.4416 (0.4248) loss_class_4: 0.8067 (0.8250) loss_bbox_4: 0.1849 (0.1973) loss_giou_4: 0.4201 (0.4251) loss_class_enc: 0.9365 (0.9623) loss_bbox_enc: 0.2487 (0.2388) loss_giou_enc: 0.5001 (0.4961) loss_class_dn: 0.4097 (0.4214) loss_bbox_dn: 0.2973 (0.3231) loss_giou_dn: 0.5159 (0.5092) loss_class_dn_0: 0.4976 (0.4958) loss_bbox_dn_0: 0.3995 (0.4278) loss_giou_dn_0: 0.6591 (0.6459) loss_class_dn_1: 0.4365 (0.4453) loss_bbox_dn_1: 0.3117 (0.3467) loss_giou_dn_1: 0.5435 (0.5386) loss_class_dn_2: 0.4155 (0.4263) loss_bbox_dn_2: 0.2996 (0.3272) loss_giou_dn_2: 0.5251 (0.5150) loss_class_dn_3: 0.4082 (0.4204) loss_bbox_dn_3: 0.2972 (0.3239) loss_giou_dn_3: 0.5200 (0.5102) loss_class_dn_4: 0.4070 (0.4197) loss_bbox_dn_4: 0.2973 (0.3231) loss_giou_dn_4: 0.5157 (0.5090) loss_class_hybrid: 0.7985 (0.8189) loss_bbox_hybrid: 0.2011 (0.2155) loss_giou_hybrid: 0.4650 (0.4625) loss_class_0_hybrid: 0.8659 (0.8879) loss_bbox_0_hybrid: 0.2203 (0.2262) loss_giou_0_hybrid: 0.4956 (0.4888) loss_class_1_hybrid: 0.8347 (0.8491) loss_bbox_1_hybrid: 0.2135 (0.2191) loss_giou_1_hybrid: 0.4787 (0.4702) loss_class_2_hybrid: 0.7964 (0.8337) loss_bbox_2_hybrid: 0.2058 (0.2156) loss_giou_2_hybrid: 0.4657 (0.4640) loss_class_3_hybrid: 0.7929 (0.8227) loss_bbox_3_hybrid: 0.2021 (0.2154) loss_giou_3_hybrid: 0.4689 (0.4629) loss_class_4_hybrid: 0.7982 (0.8186) loss_bbox_4_hybrid: 0.1997 (0.2156) loss_giou_4_hybrid: 0.4668 (0.4628) loss_class_enc_hybrid: 0.8240 (0.8377) loss_bbox_enc_hybrid: 0.2632 (0.2726) loss_giou_enc_hybrid: 0.5731 (0.5581) mem: 1025 max mem: 36964 [2024-01-15 01:00:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:01:19 det.util.engine] INFO: Epoch: [3] [6850/11727] eta: 1:28:35 lr: 0.000100 data_time: 0.0034 iter_time: 1.1093 loss: 28.9341 (29.4741) loss_class: 0.8334 (0.8228) loss_bbox: 0.1832 (0.1977) loss_giou: 0.4205 (0.4253) loss_class_0: 1.0171 (1.0393) loss_bbox_0: 0.1849 (0.1962) loss_giou_0: 0.4455 (0.4344) loss_class_1: 0.8692 (0.9066) loss_bbox_1: 0.1801 (0.1971) loss_giou_1: 0.4227 (0.4280) loss_class_2: 0.8325 (0.8595) loss_bbox_2: 0.1781 (0.1958) loss_giou_2: 0.4213 (0.4254) loss_class_3: 0.8301 (0.8352) loss_bbox_3: 0.1840 (0.1968) loss_giou_3: 0.4154 (0.4249) loss_class_4: 0.7962 (0.8250) loss_bbox_4: 0.1829 (0.1972) loss_giou_4: 0.4187 (0.4252) loss_class_enc: 0.9177 (0.9621) loss_bbox_enc: 0.2299 (0.2387) loss_giou_enc: 0.5086 (0.4962) loss_class_dn: 0.4044 (0.4214) loss_bbox_dn: 0.3001 (0.3229) loss_giou_dn: 0.5033 (0.5092) loss_class_dn_0: 0.4923 (0.4958) loss_bbox_dn_0: 0.4100 (0.4276) loss_giou_dn_0: 0.6461 (0.6459) loss_class_dn_1: 0.4393 (0.4453) loss_bbox_dn_1: 0.3265 (0.3465) loss_giou_dn_1: 0.5355 (0.5386) loss_class_dn_2: 0.4167 (0.4262) loss_bbox_dn_2: 0.3080 (0.3270) loss_giou_dn_2: 0.5135 (0.5151) loss_class_dn_3: 0.4092 (0.4203) loss_bbox_dn_3: 0.3007 (0.3237) loss_giou_dn_3: 0.5049 (0.5102) loss_class_dn_4: 0.4061 (0.4197) loss_bbox_dn_4: 0.3000 (0.3229) loss_giou_dn_4: 0.5033 (0.5091) loss_class_hybrid: 0.8002 (0.8188) loss_bbox_hybrid: 0.2039 (0.2155) loss_giou_hybrid: 0.4380 (0.4626) loss_class_0_hybrid: 0.8382 (0.8877) loss_bbox_0_hybrid: 0.2209 (0.2262) loss_giou_0_hybrid: 0.4728 (0.4889) loss_class_1_hybrid: 0.8189 (0.8489) loss_bbox_1_hybrid: 0.2098 (0.2191) loss_giou_1_hybrid: 0.4434 (0.4703) loss_class_2_hybrid: 0.7986 (0.8336) loss_bbox_2_hybrid: 0.2043 (0.2156) loss_giou_2_hybrid: 0.4334 (0.4642) loss_class_3_hybrid: 0.8046 (0.8226) loss_bbox_3_hybrid: 0.2025 (0.2154) loss_giou_3_hybrid: 0.4312 (0.4630) loss_class_4_hybrid: 0.7859 (0.8184) loss_bbox_4_hybrid: 0.2014 (0.2156) loss_giou_4_hybrid: 0.4351 (0.4629) loss_class_enc_hybrid: 0.7949 (0.8375) loss_bbox_enc_hybrid: 0.2685 (0.2725) loss_giou_enc_hybrid: 0.5490 (0.5582) mem: 1022 max mem: 36964 [2024-01-15 01:01:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:02:13 det.util.engine] INFO: Epoch: [3] [6900/11727] eta: 1:27:40 lr: 0.000100 data_time: 0.0031 iter_time: 1.0478 loss: 28.3023 (29.4736) loss_class: 0.7246 (0.8226) loss_bbox: 0.2025 (0.1977) loss_giou: 0.4098 (0.4253) loss_class_0: 0.9582 (1.0391) loss_bbox_0: 0.1965 (0.1962) loss_giou_0: 0.4340 (0.4344) loss_class_1: 0.8269 (0.9065) loss_bbox_1: 0.2053 (0.1971) loss_giou_1: 0.4180 (0.4280) loss_class_2: 0.8152 (0.8593) loss_bbox_2: 0.1951 (0.1958) loss_giou_2: 0.4154 (0.4255) loss_class_3: 0.7396 (0.8350) loss_bbox_3: 0.1949 (0.1969) loss_giou_3: 0.4133 (0.4249) loss_class_4: 0.7439 (0.8248) loss_bbox_4: 0.1899 (0.1973) loss_giou_4: 0.4137 (0.4253) loss_class_enc: 0.9004 (0.9620) loss_bbox_enc: 0.2445 (0.2387) loss_giou_enc: 0.4918 (0.4962) loss_class_dn: 0.4099 (0.4213) loss_bbox_dn: 0.2812 (0.3229) loss_giou_dn: 0.5020 (0.5092) loss_class_dn_0: 0.4797 (0.4958) loss_bbox_dn_0: 0.3678 (0.4276) loss_giou_dn_0: 0.6614 (0.6459) loss_class_dn_1: 0.4337 (0.4453) loss_bbox_dn_1: 0.3183 (0.3466) loss_giou_dn_1: 0.5356 (0.5386) loss_class_dn_2: 0.4186 (0.4262) loss_bbox_dn_2: 0.2831 (0.3271) loss_giou_dn_2: 0.5066 (0.5151) loss_class_dn_3: 0.4133 (0.4203) loss_bbox_dn_3: 0.2806 (0.3238) loss_giou_dn_3: 0.5027 (0.5103) loss_class_dn_4: 0.4082 (0.4197) loss_bbox_dn_4: 0.2813 (0.3229) loss_giou_dn_4: 0.5020 (0.5091) loss_class_hybrid: 0.7311 (0.8186) loss_bbox_hybrid: 0.2193 (0.2155) loss_giou_hybrid: 0.4380 (0.4627) loss_class_0_hybrid: 0.8040 (0.8876) loss_bbox_0_hybrid: 0.2245 (0.2262) loss_giou_0_hybrid: 0.4703 (0.4890) loss_class_1_hybrid: 0.7520 (0.8488) loss_bbox_1_hybrid: 0.2228 (0.2192) loss_giou_1_hybrid: 0.4465 (0.4704) loss_class_2_hybrid: 0.7467 (0.8335) loss_bbox_2_hybrid: 0.2186 (0.2156) loss_giou_2_hybrid: 0.4382 (0.4642) loss_class_3_hybrid: 0.7359 (0.8224) loss_bbox_3_hybrid: 0.2178 (0.2154) loss_giou_3_hybrid: 0.4346 (0.4631) loss_class_4_hybrid: 0.7329 (0.8182) loss_bbox_4_hybrid: 0.2175 (0.2156) loss_giou_4_hybrid: 0.4407 (0.4630) loss_class_enc_hybrid: 0.7628 (0.8374) loss_bbox_enc_hybrid: 0.2704 (0.2725) loss_giou_enc_hybrid: 0.5295 (0.5583) mem: 1035 max mem: 36964 [2024-01-15 01:02:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:03:08 det.util.engine] INFO: Epoch: [3] [6950/11727] eta: 1:26:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0719 loss: 28.5223 (29.4696) loss_class: 0.7640 (0.8223) loss_bbox: 0.1811 (0.1977) loss_giou: 0.4055 (0.4254) loss_class_0: 1.0120 (1.0390) loss_bbox_0: 0.1734 (0.1962) loss_giou_0: 0.4317 (0.4345) loss_class_1: 0.8473 (0.9064) loss_bbox_1: 0.1765 (0.1970) loss_giou_1: 0.4083 (0.4280) loss_class_2: 0.7965 (0.8591) loss_bbox_2: 0.1807 (0.1958) loss_giou_2: 0.4066 (0.4255) loss_class_3: 0.7776 (0.8347) loss_bbox_3: 0.1830 (0.1968) loss_giou_3: 0.4072 (0.4250) loss_class_4: 0.7662 (0.8245) loss_bbox_4: 0.1860 (0.1973) loss_giou_4: 0.4085 (0.4253) loss_class_enc: 0.9127 (0.9619) loss_bbox_enc: 0.2156 (0.2387) loss_giou_enc: 0.4791 (0.4962) loss_class_dn: 0.4040 (0.4213) loss_bbox_dn: 0.2743 (0.3228) loss_giou_dn: 0.4944 (0.5091) loss_class_dn_0: 0.4788 (0.4958) loss_bbox_dn_0: 0.3848 (0.4275) loss_giou_dn_0: 0.6236 (0.6458) loss_class_dn_1: 0.4329 (0.4452) loss_bbox_dn_1: 0.2991 (0.3465) loss_giou_dn_1: 0.5262 (0.5385) loss_class_dn_2: 0.4103 (0.4261) loss_bbox_dn_2: 0.2762 (0.3270) loss_giou_dn_2: 0.5032 (0.5150) loss_class_dn_3: 0.4013 (0.4202) loss_bbox_dn_3: 0.2750 (0.3236) loss_giou_dn_3: 0.4943 (0.5102) loss_class_dn_4: 0.4034 (0.4196) loss_bbox_dn_4: 0.2743 (0.3228) loss_giou_dn_4: 0.4942 (0.5090) loss_class_hybrid: 0.7431 (0.8184) loss_bbox_hybrid: 0.1871 (0.2155) loss_giou_hybrid: 0.4454 (0.4627) loss_class_0_hybrid: 0.8501 (0.8875) loss_bbox_0_hybrid: 0.2015 (0.2261) loss_giou_0_hybrid: 0.4950 (0.4890) loss_class_1_hybrid: 0.7802 (0.8487) loss_bbox_1_hybrid: 0.1905 (0.2191) loss_giou_1_hybrid: 0.4634 (0.4704) loss_class_2_hybrid: 0.7717 (0.8333) loss_bbox_2_hybrid: 0.1881 (0.2155) loss_giou_2_hybrid: 0.4508 (0.4643) loss_class_3_hybrid: 0.7464 (0.8223) loss_bbox_3_hybrid: 0.1884 (0.2153) loss_giou_3_hybrid: 0.4474 (0.4631) loss_class_4_hybrid: 0.7496 (0.8181) loss_bbox_4_hybrid: 0.1879 (0.2156) loss_giou_4_hybrid: 0.4458 (0.4630) loss_class_enc_hybrid: 0.7926 (0.8373) loss_bbox_enc_hybrid: 0.2431 (0.2724) loss_giou_enc_hybrid: 0.5566 (0.5583) mem: 1028 max mem: 36964 [2024-01-15 01:03:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:04:02 det.util.engine] INFO: Epoch: [3] [7000/11727] eta: 1:25:51 lr: 0.000100 data_time: 0.0030 iter_time: 1.0801 loss: 30.2046 (29.4696) loss_class: 0.8101 (0.8223) loss_bbox: 0.1911 (0.1977) loss_giou: 0.4371 (0.4253) loss_class_0: 1.0552 (1.0391) loss_bbox_0: 0.1966 (0.1962) loss_giou_0: 0.4351 (0.4343) loss_class_1: 0.9090 (0.9064) loss_bbox_1: 0.1907 (0.1970) loss_giou_1: 0.4218 (0.4279) loss_class_2: 0.8984 (0.8592) loss_bbox_2: 0.1833 (0.1958) loss_giou_2: 0.4330 (0.4254) loss_class_3: 0.8505 (0.8348) loss_bbox_3: 0.1891 (0.1968) loss_giou_3: 0.4362 (0.4249) loss_class_4: 0.8334 (0.8245) loss_bbox_4: 0.1899 (0.1973) loss_giou_4: 0.4370 (0.4252) loss_class_enc: 0.9771 (0.9620) loss_bbox_enc: 0.2351 (0.2387) loss_giou_enc: 0.4975 (0.4961) loss_class_dn: 0.4110 (0.4212) loss_bbox_dn: 0.3098 (0.3229) loss_giou_dn: 0.5161 (0.5091) loss_class_dn_0: 0.4927 (0.4958) loss_bbox_dn_0: 0.4091 (0.4276) loss_giou_dn_0: 0.6160 (0.6458) loss_class_dn_1: 0.4365 (0.4452) loss_bbox_dn_1: 0.3313 (0.3466) loss_giou_dn_1: 0.5288 (0.5385) loss_class_dn_2: 0.4208 (0.4261) loss_bbox_dn_2: 0.3184 (0.3271) loss_giou_dn_2: 0.5192 (0.5149) loss_class_dn_3: 0.4161 (0.4202) loss_bbox_dn_3: 0.3099 (0.3238) loss_giou_dn_3: 0.5160 (0.5101) loss_class_dn_4: 0.4155 (0.4196) loss_bbox_dn_4: 0.3099 (0.3229) loss_giou_dn_4: 0.5160 (0.5089) loss_class_hybrid: 0.8328 (0.8185) loss_bbox_hybrid: 0.2142 (0.2155) loss_giou_hybrid: 0.4725 (0.4626) loss_class_0_hybrid: 0.9087 (0.8877) loss_bbox_0_hybrid: 0.2203 (0.2261) loss_giou_0_hybrid: 0.4994 (0.4889) loss_class_1_hybrid: 0.8842 (0.8488) loss_bbox_1_hybrid: 0.2101 (0.2191) loss_giou_1_hybrid: 0.4752 (0.4703) loss_class_2_hybrid: 0.8653 (0.8335) loss_bbox_2_hybrid: 0.2114 (0.2156) loss_giou_2_hybrid: 0.4792 (0.4642) loss_class_3_hybrid: 0.8486 (0.8224) loss_bbox_3_hybrid: 0.2166 (0.2154) loss_giou_3_hybrid: 0.4715 (0.4630) loss_class_4_hybrid: 0.8355 (0.8182) loss_bbox_4_hybrid: 0.2137 (0.2156) loss_giou_4_hybrid: 0.4749 (0.4629) loss_class_enc_hybrid: 0.8579 (0.8374) loss_bbox_enc_hybrid: 0.2761 (0.2724) loss_giou_enc_hybrid: 0.5571 (0.5581) mem: 1023 max mem: 36964 [2024-01-15 01:04:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:04:54 det.util.engine] INFO: Epoch: [3] [7050/11727] eta: 1:24:55 lr: 0.000100 data_time: 0.0030 iter_time: 1.0610 loss: 29.2551 (29.4646) loss_class: 0.8238 (0.8222) loss_bbox: 0.1775 (0.1977) loss_giou: 0.4053 (0.4252) loss_class_0: 1.0612 (1.0390) loss_bbox_0: 0.1891 (0.1961) loss_giou_0: 0.4122 (0.4342) loss_class_1: 0.9072 (0.9063) loss_bbox_1: 0.1869 (0.1970) loss_giou_1: 0.4107 (0.4278) loss_class_2: 0.8585 (0.8591) loss_bbox_2: 0.1804 (0.1957) loss_giou_2: 0.4087 (0.4254) loss_class_3: 0.8321 (0.8347) loss_bbox_3: 0.1776 (0.1968) loss_giou_3: 0.4012 (0.4248) loss_class_4: 0.8267 (0.8244) loss_bbox_4: 0.1775 (0.1972) loss_giou_4: 0.4050 (0.4252) loss_class_enc: 0.9640 (0.9619) loss_bbox_enc: 0.2224 (0.2386) loss_giou_enc: 0.4789 (0.4960) loss_class_dn: 0.4272 (0.4212) loss_bbox_dn: 0.2643 (0.3228) loss_giou_dn: 0.5053 (0.5089) loss_class_dn_0: 0.4894 (0.4958) loss_bbox_dn_0: 0.3509 (0.4275) loss_giou_dn_0: 0.6340 (0.6456) loss_class_dn_1: 0.4475 (0.4452) loss_bbox_dn_1: 0.2830 (0.3464) loss_giou_dn_1: 0.5399 (0.5383) loss_class_dn_2: 0.4258 (0.4261) loss_bbox_dn_2: 0.2662 (0.3269) loss_giou_dn_2: 0.5137 (0.5148) loss_class_dn_3: 0.4204 (0.4202) loss_bbox_dn_3: 0.2646 (0.3236) loss_giou_dn_3: 0.5086 (0.5100) loss_class_dn_4: 0.4205 (0.4195) loss_bbox_dn_4: 0.2642 (0.3228) loss_giou_dn_4: 0.5053 (0.5088) loss_class_hybrid: 0.8286 (0.8185) loss_bbox_hybrid: 0.1918 (0.2154) loss_giou_hybrid: 0.4242 (0.4625) loss_class_0_hybrid: 0.8806 (0.8876) loss_bbox_0_hybrid: 0.2026 (0.2261) loss_giou_0_hybrid: 0.4438 (0.4888) loss_class_1_hybrid: 0.8407 (0.8488) loss_bbox_1_hybrid: 0.1959 (0.2191) loss_giou_1_hybrid: 0.4327 (0.4702) loss_class_2_hybrid: 0.8168 (0.8334) loss_bbox_2_hybrid: 0.1930 (0.2155) loss_giou_2_hybrid: 0.4310 (0.4641) loss_class_3_hybrid: 0.8023 (0.8224) loss_bbox_3_hybrid: 0.1900 (0.2153) loss_giou_3_hybrid: 0.4217 (0.4629) loss_class_4_hybrid: 0.8270 (0.8182) loss_bbox_4_hybrid: 0.1906 (0.2155) loss_giou_4_hybrid: 0.4231 (0.4628) loss_class_enc_hybrid: 0.8292 (0.8373) loss_bbox_enc_hybrid: 0.2484 (0.2724) loss_giou_enc_hybrid: 0.5156 (0.5581) mem: 1025 max mem: 36964 [2024-01-15 01:04:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:05:48 det.util.engine] INFO: Epoch: [3] [7100/11727] eta: 1:24:00 lr: 0.000100 data_time: 0.0033 iter_time: 1.1025 loss: 29.6710 (29.4656) loss_class: 0.8496 (0.8222) loss_bbox: 0.1843 (0.1976) loss_giou: 0.4777 (0.4254) loss_class_0: 0.9907 (1.0388) loss_bbox_0: 0.1826 (0.1961) loss_giou_0: 0.4834 (0.4345) loss_class_1: 0.8764 (0.9062) loss_bbox_1: 0.1846 (0.1970) loss_giou_1: 0.4650 (0.4281) loss_class_2: 0.8726 (0.8590) loss_bbox_2: 0.1772 (0.1957) loss_giou_2: 0.4715 (0.4256) loss_class_3: 0.8361 (0.8346) loss_bbox_3: 0.1824 (0.1967) loss_giou_3: 0.4682 (0.4250) loss_class_4: 0.8240 (0.8244) loss_bbox_4: 0.1848 (0.1972) loss_giou_4: 0.4779 (0.4254) loss_class_enc: 0.9129 (0.9617) loss_bbox_enc: 0.2291 (0.2385) loss_giou_enc: 0.5365 (0.4962) loss_class_dn: 0.4169 (0.4212) loss_bbox_dn: 0.2944 (0.3227) loss_giou_dn: 0.5567 (0.5091) loss_class_dn_0: 0.4899 (0.4957) loss_bbox_dn_0: 0.4091 (0.4273) loss_giou_dn_0: 0.6869 (0.6458) loss_class_dn_1: 0.4368 (0.4452) loss_bbox_dn_1: 0.3128 (0.3463) loss_giou_dn_1: 0.5867 (0.5385) loss_class_dn_2: 0.4189 (0.4260) loss_bbox_dn_2: 0.2958 (0.3268) loss_giou_dn_2: 0.5614 (0.5149) loss_class_dn_3: 0.4129 (0.4202) loss_bbox_dn_3: 0.2951 (0.3235) loss_giou_dn_3: 0.5591 (0.5101) loss_class_dn_4: 0.4158 (0.4195) loss_bbox_dn_4: 0.2944 (0.3227) loss_giou_dn_4: 0.5566 (0.5090) loss_class_hybrid: 0.8123 (0.8183) loss_bbox_hybrid: 0.1938 (0.2154) loss_giou_hybrid: 0.5116 (0.4628) loss_class_0_hybrid: 0.8452 (0.8873) loss_bbox_0_hybrid: 0.2087 (0.2260) loss_giou_0_hybrid: 0.5209 (0.4891) loss_class_1_hybrid: 0.8260 (0.8486) loss_bbox_1_hybrid: 0.2035 (0.2190) loss_giou_1_hybrid: 0.5123 (0.4705) loss_class_2_hybrid: 0.8078 (0.8332) loss_bbox_2_hybrid: 0.1959 (0.2155) loss_giou_2_hybrid: 0.5144 (0.4644) loss_class_3_hybrid: 0.7770 (0.8222) loss_bbox_3_hybrid: 0.1979 (0.2153) loss_giou_3_hybrid: 0.5131 (0.4632) loss_class_4_hybrid: 0.7948 (0.8180) loss_bbox_4_hybrid: 0.1925 (0.2155) loss_giou_4_hybrid: 0.5133 (0.4631) loss_class_enc_hybrid: 0.8125 (0.8371) loss_bbox_enc_hybrid: 0.2624 (0.2723) loss_giou_enc_hybrid: 0.5809 (0.5583) mem: 1026 max mem: 36964 [2024-01-15 01:05:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:06:43 det.util.engine] INFO: Epoch: [3] [7150/11727] eta: 1:23:06 lr: 0.000100 data_time: 0.0031 iter_time: 1.0885 loss: 28.0104 (29.4602) loss_class: 0.7824 (0.8220) loss_bbox: 0.1988 (0.1976) loss_giou: 0.3924 (0.4254) loss_class_0: 0.9808 (1.0387) loss_bbox_0: 0.1790 (0.1961) loss_giou_0: 0.3929 (0.4344) loss_class_1: 0.8668 (0.9060) loss_bbox_1: 0.1769 (0.1969) loss_giou_1: 0.3785 (0.4279) loss_class_2: 0.7978 (0.8589) loss_bbox_2: 0.1781 (0.1957) loss_giou_2: 0.3816 (0.4255) loss_class_3: 0.7855 (0.8345) loss_bbox_3: 0.1881 (0.1967) loss_giou_3: 0.3778 (0.4249) loss_class_4: 0.7773 (0.8242) loss_bbox_4: 0.1909 (0.1972) loss_giou_4: 0.3884 (0.4253) loss_class_enc: 0.8768 (0.9615) loss_bbox_enc: 0.2441 (0.2386) loss_giou_enc: 0.4639 (0.4962) loss_class_dn: 0.4138 (0.4211) loss_bbox_dn: 0.2880 (0.3226) loss_giou_dn: 0.4842 (0.5090) loss_class_dn_0: 0.4957 (0.4957) loss_bbox_dn_0: 0.4122 (0.4272) loss_giou_dn_0: 0.6215 (0.6456) loss_class_dn_1: 0.4374 (0.4451) loss_bbox_dn_1: 0.3161 (0.3462) loss_giou_dn_1: 0.5153 (0.5383) loss_class_dn_2: 0.4198 (0.4260) loss_bbox_dn_2: 0.2899 (0.3267) loss_giou_dn_2: 0.4891 (0.5148) loss_class_dn_3: 0.4122 (0.4201) loss_bbox_dn_3: 0.2877 (0.3234) loss_giou_dn_3: 0.4851 (0.5100) loss_class_dn_4: 0.4119 (0.4195) loss_bbox_dn_4: 0.2881 (0.3226) loss_giou_dn_4: 0.4840 (0.5088) loss_class_hybrid: 0.7888 (0.8182) loss_bbox_hybrid: 0.1953 (0.2154) loss_giou_hybrid: 0.4078 (0.4627) loss_class_0_hybrid: 0.8617 (0.8872) loss_bbox_0_hybrid: 0.2152 (0.2260) loss_giou_0_hybrid: 0.4466 (0.4890) loss_class_1_hybrid: 0.7964 (0.8484) loss_bbox_1_hybrid: 0.2016 (0.2190) loss_giou_1_hybrid: 0.4118 (0.4704) loss_class_2_hybrid: 0.7923 (0.8331) loss_bbox_2_hybrid: 0.1951 (0.2155) loss_giou_2_hybrid: 0.4106 (0.4642) loss_class_3_hybrid: 0.7723 (0.8221) loss_bbox_3_hybrid: 0.1950 (0.2153) loss_giou_3_hybrid: 0.4067 (0.4631) loss_class_4_hybrid: 0.7813 (0.8179) loss_bbox_4_hybrid: 0.1954 (0.2155) loss_giou_4_hybrid: 0.4103 (0.4630) loss_class_enc_hybrid: 0.8140 (0.8370) loss_bbox_enc_hybrid: 0.2624 (0.2723) loss_giou_enc_hybrid: 0.5202 (0.5582) mem: 1026 max mem: 36964 [2024-01-15 01:06:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:07:37 det.util.engine] INFO: Epoch: [3] [7200/11727] eta: 1:22:11 lr: 0.000100 data_time: 0.0031 iter_time: 1.0544 loss: 30.8198 (29.4581) loss_class: 0.7978 (0.8220) loss_bbox: 0.2038 (0.1976) loss_giou: 0.4117 (0.4254) loss_class_0: 1.0226 (1.0387) loss_bbox_0: 0.1886 (0.1960) loss_giou_0: 0.4161 (0.4344) loss_class_1: 0.9104 (0.9060) loss_bbox_1: 0.1923 (0.1969) loss_giou_1: 0.4108 (0.4279) loss_class_2: 0.8785 (0.8589) loss_bbox_2: 0.2024 (0.1956) loss_giou_2: 0.4215 (0.4255) loss_class_3: 0.8420 (0.8344) loss_bbox_3: 0.2033 (0.1967) loss_giou_3: 0.4164 (0.4249) loss_class_4: 0.7898 (0.8241) loss_bbox_4: 0.2038 (0.1971) loss_giou_4: 0.4164 (0.4253) loss_class_enc: 0.9612 (0.9614) loss_bbox_enc: 0.2322 (0.2386) loss_giou_enc: 0.5070 (0.4962) loss_class_dn: 0.4137 (0.4211) loss_bbox_dn: 0.3483 (0.3225) loss_giou_dn: 0.5077 (0.5089) loss_class_dn_0: 0.4921 (0.4957) loss_bbox_dn_0: 0.4471 (0.4270) loss_giou_dn_0: 0.6462 (0.6456) loss_class_dn_1: 0.4346 (0.4451) loss_bbox_dn_1: 0.3675 (0.3461) loss_giou_dn_1: 0.5272 (0.5383) loss_class_dn_2: 0.4245 (0.4260) loss_bbox_dn_2: 0.3529 (0.3266) loss_giou_dn_2: 0.5149 (0.5148) loss_class_dn_3: 0.4184 (0.4201) loss_bbox_dn_3: 0.3483 (0.3233) loss_giou_dn_3: 0.5098 (0.5100) loss_class_dn_4: 0.4138 (0.4194) loss_bbox_dn_4: 0.3483 (0.3224) loss_giou_dn_4: 0.5071 (0.5088) loss_class_hybrid: 0.8165 (0.8181) loss_bbox_hybrid: 0.2275 (0.2153) loss_giou_hybrid: 0.4677 (0.4627) loss_class_0_hybrid: 0.8708 (0.8871) loss_bbox_0_hybrid: 0.2260 (0.2260) loss_giou_0_hybrid: 0.4890 (0.4890) loss_class_1_hybrid: 0.8284 (0.8483) loss_bbox_1_hybrid: 0.2311 (0.2190) loss_giou_1_hybrid: 0.4680 (0.4704) loss_class_2_hybrid: 0.8459 (0.8330) loss_bbox_2_hybrid: 0.2307 (0.2154) loss_giou_2_hybrid: 0.4552 (0.4643) loss_class_3_hybrid: 0.8246 (0.8220) loss_bbox_3_hybrid: 0.2257 (0.2152) loss_giou_3_hybrid: 0.4748 (0.4631) loss_class_4_hybrid: 0.8107 (0.8178) loss_bbox_4_hybrid: 0.2272 (0.2154) loss_giou_4_hybrid: 0.4697 (0.4630) loss_class_enc_hybrid: 0.8582 (0.8370) loss_bbox_enc_hybrid: 0.2688 (0.2722) loss_giou_enc_hybrid: 0.5463 (0.5583) mem: 1012 max mem: 36965 [2024-01-15 01:07:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:08:30 det.util.engine] INFO: Epoch: [3] [7250/11727] eta: 1:21:16 lr: 0.000100 data_time: 0.0034 iter_time: 1.0932 loss: 30.2371 (29.4603) loss_class: 0.8444 (0.8221) loss_bbox: 0.2098 (0.1977) loss_giou: 0.4306 (0.4253) loss_class_0: 1.0651 (1.0388) loss_bbox_0: 0.1901 (0.1961) loss_giou_0: 0.4247 (0.4343) loss_class_1: 0.9052 (0.9061) loss_bbox_1: 0.2045 (0.1970) loss_giou_1: 0.4234 (0.4279) loss_class_2: 0.8964 (0.8590) loss_bbox_2: 0.2027 (0.1957) loss_giou_2: 0.4215 (0.4254) loss_class_3: 0.8543 (0.8345) loss_bbox_3: 0.2000 (0.1968) loss_giou_3: 0.4252 (0.4249) loss_class_4: 0.8456 (0.8242) loss_bbox_4: 0.2098 (0.1972) loss_giou_4: 0.4290 (0.4253) loss_class_enc: 0.9452 (0.9613) loss_bbox_enc: 0.2325 (0.2386) loss_giou_enc: 0.4815 (0.4962) loss_class_dn: 0.4324 (0.4211) loss_bbox_dn: 0.3169 (0.3226) loss_giou_dn: 0.4949 (0.5089) loss_class_dn_0: 0.4954 (0.4957) loss_bbox_dn_0: 0.4480 (0.4272) loss_giou_dn_0: 0.6474 (0.6456) loss_class_dn_1: 0.4474 (0.4451) loss_bbox_dn_1: 0.3427 (0.3462) loss_giou_dn_1: 0.5270 (0.5383) loss_class_dn_2: 0.4368 (0.4260) loss_bbox_dn_2: 0.3220 (0.3267) loss_giou_dn_2: 0.4976 (0.5148) loss_class_dn_3: 0.4257 (0.4201) loss_bbox_dn_3: 0.3169 (0.3234) loss_giou_dn_3: 0.4964 (0.5100) loss_class_dn_4: 0.4276 (0.4194) loss_bbox_dn_4: 0.3169 (0.3226) loss_giou_dn_4: 0.4951 (0.5088) loss_class_hybrid: 0.8387 (0.8182) loss_bbox_hybrid: 0.2100 (0.2154) loss_giou_hybrid: 0.4565 (0.4627) loss_class_0_hybrid: 0.8791 (0.8871) loss_bbox_0_hybrid: 0.2158 (0.2260) loss_giou_0_hybrid: 0.4786 (0.4890) loss_class_1_hybrid: 0.8554 (0.8483) loss_bbox_1_hybrid: 0.2159 (0.2191) loss_giou_1_hybrid: 0.4621 (0.4704) loss_class_2_hybrid: 0.8647 (0.8330) loss_bbox_2_hybrid: 0.2110 (0.2155) loss_giou_2_hybrid: 0.4514 (0.4643) loss_class_3_hybrid: 0.8256 (0.8220) loss_bbox_3_hybrid: 0.2107 (0.2153) loss_giou_3_hybrid: 0.4559 (0.4631) loss_class_4_hybrid: 0.8342 (0.8179) loss_bbox_4_hybrid: 0.2098 (0.2155) loss_giou_4_hybrid: 0.4585 (0.4630) loss_class_enc_hybrid: 0.8448 (0.8369) loss_bbox_enc_hybrid: 0.2591 (0.2723) loss_giou_enc_hybrid: 0.5515 (0.5583) mem: 1026 max mem: 36965 [2024-01-15 01:08:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:09:24 det.util.engine] INFO: Epoch: [3] [7300/11727] eta: 1:20:21 lr: 0.000100 data_time: 0.0031 iter_time: 1.1090 loss: 29.4017 (29.4576) loss_class: 0.8194 (0.8220) loss_bbox: 0.1976 (0.1977) loss_giou: 0.4181 (0.4254) loss_class_0: 1.0195 (1.0387) loss_bbox_0: 0.1969 (0.1960) loss_giou_0: 0.4278 (0.4343) loss_class_1: 0.9136 (0.9060) loss_bbox_1: 0.1955 (0.1969) loss_giou_1: 0.4160 (0.4279) loss_class_2: 0.8614 (0.8589) loss_bbox_2: 0.1963 (0.1957) loss_giou_2: 0.4150 (0.4255) loss_class_3: 0.7934 (0.8344) loss_bbox_3: 0.1962 (0.1967) loss_giou_3: 0.4209 (0.4249) loss_class_4: 0.8151 (0.8241) loss_bbox_4: 0.1976 (0.1972) loss_giou_4: 0.4167 (0.4253) loss_class_enc: 0.9133 (0.9612) loss_bbox_enc: 0.2355 (0.2385) loss_giou_enc: 0.5238 (0.4962) loss_class_dn: 0.4271 (0.4210) loss_bbox_dn: 0.2758 (0.3225) loss_giou_dn: 0.5405 (0.5089) loss_class_dn_0: 0.5002 (0.4957) loss_bbox_dn_0: 0.3947 (0.4270) loss_giou_dn_0: 0.6599 (0.6456) loss_class_dn_1: 0.4482 (0.4450) loss_bbox_dn_1: 0.3086 (0.3461) loss_giou_dn_1: 0.5764 (0.5383) loss_class_dn_2: 0.4324 (0.4259) loss_bbox_dn_2: 0.2791 (0.3266) loss_giou_dn_2: 0.5485 (0.5148) loss_class_dn_3: 0.4273 (0.4200) loss_bbox_dn_3: 0.2776 (0.3233) loss_giou_dn_3: 0.5433 (0.5100) loss_class_dn_4: 0.4221 (0.4194) loss_bbox_dn_4: 0.2757 (0.3225) loss_giou_dn_4: 0.5406 (0.5088) loss_class_hybrid: 0.8057 (0.8181) loss_bbox_hybrid: 0.2095 (0.2153) loss_giou_hybrid: 0.4532 (0.4627) loss_class_0_hybrid: 0.8866 (0.8870) loss_bbox_0_hybrid: 0.2129 (0.2260) loss_giou_0_hybrid: 0.4699 (0.4890) loss_class_1_hybrid: 0.8623 (0.8481) loss_bbox_1_hybrid: 0.2106 (0.2190) loss_giou_1_hybrid: 0.4604 (0.4704) loss_class_2_hybrid: 0.8446 (0.8329) loss_bbox_2_hybrid: 0.2140 (0.2154) loss_giou_2_hybrid: 0.4479 (0.4643) loss_class_3_hybrid: 0.8168 (0.8219) loss_bbox_3_hybrid: 0.2113 (0.2152) loss_giou_3_hybrid: 0.4542 (0.4632) loss_class_4_hybrid: 0.8147 (0.8178) loss_bbox_4_hybrid: 0.2075 (0.2154) loss_giou_4_hybrid: 0.4536 (0.4630) loss_class_enc_hybrid: 0.8021 (0.8368) loss_bbox_enc_hybrid: 0.2685 (0.2722) loss_giou_enc_hybrid: 0.5601 (0.5583) mem: 1033 max mem: 36965 [2024-01-15 01:09:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:10:17 det.util.engine] INFO: Epoch: [3] [7350/11727] eta: 1:19:26 lr: 0.000100 data_time: 0.0037 iter_time: 1.0634 loss: 28.6101 (29.4514) loss_class: 0.7766 (0.8217) loss_bbox: 0.1930 (0.1976) loss_giou: 0.4390 (0.4254) loss_class_0: 0.9657 (1.0384) loss_bbox_0: 0.1851 (0.1960) loss_giou_0: 0.4619 (0.4343) loss_class_1: 0.8435 (0.9058) loss_bbox_1: 0.1846 (0.1968) loss_giou_1: 0.4478 (0.4279) loss_class_2: 0.8051 (0.8586) loss_bbox_2: 0.1882 (0.1956) loss_giou_2: 0.4449 (0.4255) loss_class_3: 0.8020 (0.8342) loss_bbox_3: 0.1879 (0.1966) loss_giou_3: 0.4350 (0.4249) loss_class_4: 0.7748 (0.8238) loss_bbox_4: 0.1910 (0.1971) loss_giou_4: 0.4389 (0.4253) loss_class_enc: 0.9026 (0.9611) loss_bbox_enc: 0.2149 (0.2384) loss_giou_enc: 0.5036 (0.4961) loss_class_dn: 0.4071 (0.4210) loss_bbox_dn: 0.2596 (0.3223) loss_giou_dn: 0.4931 (0.5089) loss_class_dn_0: 0.4839 (0.4956) loss_bbox_dn_0: 0.3522 (0.4268) loss_giou_dn_0: 0.6493 (0.6456) loss_class_dn_1: 0.4369 (0.4450) loss_bbox_dn_1: 0.2768 (0.3459) loss_giou_dn_1: 0.5284 (0.5382) loss_class_dn_2: 0.4131 (0.4259) loss_bbox_dn_2: 0.2607 (0.3264) loss_giou_dn_2: 0.5027 (0.5147) loss_class_dn_3: 0.4088 (0.4200) loss_bbox_dn_3: 0.2599 (0.3232) loss_giou_dn_3: 0.4931 (0.5099) loss_class_dn_4: 0.4075 (0.4193) loss_bbox_dn_4: 0.2596 (0.3223) loss_giou_dn_4: 0.4928 (0.5088) loss_class_hybrid: 0.7596 (0.8179) loss_bbox_hybrid: 0.2150 (0.2153) loss_giou_hybrid: 0.5033 (0.4628) loss_class_0_hybrid: 0.8162 (0.8868) loss_bbox_0_hybrid: 0.2241 (0.2259) loss_giou_0_hybrid: 0.5236 (0.4891) loss_class_1_hybrid: 0.7802 (0.8479) loss_bbox_1_hybrid: 0.2215 (0.2189) loss_giou_1_hybrid: 0.5118 (0.4704) loss_class_2_hybrid: 0.7872 (0.8327) loss_bbox_2_hybrid: 0.2123 (0.2153) loss_giou_2_hybrid: 0.5039 (0.4643) loss_class_3_hybrid: 0.7607 (0.8217) loss_bbox_3_hybrid: 0.2160 (0.2152) loss_giou_3_hybrid: 0.5010 (0.4632) loss_class_4_hybrid: 0.7661 (0.8176) loss_bbox_4_hybrid: 0.2144 (0.2154) loss_giou_4_hybrid: 0.5007 (0.4630) loss_class_enc_hybrid: 0.7684 (0.8367) loss_bbox_enc_hybrid: 0.2535 (0.2721) loss_giou_enc_hybrid: 0.5820 (0.5583) mem: 1027 max mem: 36965 [2024-01-15 01:10:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:11:11 det.util.engine] INFO: Epoch: [3] [7400/11727] eta: 1:18:31 lr: 0.000100 data_time: 0.0031 iter_time: 1.0551 loss: 29.5168 (29.4520) loss_class: 0.8484 (0.8218) loss_bbox: 0.1760 (0.1975) loss_giou: 0.4160 (0.4255) loss_class_0: 1.0353 (1.0385) loss_bbox_0: 0.1791 (0.1959) loss_giou_0: 0.4263 (0.4344) loss_class_1: 0.9044 (0.9058) loss_bbox_1: 0.1791 (0.1968) loss_giou_1: 0.4055 (0.4280) loss_class_2: 0.8722 (0.8587) loss_bbox_2: 0.1739 (0.1955) loss_giou_2: 0.3932 (0.4255) loss_class_3: 0.8488 (0.8343) loss_bbox_3: 0.1757 (0.1966) loss_giou_3: 0.3990 (0.4250) loss_class_4: 0.8376 (0.8239) loss_bbox_4: 0.1765 (0.1971) loss_giou_4: 0.4016 (0.4254) loss_class_enc: 0.9730 (0.9612) loss_bbox_enc: 0.2197 (0.2383) loss_giou_enc: 0.5032 (0.4962) loss_class_dn: 0.4189 (0.4209) loss_bbox_dn: 0.3306 (0.3223) loss_giou_dn: 0.5050 (0.5089) loss_class_dn_0: 0.4974 (0.4956) loss_bbox_dn_0: 0.4204 (0.4268) loss_giou_dn_0: 0.6366 (0.6456) loss_class_dn_1: 0.4496 (0.4450) loss_bbox_dn_1: 0.3524 (0.3459) loss_giou_dn_1: 0.5277 (0.5383) loss_class_dn_2: 0.4267 (0.4259) loss_bbox_dn_2: 0.3351 (0.3264) loss_giou_dn_2: 0.5109 (0.5147) loss_class_dn_3: 0.4207 (0.4199) loss_bbox_dn_3: 0.3322 (0.3231) loss_giou_dn_3: 0.5059 (0.5100) loss_class_dn_4: 0.4193 (0.4193) loss_bbox_dn_4: 0.3307 (0.3223) loss_giou_dn_4: 0.5053 (0.5088) loss_class_hybrid: 0.8277 (0.8179) loss_bbox_hybrid: 0.2014 (0.2152) loss_giou_hybrid: 0.4471 (0.4629) loss_class_0_hybrid: 0.9097 (0.8868) loss_bbox_0_hybrid: 0.2100 (0.2258) loss_giou_0_hybrid: 0.4810 (0.4891) loss_class_1_hybrid: 0.8820 (0.8479) loss_bbox_1_hybrid: 0.2013 (0.2189) loss_giou_1_hybrid: 0.4534 (0.4705) loss_class_2_hybrid: 0.8651 (0.8327) loss_bbox_2_hybrid: 0.2006 (0.2153) loss_giou_2_hybrid: 0.4461 (0.4644) loss_class_3_hybrid: 0.8474 (0.8217) loss_bbox_3_hybrid: 0.1965 (0.2151) loss_giou_3_hybrid: 0.4468 (0.4633) loss_class_4_hybrid: 0.8469 (0.8176) loss_bbox_4_hybrid: 0.2005 (0.2153) loss_giou_4_hybrid: 0.4498 (0.4631) loss_class_enc_hybrid: 0.8207 (0.8367) loss_bbox_enc_hybrid: 0.2673 (0.2720) loss_giou_enc_hybrid: 0.5634 (0.5583) mem: 1029 max mem: 36965 [2024-01-15 01:11:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:12:06 det.util.engine] INFO: Epoch: [3] [7450/11727] eta: 1:17:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0835 loss: 30.5378 (29.4516) loss_class: 0.8371 (0.8218) loss_bbox: 0.1515 (0.1974) loss_giou: 0.4341 (0.4256) loss_class_0: 0.9982 (1.0384) loss_bbox_0: 0.1650 (0.1958) loss_giou_0: 0.4601 (0.4345) loss_class_1: 0.9199 (0.9058) loss_bbox_1: 0.1586 (0.1967) loss_giou_1: 0.4430 (0.4281) loss_class_2: 0.8766 (0.8587) loss_bbox_2: 0.1509 (0.1954) loss_giou_2: 0.4407 (0.4256) loss_class_3: 0.8614 (0.8343) loss_bbox_3: 0.1564 (0.1965) loss_giou_3: 0.4375 (0.4251) loss_class_4: 0.8347 (0.8239) loss_bbox_4: 0.1514 (0.1970) loss_giou_4: 0.4342 (0.4255) loss_class_enc: 0.9508 (0.9610) loss_bbox_enc: 0.2105 (0.2383) loss_giou_enc: 0.4981 (0.4963) loss_class_dn: 0.4249 (0.4209) loss_bbox_dn: 0.2474 (0.3222) loss_giou_dn: 0.5576 (0.5090) loss_class_dn_0: 0.4888 (0.4956) loss_bbox_dn_0: 0.3574 (0.4266) loss_giou_dn_0: 0.6840 (0.6457) loss_class_dn_1: 0.4472 (0.4449) loss_bbox_dn_1: 0.2639 (0.3458) loss_giou_dn_1: 0.5858 (0.5384) loss_class_dn_2: 0.4275 (0.4258) loss_bbox_dn_2: 0.2500 (0.3263) loss_giou_dn_2: 0.5590 (0.5149) loss_class_dn_3: 0.4225 (0.4199) loss_bbox_dn_3: 0.2468 (0.3230) loss_giou_dn_3: 0.5550 (0.5101) loss_class_dn_4: 0.4203 (0.4192) loss_bbox_dn_4: 0.2475 (0.3222) loss_giou_dn_4: 0.5574 (0.5089) loss_class_hybrid: 0.8216 (0.8179) loss_bbox_hybrid: 0.1864 (0.2151) loss_giou_hybrid: 0.4932 (0.4630) loss_class_0_hybrid: 0.8209 (0.8867) loss_bbox_0_hybrid: 0.2069 (0.2258) loss_giou_0_hybrid: 0.5161 (0.4893) loss_class_1_hybrid: 0.8126 (0.8478) loss_bbox_1_hybrid: 0.1933 (0.2188) loss_giou_1_hybrid: 0.4959 (0.4707) loss_class_2_hybrid: 0.8077 (0.8326) loss_bbox_2_hybrid: 0.1901 (0.2152) loss_giou_2_hybrid: 0.4887 (0.4645) loss_class_3_hybrid: 0.8219 (0.8216) loss_bbox_3_hybrid: 0.1872 (0.2150) loss_giou_3_hybrid: 0.4951 (0.4634) loss_class_4_hybrid: 0.8154 (0.8175) loss_bbox_4_hybrid: 0.1898 (0.2152) loss_giou_4_hybrid: 0.4939 (0.4633) loss_class_enc_hybrid: 0.7994 (0.8366) loss_bbox_enc_hybrid: 0.2460 (0.2719) loss_giou_enc_hybrid: 0.5847 (0.5585) mem: 1033 max mem: 36965 [2024-01-15 01:12:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:13:00 det.util.engine] INFO: Epoch: [3] [7500/11727] eta: 1:16:42 lr: 0.000100 data_time: 0.0032 iter_time: 1.0700 loss: 28.6485 (29.4512) loss_class: 0.7701 (0.8218) loss_bbox: 0.1723 (0.1974) loss_giou: 0.4167 (0.4256) loss_class_0: 0.9770 (1.0383) loss_bbox_0: 0.1891 (0.1959) loss_giou_0: 0.4290 (0.4346) loss_class_1: 0.8183 (0.9057) loss_bbox_1: 0.1817 (0.1967) loss_giou_1: 0.4256 (0.4281) loss_class_2: 0.7976 (0.8586) loss_bbox_2: 0.1712 (0.1954) loss_giou_2: 0.4178 (0.4257) loss_class_3: 0.7926 (0.8343) loss_bbox_3: 0.1719 (0.1964) loss_giou_3: 0.4236 (0.4251) loss_class_4: 0.7764 (0.8239) loss_bbox_4: 0.1717 (0.1969) loss_giou_4: 0.4151 (0.4255) loss_class_enc: 0.9091 (0.9610) loss_bbox_enc: 0.2184 (0.2383) loss_giou_enc: 0.4990 (0.4964) loss_class_dn: 0.4285 (0.4209) loss_bbox_dn: 0.2786 (0.3222) loss_giou_dn: 0.5133 (0.5091) loss_class_dn_0: 0.4933 (0.4955) loss_bbox_dn_0: 0.3624 (0.4266) loss_giou_dn_0: 0.6468 (0.6457) loss_class_dn_1: 0.4438 (0.4449) loss_bbox_dn_1: 0.2992 (0.3457) loss_giou_dn_1: 0.5373 (0.5384) loss_class_dn_2: 0.4276 (0.4258) loss_bbox_dn_2: 0.2812 (0.3263) loss_giou_dn_2: 0.5165 (0.5149) loss_class_dn_3: 0.4224 (0.4199) loss_bbox_dn_3: 0.2787 (0.3230) loss_giou_dn_3: 0.5143 (0.5101) loss_class_dn_4: 0.4184 (0.4192) loss_bbox_dn_4: 0.2787 (0.3222) loss_giou_dn_4: 0.5133 (0.5089) loss_class_hybrid: 0.7714 (0.8178) loss_bbox_hybrid: 0.2003 (0.2151) loss_giou_hybrid: 0.4450 (0.4630) loss_class_0_hybrid: 0.8382 (0.8866) loss_bbox_0_hybrid: 0.2211 (0.2258) loss_giou_0_hybrid: 0.4751 (0.4893) loss_class_1_hybrid: 0.7903 (0.8477) loss_bbox_1_hybrid: 0.2048 (0.2188) loss_giou_1_hybrid: 0.4633 (0.4707) loss_class_2_hybrid: 0.7763 (0.8326) loss_bbox_2_hybrid: 0.2025 (0.2152) loss_giou_2_hybrid: 0.4439 (0.4645) loss_class_3_hybrid: 0.7815 (0.8216) loss_bbox_3_hybrid: 0.1996 (0.2150) loss_giou_3_hybrid: 0.4417 (0.4634) loss_class_4_hybrid: 0.7769 (0.8175) loss_bbox_4_hybrid: 0.1991 (0.2152) loss_giou_4_hybrid: 0.4427 (0.4633) loss_class_enc_hybrid: 0.8026 (0.8365) loss_bbox_enc_hybrid: 0.2582 (0.2719) loss_giou_enc_hybrid: 0.5510 (0.5585) mem: 1036 max mem: 36965 [2024-01-15 01:13:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:13:52 det.util.engine] INFO: Epoch: [3] [7550/11727] eta: 1:15:46 lr: 0.000100 data_time: 0.0032 iter_time: 1.0547 loss: 28.8641 (29.4471) loss_class: 0.8225 (0.8218) loss_bbox: 0.2100 (0.1973) loss_giou: 0.4046 (0.4255) loss_class_0: 1.0194 (1.0382) loss_bbox_0: 0.2085 (0.1958) loss_giou_0: 0.4180 (0.4345) loss_class_1: 0.9133 (0.9056) loss_bbox_1: 0.2130 (0.1966) loss_giou_1: 0.4035 (0.4281) loss_class_2: 0.8756 (0.8587) loss_bbox_2: 0.2131 (0.1953) loss_giou_2: 0.4060 (0.4256) loss_class_3: 0.8442 (0.8342) loss_bbox_3: 0.2100 (0.1964) loss_giou_3: 0.4099 (0.4251) loss_class_4: 0.8224 (0.8239) loss_bbox_4: 0.2101 (0.1969) loss_giou_4: 0.4026 (0.4255) loss_class_enc: 0.9564 (0.9609) loss_bbox_enc: 0.2409 (0.2382) loss_giou_enc: 0.4712 (0.4963) loss_class_dn: 0.4195 (0.4209) loss_bbox_dn: 0.3234 (0.3221) loss_giou_dn: 0.4972 (0.5090) loss_class_dn_0: 0.4958 (0.4956) loss_bbox_dn_0: 0.4183 (0.4264) loss_giou_dn_0: 0.6389 (0.6456) loss_class_dn_1: 0.4397 (0.4449) loss_bbox_dn_1: 0.3465 (0.3456) loss_giou_dn_1: 0.5317 (0.5384) loss_class_dn_2: 0.4264 (0.4258) loss_bbox_dn_2: 0.3283 (0.3262) loss_giou_dn_2: 0.5062 (0.5148) loss_class_dn_3: 0.4197 (0.4199) loss_bbox_dn_3: 0.3219 (0.3229) loss_giou_dn_3: 0.4974 (0.5100) loss_class_dn_4: 0.4211 (0.4192) loss_bbox_dn_4: 0.3235 (0.3221) loss_giou_dn_4: 0.4972 (0.5089) loss_class_hybrid: 0.8223 (0.8178) loss_bbox_hybrid: 0.2182 (0.2150) loss_giou_hybrid: 0.4291 (0.4629) loss_class_0_hybrid: 0.8943 (0.8866) loss_bbox_0_hybrid: 0.2245 (0.2257) loss_giou_0_hybrid: 0.4487 (0.4892) loss_class_1_hybrid: 0.8595 (0.8477) loss_bbox_1_hybrid: 0.2249 (0.2187) loss_giou_1_hybrid: 0.4352 (0.4706) loss_class_2_hybrid: 0.8499 (0.8326) loss_bbox_2_hybrid: 0.2197 (0.2151) loss_giou_2_hybrid: 0.4316 (0.4645) loss_class_3_hybrid: 0.8310 (0.8215) loss_bbox_3_hybrid: 0.2204 (0.2149) loss_giou_3_hybrid: 0.4351 (0.4633) loss_class_4_hybrid: 0.8159 (0.8175) loss_bbox_4_hybrid: 0.2193 (0.2151) loss_giou_4_hybrid: 0.4311 (0.4632) loss_class_enc_hybrid: 0.8266 (0.8365) loss_bbox_enc_hybrid: 0.2790 (0.2718) loss_giou_enc_hybrid: 0.5176 (0.5584) mem: 1013 max mem: 36965 [2024-01-15 01:13:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:14:46 det.util.engine] INFO: Epoch: [3] [7600/11727] eta: 1:14:52 lr: 0.000100 data_time: 0.0030 iter_time: 1.0979 loss: 29.0346 (29.4467) loss_class: 0.8146 (0.8219) loss_bbox: 0.1953 (0.1973) loss_giou: 0.4220 (0.4255) loss_class_0: 1.0672 (1.0382) loss_bbox_0: 0.1869 (0.1958) loss_giou_0: 0.4295 (0.4346) loss_class_1: 0.8966 (0.9056) loss_bbox_1: 0.1994 (0.1966) loss_giou_1: 0.4190 (0.4281) loss_class_2: 0.8487 (0.8587) loss_bbox_2: 0.1820 (0.1953) loss_giou_2: 0.4071 (0.4256) loss_class_3: 0.8352 (0.8343) loss_bbox_3: 0.1842 (0.1963) loss_giou_3: 0.4206 (0.4251) loss_class_4: 0.8103 (0.8239) loss_bbox_4: 0.1953 (0.1968) loss_giou_4: 0.4183 (0.4255) loss_class_enc: 0.9834 (0.9609) loss_bbox_enc: 0.2223 (0.2382) loss_giou_enc: 0.4700 (0.4963) loss_class_dn: 0.4119 (0.4209) loss_bbox_dn: 0.3084 (0.3221) loss_giou_dn: 0.4728 (0.5090) loss_class_dn_0: 0.4946 (0.4955) loss_bbox_dn_0: 0.3890 (0.4264) loss_giou_dn_0: 0.6177 (0.6456) loss_class_dn_1: 0.4370 (0.4449) loss_bbox_dn_1: 0.3340 (0.3456) loss_giou_dn_1: 0.5023 (0.5383) loss_class_dn_2: 0.4175 (0.4258) loss_bbox_dn_2: 0.3155 (0.3262) loss_giou_dn_2: 0.4800 (0.5148) loss_class_dn_3: 0.4082 (0.4199) loss_bbox_dn_3: 0.3084 (0.3229) loss_giou_dn_3: 0.4731 (0.5100) loss_class_dn_4: 0.4076 (0.4192) loss_bbox_dn_4: 0.3083 (0.3221) loss_giou_dn_4: 0.4729 (0.5088) loss_class_hybrid: 0.8443 (0.8179) loss_bbox_hybrid: 0.2106 (0.2150) loss_giou_hybrid: 0.4353 (0.4629) loss_class_0_hybrid: 0.9086 (0.8866) loss_bbox_0_hybrid: 0.2195 (0.2257) loss_giou_0_hybrid: 0.4603 (0.4892) loss_class_1_hybrid: 0.8685 (0.8477) loss_bbox_1_hybrid: 0.2162 (0.2187) loss_giou_1_hybrid: 0.4415 (0.4706) loss_class_2_hybrid: 0.8476 (0.8326) loss_bbox_2_hybrid: 0.2093 (0.2151) loss_giou_2_hybrid: 0.4419 (0.4644) loss_class_3_hybrid: 0.8329 (0.8216) loss_bbox_3_hybrid: 0.2043 (0.2149) loss_giou_3_hybrid: 0.4370 (0.4633) loss_class_4_hybrid: 0.8361 (0.8175) loss_bbox_4_hybrid: 0.2101 (0.2151) loss_giou_4_hybrid: 0.4386 (0.4632) loss_class_enc_hybrid: 0.8531 (0.8366) loss_bbox_enc_hybrid: 0.2569 (0.2718) loss_giou_enc_hybrid: 0.5301 (0.5583) mem: 1039 max mem: 36965 [2024-01-15 01:14:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:15:40 det.util.engine] INFO: Epoch: [3] [7650/11727] eta: 1:13:57 lr: 0.000100 data_time: 0.0030 iter_time: 1.0992 loss: 29.1144 (29.4460) loss_class: 0.7704 (0.8219) loss_bbox: 0.2020 (0.1973) loss_giou: 0.4084 (0.4255) loss_class_0: 1.0013 (1.0382) loss_bbox_0: 0.1924 (0.1958) loss_giou_0: 0.4159 (0.4345) loss_class_1: 0.8608 (0.9056) loss_bbox_1: 0.1930 (0.1966) loss_giou_1: 0.4140 (0.4280) loss_class_2: 0.8222 (0.8587) loss_bbox_2: 0.1878 (0.1953) loss_giou_2: 0.4077 (0.4255) loss_class_3: 0.7930 (0.8343) loss_bbox_3: 0.1887 (0.1964) loss_giou_3: 0.4093 (0.4250) loss_class_4: 0.8079 (0.8240) loss_bbox_4: 0.1993 (0.1969) loss_giou_4: 0.4088 (0.4254) loss_class_enc: 0.9257 (0.9610) loss_bbox_enc: 0.2338 (0.2382) loss_giou_enc: 0.4822 (0.4962) loss_class_dn: 0.4182 (0.4209) loss_bbox_dn: 0.2744 (0.3221) loss_giou_dn: 0.5157 (0.5089) loss_class_dn_0: 0.4920 (0.4955) loss_bbox_dn_0: 0.3966 (0.4265) loss_giou_dn_0: 0.6573 (0.6455) loss_class_dn_1: 0.4333 (0.4449) loss_bbox_dn_1: 0.3088 (0.3456) loss_giou_dn_1: 0.5583 (0.5382) loss_class_dn_2: 0.4266 (0.4257) loss_bbox_dn_2: 0.2834 (0.3262) loss_giou_dn_2: 0.5239 (0.5147) loss_class_dn_3: 0.4189 (0.4199) loss_bbox_dn_3: 0.2772 (0.3229) loss_giou_dn_3: 0.5174 (0.5099) loss_class_dn_4: 0.4176 (0.4192) loss_bbox_dn_4: 0.2744 (0.3221) loss_giou_dn_4: 0.5156 (0.5087) loss_class_hybrid: 0.7971 (0.8179) loss_bbox_hybrid: 0.2142 (0.2150) loss_giou_hybrid: 0.4404 (0.4628) loss_class_0_hybrid: 0.8778 (0.8867) loss_bbox_0_hybrid: 0.2242 (0.2257) loss_giou_0_hybrid: 0.4677 (0.4891) loss_class_1_hybrid: 0.8250 (0.8477) loss_bbox_1_hybrid: 0.2199 (0.2187) loss_giou_1_hybrid: 0.4433 (0.4705) loss_class_2_hybrid: 0.8113 (0.8327) loss_bbox_2_hybrid: 0.2136 (0.2151) loss_giou_2_hybrid: 0.4381 (0.4643) loss_class_3_hybrid: 0.8012 (0.8217) loss_bbox_3_hybrid: 0.2136 (0.2149) loss_giou_3_hybrid: 0.4377 (0.4632) loss_class_4_hybrid: 0.8082 (0.8176) loss_bbox_4_hybrid: 0.2135 (0.2151) loss_giou_4_hybrid: 0.4416 (0.4630) loss_class_enc_hybrid: 0.7854 (0.8366) loss_bbox_enc_hybrid: 0.2826 (0.2718) loss_giou_enc_hybrid: 0.5456 (0.5582) mem: 1036 max mem: 36965 [2024-01-15 01:15:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:16:34 det.util.engine] INFO: Epoch: [3] [7700/11727] eta: 1:13:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.0609 loss: 28.4411 (29.4446) loss_class: 0.7921 (0.8220) loss_bbox: 0.1757 (0.1972) loss_giou: 0.4347 (0.4255) loss_class_0: 1.0011 (1.0381) loss_bbox_0: 0.1787 (0.1957) loss_giou_0: 0.4437 (0.4345) loss_class_1: 0.8576 (0.9056) loss_bbox_1: 0.1755 (0.1965) loss_giou_1: 0.4397 (0.4280) loss_class_2: 0.8668 (0.8588) loss_bbox_2: 0.1691 (0.1952) loss_giou_2: 0.4296 (0.4256) loss_class_3: 0.8357 (0.8344) loss_bbox_3: 0.1695 (0.1963) loss_giou_3: 0.4286 (0.4250) loss_class_4: 0.8050 (0.8240) loss_bbox_4: 0.1760 (0.1968) loss_giou_4: 0.4324 (0.4255) loss_class_enc: 0.9800 (0.9610) loss_bbox_enc: 0.2170 (0.2380) loss_giou_enc: 0.4979 (0.4962) loss_class_dn: 0.4098 (0.4209) loss_bbox_dn: 0.2701 (0.3219) loss_giou_dn: 0.5146 (0.5089) loss_class_dn_0: 0.4871 (0.4955) loss_bbox_dn_0: 0.3550 (0.4262) loss_giou_dn_0: 0.6469 (0.6456) loss_class_dn_1: 0.4375 (0.4449) loss_bbox_dn_1: 0.2931 (0.3454) loss_giou_dn_1: 0.5477 (0.5383) loss_class_dn_2: 0.4198 (0.4257) loss_bbox_dn_2: 0.2720 (0.3260) loss_giou_dn_2: 0.5230 (0.5147) loss_class_dn_3: 0.4127 (0.4199) loss_bbox_dn_3: 0.2719 (0.3227) loss_giou_dn_3: 0.5168 (0.5099) loss_class_dn_4: 0.4101 (0.4192) loss_bbox_dn_4: 0.2701 (0.3219) loss_giou_dn_4: 0.5146 (0.5088) loss_class_hybrid: 0.7926 (0.8180) loss_bbox_hybrid: 0.1879 (0.2149) loss_giou_hybrid: 0.4701 (0.4628) loss_class_0_hybrid: 0.8532 (0.8867) loss_bbox_0_hybrid: 0.1925 (0.2255) loss_giou_0_hybrid: 0.4888 (0.4891) loss_class_1_hybrid: 0.8161 (0.8479) loss_bbox_1_hybrid: 0.1928 (0.2186) loss_giou_1_hybrid: 0.4759 (0.4705) loss_class_2_hybrid: 0.8057 (0.8328) loss_bbox_2_hybrid: 0.1889 (0.2149) loss_giou_2_hybrid: 0.4677 (0.4643) loss_class_3_hybrid: 0.7980 (0.8218) loss_bbox_3_hybrid: 0.1850 (0.2148) loss_giou_3_hybrid: 0.4687 (0.4632) loss_class_4_hybrid: 0.8025 (0.8177) loss_bbox_4_hybrid: 0.1885 (0.2150) loss_giou_4_hybrid: 0.4665 (0.4631) loss_class_enc_hybrid: 0.8255 (0.8367) loss_bbox_enc_hybrid: 0.2306 (0.2716) loss_giou_enc_hybrid: 0.5526 (0.5583) mem: 1029 max mem: 36965 [2024-01-15 01:16:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:17:28 det.util.engine] INFO: Epoch: [3] [7750/11727] eta: 1:12:08 lr: 0.000100 data_time: 0.0030 iter_time: 1.0639 loss: 28.6947 (29.4465) loss_class: 0.7869 (0.8220) loss_bbox: 0.1803 (0.1973) loss_giou: 0.4399 (0.4256) loss_class_0: 0.9647 (1.0380) loss_bbox_0: 0.1878 (0.1958) loss_giou_0: 0.4581 (0.4346) loss_class_1: 0.8619 (0.9056) loss_bbox_1: 0.1915 (0.1966) loss_giou_1: 0.4375 (0.4281) loss_class_2: 0.8338 (0.8588) loss_bbox_2: 0.1935 (0.1953) loss_giou_2: 0.4390 (0.4257) loss_class_3: 0.8165 (0.8344) loss_bbox_3: 0.1815 (0.1964) loss_giou_3: 0.4423 (0.4251) loss_class_4: 0.7950 (0.8240) loss_bbox_4: 0.1804 (0.1968) loss_giou_4: 0.4392 (0.4255) loss_class_enc: 0.9397 (0.9610) loss_bbox_enc: 0.2221 (0.2381) loss_giou_enc: 0.5087 (0.4962) loss_class_dn: 0.4192 (0.4208) loss_bbox_dn: 0.2947 (0.3219) loss_giou_dn: 0.5333 (0.5089) loss_class_dn_0: 0.4940 (0.4955) loss_bbox_dn_0: 0.3695 (0.4263) loss_giou_dn_0: 0.6576 (0.6456) loss_class_dn_1: 0.4427 (0.4449) loss_bbox_dn_1: 0.3091 (0.3455) loss_giou_dn_1: 0.5645 (0.5383) loss_class_dn_2: 0.4224 (0.4257) loss_bbox_dn_2: 0.2985 (0.3260) loss_giou_dn_2: 0.5392 (0.5147) loss_class_dn_3: 0.4136 (0.4199) loss_bbox_dn_3: 0.2946 (0.3228) loss_giou_dn_3: 0.5344 (0.5100) loss_class_dn_4: 0.4138 (0.4192) loss_bbox_dn_4: 0.2947 (0.3219) loss_giou_dn_4: 0.5331 (0.5088) loss_class_hybrid: 0.8056 (0.8180) loss_bbox_hybrid: 0.2157 (0.2150) loss_giou_hybrid: 0.4894 (0.4629) loss_class_0_hybrid: 0.8527 (0.8867) loss_bbox_0_hybrid: 0.2334 (0.2256) loss_giou_0_hybrid: 0.5167 (0.4893) loss_class_1_hybrid: 0.8317 (0.8478) loss_bbox_1_hybrid: 0.2138 (0.2186) loss_giou_1_hybrid: 0.5031 (0.4706) loss_class_2_hybrid: 0.8202 (0.8328) loss_bbox_2_hybrid: 0.2163 (0.2150) loss_giou_2_hybrid: 0.4955 (0.4644) loss_class_3_hybrid: 0.8180 (0.8218) loss_bbox_3_hybrid: 0.2154 (0.2148) loss_giou_3_hybrid: 0.4924 (0.4633) loss_class_4_hybrid: 0.8083 (0.8176) loss_bbox_4_hybrid: 0.2169 (0.2150) loss_giou_4_hybrid: 0.4911 (0.4632) loss_class_enc_hybrid: 0.7934 (0.8367) loss_bbox_enc_hybrid: 0.2583 (0.2717) loss_giou_enc_hybrid: 0.5747 (0.5583) mem: 1027 max mem: 36965 [2024-01-15 01:17:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:18:20 det.util.engine] INFO: Epoch: [3] [7800/11727] eta: 1:11:12 lr: 0.000100 data_time: 0.0029 iter_time: 1.0608 loss: 29.5883 (29.4490) loss_class: 0.8032 (0.8221) loss_bbox: 0.2031 (0.1974) loss_giou: 0.3916 (0.4256) loss_class_0: 0.9927 (1.0381) loss_bbox_0: 0.1951 (0.1958) loss_giou_0: 0.4036 (0.4346) loss_class_1: 0.8699 (0.9057) loss_bbox_1: 0.1969 (0.1967) loss_giou_1: 0.3864 (0.4281) loss_class_2: 0.8246 (0.8589) loss_bbox_2: 0.1947 (0.1954) loss_giou_2: 0.3897 (0.4256) loss_class_3: 0.7938 (0.8345) loss_bbox_3: 0.1997 (0.1964) loss_giou_3: 0.3956 (0.4251) loss_class_4: 0.7899 (0.8241) loss_bbox_4: 0.2059 (0.1969) loss_giou_4: 0.3948 (0.4255) loss_class_enc: 0.9653 (0.9613) loss_bbox_enc: 0.2404 (0.2381) loss_giou_enc: 0.4586 (0.4962) loss_class_dn: 0.4089 (0.4208) loss_bbox_dn: 0.3398 (0.3220) loss_giou_dn: 0.4880 (0.5089) loss_class_dn_0: 0.4942 (0.4955) loss_bbox_dn_0: 0.4685 (0.4264) loss_giou_dn_0: 0.6279 (0.6455) loss_class_dn_1: 0.4366 (0.4449) loss_bbox_dn_1: 0.3619 (0.3456) loss_giou_dn_1: 0.5134 (0.5383) loss_class_dn_2: 0.4189 (0.4257) loss_bbox_dn_2: 0.3431 (0.3261) loss_giou_dn_2: 0.4906 (0.5147) loss_class_dn_3: 0.4125 (0.4198) loss_bbox_dn_3: 0.3403 (0.3229) loss_giou_dn_3: 0.4896 (0.5099) loss_class_dn_4: 0.4092 (0.4192) loss_bbox_dn_4: 0.3399 (0.3220) loss_giou_dn_4: 0.4879 (0.5088) loss_class_hybrid: 0.7862 (0.8181) loss_bbox_hybrid: 0.2070 (0.2150) loss_giou_hybrid: 0.4076 (0.4629) loss_class_0_hybrid: 0.8575 (0.8868) loss_bbox_0_hybrid: 0.2292 (0.2256) loss_giou_0_hybrid: 0.4260 (0.4892) loss_class_1_hybrid: 0.8500 (0.8480) loss_bbox_1_hybrid: 0.2222 (0.2187) loss_giou_1_hybrid: 0.4154 (0.4706) loss_class_2_hybrid: 0.7872 (0.8329) loss_bbox_2_hybrid: 0.2092 (0.2151) loss_giou_2_hybrid: 0.4079 (0.4644) loss_class_3_hybrid: 0.7837 (0.8219) loss_bbox_3_hybrid: 0.2085 (0.2149) loss_giou_3_hybrid: 0.4082 (0.4633) loss_class_4_hybrid: 0.7959 (0.8178) loss_bbox_4_hybrid: 0.2053 (0.2151) loss_giou_4_hybrid: 0.4065 (0.4631) loss_class_enc_hybrid: 0.8156 (0.8369) loss_bbox_enc_hybrid: 0.2740 (0.2717) loss_giou_enc_hybrid: 0.5081 (0.5583) mem: 1019 max mem: 36965 [2024-01-15 01:18:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:19:14 det.util.engine] INFO: Epoch: [3] [7850/11727] eta: 1:10:18 lr: 0.000100 data_time: 0.0031 iter_time: 1.0567 loss: 30.3716 (29.4469) loss_class: 0.8454 (0.8221) loss_bbox: 0.1966 (0.1973) loss_giou: 0.4486 (0.4255) loss_class_0: 0.9504 (1.0381) loss_bbox_0: 0.1838 (0.1957) loss_giou_0: 0.4633 (0.4345) loss_class_1: 0.9002 (0.9056) loss_bbox_1: 0.1918 (0.1966) loss_giou_1: 0.4379 (0.4280) loss_class_2: 0.8634 (0.8589) loss_bbox_2: 0.1971 (0.1953) loss_giou_2: 0.4459 (0.4256) loss_class_3: 0.8494 (0.8345) loss_bbox_3: 0.1978 (0.1964) loss_giou_3: 0.4466 (0.4251) loss_class_4: 0.8367 (0.8241) loss_bbox_4: 0.1962 (0.1969) loss_giou_4: 0.4481 (0.4255) loss_class_enc: 0.8744 (0.9613) loss_bbox_enc: 0.2238 (0.2380) loss_giou_enc: 0.5221 (0.4961) loss_class_dn: 0.4256 (0.4208) loss_bbox_dn: 0.2786 (0.3220) loss_giou_dn: 0.5052 (0.5089) loss_class_dn_0: 0.4835 (0.4955) loss_bbox_dn_0: 0.3637 (0.4263) loss_giou_dn_0: 0.6525 (0.6455) loss_class_dn_1: 0.4417 (0.4449) loss_bbox_dn_1: 0.2956 (0.3455) loss_giou_dn_1: 0.5340 (0.5382) loss_class_dn_2: 0.4284 (0.4257) loss_bbox_dn_2: 0.2813 (0.3261) loss_giou_dn_2: 0.5155 (0.5147) loss_class_dn_3: 0.4228 (0.4198) loss_bbox_dn_3: 0.2789 (0.3228) loss_giou_dn_3: 0.5070 (0.5099) loss_class_dn_4: 0.4201 (0.4192) loss_bbox_dn_4: 0.2785 (0.3220) loss_giou_dn_4: 0.5053 (0.5087) loss_class_hybrid: 0.7847 (0.8181) loss_bbox_hybrid: 0.2072 (0.2149) loss_giou_hybrid: 0.4851 (0.4628) loss_class_0_hybrid: 0.8317 (0.8868) loss_bbox_0_hybrid: 0.2173 (0.2256) loss_giou_0_hybrid: 0.5177 (0.4892) loss_class_1_hybrid: 0.7976 (0.8479) loss_bbox_1_hybrid: 0.2136 (0.2187) loss_giou_1_hybrid: 0.4906 (0.4705) loss_class_2_hybrid: 0.7977 (0.8329) loss_bbox_2_hybrid: 0.2077 (0.2150) loss_giou_2_hybrid: 0.4957 (0.4644) loss_class_3_hybrid: 0.7754 (0.8219) loss_bbox_3_hybrid: 0.2090 (0.2148) loss_giou_3_hybrid: 0.4974 (0.4632) loss_class_4_hybrid: 0.7747 (0.8178) loss_bbox_4_hybrid: 0.2068 (0.2150) loss_giou_4_hybrid: 0.4867 (0.4631) loss_class_enc_hybrid: 0.7803 (0.8369) loss_bbox_enc_hybrid: 0.2574 (0.2716) loss_giou_enc_hybrid: 0.5897 (0.5582) mem: 1011 max mem: 36965 [2024-01-15 01:19:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:20:08 det.util.engine] INFO: Epoch: [3] [7900/11727] eta: 1:09:23 lr: 0.000100 data_time: 0.0032 iter_time: 1.0879 loss: 27.6547 (29.4451) loss_class: 0.7457 (0.8221) loss_bbox: 0.1920 (0.1973) loss_giou: 0.3885 (0.4254) loss_class_0: 1.0154 (1.0382) loss_bbox_0: 0.1859 (0.1957) loss_giou_0: 0.3835 (0.4344) loss_class_1: 0.8541 (0.9056) loss_bbox_1: 0.1949 (0.1967) loss_giou_1: 0.3761 (0.4279) loss_class_2: 0.7777 (0.8589) loss_bbox_2: 0.1875 (0.1953) loss_giou_2: 0.3819 (0.4254) loss_class_3: 0.7786 (0.8345) loss_bbox_3: 0.1916 (0.1964) loss_giou_3: 0.3826 (0.4249) loss_class_4: 0.7608 (0.8241) loss_bbox_4: 0.1924 (0.1969) loss_giou_4: 0.3883 (0.4253) loss_class_enc: 0.9126 (0.9614) loss_bbox_enc: 0.2659 (0.2381) loss_giou_enc: 0.4492 (0.4959) loss_class_dn: 0.4088 (0.4208) loss_bbox_dn: 0.3022 (0.3220) loss_giou_dn: 0.4505 (0.5087) loss_class_dn_0: 0.4920 (0.4955) loss_bbox_dn_0: 0.4273 (0.4264) loss_giou_dn_0: 0.5896 (0.6453) loss_class_dn_1: 0.4276 (0.4448) loss_bbox_dn_1: 0.3394 (0.3456) loss_giou_dn_1: 0.4822 (0.5380) loss_class_dn_2: 0.4104 (0.4257) loss_bbox_dn_2: 0.3079 (0.3261) loss_giou_dn_2: 0.4553 (0.5145) loss_class_dn_3: 0.4068 (0.4198) loss_bbox_dn_3: 0.3045 (0.3229) loss_giou_dn_3: 0.4505 (0.5097) loss_class_dn_4: 0.4088 (0.4191) loss_bbox_dn_4: 0.3022 (0.3220) loss_giou_dn_4: 0.4497 (0.5086) loss_class_hybrid: 0.7591 (0.8182) loss_bbox_hybrid: 0.2110 (0.2150) loss_giou_hybrid: 0.4234 (0.4626) loss_class_0_hybrid: 0.8804 (0.8869) loss_bbox_0_hybrid: 0.2216 (0.2256) loss_giou_0_hybrid: 0.4328 (0.4890) loss_class_1_hybrid: 0.8295 (0.8481) loss_bbox_1_hybrid: 0.2114 (0.2187) loss_giou_1_hybrid: 0.4123 (0.4703) loss_class_2_hybrid: 0.7833 (0.8330) loss_bbox_2_hybrid: 0.2085 (0.2150) loss_giou_2_hybrid: 0.4123 (0.4642) loss_class_3_hybrid: 0.7740 (0.8220) loss_bbox_3_hybrid: 0.2112 (0.2148) loss_giou_3_hybrid: 0.4195 (0.4631) loss_class_4_hybrid: 0.7808 (0.8179) loss_bbox_4_hybrid: 0.2150 (0.2150) loss_giou_4_hybrid: 0.4216 (0.4629) loss_class_enc_hybrid: 0.8280 (0.8370) loss_bbox_enc_hybrid: 0.3036 (0.2717) loss_giou_enc_hybrid: 0.5125 (0.5580) mem: 1021 max mem: 36965 [2024-01-15 01:20:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:21:01 det.util.engine] INFO: Epoch: [3] [7950/11727] eta: 1:08:28 lr: 0.000100 data_time: 0.0031 iter_time: 1.0405 loss: 27.8687 (29.4427) loss_class: 0.7528 (0.8221) loss_bbox: 0.1689 (0.1973) loss_giou: 0.3733 (0.4253) loss_class_0: 0.9655 (1.0381) loss_bbox_0: 0.1669 (0.1957) loss_giou_0: 0.4017 (0.4343) loss_class_1: 0.8371 (0.9056) loss_bbox_1: 0.1686 (0.1966) loss_giou_1: 0.3889 (0.4279) loss_class_2: 0.7782 (0.8589) loss_bbox_2: 0.1671 (0.1953) loss_giou_2: 0.3961 (0.4254) loss_class_3: 0.7773 (0.8345) loss_bbox_3: 0.1690 (0.1963) loss_giou_3: 0.3780 (0.4249) loss_class_4: 0.7761 (0.8241) loss_bbox_4: 0.1730 (0.1968) loss_giou_4: 0.3748 (0.4253) loss_class_enc: 0.8864 (0.9613) loss_bbox_enc: 0.2242 (0.2381) loss_giou_enc: 0.4786 (0.4959) loss_class_dn: 0.3993 (0.4207) loss_bbox_dn: 0.2670 (0.3219) loss_giou_dn: 0.4638 (0.5086) loss_class_dn_0: 0.4899 (0.4955) loss_bbox_dn_0: 0.3802 (0.4263) loss_giou_dn_0: 0.6195 (0.6452) loss_class_dn_1: 0.4360 (0.4448) loss_bbox_dn_1: 0.3021 (0.3454) loss_giou_dn_1: 0.4933 (0.5380) loss_class_dn_2: 0.4070 (0.4256) loss_bbox_dn_2: 0.2732 (0.3260) loss_giou_dn_2: 0.4687 (0.5144) loss_class_dn_3: 0.4036 (0.4198) loss_bbox_dn_3: 0.2690 (0.3228) loss_giou_dn_3: 0.4636 (0.5097) loss_class_dn_4: 0.3972 (0.4191) loss_bbox_dn_4: 0.2669 (0.3219) loss_giou_dn_4: 0.4636 (0.5085) loss_class_hybrid: 0.7618 (0.8183) loss_bbox_hybrid: 0.1872 (0.2149) loss_giou_hybrid: 0.4073 (0.4626) loss_class_0_hybrid: 0.8613 (0.8870) loss_bbox_0_hybrid: 0.1986 (0.2255) loss_giou_0_hybrid: 0.4373 (0.4889) loss_class_1_hybrid: 0.8138 (0.8481) loss_bbox_1_hybrid: 0.1903 (0.2186) loss_giou_1_hybrid: 0.4194 (0.4703) loss_class_2_hybrid: 0.7552 (0.8331) loss_bbox_2_hybrid: 0.1861 (0.2150) loss_giou_2_hybrid: 0.4167 (0.4641) loss_class_3_hybrid: 0.7557 (0.8220) loss_bbox_3_hybrid: 0.1866 (0.2148) loss_giou_3_hybrid: 0.4094 (0.4630) loss_class_4_hybrid: 0.7700 (0.8179) loss_bbox_4_hybrid: 0.1858 (0.2150) loss_giou_4_hybrid: 0.4080 (0.4629) loss_class_enc_hybrid: 0.8142 (0.8370) loss_bbox_enc_hybrid: 0.2456 (0.2717) loss_giou_enc_hybrid: 0.5039 (0.5580) mem: 1021 max mem: 36965 [2024-01-15 01:21:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:21:55 det.util.engine] INFO: Epoch: [3] [8000/11727] eta: 1:07:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0888 loss: 28.6526 (29.4376) loss_class: 0.7869 (0.8221) loss_bbox: 0.1902 (0.1972) loss_giou: 0.4011 (0.4252) loss_class_0: 1.0378 (1.0381) loss_bbox_0: 0.1930 (0.1957) loss_giou_0: 0.4015 (0.4342) loss_class_1: 0.8977 (0.9056) loss_bbox_1: 0.1969 (0.1966) loss_giou_1: 0.3940 (0.4277) loss_class_2: 0.8435 (0.8589) loss_bbox_2: 0.1866 (0.1952) loss_giou_2: 0.3985 (0.4252) loss_class_3: 0.8105 (0.8345) loss_bbox_3: 0.1875 (0.1963) loss_giou_3: 0.3960 (0.4247) loss_class_4: 0.7946 (0.8241) loss_bbox_4: 0.1894 (0.1968) loss_giou_4: 0.4010 (0.4251) loss_class_enc: 0.9470 (0.9614) loss_bbox_enc: 0.2329 (0.2381) loss_giou_enc: 0.4658 (0.4958) loss_class_dn: 0.4332 (0.4207) loss_bbox_dn: 0.3141 (0.3218) loss_giou_dn: 0.4742 (0.5084) loss_class_dn_0: 0.5070 (0.4956) loss_bbox_dn_0: 0.4093 (0.4262) loss_giou_dn_0: 0.6132 (0.6450) loss_class_dn_1: 0.4624 (0.4448) loss_bbox_dn_1: 0.3379 (0.3454) loss_giou_dn_1: 0.5003 (0.5378) loss_class_dn_2: 0.4449 (0.4256) loss_bbox_dn_2: 0.3188 (0.3259) loss_giou_dn_2: 0.4823 (0.5142) loss_class_dn_3: 0.4411 (0.4198) loss_bbox_dn_3: 0.3159 (0.3227) loss_giou_dn_3: 0.4746 (0.5094) loss_class_dn_4: 0.4314 (0.4191) loss_bbox_dn_4: 0.3142 (0.3218) loss_giou_dn_4: 0.4740 (0.5083) loss_class_hybrid: 0.7985 (0.8183) loss_bbox_hybrid: 0.2089 (0.2148) loss_giou_hybrid: 0.4300 (0.4623) loss_class_0_hybrid: 0.8675 (0.8871) loss_bbox_0_hybrid: 0.2200 (0.2255) loss_giou_0_hybrid: 0.4479 (0.4887) loss_class_1_hybrid: 0.8406 (0.8481) loss_bbox_1_hybrid: 0.2137 (0.2185) loss_giou_1_hybrid: 0.4378 (0.4701) loss_class_2_hybrid: 0.8113 (0.8330) loss_bbox_2_hybrid: 0.2128 (0.2149) loss_giou_2_hybrid: 0.4290 (0.4639) loss_class_3_hybrid: 0.8088 (0.8220) loss_bbox_3_hybrid: 0.2129 (0.2147) loss_giou_3_hybrid: 0.4315 (0.4628) loss_class_4_hybrid: 0.7847 (0.8179) loss_bbox_4_hybrid: 0.2128 (0.2149) loss_giou_4_hybrid: 0.4329 (0.4626) loss_class_enc_hybrid: 0.8436 (0.8371) loss_bbox_enc_hybrid: 0.2664 (0.2716) loss_giou_enc_hybrid: 0.5210 (0.5578) mem: 1028 max mem: 36965 [2024-01-15 01:21:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:22:48 det.util.engine] INFO: Epoch: [3] [8050/11727] eta: 1:06:38 lr: 0.000100 data_time: 0.0032 iter_time: 1.0225 loss: 29.1331 (29.4387) loss_class: 0.8278 (0.8221) loss_bbox: 0.1866 (0.1973) loss_giou: 0.4132 (0.4251) loss_class_0: 1.0546 (1.0382) loss_bbox_0: 0.1834 (0.1957) loss_giou_0: 0.4160 (0.4342) loss_class_1: 0.9585 (0.9057) loss_bbox_1: 0.1829 (0.1966) loss_giou_1: 0.4009 (0.4276) loss_class_2: 0.8780 (0.8590) loss_bbox_2: 0.1869 (0.1953) loss_giou_2: 0.3944 (0.4251) loss_class_3: 0.8271 (0.8345) loss_bbox_3: 0.1882 (0.1963) loss_giou_3: 0.4093 (0.4247) loss_class_4: 0.8057 (0.8241) loss_bbox_4: 0.1873 (0.1968) loss_giou_4: 0.4108 (0.4251) loss_class_enc: 0.9495 (0.9614) loss_bbox_enc: 0.2416 (0.2381) loss_giou_enc: 0.4726 (0.4957) loss_class_dn: 0.4121 (0.4207) loss_bbox_dn: 0.3312 (0.3219) loss_giou_dn: 0.5036 (0.5084) loss_class_dn_0: 0.4933 (0.4956) loss_bbox_dn_0: 0.4202 (0.4262) loss_giou_dn_0: 0.6364 (0.6450) loss_class_dn_1: 0.4353 (0.4448) loss_bbox_dn_1: 0.3302 (0.3454) loss_giou_dn_1: 0.5326 (0.5377) loss_class_dn_2: 0.4150 (0.4256) loss_bbox_dn_2: 0.3278 (0.3260) loss_giou_dn_2: 0.5091 (0.5142) loss_class_dn_3: 0.4090 (0.4198) loss_bbox_dn_3: 0.3314 (0.3227) loss_giou_dn_3: 0.5049 (0.5094) loss_class_dn_4: 0.4060 (0.4191) loss_bbox_dn_4: 0.3313 (0.3219) loss_giou_dn_4: 0.5037 (0.5083) loss_class_hybrid: 0.8546 (0.8184) loss_bbox_hybrid: 0.2000 (0.2148) loss_giou_hybrid: 0.4398 (0.4623) loss_class_0_hybrid: 0.8685 (0.8871) loss_bbox_0_hybrid: 0.2196 (0.2255) loss_giou_0_hybrid: 0.4710 (0.4887) loss_class_1_hybrid: 0.8410 (0.8482) loss_bbox_1_hybrid: 0.2089 (0.2185) loss_giou_1_hybrid: 0.4409 (0.4700) loss_class_2_hybrid: 0.8272 (0.8332) loss_bbox_2_hybrid: 0.2039 (0.2149) loss_giou_2_hybrid: 0.4385 (0.4639) loss_class_3_hybrid: 0.8533 (0.8221) loss_bbox_3_hybrid: 0.2027 (0.2147) loss_giou_3_hybrid: 0.4411 (0.4627) loss_class_4_hybrid: 0.8414 (0.8180) loss_bbox_4_hybrid: 0.2014 (0.2149) loss_giou_4_hybrid: 0.4424 (0.4626) loss_class_enc_hybrid: 0.8388 (0.8372) loss_bbox_enc_hybrid: 0.2684 (0.2716) loss_giou_enc_hybrid: 0.5416 (0.5577) mem: 1023 max mem: 36965 [2024-01-15 01:22:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:23:42 det.util.engine] INFO: Epoch: [3] [8100/11727] eta: 1:05:44 lr: 0.000100 data_time: 0.0032 iter_time: 1.0790 loss: 28.4339 (29.4341) loss_class: 0.8120 (0.8220) loss_bbox: 0.1909 (0.1972) loss_giou: 0.3939 (0.4250) loss_class_0: 0.9994 (1.0381) loss_bbox_0: 0.1950 (0.1957) loss_giou_0: 0.4248 (0.4341) loss_class_1: 0.8998 (0.9057) loss_bbox_1: 0.1810 (0.1965) loss_giou_1: 0.4018 (0.4275) loss_class_2: 0.8427 (0.8589) loss_bbox_2: 0.1852 (0.1952) loss_giou_2: 0.3952 (0.4250) loss_class_3: 0.8129 (0.8344) loss_bbox_3: 0.1816 (0.1963) loss_giou_3: 0.3941 (0.4246) loss_class_4: 0.8191 (0.8241) loss_bbox_4: 0.1901 (0.1968) loss_giou_4: 0.3929 (0.4250) loss_class_enc: 0.9645 (0.9614) loss_bbox_enc: 0.2324 (0.2380) loss_giou_enc: 0.4899 (0.4956) loss_class_dn: 0.4068 (0.4207) loss_bbox_dn: 0.3219 (0.3218) loss_giou_dn: 0.5083 (0.5083) loss_class_dn_0: 0.4978 (0.4956) loss_bbox_dn_0: 0.4305 (0.4262) loss_giou_dn_0: 0.6125 (0.6449) loss_class_dn_1: 0.4368 (0.4448) loss_bbox_dn_1: 0.3439 (0.3453) loss_giou_dn_1: 0.5261 (0.5376) loss_class_dn_2: 0.4189 (0.4256) loss_bbox_dn_2: 0.3268 (0.3259) loss_giou_dn_2: 0.5117 (0.5141) loss_class_dn_3: 0.4126 (0.4197) loss_bbox_dn_3: 0.3217 (0.3226) loss_giou_dn_3: 0.5109 (0.5093) loss_class_dn_4: 0.4107 (0.4190) loss_bbox_dn_4: 0.3218 (0.3218) loss_giou_dn_4: 0.5084 (0.5082) loss_class_hybrid: 0.7893 (0.8183) loss_bbox_hybrid: 0.2083 (0.2148) loss_giou_hybrid: 0.4252 (0.4622) loss_class_0_hybrid: 0.8188 (0.8870) loss_bbox_0_hybrid: 0.2099 (0.2254) loss_giou_0_hybrid: 0.4632 (0.4886) loss_class_1_hybrid: 0.8000 (0.8481) loss_bbox_1_hybrid: 0.1969 (0.2185) loss_giou_1_hybrid: 0.4438 (0.4699) loss_class_2_hybrid: 0.7937 (0.8331) loss_bbox_2_hybrid: 0.2019 (0.2148) loss_giou_2_hybrid: 0.4200 (0.4638) loss_class_3_hybrid: 0.7864 (0.8220) loss_bbox_3_hybrid: 0.2001 (0.2147) loss_giou_3_hybrid: 0.4205 (0.4626) loss_class_4_hybrid: 0.7817 (0.8180) loss_bbox_4_hybrid: 0.2042 (0.2149) loss_giou_4_hybrid: 0.4208 (0.4625) loss_class_enc_hybrid: 0.8025 (0.8371) loss_bbox_enc_hybrid: 0.2557 (0.2716) loss_giou_enc_hybrid: 0.5205 (0.5576) mem: 1022 max mem: 36965 [2024-01-15 01:23:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:24:37 det.util.engine] INFO: Epoch: [3] [8150/11727] eta: 1:04:49 lr: 0.000100 data_time: 0.0032 iter_time: 1.0567 loss: 28.4536 (29.4316) loss_class: 0.7550 (0.8218) loss_bbox: 0.1883 (0.1973) loss_giou: 0.3740 (0.4250) loss_class_0: 0.9771 (1.0378) loss_bbox_0: 0.1709 (0.1957) loss_giou_0: 0.3751 (0.4340) loss_class_1: 0.8216 (0.9054) loss_bbox_1: 0.1807 (0.1966) loss_giou_1: 0.3735 (0.4275) loss_class_2: 0.8000 (0.8587) loss_bbox_2: 0.1886 (0.1953) loss_giou_2: 0.3694 (0.4250) loss_class_3: 0.7664 (0.8343) loss_bbox_3: 0.1898 (0.1963) loss_giou_3: 0.3742 (0.4246) loss_class_4: 0.7397 (0.8239) loss_bbox_4: 0.1883 (0.1968) loss_giou_4: 0.3755 (0.4250) loss_class_enc: 0.8829 (0.9612) loss_bbox_enc: 0.2282 (0.2380) loss_giou_enc: 0.4401 (0.4956) loss_class_dn: 0.4028 (0.4206) loss_bbox_dn: 0.3122 (0.3218) loss_giou_dn: 0.4727 (0.5083) loss_class_dn_0: 0.4906 (0.4955) loss_bbox_dn_0: 0.4209 (0.4263) loss_giou_dn_0: 0.6056 (0.6449) loss_class_dn_1: 0.4322 (0.4448) loss_bbox_dn_1: 0.3452 (0.3454) loss_giou_dn_1: 0.5034 (0.5376) loss_class_dn_2: 0.4086 (0.4256) loss_bbox_dn_2: 0.3180 (0.3259) loss_giou_dn_2: 0.4770 (0.5141) loss_class_dn_3: 0.4032 (0.4197) loss_bbox_dn_3: 0.3119 (0.3227) loss_giou_dn_3: 0.4755 (0.5093) loss_class_dn_4: 0.4032 (0.4190) loss_bbox_dn_4: 0.3121 (0.3218) loss_giou_dn_4: 0.4722 (0.5081) loss_class_hybrid: 0.7594 (0.8181) loss_bbox_hybrid: 0.1962 (0.2148) loss_giou_hybrid: 0.4059 (0.4622) loss_class_0_hybrid: 0.8404 (0.8869) loss_bbox_0_hybrid: 0.1996 (0.2254) loss_giou_0_hybrid: 0.4053 (0.4885) loss_class_1_hybrid: 0.7884 (0.8480) loss_bbox_1_hybrid: 0.1975 (0.2185) loss_giou_1_hybrid: 0.3934 (0.4698) loss_class_2_hybrid: 0.7722 (0.8329) loss_bbox_2_hybrid: 0.1995 (0.2149) loss_giou_2_hybrid: 0.4019 (0.4637) loss_class_3_hybrid: 0.7704 (0.8219) loss_bbox_3_hybrid: 0.1957 (0.2147) loss_giou_3_hybrid: 0.3991 (0.4626) loss_class_4_hybrid: 0.7657 (0.8178) loss_bbox_4_hybrid: 0.1995 (0.2149) loss_giou_4_hybrid: 0.4012 (0.4625) loss_class_enc_hybrid: 0.7916 (0.8370) loss_bbox_enc_hybrid: 0.2555 (0.2716) loss_giou_enc_hybrid: 0.4816 (0.5575) mem: 1023 max mem: 36965 [2024-01-15 01:24:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:25:32 det.util.engine] INFO: Epoch: [3] [8200/11727] eta: 1:03:56 lr: 0.000100 data_time: 0.0034 iter_time: 1.0618 loss: 28.8292 (29.4284) loss_class: 0.7388 (0.8217) loss_bbox: 0.1836 (0.1973) loss_giou: 0.3933 (0.4250) loss_class_0: 0.9619 (1.0377) loss_bbox_0: 0.1872 (0.1957) loss_giou_0: 0.4025 (0.4339) loss_class_1: 0.8258 (0.9054) loss_bbox_1: 0.1860 (0.1966) loss_giou_1: 0.4041 (0.4274) loss_class_2: 0.7835 (0.8586) loss_bbox_2: 0.1824 (0.1953) loss_giou_2: 0.3985 (0.4249) loss_class_3: 0.7548 (0.8342) loss_bbox_3: 0.1799 (0.1963) loss_giou_3: 0.3924 (0.4245) loss_class_4: 0.7565 (0.8239) loss_bbox_4: 0.1802 (0.1968) loss_giou_4: 0.3933 (0.4249) loss_class_enc: 0.9113 (0.9611) loss_bbox_enc: 0.2106 (0.2380) loss_giou_enc: 0.4728 (0.4955) loss_class_dn: 0.4027 (0.4206) loss_bbox_dn: 0.2834 (0.3218) loss_giou_dn: 0.4503 (0.5082) loss_class_dn_0: 0.4820 (0.4955) loss_bbox_dn_0: 0.3687 (0.4262) loss_giou_dn_0: 0.5862 (0.6447) loss_class_dn_1: 0.4248 (0.4447) loss_bbox_dn_1: 0.3071 (0.3454) loss_giou_dn_1: 0.4775 (0.5375) loss_class_dn_2: 0.4106 (0.4255) loss_bbox_dn_2: 0.2891 (0.3259) loss_giou_dn_2: 0.4551 (0.5140) loss_class_dn_3: 0.4039 (0.4197) loss_bbox_dn_3: 0.2844 (0.3227) loss_giou_dn_3: 0.4507 (0.5092) loss_class_dn_4: 0.4024 (0.4190) loss_bbox_dn_4: 0.2835 (0.3218) loss_giou_dn_4: 0.4502 (0.5080) loss_class_hybrid: 0.7534 (0.8181) loss_bbox_hybrid: 0.1977 (0.2148) loss_giou_hybrid: 0.4145 (0.4621) loss_class_0_hybrid: 0.8374 (0.8869) loss_bbox_0_hybrid: 0.2143 (0.2254) loss_giou_0_hybrid: 0.4511 (0.4884) loss_class_1_hybrid: 0.7846 (0.8479) loss_bbox_1_hybrid: 0.2055 (0.2185) loss_giou_1_hybrid: 0.4209 (0.4698) loss_class_2_hybrid: 0.7818 (0.8329) loss_bbox_2_hybrid: 0.2005 (0.2149) loss_giou_2_hybrid: 0.4162 (0.4636) loss_class_3_hybrid: 0.7633 (0.8218) loss_bbox_3_hybrid: 0.2011 (0.2147) loss_giou_3_hybrid: 0.4144 (0.4625) loss_class_4_hybrid: 0.7644 (0.8178) loss_bbox_4_hybrid: 0.2000 (0.2149) loss_giou_4_hybrid: 0.4152 (0.4624) loss_class_enc_hybrid: 0.7930 (0.8370) loss_bbox_enc_hybrid: 0.2468 (0.2715) loss_giou_enc_hybrid: 0.5176 (0.5574) mem: 1015 max mem: 36965 [2024-01-15 01:25:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:26:24 det.util.engine] INFO: Epoch: [3] [8250/11727] eta: 1:03:00 lr: 0.000100 data_time: 0.0033 iter_time: 1.0458 loss: 27.5943 (29.4229) loss_class: 0.7784 (0.8217) loss_bbox: 0.2025 (0.1973) loss_giou: 0.3731 (0.4248) loss_class_0: 0.9861 (1.0376) loss_bbox_0: 0.1957 (0.1957) loss_giou_0: 0.3895 (0.4338) loss_class_1: 0.8483 (0.9053) loss_bbox_1: 0.1935 (0.1966) loss_giou_1: 0.3721 (0.4273) loss_class_2: 0.7895 (0.8585) loss_bbox_2: 0.1905 (0.1953) loss_giou_2: 0.3707 (0.4248) loss_class_3: 0.7957 (0.8341) loss_bbox_3: 0.1855 (0.1963) loss_giou_3: 0.3702 (0.4243) loss_class_4: 0.7802 (0.8238) loss_bbox_4: 0.1915 (0.1968) loss_giou_4: 0.3730 (0.4247) loss_class_enc: 0.9455 (0.9611) loss_bbox_enc: 0.2276 (0.2380) loss_giou_enc: 0.4358 (0.4953) loss_class_dn: 0.3996 (0.4206) loss_bbox_dn: 0.2806 (0.3218) loss_giou_dn: 0.4506 (0.5080) loss_class_dn_0: 0.4897 (0.4955) loss_bbox_dn_0: 0.3773 (0.4262) loss_giou_dn_0: 0.5947 (0.6445) loss_class_dn_1: 0.4282 (0.4447) loss_bbox_dn_1: 0.3053 (0.3453) loss_giou_dn_1: 0.4893 (0.5373) loss_class_dn_2: 0.4085 (0.4255) loss_bbox_dn_2: 0.2865 (0.3259) loss_giou_dn_2: 0.4601 (0.5138) loss_class_dn_3: 0.4019 (0.4196) loss_bbox_dn_3: 0.2806 (0.3226) loss_giou_dn_3: 0.4527 (0.5090) loss_class_dn_4: 0.3996 (0.4189) loss_bbox_dn_4: 0.2805 (0.3218) loss_giou_dn_4: 0.4507 (0.5078) loss_class_hybrid: 0.7811 (0.8181) loss_bbox_hybrid: 0.2076 (0.2147) loss_giou_hybrid: 0.3889 (0.4619) loss_class_0_hybrid: 0.8447 (0.8868) loss_bbox_0_hybrid: 0.2165 (0.2254) loss_giou_0_hybrid: 0.4224 (0.4882) loss_class_1_hybrid: 0.8139 (0.8478) loss_bbox_1_hybrid: 0.2100 (0.2184) loss_giou_1_hybrid: 0.4035 (0.4696) loss_class_2_hybrid: 0.7887 (0.8328) loss_bbox_2_hybrid: 0.2046 (0.2148) loss_giou_2_hybrid: 0.3918 (0.4634) loss_class_3_hybrid: 0.7955 (0.8218) loss_bbox_3_hybrid: 0.2082 (0.2146) loss_giou_3_hybrid: 0.3894 (0.4623) loss_class_4_hybrid: 0.7870 (0.8177) loss_bbox_4_hybrid: 0.2091 (0.2148) loss_giou_4_hybrid: 0.3893 (0.4622) loss_class_enc_hybrid: 0.7946 (0.8370) loss_bbox_enc_hybrid: 0.2557 (0.2715) loss_giou_enc_hybrid: 0.4815 (0.5572) mem: 1024 max mem: 36965 [2024-01-15 01:26:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:27:20 det.util.engine] INFO: Epoch: [3] [8300/11727] eta: 1:02:06 lr: 0.000100 data_time: 0.0030 iter_time: 1.1266 loss: 28.6516 (29.4219) loss_class: 0.8125 (0.8218) loss_bbox: 0.1830 (0.1973) loss_giou: 0.4228 (0.4247) loss_class_0: 1.0108 (1.0378) loss_bbox_0: 0.1897 (0.1957) loss_giou_0: 0.4452 (0.4337) loss_class_1: 0.8946 (0.9054) loss_bbox_1: 0.1833 (0.1966) loss_giou_1: 0.4270 (0.4271) loss_class_2: 0.8666 (0.8586) loss_bbox_2: 0.1831 (0.1953) loss_giou_2: 0.4284 (0.4247) loss_class_3: 0.8202 (0.8342) loss_bbox_3: 0.1780 (0.1963) loss_giou_3: 0.4219 (0.4242) loss_class_4: 0.8153 (0.8239) loss_bbox_4: 0.1799 (0.1968) loss_giou_4: 0.4218 (0.4246) loss_class_enc: 0.9501 (0.9612) loss_bbox_enc: 0.2120 (0.2380) loss_giou_enc: 0.4810 (0.4951) loss_class_dn: 0.4135 (0.4206) loss_bbox_dn: 0.2651 (0.3218) loss_giou_dn: 0.4973 (0.5079) loss_class_dn_0: 0.4994 (0.4955) loss_bbox_dn_0: 0.3685 (0.4262) loss_giou_dn_0: 0.6329 (0.6445) loss_class_dn_1: 0.4413 (0.4447) loss_bbox_dn_1: 0.2905 (0.3453) loss_giou_dn_1: 0.5265 (0.5373) loss_class_dn_2: 0.4183 (0.4255) loss_bbox_dn_2: 0.2675 (0.3259) loss_giou_dn_2: 0.4994 (0.5137) loss_class_dn_3: 0.4103 (0.4196) loss_bbox_dn_3: 0.2675 (0.3226) loss_giou_dn_3: 0.4980 (0.5089) loss_class_dn_4: 0.4117 (0.4189) loss_bbox_dn_4: 0.2651 (0.3218) loss_giou_dn_4: 0.4977 (0.5077) loss_class_hybrid: 0.7986 (0.8182) loss_bbox_hybrid: 0.2044 (0.2147) loss_giou_hybrid: 0.4651 (0.4617) loss_class_0_hybrid: 0.8670 (0.8870) loss_bbox_0_hybrid: 0.2122 (0.2254) loss_giou_0_hybrid: 0.4935 (0.4880) loss_class_1_hybrid: 0.8336 (0.8480) loss_bbox_1_hybrid: 0.2048 (0.2184) loss_giou_1_hybrid: 0.4727 (0.4694) loss_class_2_hybrid: 0.8031 (0.8329) loss_bbox_2_hybrid: 0.2035 (0.2148) loss_giou_2_hybrid: 0.4642 (0.4633) loss_class_3_hybrid: 0.7942 (0.8219) loss_bbox_3_hybrid: 0.2032 (0.2146) loss_giou_3_hybrid: 0.4676 (0.4621) loss_class_4_hybrid: 0.7987 (0.8179) loss_bbox_4_hybrid: 0.2019 (0.2148) loss_giou_4_hybrid: 0.4677 (0.4620) loss_class_enc_hybrid: 0.8175 (0.8371) loss_bbox_enc_hybrid: 0.2422 (0.2715) loss_giou_enc_hybrid: 0.5489 (0.5570) mem: 1024 max mem: 36965 [2024-01-15 01:27:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:28:14 det.util.engine] INFO: Epoch: [3] [8350/11727] eta: 1:01:12 lr: 0.000100 data_time: 0.0030 iter_time: 1.1052 loss: 28.9548 (29.4203) loss_class: 0.8254 (0.8217) loss_bbox: 0.2002 (0.1973) loss_giou: 0.3830 (0.4247) loss_class_0: 1.0402 (1.0376) loss_bbox_0: 0.2063 (0.1958) loss_giou_0: 0.3904 (0.4337) loss_class_1: 0.9267 (0.9053) loss_bbox_1: 0.1899 (0.1966) loss_giou_1: 0.3939 (0.4271) loss_class_2: 0.9015 (0.8585) loss_bbox_2: 0.1920 (0.1953) loss_giou_2: 0.3795 (0.4247) loss_class_3: 0.8277 (0.8342) loss_bbox_3: 0.1958 (0.1963) loss_giou_3: 0.3805 (0.4242) loss_class_4: 0.8344 (0.8238) loss_bbox_4: 0.2003 (0.1968) loss_giou_4: 0.3890 (0.4246) loss_class_enc: 0.9637 (0.9611) loss_bbox_enc: 0.2443 (0.2380) loss_giou_enc: 0.4588 (0.4951) loss_class_dn: 0.4163 (0.4206) loss_bbox_dn: 0.3139 (0.3217) loss_giou_dn: 0.5065 (0.5079) loss_class_dn_0: 0.4957 (0.4955) loss_bbox_dn_0: 0.4530 (0.4262) loss_giou_dn_0: 0.6508 (0.6445) loss_class_dn_1: 0.4363 (0.4447) loss_bbox_dn_1: 0.3439 (0.3453) loss_giou_dn_1: 0.5292 (0.5372) loss_class_dn_2: 0.4156 (0.4255) loss_bbox_dn_2: 0.3177 (0.3258) loss_giou_dn_2: 0.5113 (0.5137) loss_class_dn_3: 0.4141 (0.4196) loss_bbox_dn_3: 0.3144 (0.3225) loss_giou_dn_3: 0.5076 (0.5089) loss_class_dn_4: 0.4164 (0.4189) loss_bbox_dn_4: 0.3139 (0.3217) loss_giou_dn_4: 0.5065 (0.5077) loss_class_hybrid: 0.8470 (0.8181) loss_bbox_hybrid: 0.2110 (0.2147) loss_giou_hybrid: 0.4082 (0.4617) loss_class_0_hybrid: 0.8976 (0.8869) loss_bbox_0_hybrid: 0.2262 (0.2254) loss_giou_0_hybrid: 0.4391 (0.4880) loss_class_1_hybrid: 0.8639 (0.8479) loss_bbox_1_hybrid: 0.2170 (0.2184) loss_giou_1_hybrid: 0.4156 (0.4694) loss_class_2_hybrid: 0.8521 (0.8328) loss_bbox_2_hybrid: 0.2125 (0.2148) loss_giou_2_hybrid: 0.4106 (0.4633) loss_class_3_hybrid: 0.8504 (0.8218) loss_bbox_3_hybrid: 0.2113 (0.2147) loss_giou_3_hybrid: 0.4097 (0.4621) loss_class_4_hybrid: 0.8342 (0.8178) loss_bbox_4_hybrid: 0.2139 (0.2148) loss_giou_4_hybrid: 0.4090 (0.4620) loss_class_enc_hybrid: 0.8422 (0.8370) loss_bbox_enc_hybrid: 0.2670 (0.2715) loss_giou_enc_hybrid: 0.5152 (0.5570) mem: 1023 max mem: 36965 [2024-01-15 01:28:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:29:08 det.util.engine] INFO: Epoch: [3] [8400/11727] eta: 1:00:18 lr: 0.000100 data_time: 0.0033 iter_time: 1.0621 loss: 29.3188 (29.4210) loss_class: 0.8188 (0.8217) loss_bbox: 0.1987 (0.1973) loss_giou: 0.4356 (0.4248) loss_class_0: 1.0346 (1.0376) loss_bbox_0: 0.1846 (0.1958) loss_giou_0: 0.4541 (0.4338) loss_class_1: 0.9385 (0.9053) loss_bbox_1: 0.1921 (0.1966) loss_giou_1: 0.4313 (0.4273) loss_class_2: 0.8167 (0.8585) loss_bbox_2: 0.1874 (0.1953) loss_giou_2: 0.4251 (0.4248) loss_class_3: 0.8068 (0.8342) loss_bbox_3: 0.1964 (0.1963) loss_giou_3: 0.4315 (0.4243) loss_class_4: 0.8037 (0.8238) loss_bbox_4: 0.1987 (0.1968) loss_giou_4: 0.4362 (0.4247) loss_class_enc: 0.9121 (0.9611) loss_bbox_enc: 0.2281 (0.2380) loss_giou_enc: 0.4954 (0.4952) loss_class_dn: 0.4093 (0.4205) loss_bbox_dn: 0.2723 (0.3216) loss_giou_dn: 0.5067 (0.5079) loss_class_dn_0: 0.4874 (0.4955) loss_bbox_dn_0: 0.3733 (0.4260) loss_giou_dn_0: 0.6382 (0.6445) loss_class_dn_1: 0.4378 (0.4446) loss_bbox_dn_1: 0.2932 (0.3451) loss_giou_dn_1: 0.5336 (0.5373) loss_class_dn_2: 0.4136 (0.4254) loss_bbox_dn_2: 0.2814 (0.3257) loss_giou_dn_2: 0.5081 (0.5137) loss_class_dn_3: 0.4068 (0.4196) loss_bbox_dn_3: 0.2750 (0.3224) loss_giou_dn_3: 0.5016 (0.5089) loss_class_dn_4: 0.4062 (0.4189) loss_bbox_dn_4: 0.2724 (0.3216) loss_giou_dn_4: 0.5060 (0.5078) loss_class_hybrid: 0.8044 (0.8181) loss_bbox_hybrid: 0.2029 (0.2147) loss_giou_hybrid: 0.4849 (0.4619) loss_class_0_hybrid: 0.8768 (0.8868) loss_bbox_0_hybrid: 0.2128 (0.2254) loss_giou_0_hybrid: 0.5102 (0.4882) loss_class_1_hybrid: 0.8402 (0.8478) loss_bbox_1_hybrid: 0.2099 (0.2184) loss_giou_1_hybrid: 0.4919 (0.4696) loss_class_2_hybrid: 0.8091 (0.8328) loss_bbox_2_hybrid: 0.1993 (0.2148) loss_giou_2_hybrid: 0.4847 (0.4634) loss_class_3_hybrid: 0.7950 (0.8218) loss_bbox_3_hybrid: 0.2073 (0.2147) loss_giou_3_hybrid: 0.4855 (0.4623) loss_class_4_hybrid: 0.7985 (0.8177) loss_bbox_4_hybrid: 0.2055 (0.2148) loss_giou_4_hybrid: 0.4836 (0.4622) loss_class_enc_hybrid: 0.8320 (0.8370) loss_bbox_enc_hybrid: 0.2461 (0.2714) loss_giou_enc_hybrid: 0.5762 (0.5571) mem: 1016 max mem: 36965 [2024-01-15 01:29:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:30:02 det.util.engine] INFO: Epoch: [3] [8450/11727] eta: 0:59:23 lr: 0.000100 data_time: 0.0031 iter_time: 1.1028 loss: 29.3343 (29.4182) loss_class: 0.7855 (0.8216) loss_bbox: 0.1896 (0.1973) loss_giou: 0.4018 (0.4247) loss_class_0: 1.0584 (1.0375) loss_bbox_0: 0.1961 (0.1958) loss_giou_0: 0.3969 (0.4337) loss_class_1: 0.8802 (0.9051) loss_bbox_1: 0.1944 (0.1966) loss_giou_1: 0.4058 (0.4272) loss_class_2: 0.8065 (0.8584) loss_bbox_2: 0.1891 (0.1953) loss_giou_2: 0.4043 (0.4247) loss_class_3: 0.8029 (0.8340) loss_bbox_3: 0.1922 (0.1963) loss_giou_3: 0.4057 (0.4243) loss_class_4: 0.7904 (0.8237) loss_bbox_4: 0.1910 (0.1968) loss_giou_4: 0.4086 (0.4247) loss_class_enc: 0.9513 (0.9610) loss_bbox_enc: 0.2239 (0.2380) loss_giou_enc: 0.4619 (0.4951) loss_class_dn: 0.4049 (0.4205) loss_bbox_dn: 0.3317 (0.3216) loss_giou_dn: 0.5054 (0.5078) loss_class_dn_0: 0.4903 (0.4955) loss_bbox_dn_0: 0.4131 (0.4260) loss_giou_dn_0: 0.6370 (0.6444) loss_class_dn_1: 0.4381 (0.4446) loss_bbox_dn_1: 0.3335 (0.3451) loss_giou_dn_1: 0.5357 (0.5372) loss_class_dn_2: 0.4144 (0.4254) loss_bbox_dn_2: 0.3274 (0.3257) loss_giou_dn_2: 0.5120 (0.5137) loss_class_dn_3: 0.4050 (0.4195) loss_bbox_dn_3: 0.3307 (0.3224) loss_giou_dn_3: 0.5067 (0.5089) loss_class_dn_4: 0.3995 (0.4188) loss_bbox_dn_4: 0.3319 (0.3216) loss_giou_dn_4: 0.5054 (0.5077) loss_class_hybrid: 0.7924 (0.8180) loss_bbox_hybrid: 0.2113 (0.2147) loss_giou_hybrid: 0.4375 (0.4618) loss_class_0_hybrid: 0.9033 (0.8868) loss_bbox_0_hybrid: 0.2193 (0.2254) loss_giou_0_hybrid: 0.4578 (0.4880) loss_class_1_hybrid: 0.8384 (0.8478) loss_bbox_1_hybrid: 0.2153 (0.2184) loss_giou_1_hybrid: 0.4433 (0.4694) loss_class_2_hybrid: 0.8063 (0.8327) loss_bbox_2_hybrid: 0.2154 (0.2148) loss_giou_2_hybrid: 0.4403 (0.4633) loss_class_3_hybrid: 0.7836 (0.8218) loss_bbox_3_hybrid: 0.2113 (0.2146) loss_giou_3_hybrid: 0.4341 (0.4622) loss_class_4_hybrid: 0.7966 (0.8177) loss_bbox_4_hybrid: 0.2109 (0.2148) loss_giou_4_hybrid: 0.4384 (0.4620) loss_class_enc_hybrid: 0.8245 (0.8370) loss_bbox_enc_hybrid: 0.2626 (0.2714) loss_giou_enc_hybrid: 0.5250 (0.5570) mem: 1014 max mem: 36965 [2024-01-15 01:30:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:30:55 det.util.engine] INFO: Epoch: [3] [8500/11727] eta: 0:58:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.0550 loss: 28.7272 (29.4203) loss_class: 0.8128 (0.8216) loss_bbox: 0.1730 (0.1974) loss_giou: 0.4014 (0.4248) loss_class_0: 1.0369 (1.0375) loss_bbox_0: 0.1721 (0.1958) loss_giou_0: 0.4009 (0.4337) loss_class_1: 0.8900 (0.9052) loss_bbox_1: 0.1785 (0.1966) loss_giou_1: 0.4006 (0.4272) loss_class_2: 0.8438 (0.8585) loss_bbox_2: 0.1679 (0.1954) loss_giou_2: 0.4090 (0.4247) loss_class_3: 0.8247 (0.8341) loss_bbox_3: 0.1719 (0.1964) loss_giou_3: 0.4015 (0.4243) loss_class_4: 0.8131 (0.8237) loss_bbox_4: 0.1765 (0.1969) loss_giou_4: 0.4019 (0.4247) loss_class_enc: 0.9638 (0.9610) loss_bbox_enc: 0.2234 (0.2380) loss_giou_enc: 0.4589 (0.4951) loss_class_dn: 0.4224 (0.4205) loss_bbox_dn: 0.2877 (0.3217) loss_giou_dn: 0.5178 (0.5079) loss_class_dn_0: 0.4942 (0.4955) loss_bbox_dn_0: 0.4309 (0.4261) loss_giou_dn_0: 0.6527 (0.6444) loss_class_dn_1: 0.4417 (0.4446) loss_bbox_dn_1: 0.3256 (0.3452) loss_giou_dn_1: 0.5497 (0.5372) loss_class_dn_2: 0.4232 (0.4254) loss_bbox_dn_2: 0.2940 (0.3258) loss_giou_dn_2: 0.5292 (0.5137) loss_class_dn_3: 0.4154 (0.4195) loss_bbox_dn_3: 0.2896 (0.3225) loss_giou_dn_3: 0.5188 (0.5089) loss_class_dn_4: 0.4201 (0.4189) loss_bbox_dn_4: 0.2878 (0.3217) loss_giou_dn_4: 0.5178 (0.5077) loss_class_hybrid: 0.7912 (0.8181) loss_bbox_hybrid: 0.1938 (0.2148) loss_giou_hybrid: 0.4153 (0.4618) loss_class_0_hybrid: 0.8739 (0.8868) loss_bbox_0_hybrid: 0.1991 (0.2254) loss_giou_0_hybrid: 0.4518 (0.4881) loss_class_1_hybrid: 0.8407 (0.8478) loss_bbox_1_hybrid: 0.1981 (0.2184) loss_giou_1_hybrid: 0.4260 (0.4695) loss_class_2_hybrid: 0.8165 (0.8327) loss_bbox_2_hybrid: 0.1961 (0.2148) loss_giou_2_hybrid: 0.4156 (0.4634) loss_class_3_hybrid: 0.8153 (0.8218) loss_bbox_3_hybrid: 0.1933 (0.2147) loss_giou_3_hybrid: 0.4131 (0.4622) loss_class_4_hybrid: 0.7968 (0.8177) loss_bbox_4_hybrid: 0.1950 (0.2148) loss_giou_4_hybrid: 0.4174 (0.4621) loss_class_enc_hybrid: 0.8326 (0.8369) loss_bbox_enc_hybrid: 0.2460 (0.2715) loss_giou_enc_hybrid: 0.5143 (0.5570) mem: 1025 max mem: 36965 [2024-01-15 01:30:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:31:48 det.util.engine] INFO: Epoch: [3] [8550/11727] eta: 0:57:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0351 loss: 28.4546 (29.4156) loss_class: 0.7555 (0.8215) loss_bbox: 0.1777 (0.1973) loss_giou: 0.4572 (0.4247) loss_class_0: 0.9665 (1.0372) loss_bbox_0: 0.1718 (0.1958) loss_giou_0: 0.4682 (0.4337) loss_class_1: 0.8509 (0.9051) loss_bbox_1: 0.1756 (0.1966) loss_giou_1: 0.4560 (0.4272) loss_class_2: 0.8057 (0.8583) loss_bbox_2: 0.1789 (0.1953) loss_giou_2: 0.4539 (0.4247) loss_class_3: 0.7760 (0.8339) loss_bbox_3: 0.1796 (0.1963) loss_giou_3: 0.4528 (0.4242) loss_class_4: 0.7723 (0.8236) loss_bbox_4: 0.1775 (0.1968) loss_giou_4: 0.4574 (0.4247) loss_class_enc: 0.9173 (0.9608) loss_bbox_enc: 0.2085 (0.2380) loss_giou_enc: 0.5380 (0.4950) loss_class_dn: 0.4155 (0.4205) loss_bbox_dn: 0.2788 (0.3216) loss_giou_dn: 0.5227 (0.5078) loss_class_dn_0: 0.4898 (0.4955) loss_bbox_dn_0: 0.3569 (0.4260) loss_giou_dn_0: 0.6586 (0.6443) loss_class_dn_1: 0.4439 (0.4446) loss_bbox_dn_1: 0.2923 (0.3451) loss_giou_dn_1: 0.5540 (0.5372) loss_class_dn_2: 0.4212 (0.4254) loss_bbox_dn_2: 0.2816 (0.3257) loss_giou_dn_2: 0.5246 (0.5136) loss_class_dn_3: 0.4155 (0.4195) loss_bbox_dn_3: 0.2795 (0.3224) loss_giou_dn_3: 0.5228 (0.5088) loss_class_dn_4: 0.4165 (0.4188) loss_bbox_dn_4: 0.2789 (0.3216) loss_giou_dn_4: 0.5225 (0.5077) loss_class_hybrid: 0.7566 (0.8179) loss_bbox_hybrid: 0.1899 (0.2147) loss_giou_hybrid: 0.4981 (0.4617) loss_class_0_hybrid: 0.8324 (0.8866) loss_bbox_0_hybrid: 0.2042 (0.2254) loss_giou_0_hybrid: 0.5295 (0.4880) loss_class_1_hybrid: 0.7906 (0.8477) loss_bbox_1_hybrid: 0.1968 (0.2184) loss_giou_1_hybrid: 0.5145 (0.4694) loss_class_2_hybrid: 0.7747 (0.8326) loss_bbox_2_hybrid: 0.1902 (0.2148) loss_giou_2_hybrid: 0.5064 (0.4633) loss_class_3_hybrid: 0.7637 (0.8217) loss_bbox_3_hybrid: 0.1904 (0.2146) loss_giou_3_hybrid: 0.4985 (0.4622) loss_class_4_hybrid: 0.7568 (0.8176) loss_bbox_4_hybrid: 0.1902 (0.2148) loss_giou_4_hybrid: 0.4989 (0.4620) loss_class_enc_hybrid: 0.7730 (0.8368) loss_bbox_enc_hybrid: 0.2434 (0.2715) loss_giou_enc_hybrid: 0.6146 (0.5569) mem: 1023 max mem: 36965 [2024-01-15 01:31:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:32:41 det.util.engine] INFO: Epoch: [3] [8600/11727] eta: 0:56:38 lr: 0.000100 data_time: 0.0029 iter_time: 1.0531 loss: 29.7167 (29.4140) loss_class: 0.7971 (0.8214) loss_bbox: 0.1936 (0.1974) loss_giou: 0.4037 (0.4246) loss_class_0: 1.0711 (1.0373) loss_bbox_0: 0.2020 (0.1959) loss_giou_0: 0.4120 (0.4336) loss_class_1: 0.9075 (0.9051) loss_bbox_1: 0.1910 (0.1966) loss_giou_1: 0.4078 (0.4270) loss_class_2: 0.8499 (0.8583) loss_bbox_2: 0.1899 (0.1954) loss_giou_2: 0.4112 (0.4246) loss_class_3: 0.8147 (0.8339) loss_bbox_3: 0.1940 (0.1964) loss_giou_3: 0.4037 (0.4241) loss_class_4: 0.8055 (0.8235) loss_bbox_4: 0.1965 (0.1969) loss_giou_4: 0.4031 (0.4245) loss_class_enc: 0.9707 (0.9609) loss_bbox_enc: 0.2524 (0.2380) loss_giou_enc: 0.4763 (0.4949) loss_class_dn: 0.4091 (0.4204) loss_bbox_dn: 0.3013 (0.3216) loss_giou_dn: 0.5033 (0.5077) loss_class_dn_0: 0.4821 (0.4955) loss_bbox_dn_0: 0.4234 (0.4261) loss_giou_dn_0: 0.6323 (0.6442) loss_class_dn_1: 0.4333 (0.4446) loss_bbox_dn_1: 0.3282 (0.3452) loss_giou_dn_1: 0.5297 (0.5371) loss_class_dn_2: 0.4186 (0.4253) loss_bbox_dn_2: 0.3049 (0.3257) loss_giou_dn_2: 0.5109 (0.5135) loss_class_dn_3: 0.4115 (0.4195) loss_bbox_dn_3: 0.3022 (0.3225) loss_giou_dn_3: 0.5053 (0.5087) loss_class_dn_4: 0.4130 (0.4188) loss_bbox_dn_4: 0.3013 (0.3216) loss_giou_dn_4: 0.5033 (0.5076) loss_class_hybrid: 0.7880 (0.8179) loss_bbox_hybrid: 0.2204 (0.2147) loss_giou_hybrid: 0.4253 (0.4616) loss_class_0_hybrid: 0.8788 (0.8867) loss_bbox_0_hybrid: 0.2321 (0.2254) loss_giou_0_hybrid: 0.4612 (0.4878) loss_class_1_hybrid: 0.8563 (0.8477) loss_bbox_1_hybrid: 0.2199 (0.2184) loss_giou_1_hybrid: 0.4347 (0.4693) loss_class_2_hybrid: 0.8158 (0.8326) loss_bbox_2_hybrid: 0.2215 (0.2148) loss_giou_2_hybrid: 0.4298 (0.4632) loss_class_3_hybrid: 0.8034 (0.8217) loss_bbox_3_hybrid: 0.2196 (0.2146) loss_giou_3_hybrid: 0.4251 (0.4620) loss_class_4_hybrid: 0.8172 (0.8176) loss_bbox_4_hybrid: 0.2190 (0.2148) loss_giou_4_hybrid: 0.4247 (0.4619) loss_class_enc_hybrid: 0.8162 (0.8369) loss_bbox_enc_hybrid: 0.2812 (0.2715) loss_giou_enc_hybrid: 0.5134 (0.5568) mem: 1027 max mem: 36965 [2024-01-15 01:32:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:33:35 det.util.engine] INFO: Epoch: [3] [8650/11727] eta: 0:55:44 lr: 0.000100 data_time: 0.0032 iter_time: 1.0949 loss: 28.6826 (29.4141) loss_class: 0.7894 (0.8215) loss_bbox: 0.1780 (0.1973) loss_giou: 0.4128 (0.4247) loss_class_0: 1.0568 (1.0373) loss_bbox_0: 0.1742 (0.1958) loss_giou_0: 0.4080 (0.4336) loss_class_1: 0.8600 (0.9051) loss_bbox_1: 0.1806 (0.1966) loss_giou_1: 0.4153 (0.4271) loss_class_2: 0.8124 (0.8582) loss_bbox_2: 0.1877 (0.1954) loss_giou_2: 0.4092 (0.4246) loss_class_3: 0.7965 (0.8339) loss_bbox_3: 0.1844 (0.1964) loss_giou_3: 0.4195 (0.4242) loss_class_4: 0.8043 (0.8235) loss_bbox_4: 0.1781 (0.1969) loss_giou_4: 0.4214 (0.4246) loss_class_enc: 1.0113 (0.9610) loss_bbox_enc: 0.2119 (0.2380) loss_giou_enc: 0.4568 (0.4949) loss_class_dn: 0.4094 (0.4204) loss_bbox_dn: 0.3202 (0.3217) loss_giou_dn: 0.5186 (0.5077) loss_class_dn_0: 0.4888 (0.4954) loss_bbox_dn_0: 0.4209 (0.4261) loss_giou_dn_0: 0.6414 (0.6442) loss_class_dn_1: 0.4329 (0.4445) loss_bbox_dn_1: 0.3475 (0.3452) loss_giou_dn_1: 0.5537 (0.5371) loss_class_dn_2: 0.4153 (0.4253) loss_bbox_dn_2: 0.3233 (0.3258) loss_giou_dn_2: 0.5272 (0.5135) loss_class_dn_3: 0.4107 (0.4194) loss_bbox_dn_3: 0.3197 (0.3225) loss_giou_dn_3: 0.5208 (0.5087) loss_class_dn_4: 0.4108 (0.4187) loss_bbox_dn_4: 0.3202 (0.3217) loss_giou_dn_4: 0.5187 (0.5076) loss_class_hybrid: 0.7912 (0.8180) loss_bbox_hybrid: 0.1879 (0.2147) loss_giou_hybrid: 0.4389 (0.4616) loss_class_0_hybrid: 0.9121 (0.8867) loss_bbox_0_hybrid: 0.2070 (0.2254) loss_giou_0_hybrid: 0.4706 (0.4878) loss_class_1_hybrid: 0.8370 (0.8478) loss_bbox_1_hybrid: 0.1902 (0.2184) loss_giou_1_hybrid: 0.4431 (0.4693) loss_class_2_hybrid: 0.8106 (0.8326) loss_bbox_2_hybrid: 0.1866 (0.2148) loss_giou_2_hybrid: 0.4380 (0.4632) loss_class_3_hybrid: 0.7883 (0.8217) loss_bbox_3_hybrid: 0.1844 (0.2146) loss_giou_3_hybrid: 0.4424 (0.4620) loss_class_4_hybrid: 0.7911 (0.8176) loss_bbox_4_hybrid: 0.1847 (0.2148) loss_giou_4_hybrid: 0.4398 (0.4619) loss_class_enc_hybrid: 0.8421 (0.8369) loss_bbox_enc_hybrid: 0.2570 (0.2714) loss_giou_enc_hybrid: 0.5475 (0.5568) mem: 1032 max mem: 36965 [2024-01-15 01:33:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:34:30 det.util.engine] INFO: Epoch: [3] [8700/11727] eta: 0:54:50 lr: 0.000100 data_time: 0.0033 iter_time: 1.0889 loss: 29.5420 (29.4136) loss_class: 0.8224 (0.8214) loss_bbox: 0.1917 (0.1973) loss_giou: 0.4492 (0.4247) loss_class_0: 1.0357 (1.0373) loss_bbox_0: 0.1842 (0.1958) loss_giou_0: 0.4363 (0.4336) loss_class_1: 0.8662 (0.9050) loss_bbox_1: 0.1882 (0.1966) loss_giou_1: 0.4473 (0.4272) loss_class_2: 0.8254 (0.8581) loss_bbox_2: 0.1939 (0.1954) loss_giou_2: 0.4341 (0.4247) loss_class_3: 0.8078 (0.8338) loss_bbox_3: 0.1922 (0.1964) loss_giou_3: 0.4302 (0.4243) loss_class_4: 0.8040 (0.8235) loss_bbox_4: 0.1922 (0.1969) loss_giou_4: 0.4394 (0.4247) loss_class_enc: 0.9173 (0.9609) loss_bbox_enc: 0.2299 (0.2380) loss_giou_enc: 0.5066 (0.4949) loss_class_dn: 0.4125 (0.4204) loss_bbox_dn: 0.2885 (0.3216) loss_giou_dn: 0.4988 (0.5077) loss_class_dn_0: 0.4862 (0.4954) loss_bbox_dn_0: 0.4065 (0.4260) loss_giou_dn_0: 0.6519 (0.6442) loss_class_dn_1: 0.4416 (0.4445) loss_bbox_dn_1: 0.3241 (0.3452) loss_giou_dn_1: 0.5417 (0.5371) loss_class_dn_2: 0.4218 (0.4253) loss_bbox_dn_2: 0.2999 (0.3257) loss_giou_dn_2: 0.5009 (0.5135) loss_class_dn_3: 0.4135 (0.4194) loss_bbox_dn_3: 0.2886 (0.3224) loss_giou_dn_3: 0.4992 (0.5087) loss_class_dn_4: 0.4095 (0.4187) loss_bbox_dn_4: 0.2884 (0.3216) loss_giou_dn_4: 0.4987 (0.5076) loss_class_hybrid: 0.7838 (0.8179) loss_bbox_hybrid: 0.2098 (0.2147) loss_giou_hybrid: 0.4746 (0.4617) loss_class_0_hybrid: 0.8595 (0.8866) loss_bbox_0_hybrid: 0.2247 (0.2254) loss_giou_0_hybrid: 0.4897 (0.4879) loss_class_1_hybrid: 0.8063 (0.8476) loss_bbox_1_hybrid: 0.2188 (0.2184) loss_giou_1_hybrid: 0.4836 (0.4694) loss_class_2_hybrid: 0.8056 (0.8325) loss_bbox_2_hybrid: 0.2118 (0.2148) loss_giou_2_hybrid: 0.4682 (0.4633) loss_class_3_hybrid: 0.8069 (0.8216) loss_bbox_3_hybrid: 0.2107 (0.2146) loss_giou_3_hybrid: 0.4731 (0.4621) loss_class_4_hybrid: 0.7926 (0.8176) loss_bbox_4_hybrid: 0.2077 (0.2148) loss_giou_4_hybrid: 0.4713 (0.4620) loss_class_enc_hybrid: 0.7846 (0.8368) loss_bbox_enc_hybrid: 0.2643 (0.2715) loss_giou_enc_hybrid: 0.5604 (0.5568) mem: 1019 max mem: 36965 [2024-01-15 01:34:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:35:24 det.util.engine] INFO: Epoch: [3] [8750/11727] eta: 0:53:55 lr: 0.000100 data_time: 0.0034 iter_time: 1.0923 loss: 28.3687 (29.4138) loss_class: 0.7898 (0.8214) loss_bbox: 0.1868 (0.1973) loss_giou: 0.3795 (0.4248) loss_class_0: 0.9928 (1.0373) loss_bbox_0: 0.1929 (0.1958) loss_giou_0: 0.4031 (0.4336) loss_class_1: 0.8587 (0.9049) loss_bbox_1: 0.1953 (0.1966) loss_giou_1: 0.3839 (0.4272) loss_class_2: 0.8106 (0.8580) loss_bbox_2: 0.1944 (0.1955) loss_giou_2: 0.3864 (0.4248) loss_class_3: 0.7876 (0.8337) loss_bbox_3: 0.1956 (0.1964) loss_giou_3: 0.4043 (0.4243) loss_class_4: 0.7912 (0.8234) loss_bbox_4: 0.1874 (0.1969) loss_giou_4: 0.3951 (0.4247) loss_class_enc: 0.9362 (0.9610) loss_bbox_enc: 0.2231 (0.2380) loss_giou_enc: 0.4490 (0.4949) loss_class_dn: 0.3975 (0.4203) loss_bbox_dn: 0.3080 (0.3216) loss_giou_dn: 0.4663 (0.5077) loss_class_dn_0: 0.4886 (0.4954) loss_bbox_dn_0: 0.4038 (0.4261) loss_giou_dn_0: 0.6165 (0.6442) loss_class_dn_1: 0.4297 (0.4445) loss_bbox_dn_1: 0.3271 (0.3452) loss_giou_dn_1: 0.4986 (0.5371) loss_class_dn_2: 0.4030 (0.4253) loss_bbox_dn_2: 0.3135 (0.3257) loss_giou_dn_2: 0.4755 (0.5136) loss_class_dn_3: 0.3985 (0.4194) loss_bbox_dn_3: 0.3078 (0.3225) loss_giou_dn_3: 0.4694 (0.5088) loss_class_dn_4: 0.3996 (0.4187) loss_bbox_dn_4: 0.3081 (0.3216) loss_giou_dn_4: 0.4663 (0.5076) loss_class_hybrid: 0.7760 (0.8178) loss_bbox_hybrid: 0.2145 (0.2147) loss_giou_hybrid: 0.4321 (0.4617) loss_class_0_hybrid: 0.8620 (0.8866) loss_bbox_0_hybrid: 0.2234 (0.2254) loss_giou_0_hybrid: 0.4529 (0.4879) loss_class_1_hybrid: 0.8186 (0.8476) loss_bbox_1_hybrid: 0.2151 (0.2184) loss_giou_1_hybrid: 0.4505 (0.4694) loss_class_2_hybrid: 0.8049 (0.8324) loss_bbox_2_hybrid: 0.2141 (0.2148) loss_giou_2_hybrid: 0.4370 (0.4633) loss_class_3_hybrid: 0.7827 (0.8215) loss_bbox_3_hybrid: 0.2194 (0.2147) loss_giou_3_hybrid: 0.4340 (0.4622) loss_class_4_hybrid: 0.7793 (0.8175) loss_bbox_4_hybrid: 0.2184 (0.2148) loss_giou_4_hybrid: 0.4333 (0.4620) loss_class_enc_hybrid: 0.8327 (0.8368) loss_bbox_enc_hybrid: 0.2771 (0.2715) loss_giou_enc_hybrid: 0.5025 (0.5568) mem: 1034 max mem: 36965 [2024-01-15 01:35:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:36:18 det.util.engine] INFO: Epoch: [3] [8800/11727] eta: 0:53:01 lr: 0.000100 data_time: 0.0031 iter_time: 1.0705 loss: 28.9807 (29.4100) loss_class: 0.8310 (0.8213) loss_bbox: 0.1913 (0.1973) loss_giou: 0.4072 (0.4247) loss_class_0: 1.0345 (1.0372) loss_bbox_0: 0.1915 (0.1958) loss_giou_0: 0.4230 (0.4336) loss_class_1: 0.8933 (0.9047) loss_bbox_1: 0.1887 (0.1966) loss_giou_1: 0.4164 (0.4272) loss_class_2: 0.8487 (0.8579) loss_bbox_2: 0.1829 (0.1954) loss_giou_2: 0.4122 (0.4247) loss_class_3: 0.8366 (0.8336) loss_bbox_3: 0.1920 (0.1964) loss_giou_3: 0.4073 (0.4243) loss_class_4: 0.8261 (0.8233) loss_bbox_4: 0.1921 (0.1968) loss_giou_4: 0.4069 (0.4247) loss_class_enc: 0.9458 (0.9609) loss_bbox_enc: 0.2330 (0.2379) loss_giou_enc: 0.4865 (0.4949) loss_class_dn: 0.4148 (0.4203) loss_bbox_dn: 0.2818 (0.3216) loss_giou_dn: 0.4944 (0.5077) loss_class_dn_0: 0.4954 (0.4954) loss_bbox_dn_0: 0.3637 (0.4260) loss_giou_dn_0: 0.6371 (0.6441) loss_class_dn_1: 0.4421 (0.4444) loss_bbox_dn_1: 0.2904 (0.3451) loss_giou_dn_1: 0.5268 (0.5370) loss_class_dn_2: 0.4230 (0.4252) loss_bbox_dn_2: 0.2833 (0.3257) loss_giou_dn_2: 0.5030 (0.5135) loss_class_dn_3: 0.4167 (0.4194) loss_bbox_dn_3: 0.2809 (0.3224) loss_giou_dn_3: 0.4947 (0.5087) loss_class_dn_4: 0.4148 (0.4186) loss_bbox_dn_4: 0.2818 (0.3216) loss_giou_dn_4: 0.4940 (0.5075) loss_class_hybrid: 0.8116 (0.8177) loss_bbox_hybrid: 0.1981 (0.2147) loss_giou_hybrid: 0.4466 (0.4617) loss_class_0_hybrid: 0.8743 (0.8866) loss_bbox_0_hybrid: 0.2202 (0.2253) loss_giou_0_hybrid: 0.4435 (0.4879) loss_class_1_hybrid: 0.8123 (0.8474) loss_bbox_1_hybrid: 0.2074 (0.2184) loss_giou_1_hybrid: 0.4432 (0.4694) loss_class_2_hybrid: 0.8077 (0.8323) loss_bbox_2_hybrid: 0.2048 (0.2148) loss_giou_2_hybrid: 0.4430 (0.4633) loss_class_3_hybrid: 0.7964 (0.8214) loss_bbox_3_hybrid: 0.1989 (0.2146) loss_giou_3_hybrid: 0.4461 (0.4621) loss_class_4_hybrid: 0.8138 (0.8173) loss_bbox_4_hybrid: 0.1995 (0.2148) loss_giou_4_hybrid: 0.4486 (0.4620) loss_class_enc_hybrid: 0.8432 (0.8367) loss_bbox_enc_hybrid: 0.2567 (0.2714) loss_giou_enc_hybrid: 0.5179 (0.5568) mem: 1013 max mem: 36965 [2024-01-15 01:36:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:37:12 det.util.engine] INFO: Epoch: [3] [8850/11727] eta: 0:52:06 lr: 0.000100 data_time: 0.0031 iter_time: 1.0596 loss: 28.8731 (29.4082) loss_class: 0.7807 (0.8212) loss_bbox: 0.1939 (0.1972) loss_giou: 0.4112 (0.4248) loss_class_0: 0.9884 (1.0371) loss_bbox_0: 0.2097 (0.1958) loss_giou_0: 0.4448 (0.4336) loss_class_1: 0.8893 (0.9047) loss_bbox_1: 0.2019 (0.1966) loss_giou_1: 0.4123 (0.4272) loss_class_2: 0.8188 (0.8579) loss_bbox_2: 0.1995 (0.1954) loss_giou_2: 0.4095 (0.4248) loss_class_3: 0.7915 (0.8335) loss_bbox_3: 0.1955 (0.1963) loss_giou_3: 0.4169 (0.4243) loss_class_4: 0.7897 (0.8233) loss_bbox_4: 0.1864 (0.1968) loss_giou_4: 0.4097 (0.4247) loss_class_enc: 0.8824 (0.9608) loss_bbox_enc: 0.2448 (0.2379) loss_giou_enc: 0.4787 (0.4949) loss_class_dn: 0.4093 (0.4202) loss_bbox_dn: 0.2911 (0.3215) loss_giou_dn: 0.5161 (0.5077) loss_class_dn_0: 0.4822 (0.4953) loss_bbox_dn_0: 0.3997 (0.4259) loss_giou_dn_0: 0.6426 (0.6441) loss_class_dn_1: 0.4325 (0.4444) loss_bbox_dn_1: 0.3170 (0.3450) loss_giou_dn_1: 0.5478 (0.5370) loss_class_dn_2: 0.4159 (0.4252) loss_bbox_dn_2: 0.2889 (0.3256) loss_giou_dn_2: 0.5186 (0.5135) loss_class_dn_3: 0.4121 (0.4193) loss_bbox_dn_3: 0.2901 (0.3223) loss_giou_dn_3: 0.5181 (0.5087) loss_class_dn_4: 0.4094 (0.4186) loss_bbox_dn_4: 0.2911 (0.3215) loss_giou_dn_4: 0.5159 (0.5075) loss_class_hybrid: 0.7766 (0.8176) loss_bbox_hybrid: 0.2119 (0.2147) loss_giou_hybrid: 0.4215 (0.4618) loss_class_0_hybrid: 0.8354 (0.8865) loss_bbox_0_hybrid: 0.2271 (0.2253) loss_giou_0_hybrid: 0.4507 (0.4879) loss_class_1_hybrid: 0.8010 (0.8474) loss_bbox_1_hybrid: 0.2194 (0.2184) loss_giou_1_hybrid: 0.4273 (0.4695) loss_class_2_hybrid: 0.7963 (0.8322) loss_bbox_2_hybrid: 0.2146 (0.2148) loss_giou_2_hybrid: 0.4249 (0.4633) loss_class_3_hybrid: 0.7897 (0.8213) loss_bbox_3_hybrid: 0.2155 (0.2146) loss_giou_3_hybrid: 0.4217 (0.4622) loss_class_4_hybrid: 0.7709 (0.8173) loss_bbox_4_hybrid: 0.2133 (0.2147) loss_giou_4_hybrid: 0.4219 (0.4621) loss_class_enc_hybrid: 0.8076 (0.8367) loss_bbox_enc_hybrid: 0.2655 (0.2714) loss_giou_enc_hybrid: 0.5155 (0.5568) mem: 1033 max mem: 36965 [2024-01-15 01:37:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:38:06 det.util.engine] INFO: Epoch: [3] [8900/11727] eta: 0:51:12 lr: 0.000100 data_time: 0.0034 iter_time: 1.1020 loss: 29.4034 (29.4044) loss_class: 0.7612 (0.8212) loss_bbox: 0.1813 (0.1972) loss_giou: 0.4264 (0.4248) loss_class_0: 0.9950 (1.0370) loss_bbox_0: 0.1754 (0.1957) loss_giou_0: 0.4168 (0.4336) loss_class_1: 0.8488 (0.9046) loss_bbox_1: 0.1698 (0.1965) loss_giou_1: 0.4234 (0.4272) loss_class_2: 0.7983 (0.8578) loss_bbox_2: 0.1793 (0.1953) loss_giou_2: 0.4319 (0.4247) loss_class_3: 0.7646 (0.8335) loss_bbox_3: 0.1815 (0.1962) loss_giou_3: 0.4375 (0.4243) loss_class_4: 0.7514 (0.8232) loss_bbox_4: 0.1819 (0.1967) loss_giou_4: 0.4378 (0.4247) loss_class_enc: 0.9265 (0.9607) loss_bbox_enc: 0.2227 (0.2378) loss_giou_enc: 0.4827 (0.4948) loss_class_dn: 0.4118 (0.4202) loss_bbox_dn: 0.3102 (0.3214) loss_giou_dn: 0.5180 (0.5076) loss_class_dn_0: 0.4859 (0.4953) loss_bbox_dn_0: 0.4069 (0.4258) loss_giou_dn_0: 0.6410 (0.6441) loss_class_dn_1: 0.4395 (0.4444) loss_bbox_dn_1: 0.3292 (0.3449) loss_giou_dn_1: 0.5383 (0.5370) loss_class_dn_2: 0.4151 (0.4251) loss_bbox_dn_2: 0.3147 (0.3254) loss_giou_dn_2: 0.5221 (0.5135) loss_class_dn_3: 0.4124 (0.4193) loss_bbox_dn_3: 0.3118 (0.3222) loss_giou_dn_3: 0.5179 (0.5087) loss_class_dn_4: 0.4132 (0.4186) loss_bbox_dn_4: 0.3101 (0.3214) loss_giou_dn_4: 0.5181 (0.5075) loss_class_hybrid: 0.7671 (0.8175) loss_bbox_hybrid: 0.2068 (0.2146) loss_giou_hybrid: 0.4661 (0.4618) loss_class_0_hybrid: 0.8156 (0.8864) loss_bbox_0_hybrid: 0.2137 (0.2253) loss_giou_0_hybrid: 0.4868 (0.4879) loss_class_1_hybrid: 0.7922 (0.8472) loss_bbox_1_hybrid: 0.2083 (0.2183) loss_giou_1_hybrid: 0.4723 (0.4695) loss_class_2_hybrid: 0.7722 (0.8321) loss_bbox_2_hybrid: 0.2034 (0.2147) loss_giou_2_hybrid: 0.4681 (0.4634) loss_class_3_hybrid: 0.7643 (0.8212) loss_bbox_3_hybrid: 0.2044 (0.2145) loss_giou_3_hybrid: 0.4631 (0.4622) loss_class_4_hybrid: 0.7666 (0.8171) loss_bbox_4_hybrid: 0.2086 (0.2147) loss_giou_4_hybrid: 0.4669 (0.4621) loss_class_enc_hybrid: 0.7898 (0.8366) loss_bbox_enc_hybrid: 0.2622 (0.2713) loss_giou_enc_hybrid: 0.5388 (0.5568) mem: 1021 max mem: 36965 [2024-01-15 01:38:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:39:00 det.util.engine] INFO: Epoch: [3] [8950/11727] eta: 0:50:17 lr: 0.000100 data_time: 0.0033 iter_time: 1.1005 loss: 28.6243 (29.4015) loss_class: 0.7901 (0.8211) loss_bbox: 0.1839 (0.1972) loss_giou: 0.4032 (0.4247) loss_class_0: 1.0173 (1.0370) loss_bbox_0: 0.1886 (0.1957) loss_giou_0: 0.4220 (0.4335) loss_class_1: 0.8635 (0.9045) loss_bbox_1: 0.1807 (0.1965) loss_giou_1: 0.4144 (0.4271) loss_class_2: 0.8145 (0.8577) loss_bbox_2: 0.1801 (0.1953) loss_giou_2: 0.4101 (0.4247) loss_class_3: 0.8299 (0.8334) loss_bbox_3: 0.1755 (0.1962) loss_giou_3: 0.4088 (0.4242) loss_class_4: 0.7998 (0.8231) loss_bbox_4: 0.1791 (0.1967) loss_giou_4: 0.4033 (0.4246) loss_class_enc: 0.9563 (0.9606) loss_bbox_enc: 0.2205 (0.2378) loss_giou_enc: 0.4772 (0.4947) loss_class_dn: 0.4137 (0.4201) loss_bbox_dn: 0.3042 (0.3214) loss_giou_dn: 0.4843 (0.5075) loss_class_dn_0: 0.4933 (0.4953) loss_bbox_dn_0: 0.3830 (0.4258) loss_giou_dn_0: 0.6119 (0.6439) loss_class_dn_1: 0.4376 (0.4443) loss_bbox_dn_1: 0.3232 (0.3449) loss_giou_dn_1: 0.5078 (0.5369) loss_class_dn_2: 0.4124 (0.4251) loss_bbox_dn_2: 0.3034 (0.3255) loss_giou_dn_2: 0.4924 (0.5134) loss_class_dn_3: 0.4084 (0.4192) loss_bbox_dn_3: 0.3018 (0.3222) loss_giou_dn_3: 0.4862 (0.5086) loss_class_dn_4: 0.4119 (0.4185) loss_bbox_dn_4: 0.3041 (0.3214) loss_giou_dn_4: 0.4842 (0.5074) loss_class_hybrid: 0.8046 (0.8174) loss_bbox_hybrid: 0.1841 (0.2146) loss_giou_hybrid: 0.4422 (0.4616) loss_class_0_hybrid: 0.8649 (0.8864) loss_bbox_0_hybrid: 0.1981 (0.2252) loss_giou_0_hybrid: 0.4681 (0.4878) loss_class_1_hybrid: 0.8233 (0.8472) loss_bbox_1_hybrid: 0.1881 (0.2183) loss_giou_1_hybrid: 0.4529 (0.4693) loss_class_2_hybrid: 0.8073 (0.8320) loss_bbox_2_hybrid: 0.1828 (0.2147) loss_giou_2_hybrid: 0.4481 (0.4632) loss_class_3_hybrid: 0.8114 (0.8212) loss_bbox_3_hybrid: 0.1793 (0.2145) loss_giou_3_hybrid: 0.4450 (0.4621) loss_class_4_hybrid: 0.8055 (0.8171) loss_bbox_4_hybrid: 0.1795 (0.2146) loss_giou_4_hybrid: 0.4449 (0.4619) loss_class_enc_hybrid: 0.8048 (0.8366) loss_bbox_enc_hybrid: 0.2442 (0.2713) loss_giou_enc_hybrid: 0.5328 (0.5566) mem: 1035 max mem: 36965 [2024-01-15 01:39:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:39:54 det.util.engine] INFO: Epoch: [3] [9000/11727] eta: 0:49:23 lr: 0.000100 data_time: 0.0027 iter_time: 1.0846 loss: 28.6999 (29.3985) loss_class: 0.7892 (0.8210) loss_bbox: 0.2136 (0.1972) loss_giou: 0.4049 (0.4246) loss_class_0: 1.0219 (1.0369) loss_bbox_0: 0.1990 (0.1957) loss_giou_0: 0.4062 (0.4334) loss_class_1: 0.8931 (0.9044) loss_bbox_1: 0.2023 (0.1965) loss_giou_1: 0.3991 (0.4271) loss_class_2: 0.8375 (0.8575) loss_bbox_2: 0.2004 (0.1953) loss_giou_2: 0.4016 (0.4247) loss_class_3: 0.8095 (0.8333) loss_bbox_3: 0.2047 (0.1963) loss_giou_3: 0.4040 (0.4242) loss_class_4: 0.8048 (0.8230) loss_bbox_4: 0.2041 (0.1967) loss_giou_4: 0.4050 (0.4246) loss_class_enc: 0.9587 (0.9605) loss_bbox_enc: 0.2647 (0.2378) loss_giou_enc: 0.4500 (0.4947) loss_class_dn: 0.4049 (0.4201) loss_bbox_dn: 0.3027 (0.3213) loss_giou_dn: 0.4928 (0.5075) loss_class_dn_0: 0.4885 (0.4953) loss_bbox_dn_0: 0.4335 (0.4258) loss_giou_dn_0: 0.6261 (0.6439) loss_class_dn_1: 0.4384 (0.4443) loss_bbox_dn_1: 0.3419 (0.3449) loss_giou_dn_1: 0.5240 (0.5368) loss_class_dn_2: 0.4130 (0.4250) loss_bbox_dn_2: 0.3073 (0.3254) loss_giou_dn_2: 0.4997 (0.5133) loss_class_dn_3: 0.4080 (0.4192) loss_bbox_dn_3: 0.3023 (0.3222) loss_giou_dn_3: 0.4964 (0.5085) loss_class_dn_4: 0.4046 (0.4185) loss_bbox_dn_4: 0.3027 (0.3213) loss_giou_dn_4: 0.4925 (0.5073) loss_class_hybrid: 0.8002 (0.8173) loss_bbox_hybrid: 0.2307 (0.2146) loss_giou_hybrid: 0.4209 (0.4616) loss_class_0_hybrid: 0.8753 (0.8863) loss_bbox_0_hybrid: 0.2219 (0.2252) loss_giou_0_hybrid: 0.4467 (0.4877) loss_class_1_hybrid: 0.8367 (0.8471) loss_bbox_1_hybrid: 0.2274 (0.2183) loss_giou_1_hybrid: 0.4205 (0.4693) loss_class_2_hybrid: 0.8076 (0.8319) loss_bbox_2_hybrid: 0.2278 (0.2147) loss_giou_2_hybrid: 0.4166 (0.4632) loss_class_3_hybrid: 0.7903 (0.8210) loss_bbox_3_hybrid: 0.2294 (0.2145) loss_giou_3_hybrid: 0.4198 (0.4620) loss_class_4_hybrid: 0.7960 (0.8170) loss_bbox_4_hybrid: 0.2320 (0.2147) loss_giou_4_hybrid: 0.4205 (0.4619) loss_class_enc_hybrid: 0.8541 (0.8365) loss_bbox_enc_hybrid: 0.2768 (0.2713) loss_giou_enc_hybrid: 0.5201 (0.5566) mem: 1037 max mem: 36965 [2024-01-15 01:39:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:40:48 det.util.engine] INFO: Epoch: [3] [9050/11727] eta: 0:48:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.0551 loss: 30.6961 (29.4027) loss_class: 0.8848 (0.8214) loss_bbox: 0.1740 (0.1971) loss_giou: 0.4228 (0.4246) loss_class_0: 1.1289 (1.0372) loss_bbox_0: 0.1843 (0.1957) loss_giou_0: 0.4248 (0.4334) loss_class_1: 0.9887 (0.9047) loss_bbox_1: 0.1737 (0.1964) loss_giou_1: 0.4192 (0.4270) loss_class_2: 0.9214 (0.8579) loss_bbox_2: 0.1754 (0.1953) loss_giou_2: 0.4137 (0.4247) loss_class_3: 0.8947 (0.8336) loss_bbox_3: 0.1739 (0.1962) loss_giou_3: 0.4092 (0.4241) loss_class_4: 0.9009 (0.8234) loss_bbox_4: 0.1746 (0.1967) loss_giou_4: 0.4226 (0.4246) loss_class_enc: 1.0020 (0.9607) loss_bbox_enc: 0.2158 (0.2378) loss_giou_enc: 0.4919 (0.4947) loss_class_dn: 0.4172 (0.4200) loss_bbox_dn: 0.3187 (0.3214) loss_giou_dn: 0.5288 (0.5075) loss_class_dn_0: 0.4932 (0.4953) loss_bbox_dn_0: 0.4130 (0.4259) loss_giou_dn_0: 0.6742 (0.6439) loss_class_dn_1: 0.4459 (0.4443) loss_bbox_dn_1: 0.3441 (0.3450) loss_giou_dn_1: 0.5656 (0.5369) loss_class_dn_2: 0.4274 (0.4250) loss_bbox_dn_2: 0.3190 (0.3255) loss_giou_dn_2: 0.5402 (0.5133) loss_class_dn_3: 0.4204 (0.4192) loss_bbox_dn_3: 0.3179 (0.3223) loss_giou_dn_3: 0.5310 (0.5085) loss_class_dn_4: 0.4167 (0.4184) loss_bbox_dn_4: 0.3188 (0.3214) loss_giou_dn_4: 0.5286 (0.5074) loss_class_hybrid: 0.8364 (0.8175) loss_bbox_hybrid: 0.2005 (0.2146) loss_giou_hybrid: 0.4678 (0.4617) loss_class_0_hybrid: 0.9164 (0.8865) loss_bbox_0_hybrid: 0.2103 (0.2252) loss_giou_0_hybrid: 0.4928 (0.4877) loss_class_1_hybrid: 0.8555 (0.8473) loss_bbox_1_hybrid: 0.2008 (0.2183) loss_giou_1_hybrid: 0.4743 (0.4693) loss_class_2_hybrid: 0.8559 (0.8322) loss_bbox_2_hybrid: 0.1960 (0.2146) loss_giou_2_hybrid: 0.4670 (0.4632) loss_class_3_hybrid: 0.8285 (0.8213) loss_bbox_3_hybrid: 0.2006 (0.2145) loss_giou_3_hybrid: 0.4690 (0.4621) loss_class_4_hybrid: 0.8347 (0.8172) loss_bbox_4_hybrid: 0.2007 (0.2146) loss_giou_4_hybrid: 0.4690 (0.4620) loss_class_enc_hybrid: 0.8763 (0.8366) loss_bbox_enc_hybrid: 0.2483 (0.2713) loss_giou_enc_hybrid: 0.5499 (0.5566) mem: 1024 max mem: 36965 [2024-01-15 01:40:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:41:41 det.util.engine] INFO: Epoch: [3] [9100/11727] eta: 0:47:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0740 loss: 28.0813 (29.4021) loss_class: 0.8031 (0.8215) loss_bbox: 0.1686 (0.1971) loss_giou: 0.4110 (0.4246) loss_class_0: 1.0032 (1.0372) loss_bbox_0: 0.1740 (0.1957) loss_giou_0: 0.4196 (0.4334) loss_class_1: 0.8530 (0.9048) loss_bbox_1: 0.1743 (0.1964) loss_giou_1: 0.4110 (0.4270) loss_class_2: 0.8434 (0.8579) loss_bbox_2: 0.1725 (0.1953) loss_giou_2: 0.4104 (0.4246) loss_class_3: 0.8188 (0.8337) loss_bbox_3: 0.1724 (0.1962) loss_giou_3: 0.4122 (0.4241) loss_class_4: 0.8079 (0.8234) loss_bbox_4: 0.1727 (0.1967) loss_giou_4: 0.4106 (0.4245) loss_class_enc: 0.9565 (0.9608) loss_bbox_enc: 0.2139 (0.2378) loss_giou_enc: 0.4744 (0.4946) loss_class_dn: 0.4173 (0.4201) loss_bbox_dn: 0.2804 (0.3214) loss_giou_dn: 0.4983 (0.5075) loss_class_dn_0: 0.4955 (0.4953) loss_bbox_dn_0: 0.3603 (0.4259) loss_giou_dn_0: 0.6414 (0.6438) loss_class_dn_1: 0.4440 (0.4443) loss_bbox_dn_1: 0.2946 (0.3450) loss_giou_dn_1: 0.5290 (0.5368) loss_class_dn_2: 0.4268 (0.4251) loss_bbox_dn_2: 0.2810 (0.3255) loss_giou_dn_2: 0.5063 (0.5133) loss_class_dn_3: 0.4247 (0.4192) loss_bbox_dn_3: 0.2794 (0.3222) loss_giou_dn_3: 0.5000 (0.5085) loss_class_dn_4: 0.4201 (0.4185) loss_bbox_dn_4: 0.2804 (0.3214) loss_giou_dn_4: 0.4983 (0.5073) loss_class_hybrid: 0.8116 (0.8176) loss_bbox_hybrid: 0.1864 (0.2145) loss_giou_hybrid: 0.4626 (0.4616) loss_class_0_hybrid: 0.8621 (0.8865) loss_bbox_0_hybrid: 0.1935 (0.2252) loss_giou_0_hybrid: 0.4884 (0.4877) loss_class_1_hybrid: 0.8251 (0.8474) loss_bbox_1_hybrid: 0.1855 (0.2182) loss_giou_1_hybrid: 0.4764 (0.4693) loss_class_2_hybrid: 0.8107 (0.8322) loss_bbox_2_hybrid: 0.1864 (0.2146) loss_giou_2_hybrid: 0.4666 (0.4632) loss_class_3_hybrid: 0.8011 (0.8213) loss_bbox_3_hybrid: 0.1888 (0.2144) loss_giou_3_hybrid: 0.4649 (0.4620) loss_class_4_hybrid: 0.8093 (0.8173) loss_bbox_4_hybrid: 0.1872 (0.2146) loss_giou_4_hybrid: 0.4638 (0.4619) loss_class_enc_hybrid: 0.8300 (0.8368) loss_bbox_enc_hybrid: 0.2425 (0.2712) loss_giou_enc_hybrid: 0.5567 (0.5565) mem: 1023 max mem: 36965 [2024-01-15 01:41:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:42:36 det.util.engine] INFO: Epoch: [3] [9150/11727] eta: 0:46:40 lr: 0.000100 data_time: 0.0027 iter_time: 1.1199 loss: 29.2743 (29.4026) loss_class: 0.8252 (0.8215) loss_bbox: 0.1831 (0.1971) loss_giou: 0.4326 (0.4245) loss_class_0: 1.0182 (1.0374) loss_bbox_0: 0.1747 (0.1957) loss_giou_0: 0.4444 (0.4333) loss_class_1: 0.8808 (0.9048) loss_bbox_1: 0.1779 (0.1965) loss_giou_1: 0.4292 (0.4270) loss_class_2: 0.8585 (0.8579) loss_bbox_2: 0.1722 (0.1953) loss_giou_2: 0.4301 (0.4246) loss_class_3: 0.8296 (0.8337) loss_bbox_3: 0.1773 (0.1963) loss_giou_3: 0.4264 (0.4241) loss_class_4: 0.8147 (0.8234) loss_bbox_4: 0.1852 (0.1967) loss_giou_4: 0.4303 (0.4245) loss_class_enc: 0.9286 (0.9608) loss_bbox_enc: 0.2245 (0.2378) loss_giou_enc: 0.5030 (0.4946) loss_class_dn: 0.4205 (0.4200) loss_bbox_dn: 0.3006 (0.3215) loss_giou_dn: 0.5042 (0.5074) loss_class_dn_0: 0.4877 (0.4953) loss_bbox_dn_0: 0.4003 (0.4260) loss_giou_dn_0: 0.6467 (0.6438) loss_class_dn_1: 0.4300 (0.4443) loss_bbox_dn_1: 0.3299 (0.3451) loss_giou_dn_1: 0.5350 (0.5368) loss_class_dn_2: 0.4155 (0.4250) loss_bbox_dn_2: 0.3034 (0.3256) loss_giou_dn_2: 0.5098 (0.5132) loss_class_dn_3: 0.4139 (0.4192) loss_bbox_dn_3: 0.2999 (0.3223) loss_giou_dn_3: 0.5050 (0.5085) loss_class_dn_4: 0.4153 (0.4184) loss_bbox_dn_4: 0.3006 (0.3215) loss_giou_dn_4: 0.5038 (0.5073) loss_class_hybrid: 0.8056 (0.8176) loss_bbox_hybrid: 0.1961 (0.2146) loss_giou_hybrid: 0.4822 (0.4616) loss_class_0_hybrid: 0.8680 (0.8866) loss_bbox_0_hybrid: 0.2006 (0.2252) loss_giou_0_hybrid: 0.5025 (0.4876) loss_class_1_hybrid: 0.8343 (0.8474) loss_bbox_1_hybrid: 0.1936 (0.2183) loss_giou_1_hybrid: 0.4851 (0.4692) loss_class_2_hybrid: 0.8159 (0.8322) loss_bbox_2_hybrid: 0.1956 (0.2147) loss_giou_2_hybrid: 0.4798 (0.4631) loss_class_3_hybrid: 0.7949 (0.8213) loss_bbox_3_hybrid: 0.1945 (0.2145) loss_giou_3_hybrid: 0.4834 (0.4620) loss_class_4_hybrid: 0.7939 (0.8173) loss_bbox_4_hybrid: 0.1968 (0.2147) loss_giou_4_hybrid: 0.4829 (0.4619) loss_class_enc_hybrid: 0.8065 (0.8368) loss_bbox_enc_hybrid: 0.2534 (0.2713) loss_giou_enc_hybrid: 0.5852 (0.5564) mem: 1025 max mem: 36965 [2024-01-15 01:42:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:43:30 det.util.engine] INFO: Epoch: [3] [9200/11727] eta: 0:45:45 lr: 0.000100 data_time: 0.0028 iter_time: 1.0931 loss: 28.8128 (29.4011) loss_class: 0.8279 (0.8214) loss_bbox: 0.1948 (0.1972) loss_giou: 0.3948 (0.4245) loss_class_0: 1.0021 (1.0372) loss_bbox_0: 0.1908 (0.1957) loss_giou_0: 0.4091 (0.4333) loss_class_1: 0.8755 (0.9046) loss_bbox_1: 0.1824 (0.1965) loss_giou_1: 0.3894 (0.4270) loss_class_2: 0.8422 (0.8579) loss_bbox_2: 0.1926 (0.1953) loss_giou_2: 0.4080 (0.4246) loss_class_3: 0.8524 (0.8336) loss_bbox_3: 0.1907 (0.1962) loss_giou_3: 0.3842 (0.4241) loss_class_4: 0.8276 (0.8234) loss_bbox_4: 0.1961 (0.1967) loss_giou_4: 0.3938 (0.4245) loss_class_enc: 0.9109 (0.9606) loss_bbox_enc: 0.2362 (0.2378) loss_giou_enc: 0.4768 (0.4946) loss_class_dn: 0.4101 (0.4200) loss_bbox_dn: 0.2811 (0.3215) loss_giou_dn: 0.4893 (0.5074) loss_class_dn_0: 0.4823 (0.4952) loss_bbox_dn_0: 0.3812 (0.4259) loss_giou_dn_0: 0.6285 (0.6438) loss_class_dn_1: 0.4341 (0.4442) loss_bbox_dn_1: 0.3037 (0.3450) loss_giou_dn_1: 0.5094 (0.5368) loss_class_dn_2: 0.4133 (0.4250) loss_bbox_dn_2: 0.2877 (0.3256) loss_giou_dn_2: 0.4932 (0.5132) loss_class_dn_3: 0.4104 (0.4191) loss_bbox_dn_3: 0.2819 (0.3223) loss_giou_dn_3: 0.4906 (0.5084) loss_class_dn_4: 0.4114 (0.4184) loss_bbox_dn_4: 0.2808 (0.3215) loss_giou_dn_4: 0.4893 (0.5073) loss_class_hybrid: 0.7907 (0.8175) loss_bbox_hybrid: 0.2183 (0.2146) loss_giou_hybrid: 0.4405 (0.4616) loss_class_0_hybrid: 0.8829 (0.8865) loss_bbox_0_hybrid: 0.2220 (0.2252) loss_giou_0_hybrid: 0.4419 (0.4876) loss_class_1_hybrid: 0.8243 (0.8473) loss_bbox_1_hybrid: 0.2126 (0.2183) loss_giou_1_hybrid: 0.4498 (0.4692) loss_class_2_hybrid: 0.8198 (0.8322) loss_bbox_2_hybrid: 0.2137 (0.2147) loss_giou_2_hybrid: 0.4359 (0.4631) loss_class_3_hybrid: 0.8057 (0.8213) loss_bbox_3_hybrid: 0.2191 (0.2145) loss_giou_3_hybrid: 0.4377 (0.4620) loss_class_4_hybrid: 0.8027 (0.8172) loss_bbox_4_hybrid: 0.2176 (0.2147) loss_giou_4_hybrid: 0.4386 (0.4619) loss_class_enc_hybrid: 0.8205 (0.8367) loss_bbox_enc_hybrid: 0.2688 (0.2713) loss_giou_enc_hybrid: 0.5199 (0.5564) mem: 1024 max mem: 36965 [2024-01-15 01:43:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:44:23 det.util.engine] INFO: Epoch: [3] [9250/11727] eta: 0:44:51 lr: 0.000100 data_time: 0.0031 iter_time: 1.0407 loss: 30.5376 (29.4042) loss_class: 0.7976 (0.8214) loss_bbox: 0.2099 (0.1972) loss_giou: 0.4288 (0.4245) loss_class_0: 1.0270 (1.0372) loss_bbox_0: 0.2137 (0.1958) loss_giou_0: 0.4315 (0.4333) loss_class_1: 0.9104 (0.9046) loss_bbox_1: 0.2175 (0.1966) loss_giou_1: 0.4298 (0.4270) loss_class_2: 0.8538 (0.8578) loss_bbox_2: 0.2198 (0.1954) loss_giou_2: 0.4513 (0.4246) loss_class_3: 0.8158 (0.8336) loss_bbox_3: 0.2185 (0.1963) loss_giou_3: 0.4370 (0.4241) loss_class_4: 0.7989 (0.8234) loss_bbox_4: 0.2167 (0.1968) loss_giou_4: 0.4499 (0.4245) loss_class_enc: 0.9697 (0.9606) loss_bbox_enc: 0.2658 (0.2380) loss_giou_enc: 0.4941 (0.4946) loss_class_dn: 0.4147 (0.4199) loss_bbox_dn: 0.3468 (0.3217) loss_giou_dn: 0.4992 (0.5074) loss_class_dn_0: 0.4921 (0.4952) loss_bbox_dn_0: 0.4662 (0.4262) loss_giou_dn_0: 0.6398 (0.6438) loss_class_dn_1: 0.4460 (0.4442) loss_bbox_dn_1: 0.3834 (0.3453) loss_giou_dn_1: 0.5347 (0.5368) loss_class_dn_2: 0.4334 (0.4249) loss_bbox_dn_2: 0.3524 (0.3258) loss_giou_dn_2: 0.5034 (0.5133) loss_class_dn_3: 0.4235 (0.4191) loss_bbox_dn_3: 0.3444 (0.3225) loss_giou_dn_3: 0.4998 (0.5085) loss_class_dn_4: 0.4162 (0.4183) loss_bbox_dn_4: 0.3469 (0.3217) loss_giou_dn_4: 0.4991 (0.5073) loss_class_hybrid: 0.7879 (0.8175) loss_bbox_hybrid: 0.2358 (0.2147) loss_giou_hybrid: 0.4500 (0.4616) loss_class_0_hybrid: 0.9084 (0.8865) loss_bbox_0_hybrid: 0.2472 (0.2253) loss_giou_0_hybrid: 0.4824 (0.4876) loss_class_1_hybrid: 0.8542 (0.8473) loss_bbox_1_hybrid: 0.2409 (0.2184) loss_giou_1_hybrid: 0.4621 (0.4693) loss_class_2_hybrid: 0.8085 (0.8321) loss_bbox_2_hybrid: 0.2323 (0.2148) loss_giou_2_hybrid: 0.4511 (0.4632) loss_class_3_hybrid: 0.8116 (0.8213) loss_bbox_3_hybrid: 0.2327 (0.2146) loss_giou_3_hybrid: 0.4481 (0.4620) loss_class_4_hybrid: 0.8054 (0.8172) loss_bbox_4_hybrid: 0.2327 (0.2148) loss_giou_4_hybrid: 0.4474 (0.4619) loss_class_enc_hybrid: 0.8421 (0.8367) loss_bbox_enc_hybrid: 0.3044 (0.2714) loss_giou_enc_hybrid: 0.5369 (0.5564) mem: 1020 max mem: 36965 [2024-01-15 01:44:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:45:17 det.util.engine] INFO: Epoch: [3] [9300/11727] eta: 0:43:56 lr: 0.000100 data_time: 0.0032 iter_time: 1.1262 loss: 29.7357 (29.4032) loss_class: 0.7922 (0.8214) loss_bbox: 0.1860 (0.1973) loss_giou: 0.4264 (0.4245) loss_class_0: 1.0193 (1.0372) loss_bbox_0: 0.1939 (0.1958) loss_giou_0: 0.4327 (0.4333) loss_class_1: 0.8886 (0.9045) loss_bbox_1: 0.1920 (0.1966) loss_giou_1: 0.4670 (0.4270) loss_class_2: 0.8417 (0.8579) loss_bbox_2: 0.1893 (0.1954) loss_giou_2: 0.4549 (0.4245) loss_class_3: 0.8415 (0.8336) loss_bbox_3: 0.1921 (0.1964) loss_giou_3: 0.4268 (0.4240) loss_class_4: 0.7995 (0.8234) loss_bbox_4: 0.1860 (0.1968) loss_giou_4: 0.4245 (0.4244) loss_class_enc: 0.9581 (0.9606) loss_bbox_enc: 0.2358 (0.2380) loss_giou_enc: 0.5151 (0.4946) loss_class_dn: 0.4120 (0.4199) loss_bbox_dn: 0.2989 (0.3218) loss_giou_dn: 0.5504 (0.5074) loss_class_dn_0: 0.4844 (0.4952) loss_bbox_dn_0: 0.4317 (0.4263) loss_giou_dn_0: 0.6880 (0.6438) loss_class_dn_1: 0.4358 (0.4441) loss_bbox_dn_1: 0.3206 (0.3453) loss_giou_dn_1: 0.5791 (0.5368) loss_class_dn_2: 0.4144 (0.4249) loss_bbox_dn_2: 0.3023 (0.3259) loss_giou_dn_2: 0.5592 (0.5132) loss_class_dn_3: 0.4107 (0.4190) loss_bbox_dn_3: 0.2999 (0.3226) loss_giou_dn_3: 0.5519 (0.5084) loss_class_dn_4: 0.4110 (0.4183) loss_bbox_dn_4: 0.2989 (0.3218) loss_giou_dn_4: 0.5501 (0.5073) loss_class_hybrid: 0.8082 (0.8175) loss_bbox_hybrid: 0.1957 (0.2147) loss_giou_hybrid: 0.4512 (0.4615) loss_class_0_hybrid: 0.8979 (0.8866) loss_bbox_0_hybrid: 0.2102 (0.2253) loss_giou_0_hybrid: 0.4764 (0.4875) loss_class_1_hybrid: 0.8512 (0.8473) loss_bbox_1_hybrid: 0.2029 (0.2184) loss_giou_1_hybrid: 0.4714 (0.4692) loss_class_2_hybrid: 0.8223 (0.8322) loss_bbox_2_hybrid: 0.1970 (0.2148) loss_giou_2_hybrid: 0.4530 (0.4631) loss_class_3_hybrid: 0.8119 (0.8213) loss_bbox_3_hybrid: 0.1968 (0.2146) loss_giou_3_hybrid: 0.4497 (0.4619) loss_class_4_hybrid: 0.8005 (0.8172) loss_bbox_4_hybrid: 0.1968 (0.2148) loss_giou_4_hybrid: 0.4527 (0.4618) loss_class_enc_hybrid: 0.8454 (0.8368) loss_bbox_enc_hybrid: 0.2596 (0.2714) loss_giou_enc_hybrid: 0.5487 (0.5563) mem: 1016 max mem: 36965 [2024-01-15 01:45:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:46:10 det.util.engine] INFO: Epoch: [3] [9350/11727] eta: 0:43:02 lr: 0.000100 data_time: 0.0031 iter_time: 1.0417 loss: 28.8700 (29.4016) loss_class: 0.7472 (0.8213) loss_bbox: 0.1906 (0.1973) loss_giou: 0.4244 (0.4244) loss_class_0: 0.9897 (1.0371) loss_bbox_0: 0.1912 (0.1958) loss_giou_0: 0.4277 (0.4332) loss_class_1: 0.8872 (0.9045) loss_bbox_1: 0.1881 (0.1966) loss_giou_1: 0.4150 (0.4269) loss_class_2: 0.8024 (0.8578) loss_bbox_2: 0.1870 (0.1954) loss_giou_2: 0.4247 (0.4245) loss_class_3: 0.7795 (0.8336) loss_bbox_3: 0.1910 (0.1964) loss_giou_3: 0.4199 (0.4240) loss_class_4: 0.7636 (0.8233) loss_bbox_4: 0.1931 (0.1969) loss_giou_4: 0.4245 (0.4244) loss_class_enc: 0.8865 (0.9605) loss_bbox_enc: 0.2334 (0.2380) loss_giou_enc: 0.4916 (0.4945) loss_class_dn: 0.4246 (0.4199) loss_bbox_dn: 0.3086 (0.3217) loss_giou_dn: 0.5251 (0.5074) loss_class_dn_0: 0.4944 (0.4952) loss_bbox_dn_0: 0.4211 (0.4263) loss_giou_dn_0: 0.6453 (0.6437) loss_class_dn_1: 0.4480 (0.4442) loss_bbox_dn_1: 0.3399 (0.3453) loss_giou_dn_1: 0.5484 (0.5367) loss_class_dn_2: 0.4312 (0.4249) loss_bbox_dn_2: 0.3169 (0.3258) loss_giou_dn_2: 0.5300 (0.5132) loss_class_dn_3: 0.4291 (0.4191) loss_bbox_dn_3: 0.3112 (0.3226) loss_giou_dn_3: 0.5270 (0.5084) loss_class_dn_4: 0.4251 (0.4183) loss_bbox_dn_4: 0.3084 (0.3217) loss_giou_dn_4: 0.5251 (0.5072) loss_class_hybrid: 0.7790 (0.8175) loss_bbox_hybrid: 0.2189 (0.2147) loss_giou_hybrid: 0.4420 (0.4614) loss_class_0_hybrid: 0.8510 (0.8866) loss_bbox_0_hybrid: 0.2216 (0.2253) loss_giou_0_hybrid: 0.4675 (0.4874) loss_class_1_hybrid: 0.8126 (0.8473) loss_bbox_1_hybrid: 0.2281 (0.2184) loss_giou_1_hybrid: 0.4494 (0.4691) loss_class_2_hybrid: 0.7966 (0.8321) loss_bbox_2_hybrid: 0.2257 (0.2148) loss_giou_2_hybrid: 0.4458 (0.4630) loss_class_3_hybrid: 0.7730 (0.8212) loss_bbox_3_hybrid: 0.2226 (0.2146) loss_giou_3_hybrid: 0.4433 (0.4618) loss_class_4_hybrid: 0.7733 (0.8172) loss_bbox_4_hybrid: 0.2186 (0.2148) loss_giou_4_hybrid: 0.4440 (0.4617) loss_class_enc_hybrid: 0.7891 (0.8367) loss_bbox_enc_hybrid: 0.2709 (0.2714) loss_giou_enc_hybrid: 0.5306 (0.5562) mem: 1033 max mem: 36965 [2024-01-15 01:46:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:47:05 det.util.engine] INFO: Epoch: [3] [9400/11727] eta: 0:42:07 lr: 0.000100 data_time: 0.0031 iter_time: 1.1013 loss: 28.4619 (29.3985) loss_class: 0.7822 (0.8212) loss_bbox: 0.1920 (0.1972) loss_giou: 0.3841 (0.4245) loss_class_0: 0.9946 (1.0369) loss_bbox_0: 0.1788 (0.1958) loss_giou_0: 0.3899 (0.4333) loss_class_1: 0.8787 (0.9044) loss_bbox_1: 0.1816 (0.1966) loss_giou_1: 0.3992 (0.4270) loss_class_2: 0.8017 (0.8576) loss_bbox_2: 0.1910 (0.1954) loss_giou_2: 0.3914 (0.4246) loss_class_3: 0.7941 (0.8334) loss_bbox_3: 0.1937 (0.1964) loss_giou_3: 0.3960 (0.4240) loss_class_4: 0.7878 (0.8232) loss_bbox_4: 0.1921 (0.1968) loss_giou_4: 0.3845 (0.4244) loss_class_enc: 0.9398 (0.9604) loss_bbox_enc: 0.2317 (0.2380) loss_giou_enc: 0.4531 (0.4945) loss_class_dn: 0.4090 (0.4198) loss_bbox_dn: 0.2836 (0.3216) loss_giou_dn: 0.4709 (0.5074) loss_class_dn_0: 0.4874 (0.4951) loss_bbox_dn_0: 0.3804 (0.4261) loss_giou_dn_0: 0.6117 (0.6437) loss_class_dn_1: 0.4382 (0.4441) loss_bbox_dn_1: 0.3072 (0.3452) loss_giou_dn_1: 0.4898 (0.5367) loss_class_dn_2: 0.4168 (0.4249) loss_bbox_dn_2: 0.2864 (0.3257) loss_giou_dn_2: 0.4729 (0.5132) loss_class_dn_3: 0.4073 (0.4190) loss_bbox_dn_3: 0.2847 (0.3224) loss_giou_dn_3: 0.4711 (0.5084) loss_class_dn_4: 0.4074 (0.4182) loss_bbox_dn_4: 0.2838 (0.3216) loss_giou_dn_4: 0.4706 (0.5072) loss_class_hybrid: 0.7840 (0.8174) loss_bbox_hybrid: 0.2091 (0.2147) loss_giou_hybrid: 0.4139 (0.4615) loss_class_0_hybrid: 0.8554 (0.8865) loss_bbox_0_hybrid: 0.2152 (0.2253) loss_giou_0_hybrid: 0.4293 (0.4874) loss_class_1_hybrid: 0.8188 (0.8472) loss_bbox_1_hybrid: 0.2056 (0.2184) loss_giou_1_hybrid: 0.4201 (0.4691) loss_class_2_hybrid: 0.7786 (0.8319) loss_bbox_2_hybrid: 0.2075 (0.2148) loss_giou_2_hybrid: 0.4102 (0.4631) loss_class_3_hybrid: 0.7875 (0.8211) loss_bbox_3_hybrid: 0.2079 (0.2146) loss_giou_3_hybrid: 0.4121 (0.4619) loss_class_4_hybrid: 0.7815 (0.8171) loss_bbox_4_hybrid: 0.2088 (0.2148) loss_giou_4_hybrid: 0.4094 (0.4618) loss_class_enc_hybrid: 0.8381 (0.8366) loss_bbox_enc_hybrid: 0.2501 (0.2713) loss_giou_enc_hybrid: 0.4974 (0.5562) mem: 1025 max mem: 36965 [2024-01-15 01:47:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:47:59 det.util.engine] INFO: Epoch: [3] [9450/11727] eta: 0:41:13 lr: 0.000100 data_time: 0.0028 iter_time: 1.1093 loss: 30.2577 (29.3985) loss_class: 0.8508 (0.8212) loss_bbox: 0.2084 (0.1973) loss_giou: 0.3870 (0.4245) loss_class_0: 1.0758 (1.0369) loss_bbox_0: 0.2075 (0.1958) loss_giou_0: 0.3941 (0.4333) loss_class_1: 0.9470 (0.9043) loss_bbox_1: 0.2015 (0.1966) loss_giou_1: 0.3921 (0.4270) loss_class_2: 0.8976 (0.8576) loss_bbox_2: 0.2001 (0.1954) loss_giou_2: 0.3918 (0.4246) loss_class_3: 0.8862 (0.8334) loss_bbox_3: 0.2067 (0.1964) loss_giou_3: 0.3896 (0.4240) loss_class_4: 0.8480 (0.8233) loss_bbox_4: 0.2078 (0.1969) loss_giou_4: 0.3870 (0.4244) loss_class_enc: 0.9723 (0.9603) loss_bbox_enc: 0.2481 (0.2380) loss_giou_enc: 0.4738 (0.4945) loss_class_dn: 0.4184 (0.4198) loss_bbox_dn: 0.3483 (0.3216) loss_giou_dn: 0.5021 (0.5073) loss_class_dn_0: 0.5001 (0.4951) loss_bbox_dn_0: 0.4663 (0.4261) loss_giou_dn_0: 0.6332 (0.6437) loss_class_dn_1: 0.4408 (0.4441) loss_bbox_dn_1: 0.3856 (0.3452) loss_giou_dn_1: 0.5342 (0.5367) loss_class_dn_2: 0.4266 (0.4248) loss_bbox_dn_2: 0.3515 (0.3257) loss_giou_dn_2: 0.5069 (0.5131) loss_class_dn_3: 0.4175 (0.4190) loss_bbox_dn_3: 0.3483 (0.3224) loss_giou_dn_3: 0.5029 (0.5083) loss_class_dn_4: 0.4141 (0.4182) loss_bbox_dn_4: 0.3484 (0.3216) loss_giou_dn_4: 0.5019 (0.5072) loss_class_hybrid: 0.8321 (0.8174) loss_bbox_hybrid: 0.2183 (0.2147) loss_giou_hybrid: 0.4207 (0.4614) loss_class_0_hybrid: 0.9238 (0.8865) loss_bbox_0_hybrid: 0.2307 (0.2253) loss_giou_0_hybrid: 0.4443 (0.4874) loss_class_1_hybrid: 0.8667 (0.8472) loss_bbox_1_hybrid: 0.2236 (0.2184) loss_giou_1_hybrid: 0.4264 (0.4691) loss_class_2_hybrid: 0.8497 (0.8320) loss_bbox_2_hybrid: 0.2211 (0.2148) loss_giou_2_hybrid: 0.4260 (0.4630) loss_class_3_hybrid: 0.8223 (0.8212) loss_bbox_3_hybrid: 0.2145 (0.2146) loss_giou_3_hybrid: 0.4239 (0.4619) loss_class_4_hybrid: 0.8280 (0.8171) loss_bbox_4_hybrid: 0.2166 (0.2148) loss_giou_4_hybrid: 0.4206 (0.4617) loss_class_enc_hybrid: 0.8763 (0.8367) loss_bbox_enc_hybrid: 0.2950 (0.2714) loss_giou_enc_hybrid: 0.5188 (0.5562) mem: 1017 max mem: 36965 [2024-01-15 01:47:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:48:54 det.util.engine] INFO: Epoch: [3] [9500/11727] eta: 0:40:19 lr: 0.000100 data_time: 0.0030 iter_time: 1.0891 loss: 28.9607 (29.3929) loss_class: 0.7895 (0.8211) loss_bbox: 0.1907 (0.1972) loss_giou: 0.3935 (0.4244) loss_class_0: 1.0253 (1.0367) loss_bbox_0: 0.1925 (0.1958) loss_giou_0: 0.3880 (0.4332) loss_class_1: 0.8488 (0.9041) loss_bbox_1: 0.1972 (0.1966) loss_giou_1: 0.3902 (0.4269) loss_class_2: 0.8142 (0.8574) loss_bbox_2: 0.1939 (0.1954) loss_giou_2: 0.4029 (0.4245) loss_class_3: 0.8039 (0.8333) loss_bbox_3: 0.1896 (0.1964) loss_giou_3: 0.3966 (0.4240) loss_class_4: 0.7818 (0.8231) loss_bbox_4: 0.1892 (0.1968) loss_giou_4: 0.3937 (0.4243) loss_class_enc: 0.9407 (0.9602) loss_bbox_enc: 0.2233 (0.2380) loss_giou_enc: 0.4381 (0.4945) loss_class_dn: 0.4079 (0.4197) loss_bbox_dn: 0.2929 (0.3215) loss_giou_dn: 0.4782 (0.5072) loss_class_dn_0: 0.4922 (0.4951) loss_bbox_dn_0: 0.3941 (0.4260) loss_giou_dn_0: 0.6326 (0.6435) loss_class_dn_1: 0.4355 (0.4440) loss_bbox_dn_1: 0.3221 (0.3450) loss_giou_dn_1: 0.5067 (0.5365) loss_class_dn_2: 0.4234 (0.4248) loss_bbox_dn_2: 0.2969 (0.3256) loss_giou_dn_2: 0.4830 (0.5130) loss_class_dn_3: 0.4162 (0.4189) loss_bbox_dn_3: 0.2949 (0.3223) loss_giou_dn_3: 0.4780 (0.5082) loss_class_dn_4: 0.4122 (0.4182) loss_bbox_dn_4: 0.2928 (0.3215) loss_giou_dn_4: 0.4781 (0.5070) loss_class_hybrid: 0.7835 (0.8173) loss_bbox_hybrid: 0.2080 (0.2147) loss_giou_hybrid: 0.4248 (0.4613) loss_class_0_hybrid: 0.8694 (0.8864) loss_bbox_0_hybrid: 0.2232 (0.2253) loss_giou_0_hybrid: 0.4462 (0.4873) loss_class_1_hybrid: 0.7939 (0.8471) loss_bbox_1_hybrid: 0.2175 (0.2183) loss_giou_1_hybrid: 0.4441 (0.4690) loss_class_2_hybrid: 0.7884 (0.8319) loss_bbox_2_hybrid: 0.2142 (0.2148) loss_giou_2_hybrid: 0.4361 (0.4629) loss_class_3_hybrid: 0.7797 (0.8210) loss_bbox_3_hybrid: 0.2117 (0.2146) loss_giou_3_hybrid: 0.4289 (0.4618) loss_class_4_hybrid: 0.7749 (0.8170) loss_bbox_4_hybrid: 0.2094 (0.2148) loss_giou_4_hybrid: 0.4260 (0.4617) loss_class_enc_hybrid: 0.8000 (0.8366) loss_bbox_enc_hybrid: 0.2563 (0.2713) loss_giou_enc_hybrid: 0.4925 (0.5561) mem: 1035 max mem: 36965 [2024-01-15 01:48:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:49:47 det.util.engine] INFO: Epoch: [3] [9550/11727] eta: 0:39:24 lr: 0.000100 data_time: 0.0028 iter_time: 1.0814 loss: 30.1773 (29.3949) loss_class: 0.8113 (0.8212) loss_bbox: 0.1955 (0.1972) loss_giou: 0.4445 (0.4245) loss_class_0: 1.0042 (1.0366) loss_bbox_0: 0.2033 (0.1958) loss_giou_0: 0.4467 (0.4333) loss_class_1: 0.8859 (0.9040) loss_bbox_1: 0.1958 (0.1966) loss_giou_1: 0.4481 (0.4270) loss_class_2: 0.8523 (0.8575) loss_bbox_2: 0.1910 (0.1954) loss_giou_2: 0.4502 (0.4246) loss_class_3: 0.8382 (0.8333) loss_bbox_3: 0.1927 (0.1964) loss_giou_3: 0.4499 (0.4241) loss_class_4: 0.8082 (0.8231) loss_bbox_4: 0.1941 (0.1969) loss_giou_4: 0.4490 (0.4245) loss_class_enc: 0.9421 (0.9601) loss_bbox_enc: 0.2215 (0.2380) loss_giou_enc: 0.5163 (0.4946) loss_class_dn: 0.4210 (0.4197) loss_bbox_dn: 0.3168 (0.3215) loss_giou_dn: 0.5340 (0.5073) loss_class_dn_0: 0.4905 (0.4951) loss_bbox_dn_0: 0.4252 (0.4260) loss_giou_dn_0: 0.6524 (0.6435) loss_class_dn_1: 0.4381 (0.4440) loss_bbox_dn_1: 0.3304 (0.3450) loss_giou_dn_1: 0.5600 (0.5366) loss_class_dn_2: 0.4196 (0.4248) loss_bbox_dn_2: 0.3204 (0.3256) loss_giou_dn_2: 0.5411 (0.5131) loss_class_dn_3: 0.4167 (0.4189) loss_bbox_dn_3: 0.3179 (0.3223) loss_giou_dn_3: 0.5360 (0.5083) loss_class_dn_4: 0.4178 (0.4181) loss_bbox_dn_4: 0.3168 (0.3215) loss_giou_dn_4: 0.5338 (0.5071) loss_class_hybrid: 0.7714 (0.8172) loss_bbox_hybrid: 0.2071 (0.2147) loss_giou_hybrid: 0.5009 (0.4615) loss_class_0_hybrid: 0.8617 (0.8863) loss_bbox_0_hybrid: 0.2219 (0.2253) loss_giou_0_hybrid: 0.5140 (0.4874) loss_class_1_hybrid: 0.8065 (0.8470) loss_bbox_1_hybrid: 0.2173 (0.2184) loss_giou_1_hybrid: 0.5065 (0.4692) loss_class_2_hybrid: 0.7970 (0.8318) loss_bbox_2_hybrid: 0.2070 (0.2148) loss_giou_2_hybrid: 0.4994 (0.4631) loss_class_3_hybrid: 0.7729 (0.8210) loss_bbox_3_hybrid: 0.2069 (0.2146) loss_giou_3_hybrid: 0.4999 (0.4619) loss_class_4_hybrid: 0.7690 (0.8169) loss_bbox_4_hybrid: 0.2067 (0.2148) loss_giou_4_hybrid: 0.5012 (0.4618) loss_class_enc_hybrid: 0.7895 (0.8365) loss_bbox_enc_hybrid: 0.2626 (0.2713) loss_giou_enc_hybrid: 0.5877 (0.5562) mem: 1035 max mem: 36965 [2024-01-15 01:49:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:50:42 det.util.engine] INFO: Epoch: [3] [9600/11727] eta: 0:38:30 lr: 0.000100 data_time: 0.0031 iter_time: 1.1288 loss: 29.6609 (29.3961) loss_class: 0.8503 (0.8213) loss_bbox: 0.1993 (0.1973) loss_giou: 0.4171 (0.4245) loss_class_0: 1.0477 (1.0365) loss_bbox_0: 0.2054 (0.1958) loss_giou_0: 0.4295 (0.4333) loss_class_1: 0.9287 (0.9041) loss_bbox_1: 0.1967 (0.1966) loss_giou_1: 0.4205 (0.4271) loss_class_2: 0.8868 (0.8575) loss_bbox_2: 0.1927 (0.1955) loss_giou_2: 0.4051 (0.4246) loss_class_3: 0.8707 (0.8334) loss_bbox_3: 0.1984 (0.1964) loss_giou_3: 0.4091 (0.4241) loss_class_4: 0.8575 (0.8232) loss_bbox_4: 0.1992 (0.1969) loss_giou_4: 0.4102 (0.4245) loss_class_enc: 0.9694 (0.9602) loss_bbox_enc: 0.2483 (0.2380) loss_giou_enc: 0.4871 (0.4946) loss_class_dn: 0.4185 (0.4197) loss_bbox_dn: 0.2998 (0.3215) loss_giou_dn: 0.5014 (0.5073) loss_class_dn_0: 0.4970 (0.4951) loss_bbox_dn_0: 0.4114 (0.4259) loss_giou_dn_0: 0.6381 (0.6435) loss_class_dn_1: 0.4474 (0.4440) loss_bbox_dn_1: 0.3100 (0.3450) loss_giou_dn_1: 0.5298 (0.5366) loss_class_dn_2: 0.4264 (0.4248) loss_bbox_dn_2: 0.2997 (0.3255) loss_giou_dn_2: 0.5044 (0.5131) loss_class_dn_3: 0.4185 (0.4189) loss_bbox_dn_3: 0.2996 (0.3223) loss_giou_dn_3: 0.5032 (0.5083) loss_class_dn_4: 0.4163 (0.4182) loss_bbox_dn_4: 0.2998 (0.3215) loss_giou_dn_4: 0.5013 (0.5071) loss_class_hybrid: 0.8418 (0.8173) loss_bbox_hybrid: 0.2161 (0.2147) loss_giou_hybrid: 0.4511 (0.4616) loss_class_0_hybrid: 0.9118 (0.8863) loss_bbox_0_hybrid: 0.2245 (0.2253) loss_giou_0_hybrid: 0.4711 (0.4875) loss_class_1_hybrid: 0.8458 (0.8470) loss_bbox_1_hybrid: 0.2169 (0.2184) loss_giou_1_hybrid: 0.4581 (0.4692) loss_class_2_hybrid: 0.8325 (0.8319) loss_bbox_2_hybrid: 0.2112 (0.2148) loss_giou_2_hybrid: 0.4460 (0.4632) loss_class_3_hybrid: 0.8267 (0.8210) loss_bbox_3_hybrid: 0.2141 (0.2146) loss_giou_3_hybrid: 0.4439 (0.4620) loss_class_4_hybrid: 0.8482 (0.8170) loss_bbox_4_hybrid: 0.2144 (0.2148) loss_giou_4_hybrid: 0.4490 (0.4619) loss_class_enc_hybrid: 0.8471 (0.8365) loss_bbox_enc_hybrid: 0.2774 (0.2714) loss_giou_enc_hybrid: 0.5491 (0.5563) mem: 1022 max mem: 36965 [2024-01-15 01:50:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:51:38 det.util.engine] INFO: Epoch: [3] [9650/11727] eta: 0:37:36 lr: 0.000100 data_time: 0.0030 iter_time: 1.0921 loss: 29.1482 (29.3972) loss_class: 0.7903 (0.8213) loss_bbox: 0.2167 (0.1973) loss_giou: 0.4407 (0.4245) loss_class_0: 1.0465 (1.0366) loss_bbox_0: 0.1969 (0.1958) loss_giou_0: 0.4175 (0.4333) loss_class_1: 0.8954 (0.9042) loss_bbox_1: 0.2026 (0.1967) loss_giou_1: 0.4178 (0.4270) loss_class_2: 0.8667 (0.8576) loss_bbox_2: 0.2117 (0.1955) loss_giou_2: 0.4272 (0.4246) loss_class_3: 0.8209 (0.8335) loss_bbox_3: 0.2149 (0.1965) loss_giou_3: 0.4303 (0.4241) loss_class_4: 0.7973 (0.8233) loss_bbox_4: 0.2166 (0.1969) loss_giou_4: 0.4417 (0.4245) loss_class_enc: 0.9336 (0.9602) loss_bbox_enc: 0.2297 (0.2380) loss_giou_enc: 0.4916 (0.4945) loss_class_dn: 0.4202 (0.4197) loss_bbox_dn: 0.3205 (0.3215) loss_giou_dn: 0.5097 (0.5072) loss_class_dn_0: 0.4956 (0.4951) loss_bbox_dn_0: 0.4317 (0.4260) loss_giou_dn_0: 0.6480 (0.6435) loss_class_dn_1: 0.4400 (0.4440) loss_bbox_dn_1: 0.3491 (0.3450) loss_giou_dn_1: 0.5425 (0.5365) loss_class_dn_2: 0.4284 (0.4248) loss_bbox_dn_2: 0.3275 (0.3256) loss_giou_dn_2: 0.5146 (0.5130) loss_class_dn_3: 0.4218 (0.4189) loss_bbox_dn_3: 0.3217 (0.3223) loss_giou_dn_3: 0.5106 (0.5082) loss_class_dn_4: 0.4205 (0.4182) loss_bbox_dn_4: 0.3205 (0.3215) loss_giou_dn_4: 0.5095 (0.5071) loss_class_hybrid: 0.7944 (0.8174) loss_bbox_hybrid: 0.2243 (0.2148) loss_giou_hybrid: 0.4708 (0.4615) loss_class_0_hybrid: 0.8746 (0.8865) loss_bbox_0_hybrid: 0.2246 (0.2253) loss_giou_0_hybrid: 0.4819 (0.4874) loss_class_1_hybrid: 0.8555 (0.8471) loss_bbox_1_hybrid: 0.2170 (0.2185) loss_giou_1_hybrid: 0.4669 (0.4692) loss_class_2_hybrid: 0.8276 (0.8320) loss_bbox_2_hybrid: 0.2153 (0.2149) loss_giou_2_hybrid: 0.4619 (0.4631) loss_class_3_hybrid: 0.8128 (0.8211) loss_bbox_3_hybrid: 0.2204 (0.2147) loss_giou_3_hybrid: 0.4600 (0.4619) loss_class_4_hybrid: 0.8053 (0.8171) loss_bbox_4_hybrid: 0.2212 (0.2149) loss_giou_4_hybrid: 0.4645 (0.4618) loss_class_enc_hybrid: 0.8238 (0.8366) loss_bbox_enc_hybrid: 0.2795 (0.2714) loss_giou_enc_hybrid: 0.5417 (0.5562) mem: 1024 max mem: 36965 [2024-01-15 01:51:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:52:32 det.util.engine] INFO: Epoch: [3] [9700/11727] eta: 0:36:42 lr: 0.000100 data_time: 0.0031 iter_time: 1.1029 loss: 29.2772 (29.3968) loss_class: 0.7917 (0.8214) loss_bbox: 0.1875 (0.1974) loss_giou: 0.4251 (0.4244) loss_class_0: 1.0231 (1.0367) loss_bbox_0: 0.1884 (0.1959) loss_giou_0: 0.4258 (0.4331) loss_class_1: 0.8825 (0.9043) loss_bbox_1: 0.1898 (0.1967) loss_giou_1: 0.4161 (0.4269) loss_class_2: 0.8331 (0.8577) loss_bbox_2: 0.1866 (0.1955) loss_giou_2: 0.4233 (0.4245) loss_class_3: 0.8044 (0.8335) loss_bbox_3: 0.1915 (0.1965) loss_giou_3: 0.4170 (0.4240) loss_class_4: 0.8000 (0.8233) loss_bbox_4: 0.1875 (0.1970) loss_giou_4: 0.4238 (0.4244) loss_class_enc: 0.9189 (0.9603) loss_bbox_enc: 0.2325 (0.2381) loss_giou_enc: 0.4800 (0.4944) loss_class_dn: 0.4146 (0.4197) loss_bbox_dn: 0.2974 (0.3216) loss_giou_dn: 0.5206 (0.5071) loss_class_dn_0: 0.4899 (0.4951) loss_bbox_dn_0: 0.4106 (0.4261) loss_giou_dn_0: 0.6458 (0.6434) loss_class_dn_1: 0.4464 (0.4440) loss_bbox_dn_1: 0.3209 (0.3451) loss_giou_dn_1: 0.5519 (0.5364) loss_class_dn_2: 0.4240 (0.4248) loss_bbox_dn_2: 0.2991 (0.3256) loss_giou_dn_2: 0.5261 (0.5129) loss_class_dn_3: 0.4159 (0.4189) loss_bbox_dn_3: 0.2982 (0.3224) loss_giou_dn_3: 0.5228 (0.5081) loss_class_dn_4: 0.4126 (0.4181) loss_bbox_dn_4: 0.2974 (0.3216) loss_giou_dn_4: 0.5203 (0.5070) loss_class_hybrid: 0.7838 (0.8174) loss_bbox_hybrid: 0.2148 (0.2148) loss_giou_hybrid: 0.4625 (0.4614) loss_class_0_hybrid: 0.8776 (0.8866) loss_bbox_0_hybrid: 0.2174 (0.2253) loss_giou_0_hybrid: 0.4764 (0.4872) loss_class_1_hybrid: 0.8071 (0.8472) loss_bbox_1_hybrid: 0.2112 (0.2185) loss_giou_1_hybrid: 0.4621 (0.4690) loss_class_2_hybrid: 0.7973 (0.8321) loss_bbox_2_hybrid: 0.2110 (0.2149) loss_giou_2_hybrid: 0.4584 (0.4630) loss_class_3_hybrid: 0.7875 (0.8212) loss_bbox_3_hybrid: 0.2111 (0.2147) loss_giou_3_hybrid: 0.4591 (0.4618) loss_class_4_hybrid: 0.7794 (0.8172) loss_bbox_4_hybrid: 0.2146 (0.2149) loss_giou_4_hybrid: 0.4600 (0.4617) loss_class_enc_hybrid: 0.8082 (0.8368) loss_bbox_enc_hybrid: 0.2627 (0.2714) loss_giou_enc_hybrid: 0.5475 (0.5560) mem: 1017 max mem: 36965 [2024-01-15 01:52:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:53:26 det.util.engine] INFO: Epoch: [3] [9750/11727] eta: 0:35:47 lr: 0.000100 data_time: 0.0029 iter_time: 1.1026 loss: 28.9105 (29.3941) loss_class: 0.8604 (0.8213) loss_bbox: 0.1664 (0.1973) loss_giou: 0.3767 (0.4243) loss_class_0: 1.0329 (1.0367) loss_bbox_0: 0.1876 (0.1958) loss_giou_0: 0.3952 (0.4330) loss_class_1: 0.9401 (0.9043) loss_bbox_1: 0.1724 (0.1966) loss_giou_1: 0.3867 (0.4268) loss_class_2: 0.8847 (0.8577) loss_bbox_2: 0.1708 (0.1955) loss_giou_2: 0.3834 (0.4244) loss_class_3: 0.8386 (0.8335) loss_bbox_3: 0.1675 (0.1964) loss_giou_3: 0.3824 (0.4239) loss_class_4: 0.8670 (0.8233) loss_bbox_4: 0.1672 (0.1969) loss_giou_4: 0.3809 (0.4243) loss_class_enc: 0.9626 (0.9604) loss_bbox_enc: 0.2232 (0.2380) loss_giou_enc: 0.4428 (0.4943) loss_class_dn: 0.4144 (0.4197) loss_bbox_dn: 0.3186 (0.3215) loss_giou_dn: 0.4989 (0.5071) loss_class_dn_0: 0.4959 (0.4951) loss_bbox_dn_0: 0.4231 (0.4260) loss_giou_dn_0: 0.6391 (0.6434) loss_class_dn_1: 0.4390 (0.4440) loss_bbox_dn_1: 0.3406 (0.3451) loss_giou_dn_1: 0.5273 (0.5364) loss_class_dn_2: 0.4192 (0.4247) loss_bbox_dn_2: 0.3208 (0.3256) loss_giou_dn_2: 0.5048 (0.5129) loss_class_dn_3: 0.4137 (0.4189) loss_bbox_dn_3: 0.3200 (0.3224) loss_giou_dn_3: 0.4984 (0.5081) loss_class_dn_4: 0.4137 (0.4181) loss_bbox_dn_4: 0.3186 (0.3215) loss_giou_dn_4: 0.4987 (0.5069) loss_class_hybrid: 0.8388 (0.8174) loss_bbox_hybrid: 0.1905 (0.2148) loss_giou_hybrid: 0.4348 (0.4613) loss_class_0_hybrid: 0.8703 (0.8866) loss_bbox_0_hybrid: 0.2051 (0.2253) loss_giou_0_hybrid: 0.4586 (0.4871) loss_class_1_hybrid: 0.8512 (0.8472) loss_bbox_1_hybrid: 0.2016 (0.2184) loss_giou_1_hybrid: 0.4373 (0.4690) loss_class_2_hybrid: 0.8419 (0.8320) loss_bbox_2_hybrid: 0.1919 (0.2148) loss_giou_2_hybrid: 0.4328 (0.4629) loss_class_3_hybrid: 0.8280 (0.8211) loss_bbox_3_hybrid: 0.1950 (0.2146) loss_giou_3_hybrid: 0.4315 (0.4617) loss_class_4_hybrid: 0.8246 (0.8171) loss_bbox_4_hybrid: 0.1937 (0.2148) loss_giou_4_hybrid: 0.4338 (0.4616) loss_class_enc_hybrid: 0.8298 (0.8368) loss_bbox_enc_hybrid: 0.2543 (0.2713) loss_giou_enc_hybrid: 0.5105 (0.5559) mem: 1023 max mem: 36965 [2024-01-15 01:53:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:54:20 det.util.engine] INFO: Epoch: [3] [9800/11727] eta: 0:34:53 lr: 0.000100 data_time: 0.0031 iter_time: 1.0785 loss: 28.4126 (29.3932) loss_class: 0.8022 (0.8212) loss_bbox: 0.1744 (0.1973) loss_giou: 0.4425 (0.4244) loss_class_0: 1.0123 (1.0366) loss_bbox_0: 0.1770 (0.1958) loss_giou_0: 0.4504 (0.4331) loss_class_1: 0.8504 (0.9042) loss_bbox_1: 0.1761 (0.1966) loss_giou_1: 0.4407 (0.4269) loss_class_2: 0.8637 (0.8576) loss_bbox_2: 0.1727 (0.1954) loss_giou_2: 0.4390 (0.4245) loss_class_3: 0.8055 (0.8334) loss_bbox_3: 0.1701 (0.1964) loss_giou_3: 0.4378 (0.4240) loss_class_4: 0.7921 (0.8232) loss_bbox_4: 0.1699 (0.1969) loss_giou_4: 0.4431 (0.4244) loss_class_enc: 0.9336 (0.9603) loss_bbox_enc: 0.2059 (0.2380) loss_giou_enc: 0.4840 (0.4943) loss_class_dn: 0.4151 (0.4197) loss_bbox_dn: 0.2682 (0.3215) loss_giou_dn: 0.5072 (0.5071) loss_class_dn_0: 0.4935 (0.4950) loss_bbox_dn_0: 0.3423 (0.4259) loss_giou_dn_0: 0.6162 (0.6434) loss_class_dn_1: 0.4368 (0.4440) loss_bbox_dn_1: 0.2870 (0.3450) loss_giou_dn_1: 0.5237 (0.5364) loss_class_dn_2: 0.4167 (0.4247) loss_bbox_dn_2: 0.2722 (0.3255) loss_giou_dn_2: 0.5120 (0.5129) loss_class_dn_3: 0.4100 (0.4188) loss_bbox_dn_3: 0.2680 (0.3223) loss_giou_dn_3: 0.5081 (0.5081) loss_class_dn_4: 0.4144 (0.4181) loss_bbox_dn_4: 0.2682 (0.3215) loss_giou_dn_4: 0.5065 (0.5070) loss_class_hybrid: 0.7983 (0.8174) loss_bbox_hybrid: 0.1926 (0.2147) loss_giou_hybrid: 0.4637 (0.4614) loss_class_0_hybrid: 0.8802 (0.8865) loss_bbox_0_hybrid: 0.2033 (0.2252) loss_giou_0_hybrid: 0.4997 (0.4872) loss_class_1_hybrid: 0.8370 (0.8471) loss_bbox_1_hybrid: 0.1954 (0.2184) loss_giou_1_hybrid: 0.4710 (0.4690) loss_class_2_hybrid: 0.8246 (0.8320) loss_bbox_2_hybrid: 0.1942 (0.2148) loss_giou_2_hybrid: 0.4631 (0.4630) loss_class_3_hybrid: 0.7876 (0.8211) loss_bbox_3_hybrid: 0.1930 (0.2146) loss_giou_3_hybrid: 0.4635 (0.4618) loss_class_4_hybrid: 0.7917 (0.8171) loss_bbox_4_hybrid: 0.1922 (0.2148) loss_giou_4_hybrid: 0.4643 (0.4617) loss_class_enc_hybrid: 0.8338 (0.8367) loss_bbox_enc_hybrid: 0.2407 (0.2713) loss_giou_enc_hybrid: 0.5690 (0.5559) mem: 1027 max mem: 36965 [2024-01-15 01:54:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:55:14 det.util.engine] INFO: Epoch: [3] [9850/11727] eta: 0:33:59 lr: 0.000100 data_time: 0.0030 iter_time: 1.0446 loss: 28.3821 (29.3882) loss_class: 0.7631 (0.8210) loss_bbox: 0.1694 (0.1972) loss_giou: 0.4457 (0.4245) loss_class_0: 0.9895 (1.0363) loss_bbox_0: 0.1656 (0.1957) loss_giou_0: 0.4491 (0.4331) loss_class_1: 0.8602 (0.9038) loss_bbox_1: 0.1718 (0.1966) loss_giou_1: 0.4706 (0.4270) loss_class_2: 0.8133 (0.8574) loss_bbox_2: 0.1655 (0.1954) loss_giou_2: 0.4497 (0.4246) loss_class_3: 0.7820 (0.8332) loss_bbox_3: 0.1698 (0.1963) loss_giou_3: 0.4489 (0.4241) loss_class_4: 0.7864 (0.8230) loss_bbox_4: 0.1618 (0.1968) loss_giou_4: 0.4465 (0.4245) loss_class_enc: 0.9028 (0.9600) loss_bbox_enc: 0.1942 (0.2379) loss_giou_enc: 0.4922 (0.4943) loss_class_dn: 0.4024 (0.4196) loss_bbox_dn: 0.2733 (0.3213) loss_giou_dn: 0.5023 (0.5071) loss_class_dn_0: 0.4823 (0.4950) loss_bbox_dn_0: 0.3486 (0.4257) loss_giou_dn_0: 0.6322 (0.6433) loss_class_dn_1: 0.4304 (0.4439) loss_bbox_dn_1: 0.2828 (0.3448) loss_giou_dn_1: 0.5330 (0.5364) loss_class_dn_2: 0.4041 (0.4246) loss_bbox_dn_2: 0.2712 (0.3253) loss_giou_dn_2: 0.5106 (0.5129) loss_class_dn_3: 0.3998 (0.4188) loss_bbox_dn_3: 0.2730 (0.3221) loss_giou_dn_3: 0.5037 (0.5081) loss_class_dn_4: 0.4002 (0.4180) loss_bbox_dn_4: 0.2732 (0.3213) loss_giou_dn_4: 0.5025 (0.5069) loss_class_hybrid: 0.7786 (0.8172) loss_bbox_hybrid: 0.1837 (0.2147) loss_giou_hybrid: 0.4791 (0.4615) loss_class_0_hybrid: 0.8828 (0.8864) loss_bbox_0_hybrid: 0.1883 (0.2251) loss_giou_0_hybrid: 0.4994 (0.4872) loss_class_1_hybrid: 0.8298 (0.8470) loss_bbox_1_hybrid: 0.1924 (0.2183) loss_giou_1_hybrid: 0.4958 (0.4691) loss_class_2_hybrid: 0.8017 (0.8318) loss_bbox_2_hybrid: 0.1822 (0.2147) loss_giou_2_hybrid: 0.4807 (0.4630) loss_class_3_hybrid: 0.8120 (0.8209) loss_bbox_3_hybrid: 0.1818 (0.2145) loss_giou_3_hybrid: 0.4808 (0.4619) loss_class_4_hybrid: 0.7773 (0.8169) loss_bbox_4_hybrid: 0.1828 (0.2147) loss_giou_4_hybrid: 0.4819 (0.4618) loss_class_enc_hybrid: 0.8187 (0.8366) loss_bbox_enc_hybrid: 0.2280 (0.2712) loss_giou_enc_hybrid: 0.5471 (0.5559) mem: 1027 max mem: 36965 [2024-01-15 01:55:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:56:08 det.util.engine] INFO: Epoch: [3] [9900/11727] eta: 0:33:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0856 loss: 29.3788 (29.3884) loss_class: 0.7976 (0.8210) loss_bbox: 0.1932 (0.1972) loss_giou: 0.4454 (0.4246) loss_class_0: 1.0155 (1.0362) loss_bbox_0: 0.1956 (0.1957) loss_giou_0: 0.4371 (0.4332) loss_class_1: 0.8724 (0.9037) loss_bbox_1: 0.1957 (0.1966) loss_giou_1: 0.4386 (0.4271) loss_class_2: 0.8204 (0.8572) loss_bbox_2: 0.1938 (0.1954) loss_giou_2: 0.4306 (0.4247) loss_class_3: 0.7949 (0.8330) loss_bbox_3: 0.1923 (0.1964) loss_giou_3: 0.4471 (0.4242) loss_class_4: 0.7915 (0.8229) loss_bbox_4: 0.1908 (0.1968) loss_giou_4: 0.4462 (0.4246) loss_class_enc: 0.9229 (0.9599) loss_bbox_enc: 0.2382 (0.2379) loss_giou_enc: 0.5038 (0.4944) loss_class_dn: 0.4092 (0.4196) loss_bbox_dn: 0.3221 (0.3213) loss_giou_dn: 0.5128 (0.5071) loss_class_dn_0: 0.4852 (0.4950) loss_bbox_dn_0: 0.4010 (0.4257) loss_giou_dn_0: 0.6313 (0.6433) loss_class_dn_1: 0.4416 (0.4439) loss_bbox_dn_1: 0.3369 (0.3448) loss_giou_dn_1: 0.5358 (0.5364) loss_class_dn_2: 0.4188 (0.4246) loss_bbox_dn_2: 0.3256 (0.3253) loss_giou_dn_2: 0.5195 (0.5129) loss_class_dn_3: 0.4111 (0.4188) loss_bbox_dn_3: 0.3201 (0.3221) loss_giou_dn_3: 0.5146 (0.5081) loss_class_dn_4: 0.4067 (0.4180) loss_bbox_dn_4: 0.3222 (0.3213) loss_giou_dn_4: 0.5129 (0.5069) loss_class_hybrid: 0.7750 (0.8171) loss_bbox_hybrid: 0.2192 (0.2147) loss_giou_hybrid: 0.4735 (0.4616) loss_class_0_hybrid: 0.8544 (0.8863) loss_bbox_0_hybrid: 0.2278 (0.2251) loss_giou_0_hybrid: 0.4883 (0.4873) loss_class_1_hybrid: 0.8169 (0.8469) loss_bbox_1_hybrid: 0.2206 (0.2183) loss_giou_1_hybrid: 0.4759 (0.4692) loss_class_2_hybrid: 0.7958 (0.8317) loss_bbox_2_hybrid: 0.2169 (0.2147) loss_giou_2_hybrid: 0.4739 (0.4632) loss_class_3_hybrid: 0.7839 (0.8208) loss_bbox_3_hybrid: 0.2198 (0.2145) loss_giou_3_hybrid: 0.4738 (0.4620) loss_class_4_hybrid: 0.7812 (0.8168) loss_bbox_4_hybrid: 0.2185 (0.2147) loss_giou_4_hybrid: 0.4732 (0.4619) loss_class_enc_hybrid: 0.7732 (0.8366) loss_bbox_enc_hybrid: 0.2678 (0.2712) loss_giou_enc_hybrid: 0.5672 (0.5560) mem: 1027 max mem: 36965 [2024-01-15 01:56:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:57:01 det.util.engine] INFO: Epoch: [3] [9950/11727] eta: 0:32:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.0564 loss: 28.1971 (29.3859) loss_class: 0.7532 (0.8210) loss_bbox: 0.1591 (0.1972) loss_giou: 0.4153 (0.4246) loss_class_0: 0.9448 (1.0361) loss_bbox_0: 0.1749 (0.1957) loss_giou_0: 0.4090 (0.4332) loss_class_1: 0.8479 (0.9038) loss_bbox_1: 0.1748 (0.1965) loss_giou_1: 0.4161 (0.4271) loss_class_2: 0.7855 (0.8572) loss_bbox_2: 0.1635 (0.1953) loss_giou_2: 0.4195 (0.4247) loss_class_3: 0.7791 (0.8331) loss_bbox_3: 0.1608 (0.1963) loss_giou_3: 0.4156 (0.4242) loss_class_4: 0.7457 (0.8229) loss_bbox_4: 0.1620 (0.1968) loss_giou_4: 0.4178 (0.4246) loss_class_enc: 0.8639 (0.9598) loss_bbox_enc: 0.2247 (0.2378) loss_giou_enc: 0.4881 (0.4944) loss_class_dn: 0.4067 (0.4196) loss_bbox_dn: 0.2476 (0.3211) loss_giou_dn: 0.4557 (0.5070) loss_class_dn_0: 0.4888 (0.4950) loss_bbox_dn_0: 0.3629 (0.4255) loss_giou_dn_0: 0.5949 (0.6432) loss_class_dn_1: 0.4319 (0.4439) loss_bbox_dn_1: 0.2782 (0.3446) loss_giou_dn_1: 0.4857 (0.5363) loss_class_dn_2: 0.4109 (0.4246) loss_bbox_dn_2: 0.2524 (0.3252) loss_giou_dn_2: 0.4593 (0.5128) loss_class_dn_3: 0.4086 (0.4188) loss_bbox_dn_3: 0.2480 (0.3219) loss_giou_dn_3: 0.4556 (0.5080) loss_class_dn_4: 0.4073 (0.4180) loss_bbox_dn_4: 0.2475 (0.3211) loss_giou_dn_4: 0.4555 (0.5069) loss_class_hybrid: 0.7347 (0.8171) loss_bbox_hybrid: 0.1778 (0.2146) loss_giou_hybrid: 0.4437 (0.4616) loss_class_0_hybrid: 0.8341 (0.8863) loss_bbox_0_hybrid: 0.1972 (0.2251) loss_giou_0_hybrid: 0.4730 (0.4873) loss_class_1_hybrid: 0.7885 (0.8469) loss_bbox_1_hybrid: 0.1859 (0.2182) loss_giou_1_hybrid: 0.4508 (0.4692) loss_class_2_hybrid: 0.7406 (0.8317) loss_bbox_2_hybrid: 0.1741 (0.2147) loss_giou_2_hybrid: 0.4486 (0.4632) loss_class_3_hybrid: 0.7309 (0.8208) loss_bbox_3_hybrid: 0.1749 (0.2145) loss_giou_3_hybrid: 0.4449 (0.4620) loss_class_4_hybrid: 0.7211 (0.8168) loss_bbox_4_hybrid: 0.1787 (0.2147) loss_giou_4_hybrid: 0.4436 (0.4619) loss_class_enc_hybrid: 0.7949 (0.8365) loss_bbox_enc_hybrid: 0.2491 (0.2711) loss_giou_enc_hybrid: 0.5384 (0.5560) mem: 1019 max mem: 36965 [2024-01-15 01:57:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:57:56 det.util.engine] INFO: Epoch: [3] [10000/11727] eta: 0:31:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0809 loss: 27.8874 (29.3840) loss_class: 0.8077 (0.8209) loss_bbox: 0.1749 (0.1972) loss_giou: 0.4088 (0.4245) loss_class_0: 1.0078 (1.0360) loss_bbox_0: 0.1805 (0.1957) loss_giou_0: 0.4033 (0.4331) loss_class_1: 0.8750 (0.9037) loss_bbox_1: 0.1707 (0.1965) loss_giou_1: 0.3972 (0.4270) loss_class_2: 0.8452 (0.8572) loss_bbox_2: 0.1694 (0.1954) loss_giou_2: 0.3937 (0.4246) loss_class_3: 0.8042 (0.8330) loss_bbox_3: 0.1752 (0.1963) loss_giou_3: 0.4004 (0.4241) loss_class_4: 0.7996 (0.8228) loss_bbox_4: 0.1749 (0.1968) loss_giou_4: 0.4071 (0.4245) loss_class_enc: 0.9643 (0.9597) loss_bbox_enc: 0.2219 (0.2379) loss_giou_enc: 0.4605 (0.4943) loss_class_dn: 0.4015 (0.4195) loss_bbox_dn: 0.2903 (0.3211) loss_giou_dn: 0.4679 (0.5069) loss_class_dn_0: 0.4897 (0.4950) loss_bbox_dn_0: 0.4088 (0.4255) loss_giou_dn_0: 0.6165 (0.6431) loss_class_dn_1: 0.4308 (0.4438) loss_bbox_dn_1: 0.3013 (0.3446) loss_giou_dn_1: 0.5002 (0.5362) loss_class_dn_2: 0.4106 (0.4246) loss_bbox_dn_2: 0.2891 (0.3252) loss_giou_dn_2: 0.4748 (0.5127) loss_class_dn_3: 0.3992 (0.4187) loss_bbox_dn_3: 0.2896 (0.3219) loss_giou_dn_3: 0.4704 (0.5079) loss_class_dn_4: 0.4000 (0.4180) loss_bbox_dn_4: 0.2904 (0.3211) loss_giou_dn_4: 0.4676 (0.5068) loss_class_hybrid: 0.8245 (0.8171) loss_bbox_hybrid: 0.2008 (0.2146) loss_giou_hybrid: 0.4361 (0.4615) loss_class_0_hybrid: 0.8766 (0.8863) loss_bbox_0_hybrid: 0.2152 (0.2251) loss_giou_0_hybrid: 0.4512 (0.4872) loss_class_1_hybrid: 0.8451 (0.8469) loss_bbox_1_hybrid: 0.2042 (0.2183) loss_giou_1_hybrid: 0.4378 (0.4691) loss_class_2_hybrid: 0.8449 (0.8317) loss_bbox_2_hybrid: 0.1939 (0.2147) loss_giou_2_hybrid: 0.4360 (0.4631) loss_class_3_hybrid: 0.8300 (0.8208) loss_bbox_3_hybrid: 0.2011 (0.2145) loss_giou_3_hybrid: 0.4382 (0.4619) loss_class_4_hybrid: 0.8198 (0.8168) loss_bbox_4_hybrid: 0.2017 (0.2147) loss_giou_4_hybrid: 0.4355 (0.4618) loss_class_enc_hybrid: 0.8196 (0.8365) loss_bbox_enc_hybrid: 0.2627 (0.2712) loss_giou_enc_hybrid: 0.5396 (0.5559) mem: 1026 max mem: 36965 [2024-01-15 01:57:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:58:49 det.util.engine] INFO: Epoch: [3] [10050/11727] eta: 0:30:21 lr: 0.000100 data_time: 0.0030 iter_time: 1.0680 loss: 28.6459 (29.3828) loss_class: 0.8177 (0.8209) loss_bbox: 0.1776 (0.1972) loss_giou: 0.4266 (0.4246) loss_class_0: 1.0297 (1.0360) loss_bbox_0: 0.1809 (0.1957) loss_giou_0: 0.4282 (0.4332) loss_class_1: 0.8788 (0.9037) loss_bbox_1: 0.1780 (0.1965) loss_giou_1: 0.4346 (0.4271) loss_class_2: 0.8415 (0.8572) loss_bbox_2: 0.1798 (0.1953) loss_giou_2: 0.4287 (0.4247) loss_class_3: 0.8370 (0.8330) loss_bbox_3: 0.1703 (0.1963) loss_giou_3: 0.4309 (0.4242) loss_class_4: 0.8185 (0.8228) loss_bbox_4: 0.1815 (0.1968) loss_giou_4: 0.4347 (0.4246) loss_class_enc: 0.9331 (0.9597) loss_bbox_enc: 0.2111 (0.2378) loss_giou_enc: 0.5002 (0.4944) loss_class_dn: 0.4181 (0.4195) loss_bbox_dn: 0.2752 (0.3210) loss_giou_dn: 0.4954 (0.5069) loss_class_dn_0: 0.5021 (0.4950) loss_bbox_dn_0: 0.3628 (0.4254) loss_giou_dn_0: 0.6210 (0.6430) loss_class_dn_1: 0.4492 (0.4439) loss_bbox_dn_1: 0.2870 (0.3445) loss_giou_dn_1: 0.5159 (0.5362) loss_class_dn_2: 0.4261 (0.4246) loss_bbox_dn_2: 0.2795 (0.3251) loss_giou_dn_2: 0.4971 (0.5127) loss_class_dn_3: 0.4204 (0.4187) loss_bbox_dn_3: 0.2763 (0.3218) loss_giou_dn_3: 0.4948 (0.5079) loss_class_dn_4: 0.4167 (0.4180) loss_bbox_dn_4: 0.2753 (0.3210) loss_giou_dn_4: 0.4951 (0.5067) loss_class_hybrid: 0.8560 (0.8171) loss_bbox_hybrid: 0.1851 (0.2146) loss_giou_hybrid: 0.4351 (0.4616) loss_class_0_hybrid: 0.8978 (0.8863) loss_bbox_0_hybrid: 0.1967 (0.2251) loss_giou_0_hybrid: 0.4642 (0.4872) loss_class_1_hybrid: 0.8502 (0.8468) loss_bbox_1_hybrid: 0.1908 (0.2182) loss_giou_1_hybrid: 0.4561 (0.4692) loss_class_2_hybrid: 0.8563 (0.8316) loss_bbox_2_hybrid: 0.1895 (0.2147) loss_giou_2_hybrid: 0.4410 (0.4631) loss_class_3_hybrid: 0.8408 (0.8208) loss_bbox_3_hybrid: 0.1868 (0.2145) loss_giou_3_hybrid: 0.4405 (0.4620) loss_class_4_hybrid: 0.8480 (0.8168) loss_bbox_4_hybrid: 0.1859 (0.2147) loss_giou_4_hybrid: 0.4362 (0.4619) loss_class_enc_hybrid: 0.8362 (0.8365) loss_bbox_enc_hybrid: 0.2523 (0.2711) loss_giou_enc_hybrid: 0.5312 (0.5559) mem: 1022 max mem: 36965 [2024-01-15 01:58:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 01:59:43 det.util.engine] INFO: Epoch: [3] [10100/11727] eta: 0:29:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.0674 loss: 29.1033 (29.3793) loss_class: 0.7971 (0.8208) loss_bbox: 0.1889 (0.1972) loss_giou: 0.4105 (0.4245) loss_class_0: 0.9875 (1.0359) loss_bbox_0: 0.2036 (0.1957) loss_giou_0: 0.4095 (0.4331) loss_class_1: 0.9235 (0.9036) loss_bbox_1: 0.1964 (0.1965) loss_giou_1: 0.3991 (0.4270) loss_class_2: 0.8271 (0.8570) loss_bbox_2: 0.1987 (0.1953) loss_giou_2: 0.4050 (0.4246) loss_class_3: 0.8079 (0.8329) loss_bbox_3: 0.1888 (0.1963) loss_giou_3: 0.4006 (0.4241) loss_class_4: 0.8068 (0.8228) loss_bbox_4: 0.1912 (0.1967) loss_giou_4: 0.3999 (0.4245) loss_class_enc: 0.9160 (0.9596) loss_bbox_enc: 0.2392 (0.2378) loss_giou_enc: 0.4685 (0.4943) loss_class_dn: 0.4090 (0.4195) loss_bbox_dn: 0.3239 (0.3210) loss_giou_dn: 0.4804 (0.5068) loss_class_dn_0: 0.4949 (0.4950) loss_bbox_dn_0: 0.4168 (0.4253) loss_giou_dn_0: 0.5923 (0.6429) loss_class_dn_1: 0.4363 (0.4438) loss_bbox_dn_1: 0.3427 (0.3444) loss_giou_dn_1: 0.5082 (0.5361) loss_class_dn_2: 0.4228 (0.4246) loss_bbox_dn_2: 0.3254 (0.3250) loss_giou_dn_2: 0.4857 (0.5125) loss_class_dn_3: 0.4139 (0.4187) loss_bbox_dn_3: 0.3247 (0.3218) loss_giou_dn_3: 0.4839 (0.5078) loss_class_dn_4: 0.4110 (0.4179) loss_bbox_dn_4: 0.3238 (0.3210) loss_giou_dn_4: 0.4802 (0.5066) loss_class_hybrid: 0.7764 (0.8170) loss_bbox_hybrid: 0.2046 (0.2146) loss_giou_hybrid: 0.4122 (0.4615) loss_class_0_hybrid: 0.8415 (0.8862) loss_bbox_0_hybrid: 0.2301 (0.2251) loss_giou_0_hybrid: 0.4520 (0.4871) loss_class_1_hybrid: 0.8232 (0.8467) loss_bbox_1_hybrid: 0.2160 (0.2182) loss_giou_1_hybrid: 0.4208 (0.4691) loss_class_2_hybrid: 0.8027 (0.8316) loss_bbox_2_hybrid: 0.2123 (0.2146) loss_giou_2_hybrid: 0.4151 (0.4631) loss_class_3_hybrid: 0.7973 (0.8207) loss_bbox_3_hybrid: 0.2072 (0.2144) loss_giou_3_hybrid: 0.4129 (0.4619) loss_class_4_hybrid: 0.7867 (0.8167) loss_bbox_4_hybrid: 0.2048 (0.2147) loss_giou_4_hybrid: 0.4117 (0.4618) loss_class_enc_hybrid: 0.7923 (0.8364) loss_bbox_enc_hybrid: 0.2675 (0.2711) loss_giou_enc_hybrid: 0.5193 (0.5559) mem: 1019 max mem: 36965 [2024-01-15 01:59:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:00:37 det.util.engine] INFO: Epoch: [3] [10150/11727] eta: 0:28:32 lr: 0.000100 data_time: 0.0032 iter_time: 1.0588 loss: 28.2902 (29.3785) loss_class: 0.7933 (0.8208) loss_bbox: 0.1672 (0.1972) loss_giou: 0.4301 (0.4245) loss_class_0: 1.0188 (1.0359) loss_bbox_0: 0.1738 (0.1957) loss_giou_0: 0.4199 (0.4330) loss_class_1: 0.8904 (0.9036) loss_bbox_1: 0.1636 (0.1965) loss_giou_1: 0.4339 (0.4270) loss_class_2: 0.7985 (0.8570) loss_bbox_2: 0.1673 (0.1954) loss_giou_2: 0.4338 (0.4246) loss_class_3: 0.7952 (0.8329) loss_bbox_3: 0.1655 (0.1963) loss_giou_3: 0.4252 (0.4240) loss_class_4: 0.8001 (0.8227) loss_bbox_4: 0.1661 (0.1968) loss_giou_4: 0.4349 (0.4244) loss_class_enc: 0.9363 (0.9596) loss_bbox_enc: 0.2109 (0.2379) loss_giou_enc: 0.4843 (0.4943) loss_class_dn: 0.4277 (0.4195) loss_bbox_dn: 0.2467 (0.3210) loss_giou_dn: 0.5031 (0.5067) loss_class_dn_0: 0.4949 (0.4950) loss_bbox_dn_0: 0.3412 (0.4253) loss_giou_dn_0: 0.6213 (0.6428) loss_class_dn_1: 0.4471 (0.4438) loss_bbox_dn_1: 0.2645 (0.3444) loss_giou_dn_1: 0.5303 (0.5360) loss_class_dn_2: 0.4309 (0.4246) loss_bbox_dn_2: 0.2479 (0.3250) loss_giou_dn_2: 0.5143 (0.5125) loss_class_dn_3: 0.4266 (0.4187) loss_bbox_dn_3: 0.2466 (0.3218) loss_giou_dn_3: 0.5053 (0.5077) loss_class_dn_4: 0.4250 (0.4179) loss_bbox_dn_4: 0.2467 (0.3210) loss_giou_dn_4: 0.5031 (0.5066) loss_class_hybrid: 0.8091 (0.8170) loss_bbox_hybrid: 0.1774 (0.2146) loss_giou_hybrid: 0.4520 (0.4614) loss_class_0_hybrid: 0.8653 (0.8862) loss_bbox_0_hybrid: 0.1965 (0.2251) loss_giou_0_hybrid: 0.4637 (0.4870) loss_class_1_hybrid: 0.8239 (0.8468) loss_bbox_1_hybrid: 0.1854 (0.2183) loss_giou_1_hybrid: 0.4573 (0.4690) loss_class_2_hybrid: 0.8146 (0.8316) loss_bbox_2_hybrid: 0.1824 (0.2147) loss_giou_2_hybrid: 0.4553 (0.4630) loss_class_3_hybrid: 0.8049 (0.8207) loss_bbox_3_hybrid: 0.1766 (0.2145) loss_giou_3_hybrid: 0.4486 (0.4618) loss_class_4_hybrid: 0.8025 (0.8167) loss_bbox_4_hybrid: 0.1858 (0.2147) loss_giou_4_hybrid: 0.4516 (0.4617) loss_class_enc_hybrid: 0.8005 (0.8364) loss_bbox_enc_hybrid: 0.2355 (0.2711) loss_giou_enc_hybrid: 0.5300 (0.5558) mem: 1024 max mem: 36965 [2024-01-15 02:00:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:01:31 det.util.engine] INFO: Epoch: [3] [10200/11727] eta: 0:27:38 lr: 0.000100 data_time: 0.0029 iter_time: 1.0617 loss: 29.4610 (29.3781) loss_class: 0.8480 (0.8208) loss_bbox: 0.1991 (0.1972) loss_giou: 0.4165 (0.4244) loss_class_0: 1.0737 (1.0360) loss_bbox_0: 0.1937 (0.1957) loss_giou_0: 0.4249 (0.4329) loss_class_1: 0.9332 (0.9037) loss_bbox_1: 0.2010 (0.1965) loss_giou_1: 0.4087 (0.4269) loss_class_2: 0.8736 (0.8571) loss_bbox_2: 0.1999 (0.1954) loss_giou_2: 0.4198 (0.4245) loss_class_3: 0.8576 (0.8330) loss_bbox_3: 0.1946 (0.1963) loss_giou_3: 0.4086 (0.4240) loss_class_4: 0.8483 (0.8228) loss_bbox_4: 0.1991 (0.1968) loss_giou_4: 0.4167 (0.4244) loss_class_enc: 0.9525 (0.9596) loss_bbox_enc: 0.2477 (0.2378) loss_giou_enc: 0.4870 (0.4942) loss_class_dn: 0.4104 (0.4195) loss_bbox_dn: 0.3505 (0.3210) loss_giou_dn: 0.5023 (0.5067) loss_class_dn_0: 0.4894 (0.4950) loss_bbox_dn_0: 0.4491 (0.4253) loss_giou_dn_0: 0.6255 (0.6428) loss_class_dn_1: 0.4426 (0.4438) loss_bbox_dn_1: 0.3718 (0.3445) loss_giou_dn_1: 0.5327 (0.5360) loss_class_dn_2: 0.4221 (0.4245) loss_bbox_dn_2: 0.3531 (0.3251) loss_giou_dn_2: 0.5084 (0.5125) loss_class_dn_3: 0.4097 (0.4187) loss_bbox_dn_3: 0.3524 (0.3218) loss_giou_dn_3: 0.5042 (0.5077) loss_class_dn_4: 0.4103 (0.4179) loss_bbox_dn_4: 0.3506 (0.3210) loss_giou_dn_4: 0.5023 (0.5065) loss_class_hybrid: 0.8311 (0.8170) loss_bbox_hybrid: 0.2239 (0.2146) loss_giou_hybrid: 0.4571 (0.4614) loss_class_0_hybrid: 0.8863 (0.8863) loss_bbox_0_hybrid: 0.2380 (0.2251) loss_giou_0_hybrid: 0.4768 (0.4869) loss_class_1_hybrid: 0.8769 (0.8468) loss_bbox_1_hybrid: 0.2362 (0.2183) loss_giou_1_hybrid: 0.4581 (0.4690) loss_class_2_hybrid: 0.8470 (0.8316) loss_bbox_2_hybrid: 0.2317 (0.2147) loss_giou_2_hybrid: 0.4568 (0.4629) loss_class_3_hybrid: 0.8270 (0.8207) loss_bbox_3_hybrid: 0.2249 (0.2145) loss_giou_3_hybrid: 0.4576 (0.4618) loss_class_4_hybrid: 0.8270 (0.8167) loss_bbox_4_hybrid: 0.2207 (0.2147) loss_giou_4_hybrid: 0.4588 (0.4617) loss_class_enc_hybrid: 0.8486 (0.8365) loss_bbox_enc_hybrid: 0.2779 (0.2711) loss_giou_enc_hybrid: 0.5371 (0.5557) mem: 1025 max mem: 36965 [2024-01-15 02:01:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:02:24 det.util.engine] INFO: Epoch: [3] [10250/11727] eta: 0:26:43 lr: 0.000100 data_time: 0.0031 iter_time: 1.0465 loss: 28.7938 (29.3759) loss_class: 0.7965 (0.8209) loss_bbox: 0.1790 (0.1972) loss_giou: 0.3775 (0.4242) loss_class_0: 1.0385 (1.0361) loss_bbox_0: 0.1821 (0.1957) loss_giou_0: 0.4048 (0.4328) loss_class_1: 0.8810 (0.9038) loss_bbox_1: 0.1856 (0.1965) loss_giou_1: 0.3802 (0.4267) loss_class_2: 0.8215 (0.8572) loss_bbox_2: 0.1782 (0.1953) loss_giou_2: 0.3766 (0.4244) loss_class_3: 0.8177 (0.8331) loss_bbox_3: 0.1792 (0.1963) loss_giou_3: 0.3749 (0.4238) loss_class_4: 0.7764 (0.8229) loss_bbox_4: 0.1962 (0.1967) loss_giou_4: 0.3813 (0.4242) loss_class_enc: 0.9474 (0.9596) loss_bbox_enc: 0.2298 (0.2379) loss_giou_enc: 0.4465 (0.4940) loss_class_dn: 0.4149 (0.4195) loss_bbox_dn: 0.3165 (0.3210) loss_giou_dn: 0.4802 (0.5065) loss_class_dn_0: 0.4913 (0.4950) loss_bbox_dn_0: 0.4200 (0.4253) loss_giou_dn_0: 0.6131 (0.6427) loss_class_dn_1: 0.4368 (0.4438) loss_bbox_dn_1: 0.3373 (0.3445) loss_giou_dn_1: 0.5100 (0.5358) loss_class_dn_2: 0.4175 (0.4245) loss_bbox_dn_2: 0.3154 (0.3250) loss_giou_dn_2: 0.4868 (0.5123) loss_class_dn_3: 0.4150 (0.4187) loss_bbox_dn_3: 0.3175 (0.3218) loss_giou_dn_3: 0.4817 (0.5076) loss_class_dn_4: 0.4172 (0.4179) loss_bbox_dn_4: 0.3164 (0.3210) loss_giou_dn_4: 0.4803 (0.5064) loss_class_hybrid: 0.7781 (0.8171) loss_bbox_hybrid: 0.1965 (0.2146) loss_giou_hybrid: 0.4274 (0.4612) loss_class_0_hybrid: 0.8607 (0.8865) loss_bbox_0_hybrid: 0.2138 (0.2251) loss_giou_0_hybrid: 0.4505 (0.4867) loss_class_1_hybrid: 0.8232 (0.8469) loss_bbox_1_hybrid: 0.2046 (0.2183) loss_giou_1_hybrid: 0.4294 (0.4688) loss_class_2_hybrid: 0.8110 (0.8317) loss_bbox_2_hybrid: 0.2047 (0.2147) loss_giou_2_hybrid: 0.4282 (0.4627) loss_class_3_hybrid: 0.7749 (0.8209) loss_bbox_3_hybrid: 0.1999 (0.2145) loss_giou_3_hybrid: 0.4274 (0.4616) loss_class_4_hybrid: 0.7806 (0.8169) loss_bbox_4_hybrid: 0.1997 (0.2147) loss_giou_4_hybrid: 0.4277 (0.4615) loss_class_enc_hybrid: 0.8527 (0.8365) loss_bbox_enc_hybrid: 0.2611 (0.2711) loss_giou_enc_hybrid: 0.5171 (0.5554) mem: 1031 max mem: 36965 [2024-01-15 02:02:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:03:20 det.util.engine] INFO: Epoch: [3] [10300/11727] eta: 0:25:49 lr: 0.000100 data_time: 0.0027 iter_time: 1.0868 loss: 28.1885 (29.3752) loss_class: 0.7924 (0.8210) loss_bbox: 0.1935 (0.1972) loss_giou: 0.4025 (0.4241) loss_class_0: 1.0500 (1.0362) loss_bbox_0: 0.1941 (0.1957) loss_giou_0: 0.4046 (0.4327) loss_class_1: 0.9468 (0.9039) loss_bbox_1: 0.1932 (0.1965) loss_giou_1: 0.4020 (0.4267) loss_class_2: 0.9110 (0.8573) loss_bbox_2: 0.1910 (0.1953) loss_giou_2: 0.4048 (0.4243) loss_class_3: 0.8253 (0.8331) loss_bbox_3: 0.1951 (0.1963) loss_giou_3: 0.3954 (0.4237) loss_class_4: 0.7934 (0.8229) loss_bbox_4: 0.1918 (0.1968) loss_giou_4: 0.4057 (0.4241) loss_class_enc: 0.9598 (0.9597) loss_bbox_enc: 0.2285 (0.2379) loss_giou_enc: 0.4691 (0.4939) loss_class_dn: 0.4114 (0.4194) loss_bbox_dn: 0.3021 (0.3210) loss_giou_dn: 0.4792 (0.5065) loss_class_dn_0: 0.4968 (0.4950) loss_bbox_dn_0: 0.4135 (0.4254) loss_giou_dn_0: 0.6076 (0.6426) loss_class_dn_1: 0.4360 (0.4438) loss_bbox_dn_1: 0.3243 (0.3445) loss_giou_dn_1: 0.5138 (0.5358) loss_class_dn_2: 0.4189 (0.4245) loss_bbox_dn_2: 0.3022 (0.3251) loss_giou_dn_2: 0.4834 (0.5122) loss_class_dn_3: 0.4107 (0.4187) loss_bbox_dn_3: 0.3020 (0.3218) loss_giou_dn_3: 0.4807 (0.5075) loss_class_dn_4: 0.4065 (0.4179) loss_bbox_dn_4: 0.3022 (0.3210) loss_giou_dn_4: 0.4787 (0.5063) loss_class_hybrid: 0.8316 (0.8172) loss_bbox_hybrid: 0.1963 (0.2146) loss_giou_hybrid: 0.4408 (0.4610) loss_class_0_hybrid: 0.8760 (0.8865) loss_bbox_0_hybrid: 0.2189 (0.2251) loss_giou_0_hybrid: 0.4727 (0.4866) loss_class_1_hybrid: 0.8453 (0.8470) loss_bbox_1_hybrid: 0.2138 (0.2183) loss_giou_1_hybrid: 0.4564 (0.4687) loss_class_2_hybrid: 0.8511 (0.8318) loss_bbox_2_hybrid: 0.2080 (0.2147) loss_giou_2_hybrid: 0.4381 (0.4626) loss_class_3_hybrid: 0.8228 (0.8209) loss_bbox_3_hybrid: 0.1996 (0.2145) loss_giou_3_hybrid: 0.4425 (0.4615) loss_class_4_hybrid: 0.8312 (0.8169) loss_bbox_4_hybrid: 0.1965 (0.2147) loss_giou_4_hybrid: 0.4394 (0.4614) loss_class_enc_hybrid: 0.8373 (0.8366) loss_bbox_enc_hybrid: 0.2700 (0.2711) loss_giou_enc_hybrid: 0.5331 (0.5553) mem: 1027 max mem: 36965 [2024-01-15 02:03:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:04:13 det.util.engine] INFO: Epoch: [3] [10350/11727] eta: 0:24:55 lr: 0.000100 data_time: 0.0029 iter_time: 1.0789 loss: 28.4750 (29.3718) loss_class: 0.8246 (0.8209) loss_bbox: 0.1831 (0.1971) loss_giou: 0.4285 (0.4241) loss_class_0: 1.0030 (1.0361) loss_bbox_0: 0.1857 (0.1957) loss_giou_0: 0.4368 (0.4326) loss_class_1: 0.8882 (0.9038) loss_bbox_1: 0.1875 (0.1965) loss_giou_1: 0.4390 (0.4266) loss_class_2: 0.8474 (0.8571) loss_bbox_2: 0.1809 (0.1953) loss_giou_2: 0.4446 (0.4243) loss_class_3: 0.8153 (0.8330) loss_bbox_3: 0.1807 (0.1962) loss_giou_3: 0.4575 (0.4237) loss_class_4: 0.8246 (0.8229) loss_bbox_4: 0.1813 (0.1967) loss_giou_4: 0.4281 (0.4241) loss_class_enc: 0.9096 (0.9595) loss_bbox_enc: 0.2227 (0.2378) loss_giou_enc: 0.5006 (0.4939) loss_class_dn: 0.4034 (0.4194) loss_bbox_dn: 0.2732 (0.3209) loss_giou_dn: 0.4808 (0.5064) loss_class_dn_0: 0.4836 (0.4950) loss_bbox_dn_0: 0.3692 (0.4253) loss_giou_dn_0: 0.6224 (0.6425) loss_class_dn_1: 0.4344 (0.4438) loss_bbox_dn_1: 0.2907 (0.3444) loss_giou_dn_1: 0.5120 (0.5357) loss_class_dn_2: 0.4103 (0.4245) loss_bbox_dn_2: 0.2752 (0.3250) loss_giou_dn_2: 0.4864 (0.5122) loss_class_dn_3: 0.4026 (0.4186) loss_bbox_dn_3: 0.2736 (0.3218) loss_giou_dn_3: 0.4831 (0.5074) loss_class_dn_4: 0.4032 (0.4178) loss_bbox_dn_4: 0.2731 (0.3209) loss_giou_dn_4: 0.4808 (0.5063) loss_class_hybrid: 0.7939 (0.8171) loss_bbox_hybrid: 0.1969 (0.2146) loss_giou_hybrid: 0.4621 (0.4610) loss_class_0_hybrid: 0.8758 (0.8864) loss_bbox_0_hybrid: 0.2135 (0.2251) loss_giou_0_hybrid: 0.4950 (0.4866) loss_class_1_hybrid: 0.7972 (0.8469) loss_bbox_1_hybrid: 0.2020 (0.2182) loss_giou_1_hybrid: 0.4705 (0.4687) loss_class_2_hybrid: 0.7990 (0.8317) loss_bbox_2_hybrid: 0.2028 (0.2146) loss_giou_2_hybrid: 0.4643 (0.4626) loss_class_3_hybrid: 0.8074 (0.8208) loss_bbox_3_hybrid: 0.2038 (0.2144) loss_giou_3_hybrid: 0.4664 (0.4615) loss_class_4_hybrid: 0.7924 (0.8168) loss_bbox_4_hybrid: 0.1958 (0.2146) loss_giou_4_hybrid: 0.4623 (0.4614) loss_class_enc_hybrid: 0.8249 (0.8365) loss_bbox_enc_hybrid: 0.2501 (0.2711) loss_giou_enc_hybrid: 0.5671 (0.5553) mem: 1023 max mem: 36965 [2024-01-15 02:04:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:05:06 det.util.engine] INFO: Epoch: [3] [10400/11727] eta: 0:24:00 lr: 0.000100 data_time: 0.0028 iter_time: 1.0831 loss: 29.1007 (29.3701) loss_class: 0.7726 (0.8209) loss_bbox: 0.1988 (0.1971) loss_giou: 0.4419 (0.4241) loss_class_0: 1.0052 (1.0361) loss_bbox_0: 0.1850 (0.1957) loss_giou_0: 0.4517 (0.4326) loss_class_1: 0.8391 (0.9037) loss_bbox_1: 0.1883 (0.1965) loss_giou_1: 0.4505 (0.4266) loss_class_2: 0.8121 (0.8571) loss_bbox_2: 0.1914 (0.1953) loss_giou_2: 0.4505 (0.4242) loss_class_3: 0.7957 (0.8330) loss_bbox_3: 0.1850 (0.1962) loss_giou_3: 0.4433 (0.4237) loss_class_4: 0.7846 (0.8228) loss_bbox_4: 0.2003 (0.1967) loss_giou_4: 0.4460 (0.4241) loss_class_enc: 0.9274 (0.9595) loss_bbox_enc: 0.2178 (0.2378) loss_giou_enc: 0.5201 (0.4939) loss_class_dn: 0.4072 (0.4193) loss_bbox_dn: 0.2935 (0.3209) loss_giou_dn: 0.5184 (0.5063) loss_class_dn_0: 0.4773 (0.4949) loss_bbox_dn_0: 0.3824 (0.4253) loss_giou_dn_0: 0.6481 (0.6424) loss_class_dn_1: 0.4388 (0.4437) loss_bbox_dn_1: 0.3104 (0.3444) loss_giou_dn_1: 0.5458 (0.5357) loss_class_dn_2: 0.4178 (0.4244) loss_bbox_dn_2: 0.2933 (0.3250) loss_giou_dn_2: 0.5237 (0.5121) loss_class_dn_3: 0.4114 (0.4186) loss_bbox_dn_3: 0.2927 (0.3218) loss_giou_dn_3: 0.5196 (0.5074) loss_class_dn_4: 0.4063 (0.4178) loss_bbox_dn_4: 0.2936 (0.3209) loss_giou_dn_4: 0.5184 (0.5062) loss_class_hybrid: 0.7646 (0.8171) loss_bbox_hybrid: 0.2138 (0.2146) loss_giou_hybrid: 0.4708 (0.4610) loss_class_0_hybrid: 0.8540 (0.8863) loss_bbox_0_hybrid: 0.2270 (0.2251) loss_giou_0_hybrid: 0.5025 (0.4865) loss_class_1_hybrid: 0.7870 (0.8468) loss_bbox_1_hybrid: 0.2210 (0.2182) loss_giou_1_hybrid: 0.4858 (0.4686) loss_class_2_hybrid: 0.7938 (0.8316) loss_bbox_2_hybrid: 0.2131 (0.2146) loss_giou_2_hybrid: 0.4787 (0.4626) loss_class_3_hybrid: 0.7749 (0.8208) loss_bbox_3_hybrid: 0.2145 (0.2144) loss_giou_3_hybrid: 0.4683 (0.4614) loss_class_4_hybrid: 0.7703 (0.8168) loss_bbox_4_hybrid: 0.2154 (0.2146) loss_giou_4_hybrid: 0.4692 (0.4613) loss_class_enc_hybrid: 0.7906 (0.8364) loss_bbox_enc_hybrid: 0.2787 (0.2711) loss_giou_enc_hybrid: 0.5665 (0.5553) mem: 1034 max mem: 36965 [2024-01-15 02:05:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:06:01 det.util.engine] INFO: Epoch: [3] [10450/11727] eta: 0:23:06 lr: 0.000100 data_time: 0.0029 iter_time: 1.0984 loss: 28.2912 (29.3686) loss_class: 0.7603 (0.8207) loss_bbox: 0.1925 (0.1971) loss_giou: 0.4288 (0.4242) loss_class_0: 0.9924 (1.0360) loss_bbox_0: 0.1889 (0.1956) loss_giou_0: 0.4438 (0.4326) loss_class_1: 0.8426 (0.9037) loss_bbox_1: 0.1823 (0.1964) loss_giou_1: 0.4325 (0.4267) loss_class_2: 0.7978 (0.8570) loss_bbox_2: 0.1945 (0.1953) loss_giou_2: 0.4334 (0.4243) loss_class_3: 0.7973 (0.8329) loss_bbox_3: 0.1945 (0.1962) loss_giou_3: 0.4271 (0.4237) loss_class_4: 0.7842 (0.8227) loss_bbox_4: 0.1843 (0.1967) loss_giou_4: 0.4268 (0.4241) loss_class_enc: 0.9224 (0.9594) loss_bbox_enc: 0.2313 (0.2378) loss_giou_enc: 0.4673 (0.4939) loss_class_dn: 0.4070 (0.4193) loss_bbox_dn: 0.2699 (0.3209) loss_giou_dn: 0.4833 (0.5064) loss_class_dn_0: 0.4928 (0.4949) loss_bbox_dn_0: 0.3804 (0.4252) loss_giou_dn_0: 0.6054 (0.6424) loss_class_dn_1: 0.4336 (0.4437) loss_bbox_dn_1: 0.2912 (0.3443) loss_giou_dn_1: 0.5119 (0.5357) loss_class_dn_2: 0.4162 (0.4244) loss_bbox_dn_2: 0.2778 (0.3249) loss_giou_dn_2: 0.4911 (0.5121) loss_class_dn_3: 0.4085 (0.4186) loss_bbox_dn_3: 0.2742 (0.3217) loss_giou_dn_3: 0.4850 (0.5074) loss_class_dn_4: 0.4061 (0.4178) loss_bbox_dn_4: 0.2699 (0.3209) loss_giou_dn_4: 0.4836 (0.5062) loss_class_hybrid: 0.7552 (0.8170) loss_bbox_hybrid: 0.2096 (0.2145) loss_giou_hybrid: 0.4584 (0.4611) loss_class_0_hybrid: 0.8491 (0.8863) loss_bbox_0_hybrid: 0.2143 (0.2250) loss_giou_0_hybrid: 0.4815 (0.4866) loss_class_1_hybrid: 0.7855 (0.8468) loss_bbox_1_hybrid: 0.2096 (0.2182) loss_giou_1_hybrid: 0.4755 (0.4687) loss_class_2_hybrid: 0.7835 (0.8316) loss_bbox_2_hybrid: 0.2040 (0.2146) loss_giou_2_hybrid: 0.4620 (0.4626) loss_class_3_hybrid: 0.7672 (0.8207) loss_bbox_3_hybrid: 0.2079 (0.2144) loss_giou_3_hybrid: 0.4597 (0.4615) loss_class_4_hybrid: 0.7607 (0.8167) loss_bbox_4_hybrid: 0.2072 (0.2146) loss_giou_4_hybrid: 0.4571 (0.4614) loss_class_enc_hybrid: 0.7967 (0.8364) loss_bbox_enc_hybrid: 0.2569 (0.2710) loss_giou_enc_hybrid: 0.5242 (0.5553) mem: 1022 max mem: 36965 [2024-01-15 02:06:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:06:56 det.util.engine] INFO: Epoch: [3] [10500/11727] eta: 0:22:12 lr: 0.000100 data_time: 0.0029 iter_time: 1.0967 loss: 29.4181 (29.3657) loss_class: 0.8105 (0.8206) loss_bbox: 0.1875 (0.1971) loss_giou: 0.4282 (0.4242) loss_class_0: 1.0425 (1.0359) loss_bbox_0: 0.1802 (0.1956) loss_giou_0: 0.4310 (0.4326) loss_class_1: 0.8997 (0.9036) loss_bbox_1: 0.1848 (0.1964) loss_giou_1: 0.4250 (0.4267) loss_class_2: 0.8434 (0.8568) loss_bbox_2: 0.1899 (0.1952) loss_giou_2: 0.4339 (0.4243) loss_class_3: 0.8256 (0.8328) loss_bbox_3: 0.1878 (0.1962) loss_giou_3: 0.4277 (0.4237) loss_class_4: 0.8104 (0.8226) loss_bbox_4: 0.1848 (0.1967) loss_giou_4: 0.4287 (0.4241) loss_class_enc: 0.9474 (0.9593) loss_bbox_enc: 0.2084 (0.2377) loss_giou_enc: 0.4855 (0.4939) loss_class_dn: 0.4173 (0.4193) loss_bbox_dn: 0.2775 (0.3208) loss_giou_dn: 0.5205 (0.5063) loss_class_dn_0: 0.4830 (0.4949) loss_bbox_dn_0: 0.3727 (0.4251) loss_giou_dn_0: 0.6455 (0.6424) loss_class_dn_1: 0.4361 (0.4437) loss_bbox_dn_1: 0.2997 (0.3442) loss_giou_dn_1: 0.5480 (0.5356) loss_class_dn_2: 0.4209 (0.4244) loss_bbox_dn_2: 0.2803 (0.3248) loss_giou_dn_2: 0.5259 (0.5121) loss_class_dn_3: 0.4120 (0.4185) loss_bbox_dn_3: 0.2782 (0.3216) loss_giou_dn_3: 0.5230 (0.5074) loss_class_dn_4: 0.4122 (0.4177) loss_bbox_dn_4: 0.2776 (0.3208) loss_giou_dn_4: 0.5203 (0.5062) loss_class_hybrid: 0.7684 (0.8169) loss_bbox_hybrid: 0.1978 (0.2145) loss_giou_hybrid: 0.4720 (0.4611) loss_class_0_hybrid: 0.8591 (0.8862) loss_bbox_0_hybrid: 0.2080 (0.2250) loss_giou_0_hybrid: 0.4791 (0.4865) loss_class_1_hybrid: 0.8263 (0.8467) loss_bbox_1_hybrid: 0.2031 (0.2182) loss_giou_1_hybrid: 0.4636 (0.4687) loss_class_2_hybrid: 0.7713 (0.8314) loss_bbox_2_hybrid: 0.1994 (0.2145) loss_giou_2_hybrid: 0.4617 (0.4627) loss_class_3_hybrid: 0.7739 (0.8206) loss_bbox_3_hybrid: 0.1974 (0.2143) loss_giou_3_hybrid: 0.4606 (0.4615) loss_class_4_hybrid: 0.7780 (0.8166) loss_bbox_4_hybrid: 0.1953 (0.2145) loss_giou_4_hybrid: 0.4697 (0.4614) loss_class_enc_hybrid: 0.8029 (0.8363) loss_bbox_enc_hybrid: 0.2408 (0.2710) loss_giou_enc_hybrid: 0.5465 (0.5553) mem: 1035 max mem: 36965 [2024-01-15 02:06:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:07:49 det.util.engine] INFO: Epoch: [3] [10550/11727] eta: 0:21:18 lr: 0.000100 data_time: 0.0032 iter_time: 1.0829 loss: 29.4803 (29.3653) loss_class: 0.8244 (0.8206) loss_bbox: 0.1986 (0.1971) loss_giou: 0.4428 (0.4242) loss_class_0: 1.0240 (1.0359) loss_bbox_0: 0.1846 (0.1956) loss_giou_0: 0.4370 (0.4326) loss_class_1: 0.8820 (0.9035) loss_bbox_1: 0.1896 (0.1964) loss_giou_1: 0.4315 (0.4267) loss_class_2: 0.8718 (0.8568) loss_bbox_2: 0.1931 (0.1953) loss_giou_2: 0.4312 (0.4243) loss_class_3: 0.8386 (0.8328) loss_bbox_3: 0.1868 (0.1962) loss_giou_3: 0.4384 (0.4238) loss_class_4: 0.8194 (0.8226) loss_bbox_4: 0.1860 (0.1967) loss_giou_4: 0.4426 (0.4242) loss_class_enc: 0.9057 (0.9592) loss_bbox_enc: 0.2417 (0.2377) loss_giou_enc: 0.5066 (0.4939) loss_class_dn: 0.4189 (0.4192) loss_bbox_dn: 0.3088 (0.3207) loss_giou_dn: 0.5119 (0.5063) loss_class_dn_0: 0.4903 (0.4949) loss_bbox_dn_0: 0.4179 (0.4251) loss_giou_dn_0: 0.6471 (0.6424) loss_class_dn_1: 0.4459 (0.4437) loss_bbox_dn_1: 0.3339 (0.3442) loss_giou_dn_1: 0.5398 (0.5356) loss_class_dn_2: 0.4229 (0.4243) loss_bbox_dn_2: 0.3105 (0.3248) loss_giou_dn_2: 0.5168 (0.5121) loss_class_dn_3: 0.4124 (0.4185) loss_bbox_dn_3: 0.3078 (0.3215) loss_giou_dn_3: 0.5107 (0.5074) loss_class_dn_4: 0.4168 (0.4177) loss_bbox_dn_4: 0.3088 (0.3207) loss_giou_dn_4: 0.5120 (0.5062) loss_class_hybrid: 0.7910 (0.8169) loss_bbox_hybrid: 0.2217 (0.2145) loss_giou_hybrid: 0.4657 (0.4611) loss_class_0_hybrid: 0.8475 (0.8861) loss_bbox_0_hybrid: 0.2301 (0.2250) loss_giou_0_hybrid: 0.4912 (0.4866) loss_class_1_hybrid: 0.8166 (0.8466) loss_bbox_1_hybrid: 0.2195 (0.2182) loss_giou_1_hybrid: 0.4733 (0.4688) loss_class_2_hybrid: 0.8019 (0.8314) loss_bbox_2_hybrid: 0.2202 (0.2146) loss_giou_2_hybrid: 0.4682 (0.4627) loss_class_3_hybrid: 0.7861 (0.8205) loss_bbox_3_hybrid: 0.2166 (0.2144) loss_giou_3_hybrid: 0.4658 (0.4616) loss_class_4_hybrid: 0.7829 (0.8166) loss_bbox_4_hybrid: 0.2184 (0.2146) loss_giou_4_hybrid: 0.4631 (0.4614) loss_class_enc_hybrid: 0.7995 (0.8362) loss_bbox_enc_hybrid: 0.2740 (0.2710) loss_giou_enc_hybrid: 0.5510 (0.5553) mem: 1031 max mem: 36965 [2024-01-15 02:07:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:08:43 det.util.engine] INFO: Epoch: [3] [10600/11727] eta: 0:20:23 lr: 0.000100 data_time: 0.0026 iter_time: 1.0312 loss: 28.1649 (29.3645) loss_class: 0.7733 (0.8206) loss_bbox: 0.1838 (0.1971) loss_giou: 0.3833 (0.4242) loss_class_0: 0.9956 (1.0358) loss_bbox_0: 0.1827 (0.1956) loss_giou_0: 0.3828 (0.4326) loss_class_1: 0.8502 (0.9035) loss_bbox_1: 0.1885 (0.1964) loss_giou_1: 0.3792 (0.4267) loss_class_2: 0.8114 (0.8568) loss_bbox_2: 0.1804 (0.1952) loss_giou_2: 0.3791 (0.4243) loss_class_3: 0.7921 (0.8328) loss_bbox_3: 0.1818 (0.1962) loss_giou_3: 0.3808 (0.4237) loss_class_4: 0.7788 (0.8226) loss_bbox_4: 0.1856 (0.1967) loss_giou_4: 0.3807 (0.4242) loss_class_enc: 0.9503 (0.9592) loss_bbox_enc: 0.2247 (0.2378) loss_giou_enc: 0.4430 (0.4938) loss_class_dn: 0.4049 (0.4192) loss_bbox_dn: 0.2847 (0.3207) loss_giou_dn: 0.4808 (0.5063) loss_class_dn_0: 0.4892 (0.4949) loss_bbox_dn_0: 0.3698 (0.4250) loss_giou_dn_0: 0.6092 (0.6423) loss_class_dn_1: 0.4354 (0.4437) loss_bbox_dn_1: 0.3042 (0.3442) loss_giou_dn_1: 0.5114 (0.5356) loss_class_dn_2: 0.4126 (0.4243) loss_bbox_dn_2: 0.2846 (0.3247) loss_giou_dn_2: 0.4877 (0.5121) loss_class_dn_3: 0.4075 (0.4185) loss_bbox_dn_3: 0.2839 (0.3215) loss_giou_dn_3: 0.4833 (0.5074) loss_class_dn_4: 0.4032 (0.4177) loss_bbox_dn_4: 0.2847 (0.3207) loss_giou_dn_4: 0.4807 (0.5062) loss_class_hybrid: 0.7583 (0.8168) loss_bbox_hybrid: 0.1913 (0.2145) loss_giou_hybrid: 0.4080 (0.4611) loss_class_0_hybrid: 0.8469 (0.8860) loss_bbox_0_hybrid: 0.1988 (0.2250) loss_giou_0_hybrid: 0.4278 (0.4866) loss_class_1_hybrid: 0.8043 (0.8466) loss_bbox_1_hybrid: 0.1978 (0.2182) loss_giou_1_hybrid: 0.4062 (0.4688) loss_class_2_hybrid: 0.7826 (0.8313) loss_bbox_2_hybrid: 0.1946 (0.2146) loss_giou_2_hybrid: 0.4099 (0.4627) loss_class_3_hybrid: 0.7680 (0.8205) loss_bbox_3_hybrid: 0.1963 (0.2144) loss_giou_3_hybrid: 0.4102 (0.4616) loss_class_4_hybrid: 0.7696 (0.8166) loss_bbox_4_hybrid: 0.1917 (0.2146) loss_giou_4_hybrid: 0.4061 (0.4614) loss_class_enc_hybrid: 0.8204 (0.8362) loss_bbox_enc_hybrid: 0.2434 (0.2710) loss_giou_enc_hybrid: 0.4879 (0.5552) mem: 1018 max mem: 36965 [2024-01-15 02:08:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:09:37 det.util.engine] INFO: Epoch: [3] [10650/11727] eta: 0:19:29 lr: 0.000100 data_time: 0.0031 iter_time: 1.1196 loss: 28.7932 (29.3629) loss_class: 0.7650 (0.8205) loss_bbox: 0.1792 (0.1971) loss_giou: 0.4543 (0.4242) loss_class_0: 1.0086 (1.0357) loss_bbox_0: 0.1748 (0.1956) loss_giou_0: 0.4373 (0.4326) loss_class_1: 0.8715 (0.9033) loss_bbox_1: 0.1763 (0.1964) loss_giou_1: 0.4405 (0.4268) loss_class_2: 0.8131 (0.8567) loss_bbox_2: 0.1820 (0.1952) loss_giou_2: 0.4411 (0.4244) loss_class_3: 0.7779 (0.8327) loss_bbox_3: 0.1729 (0.1962) loss_giou_3: 0.4493 (0.4238) loss_class_4: 0.7632 (0.8225) loss_bbox_4: 0.1741 (0.1967) loss_giou_4: 0.4475 (0.4242) loss_class_enc: 0.9173 (0.9590) loss_bbox_enc: 0.2404 (0.2378) loss_giou_enc: 0.5114 (0.4939) loss_class_dn: 0.4120 (0.4192) loss_bbox_dn: 0.3031 (0.3207) loss_giou_dn: 0.5114 (0.5063) loss_class_dn_0: 0.4916 (0.4948) loss_bbox_dn_0: 0.3952 (0.4250) loss_giou_dn_0: 0.6654 (0.6423) loss_class_dn_1: 0.4321 (0.4436) loss_bbox_dn_1: 0.3205 (0.3441) loss_giou_dn_1: 0.5477 (0.5356) loss_class_dn_2: 0.4132 (0.4243) loss_bbox_dn_2: 0.3055 (0.3247) loss_giou_dn_2: 0.5174 (0.5121) loss_class_dn_3: 0.4054 (0.4184) loss_bbox_dn_3: 0.3040 (0.3215) loss_giou_dn_3: 0.5123 (0.5073) loss_class_dn_4: 0.4135 (0.4177) loss_bbox_dn_4: 0.3030 (0.3207) loss_giou_dn_4: 0.5114 (0.5062) loss_class_hybrid: 0.7555 (0.8167) loss_bbox_hybrid: 0.1831 (0.2145) loss_giou_hybrid: 0.4946 (0.4612) loss_class_0_hybrid: 0.8291 (0.8860) loss_bbox_0_hybrid: 0.1995 (0.2250) loss_giou_0_hybrid: 0.5201 (0.4866) loss_class_1_hybrid: 0.7987 (0.8465) loss_bbox_1_hybrid: 0.1874 (0.2182) loss_giou_1_hybrid: 0.4981 (0.4688) loss_class_2_hybrid: 0.7733 (0.8313) loss_bbox_2_hybrid: 0.1846 (0.2145) loss_giou_2_hybrid: 0.4901 (0.4628) loss_class_3_hybrid: 0.7701 (0.8204) loss_bbox_3_hybrid: 0.1777 (0.2143) loss_giou_3_hybrid: 0.4930 (0.4616) loss_class_4_hybrid: 0.7709 (0.8165) loss_bbox_4_hybrid: 0.1796 (0.2145) loss_giou_4_hybrid: 0.4913 (0.4615) loss_class_enc_hybrid: 0.8069 (0.8361) loss_bbox_enc_hybrid: 0.2507 (0.2710) loss_giou_enc_hybrid: 0.5844 (0.5553) mem: 1039 max mem: 36965 [2024-01-15 02:09:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:10:30 det.util.engine] INFO: Epoch: [3] [10700/11727] eta: 0:18:34 lr: 0.000100 data_time: 0.0033 iter_time: 1.0526 loss: 29.9845 (29.3613) loss_class: 0.8057 (0.8205) loss_bbox: 0.2102 (0.1971) loss_giou: 0.4331 (0.4242) loss_class_0: 1.0390 (1.0358) loss_bbox_0: 0.2064 (0.1956) loss_giou_0: 0.4210 (0.4325) loss_class_1: 0.8878 (0.9033) loss_bbox_1: 0.2047 (0.1964) loss_giou_1: 0.3938 (0.4267) loss_class_2: 0.8264 (0.8567) loss_bbox_2: 0.1925 (0.1952) loss_giou_2: 0.4017 (0.4243) loss_class_3: 0.8262 (0.8327) loss_bbox_3: 0.2108 (0.1962) loss_giou_3: 0.4284 (0.4237) loss_class_4: 0.8167 (0.8225) loss_bbox_4: 0.2102 (0.1967) loss_giou_4: 0.4266 (0.4242) loss_class_enc: 0.9295 (0.9589) loss_bbox_enc: 0.2371 (0.2378) loss_giou_enc: 0.4945 (0.4938) loss_class_dn: 0.4167 (0.4192) loss_bbox_dn: 0.3146 (0.3206) loss_giou_dn: 0.4965 (0.5062) loss_class_dn_0: 0.4996 (0.4948) loss_bbox_dn_0: 0.4097 (0.4249) loss_giou_dn_0: 0.6268 (0.6422) loss_class_dn_1: 0.4405 (0.4436) loss_bbox_dn_1: 0.3263 (0.3440) loss_giou_dn_1: 0.5309 (0.5355) loss_class_dn_2: 0.4214 (0.4243) loss_bbox_dn_2: 0.3161 (0.3247) loss_giou_dn_2: 0.5031 (0.5120) loss_class_dn_3: 0.4131 (0.4184) loss_bbox_dn_3: 0.3161 (0.3214) loss_giou_dn_3: 0.4973 (0.5073) loss_class_dn_4: 0.4131 (0.4177) loss_bbox_dn_4: 0.3145 (0.3206) loss_giou_dn_4: 0.4965 (0.5061) loss_class_hybrid: 0.8134 (0.8168) loss_bbox_hybrid: 0.2140 (0.2145) loss_giou_hybrid: 0.4454 (0.4611) loss_class_0_hybrid: 0.8591 (0.8859) loss_bbox_0_hybrid: 0.2283 (0.2250) loss_giou_0_hybrid: 0.4542 (0.4865) loss_class_1_hybrid: 0.8392 (0.8465) loss_bbox_1_hybrid: 0.2161 (0.2181) loss_giou_1_hybrid: 0.4447 (0.4687) loss_class_2_hybrid: 0.8122 (0.8313) loss_bbox_2_hybrid: 0.2204 (0.2145) loss_giou_2_hybrid: 0.4407 (0.4627) loss_class_3_hybrid: 0.8056 (0.8204) loss_bbox_3_hybrid: 0.2167 (0.2143) loss_giou_3_hybrid: 0.4451 (0.4615) loss_class_4_hybrid: 0.8136 (0.8165) loss_bbox_4_hybrid: 0.2158 (0.2145) loss_giou_4_hybrid: 0.4450 (0.4614) loss_class_enc_hybrid: 0.8184 (0.8361) loss_bbox_enc_hybrid: 0.2623 (0.2709) loss_giou_enc_hybrid: 0.5238 (0.5552) mem: 1015 max mem: 36965 [2024-01-15 02:10:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:11:28 det.util.engine] INFO: Epoch: [3] [10750/11727] eta: 0:17:41 lr: 0.000100 data_time: 0.0035 iter_time: 1.0784 loss: 29.6195 (29.3598) loss_class: 0.7997 (0.8205) loss_bbox: 0.1851 (0.1971) loss_giou: 0.4540 (0.4242) loss_class_0: 1.0022 (1.0358) loss_bbox_0: 0.1797 (0.1955) loss_giou_0: 0.4509 (0.4325) loss_class_1: 0.8819 (0.9033) loss_bbox_1: 0.1823 (0.1964) loss_giou_1: 0.4455 (0.4267) loss_class_2: 0.8364 (0.8566) loss_bbox_2: 0.1810 (0.1952) loss_giou_2: 0.4511 (0.4244) loss_class_3: 0.7820 (0.8326) loss_bbox_3: 0.1833 (0.1961) loss_giou_3: 0.4481 (0.4238) loss_class_4: 0.7985 (0.8225) loss_bbox_4: 0.1853 (0.1967) loss_giou_4: 0.4499 (0.4242) loss_class_enc: 0.9472 (0.9589) loss_bbox_enc: 0.2222 (0.2377) loss_giou_enc: 0.5013 (0.4938) loss_class_dn: 0.4207 (0.4191) loss_bbox_dn: 0.2715 (0.3206) loss_giou_dn: 0.5318 (0.5062) loss_class_dn_0: 0.4860 (0.4948) loss_bbox_dn_0: 0.3930 (0.4248) loss_giou_dn_0: 0.6647 (0.6422) loss_class_dn_1: 0.4403 (0.4436) loss_bbox_dn_1: 0.3283 (0.3440) loss_giou_dn_1: 0.5619 (0.5355) loss_class_dn_2: 0.4245 (0.4243) loss_bbox_dn_2: 0.2834 (0.3246) loss_giou_dn_2: 0.5364 (0.5120) loss_class_dn_3: 0.4201 (0.4184) loss_bbox_dn_3: 0.2740 (0.3214) loss_giou_dn_3: 0.5330 (0.5073) loss_class_dn_4: 0.4178 (0.4176) loss_bbox_dn_4: 0.2715 (0.3206) loss_giou_dn_4: 0.5316 (0.5061) loss_class_hybrid: 0.7947 (0.8167) loss_bbox_hybrid: 0.2052 (0.2144) loss_giou_hybrid: 0.4703 (0.4611) loss_class_0_hybrid: 0.8681 (0.8859) loss_bbox_0_hybrid: 0.2083 (0.2250) loss_giou_0_hybrid: 0.4828 (0.4865) loss_class_1_hybrid: 0.8499 (0.8464) loss_bbox_1_hybrid: 0.2024 (0.2181) loss_giou_1_hybrid: 0.4782 (0.4688) loss_class_2_hybrid: 0.8087 (0.8312) loss_bbox_2_hybrid: 0.2036 (0.2145) loss_giou_2_hybrid: 0.4692 (0.4627) loss_class_3_hybrid: 0.8017 (0.8204) loss_bbox_3_hybrid: 0.2030 (0.2143) loss_giou_3_hybrid: 0.4674 (0.4616) loss_class_4_hybrid: 0.7951 (0.8164) loss_bbox_4_hybrid: 0.2030 (0.2145) loss_giou_4_hybrid: 0.4689 (0.4615) loss_class_enc_hybrid: 0.8168 (0.8361) loss_bbox_enc_hybrid: 0.2457 (0.2709) loss_giou_enc_hybrid: 0.5872 (0.5552) mem: 1032 max mem: 36965 [2024-01-15 02:11:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:12:22 det.util.engine] INFO: Epoch: [3] [10800/11727] eta: 0:16:46 lr: 0.000100 data_time: 0.0032 iter_time: 1.1031 loss: 28.5254 (29.3565) loss_class: 0.7879 (0.8205) loss_bbox: 0.1721 (0.1971) loss_giou: 0.4218 (0.4241) loss_class_0: 0.9877 (1.0358) loss_bbox_0: 0.1714 (0.1955) loss_giou_0: 0.4249 (0.4324) loss_class_1: 0.8632 (0.9033) loss_bbox_1: 0.1768 (0.1964) loss_giou_1: 0.4283 (0.4266) loss_class_2: 0.8016 (0.8566) loss_bbox_2: 0.1762 (0.1952) loss_giou_2: 0.4312 (0.4242) loss_class_3: 0.7897 (0.8326) loss_bbox_3: 0.1703 (0.1961) loss_giou_3: 0.4208 (0.4237) loss_class_4: 0.7810 (0.8225) loss_bbox_4: 0.1707 (0.1966) loss_giou_4: 0.4219 (0.4241) loss_class_enc: 0.9220 (0.9590) loss_bbox_enc: 0.2225 (0.2377) loss_giou_enc: 0.4803 (0.4937) loss_class_dn: 0.3945 (0.4191) loss_bbox_dn: 0.3015 (0.3205) loss_giou_dn: 0.5009 (0.5062) loss_class_dn_0: 0.4860 (0.4948) loss_bbox_dn_0: 0.3986 (0.4248) loss_giou_dn_0: 0.6333 (0.6421) loss_class_dn_1: 0.4239 (0.4436) loss_bbox_dn_1: 0.3215 (0.3439) loss_giou_dn_1: 0.5330 (0.5354) loss_class_dn_2: 0.4066 (0.4242) loss_bbox_dn_2: 0.3042 (0.3245) loss_giou_dn_2: 0.5056 (0.5119) loss_class_dn_3: 0.3962 (0.4184) loss_bbox_dn_3: 0.3022 (0.3213) loss_giou_dn_3: 0.5016 (0.5072) loss_class_dn_4: 0.3892 (0.4176) loss_bbox_dn_4: 0.3014 (0.3205) loss_giou_dn_4: 0.5008 (0.5060) loss_class_hybrid: 0.7808 (0.8167) loss_bbox_hybrid: 0.2030 (0.2144) loss_giou_hybrid: 0.4615 (0.4610) loss_class_0_hybrid: 0.8558 (0.8859) loss_bbox_0_hybrid: 0.2009 (0.2249) loss_giou_0_hybrid: 0.4759 (0.4863) loss_class_1_hybrid: 0.8075 (0.8464) loss_bbox_1_hybrid: 0.2014 (0.2181) loss_giou_1_hybrid: 0.4701 (0.4686) loss_class_2_hybrid: 0.7852 (0.8312) loss_bbox_2_hybrid: 0.2049 (0.2145) loss_giou_2_hybrid: 0.4627 (0.4626) loss_class_3_hybrid: 0.7863 (0.8204) loss_bbox_3_hybrid: 0.2031 (0.2143) loss_giou_3_hybrid: 0.4605 (0.4614) loss_class_4_hybrid: 0.7792 (0.8165) loss_bbox_4_hybrid: 0.2066 (0.2145) loss_giou_4_hybrid: 0.4675 (0.4613) loss_class_enc_hybrid: 0.8139 (0.8362) loss_bbox_enc_hybrid: 0.2414 (0.2708) loss_giou_enc_hybrid: 0.5300 (0.5550) mem: 1035 max mem: 36965 [2024-01-15 02:12:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:13:16 det.util.engine] INFO: Epoch: [3] [10850/11727] eta: 0:15:52 lr: 0.000100 data_time: 0.0032 iter_time: 1.0578 loss: 28.8263 (29.3560) loss_class: 0.7775 (0.8205) loss_bbox: 0.1876 (0.1971) loss_giou: 0.4250 (0.4241) loss_class_0: 1.0046 (1.0358) loss_bbox_0: 0.1783 (0.1955) loss_giou_0: 0.4285 (0.4324) loss_class_1: 0.8306 (0.9032) loss_bbox_1: 0.1843 (0.1963) loss_giou_1: 0.4149 (0.4266) loss_class_2: 0.8259 (0.8565) loss_bbox_2: 0.1779 (0.1952) loss_giou_2: 0.4192 (0.4243) loss_class_3: 0.7898 (0.8326) loss_bbox_3: 0.1879 (0.1961) loss_giou_3: 0.4319 (0.4237) loss_class_4: 0.7801 (0.8225) loss_bbox_4: 0.1884 (0.1966) loss_giou_4: 0.4307 (0.4241) loss_class_enc: 0.9182 (0.9590) loss_bbox_enc: 0.2184 (0.2376) loss_giou_enc: 0.4933 (0.4937) loss_class_dn: 0.4159 (0.4191) loss_bbox_dn: 0.2944 (0.3205) loss_giou_dn: 0.4941 (0.5062) loss_class_dn_0: 0.4894 (0.4948) loss_bbox_dn_0: 0.4060 (0.4247) loss_giou_dn_0: 0.6511 (0.6421) loss_class_dn_1: 0.4428 (0.4435) loss_bbox_dn_1: 0.3195 (0.3439) loss_giou_dn_1: 0.5307 (0.5354) loss_class_dn_2: 0.4278 (0.4242) loss_bbox_dn_2: 0.2995 (0.3245) loss_giou_dn_2: 0.5046 (0.5119) loss_class_dn_3: 0.4212 (0.4184) loss_bbox_dn_3: 0.2944 (0.3213) loss_giou_dn_3: 0.4987 (0.5072) loss_class_dn_4: 0.4173 (0.4176) loss_bbox_dn_4: 0.2944 (0.3205) loss_giou_dn_4: 0.4945 (0.5060) loss_class_hybrid: 0.7942 (0.8168) loss_bbox_hybrid: 0.1973 (0.2144) loss_giou_hybrid: 0.4406 (0.4610) loss_class_0_hybrid: 0.8642 (0.8859) loss_bbox_0_hybrid: 0.2072 (0.2249) loss_giou_0_hybrid: 0.4693 (0.4863) loss_class_1_hybrid: 0.8119 (0.8464) loss_bbox_1_hybrid: 0.2017 (0.2180) loss_giou_1_hybrid: 0.4530 (0.4686) loss_class_2_hybrid: 0.8122 (0.8312) loss_bbox_2_hybrid: 0.1962 (0.2144) loss_giou_2_hybrid: 0.4504 (0.4626) loss_class_3_hybrid: 0.7970 (0.8204) loss_bbox_3_hybrid: 0.1956 (0.2142) loss_giou_3_hybrid: 0.4440 (0.4614) loss_class_4_hybrid: 0.7922 (0.8165) loss_bbox_4_hybrid: 0.1957 (0.2144) loss_giou_4_hybrid: 0.4383 (0.4613) loss_class_enc_hybrid: 0.8050 (0.8362) loss_bbox_enc_hybrid: 0.2505 (0.2708) loss_giou_enc_hybrid: 0.5441 (0.5550) mem: 1030 max mem: 36965 [2024-01-15 02:13:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:14:11 det.util.engine] INFO: Epoch: [3] [10900/11727] eta: 0:14:58 lr: 0.000100 data_time: 0.0030 iter_time: 1.0820 loss: 29.6149 (29.3542) loss_class: 0.7947 (0.8204) loss_bbox: 0.1862 (0.1970) loss_giou: 0.4308 (0.4242) loss_class_0: 1.0392 (1.0358) loss_bbox_0: 0.1809 (0.1954) loss_giou_0: 0.4267 (0.4324) loss_class_1: 0.8918 (0.9032) loss_bbox_1: 0.2006 (0.1963) loss_giou_1: 0.4220 (0.4267) loss_class_2: 0.8639 (0.8566) loss_bbox_2: 0.1771 (0.1951) loss_giou_2: 0.4229 (0.4243) loss_class_3: 0.8168 (0.8326) loss_bbox_3: 0.1878 (0.1960) loss_giou_3: 0.4253 (0.4237) loss_class_4: 0.7959 (0.8224) loss_bbox_4: 0.1862 (0.1966) loss_giou_4: 0.4267 (0.4242) loss_class_enc: 0.9514 (0.9589) loss_bbox_enc: 0.2322 (0.2376) loss_giou_enc: 0.4800 (0.4937) loss_class_dn: 0.4095 (0.4190) loss_bbox_dn: 0.2893 (0.3203) loss_giou_dn: 0.5036 (0.5062) loss_class_dn_0: 0.4843 (0.4948) loss_bbox_dn_0: 0.3920 (0.4245) loss_giou_dn_0: 0.6383 (0.6421) loss_class_dn_1: 0.4296 (0.4435) loss_bbox_dn_1: 0.3289 (0.3437) loss_giou_dn_1: 0.5364 (0.5354) loss_class_dn_2: 0.4157 (0.4242) loss_bbox_dn_2: 0.2966 (0.3243) loss_giou_dn_2: 0.5066 (0.5119) loss_class_dn_3: 0.4092 (0.4183) loss_bbox_dn_3: 0.2902 (0.3211) loss_giou_dn_3: 0.5042 (0.5072) loss_class_dn_4: 0.4041 (0.4175) loss_bbox_dn_4: 0.2892 (0.3203) loss_giou_dn_4: 0.5037 (0.5060) loss_class_hybrid: 0.8157 (0.8167) loss_bbox_hybrid: 0.1967 (0.2143) loss_giou_hybrid: 0.4658 (0.4611) loss_class_0_hybrid: 0.8549 (0.8858) loss_bbox_0_hybrid: 0.2144 (0.2248) loss_giou_0_hybrid: 0.4839 (0.4864) loss_class_1_hybrid: 0.8438 (0.8464) loss_bbox_1_hybrid: 0.2069 (0.2180) loss_giou_1_hybrid: 0.4657 (0.4687) loss_class_2_hybrid: 0.8401 (0.8311) loss_bbox_2_hybrid: 0.1971 (0.2144) loss_giou_2_hybrid: 0.4649 (0.4627) loss_class_3_hybrid: 0.8198 (0.8203) loss_bbox_3_hybrid: 0.1948 (0.2142) loss_giou_3_hybrid: 0.4633 (0.4615) loss_class_4_hybrid: 0.8160 (0.8164) loss_bbox_4_hybrid: 0.1946 (0.2144) loss_giou_4_hybrid: 0.4647 (0.4614) loss_class_enc_hybrid: 0.8406 (0.8361) loss_bbox_enc_hybrid: 0.2631 (0.2707) loss_giou_enc_hybrid: 0.5554 (0.5550) mem: 1024 max mem: 36965 [2024-01-15 02:14:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:15:06 det.util.engine] INFO: Epoch: [3] [10950/11727] eta: 0:14:03 lr: 0.000100 data_time: 0.0041 iter_time: 1.0994 loss: 28.5574 (29.3510) loss_class: 0.7653 (0.8203) loss_bbox: 0.1880 (0.1969) loss_giou: 0.4328 (0.4243) loss_class_0: 0.9887 (1.0356) loss_bbox_0: 0.1854 (0.1953) loss_giou_0: 0.4376 (0.4325) loss_class_1: 0.8266 (0.9030) loss_bbox_1: 0.1817 (0.1962) loss_giou_1: 0.4255 (0.4268) loss_class_2: 0.7947 (0.8564) loss_bbox_2: 0.1874 (0.1950) loss_giou_2: 0.4228 (0.4244) loss_class_3: 0.7884 (0.8325) loss_bbox_3: 0.1867 (0.1959) loss_giou_3: 0.4332 (0.4238) loss_class_4: 0.7710 (0.8223) loss_bbox_4: 0.1850 (0.1965) loss_giou_4: 0.4337 (0.4243) loss_class_enc: 0.8906 (0.9588) loss_bbox_enc: 0.2245 (0.2374) loss_giou_enc: 0.4814 (0.4937) loss_class_dn: 0.4089 (0.4190) loss_bbox_dn: 0.2900 (0.3201) loss_giou_dn: 0.5095 (0.5062) loss_class_dn_0: 0.4911 (0.4947) loss_bbox_dn_0: 0.3886 (0.4243) loss_giou_dn_0: 0.6256 (0.6421) loss_class_dn_1: 0.4386 (0.4435) loss_bbox_dn_1: 0.3192 (0.3435) loss_giou_dn_1: 0.5478 (0.5355) loss_class_dn_2: 0.4168 (0.4241) loss_bbox_dn_2: 0.2948 (0.3241) loss_giou_dn_2: 0.5159 (0.5120) loss_class_dn_3: 0.4126 (0.4183) loss_bbox_dn_3: 0.2911 (0.3209) loss_giou_dn_3: 0.5110 (0.5072) loss_class_dn_4: 0.4104 (0.4175) loss_bbox_dn_4: 0.2900 (0.3201) loss_giou_dn_4: 0.5095 (0.5061) loss_class_hybrid: 0.7692 (0.8166) loss_bbox_hybrid: 0.1923 (0.2142) loss_giou_hybrid: 0.4643 (0.4612) loss_class_0_hybrid: 0.8477 (0.8856) loss_bbox_0_hybrid: 0.1999 (0.2247) loss_giou_0_hybrid: 0.4854 (0.4865) loss_class_1_hybrid: 0.7847 (0.8462) loss_bbox_1_hybrid: 0.1945 (0.2179) loss_giou_1_hybrid: 0.4767 (0.4688) loss_class_2_hybrid: 0.7714 (0.8310) loss_bbox_2_hybrid: 0.1905 (0.2143) loss_giou_2_hybrid: 0.4669 (0.4628) loss_class_3_hybrid: 0.7686 (0.8202) loss_bbox_3_hybrid: 0.1906 (0.2141) loss_giou_3_hybrid: 0.4617 (0.4617) loss_class_4_hybrid: 0.7639 (0.8163) loss_bbox_4_hybrid: 0.1912 (0.2143) loss_giou_4_hybrid: 0.4632 (0.4615) loss_class_enc_hybrid: 0.7835 (0.8360) loss_bbox_enc_hybrid: 0.2440 (0.2706) loss_giou_enc_hybrid: 0.5657 (0.5551) mem: 1035 max mem: 36965 [2024-01-15 02:15:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:15:59 det.util.engine] INFO: Epoch: [3] [11000/11727] eta: 0:13:09 lr: 0.000100 data_time: 0.0031 iter_time: 1.0826 loss: 29.3161 (29.3495) loss_class: 0.8164 (0.8202) loss_bbox: 0.1818 (0.1969) loss_giou: 0.3956 (0.4243) loss_class_0: 1.0252 (1.0355) loss_bbox_0: 0.1861 (0.1953) loss_giou_0: 0.4155 (0.4325) loss_class_1: 0.8985 (0.9030) loss_bbox_1: 0.1834 (0.1962) loss_giou_1: 0.3960 (0.4268) loss_class_2: 0.8454 (0.8564) loss_bbox_2: 0.1837 (0.1950) loss_giou_2: 0.3964 (0.4245) loss_class_3: 0.8600 (0.8324) loss_bbox_3: 0.1815 (0.1959) loss_giou_3: 0.4089 (0.4239) loss_class_4: 0.8344 (0.8222) loss_bbox_4: 0.1855 (0.1965) loss_giou_4: 0.4097 (0.4243) loss_class_enc: 0.9555 (0.9587) loss_bbox_enc: 0.2281 (0.2374) loss_giou_enc: 0.4702 (0.4937) loss_class_dn: 0.4023 (0.4190) loss_bbox_dn: 0.2970 (0.3200) loss_giou_dn: 0.4977 (0.5062) loss_class_dn_0: 0.4828 (0.4947) loss_bbox_dn_0: 0.4225 (0.4242) loss_giou_dn_0: 0.6290 (0.6421) loss_class_dn_1: 0.4331 (0.4435) loss_bbox_dn_1: 0.3138 (0.3434) loss_giou_dn_1: 0.5322 (0.5354) loss_class_dn_2: 0.4169 (0.4241) loss_bbox_dn_2: 0.3015 (0.3240) loss_giou_dn_2: 0.5028 (0.5119) loss_class_dn_3: 0.4062 (0.4182) loss_bbox_dn_3: 0.2980 (0.3208) loss_giou_dn_3: 0.4976 (0.5072) loss_class_dn_4: 0.4026 (0.4174) loss_bbox_dn_4: 0.2970 (0.3200) loss_giou_dn_4: 0.4975 (0.5060) loss_class_hybrid: 0.8222 (0.8165) loss_bbox_hybrid: 0.2049 (0.2142) loss_giou_hybrid: 0.4549 (0.4613) loss_class_0_hybrid: 0.8625 (0.8856) loss_bbox_0_hybrid: 0.2169 (0.2247) loss_giou_0_hybrid: 0.5034 (0.4865) loss_class_1_hybrid: 0.8588 (0.8461) loss_bbox_1_hybrid: 0.2085 (0.2179) loss_giou_1_hybrid: 0.4762 (0.4689) loss_class_2_hybrid: 0.8251 (0.8310) loss_bbox_2_hybrid: 0.1963 (0.2143) loss_giou_2_hybrid: 0.4759 (0.4629) loss_class_3_hybrid: 0.8228 (0.8202) loss_bbox_3_hybrid: 0.2068 (0.2141) loss_giou_3_hybrid: 0.4702 (0.4617) loss_class_4_hybrid: 0.8243 (0.8162) loss_bbox_4_hybrid: 0.2043 (0.2142) loss_giou_4_hybrid: 0.4587 (0.4616) loss_class_enc_hybrid: 0.8218 (0.8359) loss_bbox_enc_hybrid: 0.2633 (0.2705) loss_giou_enc_hybrid: 0.5762 (0.5551) mem: 1035 max mem: 36965 [2024-01-15 02:15:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:16:53 det.util.engine] INFO: Epoch: [3] [11050/11727] eta: 0:12:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.0651 loss: 28.5548 (29.3485) loss_class: 0.7812 (0.8201) loss_bbox: 0.1869 (0.1969) loss_giou: 0.4447 (0.4244) loss_class_0: 1.0110 (1.0355) loss_bbox_0: 0.1908 (0.1953) loss_giou_0: 0.4405 (0.4325) loss_class_1: 0.8775 (0.9029) loss_bbox_1: 0.1890 (0.1962) loss_giou_1: 0.4470 (0.4269) loss_class_2: 0.8132 (0.8563) loss_bbox_2: 0.1825 (0.1950) loss_giou_2: 0.4488 (0.4245) loss_class_3: 0.7924 (0.8324) loss_bbox_3: 0.1868 (0.1959) loss_giou_3: 0.4438 (0.4239) loss_class_4: 0.7729 (0.8221) loss_bbox_4: 0.1869 (0.1965) loss_giou_4: 0.4435 (0.4243) loss_class_enc: 0.9344 (0.9586) loss_bbox_enc: 0.2211 (0.2374) loss_giou_enc: 0.5110 (0.4937) loss_class_dn: 0.4207 (0.4189) loss_bbox_dn: 0.2767 (0.3200) loss_giou_dn: 0.4980 (0.5061) loss_class_dn_0: 0.4919 (0.4947) loss_bbox_dn_0: 0.3695 (0.4242) loss_giou_dn_0: 0.6272 (0.6420) loss_class_dn_1: 0.4363 (0.4434) loss_bbox_dn_1: 0.3017 (0.3434) loss_giou_dn_1: 0.5149 (0.5354) loss_class_dn_2: 0.4241 (0.4241) loss_bbox_dn_2: 0.2828 (0.3240) loss_giou_dn_2: 0.5008 (0.5119) loss_class_dn_3: 0.4149 (0.4182) loss_bbox_dn_3: 0.2790 (0.3208) loss_giou_dn_3: 0.4971 (0.5072) loss_class_dn_4: 0.4161 (0.4174) loss_bbox_dn_4: 0.2767 (0.3200) loss_giou_dn_4: 0.4979 (0.5060) loss_class_hybrid: 0.7757 (0.8164) loss_bbox_hybrid: 0.1928 (0.2142) loss_giou_hybrid: 0.4815 (0.4614) loss_class_0_hybrid: 0.8632 (0.8855) loss_bbox_0_hybrid: 0.2094 (0.2247) loss_giou_0_hybrid: 0.4948 (0.4866) loss_class_1_hybrid: 0.8188 (0.8461) loss_bbox_1_hybrid: 0.1939 (0.2179) loss_giou_1_hybrid: 0.4866 (0.4690) loss_class_2_hybrid: 0.8010 (0.8309) loss_bbox_2_hybrid: 0.1936 (0.2143) loss_giou_2_hybrid: 0.4817 (0.4629) loss_class_3_hybrid: 0.8031 (0.8201) loss_bbox_3_hybrid: 0.1928 (0.2141) loss_giou_3_hybrid: 0.4832 (0.4618) loss_class_4_hybrid: 0.7792 (0.8161) loss_bbox_4_hybrid: 0.1930 (0.2143) loss_giou_4_hybrid: 0.4826 (0.4617) loss_class_enc_hybrid: 0.8132 (0.8359) loss_bbox_enc_hybrid: 0.2541 (0.2706) loss_giou_enc_hybrid: 0.5724 (0.5552) mem: 1018 max mem: 36965 [2024-01-15 02:16:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:17:51 det.util.engine] INFO: Epoch: [3] [11100/11727] eta: 0:11:21 lr: 0.000100 data_time: 0.0031 iter_time: 1.0767 loss: 28.6481 (29.3448) loss_class: 0.8049 (0.8200) loss_bbox: 0.1818 (0.1969) loss_giou: 0.3732 (0.4243) loss_class_0: 0.9719 (1.0354) loss_bbox_0: 0.1825 (0.1953) loss_giou_0: 0.3912 (0.4324) loss_class_1: 0.8825 (0.9028) loss_bbox_1: 0.1809 (0.1961) loss_giou_1: 0.3896 (0.4268) loss_class_2: 0.8213 (0.8562) loss_bbox_2: 0.1813 (0.1950) loss_giou_2: 0.3849 (0.4244) loss_class_3: 0.7979 (0.8322) loss_bbox_3: 0.1801 (0.1959) loss_giou_3: 0.3809 (0.4238) loss_class_4: 0.8090 (0.8221) loss_bbox_4: 0.1778 (0.1965) loss_giou_4: 0.3761 (0.4243) loss_class_enc: 0.9329 (0.9586) loss_bbox_enc: 0.2076 (0.2374) loss_giou_enc: 0.4403 (0.4936) loss_class_dn: 0.4165 (0.4189) loss_bbox_dn: 0.2983 (0.3199) loss_giou_dn: 0.4668 (0.5060) loss_class_dn_0: 0.4933 (0.4947) loss_bbox_dn_0: 0.3928 (0.4241) loss_giou_dn_0: 0.5844 (0.6419) loss_class_dn_1: 0.4402 (0.4434) loss_bbox_dn_1: 0.3257 (0.3433) loss_giou_dn_1: 0.4923 (0.5353) loss_class_dn_2: 0.4212 (0.4240) loss_bbox_dn_2: 0.3013 (0.3239) loss_giou_dn_2: 0.4709 (0.5118) loss_class_dn_3: 0.4131 (0.4182) loss_bbox_dn_3: 0.2983 (0.3207) loss_giou_dn_3: 0.4710 (0.5071) loss_class_dn_4: 0.4130 (0.4174) loss_bbox_dn_4: 0.2982 (0.3199) loss_giou_dn_4: 0.4669 (0.5059) loss_class_hybrid: 0.7998 (0.8164) loss_bbox_hybrid: 0.1957 (0.2142) loss_giou_hybrid: 0.3953 (0.4613) loss_class_0_hybrid: 0.8531 (0.8855) loss_bbox_0_hybrid: 0.2058 (0.2247) loss_giou_0_hybrid: 0.4200 (0.4864) loss_class_1_hybrid: 0.8253 (0.8460) loss_bbox_1_hybrid: 0.1962 (0.2178) loss_giou_1_hybrid: 0.4023 (0.4688) loss_class_2_hybrid: 0.7974 (0.8308) loss_bbox_2_hybrid: 0.1933 (0.2143) loss_giou_2_hybrid: 0.3971 (0.4628) loss_class_3_hybrid: 0.7932 (0.8200) loss_bbox_3_hybrid: 0.1911 (0.2141) loss_giou_3_hybrid: 0.3939 (0.4617) loss_class_4_hybrid: 0.7940 (0.8161) loss_bbox_4_hybrid: 0.1928 (0.2142) loss_giou_4_hybrid: 0.3971 (0.4616) loss_class_enc_hybrid: 0.8133 (0.8359) loss_bbox_enc_hybrid: 0.2595 (0.2705) loss_giou_enc_hybrid: 0.4674 (0.5550) mem: 1032 max mem: 36965 [2024-01-15 02:17:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:18:44 det.util.engine] INFO: Epoch: [3] [11150/11727] eta: 0:10:26 lr: 0.000100 data_time: 0.0030 iter_time: 1.0533 loss: 27.5657 (29.3415) loss_class: 0.8285 (0.8201) loss_bbox: 0.1639 (0.1968) loss_giou: 0.3931 (0.4242) loss_class_0: 1.0269 (1.0354) loss_bbox_0: 0.1664 (0.1952) loss_giou_0: 0.3918 (0.4323) loss_class_1: 0.9133 (0.9028) loss_bbox_1: 0.1558 (0.1961) loss_giou_1: 0.4008 (0.4267) loss_class_2: 0.8669 (0.8561) loss_bbox_2: 0.1659 (0.1949) loss_giou_2: 0.3978 (0.4244) loss_class_3: 0.8464 (0.8323) loss_bbox_3: 0.1657 (0.1958) loss_giou_3: 0.3908 (0.4238) loss_class_4: 0.8321 (0.8221) loss_bbox_4: 0.1647 (0.1964) loss_giou_4: 0.3930 (0.4242) loss_class_enc: 0.9447 (0.9585) loss_bbox_enc: 0.1904 (0.2373) loss_giou_enc: 0.4532 (0.4935) loss_class_dn: 0.4179 (0.4189) loss_bbox_dn: 0.2672 (0.3199) loss_giou_dn: 0.4909 (0.5060) loss_class_dn_0: 0.4964 (0.4947) loss_bbox_dn_0: 0.3502 (0.4240) loss_giou_dn_0: 0.6086 (0.6418) loss_class_dn_1: 0.4354 (0.4434) loss_bbox_dn_1: 0.2773 (0.3432) loss_giou_dn_1: 0.5102 (0.5352) loss_class_dn_2: 0.4219 (0.4240) loss_bbox_dn_2: 0.2682 (0.3239) loss_giou_dn_2: 0.4940 (0.5117) loss_class_dn_3: 0.4180 (0.4182) loss_bbox_dn_3: 0.2682 (0.3207) loss_giou_dn_3: 0.4918 (0.5070) loss_class_dn_4: 0.4173 (0.4174) loss_bbox_dn_4: 0.2673 (0.3199) loss_giou_dn_4: 0.4908 (0.5058) loss_class_hybrid: 0.8279 (0.8164) loss_bbox_hybrid: 0.1824 (0.2141) loss_giou_hybrid: 0.4379 (0.4612) loss_class_0_hybrid: 0.9258 (0.8855) loss_bbox_0_hybrid: 0.1998 (0.2246) loss_giou_0_hybrid: 0.4495 (0.4864) loss_class_1_hybrid: 0.8772 (0.8460) loss_bbox_1_hybrid: 0.1844 (0.2178) loss_giou_1_hybrid: 0.4406 (0.4688) loss_class_2_hybrid: 0.8740 (0.8308) loss_bbox_2_hybrid: 0.1838 (0.2142) loss_giou_2_hybrid: 0.4348 (0.4628) loss_class_3_hybrid: 0.8376 (0.8200) loss_bbox_3_hybrid: 0.1849 (0.2140) loss_giou_3_hybrid: 0.4379 (0.4616) loss_class_4_hybrid: 0.8471 (0.8161) loss_bbox_4_hybrid: 0.1853 (0.2142) loss_giou_4_hybrid: 0.4361 (0.4615) loss_class_enc_hybrid: 0.8710 (0.8359) loss_bbox_enc_hybrid: 0.2320 (0.2704) loss_giou_enc_hybrid: 0.5160 (0.5549) mem: 1035 max mem: 36965 [2024-01-15 02:18:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:19:38 det.util.engine] INFO: Epoch: [3] [11200/11727] eta: 0:09:32 lr: 0.000100 data_time: 0.0029 iter_time: 1.0686 loss: 28.8269 (29.3398) loss_class: 0.8205 (0.8201) loss_bbox: 0.1690 (0.1968) loss_giou: 0.3948 (0.4242) loss_class_0: 1.0044 (1.0355) loss_bbox_0: 0.1706 (0.1952) loss_giou_0: 0.4252 (0.4323) loss_class_1: 0.8906 (0.9029) loss_bbox_1: 0.1606 (0.1960) loss_giou_1: 0.4023 (0.4266) loss_class_2: 0.8429 (0.8561) loss_bbox_2: 0.1759 (0.1949) loss_giou_2: 0.4014 (0.4243) loss_class_3: 0.8322 (0.8323) loss_bbox_3: 0.1656 (0.1958) loss_giou_3: 0.3903 (0.4237) loss_class_4: 0.8199 (0.8222) loss_bbox_4: 0.1690 (0.1963) loss_giou_4: 0.3932 (0.4241) loss_class_enc: 0.9644 (0.9585) loss_bbox_enc: 0.1927 (0.2372) loss_giou_enc: 0.4569 (0.4935) loss_class_dn: 0.4174 (0.4189) loss_bbox_dn: 0.2590 (0.3198) loss_giou_dn: 0.5012 (0.5059) loss_class_dn_0: 0.4937 (0.4947) loss_bbox_dn_0: 0.3246 (0.4239) loss_giou_dn_0: 0.6188 (0.6417) loss_class_dn_1: 0.4410 (0.4434) loss_bbox_dn_1: 0.2738 (0.3432) loss_giou_dn_1: 0.5286 (0.5352) loss_class_dn_2: 0.4253 (0.4240) loss_bbox_dn_2: 0.2622 (0.3238) loss_giou_dn_2: 0.5068 (0.5117) loss_class_dn_3: 0.4179 (0.4182) loss_bbox_dn_3: 0.2592 (0.3206) loss_giou_dn_3: 0.5028 (0.5070) loss_class_dn_4: 0.4167 (0.4173) loss_bbox_dn_4: 0.2590 (0.3198) loss_giou_dn_4: 0.5016 (0.5058) loss_class_hybrid: 0.7855 (0.8164) loss_bbox_hybrid: 0.1886 (0.2141) loss_giou_hybrid: 0.4365 (0.4612) loss_class_0_hybrid: 0.8330 (0.8855) loss_bbox_0_hybrid: 0.1968 (0.2246) loss_giou_0_hybrid: 0.4591 (0.4863) loss_class_1_hybrid: 0.8164 (0.8460) loss_bbox_1_hybrid: 0.1901 (0.2178) loss_giou_1_hybrid: 0.4418 (0.4687) loss_class_2_hybrid: 0.8025 (0.8308) loss_bbox_2_hybrid: 0.1915 (0.2142) loss_giou_2_hybrid: 0.4324 (0.4627) loss_class_3_hybrid: 0.7854 (0.8200) loss_bbox_3_hybrid: 0.1901 (0.2140) loss_giou_3_hybrid: 0.4389 (0.4616) loss_class_4_hybrid: 0.7905 (0.8161) loss_bbox_4_hybrid: 0.1888 (0.2142) loss_giou_4_hybrid: 0.4338 (0.4615) loss_class_enc_hybrid: 0.8024 (0.8358) loss_bbox_enc_hybrid: 0.2452 (0.2703) loss_giou_enc_hybrid: 0.5300 (0.5548) mem: 1025 max mem: 36965 [2024-01-15 02:19:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:20:32 det.util.engine] INFO: Epoch: [3] [11250/11727] eta: 0:08:38 lr: 0.000100 data_time: 0.0030 iter_time: 1.0545 loss: 29.8910 (29.3386) loss_class: 0.8369 (0.8201) loss_bbox: 0.2009 (0.1968) loss_giou: 0.4222 (0.4242) loss_class_0: 0.9978 (1.0354) loss_bbox_0: 0.1974 (0.1952) loss_giou_0: 0.4229 (0.4323) loss_class_1: 0.8840 (0.9028) loss_bbox_1: 0.1981 (0.1960) loss_giou_1: 0.4245 (0.4266) loss_class_2: 0.8458 (0.8561) loss_bbox_2: 0.1959 (0.1949) loss_giou_2: 0.4269 (0.4243) loss_class_3: 0.8284 (0.8323) loss_bbox_3: 0.2047 (0.1958) loss_giou_3: 0.4269 (0.4237) loss_class_4: 0.8236 (0.8221) loss_bbox_4: 0.2038 (0.1963) loss_giou_4: 0.4265 (0.4242) loss_class_enc: 0.9672 (0.9585) loss_bbox_enc: 0.2346 (0.2372) loss_giou_enc: 0.4802 (0.4934) loss_class_dn: 0.4236 (0.4188) loss_bbox_dn: 0.3519 (0.3198) loss_giou_dn: 0.5122 (0.5059) loss_class_dn_0: 0.4980 (0.4947) loss_bbox_dn_0: 0.4501 (0.4238) loss_giou_dn_0: 0.6248 (0.6417) loss_class_dn_1: 0.4422 (0.4434) loss_bbox_dn_1: 0.3765 (0.3431) loss_giou_dn_1: 0.5404 (0.5351) loss_class_dn_2: 0.4275 (0.4240) loss_bbox_dn_2: 0.3549 (0.3238) loss_giou_dn_2: 0.5163 (0.5117) loss_class_dn_3: 0.4242 (0.4182) loss_bbox_dn_3: 0.3524 (0.3206) loss_giou_dn_3: 0.5134 (0.5069) loss_class_dn_4: 0.4233 (0.4173) loss_bbox_dn_4: 0.3518 (0.3198) loss_giou_dn_4: 0.5124 (0.5058) loss_class_hybrid: 0.8247 (0.8163) loss_bbox_hybrid: 0.2099 (0.2141) loss_giou_hybrid: 0.4748 (0.4612) loss_class_0_hybrid: 0.8737 (0.8854) loss_bbox_0_hybrid: 0.2355 (0.2246) loss_giou_0_hybrid: 0.4981 (0.4863) loss_class_1_hybrid: 0.8488 (0.8459) loss_bbox_1_hybrid: 0.2184 (0.2177) loss_giou_1_hybrid: 0.4902 (0.4688) loss_class_2_hybrid: 0.8269 (0.8307) loss_bbox_2_hybrid: 0.2131 (0.2142) loss_giou_2_hybrid: 0.4805 (0.4628) loss_class_3_hybrid: 0.8225 (0.8200) loss_bbox_3_hybrid: 0.2155 (0.2140) loss_giou_3_hybrid: 0.4843 (0.4616) loss_class_4_hybrid: 0.8122 (0.8160) loss_bbox_4_hybrid: 0.2131 (0.2142) loss_giou_4_hybrid: 0.4772 (0.4615) loss_class_enc_hybrid: 0.8186 (0.8358) loss_bbox_enc_hybrid: 0.2714 (0.2703) loss_giou_enc_hybrid: 0.5495 (0.5548) mem: 1021 max mem: 36965 [2024-01-15 02:20:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:21:24 det.util.engine] INFO: Epoch: [3] [11300/11727] eta: 0:07:43 lr: 0.000100 data_time: 0.0031 iter_time: 1.0573 loss: 28.0680 (29.3362) loss_class: 0.7695 (0.8200) loss_bbox: 0.1721 (0.1968) loss_giou: 0.3950 (0.4242) loss_class_0: 0.9617 (1.0354) loss_bbox_0: 0.1802 (0.1952) loss_giou_0: 0.4179 (0.4322) loss_class_1: 0.8432 (0.9027) loss_bbox_1: 0.1762 (0.1960) loss_giou_1: 0.3917 (0.4266) loss_class_2: 0.8124 (0.8560) loss_bbox_2: 0.1804 (0.1949) loss_giou_2: 0.4101 (0.4243) loss_class_3: 0.7834 (0.8322) loss_bbox_3: 0.1788 (0.1958) loss_giou_3: 0.3973 (0.4237) loss_class_4: 0.7913 (0.8221) loss_bbox_4: 0.1775 (0.1963) loss_giou_4: 0.3951 (0.4241) loss_class_enc: 0.9487 (0.9585) loss_bbox_enc: 0.2227 (0.2372) loss_giou_enc: 0.4675 (0.4933) loss_class_dn: 0.3946 (0.4188) loss_bbox_dn: 0.2814 (0.3197) loss_giou_dn: 0.4831 (0.5058) loss_class_dn_0: 0.4790 (0.4947) loss_bbox_dn_0: 0.4087 (0.4238) loss_giou_dn_0: 0.6327 (0.6416) loss_class_dn_1: 0.4268 (0.4433) loss_bbox_dn_1: 0.2966 (0.3431) loss_giou_dn_1: 0.5123 (0.5351) loss_class_dn_2: 0.4118 (0.4240) loss_bbox_dn_2: 0.2830 (0.3237) loss_giou_dn_2: 0.4871 (0.5116) loss_class_dn_3: 0.4007 (0.4181) loss_bbox_dn_3: 0.2818 (0.3205) loss_giou_dn_3: 0.4846 (0.5069) loss_class_dn_4: 0.3948 (0.4173) loss_bbox_dn_4: 0.2814 (0.3197) loss_giou_dn_4: 0.4829 (0.5057) loss_class_hybrid: 0.7715 (0.8163) loss_bbox_hybrid: 0.1896 (0.2141) loss_giou_hybrid: 0.4288 (0.4611) loss_class_0_hybrid: 0.8520 (0.8854) loss_bbox_0_hybrid: 0.2069 (0.2246) loss_giou_0_hybrid: 0.4565 (0.4862) loss_class_1_hybrid: 0.8014 (0.8459) loss_bbox_1_hybrid: 0.2042 (0.2177) loss_giou_1_hybrid: 0.4387 (0.4687) loss_class_2_hybrid: 0.8073 (0.8307) loss_bbox_2_hybrid: 0.1863 (0.2142) loss_giou_2_hybrid: 0.4281 (0.4627) loss_class_3_hybrid: 0.7826 (0.8199) loss_bbox_3_hybrid: 0.1870 (0.2139) loss_giou_3_hybrid: 0.4260 (0.4616) loss_class_4_hybrid: 0.7934 (0.8160) loss_bbox_4_hybrid: 0.1893 (0.2141) loss_giou_4_hybrid: 0.4294 (0.4614) loss_class_enc_hybrid: 0.7915 (0.8358) loss_bbox_enc_hybrid: 0.2477 (0.2703) loss_giou_enc_hybrid: 0.5281 (0.5548) mem: 1028 max mem: 36965 [2024-01-15 02:21:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:22:16 det.util.engine] INFO: Epoch: [3] [11350/11727] eta: 0:06:49 lr: 0.000100 data_time: 0.0028 iter_time: 1.0376 loss: 27.8344 (29.3323) loss_class: 0.7594 (0.8199) loss_bbox: 0.1722 (0.1968) loss_giou: 0.3804 (0.4241) loss_class_0: 0.9777 (1.0353) loss_bbox_0: 0.1737 (0.1951) loss_giou_0: 0.3838 (0.4321) loss_class_1: 0.8419 (0.9026) loss_bbox_1: 0.1658 (0.1960) loss_giou_1: 0.3846 (0.4265) loss_class_2: 0.7976 (0.8559) loss_bbox_2: 0.1654 (0.1948) loss_giou_2: 0.3871 (0.4242) loss_class_3: 0.7701 (0.8321) loss_bbox_3: 0.1693 (0.1957) loss_giou_3: 0.3804 (0.4236) loss_class_4: 0.7535 (0.8220) loss_bbox_4: 0.1722 (0.1963) loss_giou_4: 0.3803 (0.4240) loss_class_enc: 0.9362 (0.9584) loss_bbox_enc: 0.2211 (0.2372) loss_giou_enc: 0.4462 (0.4933) loss_class_dn: 0.4080 (0.4188) loss_bbox_dn: 0.2964 (0.3197) loss_giou_dn: 0.4836 (0.5058) loss_class_dn_0: 0.4868 (0.4947) loss_bbox_dn_0: 0.3951 (0.4238) loss_giou_dn_0: 0.6103 (0.6415) loss_class_dn_1: 0.4301 (0.4433) loss_bbox_dn_1: 0.3307 (0.3431) loss_giou_dn_1: 0.5011 (0.5350) loss_class_dn_2: 0.4102 (0.4239) loss_bbox_dn_2: 0.3047 (0.3237) loss_giou_dn_2: 0.4861 (0.5115) loss_class_dn_3: 0.4080 (0.4181) loss_bbox_dn_3: 0.2978 (0.3205) loss_giou_dn_3: 0.4860 (0.5068) loss_class_dn_4: 0.4061 (0.4173) loss_bbox_dn_4: 0.2964 (0.3197) loss_giou_dn_4: 0.4837 (0.5056) loss_class_hybrid: 0.7708 (0.8161) loss_bbox_hybrid: 0.1861 (0.2140) loss_giou_hybrid: 0.3985 (0.4610) loss_class_0_hybrid: 0.8550 (0.8853) loss_bbox_0_hybrid: 0.1979 (0.2245) loss_giou_0_hybrid: 0.4240 (0.4861) loss_class_1_hybrid: 0.7981 (0.8458) loss_bbox_1_hybrid: 0.1839 (0.2177) loss_giou_1_hybrid: 0.4159 (0.4686) loss_class_2_hybrid: 0.7839 (0.8306) loss_bbox_2_hybrid: 0.1846 (0.2141) loss_giou_2_hybrid: 0.3965 (0.4626) loss_class_3_hybrid: 0.7837 (0.8198) loss_bbox_3_hybrid: 0.1863 (0.2139) loss_giou_3_hybrid: 0.3974 (0.4615) loss_class_4_hybrid: 0.7775 (0.8159) loss_bbox_4_hybrid: 0.1841 (0.2141) loss_giou_4_hybrid: 0.3971 (0.4613) loss_class_enc_hybrid: 0.8267 (0.8357) loss_bbox_enc_hybrid: 0.2478 (0.2702) loss_giou_enc_hybrid: 0.4897 (0.5546) mem: 1021 max mem: 36965 [2024-01-15 02:22:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:23:08 det.util.engine] INFO: Epoch: [3] [11400/11727] eta: 0:05:54 lr: 0.000100 data_time: 0.0029 iter_time: 1.0408 loss: 29.6178 (29.3316) loss_class: 0.8095 (0.8199) loss_bbox: 0.2154 (0.1968) loss_giou: 0.4130 (0.4241) loss_class_0: 0.9995 (1.0352) loss_bbox_0: 0.2107 (0.1952) loss_giou_0: 0.3951 (0.4321) loss_class_1: 0.8584 (0.9025) loss_bbox_1: 0.2224 (0.1960) loss_giou_1: 0.3999 (0.4265) loss_class_2: 0.8222 (0.8558) loss_bbox_2: 0.2117 (0.1949) loss_giou_2: 0.4176 (0.4243) loss_class_3: 0.8317 (0.8321) loss_bbox_3: 0.2132 (0.1958) loss_giou_3: 0.4096 (0.4236) loss_class_4: 0.8038 (0.8219) loss_bbox_4: 0.2147 (0.1963) loss_giou_4: 0.4126 (0.4241) loss_class_enc: 0.9142 (0.9583) loss_bbox_enc: 0.2568 (0.2372) loss_giou_enc: 0.4788 (0.4932) loss_class_dn: 0.4078 (0.4187) loss_bbox_dn: 0.3523 (0.3197) loss_giou_dn: 0.4969 (0.5058) loss_class_dn_0: 0.4951 (0.4947) loss_bbox_dn_0: 0.4664 (0.4237) loss_giou_dn_0: 0.6450 (0.6414) loss_class_dn_1: 0.4313 (0.4433) loss_bbox_dn_1: 0.3811 (0.3431) loss_giou_dn_1: 0.5278 (0.5350) loss_class_dn_2: 0.4105 (0.4239) loss_bbox_dn_2: 0.3581 (0.3237) loss_giou_dn_2: 0.4998 (0.5115) loss_class_dn_3: 0.4092 (0.4181) loss_bbox_dn_3: 0.3556 (0.3205) loss_giou_dn_3: 0.4966 (0.5068) loss_class_dn_4: 0.4054 (0.4172) loss_bbox_dn_4: 0.3523 (0.3197) loss_giou_dn_4: 0.4970 (0.5056) loss_class_hybrid: 0.8011 (0.8161) loss_bbox_hybrid: 0.2435 (0.2141) loss_giou_hybrid: 0.4621 (0.4610) loss_class_0_hybrid: 0.8617 (0.8853) loss_bbox_0_hybrid: 0.2508 (0.2245) loss_giou_0_hybrid: 0.4790 (0.4860) loss_class_1_hybrid: 0.8192 (0.8457) loss_bbox_1_hybrid: 0.2455 (0.2177) loss_giou_1_hybrid: 0.4707 (0.4686) loss_class_2_hybrid: 0.8113 (0.8305) loss_bbox_2_hybrid: 0.2462 (0.2141) loss_giou_2_hybrid: 0.4647 (0.4626) loss_class_3_hybrid: 0.8016 (0.8198) loss_bbox_3_hybrid: 0.2461 (0.2139) loss_giou_3_hybrid: 0.4629 (0.4615) loss_class_4_hybrid: 0.7937 (0.8159) loss_bbox_4_hybrid: 0.2422 (0.2141) loss_giou_4_hybrid: 0.4627 (0.4613) loss_class_enc_hybrid: 0.8013 (0.8357) loss_bbox_enc_hybrid: 0.2928 (0.2703) loss_giou_enc_hybrid: 0.5549 (0.5546) mem: 1032 max mem: 36965 [2024-01-15 02:23:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:24:01 det.util.engine] INFO: Epoch: [3] [11450/11727] eta: 0:05:00 lr: 0.000100 data_time: 0.0025 iter_time: 1.0354 loss: 29.6018 (29.3314) loss_class: 0.8350 (0.8199) loss_bbox: 0.1832 (0.1968) loss_giou: 0.4194 (0.4242) loss_class_0: 1.0285 (1.0351) loss_bbox_0: 0.1818 (0.1952) loss_giou_0: 0.4323 (0.4322) loss_class_1: 0.9008 (0.9025) loss_bbox_1: 0.1834 (0.1960) loss_giou_1: 0.4099 (0.4266) loss_class_2: 0.8465 (0.8558) loss_bbox_2: 0.1879 (0.1949) loss_giou_2: 0.4130 (0.4243) loss_class_3: 0.8345 (0.8321) loss_bbox_3: 0.1954 (0.1958) loss_giou_3: 0.4218 (0.4237) loss_class_4: 0.8286 (0.8219) loss_bbox_4: 0.1862 (0.1963) loss_giou_4: 0.4189 (0.4241) loss_class_enc: 0.9812 (0.9582) loss_bbox_enc: 0.2282 (0.2372) loss_giou_enc: 0.4735 (0.4933) loss_class_dn: 0.4049 (0.4187) loss_bbox_dn: 0.2754 (0.3196) loss_giou_dn: 0.5025 (0.5058) loss_class_dn_0: 0.4890 (0.4947) loss_bbox_dn_0: 0.3905 (0.4236) loss_giou_dn_0: 0.6228 (0.6415) loss_class_dn_1: 0.4323 (0.4433) loss_bbox_dn_1: 0.3034 (0.3430) loss_giou_dn_1: 0.5308 (0.5350) loss_class_dn_2: 0.4135 (0.4239) loss_bbox_dn_2: 0.2787 (0.3236) loss_giou_dn_2: 0.5063 (0.5115) loss_class_dn_3: 0.4090 (0.4181) loss_bbox_dn_3: 0.2749 (0.3204) loss_giou_dn_3: 0.5027 (0.5068) loss_class_dn_4: 0.4079 (0.4172) loss_bbox_dn_4: 0.2754 (0.3196) loss_giou_dn_4: 0.5025 (0.5057) loss_class_hybrid: 0.7942 (0.8160) loss_bbox_hybrid: 0.2035 (0.2141) loss_giou_hybrid: 0.4532 (0.4612) loss_class_0_hybrid: 0.8743 (0.8852) loss_bbox_0_hybrid: 0.2092 (0.2245) loss_giou_0_hybrid: 0.4747 (0.4861) loss_class_1_hybrid: 0.8622 (0.8457) loss_bbox_1_hybrid: 0.2048 (0.2177) loss_giou_1_hybrid: 0.4566 (0.4687) loss_class_2_hybrid: 0.8065 (0.8305) loss_bbox_2_hybrid: 0.2013 (0.2141) loss_giou_2_hybrid: 0.4511 (0.4627) loss_class_3_hybrid: 0.7939 (0.8197) loss_bbox_3_hybrid: 0.2014 (0.2139) loss_giou_3_hybrid: 0.4528 (0.4616) loss_class_4_hybrid: 0.8020 (0.8158) loss_bbox_4_hybrid: 0.2061 (0.2141) loss_giou_4_hybrid: 0.4530 (0.4615) loss_class_enc_hybrid: 0.8362 (0.8356) loss_bbox_enc_hybrid: 0.2604 (0.2702) loss_giou_enc_hybrid: 0.5377 (0.5547) mem: 1027 max mem: 36965 [2024-01-15 02:24:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:24:54 det.util.engine] INFO: Epoch: [3] [11500/11727] eta: 0:04:06 lr: 0.000100 data_time: 0.0029 iter_time: 1.0777 loss: 29.3166 (29.3303) loss_class: 0.8217 (0.8198) loss_bbox: 0.1880 (0.1968) loss_giou: 0.3965 (0.4241) loss_class_0: 1.0384 (1.0351) loss_bbox_0: 0.1797 (0.1952) loss_giou_0: 0.3951 (0.4321) loss_class_1: 0.8991 (0.9025) loss_bbox_1: 0.1744 (0.1960) loss_giou_1: 0.3808 (0.4266) loss_class_2: 0.8508 (0.8558) loss_bbox_2: 0.1802 (0.1949) loss_giou_2: 0.3942 (0.4243) loss_class_3: 0.8283 (0.8321) loss_bbox_3: 0.1842 (0.1958) loss_giou_3: 0.3913 (0.4236) loss_class_4: 0.8283 (0.8219) loss_bbox_4: 0.1880 (0.1963) loss_giou_4: 0.3921 (0.4241) loss_class_enc: 0.9313 (0.9582) loss_bbox_enc: 0.2181 (0.2372) loss_giou_enc: 0.4726 (0.4932) loss_class_dn: 0.4141 (0.4187) loss_bbox_dn: 0.2663 (0.3196) loss_giou_dn: 0.4959 (0.5058) loss_class_dn_0: 0.4902 (0.4946) loss_bbox_dn_0: 0.3991 (0.4237) loss_giou_dn_0: 0.6289 (0.6415) loss_class_dn_1: 0.4394 (0.4432) loss_bbox_dn_1: 0.2897 (0.3430) loss_giou_dn_1: 0.5213 (0.5350) loss_class_dn_2: 0.4253 (0.4239) loss_bbox_dn_2: 0.2671 (0.3236) loss_giou_dn_2: 0.5023 (0.5115) loss_class_dn_3: 0.4180 (0.4180) loss_bbox_dn_3: 0.2677 (0.3205) loss_giou_dn_3: 0.4984 (0.5068) loss_class_dn_4: 0.4159 (0.4172) loss_bbox_dn_4: 0.2662 (0.3196) loss_giou_dn_4: 0.4955 (0.5056) loss_class_hybrid: 0.8294 (0.8160) loss_bbox_hybrid: 0.1894 (0.2141) loss_giou_hybrid: 0.4056 (0.4611) loss_class_0_hybrid: 0.8656 (0.8852) loss_bbox_0_hybrid: 0.2016 (0.2245) loss_giou_0_hybrid: 0.4246 (0.4861) loss_class_1_hybrid: 0.8256 (0.8456) loss_bbox_1_hybrid: 0.1935 (0.2177) loss_giou_1_hybrid: 0.4169 (0.4686) loss_class_2_hybrid: 0.8288 (0.8304) loss_bbox_2_hybrid: 0.1877 (0.2141) loss_giou_2_hybrid: 0.4110 (0.4626) loss_class_3_hybrid: 0.8283 (0.8196) loss_bbox_3_hybrid: 0.1883 (0.2140) loss_giou_3_hybrid: 0.4099 (0.4615) loss_class_4_hybrid: 0.8212 (0.8157) loss_bbox_4_hybrid: 0.1898 (0.2141) loss_giou_4_hybrid: 0.4108 (0.4614) loss_class_enc_hybrid: 0.8325 (0.8356) loss_bbox_enc_hybrid: 0.2549 (0.2703) loss_giou_enc_hybrid: 0.5004 (0.5546) mem: 1028 max mem: 36965 [2024-01-15 02:24:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:25:47 det.util.engine] INFO: Epoch: [3] [11550/11727] eta: 0:03:12 lr: 0.000100 data_time: 0.0030 iter_time: 1.0779 loss: 27.6025 (29.3264) loss_class: 0.7756 (0.8197) loss_bbox: 0.1767 (0.1967) loss_giou: 0.3835 (0.4241) loss_class_0: 0.9835 (1.0350) loss_bbox_0: 0.1693 (0.1951) loss_giou_0: 0.3883 (0.4321) loss_class_1: 0.8385 (0.9023) loss_bbox_1: 0.1828 (0.1960) loss_giou_1: 0.3766 (0.4266) loss_class_2: 0.7990 (0.8556) loss_bbox_2: 0.1781 (0.1949) loss_giou_2: 0.3817 (0.4243) loss_class_3: 0.7875 (0.8319) loss_bbox_3: 0.1780 (0.1957) loss_giou_3: 0.3766 (0.4237) loss_class_4: 0.7649 (0.8218) loss_bbox_4: 0.1748 (0.1963) loss_giou_4: 0.3833 (0.4241) loss_class_enc: 0.9134 (0.9580) loss_bbox_enc: 0.2030 (0.2371) loss_giou_enc: 0.4385 (0.4932) loss_class_dn: 0.4007 (0.4186) loss_bbox_dn: 0.2803 (0.3195) loss_giou_dn: 0.4587 (0.5057) loss_class_dn_0: 0.4840 (0.4946) loss_bbox_dn_0: 0.3824 (0.4236) loss_giou_dn_0: 0.5927 (0.6414) loss_class_dn_1: 0.4311 (0.4432) loss_bbox_dn_1: 0.2962 (0.3429) loss_giou_dn_1: 0.4870 (0.5349) loss_class_dn_2: 0.4087 (0.4238) loss_bbox_dn_2: 0.2826 (0.3235) loss_giou_dn_2: 0.4654 (0.5115) loss_class_dn_3: 0.4005 (0.4179) loss_bbox_dn_3: 0.2797 (0.3203) loss_giou_dn_3: 0.4588 (0.5067) loss_class_dn_4: 0.3994 (0.4171) loss_bbox_dn_4: 0.2801 (0.3195) loss_giou_dn_4: 0.4581 (0.5056) loss_class_hybrid: 0.7628 (0.8158) loss_bbox_hybrid: 0.1901 (0.2140) loss_giou_hybrid: 0.4116 (0.4611) loss_class_0_hybrid: 0.8494 (0.8851) loss_bbox_0_hybrid: 0.1955 (0.2245) loss_giou_0_hybrid: 0.4357 (0.4861) loss_class_1_hybrid: 0.8135 (0.8455) loss_bbox_1_hybrid: 0.1921 (0.2177) loss_giou_1_hybrid: 0.4149 (0.4687) loss_class_2_hybrid: 0.7772 (0.8303) loss_bbox_2_hybrid: 0.1880 (0.2141) loss_giou_2_hybrid: 0.4145 (0.4627) loss_class_3_hybrid: 0.7557 (0.8195) loss_bbox_3_hybrid: 0.1865 (0.2139) loss_giou_3_hybrid: 0.4136 (0.4615) loss_class_4_hybrid: 0.7651 (0.8156) loss_bbox_4_hybrid: 0.1872 (0.2141) loss_giou_4_hybrid: 0.4121 (0.4614) loss_class_enc_hybrid: 0.8131 (0.8355) loss_bbox_enc_hybrid: 0.2465 (0.2702) loss_giou_enc_hybrid: 0.4986 (0.5546) mem: 1019 max mem: 36965 [2024-01-15 02:25:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:26:40 det.util.engine] INFO: Epoch: [3] [11600/11727] eta: 0:02:17 lr: 0.000100 data_time: 0.0031 iter_time: 1.0786 loss: 27.4823 (29.3245) loss_class: 0.7451 (0.8196) loss_bbox: 0.1801 (0.1968) loss_giou: 0.4280 (0.4242) loss_class_0: 0.9333 (1.0349) loss_bbox_0: 0.1683 (0.1952) loss_giou_0: 0.4381 (0.4321) loss_class_1: 0.8179 (0.9022) loss_bbox_1: 0.1664 (0.1960) loss_giou_1: 0.4312 (0.4266) loss_class_2: 0.7556 (0.8555) loss_bbox_2: 0.1721 (0.1949) loss_giou_2: 0.4280 (0.4243) loss_class_3: 0.7366 (0.8318) loss_bbox_3: 0.1702 (0.1957) loss_giou_3: 0.4362 (0.4237) loss_class_4: 0.7494 (0.8217) loss_bbox_4: 0.1818 (0.1963) loss_giou_4: 0.4273 (0.4241) loss_class_enc: 0.8969 (0.9579) loss_bbox_enc: 0.2240 (0.2372) loss_giou_enc: 0.5085 (0.4932) loss_class_dn: 0.4119 (0.4186) loss_bbox_dn: 0.2462 (0.3195) loss_giou_dn: 0.4673 (0.5056) loss_class_dn_0: 0.4940 (0.4946) loss_bbox_dn_0: 0.3462 (0.4235) loss_giou_dn_0: 0.6049 (0.6413) loss_class_dn_1: 0.4379 (0.4432) loss_bbox_dn_1: 0.2578 (0.3428) loss_giou_dn_1: 0.5027 (0.5349) loss_class_dn_2: 0.4214 (0.4238) loss_bbox_dn_2: 0.2481 (0.3235) loss_giou_dn_2: 0.4783 (0.5114) loss_class_dn_3: 0.4150 (0.4179) loss_bbox_dn_3: 0.2484 (0.3203) loss_giou_dn_3: 0.4680 (0.5067) loss_class_dn_4: 0.4128 (0.4171) loss_bbox_dn_4: 0.2462 (0.3194) loss_giou_dn_4: 0.4674 (0.5055) loss_class_hybrid: 0.7441 (0.8157) loss_bbox_hybrid: 0.1996 (0.2141) loss_giou_hybrid: 0.4664 (0.4612) loss_class_0_hybrid: 0.8224 (0.8850) loss_bbox_0_hybrid: 0.2045 (0.2245) loss_giou_0_hybrid: 0.4738 (0.4861) loss_class_1_hybrid: 0.7656 (0.8454) loss_bbox_1_hybrid: 0.1990 (0.2177) loss_giou_1_hybrid: 0.4685 (0.4687) loss_class_2_hybrid: 0.7535 (0.8302) loss_bbox_2_hybrid: 0.1954 (0.2141) loss_giou_2_hybrid: 0.4639 (0.4627) loss_class_3_hybrid: 0.7401 (0.8194) loss_bbox_3_hybrid: 0.2000 (0.2139) loss_giou_3_hybrid: 0.4645 (0.4616) loss_class_4_hybrid: 0.7389 (0.8155) loss_bbox_4_hybrid: 0.1982 (0.2141) loss_giou_4_hybrid: 0.4677 (0.4614) loss_class_enc_hybrid: 0.7854 (0.8354) loss_bbox_enc_hybrid: 0.2524 (0.2702) loss_giou_enc_hybrid: 0.5689 (0.5546) mem: 1031 max mem: 36965 [2024-01-15 02:26:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:27:34 det.util.engine] INFO: Epoch: [3] [11650/11727] eta: 0:01:23 lr: 0.000100 data_time: 0.0029 iter_time: 1.0720 loss: 29.1058 (29.3224) loss_class: 0.7949 (0.8196) loss_bbox: 0.1937 (0.1967) loss_giou: 0.4233 (0.4241) loss_class_0: 1.0122 (1.0348) loss_bbox_0: 0.1917 (0.1951) loss_giou_0: 0.4306 (0.4320) loss_class_1: 0.8575 (0.9022) loss_bbox_1: 0.2016 (0.1960) loss_giou_1: 0.4277 (0.4265) loss_class_2: 0.8127 (0.8555) loss_bbox_2: 0.1938 (0.1949) loss_giou_2: 0.4317 (0.4243) loss_class_3: 0.8030 (0.8318) loss_bbox_3: 0.1922 (0.1957) loss_giou_3: 0.4188 (0.4236) loss_class_4: 0.7964 (0.8216) loss_bbox_4: 0.1924 (0.1963) loss_giou_4: 0.4217 (0.4241) loss_class_enc: 0.9121 (0.9579) loss_bbox_enc: 0.2430 (0.2372) loss_giou_enc: 0.4933 (0.4932) loss_class_dn: 0.4209 (0.4186) loss_bbox_dn: 0.2752 (0.3194) loss_giou_dn: 0.4961 (0.5056) loss_class_dn_0: 0.4892 (0.4946) loss_bbox_dn_0: 0.4186 (0.4235) loss_giou_dn_0: 0.6391 (0.6413) loss_class_dn_1: 0.4425 (0.4431) loss_bbox_dn_1: 0.3087 (0.3428) loss_giou_dn_1: 0.5283 (0.5348) loss_class_dn_2: 0.4248 (0.4238) loss_bbox_dn_2: 0.2850 (0.3234) loss_giou_dn_2: 0.5017 (0.5114) loss_class_dn_3: 0.4200 (0.4179) loss_bbox_dn_3: 0.2761 (0.3202) loss_giou_dn_3: 0.4992 (0.5066) loss_class_dn_4: 0.4196 (0.4171) loss_bbox_dn_4: 0.2753 (0.3194) loss_giou_dn_4: 0.4961 (0.5055) loss_class_hybrid: 0.7934 (0.8156) loss_bbox_hybrid: 0.2041 (0.2140) loss_giou_hybrid: 0.4626 (0.4611) loss_class_0_hybrid: 0.8470 (0.8849) loss_bbox_0_hybrid: 0.2232 (0.2245) loss_giou_0_hybrid: 0.4815 (0.4860) loss_class_1_hybrid: 0.8172 (0.8453) loss_bbox_1_hybrid: 0.2052 (0.2177) loss_giou_1_hybrid: 0.4688 (0.4686) loss_class_2_hybrid: 0.7984 (0.8301) loss_bbox_2_hybrid: 0.1978 (0.2141) loss_giou_2_hybrid: 0.4604 (0.4627) loss_class_3_hybrid: 0.7938 (0.8193) loss_bbox_3_hybrid: 0.2076 (0.2139) loss_giou_3_hybrid: 0.4625 (0.4615) loss_class_4_hybrid: 0.7869 (0.8154) loss_bbox_4_hybrid: 0.2082 (0.2141) loss_giou_4_hybrid: 0.4580 (0.4614) loss_class_enc_hybrid: 0.7830 (0.8354) loss_bbox_enc_hybrid: 0.2811 (0.2702) loss_giou_enc_hybrid: 0.5592 (0.5546) mem: 1022 max mem: 36965 [2024-01-15 02:27:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:28:27 det.util.engine] INFO: Epoch: [3] [11700/11727] eta: 0:00:29 lr: 0.000100 data_time: 0.0027 iter_time: 1.0476 loss: 29.4092 (29.3203) loss_class: 0.8078 (0.8195) loss_bbox: 0.1932 (0.1967) loss_giou: 0.4289 (0.4242) loss_class_0: 0.9978 (1.0347) loss_bbox_0: 0.1950 (0.1951) loss_giou_0: 0.4289 (0.4320) loss_class_1: 0.8680 (0.9020) loss_bbox_1: 0.1928 (0.1960) loss_giou_1: 0.4240 (0.4266) loss_class_2: 0.8102 (0.8553) loss_bbox_2: 0.1936 (0.1949) loss_giou_2: 0.4238 (0.4243) loss_class_3: 0.8016 (0.8317) loss_bbox_3: 0.2021 (0.1957) loss_giou_3: 0.4257 (0.4237) loss_class_4: 0.7959 (0.8215) loss_bbox_4: 0.1963 (0.1963) loss_giou_4: 0.4253 (0.4241) loss_class_enc: 0.9279 (0.9578) loss_bbox_enc: 0.2338 (0.2371) loss_giou_enc: 0.4877 (0.4932) loss_class_dn: 0.4195 (0.4185) loss_bbox_dn: 0.2728 (0.3193) loss_giou_dn: 0.5224 (0.5056) loss_class_dn_0: 0.4956 (0.4946) loss_bbox_dn_0: 0.3818 (0.4234) loss_giou_dn_0: 0.6428 (0.6413) loss_class_dn_1: 0.4441 (0.4431) loss_bbox_dn_1: 0.2959 (0.3427) loss_giou_dn_1: 0.5518 (0.5348) loss_class_dn_2: 0.4230 (0.4237) loss_bbox_dn_2: 0.2793 (0.3233) loss_giou_dn_2: 0.5264 (0.5113) loss_class_dn_3: 0.4201 (0.4179) loss_bbox_dn_3: 0.2729 (0.3201) loss_giou_dn_3: 0.5254 (0.5066) loss_class_dn_4: 0.4178 (0.4170) loss_bbox_dn_4: 0.2727 (0.3193) loss_giou_dn_4: 0.5226 (0.5055) loss_class_hybrid: 0.7780 (0.8155) loss_bbox_hybrid: 0.2173 (0.2140) loss_giou_hybrid: 0.4675 (0.4612) loss_class_0_hybrid: 0.8378 (0.8848) loss_bbox_0_hybrid: 0.2244 (0.2244) loss_giou_0_hybrid: 0.4937 (0.4861) loss_class_1_hybrid: 0.7995 (0.8452) loss_bbox_1_hybrid: 0.2258 (0.2176) loss_giou_1_hybrid: 0.4747 (0.4687) loss_class_2_hybrid: 0.7849 (0.8300) loss_bbox_2_hybrid: 0.2210 (0.2141) loss_giou_2_hybrid: 0.4712 (0.4627) loss_class_3_hybrid: 0.7654 (0.8192) loss_bbox_3_hybrid: 0.2221 (0.2139) loss_giou_3_hybrid: 0.4671 (0.4616) loss_class_4_hybrid: 0.7833 (0.8153) loss_bbox_4_hybrid: 0.2215 (0.2141) loss_giou_4_hybrid: 0.4650 (0.4615) loss_class_enc_hybrid: 0.8029 (0.8352) loss_bbox_enc_hybrid: 0.2695 (0.2701) loss_giou_enc_hybrid: 0.5690 (0.5546) mem: 1019 max mem: 36965 [2024-01-15 02:28:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:28:53 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0023 iter_time: 1.0238 loss: 29.7769 (29.3204) loss_class: 0.7933 (0.8195) loss_bbox: 0.1940 (0.1968) loss_giou: 0.4045 (0.4241) loss_class_0: 1.0702 (1.0348) loss_bbox_0: 0.1889 (0.1951) loss_giou_0: 0.4118 (0.4320) loss_class_1: 0.9274 (0.9021) loss_bbox_1: 0.1973 (0.1960) loss_giou_1: 0.4216 (0.4265) loss_class_2: 0.8778 (0.8554) loss_bbox_2: 0.1824 (0.1949) loss_giou_2: 0.4027 (0.4243) loss_class_3: 0.8373 (0.8317) loss_bbox_3: 0.1934 (0.1958) loss_giou_3: 0.4001 (0.4236) loss_class_4: 0.8271 (0.8216) loss_bbox_4: 0.1939 (0.1963) loss_giou_4: 0.4017 (0.4241) loss_class_enc: 0.9596 (0.9578) loss_bbox_enc: 0.2517 (0.2372) loss_giou_enc: 0.4660 (0.4931) loss_class_dn: 0.4041 (0.4185) loss_bbox_dn: 0.3160 (0.3193) loss_giou_dn: 0.4772 (0.5055) loss_class_dn_0: 0.4905 (0.4946) loss_bbox_dn_0: 0.4099 (0.4234) loss_giou_dn_0: 0.6222 (0.6412) loss_class_dn_1: 0.4455 (0.4431) loss_bbox_dn_1: 0.3283 (0.3427) loss_giou_dn_1: 0.5160 (0.5348) loss_class_dn_2: 0.4114 (0.4237) loss_bbox_dn_2: 0.3198 (0.3233) loss_giou_dn_2: 0.4837 (0.5113) loss_class_dn_3: 0.4043 (0.4179) loss_bbox_dn_3: 0.3164 (0.3201) loss_giou_dn_3: 0.4800 (0.5066) loss_class_dn_4: 0.4031 (0.4170) loss_bbox_dn_4: 0.3159 (0.3193) loss_giou_dn_4: 0.4771 (0.5054) loss_class_hybrid: 0.7936 (0.8156) loss_bbox_hybrid: 0.2190 (0.2141) loss_giou_hybrid: 0.4517 (0.4611) loss_class_0_hybrid: 0.8960 (0.8848) loss_bbox_0_hybrid: 0.2445 (0.2245) loss_giou_0_hybrid: 0.4695 (0.4860) loss_class_1_hybrid: 0.8347 (0.8452) loss_bbox_1_hybrid: 0.2267 (0.2177) loss_giou_1_hybrid: 0.4633 (0.4687) loss_class_2_hybrid: 0.8076 (0.8300) loss_bbox_2_hybrid: 0.2162 (0.2141) loss_giou_2_hybrid: 0.4562 (0.4627) loss_class_3_hybrid: 0.8210 (0.8192) loss_bbox_3_hybrid: 0.2241 (0.2139) loss_giou_3_hybrid: 0.4497 (0.4616) loss_class_4_hybrid: 0.8034 (0.8153) loss_bbox_4_hybrid: 0.2159 (0.2141) loss_giou_4_hybrid: 0.4499 (0.4614) loss_class_enc_hybrid: 0.8424 (0.8353) loss_bbox_enc_hybrid: 0.2729 (0.2702) loss_giou_enc_hybrid: 0.5305 (0.5546) [2024-01-15 02:28:53 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_3 [2024-01-15 02:28:54 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_3/model.safetensors [2024-01-15 02:28:55 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_3/optimizer.bin [2024-01-15 02:28:55 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_3/scheduler.bin [2024-01-15 02:28:55 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_3/sampler.bin [2024-01-15 02:28:55 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_3/sampler_1.bin [2024-01-15 02:28:55 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_3/random_states_0.pkl [2024-01-15 02:28:55 det.__main__] INFO: Start evaluation [2024-01-15 02:28:57 det.util.utils] INFO: Test: [ 0/2500] eta: 0:24:26 model_time: 0.3296 (0.3296) evaluator_time: 0.0287 (0.0287) time: 0.5864 data: 0.2266 mem: 961 max mem: 36965 [2024-01-15 02:28:59 det.util.utils] INFO: Test: [ 10/2500] eta: 0:09:59 model_time: 0.1442 (0.1968) evaluator_time: 0.0206 (0.0211) time: 0.2407 data: 0.0212 mem: 961 max mem: 36965 [2024-01-15 02:29:01 det.util.utils] INFO: Test: [ 20/2500] eta: 0:08:44 model_time: 0.1294 (0.1788) evaluator_time: 0.0161 (0.0197) time: 0.1928 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:29:03 det.util.utils] INFO: Test: [ 30/2500] eta: 0:08:12 model_time: 0.1264 (0.1694) evaluator_time: 0.0161 (0.0206) time: 0.1770 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:29:04 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:01 model_time: 0.1301 (0.1672) evaluator_time: 0.0191 (0.0208) time: 0.1795 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:29:06 det.util.utils] INFO: Test: [ 50/2500] eta: 0:07:55 model_time: 0.1380 (0.1669) evaluator_time: 0.0178 (0.0205) time: 0.1860 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:29:08 det.util.utils] INFO: Test: [ 60/2500] eta: 0:07:43 model_time: 0.1365 (0.1633) evaluator_time: 0.0178 (0.0205) time: 0.1778 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:29:10 det.util.utils] INFO: Test: [ 70/2500] eta: 0:07:35 model_time: 0.1360 (0.1617) evaluator_time: 0.0171 (0.0204) time: 0.1708 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:11 det.util.utils] INFO: Test: [ 80/2500] eta: 0:07:25 model_time: 0.1331 (0.1587) evaluator_time: 0.0191 (0.0204) time: 0.1668 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:13 det.util.utils] INFO: Test: [ 90/2500] eta: 0:07:24 model_time: 0.1249 (0.1585) evaluator_time: 0.0197 (0.0211) time: 0.1734 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:29:15 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:19 model_time: 0.1309 (0.1573) evaluator_time: 0.0194 (0.0211) time: 0.1784 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:17 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:13 model_time: 0.1309 (0.1561) evaluator_time: 0.0166 (0.0208) time: 0.1673 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:29:18 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:06 model_time: 0.1301 (0.1539) evaluator_time: 0.0162 (0.0207) time: 0.1585 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:20 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:01 model_time: 0.1301 (0.1530) evaluator_time: 0.0162 (0.0205) time: 0.1568 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:29:21 det.util.utils] INFO: Test: [ 140/2500] eta: 0:06:56 model_time: 0.1252 (0.1519) evaluator_time: 0.0154 (0.0206) time: 0.1617 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:29:23 det.util.utils] INFO: Test: [ 150/2500] eta: 0:06:51 model_time: 0.1234 (0.1503) evaluator_time: 0.0146 (0.0207) time: 0.1575 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:24 det.util.utils] INFO: Test: [ 160/2500] eta: 0:06:45 model_time: 0.1205 (0.1489) evaluator_time: 0.0143 (0.0206) time: 0.1508 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:29:26 det.util.utils] INFO: Test: [ 170/2500] eta: 0:06:46 model_time: 0.1239 (0.1495) evaluator_time: 0.0178 (0.0211) time: 0.1693 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:28 det.util.utils] INFO: Test: [ 180/2500] eta: 0:06:42 model_time: 0.1337 (0.1485) evaluator_time: 0.0187 (0.0213) time: 0.1742 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:29:29 det.util.utils] INFO: Test: [ 190/2500] eta: 0:06:37 model_time: 0.1322 (0.1475) evaluator_time: 0.0171 (0.0211) time: 0.1545 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:31 det.util.utils] INFO: Test: [ 200/2500] eta: 0:06:36 model_time: 0.1332 (0.1477) evaluator_time: 0.0164 (0.0209) time: 0.1609 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:32 det.util.utils] INFO: Test: [ 210/2500] eta: 0:06:31 model_time: 0.1270 (0.1467) evaluator_time: 0.0164 (0.0207) time: 0.1591 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:29:34 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:27 model_time: 0.1267 (0.1460) evaluator_time: 0.0153 (0.0206) time: 0.1490 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:29:36 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:24 model_time: 0.1340 (0.1455) evaluator_time: 0.0144 (0.0204) time: 0.1527 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:29:37 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:20 model_time: 0.1252 (0.1447) evaluator_time: 0.0150 (0.0204) time: 0.1501 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:29:38 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:17 model_time: 0.1222 (0.1440) evaluator_time: 0.0163 (0.0203) time: 0.1475 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:29:40 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:15 model_time: 0.1290 (0.1442) evaluator_time: 0.0158 (0.0203) time: 0.1599 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:29:42 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:14 model_time: 0.1288 (0.1443) evaluator_time: 0.0175 (0.0204) time: 0.1725 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:44 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:13 model_time: 0.1224 (0.1448) evaluator_time: 0.0186 (0.0204) time: 0.1762 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:29:45 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:10 model_time: 0.1276 (0.1442) evaluator_time: 0.0166 (0.0202) time: 0.1628 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:29:47 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:08 model_time: 0.1276 (0.1441) evaluator_time: 0.0150 (0.0202) time: 0.1560 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:29:48 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:05 model_time: 0.1245 (0.1435) evaluator_time: 0.0173 (0.0203) time: 0.1570 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:29:50 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:02 model_time: 0.1219 (0.1430) evaluator_time: 0.0178 (0.0203) time: 0.1498 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:29:51 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:00 model_time: 0.1208 (0.1424) evaluator_time: 0.0169 (0.0204) time: 0.1495 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:53 det.util.utils] INFO: Test: [ 340/2500] eta: 0:05:58 model_time: 0.1267 (0.1424) evaluator_time: 0.0169 (0.0204) time: 0.1581 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:54 det.util.utils] INFO: Test: [ 350/2500] eta: 0:05:55 model_time: 0.1287 (0.1420) evaluator_time: 0.0172 (0.0203) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:56 det.util.utils] INFO: Test: [ 360/2500] eta: 0:05:53 model_time: 0.1294 (0.1419) evaluator_time: 0.0182 (0.0204) time: 0.1547 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:58 det.util.utils] INFO: Test: [ 370/2500] eta: 0:05:51 model_time: 0.1347 (0.1417) evaluator_time: 0.0202 (0.0204) time: 0.1601 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:29:59 det.util.utils] INFO: Test: [ 380/2500] eta: 0:05:49 model_time: 0.1223 (0.1417) evaluator_time: 0.0165 (0.0203) time: 0.1597 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:01 det.util.utils] INFO: Test: [ 390/2500] eta: 0:05:48 model_time: 0.1248 (0.1418) evaluator_time: 0.0144 (0.0202) time: 0.1615 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:03 det.util.utils] INFO: Test: [ 400/2500] eta: 0:05:46 model_time: 0.1279 (0.1415) evaluator_time: 0.0162 (0.0203) time: 0.1612 data: 0.0009 mem: 961 max mem: 36965 [2024-01-15 02:30:04 det.util.utils] INFO: Test: [ 410/2500] eta: 0:05:44 model_time: 0.1339 (0.1413) evaluator_time: 0.0164 (0.0203) time: 0.1579 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:30:06 det.util.utils] INFO: Test: [ 420/2500] eta: 0:05:42 model_time: 0.1370 (0.1416) evaluator_time: 0.0163 (0.0203) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:07 det.util.utils] INFO: Test: [ 430/2500] eta: 0:05:40 model_time: 0.1357 (0.1414) evaluator_time: 0.0163 (0.0202) time: 0.1643 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:09 det.util.utils] INFO: Test: [ 440/2500] eta: 0:05:38 model_time: 0.1260 (0.1412) evaluator_time: 0.0143 (0.0201) time: 0.1523 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:10 det.util.utils] INFO: Test: [ 450/2500] eta: 0:05:36 model_time: 0.1266 (0.1410) evaluator_time: 0.0143 (0.0201) time: 0.1532 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:12 det.util.utils] INFO: Test: [ 460/2500] eta: 0:05:34 model_time: 0.1247 (0.1408) evaluator_time: 0.0152 (0.0200) time: 0.1518 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:13 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:32 model_time: 0.1290 (0.1407) evaluator_time: 0.0137 (0.0200) time: 0.1531 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:15 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:30 model_time: 0.1328 (0.1406) evaluator_time: 0.0164 (0.0199) time: 0.1560 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:17 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:28 model_time: 0.1303 (0.1404) evaluator_time: 0.0184 (0.0200) time: 0.1560 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:18 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:27 model_time: 0.1370 (0.1406) evaluator_time: 0.0184 (0.0200) time: 0.1661 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:20 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:25 model_time: 0.1371 (0.1407) evaluator_time: 0.0185 (0.0201) time: 0.1745 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:22 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:23 model_time: 0.1343 (0.1406) evaluator_time: 0.0189 (0.0201) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:23 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:21 model_time: 0.1313 (0.1404) evaluator_time: 0.0157 (0.0200) time: 0.1518 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:30:25 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:19 model_time: 0.1298 (0.1403) evaluator_time: 0.0134 (0.0200) time: 0.1523 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:26 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:18 model_time: 0.1325 (0.1403) evaluator_time: 0.0218 (0.0200) time: 0.1627 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:28 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:16 model_time: 0.1292 (0.1402) evaluator_time: 0.0176 (0.0200) time: 0.1597 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:30 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:14 model_time: 0.1314 (0.1402) evaluator_time: 0.0148 (0.0200) time: 0.1557 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:30:31 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:12 model_time: 0.1285 (0.1400) evaluator_time: 0.0148 (0.0199) time: 0.1545 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:33 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:10 model_time: 0.1300 (0.1399) evaluator_time: 0.0158 (0.0200) time: 0.1555 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:34 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:09 model_time: 0.1291 (0.1397) evaluator_time: 0.0179 (0.0201) time: 0.1596 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:36 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:07 model_time: 0.1249 (0.1395) evaluator_time: 0.0209 (0.0202) time: 0.1549 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:37 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:05 model_time: 0.1230 (0.1393) evaluator_time: 0.0168 (0.0202) time: 0.1533 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:39 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:03 model_time: 0.1232 (0.1391) evaluator_time: 0.0153 (0.0202) time: 0.1510 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:40 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:01 model_time: 0.1306 (0.1391) evaluator_time: 0.0157 (0.0202) time: 0.1557 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:42 det.util.utils] INFO: Test: 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(0.0203) time: 0.1542 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:30:51 det.util.utils] INFO: Test: [ 710/2500] eta: 0:04:49 model_time: 0.1366 (0.1384) evaluator_time: 0.0159 (0.0204) time: 0.1619 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:30:53 det.util.utils] INFO: Test: [ 720/2500] eta: 0:04:47 model_time: 0.1347 (0.1383) evaluator_time: 0.0197 (0.0206) time: 0.1684 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:30:55 det.util.utils] INFO: Test: [ 730/2500] eta: 0:04:45 model_time: 0.1309 (0.1382) evaluator_time: 0.0165 (0.0205) time: 0.1601 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:30:56 det.util.utils] INFO: Test: [ 740/2500] eta: 0:04:44 model_time: 0.1309 (0.1381) evaluator_time: 0.0145 (0.0206) time: 0.1541 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:30:58 det.util.utils] INFO: Test: [ 750/2500] eta: 0:04:42 model_time: 0.1245 (0.1380) evaluator_time: 0.0145 (0.0205) time: 0.1503 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:30:59 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:40 model_time: 0.1233 (0.1379) evaluator_time: 0.0157 (0.0205) time: 0.1509 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:31:01 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:38 model_time: 0.1279 (0.1378) evaluator_time: 0.0166 (0.0205) time: 0.1548 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:02 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:37 model_time: 0.1303 (0.1378) evaluator_time: 0.0176 (0.0205) time: 0.1568 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:04 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:35 model_time: 0.1339 (0.1378) evaluator_time: 0.0183 (0.0205) time: 0.1601 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:31:05 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:33 model_time: 0.1316 (0.1377) evaluator_time: 0.0173 (0.0205) time: 0.1600 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:31:07 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:32 model_time: 0.1272 (0.1378) evaluator_time: 0.0165 (0.0205) time: 0.1612 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:31:09 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:30 model_time: 0.1235 (0.1376) evaluator_time: 0.0163 (0.0205) time: 0.1557 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:31:10 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:28 model_time: 0.1235 (0.1376) evaluator_time: 0.0165 (0.0205) time: 0.1539 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:12 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:26 model_time: 0.1302 (0.1375) evaluator_time: 0.0163 (0.0205) time: 0.1538 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:31:13 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:25 model_time: 0.1242 (0.1374) evaluator_time: 0.0148 (0.0206) time: 0.1550 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:31:15 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:23 model_time: 0.1331 (0.1374) evaluator_time: 0.0153 (0.0206) time: 0.1594 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:31:16 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:21 model_time: 0.1316 (0.1374) evaluator_time: 0.0153 (0.0205) time: 0.1544 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:18 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:20 model_time: 0.1298 (0.1373) evaluator_time: 0.0142 (0.0204) time: 0.1498 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:19 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:18 model_time: 0.1243 (0.1372) evaluator_time: 0.0162 (0.0204) time: 0.1485 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:21 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:16 model_time: 0.1245 (0.1372) evaluator_time: 0.0162 (0.0204) time: 0.1543 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:22 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:14 model_time: 0.1245 (0.1370) evaluator_time: 0.0154 (0.0204) time: 0.1536 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:31:24 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:13 model_time: 0.1273 (0.1370) evaluator_time: 0.0160 (0.0204) time: 0.1515 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:31:26 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:11 model_time: 0.1319 (0.1369) evaluator_time: 0.0154 (0.0204) time: 0.1550 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:31:27 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:09 model_time: 0.1304 (0.1369) evaluator_time: 0.0154 (0.0204) time: 0.1547 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:29 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:07 model_time: 0.1354 (0.1369) evaluator_time: 0.0145 (0.0204) time: 0.1543 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:30 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:06 model_time: 0.1330 (0.1369) evaluator_time: 0.0134 (0.0203) time: 0.1547 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:32 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:04 model_time: 0.1277 (0.1368) evaluator_time: 0.0134 (0.0203) time: 0.1549 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:31:33 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:02 model_time: 0.1277 (0.1367) evaluator_time: 0.0147 (0.0203) time: 0.1515 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:31:35 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:01 model_time: 0.1285 (0.1367) evaluator_time: 0.0165 (0.0203) time: 0.1555 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:31:36 det.util.utils] INFO: Test: [1000/2500] eta: 0:03:59 model_time: 0.1257 (0.1366) evaluator_time: 0.0165 (0.0204) time: 0.1568 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:31:38 det.util.utils] INFO: Test: [1010/2500] eta: 0:03:57 model_time: 0.1248 (0.1366) evaluator_time: 0.0171 (0.0204) time: 0.1549 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:39 det.util.utils] INFO: Test: [1020/2500] eta: 0:03:56 model_time: 0.1302 (0.1365) evaluator_time: 0.0168 (0.0203) time: 0.1537 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:41 det.util.utils] INFO: Test: 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(0.0203) time: 0.1578 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:31:50 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:44 model_time: 0.1259 (0.1364) evaluator_time: 0.0154 (0.0203) time: 0.1506 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:31:52 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:43 model_time: 0.1261 (0.1364) evaluator_time: 0.0144 (0.0202) time: 0.1494 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:31:54 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:41 model_time: 0.1257 (0.1363) evaluator_time: 0.0153 (0.0203) time: 0.1541 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:55 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:39 model_time: 0.1229 (0.1362) evaluator_time: 0.0168 (0.0203) time: 0.1518 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:31:57 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:38 model_time: 0.1263 (0.1362) evaluator_time: 0.0165 (0.0203) time: 0.1525 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:31:58 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:36 model_time: 0.1263 (0.1361) evaluator_time: 0.0150 (0.0203) time: 0.1531 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:31:59 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:34 model_time: 0.1255 (0.1361) evaluator_time: 0.0137 (0.0202) time: 0.1464 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:32:01 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:32 model_time: 0.1256 (0.1360) evaluator_time: 0.0147 (0.0202) time: 0.1494 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:02 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:31 model_time: 0.1243 (0.1359) evaluator_time: 0.0148 (0.0202) time: 0.1480 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:04 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:29 model_time: 0.1271 (0.1359) evaluator_time: 0.0143 (0.0202) time: 0.1466 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:06 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:27 model_time: 0.1304 (0.1359) evaluator_time: 0.0177 (0.0202) time: 0.1550 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:07 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:26 model_time: 0.1310 (0.1359) evaluator_time: 0.0204 (0.0202) time: 0.1578 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:09 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:24 model_time: 0.1346 (0.1359) evaluator_time: 0.0210 (0.0202) time: 0.1601 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:10 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:23 model_time: 0.1371 (0.1359) evaluator_time: 0.0179 (0.0202) time: 0.1613 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:12 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:21 model_time: 0.1365 (0.1359) evaluator_time: 0.0141 (0.0202) time: 0.1557 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:13 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:19 model_time: 0.1306 (0.1358) evaluator_time: 0.0152 (0.0202) time: 0.1547 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:15 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:18 model_time: 0.1322 (0.1359) evaluator_time: 0.0152 (0.0201) time: 0.1562 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:32:17 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:16 model_time: 0.1377 (0.1359) evaluator_time: 0.0150 (0.0202) time: 0.1592 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:18 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:15 model_time: 0.1374 (0.1358) evaluator_time: 0.0146 (0.0201) time: 0.1552 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:20 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:13 model_time: 0.1305 (0.1358) evaluator_time: 0.0146 (0.0201) time: 0.1524 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:21 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:11 model_time: 0.1254 (0.1357) evaluator_time: 0.0172 (0.0201) time: 0.1537 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:23 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:10 model_time: 0.1303 (0.1357) evaluator_time: 0.0166 (0.0201) time: 0.1552 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:32:24 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:08 model_time: 0.1352 (0.1358) evaluator_time: 0.0173 (0.0202) time: 0.1618 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:32:26 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:07 model_time: 0.1300 (0.1357) evaluator_time: 0.0173 (0.0202) time: 0.1591 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:28 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:05 model_time: 0.1283 (0.1357) evaluator_time: 0.0166 (0.0202) time: 0.1543 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:29 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:03 model_time: 0.1304 (0.1357) evaluator_time: 0.0172 (0.0202) time: 0.1611 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:31 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:02 model_time: 0.1385 (0.1358) evaluator_time: 0.0162 (0.0202) time: 0.1646 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:32 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:00 model_time: 0.1350 (0.1358) evaluator_time: 0.0155 (0.0202) time: 0.1591 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:34 det.util.utils] INFO: Test: [1370/2500] eta: 0:02:59 model_time: 0.1241 (0.1357) evaluator_time: 0.0154 (0.0202) time: 0.1546 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:35 det.util.utils] INFO: Test: [1380/2500] eta: 0:02:57 model_time: 0.1233 (0.1357) evaluator_time: 0.0162 (0.0202) time: 0.1521 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:37 det.util.utils] INFO: Test: [1390/2500] eta: 0:02:55 model_time: 0.1219 (0.1356) evaluator_time: 0.0153 (0.0202) time: 0.1471 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:38 det.util.utils] INFO: Test: [1400/2500] eta: 0:02:54 model_time: 0.1221 (0.1356) evaluator_time: 0.0140 (0.0202) time: 0.1516 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:40 det.util.utils] INFO: Test: 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(0.0202) time: 0.1537 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:32:49 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:43 model_time: 0.1260 (0.1355) evaluator_time: 0.0157 (0.0202) time: 0.1532 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:32:51 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:41 model_time: 0.1230 (0.1354) evaluator_time: 0.0152 (0.0202) time: 0.1532 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:52 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:39 model_time: 0.1224 (0.1354) evaluator_time: 0.0132 (0.0202) time: 0.1473 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:54 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:38 model_time: 0.1229 (0.1353) evaluator_time: 0.0135 (0.0201) time: 0.1450 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:32:55 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:36 model_time: 0.1297 (0.1353) evaluator_time: 0.0145 (0.0201) time: 0.1511 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:32:57 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:34 model_time: 0.1304 (0.1353) evaluator_time: 0.0156 (0.0201) time: 0.1555 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:32:58 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:33 model_time: 0.1268 (0.1353) evaluator_time: 0.0156 (0.0201) time: 0.1542 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:00 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:31 model_time: 0.1303 (0.1353) evaluator_time: 0.0181 (0.0201) time: 0.1567 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:02 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:30 model_time: 0.1372 (0.1353) evaluator_time: 0.0163 (0.0201) time: 0.1598 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:03 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:28 model_time: 0.1238 (0.1353) evaluator_time: 0.0162 (0.0201) time: 0.1541 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:05 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:26 model_time: 0.1238 (0.1353) evaluator_time: 0.0166 (0.0201) time: 0.1576 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:06 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:25 model_time: 0.1257 (0.1353) evaluator_time: 0.0166 (0.0201) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:08 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:23 model_time: 0.1281 (0.1353) evaluator_time: 0.0172 (0.0201) time: 0.1556 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:33:10 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:22 model_time: 0.1367 (0.1353) evaluator_time: 0.0190 (0.0201) time: 0.1586 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:33:11 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:20 model_time: 0.1413 (0.1354) evaluator_time: 0.0206 (0.0201) time: 0.1685 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:33:13 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:19 model_time: 0.1302 (0.1353) evaluator_time: 0.0216 (0.0202) time: 0.1674 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:15 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:17 model_time: 0.1362 (0.1354) evaluator_time: 0.0173 (0.0202) time: 0.1665 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:16 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:16 model_time: 0.1458 (0.1355) evaluator_time: 0.0162 (0.0202) time: 0.1699 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:18 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:14 model_time: 0.1328 (0.1355) evaluator_time: 0.0193 (0.0202) time: 0.1651 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:33:20 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:13 model_time: 0.1393 (0.1355) evaluator_time: 0.0193 (0.0202) time: 0.1656 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:21 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:11 model_time: 0.1393 (0.1355) evaluator_time: 0.0215 (0.0203) time: 0.1675 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:23 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:09 model_time: 0.1345 (0.1355) evaluator_time: 0.0203 (0.0203) time: 0.1621 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:25 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:08 model_time: 0.1345 (0.1356) evaluator_time: 0.0166 (0.0203) time: 0.1626 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:26 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:06 model_time: 0.1400 (0.1356) evaluator_time: 0.0169 (0.0203) time: 0.1636 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:28 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:05 model_time: 0.1289 (0.1355) evaluator_time: 0.0184 (0.0203) time: 0.1583 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:29 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:03 model_time: 0.1289 (0.1356) evaluator_time: 0.0175 (0.0203) time: 0.1631 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:33:31 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:02 model_time: 0.1399 (0.1356) evaluator_time: 0.0144 (0.0204) time: 0.1693 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:33:33 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:00 model_time: 0.1396 (0.1356) evaluator_time: 0.0134 (0.0204) time: 0.1662 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:34 det.util.utils] INFO: Test: [1750/2500] eta: 0:01:58 model_time: 0.1282 (0.1356) evaluator_time: 0.0138 (0.0204) time: 0.1586 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:33:36 det.util.utils] INFO: Test: [1760/2500] eta: 0:01:57 model_time: 0.1282 (0.1357) evaluator_time: 0.0152 (0.0204) time: 0.1601 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:33:38 det.util.utils] INFO: Test: [1770/2500] eta: 0:01:55 model_time: 0.1343 (0.1357) evaluator_time: 0.0157 (0.0203) time: 0.1611 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:33:39 det.util.utils] INFO: Test: [1780/2500] eta: 0:01:54 model_time: 0.1400 (0.1357) evaluator_time: 0.0139 (0.0203) time: 0.1614 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:33:41 det.util.utils] INFO: Test: 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(0.0203) time: 0.1585 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:33:50 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:43 model_time: 0.1274 (0.1357) evaluator_time: 0.0190 (0.0203) time: 0.1588 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:33:52 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:41 model_time: 0.1312 (0.1357) evaluator_time: 0.0168 (0.0203) time: 0.1573 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:33:53 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:39 model_time: 0.1320 (0.1357) evaluator_time: 0.0160 (0.0203) time: 0.1565 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:00 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:39 model_time: 0.1371 (0.1357) evaluator_time: 0.0183 (0.0230) time: 0.4084 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:02 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:38 model_time: 0.1400 (0.1357) evaluator_time: 0.0192 (0.0230) time: 0.4088 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:03 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:36 model_time: 0.1418 (0.1357) evaluator_time: 0.0192 (0.0230) time: 0.1665 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:34:05 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:35 model_time: 0.1427 (0.1357) evaluator_time: 0.0174 (0.0229) time: 0.1623 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:06 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:33 model_time: 0.1378 (0.1357) evaluator_time: 0.0145 (0.0229) time: 0.1543 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:08 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:31 model_time: 0.1388 (0.1357) evaluator_time: 0.0141 (0.0229) time: 0.1545 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:09 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:30 model_time: 0.1359 (0.1358) evaluator_time: 0.0143 (0.0228) time: 0.1577 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:11 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:28 model_time: 0.1325 (0.1358) evaluator_time: 0.0156 (0.0228) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:13 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:27 model_time: 0.1322 (0.1358) evaluator_time: 0.0162 (0.0228) time: 0.1571 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:14 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:25 model_time: 0.1227 (0.1357) evaluator_time: 0.0158 (0.0228) time: 0.1528 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:16 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:23 model_time: 0.1340 (0.1357) evaluator_time: 0.0174 (0.0228) time: 0.1587 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:17 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:22 model_time: 0.1356 (0.1358) evaluator_time: 0.0189 (0.0228) time: 0.1649 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:34:19 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:20 model_time: 0.1306 (0.1357) evaluator_time: 0.0153 (0.0227) time: 0.1567 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:21 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:18 model_time: 0.1426 (0.1358) evaluator_time: 0.0158 (0.0228) time: 0.1637 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:22 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:17 model_time: 0.1426 (0.1358) evaluator_time: 0.0193 (0.0228) time: 0.1666 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:24 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:15 model_time: 0.1345 (0.1358) evaluator_time: 0.0199 (0.0228) time: 0.1623 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:26 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:14 model_time: 0.1359 (0.1358) evaluator_time: 0.0181 (0.0228) time: 0.1673 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:27 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:12 model_time: 0.1415 (0.1359) evaluator_time: 0.0181 (0.0228) time: 0.1695 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:29 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:10 model_time: 0.1370 (0.1359) evaluator_time: 0.0159 (0.0227) time: 0.1630 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:31 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:09 model_time: 0.1329 (0.1359) evaluator_time: 0.0175 (0.0227) time: 0.1637 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:32 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:07 model_time: 0.1329 (0.1359) evaluator_time: 0.0182 (0.0227) time: 0.1649 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:34 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:06 model_time: 0.1329 (0.1360) evaluator_time: 0.0182 (0.0227) time: 0.1646 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:36 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:04 model_time: 0.1388 (0.1360) evaluator_time: 0.0180 (0.0227) time: 0.1678 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:37 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:02 model_time: 0.1388 (0.1360) evaluator_time: 0.0161 (0.0227) time: 0.1664 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:39 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:01 model_time: 0.1359 (0.1360) evaluator_time: 0.0137 (0.0227) time: 0.1594 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:41 det.util.utils] INFO: Test: [2130/2500] eta: 0:00:59 model_time: 0.1393 (0.1361) evaluator_time: 0.0164 (0.0227) time: 0.1644 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:42 det.util.utils] INFO: Test: [2140/2500] eta: 0:00:58 model_time: 0.1404 (0.1361) evaluator_time: 0.0212 (0.0227) time: 0.1709 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:44 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:56 model_time: 0.1403 (0.1361) evaluator_time: 0.0164 (0.0227) time: 0.1643 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:45 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:54 model_time: 0.1377 (0.1361) evaluator_time: 0.0156 (0.0227) time: 0.1644 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:47 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:53 model_time: 0.1354 (0.1361) evaluator_time: 0.0151 (0.0227) time: 0.1614 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:49 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:51 model_time: 0.1375 (0.1362) evaluator_time: 0.0148 (0.0227) time: 0.1619 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:50 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:50 model_time: 0.1358 (0.1362) evaluator_time: 0.0163 (0.0226) time: 0.1610 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:52 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:48 model_time: 0.1318 (0.1362) evaluator_time: 0.0189 (0.0226) time: 0.1594 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:53 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:46 model_time: 0.1368 (0.1362) evaluator_time: 0.0147 (0.0226) time: 0.1592 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:34:55 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:45 model_time: 0.1290 (0.1361) evaluator_time: 0.0148 (0.0226) time: 0.1532 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:34:57 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:43 model_time: 0.1327 (0.1362) evaluator_time: 0.0168 (0.0226) time: 0.1565 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:34:58 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:41 model_time: 0.1341 (0.1361) evaluator_time: 0.0137 (0.0225) time: 0.1556 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 02:35:00 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:40 model_time: 0.1310 (0.1361) evaluator_time: 0.0122 (0.0225) time: 0.1544 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:35:01 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:38 model_time: 0.1334 (0.1361) evaluator_time: 0.0162 (0.0225) time: 0.1571 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:03 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:37 model_time: 0.1269 (0.1361) evaluator_time: 0.0138 (0.0225) time: 0.1519 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:35:04 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:35 model_time: 0.1275 (0.1361) evaluator_time: 0.0165 (0.0225) time: 0.1583 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:06 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:33 model_time: 0.1406 (0.1361) evaluator_time: 0.0179 (0.0225) time: 0.1626 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:35:08 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:32 model_time: 0.1373 (0.1361) evaluator_time: 0.0160 (0.0225) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:35:09 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:30 model_time: 0.1442 (0.1362) evaluator_time: 0.0175 (0.0225) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:11 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:29 model_time: 0.1442 (0.1362) evaluator_time: 0.0175 (0.0224) time: 0.1628 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:13 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:27 model_time: 0.1423 (0.1362) evaluator_time: 0.0154 (0.0224) time: 0.1621 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:14 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:25 model_time: 0.1403 (0.1362) evaluator_time: 0.0155 (0.0224) time: 0.1657 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:16 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:24 model_time: 0.1312 (0.1362) evaluator_time: 0.0144 (0.0224) time: 0.1597 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:35:17 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:22 model_time: 0.1337 (0.1362) evaluator_time: 0.0150 (0.0224) time: 0.1634 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:35:19 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:20 model_time: 0.1356 (0.1362) evaluator_time: 0.0171 (0.0224) time: 0.1659 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:35:21 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:19 model_time: 0.1327 (0.1362) evaluator_time: 0.0157 (0.0224) time: 0.1628 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:22 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:17 model_time: 0.1300 (0.1362) evaluator_time: 0.0137 (0.0224) time: 0.1553 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 02:35:24 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1300 (0.1362) evaluator_time: 0.0137 (0.0224) time: 0.1517 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:35:25 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:14 model_time: 0.1372 (0.1362) evaluator_time: 0.0152 (0.0224) time: 0.1590 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:35:27 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:12 model_time: 0.1438 (0.1363) evaluator_time: 0.0141 (0.0224) time: 0.1669 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 02:35:29 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1434 (0.1363) evaluator_time: 0.0166 (0.0224) time: 0.1693 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:30 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:09 model_time: 0.1355 (0.1363) evaluator_time: 0.0169 (0.0223) time: 0.1629 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:35:32 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1316 (0.1363) evaluator_time: 0.0169 (0.0223) time: 0.1590 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 02:35:33 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1316 (0.1363) evaluator_time: 0.0163 (0.0223) time: 0.1582 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:35 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:04 model_time: 0.1374 (0.1363) evaluator_time: 0.0155 (0.0223) time: 0.1597 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 02:35:37 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1402 (0.1363) evaluator_time: 0.0145 (0.0223) time: 0.1589 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 02:35:38 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1269 (0.1363) evaluator_time: 0.0145 (0.0223) time: 0.1495 data: 0.0005 mem: 961 max mem: 36965 [2024-01-15 02:35:39 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1258 (0.1363) evaluator_time: 0.0149 (0.0223) time: 0.1490 data: 0.0004 mem: 962 max mem: 36965 [2024-01-15 02:35:39 det.util.engine] INFO: Averaged stats: model_time: 0.1258 (0.1331) evaluator_time: 0.0149 (0.0221) [2024-01-15 02:36:16 det.util.engine] INFO: Accumulating evaluation results... DONE (t=19.44s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.447 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.616 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.296 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.582 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.354 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.606 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.682 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.834 [2024-01-15 02:36:16 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 146403 | 0.950 | 0.825 | | bicycle | 149 | 316 | 6183 | 0.850 | 0.549 | | car | 535 | 1932 | 47309 | 0.902 | 0.664 | | motorcycle | 159 | 371 | 6041 | 0.918 | 0.699 | | airplane | 97 | 143 | 4878 | 0.986 | 0.877 | | bus | 189 | 285 | 4078 | 0.958 | 0.839 | | train | 157 | 190 | 5245 | 0.958 | 0.867 | | truck | 250 | 415 | 9907 | 0.952 | 0.557 | | boat | 121 | 430 | 7248 | 0.851 | 0.512 | | traffic light | 191 | 637 | 18798 | 0.853 | 0.541 | | fire hydrant | 86 | 101 | 2466 | 0.950 | 0.854 | | stop sign | 69 | 75 | 2977 | 0.947 | 0.721 | | parking meter | 37 | 60 | 2211 | 0.833 | 0.631 | | bench | 235 | 413 | 11503 | 0.691 | 0.369 | | bird | 125 | 440 | 18224 | 0.778 | 0.616 | | cat | 184 | 202 | 5834 | 0.995 | 0.898 | | dog | 177 | 218 | 15000 | 0.963 | 0.843 | | horse | 128 | 273 | 15630 | 0.978 | 0.785 | | sheep | 65 | 361 | 4429 | 0.912 | 0.750 | | cow | 87 | 380 | 7077 | 0.962 | 0.804 | | elephant | 89 | 255 | 6958 | 0.996 | 0.889 | | bear | 49 | 71 | 22503 | 0.986 | 0.923 | | zebra | 85 | 268 | 8977 | 0.992 | 0.911 | | giraffe | 101 | 232 | 11497 | 0.987 | 0.896 | | backpack | 228 | 371 | 20489 | 0.836 | 0.291 | | umbrella | 174 | 413 | 6893 | 0.897 | 0.635 | | handbag | 292 | 540 | 24423 | 0.830 | 0.304 | | tie | 145 | 254 | 13390 | 0.825 | 0.562 | | suitcase | 105 | 303 | 5824 | 0.903 | 0.596 | | frisbee | 84 | 115 | 1639 | 0.983 | 0.887 | | skis | 120 | 241 | 9806 | 0.813 | 0.476 | | snowboard | 49 | 69 | 1992 | 0.754 | 0.520 | | sports ball | 169 | 263 | 11470 | 0.823 | 0.691 | | kite | 91 | 336 | 4639 | 0.911 | 0.682 | | baseball bat | 97 | 146 | 2814 | 0.848 | 0.620 | | baseball glove | 100 | 148 | 2438 | 0.899 | 0.606 | | skateboard | 127 | 179 | 2149 | 0.899 | 0.758 | | surfboard | 149 | 269 | 6386 | 0.828 | 0.622 | | tennis racket | 167 | 225 | 4500 | 0.902 | 0.766 | | bottle | 379 | 1025 | 19303 | 0.904 | 0.581 | | wine glass | 110 | 343 | 5060 | 0.853 | 0.555 | | cup | 390 | 899 | 10849 | 0.893 | 0.621 | | fork | 155 | 215 | 10279 | 0.912 | 0.545 | | knife | 181 | 326 | 8967 | 0.785 | 0.296 | | spoon | 153 | 253 | 7571 | 0.783 | 0.300 | | bowl | 314 | 626 | 7115 | 0.905 | 0.593 | | banana | 103 | 379 | 7462 | 0.827 | 0.400 | | apple | 76 | 239 | 5218 | 0.780 | 0.337 | | sandwich | 98 | 177 | 4200 | 0.904 | 0.556 | | orange | 85 | 287 | 3733 | 0.849 | 0.462 | | broccoli | 71 | 316 | 5341 | 0.843 | 0.395 | | carrot | 3 | 2303 | 47309 | 0.819 | 0.381 | | hot dog | 0 | 345 | 15000 | 0.760 | 0.541 | | pizza | 153 | 285 | 3293 | 0.930 | 0.724 | | donut | 62 | 338 | 4075 | 0.957 | 0.682 | | cake | 124 | 316 | 7394 | 0.945 | 0.582 | | chair | 580 | 1791 | 29967 | 0.841 | 0.471 | | couch | 195 | 261 | 6963 | 0.946 | 0.599 | | potted plant | 172 | 343 | 12810 | 0.880 | 0.446 | | bed | 149 | 163 | 9276 | 0.957 | 0.663 | | dining table | 501 | 697 | 17951 | 0.829 | 0.407 | | toilet | 149 | 179 | 6185 | 0.966 | 0.783 | | tv | 207 | 288 | 2463 | 0.924 | 0.785 | | laptop | 183 | 231 | 2358 | 0.922 | 0.765 | | mouse | 88 | 106 | 1875 | 0.925 | 0.793 | | remote | 145 | 283 | 3522 | 0.887 | 0.543 | | keyboard | 106 | 153 | 1895 | 0.922 | 0.740 | | cell phone | 214 | 262 | 3849 | 0.836 | 0.582 | | microwave | 54 | 55 | 534 | 0.927 | 0.773 | | oven | 115 | 143 | 2107 | 0.846 | 0.561 | | toaster | 8 | 9 | 497 | 0.889 | 0.477 | | sink | 187 | 225 | 8761 | 0.907 | 0.611 | | refrigerator | 101 | 126 | 2578 | 0.921 | 0.731 | | book | 230 | 1161 | 27398 | 0.815 | 0.282 | | clock | 204 | 267 | 9266 | 0.936 | 0.775 | | vase | 137 | 277 | 6435 | 0.887 | 0.563 | | scissors | 28 | 36 | 2027 | 0.694 | 0.390 | | teddy bear | 0 | 262 | 22503 | 0.932 | 0.658 | | hair drier | 9 | 11 | 783 | 0.545 | 0.127 | | toothbrush | 34 | 57 | 3521 | 0.719 | 0.372 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.883 | 0.616 | +----------------+------+-------+--------+--------+-------+ [2024-01-15 02:36:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:36:19 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-15 02:36:20 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-15 02:36:22 det.util.engine] INFO: Epoch: [4] [0/11727] eta: 4:28:03 lr: 0.000100 data_time: 0.0053 iter_time: 1.3715 loss: 26.3608 (26.3608) loss_class: 0.6957 (0.6957) loss_bbox: 0.2094 (0.2094) loss_giou: 0.4207 (0.4207) loss_class_0: 0.8535 (0.8535) loss_bbox_0: 0.2208 (0.2208) loss_giou_0: 0.4518 (0.4518) loss_class_1: 0.7829 (0.7829) loss_bbox_1: 0.1588 (0.1588) loss_giou_1: 0.4168 (0.4168) loss_class_2: 0.8165 (0.8165) loss_bbox_2: 0.1491 (0.1491) loss_giou_2: 0.4011 (0.4011) loss_class_3: 0.7139 (0.7139) loss_bbox_3: 0.2090 (0.2090) loss_giou_3: 0.4152 (0.4152) loss_class_4: 0.6688 (0.6688) loss_bbox_4: 0.2093 (0.2093) loss_giou_4: 0.4206 (0.4206) loss_class_enc: 0.8983 (0.8983) loss_bbox_enc: 0.1806 (0.1806) loss_giou_enc: 0.4938 (0.4938) loss_class_dn: 0.3806 (0.3806) loss_bbox_dn: 0.2403 (0.2403) loss_giou_dn: 0.4701 (0.4701) loss_class_dn_0: 0.4500 (0.4500) loss_bbox_dn_0: 0.3524 (0.3524) loss_giou_dn_0: 0.6196 (0.6196) loss_class_dn_1: 0.4166 (0.4166) loss_bbox_dn_1: 0.2705 (0.2705) loss_giou_dn_1: 0.4996 (0.4996) loss_class_dn_2: 0.3922 (0.3922) loss_bbox_dn_2: 0.2456 (0.2456) loss_giou_dn_2: 0.4764 (0.4764) loss_class_dn_3: 0.3850 (0.3850) loss_bbox_dn_3: 0.2417 (0.2417) loss_giou_dn_3: 0.4699 (0.4699) loss_class_dn_4: 0.3824 (0.3824) loss_bbox_dn_4: 0.2402 (0.2402) loss_giou_dn_4: 0.4700 (0.4700) loss_class_hybrid: 0.7035 (0.7035) loss_bbox_hybrid: 0.1946 (0.1946) loss_giou_hybrid: 0.4296 (0.4296) loss_class_0_hybrid: 0.7476 (0.7476) loss_bbox_0_hybrid: 0.1911 (0.1911) loss_giou_0_hybrid: 0.4646 (0.4646) loss_class_1_hybrid: 0.7157 (0.7157) loss_bbox_1_hybrid: 0.1818 (0.1818) loss_giou_1_hybrid: 0.4454 (0.4454) loss_class_2_hybrid: 0.7264 (0.7264) loss_bbox_2_hybrid: 0.1727 (0.1727) loss_giou_2_hybrid: 0.4295 (0.4295) loss_class_3_hybrid: 0.7045 (0.7045) loss_bbox_3_hybrid: 0.1957 (0.1957) loss_giou_3_hybrid: 0.4296 (0.4296) loss_class_4_hybrid: 0.6916 (0.6916) loss_bbox_4_hybrid: 0.1958 (0.1958) loss_giou_4_hybrid: 0.4310 (0.4310) loss_class_enc_hybrid: 0.7139 (0.7139) loss_bbox_enc_hybrid: 0.2421 (0.2421) loss_giou_enc_hybrid: 0.5639 (0.5639) mem: 1040 max mem: 36965 [2024-01-15 02:36:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:37:19 det.util.engine] INFO: Epoch: [4] [50/11727] eta: 3:41:17 lr: 0.000100 data_time: 0.0037 iter_time: 1.1298 loss: 28.7474 (29.0109) loss_class: 0.8197 (0.8246) loss_bbox: 0.1979 (0.1941) loss_giou: 0.4034 (0.4071) loss_class_0: 1.0678 (1.0643) loss_bbox_0: 0.1787 (0.1913) loss_giou_0: 0.4019 (0.4067) loss_class_1: 0.9055 (0.9187) loss_bbox_1: 0.1832 (0.1936) loss_giou_1: 0.4092 (0.4048) loss_class_2: 0.8395 (0.8680) loss_bbox_2: 0.1810 (0.1903) loss_giou_2: 0.4123 (0.4057) loss_class_3: 0.8225 (0.8432) loss_bbox_3: 0.1860 (0.1920) loss_giou_3: 0.4141 (0.4055) loss_class_4: 0.8105 (0.8309) loss_bbox_4: 0.1948 (0.1936) loss_giou_4: 0.4085 (0.4061) loss_class_enc: 0.9479 (0.9747) loss_bbox_enc: 0.2217 (0.2311) loss_giou_enc: 0.4706 (0.4653) loss_class_dn: 0.4130 (0.4160) loss_bbox_dn: 0.2989 (0.3180) loss_giou_dn: 0.4933 (0.4879) loss_class_dn_0: 0.4980 (0.4946) loss_bbox_dn_0: 0.4024 (0.4238) loss_giou_dn_0: 0.6397 (0.6265) loss_class_dn_1: 0.4451 (0.4425) loss_bbox_dn_1: 0.3250 (0.3426) loss_giou_dn_1: 0.5227 (0.5180) loss_class_dn_2: 0.4206 (0.4205) loss_bbox_dn_2: 0.3003 (0.3222) loss_giou_dn_2: 0.4993 (0.4938) loss_class_dn_3: 0.4152 (0.4151) loss_bbox_dn_3: 0.3002 (0.3191) loss_giou_dn_3: 0.4962 (0.4889) loss_class_dn_4: 0.4163 (0.4152) loss_bbox_dn_4: 0.2989 (0.3180) loss_giou_dn_4: 0.4931 (0.4878) loss_class_hybrid: 0.8190 (0.8265) loss_bbox_hybrid: 0.2005 (0.2069) loss_giou_hybrid: 0.4492 (0.4395) loss_class_0_hybrid: 0.8809 (0.8995) loss_bbox_0_hybrid: 0.2056 (0.2178) loss_giou_0_hybrid: 0.4667 (0.4602) loss_class_1_hybrid: 0.8507 (0.8610) loss_bbox_1_hybrid: 0.2043 (0.2109) loss_giou_1_hybrid: 0.4526 (0.4460) loss_class_2_hybrid: 0.8404 (0.8424) loss_bbox_2_hybrid: 0.2050 (0.2076) loss_giou_2_hybrid: 0.4387 (0.4411) loss_class_3_hybrid: 0.8134 (0.8317) loss_bbox_3_hybrid: 0.2034 (0.2079) loss_giou_3_hybrid: 0.4401 (0.4401) loss_class_4_hybrid: 0.8233 (0.8269) loss_bbox_4_hybrid: 0.2072 (0.2072) loss_giou_4_hybrid: 0.4436 (0.4396) loss_class_enc_hybrid: 0.8490 (0.8515) loss_bbox_enc_hybrid: 0.2429 (0.2596) loss_giou_enc_hybrid: 0.5135 (0.5246) mem: 1026 max mem: 36965 [2024-01-15 02:37:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:38:14 det.util.engine] INFO: Epoch: [4] [100/11727] eta: 3:37:32 lr: 0.000100 data_time: 0.0031 iter_time: 1.0509 loss: 30.7875 (29.3539) loss_class: 0.8185 (0.8277) loss_bbox: 0.2205 (0.1994) loss_giou: 0.4256 (0.4173) loss_class_0: 1.0307 (1.0594) loss_bbox_0: 0.2168 (0.1977) loss_giou_0: 0.4509 (0.4172) loss_class_1: 0.9345 (0.9182) loss_bbox_1: 0.2176 (0.1975) loss_giou_1: 0.4374 (0.4155) loss_class_2: 0.8753 (0.8714) loss_bbox_2: 0.2095 (0.1954) loss_giou_2: 0.4279 (0.4159) loss_class_3: 0.8419 (0.8429) loss_bbox_3: 0.2167 (0.1961) loss_giou_3: 0.4263 (0.4160) loss_class_4: 0.8208 (0.8330) loss_bbox_4: 0.2181 (0.1983) loss_giou_4: 0.4258 (0.4168) loss_class_enc: 0.9485 (0.9719) loss_bbox_enc: 0.2503 (0.2388) loss_giou_enc: 0.4900 (0.4772) loss_class_dn: 0.4343 (0.4193) loss_bbox_dn: 0.3254 (0.3213) loss_giou_dn: 0.5011 (0.4984) loss_class_dn_0: 0.4984 (0.4963) loss_bbox_dn_0: 0.4236 (0.4270) loss_giou_dn_0: 0.6179 (0.6323) loss_class_dn_1: 0.4503 (0.4439) loss_bbox_dn_1: 0.3425 (0.3457) loss_giou_dn_1: 0.5261 (0.5272) loss_class_dn_2: 0.4302 (0.4235) loss_bbox_dn_2: 0.3281 (0.3253) loss_giou_dn_2: 0.5051 (0.5045) loss_class_dn_3: 0.4301 (0.4188) loss_bbox_dn_3: 0.3254 (0.3223) loss_giou_dn_3: 0.5010 (0.4994) loss_class_dn_4: 0.4304 (0.4181) loss_bbox_dn_4: 0.3255 (0.3213) loss_giou_dn_4: 0.5008 (0.4983) loss_class_hybrid: 0.7898 (0.8280) loss_bbox_hybrid: 0.2317 (0.2144) loss_giou_hybrid: 0.4671 (0.4511) loss_class_0_hybrid: 0.8844 (0.8993) loss_bbox_0_hybrid: 0.2342 (0.2252) loss_giou_0_hybrid: 0.4850 (0.4721) loss_class_1_hybrid: 0.8526 (0.8631) loss_bbox_1_hybrid: 0.2308 (0.2178) loss_giou_1_hybrid: 0.4680 (0.4574) loss_class_2_hybrid: 0.8292 (0.8441) loss_bbox_2_hybrid: 0.2312 (0.2143) loss_giou_2_hybrid: 0.4673 (0.4523) loss_class_3_hybrid: 0.8111 (0.8329) loss_bbox_3_hybrid: 0.2314 (0.2143) loss_giou_3_hybrid: 0.4664 (0.4511) loss_class_4_hybrid: 0.7946 (0.8278) loss_bbox_4_hybrid: 0.2325 (0.2144) loss_giou_4_hybrid: 0.4678 (0.4512) loss_class_enc_hybrid: 0.8201 (0.8496) loss_bbox_enc_hybrid: 0.2851 (0.2692) loss_giou_enc_hybrid: 0.5562 (0.5379) mem: 1028 max mem: 36965 [2024-01-15 02:38:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:39:10 det.util.engine] INFO: Epoch: [4] [150/11727] eta: 3:36:24 lr: 0.000100 data_time: 0.0033 iter_time: 1.0963 loss: 28.9763 (29.1111) loss_class: 0.7841 (0.8185) loss_bbox: 0.2016 (0.1953) loss_giou: 0.4059 (0.4176) loss_class_0: 1.0149 (1.0498) loss_bbox_0: 0.2036 (0.1927) loss_giou_0: 0.4105 (0.4178) loss_class_1: 0.8811 (0.9085) loss_bbox_1: 0.2008 (0.1936) loss_giou_1: 0.4049 (0.4160) loss_class_2: 0.8291 (0.8608) loss_bbox_2: 0.1991 (0.1920) loss_giou_2: 0.4082 (0.4161) loss_class_3: 0.8144 (0.8345) loss_bbox_3: 0.1977 (0.1926) loss_giou_3: 0.4076 (0.4158) loss_class_4: 0.7882 (0.8219) loss_bbox_4: 0.2016 (0.1942) loss_giou_4: 0.4068 (0.4170) loss_class_enc: 0.9445 (0.9652) loss_bbox_enc: 0.2443 (0.2338) loss_giou_enc: 0.4661 (0.4768) loss_class_dn: 0.4020 (0.4166) loss_bbox_dn: 0.3096 (0.3152) loss_giou_dn: 0.4847 (0.4960) loss_class_dn_0: 0.4929 (0.4951) loss_bbox_dn_0: 0.4100 (0.4196) loss_giou_dn_0: 0.6272 (0.6298) loss_class_dn_1: 0.4391 (0.4422) loss_bbox_dn_1: 0.3308 (0.3392) loss_giou_dn_1: 0.5154 (0.5248) loss_class_dn_2: 0.4138 (0.4219) loss_bbox_dn_2: 0.3113 (0.3193) loss_giou_dn_2: 0.4881 (0.5020) loss_class_dn_3: 0.4046 (0.4167) loss_bbox_dn_3: 0.3096 (0.3161) loss_giou_dn_3: 0.4864 (0.4970) loss_class_dn_4: 0.4014 (0.4155) loss_bbox_dn_4: 0.3096 (0.3152) loss_giou_dn_4: 0.4848 (0.4959) loss_class_hybrid: 0.7929 (0.8196) loss_bbox_hybrid: 0.2205 (0.2109) loss_giou_hybrid: 0.4418 (0.4513) loss_class_0_hybrid: 0.8557 (0.8915) loss_bbox_0_hybrid: 0.2323 (0.2214) loss_giou_0_hybrid: 0.4672 (0.4719) loss_class_1_hybrid: 0.8511 (0.8515) loss_bbox_1_hybrid: 0.2194 (0.2145) loss_giou_1_hybrid: 0.4496 (0.4583) loss_class_2_hybrid: 0.8194 (0.8364) loss_bbox_2_hybrid: 0.2224 (0.2106) loss_giou_2_hybrid: 0.4432 (0.4524) loss_class_3_hybrid: 0.8027 (0.8234) loss_bbox_3_hybrid: 0.2205 (0.2106) loss_giou_3_hybrid: 0.4401 (0.4514) loss_class_4_hybrid: 0.7933 (0.8197) loss_bbox_4_hybrid: 0.2204 (0.2107) loss_giou_4_hybrid: 0.4403 (0.4514) loss_class_enc_hybrid: 0.8073 (0.8424) loss_bbox_enc_hybrid: 0.2713 (0.2650) loss_giou_enc_hybrid: 0.5314 (0.5380) mem: 1023 max mem: 36965 [2024-01-15 02:39:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:40:05 det.util.engine] INFO: Epoch: [4] [200/11727] eta: 3:34:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.1134 loss: 28.2654 (29.0335) loss_class: 0.7780 (0.8189) loss_bbox: 0.1819 (0.1943) loss_giou: 0.4091 (0.4144) loss_class_0: 1.0470 (1.0482) loss_bbox_0: 0.1807 (0.1929) loss_giou_0: 0.4003 (0.4155) loss_class_1: 0.8626 (0.9077) loss_bbox_1: 0.1861 (0.1936) loss_giou_1: 0.4067 (0.4138) loss_class_2: 0.8197 (0.8591) loss_bbox_2: 0.1848 (0.1916) loss_giou_2: 0.4038 (0.4130) loss_class_3: 0.7945 (0.8356) loss_bbox_3: 0.1832 (0.1920) loss_giou_3: 0.4127 (0.4128) loss_class_4: 0.7781 (0.8215) loss_bbox_4: 0.1809 (0.1938) loss_giou_4: 0.4233 (0.4142) loss_class_enc: 0.9355 (0.9642) loss_bbox_enc: 0.2288 (0.2349) loss_giou_enc: 0.4674 (0.4759) loss_class_dn: 0.4130 (0.4148) loss_bbox_dn: 0.3056 (0.3151) loss_giou_dn: 0.4575 (0.4921) loss_class_dn_0: 0.4951 (0.4951) loss_bbox_dn_0: 0.3972 (0.4203) loss_giou_dn_0: 0.5991 (0.6261) loss_class_dn_1: 0.4401 (0.4414) loss_bbox_dn_1: 0.3260 (0.3392) loss_giou_dn_1: 0.4991 (0.5211) loss_class_dn_2: 0.4203 (0.4202) loss_bbox_dn_2: 0.3083 (0.3192) loss_giou_dn_2: 0.4674 (0.4980) loss_class_dn_3: 0.4136 (0.4150) loss_bbox_dn_3: 0.3073 (0.3159) loss_giou_dn_3: 0.4590 (0.4931) loss_class_dn_4: 0.4116 (0.4137) loss_bbox_dn_4: 0.3057 (0.3150) loss_giou_dn_4: 0.4571 (0.4920) loss_class_hybrid: 0.7773 (0.8176) loss_bbox_hybrid: 0.1941 (0.2109) loss_giou_hybrid: 0.4330 (0.4485) loss_class_0_hybrid: 0.8487 (0.8913) loss_bbox_0_hybrid: 0.2115 (0.2218) loss_giou_0_hybrid: 0.4468 (0.4694) loss_class_1_hybrid: 0.8171 (0.8500) loss_bbox_1_hybrid: 0.2011 (0.2148) loss_giou_1_hybrid: 0.4372 (0.4558) loss_class_2_hybrid: 0.8056 (0.8345) loss_bbox_2_hybrid: 0.1939 (0.2107) loss_giou_2_hybrid: 0.4369 (0.4494) loss_class_3_hybrid: 0.7873 (0.8224) loss_bbox_3_hybrid: 0.1995 (0.2105) loss_giou_3_hybrid: 0.4390 (0.4487) loss_class_4_hybrid: 0.7785 (0.8179) loss_bbox_4_hybrid: 0.1946 (0.2105) loss_giou_4_hybrid: 0.4322 (0.4484) loss_class_enc_hybrid: 0.8159 (0.8438) loss_bbox_enc_hybrid: 0.2413 (0.2654) loss_giou_enc_hybrid: 0.5124 (0.5360) mem: 1026 max mem: 36965 [2024-01-15 02:40:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:40:59 det.util.engine] INFO: Epoch: [4] [250/11727] eta: 3:31:35 lr: 0.000100 data_time: 0.0032 iter_time: 1.0371 loss: 28.4084 (28.9558) loss_class: 0.7942 (0.8162) loss_bbox: 0.1686 (0.1948) loss_giou: 0.3958 (0.4140) loss_class_0: 1.0348 (1.0435) loss_bbox_0: 0.1707 (0.1934) loss_giou_0: 0.4091 (0.4159) loss_class_1: 0.8489 (0.9008) loss_bbox_1: 0.1726 (0.1940) loss_giou_1: 0.4038 (0.4142) loss_class_2: 0.8093 (0.8540) loss_bbox_2: 0.1698 (0.1925) loss_giou_2: 0.3968 (0.4133) loss_class_3: 0.8005 (0.8309) loss_bbox_3: 0.1689 (0.1926) loss_giou_3: 0.3966 (0.4127) loss_class_4: 0.7918 (0.8195) loss_bbox_4: 0.1696 (0.1940) loss_giou_4: 0.3999 (0.4138) loss_class_enc: 0.9174 (0.9569) loss_bbox_enc: 0.2017 (0.2352) loss_giou_enc: 0.4723 (0.4766) loss_class_dn: 0.4057 (0.4135) loss_bbox_dn: 0.2885 (0.3131) loss_giou_dn: 0.4951 (0.4907) loss_class_dn_0: 0.4848 (0.4943) loss_bbox_dn_0: 0.3899 (0.4189) loss_giou_dn_0: 0.6313 (0.6249) loss_class_dn_1: 0.4374 (0.4402) loss_bbox_dn_1: 0.3127 (0.3374) loss_giou_dn_1: 0.5252 (0.5200) loss_class_dn_2: 0.4156 (0.4189) loss_bbox_dn_2: 0.2939 (0.3173) loss_giou_dn_2: 0.4977 (0.4966) loss_class_dn_3: 0.4099 (0.4137) loss_bbox_dn_3: 0.2905 (0.3141) loss_giou_dn_3: 0.4950 (0.4918) loss_class_dn_4: 0.4049 (0.4125) loss_bbox_dn_4: 0.2884 (0.3131) loss_giou_dn_4: 0.4954 (0.4906) loss_class_hybrid: 0.7901 (0.8146) loss_bbox_hybrid: 0.1874 (0.2115) loss_giou_hybrid: 0.4253 (0.4485) loss_class_0_hybrid: 0.8362 (0.8859) loss_bbox_0_hybrid: 0.1987 (0.2219) loss_giou_0_hybrid: 0.4609 (0.4695) loss_class_1_hybrid: 0.7996 (0.8452) loss_bbox_1_hybrid: 0.1894 (0.2153) loss_giou_1_hybrid: 0.4324 (0.4560) loss_class_2_hybrid: 0.8176 (0.8317) loss_bbox_2_hybrid: 0.1864 (0.2111) loss_giou_2_hybrid: 0.4166 (0.4493) loss_class_3_hybrid: 0.7933 (0.8197) loss_bbox_3_hybrid: 0.1844 (0.2110) loss_giou_3_hybrid: 0.4200 (0.4487) loss_class_4_hybrid: 0.7893 (0.8153) loss_bbox_4_hybrid: 0.1859 (0.2110) loss_giou_4_hybrid: 0.4197 (0.4484) loss_class_enc_hybrid: 0.8041 (0.8395) loss_bbox_enc_hybrid: 0.2427 (0.2656) loss_giou_enc_hybrid: 0.5248 (0.5357) mem: 1023 max mem: 36965 [2024-01-15 02:40:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:41:55 det.util.engine] INFO: Epoch: [4] [300/11727] eta: 3:31:19 lr: 0.000100 data_time: 0.0029 iter_time: 1.1274 loss: 29.8264 (28.9321) loss_class: 0.7577 (0.8105) loss_bbox: 0.2062 (0.1958) loss_giou: 0.4298 (0.4170) loss_class_0: 1.0037 (1.0380) loss_bbox_0: 0.1865 (0.1939) loss_giou_0: 0.4476 (0.4189) loss_class_1: 0.8472 (0.8966) loss_bbox_1: 0.1910 (0.1943) loss_giou_1: 0.4489 (0.4169) loss_class_2: 0.8195 (0.8496) loss_bbox_2: 0.1905 (0.1931) loss_giou_2: 0.4278 (0.4161) loss_class_3: 0.7787 (0.8261) loss_bbox_3: 0.1997 (0.1935) loss_giou_3: 0.4251 (0.4157) loss_class_4: 0.7690 (0.8139) loss_bbox_4: 0.1927 (0.1948) loss_giou_4: 0.4202 (0.4168) loss_class_enc: 0.9376 (0.9534) loss_bbox_enc: 0.2224 (0.2361) loss_giou_enc: 0.5085 (0.4796) loss_class_dn: 0.4145 (0.4125) loss_bbox_dn: 0.2745 (0.3116) loss_giou_dn: 0.5126 (0.4908) loss_class_dn_0: 0.4973 (0.4943) loss_bbox_dn_0: 0.3585 (0.4173) loss_giou_dn_0: 0.6423 (0.6250) loss_class_dn_1: 0.4411 (0.4398) loss_bbox_dn_1: 0.3053 (0.3358) loss_giou_dn_1: 0.5372 (0.5201) loss_class_dn_2: 0.4197 (0.4184) loss_bbox_dn_2: 0.2798 (0.3157) loss_giou_dn_2: 0.5185 (0.4968) loss_class_dn_3: 0.4130 (0.4130) loss_bbox_dn_3: 0.2758 (0.3125) loss_giou_dn_3: 0.5148 (0.4920) loss_class_dn_4: 0.4090 (0.4115) loss_bbox_dn_4: 0.2745 (0.3116) loss_giou_dn_4: 0.5124 (0.4907) loss_class_hybrid: 0.7843 (0.8110) loss_bbox_hybrid: 0.2057 (0.2119) loss_giou_hybrid: 0.4688 (0.4512) loss_class_0_hybrid: 0.8568 (0.8834) loss_bbox_0_hybrid: 0.2078 (0.2221) loss_giou_0_hybrid: 0.4881 (0.4718) loss_class_1_hybrid: 0.8342 (0.8417) loss_bbox_1_hybrid: 0.2082 (0.2155) loss_giou_1_hybrid: 0.4829 (0.4584) loss_class_2_hybrid: 0.8112 (0.8283) loss_bbox_2_hybrid: 0.2045 (0.2112) loss_giou_2_hybrid: 0.4725 (0.4518) loss_class_3_hybrid: 0.7947 (0.8159) loss_bbox_3_hybrid: 0.2042 (0.2112) loss_giou_3_hybrid: 0.4682 (0.4512) loss_class_4_hybrid: 0.7915 (0.8115) loss_bbox_4_hybrid: 0.2031 (0.2114) loss_giou_4_hybrid: 0.4711 (0.4510) loss_class_enc_hybrid: 0.8525 (0.8372) loss_bbox_enc_hybrid: 0.2571 (0.2662) loss_giou_enc_hybrid: 0.5572 (0.5382) mem: 1032 max mem: 36965 [2024-01-15 02:41:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:42:49 det.util.engine] INFO: Epoch: [4] [350/11727] eta: 3:29:45 lr: 0.000100 data_time: 0.0032 iter_time: 1.0687 loss: 28.2113 (28.8132) loss_class: 0.7826 (0.8031) loss_bbox: 0.1840 (0.1960) loss_giou: 0.4005 (0.4163) loss_class_0: 1.0024 (1.0312) loss_bbox_0: 0.1811 (0.1934) loss_giou_0: 0.3982 (0.4175) loss_class_1: 0.8541 (0.8900) loss_bbox_1: 0.1819 (0.1944) loss_giou_1: 0.3965 (0.4162) loss_class_2: 0.8191 (0.8418) loss_bbox_2: 0.1808 (0.1936) loss_giou_2: 0.3981 (0.4154) loss_class_3: 0.7958 (0.8179) loss_bbox_3: 0.1798 (0.1942) loss_giou_3: 0.4003 (0.4152) loss_class_4: 0.7765 (0.8064) loss_bbox_4: 0.1853 (0.1952) loss_giou_4: 0.4001 (0.4160) loss_class_enc: 0.8904 (0.9472) loss_bbox_enc: 0.2210 (0.2361) loss_giou_enc: 0.4706 (0.4785) loss_class_dn: 0.4067 (0.4113) loss_bbox_dn: 0.2646 (0.3107) loss_giou_dn: 0.4579 (0.4891) loss_class_dn_0: 0.4985 (0.4937) loss_bbox_dn_0: 0.3349 (0.4162) loss_giou_dn_0: 0.5981 (0.6226) loss_class_dn_1: 0.4346 (0.4388) loss_bbox_dn_1: 0.3045 (0.3348) loss_giou_dn_1: 0.4770 (0.5183) loss_class_dn_2: 0.4128 (0.4175) loss_bbox_dn_2: 0.2709 (0.3148) loss_giou_dn_2: 0.4600 (0.4950) loss_class_dn_3: 0.4064 (0.4121) loss_bbox_dn_3: 0.2663 (0.3116) loss_giou_dn_3: 0.4575 (0.4902) loss_class_dn_4: 0.4072 (0.4105) loss_bbox_dn_4: 0.2646 (0.3107) loss_giou_dn_4: 0.4570 (0.4890) loss_class_hybrid: 0.7769 (0.8061) loss_bbox_hybrid: 0.1995 (0.2118) loss_giou_hybrid: 0.4346 (0.4505) loss_class_0_hybrid: 0.8296 (0.8791) loss_bbox_0_hybrid: 0.2104 (0.2220) loss_giou_0_hybrid: 0.4427 (0.4706) loss_class_1_hybrid: 0.8149 (0.8371) loss_bbox_1_hybrid: 0.2056 (0.2152) loss_giou_1_hybrid: 0.4378 (0.4574) loss_class_2_hybrid: 0.7920 (0.8232) loss_bbox_2_hybrid: 0.2020 (0.2112) loss_giou_2_hybrid: 0.4361 (0.4510) loss_class_3_hybrid: 0.7844 (0.8105) loss_bbox_3_hybrid: 0.2013 (0.2113) loss_giou_3_hybrid: 0.4321 (0.4505) loss_class_4_hybrid: 0.7843 (0.8063) loss_bbox_4_hybrid: 0.1990 (0.2114) loss_giou_4_hybrid: 0.4347 (0.4503) loss_class_enc_hybrid: 0.7752 (0.8322) loss_bbox_enc_hybrid: 0.2467 (0.2663) loss_giou_enc_hybrid: 0.5193 (0.5370) mem: 1038 max mem: 36965 [2024-01-15 02:42:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:43:44 det.util.engine] INFO: Epoch: [4] [400/11727] eta: 3:28:34 lr: 0.000100 data_time: 0.0036 iter_time: 1.0702 loss: 28.9617 (28.8318) loss_class: 0.8397 (0.8065) loss_bbox: 0.1918 (0.1964) loss_giou: 0.3895 (0.4141) loss_class_0: 1.0572 (1.0330) loss_bbox_0: 0.1849 (0.1939) loss_giou_0: 0.3740 (0.4152) loss_class_1: 0.9527 (0.8944) loss_bbox_1: 0.1903 (0.1947) loss_giou_1: 0.3863 (0.4137) loss_class_2: 0.8872 (0.8453) loss_bbox_2: 0.1839 (0.1939) loss_giou_2: 0.3859 (0.4129) loss_class_3: 0.8700 (0.8210) loss_bbox_3: 0.1893 (0.1946) loss_giou_3: 0.4016 (0.4130) loss_class_4: 0.8406 (0.8098) loss_bbox_4: 0.1919 (0.1958) loss_giou_4: 0.4038 (0.4139) loss_class_enc: 0.9458 (0.9497) loss_bbox_enc: 0.2330 (0.2373) loss_giou_enc: 0.4530 (0.4774) loss_class_dn: 0.4073 (0.4110) loss_bbox_dn: 0.3119 (0.3116) loss_giou_dn: 0.4976 (0.4888) loss_class_dn_0: 0.5009 (0.4938) loss_bbox_dn_0: 0.4731 (0.4167) loss_giou_dn_0: 0.6245 (0.6217) loss_class_dn_1: 0.4314 (0.4383) loss_bbox_dn_1: 0.3450 (0.3355) loss_giou_dn_1: 0.5207 (0.5178) loss_class_dn_2: 0.4130 (0.4170) loss_bbox_dn_2: 0.3205 (0.3157) loss_giou_dn_2: 0.5031 (0.4947) loss_class_dn_3: 0.4051 (0.4116) loss_bbox_dn_3: 0.3147 (0.3125) loss_giou_dn_3: 0.4962 (0.4899) loss_class_dn_4: 0.4085 (0.4102) loss_bbox_dn_4: 0.3118 (0.3116) loss_giou_dn_4: 0.4967 (0.4887) loss_class_hybrid: 0.8319 (0.8094) loss_bbox_hybrid: 0.2077 (0.2122) loss_giou_hybrid: 0.4217 (0.4479) loss_class_0_hybrid: 0.9040 (0.8808) loss_bbox_0_hybrid: 0.2239 (0.2228) loss_giou_0_hybrid: 0.4322 (0.4684) loss_class_1_hybrid: 0.8798 (0.8396) loss_bbox_1_hybrid: 0.2152 (0.2158) loss_giou_1_hybrid: 0.4232 (0.4551) loss_class_2_hybrid: 0.8536 (0.8256) loss_bbox_2_hybrid: 0.2094 (0.2118) loss_giou_2_hybrid: 0.4209 (0.4486) loss_class_3_hybrid: 0.8393 (0.8136) loss_bbox_3_hybrid: 0.2106 (0.2118) loss_giou_3_hybrid: 0.4191 (0.4480) loss_class_4_hybrid: 0.8411 (0.8096) loss_bbox_4_hybrid: 0.2082 (0.2119) loss_giou_4_hybrid: 0.4178 (0.4478) loss_class_enc_hybrid: 0.8378 (0.8345) loss_bbox_enc_hybrid: 0.2807 (0.2676) loss_giou_enc_hybrid: 0.5026 (0.5353) mem: 1022 max mem: 36965 [2024-01-15 02:43:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:44:40 det.util.engine] INFO: Epoch: [4] [450/11727] eta: 3:28:01 lr: 0.000100 data_time: 0.0033 iter_time: 1.1616 loss: 29.5514 (28.8607) loss_class: 0.7709 (0.8075) loss_bbox: 0.2106 (0.1971) loss_giou: 0.4109 (0.4129) loss_class_0: 1.0222 (1.0347) loss_bbox_0: 0.1931 (0.1942) loss_giou_0: 0.4156 (0.4138) loss_class_1: 0.8621 (0.8950) loss_bbox_1: 0.1989 (0.1954) loss_giou_1: 0.4240 (0.4131) loss_class_2: 0.7891 (0.8462) loss_bbox_2: 0.2020 (0.1946) loss_giou_2: 0.4147 (0.4122) loss_class_3: 0.7731 (0.8215) loss_bbox_3: 0.2065 (0.1954) loss_giou_3: 0.4038 (0.4121) loss_class_4: 0.7537 (0.8100) loss_bbox_4: 0.2068 (0.1966) loss_giou_4: 0.4109 (0.4128) loss_class_enc: 0.9645 (0.9522) loss_bbox_enc: 0.2410 (0.2377) loss_giou_enc: 0.4690 (0.4758) loss_class_dn: 0.4080 (0.4111) loss_bbox_dn: 0.3391 (0.3142) loss_giou_dn: 0.4849 (0.4883) loss_class_dn_0: 0.4969 (0.4937) loss_bbox_dn_0: 0.4497 (0.4199) loss_giou_dn_0: 0.6326 (0.6217) loss_class_dn_1: 0.4348 (0.4384) loss_bbox_dn_1: 0.3704 (0.3380) loss_giou_dn_1: 0.5261 (0.5174) loss_class_dn_2: 0.4170 (0.4172) loss_bbox_dn_2: 0.3491 (0.3182) loss_giou_dn_2: 0.4936 (0.4943) loss_class_dn_3: 0.4122 (0.4117) loss_bbox_dn_3: 0.3424 (0.3150) loss_giou_dn_3: 0.4843 (0.4895) loss_class_dn_4: 0.4096 (0.4102) loss_bbox_dn_4: 0.3389 (0.3142) loss_giou_dn_4: 0.4847 (0.4882) loss_class_hybrid: 0.8179 (0.8105) loss_bbox_hybrid: 0.2310 (0.2133) loss_giou_hybrid: 0.4434 (0.4468) loss_class_0_hybrid: 0.9111 (0.8837) loss_bbox_0_hybrid: 0.2354 (0.2235) loss_giou_0_hybrid: 0.4660 (0.4669) loss_class_1_hybrid: 0.8461 (0.8413) loss_bbox_1_hybrid: 0.2302 (0.2168) loss_giou_1_hybrid: 0.4530 (0.4540) loss_class_2_hybrid: 0.8450 (0.8266) loss_bbox_2_hybrid: 0.2305 (0.2130) loss_giou_2_hybrid: 0.4422 (0.4478) loss_class_3_hybrid: 0.8235 (0.8146) loss_bbox_3_hybrid: 0.2350 (0.2130) loss_giou_3_hybrid: 0.4447 (0.4470) loss_class_4_hybrid: 0.8074 (0.8103) loss_bbox_4_hybrid: 0.2325 (0.2132) loss_giou_4_hybrid: 0.4447 (0.4467) loss_class_enc_hybrid: 0.8433 (0.8369) loss_bbox_enc_hybrid: 0.2806 (0.2686) loss_giou_enc_hybrid: 0.5272 (0.5340) mem: 1022 max mem: 36965 [2024-01-15 02:44:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:45:34 det.util.engine] INFO: Epoch: [4] [500/11727] eta: 3:26:38 lr: 0.000100 data_time: 0.0029 iter_time: 1.0711 loss: 28.7046 (28.8451) loss_class: 0.7656 (0.8064) loss_bbox: 0.1820 (0.1962) loss_giou: 0.3961 (0.4150) loss_class_0: 1.0038 (1.0308) loss_bbox_0: 0.1850 (0.1937) loss_giou_0: 0.4164 (0.4165) loss_class_1: 0.8849 (0.8925) loss_bbox_1: 0.1788 (0.1949) loss_giou_1: 0.4091 (0.4154) loss_class_2: 0.7981 (0.8438) loss_bbox_2: 0.1820 (0.1942) loss_giou_2: 0.4057 (0.4147) loss_class_3: 0.7821 (0.8197) loss_bbox_3: 0.1807 (0.1950) loss_giou_3: 0.3988 (0.4143) loss_class_4: 0.7791 (0.8083) loss_bbox_4: 0.1817 (0.1960) loss_giou_4: 0.3994 (0.4150) loss_class_enc: 0.9300 (0.9494) loss_bbox_enc: 0.2204 (0.2365) loss_giou_enc: 0.4803 (0.4780) loss_class_dn: 0.4107 (0.4113) loss_bbox_dn: 0.2775 (0.3120) loss_giou_dn: 0.4656 (0.4893) loss_class_dn_0: 0.4811 (0.4931) loss_bbox_dn_0: 0.3881 (0.4177) loss_giou_dn_0: 0.6020 (0.6228) loss_class_dn_1: 0.4330 (0.4384) loss_bbox_dn_1: 0.3055 (0.3360) loss_giou_dn_1: 0.4950 (0.5184) loss_class_dn_2: 0.4169 (0.4173) loss_bbox_dn_2: 0.2863 (0.3161) loss_giou_dn_2: 0.4722 (0.4953) loss_class_dn_3: 0.4115 (0.4118) loss_bbox_dn_3: 0.2792 (0.3128) loss_giou_dn_3: 0.4676 (0.4905) loss_class_dn_4: 0.4080 (0.4103) loss_bbox_dn_4: 0.2774 (0.3120) loss_giou_dn_4: 0.4656 (0.4892) loss_class_hybrid: 0.7615 (0.8089) loss_bbox_hybrid: 0.2056 (0.2127) loss_giou_hybrid: 0.4317 (0.4488) loss_class_0_hybrid: 0.8536 (0.8819) loss_bbox_0_hybrid: 0.2137 (0.2227) loss_giou_0_hybrid: 0.4524 (0.4691) loss_class_1_hybrid: 0.7932 (0.8385) loss_bbox_1_hybrid: 0.2133 (0.2164) loss_giou_1_hybrid: 0.4322 (0.4562) loss_class_2_hybrid: 0.7724 (0.8236) loss_bbox_2_hybrid: 0.2085 (0.2128) loss_giou_2_hybrid: 0.4309 (0.4502) loss_class_3_hybrid: 0.7815 (0.8125) loss_bbox_3_hybrid: 0.2054 (0.2126) loss_giou_3_hybrid: 0.4297 (0.4492) loss_class_4_hybrid: 0.7568 (0.8084) loss_bbox_4_hybrid: 0.2060 (0.2128) loss_giou_4_hybrid: 0.4340 (0.4489) loss_class_enc_hybrid: 0.8065 (0.8347) loss_bbox_enc_hybrid: 0.2489 (0.2674) loss_giou_enc_hybrid: 0.5273 (0.5362) mem: 1025 max mem: 36965 [2024-01-15 02:45:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:46:27 det.util.engine] INFO: Epoch: [4] [550/11727] eta: 3:24:46 lr: 0.000100 data_time: 0.0028 iter_time: 1.0297 loss: 28.7256 (28.8790) loss_class: 0.8034 (0.8084) loss_bbox: 0.2018 (0.1962) loss_giou: 0.4175 (0.4156) loss_class_0: 0.9884 (1.0312) loss_bbox_0: 0.1962 (0.1937) loss_giou_0: 0.4228 (0.4173) loss_class_1: 0.8573 (0.8943) loss_bbox_1: 0.2036 (0.1949) loss_giou_1: 0.4275 (0.4161) loss_class_2: 0.8078 (0.8454) loss_bbox_2: 0.2036 (0.1940) loss_giou_2: 0.4220 (0.4153) loss_class_3: 0.8117 (0.8215) loss_bbox_3: 0.2031 (0.1948) loss_giou_3: 0.4088 (0.4149) loss_class_4: 0.8115 (0.8107) loss_bbox_4: 0.2037 (0.1958) loss_giou_4: 0.4167 (0.4154) loss_class_enc: 0.9375 (0.9497) loss_bbox_enc: 0.2316 (0.2364) loss_giou_enc: 0.4819 (0.4788) loss_class_dn: 0.4128 (0.4114) loss_bbox_dn: 0.2963 (0.3127) loss_giou_dn: 0.4971 (0.4909) loss_class_dn_0: 0.4943 (0.4932) loss_bbox_dn_0: 0.3911 (0.4178) loss_giou_dn_0: 0.6109 (0.6241) loss_class_dn_1: 0.4353 (0.4387) loss_bbox_dn_1: 0.3140 (0.3364) loss_giou_dn_1: 0.5186 (0.5199) loss_class_dn_2: 0.4133 (0.4174) loss_bbox_dn_2: 0.3004 (0.3167) loss_giou_dn_2: 0.5018 (0.4968) loss_class_dn_3: 0.4122 (0.4119) loss_bbox_dn_3: 0.2989 (0.3136) loss_giou_dn_3: 0.4976 (0.4920) loss_class_dn_4: 0.4104 (0.4105) loss_bbox_dn_4: 0.2963 (0.3127) loss_giou_dn_4: 0.4975 (0.4907) loss_class_hybrid: 0.7828 (0.8087) loss_bbox_hybrid: 0.2178 (0.2127) loss_giou_hybrid: 0.4583 (0.4499) loss_class_0_hybrid: 0.8612 (0.8814) loss_bbox_0_hybrid: 0.2227 (0.2227) loss_giou_0_hybrid: 0.4672 (0.4702) loss_class_1_hybrid: 0.7931 (0.8387) loss_bbox_1_hybrid: 0.2186 (0.2164) loss_giou_1_hybrid: 0.4616 (0.4574) loss_class_2_hybrid: 0.7970 (0.8235) loss_bbox_2_hybrid: 0.2159 (0.2129) loss_giou_2_hybrid: 0.4637 (0.4514) loss_class_3_hybrid: 0.7806 (0.8123) loss_bbox_3_hybrid: 0.2165 (0.2126) loss_giou_3_hybrid: 0.4566 (0.4504) loss_class_4_hybrid: 0.7739 (0.8082) loss_bbox_4_hybrid: 0.2094 (0.2127) loss_giou_4_hybrid: 0.4585 (0.4500) loss_class_enc_hybrid: 0.8060 (0.8344) loss_bbox_enc_hybrid: 0.2628 (0.2674) loss_giou_enc_hybrid: 0.5323 (0.5373) mem: 1018 max mem: 36965 [2024-01-15 02:46:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:47:22 det.util.engine] INFO: Epoch: [4] [600/11727] eta: 3:24:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.1082 loss: 29.9413 (28.8690) loss_class: 0.8008 (0.8082) loss_bbox: 0.1925 (0.1960) loss_giou: 0.4076 (0.4155) loss_class_0: 1.0255 (1.0306) loss_bbox_0: 0.1866 (0.1932) loss_giou_0: 0.4033 (0.4171) loss_class_1: 0.8513 (0.8931) loss_bbox_1: 0.1888 (0.1948) loss_giou_1: 0.4062 (0.4163) loss_class_2: 0.8541 (0.8450) loss_bbox_2: 0.1888 (0.1939) loss_giou_2: 0.4095 (0.4153) loss_class_3: 0.8165 (0.8214) loss_bbox_3: 0.1876 (0.1946) loss_giou_3: 0.4057 (0.4148) loss_class_4: 0.8015 (0.8104) loss_bbox_4: 0.1925 (0.1956) loss_giou_4: 0.4090 (0.4153) loss_class_enc: 0.9340 (0.9497) loss_bbox_enc: 0.2348 (0.2358) loss_giou_enc: 0.4585 (0.4785) loss_class_dn: 0.4126 (0.4114) loss_bbox_dn: 0.2948 (0.3128) loss_giou_dn: 0.5297 (0.4914) loss_class_dn_0: 0.4881 (0.4933) loss_bbox_dn_0: 0.3989 (0.4169) loss_giou_dn_0: 0.6444 (0.6241) loss_class_dn_1: 0.4414 (0.4388) loss_bbox_dn_1: 0.3196 (0.3362) loss_giou_dn_1: 0.5448 (0.5200) loss_class_dn_2: 0.4241 (0.4174) loss_bbox_dn_2: 0.2968 (0.3167) loss_giou_dn_2: 0.5352 (0.4972) loss_class_dn_3: 0.4209 (0.4119) loss_bbox_dn_3: 0.2975 (0.3136) loss_giou_dn_3: 0.5299 (0.4925) loss_class_dn_4: 0.4159 (0.4104) loss_bbox_dn_4: 0.2949 (0.3128) loss_giou_dn_4: 0.5291 (0.4913) loss_class_hybrid: 0.7939 (0.8080) loss_bbox_hybrid: 0.2133 (0.2126) loss_giou_hybrid: 0.4299 (0.4501) loss_class_0_hybrid: 0.8528 (0.8805) loss_bbox_0_hybrid: 0.2172 (0.2224) loss_giou_0_hybrid: 0.4474 (0.4702) loss_class_1_hybrid: 0.7882 (0.8377) loss_bbox_1_hybrid: 0.2164 (0.2162) loss_giou_1_hybrid: 0.4356 (0.4575) loss_class_2_hybrid: 0.7893 (0.8228) loss_bbox_2_hybrid: 0.2157 (0.2127) loss_giou_2_hybrid: 0.4284 (0.4516) loss_class_3_hybrid: 0.7844 (0.8115) loss_bbox_3_hybrid: 0.2148 (0.2125) loss_giou_3_hybrid: 0.4264 (0.4506) loss_class_4_hybrid: 0.7902 (0.8076) loss_bbox_4_hybrid: 0.2146 (0.2125) loss_giou_4_hybrid: 0.4276 (0.4502) loss_class_enc_hybrid: 0.8003 (0.8336) loss_bbox_enc_hybrid: 0.2635 (0.2669) loss_giou_enc_hybrid: 0.5158 (0.5372) mem: 1029 max mem: 36965 [2024-01-15 02:47:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:48:17 det.util.engine] INFO: Epoch: [4] [650/11727] eta: 3:23:04 lr: 0.000100 data_time: 0.0030 iter_time: 1.0955 loss: 27.1555 (28.8374) loss_class: 0.7594 (0.8075) loss_bbox: 0.1649 (0.1953) loss_giou: 0.3967 (0.4160) loss_class_0: 0.9565 (1.0284) loss_bbox_0: 0.1687 (0.1927) loss_giou_0: 0.3993 (0.4181) loss_class_1: 0.8137 (0.8907) loss_bbox_1: 0.1574 (0.1944) loss_giou_1: 0.4042 (0.4174) loss_class_2: 0.7964 (0.8445) loss_bbox_2: 0.1554 (0.1932) loss_giou_2: 0.3927 (0.4159) loss_class_3: 0.7573 (0.8206) loss_bbox_3: 0.1584 (0.1938) loss_giou_3: 0.3937 (0.4153) loss_class_4: 0.7482 (0.8095) loss_bbox_4: 0.1585 (0.1949) loss_giou_4: 0.4058 (0.4159) loss_class_enc: 0.9377 (0.9478) loss_bbox_enc: 0.2135 (0.2352) loss_giou_enc: 0.4530 (0.4793) loss_class_dn: 0.3910 (0.4112) loss_bbox_dn: 0.2420 (0.3114) loss_giou_dn: 0.4572 (0.4909) loss_class_dn_0: 0.4853 (0.4929) loss_bbox_dn_0: 0.3451 (0.4154) loss_giou_dn_0: 0.6027 (0.6238) loss_class_dn_1: 0.4188 (0.4384) loss_bbox_dn_1: 0.2566 (0.3347) loss_giou_dn_1: 0.4819 (0.5196) loss_class_dn_2: 0.4090 (0.4172) loss_bbox_dn_2: 0.2472 (0.3153) loss_giou_dn_2: 0.4629 (0.4968) loss_class_dn_3: 0.3984 (0.4117) loss_bbox_dn_3: 0.2419 (0.3122) loss_giou_dn_3: 0.4582 (0.4920) loss_class_dn_4: 0.3932 (0.4102) loss_bbox_dn_4: 0.2420 (0.3114) loss_giou_dn_4: 0.4572 (0.4908) loss_class_hybrid: 0.7604 (0.8068) loss_bbox_hybrid: 0.1830 (0.2119) loss_giou_hybrid: 0.4426 (0.4507) loss_class_0_hybrid: 0.8338 (0.8791) loss_bbox_0_hybrid: 0.1999 (0.2219) loss_giou_0_hybrid: 0.4574 (0.4709) loss_class_1_hybrid: 0.7974 (0.8363) loss_bbox_1_hybrid: 0.1835 (0.2156) loss_giou_1_hybrid: 0.4381 (0.4581) loss_class_2_hybrid: 0.7925 (0.8215) loss_bbox_2_hybrid: 0.1788 (0.2121) loss_giou_2_hybrid: 0.4395 (0.4522) loss_class_3_hybrid: 0.7617 (0.8101) loss_bbox_3_hybrid: 0.1797 (0.2118) loss_giou_3_hybrid: 0.4429 (0.4512) loss_class_4_hybrid: 0.7628 (0.8063) loss_bbox_4_hybrid: 0.1812 (0.2119) loss_giou_4_hybrid: 0.4415 (0.4508) loss_class_enc_hybrid: 0.8105 (0.8318) loss_bbox_enc_hybrid: 0.2395 (0.2664) loss_giou_enc_hybrid: 0.5153 (0.5380) mem: 1028 max mem: 36965 [2024-01-15 02:48:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:49:12 det.util.engine] INFO: Epoch: [4] [700/11727] eta: 3:22:10 lr: 0.000100 data_time: 0.0033 iter_time: 1.0701 loss: 28.7943 (28.7944) loss_class: 0.7663 (0.8068) loss_bbox: 0.1888 (0.1938) loss_giou: 0.3838 (0.4157) loss_class_0: 1.0096 (1.0274) loss_bbox_0: 0.1896 (0.1915) loss_giou_0: 0.3913 (0.4180) loss_class_1: 0.8479 (0.8892) loss_bbox_1: 0.1943 (0.1933) loss_giou_1: 0.3948 (0.4173) loss_class_2: 0.7983 (0.8433) loss_bbox_2: 0.1901 (0.1918) loss_giou_2: 0.3808 (0.4157) loss_class_3: 0.7793 (0.8199) loss_bbox_3: 0.1811 (0.1923) loss_giou_3: 0.3864 (0.4149) loss_class_4: 0.7652 (0.8090) loss_bbox_4: 0.1807 (0.1934) loss_giou_4: 0.3853 (0.4156) loss_class_enc: 0.9660 (0.9467) loss_bbox_enc: 0.2249 (0.2336) loss_giou_enc: 0.4570 (0.4791) loss_class_dn: 0.3950 (0.4109) loss_bbox_dn: 0.3077 (0.3102) loss_giou_dn: 0.4784 (0.4909) loss_class_dn_0: 0.4857 (0.4927) loss_bbox_dn_0: 0.4085 (0.4137) loss_giou_dn_0: 0.6115 (0.6237) loss_class_dn_1: 0.4376 (0.4384) loss_bbox_dn_1: 0.3376 (0.3334) loss_giou_dn_1: 0.5054 (0.5194) loss_class_dn_2: 0.4160 (0.4171) loss_bbox_dn_2: 0.3142 (0.3141) loss_giou_dn_2: 0.4823 (0.4967) loss_class_dn_3: 0.4027 (0.4116) loss_bbox_dn_3: 0.3082 (0.3110) loss_giou_dn_3: 0.4774 (0.4919) loss_class_dn_4: 0.3991 (0.4101) loss_bbox_dn_4: 0.3078 (0.3102) loss_giou_dn_4: 0.4784 (0.4908) loss_class_hybrid: 0.7781 (0.8071) loss_bbox_hybrid: 0.1999 (0.2101) loss_giou_hybrid: 0.4066 (0.4500) loss_class_0_hybrid: 0.8526 (0.8792) loss_bbox_0_hybrid: 0.2010 (0.2202) loss_giou_0_hybrid: 0.4273 (0.4703) loss_class_1_hybrid: 0.8060 (0.8361) loss_bbox_1_hybrid: 0.2072 (0.2140) loss_giou_1_hybrid: 0.4184 (0.4575) loss_class_2_hybrid: 0.7834 (0.8214) loss_bbox_2_hybrid: 0.2029 (0.2104) loss_giou_2_hybrid: 0.4129 (0.4516) loss_class_3_hybrid: 0.7895 (0.8101) loss_bbox_3_hybrid: 0.1995 (0.2101) loss_giou_3_hybrid: 0.4087 (0.4505) loss_class_4_hybrid: 0.7973 (0.8068) loss_bbox_4_hybrid: 0.2006 (0.2101) loss_giou_4_hybrid: 0.4064 (0.4501) loss_class_enc_hybrid: 0.8592 (0.8314) loss_bbox_enc_hybrid: 0.2443 (0.2647) loss_giou_enc_hybrid: 0.5028 (0.5374) mem: 1019 max mem: 36965 [2024-01-15 02:49:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:50:07 det.util.engine] INFO: Epoch: [4] [750/11727] eta: 3:21:19 lr: 0.000100 data_time: 0.0031 iter_time: 1.1176 loss: 27.3567 (28.7854) loss_class: 0.7578 (0.8066) loss_bbox: 0.1632 (0.1935) loss_giou: 0.3949 (0.4156) loss_class_0: 0.9768 (1.0273) loss_bbox_0: 0.1686 (0.1912) loss_giou_0: 0.4060 (0.4179) loss_class_1: 0.8453 (0.8884) loss_bbox_1: 0.1636 (0.1932) loss_giou_1: 0.4048 (0.4174) loss_class_2: 0.8173 (0.8434) loss_bbox_2: 0.1615 (0.1914) loss_giou_2: 0.3976 (0.4154) loss_class_3: 0.7717 (0.8196) loss_bbox_3: 0.1595 (0.1920) loss_giou_3: 0.3930 (0.4149) loss_class_4: 0.7680 (0.8088) loss_bbox_4: 0.1587 (0.1931) loss_giou_4: 0.3951 (0.4155) loss_class_enc: 0.8935 (0.9466) loss_bbox_enc: 0.2045 (0.2334) loss_giou_enc: 0.4525 (0.4793) loss_class_dn: 0.3937 (0.4104) loss_bbox_dn: 0.2721 (0.3100) loss_giou_dn: 0.4752 (0.4913) loss_class_dn_0: 0.4841 (0.4924) loss_bbox_dn_0: 0.3720 (0.4135) loss_giou_dn_0: 0.6150 (0.6241) loss_class_dn_1: 0.4187 (0.4381) loss_bbox_dn_1: 0.2840 (0.3332) loss_giou_dn_1: 0.5102 (0.5199) loss_class_dn_2: 0.4003 (0.4167) loss_bbox_dn_2: 0.2746 (0.3139) loss_giou_dn_2: 0.4812 (0.4971) loss_class_dn_3: 0.3958 (0.4111) loss_bbox_dn_3: 0.2727 (0.3108) loss_giou_dn_3: 0.4791 (0.4924) loss_class_dn_4: 0.3954 (0.4096) loss_bbox_dn_4: 0.2721 (0.3100) loss_giou_dn_4: 0.4756 (0.4912) loss_class_hybrid: 0.7484 (0.8070) loss_bbox_hybrid: 0.1722 (0.2098) loss_giou_hybrid: 0.4095 (0.4498) loss_class_0_hybrid: 0.8035 (0.8787) loss_bbox_0_hybrid: 0.1832 (0.2200) loss_giou_0_hybrid: 0.4319 (0.4702) loss_class_1_hybrid: 0.7925 (0.8360) loss_bbox_1_hybrid: 0.1719 (0.2138) loss_giou_1_hybrid: 0.4219 (0.4574) loss_class_2_hybrid: 0.7875 (0.8213) loss_bbox_2_hybrid: 0.1702 (0.2100) loss_giou_2_hybrid: 0.4135 (0.4514) loss_class_3_hybrid: 0.7637 (0.8101) loss_bbox_3_hybrid: 0.1699 (0.2097) loss_giou_3_hybrid: 0.4105 (0.4503) loss_class_4_hybrid: 0.7440 (0.8067) loss_bbox_4_hybrid: 0.1698 (0.2097) loss_giou_4_hybrid: 0.4116 (0.4499) loss_class_enc_hybrid: 0.7745 (0.8309) loss_bbox_enc_hybrid: 0.2357 (0.2646) loss_giou_enc_hybrid: 0.4981 (0.5375) mem: 1016 max mem: 36965 [2024-01-15 02:50:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:51:03 det.util.engine] INFO: Epoch: [4] [800/11727] eta: 3:20:36 lr: 0.000100 data_time: 0.0029 iter_time: 1.1140 loss: 27.1159 (28.7675) loss_class: 0.7418 (0.8055) loss_bbox: 0.1711 (0.1931) loss_giou: 0.4050 (0.4160) loss_class_0: 0.9577 (1.0253) loss_bbox_0: 0.1666 (0.1909) loss_giou_0: 0.4130 (0.4185) loss_class_1: 0.8494 (0.8871) loss_bbox_1: 0.1643 (0.1927) loss_giou_1: 0.4078 (0.4177) loss_class_2: 0.8029 (0.8415) loss_bbox_2: 0.1766 (0.1911) loss_giou_2: 0.4174 (0.4159) loss_class_3: 0.7808 (0.8181) loss_bbox_3: 0.1739 (0.1916) loss_giou_3: 0.4079 (0.4153) loss_class_4: 0.7451 (0.8076) loss_bbox_4: 0.1774 (0.1927) loss_giou_4: 0.4081 (0.4159) loss_class_enc: 0.9055 (0.9457) loss_bbox_enc: 0.2168 (0.2329) loss_giou_enc: 0.4700 (0.4799) loss_class_dn: 0.4081 (0.4104) loss_bbox_dn: 0.2822 (0.3092) loss_giou_dn: 0.4860 (0.4916) loss_class_dn_0: 0.5044 (0.4924) loss_bbox_dn_0: 0.3786 (0.4125) loss_giou_dn_0: 0.6113 (0.6245) loss_class_dn_1: 0.4311 (0.4380) loss_bbox_dn_1: 0.3060 (0.3324) loss_giou_dn_1: 0.5098 (0.5203) loss_class_dn_2: 0.4113 (0.4167) loss_bbox_dn_2: 0.2853 (0.3131) loss_giou_dn_2: 0.4854 (0.4974) loss_class_dn_3: 0.4083 (0.4111) loss_bbox_dn_3: 0.2832 (0.3100) loss_giou_dn_3: 0.4845 (0.4927) loss_class_dn_4: 0.4048 (0.4096) loss_bbox_dn_4: 0.2823 (0.3092) loss_giou_dn_4: 0.4844 (0.4915) loss_class_hybrid: 0.7484 (0.8059) loss_bbox_hybrid: 0.1781 (0.2095) loss_giou_hybrid: 0.4508 (0.4505) loss_class_0_hybrid: 0.8384 (0.8775) loss_bbox_0_hybrid: 0.1922 (0.2198) loss_giou_0_hybrid: 0.4801 (0.4710) loss_class_1_hybrid: 0.7775 (0.8345) loss_bbox_1_hybrid: 0.1902 (0.2135) loss_giou_1_hybrid: 0.4715 (0.4580) loss_class_2_hybrid: 0.7689 (0.8201) loss_bbox_2_hybrid: 0.1793 (0.2097) loss_giou_2_hybrid: 0.4702 (0.4521) loss_class_3_hybrid: 0.7490 (0.8091) loss_bbox_3_hybrid: 0.1793 (0.2094) loss_giou_3_hybrid: 0.4483 (0.4510) loss_class_4_hybrid: 0.7467 (0.8055) loss_bbox_4_hybrid: 0.1781 (0.2096) loss_giou_4_hybrid: 0.4522 (0.4507) loss_class_enc_hybrid: 0.7913 (0.8296) loss_bbox_enc_hybrid: 0.2377 (0.2645) loss_giou_enc_hybrid: 0.5393 (0.5384) mem: 1026 max mem: 36965 [2024-01-15 02:51:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:51:58 det.util.engine] INFO: Epoch: [4] [850/11727] eta: 3:19:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0811 loss: 27.8086 (28.7320) loss_class: 0.7816 (0.8050) loss_bbox: 0.1811 (0.1927) loss_giou: 0.4081 (0.4147) loss_class_0: 0.9913 (1.0245) loss_bbox_0: 0.1721 (0.1906) loss_giou_0: 0.4018 (0.4175) loss_class_1: 0.8633 (0.8865) loss_bbox_1: 0.1778 (0.1925) loss_giou_1: 0.4053 (0.4164) loss_class_2: 0.8278 (0.8414) loss_bbox_2: 0.1794 (0.1907) loss_giou_2: 0.3997 (0.4146) loss_class_3: 0.7989 (0.8173) loss_bbox_3: 0.1740 (0.1913) loss_giou_3: 0.4010 (0.4140) loss_class_4: 0.7775 (0.8071) loss_bbox_4: 0.1811 (0.1923) loss_giou_4: 0.4081 (0.4145) loss_class_enc: 0.8976 (0.9452) loss_bbox_enc: 0.2123 (0.2327) loss_giou_enc: 0.4506 (0.4789) loss_class_dn: 0.3972 (0.4098) loss_bbox_dn: 0.2938 (0.3095) loss_giou_dn: 0.4983 (0.4910) loss_class_dn_0: 0.4792 (0.4919) loss_bbox_dn_0: 0.3815 (0.4127) loss_giou_dn_0: 0.6154 (0.6243) loss_class_dn_1: 0.4231 (0.4375) loss_bbox_dn_1: 0.3163 (0.3326) loss_giou_dn_1: 0.5215 (0.5198) loss_class_dn_2: 0.4051 (0.4162) loss_bbox_dn_2: 0.3007 (0.3134) loss_giou_dn_2: 0.5022 (0.4968) loss_class_dn_3: 0.3989 (0.4106) loss_bbox_dn_3: 0.2970 (0.3102) loss_giou_dn_3: 0.4991 (0.4920) loss_class_dn_4: 0.3958 (0.4090) loss_bbox_dn_4: 0.2937 (0.3095) loss_giou_dn_4: 0.4982 (0.4909) loss_class_hybrid: 0.7634 (0.8054) loss_bbox_hybrid: 0.1987 (0.2092) loss_giou_hybrid: 0.4213 (0.4490) loss_class_0_hybrid: 0.8324 (0.8767) loss_bbox_0_hybrid: 0.2051 (0.2196) loss_giou_0_hybrid: 0.4505 (0.4695) loss_class_1_hybrid: 0.8220 (0.8344) loss_bbox_1_hybrid: 0.2044 (0.2131) loss_giou_1_hybrid: 0.4256 (0.4564) loss_class_2_hybrid: 0.7938 (0.8199) loss_bbox_2_hybrid: 0.1984 (0.2093) loss_giou_2_hybrid: 0.4231 (0.4504) loss_class_3_hybrid: 0.7755 (0.8088) loss_bbox_3_hybrid: 0.1941 (0.2091) loss_giou_3_hybrid: 0.4156 (0.4494) loss_class_4_hybrid: 0.7699 (0.8051) loss_bbox_4_hybrid: 0.2005 (0.2092) loss_giou_4_hybrid: 0.4207 (0.4491) loss_class_enc_hybrid: 0.7753 (0.8285) loss_bbox_enc_hybrid: 0.2334 (0.2643) loss_giou_enc_hybrid: 0.5164 (0.5373) mem: 1023 max mem: 36965 [2024-01-15 02:51:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:52:51 det.util.engine] INFO: Epoch: [4] [900/11727] eta: 3:18:14 lr: 0.000100 data_time: 0.0029 iter_time: 1.0624 loss: 28.0587 (28.7185) loss_class: 0.7509 (0.8043) loss_bbox: 0.1816 (0.1927) loss_giou: 0.4032 (0.4144) loss_class_0: 0.9632 (1.0236) loss_bbox_0: 0.1819 (0.1906) loss_giou_0: 0.3867 (0.4173) loss_class_1: 0.8578 (0.8859) loss_bbox_1: 0.1906 (0.1923) loss_giou_1: 0.3990 (0.4161) loss_class_2: 0.7982 (0.8407) loss_bbox_2: 0.1852 (0.1906) loss_giou_2: 0.4037 (0.4143) loss_class_3: 0.7716 (0.8168) loss_bbox_3: 0.1819 (0.1913) loss_giou_3: 0.4005 (0.4138) loss_class_4: 0.7582 (0.8064) loss_bbox_4: 0.1820 (0.1923) loss_giou_4: 0.4054 (0.4143) loss_class_enc: 0.9360 (0.9444) loss_bbox_enc: 0.2186 (0.2324) loss_giou_enc: 0.4704 (0.4788) loss_class_dn: 0.4128 (0.4097) loss_bbox_dn: 0.2837 (0.3094) loss_giou_dn: 0.4698 (0.4906) loss_class_dn_0: 0.5047 (0.4922) loss_bbox_dn_0: 0.3935 (0.4126) loss_giou_dn_0: 0.5906 (0.6238) loss_class_dn_1: 0.4406 (0.4377) loss_bbox_dn_1: 0.3027 (0.3325) loss_giou_dn_1: 0.4894 (0.5194) loss_class_dn_2: 0.4155 (0.4162) loss_bbox_dn_2: 0.2861 (0.3132) loss_giou_dn_2: 0.4724 (0.4964) loss_class_dn_3: 0.4130 (0.4106) loss_bbox_dn_3: 0.2852 (0.3101) loss_giou_dn_3: 0.4710 (0.4916) loss_class_dn_4: 0.4124 (0.4090) loss_bbox_dn_4: 0.2838 (0.3094) loss_giou_dn_4: 0.4697 (0.4905) loss_class_hybrid: 0.7603 (0.8050) loss_bbox_hybrid: 0.2015 (0.2092) loss_giou_hybrid: 0.4301 (0.4489) loss_class_0_hybrid: 0.8419 (0.8762) loss_bbox_0_hybrid: 0.2116 (0.2194) loss_giou_0_hybrid: 0.4608 (0.4695) loss_class_1_hybrid: 0.8116 (0.8340) loss_bbox_1_hybrid: 0.2102 (0.2131) loss_giou_1_hybrid: 0.4505 (0.4564) loss_class_2_hybrid: 0.7741 (0.8190) loss_bbox_2_hybrid: 0.2018 (0.2093) loss_giou_2_hybrid: 0.4371 (0.4505) loss_class_3_hybrid: 0.7719 (0.8083) loss_bbox_3_hybrid: 0.1978 (0.2092) loss_giou_3_hybrid: 0.4366 (0.4494) loss_class_4_hybrid: 0.7673 (0.8047) loss_bbox_4_hybrid: 0.2016 (0.2092) loss_giou_4_hybrid: 0.4349 (0.4492) loss_class_enc_hybrid: 0.8130 (0.8281) loss_bbox_enc_hybrid: 0.2471 (0.2641) loss_giou_enc_hybrid: 0.5175 (0.5372) mem: 1033 max mem: 36965 [2024-01-15 02:52:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:53:46 det.util.engine] INFO: Epoch: [4] [950/11727] eta: 3:17:22 lr: 0.000100 data_time: 0.0030 iter_time: 1.1326 loss: 27.9503 (28.7080) loss_class: 0.7586 (0.8037) loss_bbox: 0.2003 (0.1927) loss_giou: 0.4373 (0.4149) loss_class_0: 0.9688 (1.0225) loss_bbox_0: 0.2016 (0.1909) loss_giou_0: 0.4335 (0.4182) loss_class_1: 0.7959 (0.8839) loss_bbox_1: 0.1925 (0.1927) loss_giou_1: 0.4437 (0.4169) loss_class_2: 0.7558 (0.8396) loss_bbox_2: 0.1960 (0.1908) loss_giou_2: 0.4434 (0.4149) loss_class_3: 0.7424 (0.8158) loss_bbox_3: 0.1895 (0.1915) loss_giou_3: 0.4378 (0.4144) loss_class_4: 0.7530 (0.8059) loss_bbox_4: 0.1947 (0.1924) loss_giou_4: 0.4386 (0.4148) loss_class_enc: 0.9012 (0.9434) loss_bbox_enc: 0.2378 (0.2323) loss_giou_enc: 0.4828 (0.4791) loss_class_dn: 0.3922 (0.4092) loss_bbox_dn: 0.2906 (0.3086) loss_giou_dn: 0.4948 (0.4907) loss_class_dn_0: 0.4725 (0.4920) loss_bbox_dn_0: 0.3617 (0.4117) loss_giou_dn_0: 0.6118 (0.6239) loss_class_dn_1: 0.4200 (0.4374) loss_bbox_dn_1: 0.2989 (0.3317) loss_giou_dn_1: 0.5179 (0.5195) loss_class_dn_2: 0.3975 (0.4158) loss_bbox_dn_2: 0.2888 (0.3125) loss_giou_dn_2: 0.5022 (0.4965) loss_class_dn_3: 0.3914 (0.4101) loss_bbox_dn_3: 0.2890 (0.3093) loss_giou_dn_3: 0.4950 (0.4917) loss_class_dn_4: 0.3909 (0.4085) loss_bbox_dn_4: 0.2905 (0.3086) loss_giou_dn_4: 0.4947 (0.4905) loss_class_hybrid: 0.7817 (0.8037) loss_bbox_hybrid: 0.2138 (0.2093) loss_giou_hybrid: 0.4620 (0.4498) loss_class_0_hybrid: 0.8281 (0.8754) loss_bbox_0_hybrid: 0.2179 (0.2195) loss_giou_0_hybrid: 0.4844 (0.4703) loss_class_1_hybrid: 0.7772 (0.8324) loss_bbox_1_hybrid: 0.2160 (0.2133) loss_giou_1_hybrid: 0.4756 (0.4574) loss_class_2_hybrid: 0.7940 (0.8178) loss_bbox_2_hybrid: 0.2122 (0.2095) loss_giou_2_hybrid: 0.4648 (0.4514) loss_class_3_hybrid: 0.7766 (0.8071) loss_bbox_3_hybrid: 0.2130 (0.2093) loss_giou_3_hybrid: 0.4642 (0.4503) loss_class_4_hybrid: 0.7724 (0.8033) loss_bbox_4_hybrid: 0.2146 (0.2094) loss_giou_4_hybrid: 0.4637 (0.4500) loss_class_enc_hybrid: 0.7752 (0.8272) loss_bbox_enc_hybrid: 0.2608 (0.2640) loss_giou_enc_hybrid: 0.5544 (0.5379) mem: 1018 max mem: 36965 [2024-01-15 02:53:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:54:40 det.util.engine] INFO: Epoch: [4] [1000/11727] eta: 3:16:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0674 loss: 28.2139 (28.6801) loss_class: 0.7991 (0.8034) loss_bbox: 0.1771 (0.1921) loss_giou: 0.3964 (0.4142) loss_class_0: 0.9755 (1.0214) loss_bbox_0: 0.1787 (0.1905) loss_giou_0: 0.4033 (0.4176) loss_class_1: 0.8957 (0.8836) loss_bbox_1: 0.1789 (0.1922) loss_giou_1: 0.4016 (0.4163) loss_class_2: 0.8301 (0.8392) loss_bbox_2: 0.1798 (0.1903) loss_giou_2: 0.4023 (0.4142) loss_class_3: 0.8224 (0.8153) loss_bbox_3: 0.1829 (0.1910) loss_giou_3: 0.4061 (0.4137) loss_class_4: 0.8125 (0.8053) loss_bbox_4: 0.1743 (0.1918) loss_giou_4: 0.4019 (0.4141) loss_class_enc: 0.9216 (0.9425) loss_bbox_enc: 0.2216 (0.2319) loss_giou_enc: 0.4622 (0.4786) loss_class_dn: 0.4068 (0.4092) loss_bbox_dn: 0.2961 (0.3085) loss_giou_dn: 0.4822 (0.4899) loss_class_dn_0: 0.4835 (0.4918) loss_bbox_dn_0: 0.3794 (0.4119) loss_giou_dn_0: 0.6138 (0.6231) loss_class_dn_1: 0.4311 (0.4372) loss_bbox_dn_1: 0.3182 (0.3319) loss_giou_dn_1: 0.5080 (0.5188) loss_class_dn_2: 0.4142 (0.4157) loss_bbox_dn_2: 0.3020 (0.3125) loss_giou_dn_2: 0.4906 (0.4958) loss_class_dn_3: 0.4066 (0.4100) loss_bbox_dn_3: 0.3000 (0.3093) loss_giou_dn_3: 0.4836 (0.4910) loss_class_dn_4: 0.4067 (0.4084) loss_bbox_dn_4: 0.2961 (0.3085) loss_giou_dn_4: 0.4821 (0.4898) loss_class_hybrid: 0.8161 (0.8032) loss_bbox_hybrid: 0.1998 (0.2090) loss_giou_hybrid: 0.4346 (0.4491) loss_class_0_hybrid: 0.8463 (0.8748) loss_bbox_0_hybrid: 0.2028 (0.2191) loss_giou_0_hybrid: 0.4607 (0.4697) loss_class_1_hybrid: 0.8476 (0.8321) loss_bbox_1_hybrid: 0.1959 (0.2129) loss_giou_1_hybrid: 0.4393 (0.4567) loss_class_2_hybrid: 0.8021 (0.8174) loss_bbox_2_hybrid: 0.1963 (0.2091) loss_giou_2_hybrid: 0.4328 (0.4507) loss_class_3_hybrid: 0.8150 (0.8066) loss_bbox_3_hybrid: 0.1978 (0.2089) loss_giou_3_hybrid: 0.4325 (0.4496) loss_class_4_hybrid: 0.8061 (0.8028) loss_bbox_4_hybrid: 0.1990 (0.2090) loss_giou_4_hybrid: 0.4307 (0.4494) loss_class_enc_hybrid: 0.8243 (0.8266) loss_bbox_enc_hybrid: 0.2505 (0.2637) loss_giou_enc_hybrid: 0.5219 (0.5373) mem: 1035 max mem: 36965 [2024-01-15 02:54:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:55:33 det.util.engine] INFO: Epoch: [4] [1050/11727] eta: 3:14:58 lr: 0.000100 data_time: 0.0029 iter_time: 1.0415 loss: 28.4658 (28.6880) loss_class: 0.8005 (0.8047) loss_bbox: 0.1817 (0.1918) loss_giou: 0.4163 (0.4139) loss_class_0: 0.9956 (1.0224) loss_bbox_0: 0.1776 (0.1903) loss_giou_0: 0.4215 (0.4174) loss_class_1: 0.8794 (0.8847) loss_bbox_1: 0.1769 (0.1918) loss_giou_1: 0.4120 (0.4162) loss_class_2: 0.8104 (0.8403) loss_bbox_2: 0.1761 (0.1900) loss_giou_2: 0.4114 (0.4141) loss_class_3: 0.8133 (0.8165) loss_bbox_3: 0.1717 (0.1907) loss_giou_3: 0.4089 (0.4136) loss_class_4: 0.8064 (0.8066) loss_bbox_4: 0.1736 (0.1915) loss_giou_4: 0.4183 (0.4140) loss_class_enc: 0.9297 (0.9435) loss_bbox_enc: 0.2245 (0.2319) loss_giou_enc: 0.4745 (0.4787) loss_class_dn: 0.4065 (0.4092) loss_bbox_dn: 0.2984 (0.3086) loss_giou_dn: 0.4810 (0.4897) loss_class_dn_0: 0.5004 (0.4919) loss_bbox_dn_0: 0.3854 (0.4122) loss_giou_dn_0: 0.6168 (0.6228) loss_class_dn_1: 0.4373 (0.4373) loss_bbox_dn_1: 0.3320 (0.3319) loss_giou_dn_1: 0.5065 (0.5187) loss_class_dn_2: 0.4122 (0.4158) loss_bbox_dn_2: 0.3033 (0.3125) loss_giou_dn_2: 0.4895 (0.4955) loss_class_dn_3: 0.4072 (0.4099) loss_bbox_dn_3: 0.2977 (0.3093) loss_giou_dn_3: 0.4834 (0.4907) loss_class_dn_4: 0.4023 (0.4084) loss_bbox_dn_4: 0.2986 (0.3086) loss_giou_dn_4: 0.4810 (0.4896) loss_class_hybrid: 0.8033 (0.8044) loss_bbox_hybrid: 0.1846 (0.2086) loss_giou_hybrid: 0.4391 (0.4489) loss_class_0_hybrid: 0.8434 (0.8755) loss_bbox_0_hybrid: 0.1991 (0.2187) loss_giou_0_hybrid: 0.4561 (0.4694) loss_class_1_hybrid: 0.8249 (0.8329) loss_bbox_1_hybrid: 0.1892 (0.2126) loss_giou_1_hybrid: 0.4468 (0.4565) loss_class_2_hybrid: 0.8158 (0.8184) loss_bbox_2_hybrid: 0.1868 (0.2088) loss_giou_2_hybrid: 0.4410 (0.4506) loss_class_3_hybrid: 0.7954 (0.8078) loss_bbox_3_hybrid: 0.1845 (0.2085) loss_giou_3_hybrid: 0.4414 (0.4494) loss_class_4_hybrid: 0.8004 (0.8038) loss_bbox_4_hybrid: 0.1858 (0.2086) loss_giou_4_hybrid: 0.4436 (0.4492) loss_class_enc_hybrid: 0.7923 (0.8275) loss_bbox_enc_hybrid: 0.2511 (0.2635) loss_giou_enc_hybrid: 0.5315 (0.5371) mem: 1022 max mem: 36965 [2024-01-15 02:55:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:56:28 det.util.engine] INFO: Epoch: [4] [1100/11727] eta: 3:14:06 lr: 0.000100 data_time: 0.0030 iter_time: 1.0690 loss: 29.1391 (28.6775) loss_class: 0.8390 (0.8050) loss_bbox: 0.1793 (0.1917) loss_giou: 0.4038 (0.4135) loss_class_0: 1.0327 (1.0222) loss_bbox_0: 0.1694 (0.1902) loss_giou_0: 0.4187 (0.4171) loss_class_1: 0.8848 (0.8849) loss_bbox_1: 0.1784 (0.1917) loss_giou_1: 0.4140 (0.4158) loss_class_2: 0.8479 (0.8405) loss_bbox_2: 0.1824 (0.1899) loss_giou_2: 0.4034 (0.4136) loss_class_3: 0.8337 (0.8170) loss_bbox_3: 0.1795 (0.1905) loss_giou_3: 0.4025 (0.4130) loss_class_4: 0.8491 (0.8068) loss_bbox_4: 0.1827 (0.1914) loss_giou_4: 0.4031 (0.4136) loss_class_enc: 0.9536 (0.9438) loss_bbox_enc: 0.2168 (0.2320) loss_giou_enc: 0.4676 (0.4784) loss_class_dn: 0.4128 (0.4093) loss_bbox_dn: 0.2863 (0.3080) loss_giou_dn: 0.4880 (0.4892) loss_class_dn_0: 0.4936 (0.4920) loss_bbox_dn_0: 0.3999 (0.4118) loss_giou_dn_0: 0.6217 (0.6223) loss_class_dn_1: 0.4362 (0.4373) loss_bbox_dn_1: 0.3126 (0.3314) loss_giou_dn_1: 0.5173 (0.5182) loss_class_dn_2: 0.4166 (0.4159) loss_bbox_dn_2: 0.2934 (0.3120) loss_giou_dn_2: 0.4915 (0.4950) loss_class_dn_3: 0.4107 (0.4100) loss_bbox_dn_3: 0.2892 (0.3088) loss_giou_dn_3: 0.4897 (0.4902) loss_class_dn_4: 0.4119 (0.4085) loss_bbox_dn_4: 0.2862 (0.3080) loss_giou_dn_4: 0.4875 (0.4891) loss_class_hybrid: 0.8073 (0.8049) loss_bbox_hybrid: 0.1983 (0.2084) loss_giou_hybrid: 0.4273 (0.4481) loss_class_0_hybrid: 0.8910 (0.8759) loss_bbox_0_hybrid: 0.2109 (0.2186) loss_giou_0_hybrid: 0.4536 (0.4687) loss_class_1_hybrid: 0.8480 (0.8335) loss_bbox_1_hybrid: 0.2022 (0.2124) loss_giou_1_hybrid: 0.4306 (0.4558) loss_class_2_hybrid: 0.8132 (0.8189) loss_bbox_2_hybrid: 0.2024 (0.2086) loss_giou_2_hybrid: 0.4298 (0.4498) loss_class_3_hybrid: 0.8099 (0.8082) loss_bbox_3_hybrid: 0.1995 (0.2083) loss_giou_3_hybrid: 0.4277 (0.4486) loss_class_4_hybrid: 0.8149 (0.8044) loss_bbox_4_hybrid: 0.2008 (0.2084) loss_giou_4_hybrid: 0.4295 (0.4484) loss_class_enc_hybrid: 0.8344 (0.8281) loss_bbox_enc_hybrid: 0.2442 (0.2636) loss_giou_enc_hybrid: 0.5163 (0.5364) mem: 1027 max mem: 36965 [2024-01-15 02:56:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:57:21 det.util.engine] INFO: Epoch: [4] [1150/11727] eta: 3:13:00 lr: 0.000100 data_time: 0.0028 iter_time: 1.0509 loss: 28.3019 (28.6677) loss_class: 0.7666 (0.8039) loss_bbox: 0.1831 (0.1919) loss_giou: 0.3888 (0.4139) loss_class_0: 1.0191 (1.0206) loss_bbox_0: 0.1905 (0.1904) loss_giou_0: 0.3982 (0.4174) loss_class_1: 0.8541 (0.8837) loss_bbox_1: 0.1826 (0.1919) loss_giou_1: 0.3802 (0.4160) loss_class_2: 0.8162 (0.8395) loss_bbox_2: 0.1832 (0.1901) loss_giou_2: 0.3889 (0.4139) loss_class_3: 0.7926 (0.8160) loss_bbox_3: 0.1796 (0.1907) loss_giou_3: 0.3970 (0.4134) loss_class_4: 0.7743 (0.8059) loss_bbox_4: 0.1792 (0.1916) loss_giou_4: 0.3945 (0.4140) loss_class_enc: 0.9333 (0.9432) loss_bbox_enc: 0.2167 (0.2321) loss_giou_enc: 0.4544 (0.4786) loss_class_dn: 0.4076 (0.4092) loss_bbox_dn: 0.2957 (0.3076) loss_giou_dn: 0.4883 (0.4894) loss_class_dn_0: 0.4866 (0.4918) loss_bbox_dn_0: 0.4146 (0.4116) loss_giou_dn_0: 0.6361 (0.6227) loss_class_dn_1: 0.4301 (0.4371) loss_bbox_dn_1: 0.3433 (0.3310) loss_giou_dn_1: 0.5171 (0.5184) loss_class_dn_2: 0.4170 (0.4157) loss_bbox_dn_2: 0.3024 (0.3116) loss_giou_dn_2: 0.4944 (0.4952) loss_class_dn_3: 0.4089 (0.4098) loss_bbox_dn_3: 0.2962 (0.3083) loss_giou_dn_3: 0.4898 (0.4904) loss_class_dn_4: 0.4076 (0.4084) loss_bbox_dn_4: 0.2957 (0.3076) loss_giou_dn_4: 0.4881 (0.4893) loss_class_hybrid: 0.7869 (0.8042) loss_bbox_hybrid: 0.1997 (0.2084) loss_giou_hybrid: 0.3993 (0.4482) loss_class_0_hybrid: 0.8599 (0.8752) loss_bbox_0_hybrid: 0.2145 (0.2186) loss_giou_0_hybrid: 0.4195 (0.4690) loss_class_1_hybrid: 0.8086 (0.8326) loss_bbox_1_hybrid: 0.2091 (0.2124) loss_giou_1_hybrid: 0.3999 (0.4559) loss_class_2_hybrid: 0.7981 (0.8182) loss_bbox_2_hybrid: 0.2057 (0.2086) loss_giou_2_hybrid: 0.4041 (0.4499) loss_class_3_hybrid: 0.7967 (0.8077) loss_bbox_3_hybrid: 0.2002 (0.2083) loss_giou_3_hybrid: 0.3984 (0.4487) loss_class_4_hybrid: 0.7867 (0.8038) loss_bbox_4_hybrid: 0.1982 (0.2084) loss_giou_4_hybrid: 0.4001 (0.4485) loss_class_enc_hybrid: 0.8103 (0.8276) loss_bbox_enc_hybrid: 0.2580 (0.2634) loss_giou_enc_hybrid: 0.4917 (0.5363) mem: 1013 max mem: 36965 [2024-01-15 02:57:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:58:15 det.util.engine] INFO: Epoch: [4] [1200/11727] eta: 3:12:01 lr: 0.000100 data_time: 0.0035 iter_time: 1.0725 loss: 28.9328 (28.6777) loss_class: 0.7902 (0.8040) loss_bbox: 0.1823 (0.1916) loss_giou: 0.3804 (0.4148) loss_class_0: 1.0088 (1.0197) loss_bbox_0: 0.1836 (0.1903) loss_giou_0: 0.3972 (0.4187) loss_class_1: 0.8920 (0.8839) loss_bbox_1: 0.1800 (0.1916) loss_giou_1: 0.3836 (0.4170) loss_class_2: 0.8225 (0.8395) loss_bbox_2: 0.1743 (0.1898) loss_giou_2: 0.3772 (0.4149) loss_class_3: 0.8036 (0.8161) loss_bbox_3: 0.1792 (0.1904) loss_giou_3: 0.3805 (0.4143) loss_class_4: 0.7896 (0.8059) loss_bbox_4: 0.1762 (0.1913) loss_giou_4: 0.3837 (0.4150) loss_class_enc: 0.9258 (0.9427) loss_bbox_enc: 0.2193 (0.2319) loss_giou_enc: 0.4507 (0.4797) loss_class_dn: 0.4096 (0.4092) loss_bbox_dn: 0.3082 (0.3071) loss_giou_dn: 0.4883 (0.4899) loss_class_dn_0: 0.4836 (0.4917) loss_bbox_dn_0: 0.4052 (0.4109) loss_giou_dn_0: 0.6250 (0.6231) loss_class_dn_1: 0.4349 (0.4372) loss_bbox_dn_1: 0.3275 (0.3305) loss_giou_dn_1: 0.5231 (0.5189) loss_class_dn_2: 0.4162 (0.4158) loss_bbox_dn_2: 0.3100 (0.3110) loss_giou_dn_2: 0.4954 (0.4957) loss_class_dn_3: 0.4104 (0.4098) loss_bbox_dn_3: 0.3107 (0.3078) loss_giou_dn_3: 0.4890 (0.4910) loss_class_dn_4: 0.4093 (0.4084) loss_bbox_dn_4: 0.3080 (0.3070) loss_giou_dn_4: 0.4883 (0.4898) loss_class_hybrid: 0.7536 (0.8035) loss_bbox_hybrid: 0.2024 (0.2083) loss_giou_hybrid: 0.4254 (0.4496) loss_class_0_hybrid: 0.8693 (0.8751) loss_bbox_0_hybrid: 0.2161 (0.2185) loss_giou_0_hybrid: 0.4440 (0.4703) loss_class_1_hybrid: 0.8108 (0.8323) loss_bbox_1_hybrid: 0.2073 (0.2123) loss_giou_1_hybrid: 0.4303 (0.4573) loss_class_2_hybrid: 0.7743 (0.8177) loss_bbox_2_hybrid: 0.2036 (0.2085) loss_giou_2_hybrid: 0.4235 (0.4514) loss_class_3_hybrid: 0.7589 (0.8071) loss_bbox_3_hybrid: 0.2031 (0.2082) loss_giou_3_hybrid: 0.4262 (0.4501) loss_class_4_hybrid: 0.7594 (0.8031) loss_bbox_4_hybrid: 0.2049 (0.2083) loss_giou_4_hybrid: 0.4292 (0.4499) loss_class_enc_hybrid: 0.8223 (0.8272) loss_bbox_enc_hybrid: 0.2579 (0.2633) loss_giou_enc_hybrid: 0.5069 (0.5377) mem: 1027 max mem: 36965 [2024-01-15 02:58:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 02:59:11 det.util.engine] INFO: Epoch: [4] [1250/11727] eta: 3:11:10 lr: 0.000100 data_time: 0.0030 iter_time: 1.0829 loss: 27.5548 (28.6689) loss_class: 0.7675 (0.8033) loss_bbox: 0.1807 (0.1915) loss_giou: 0.4007 (0.4151) loss_class_0: 0.9677 (1.0190) loss_bbox_0: 0.1717 (0.1901) loss_giou_0: 0.3960 (0.4190) loss_class_1: 0.8501 (0.8833) loss_bbox_1: 0.1796 (0.1915) loss_giou_1: 0.3965 (0.4173) loss_class_2: 0.8042 (0.8389) loss_bbox_2: 0.1772 (0.1897) loss_giou_2: 0.3985 (0.4152) loss_class_3: 0.7853 (0.8158) loss_bbox_3: 0.1810 (0.1903) loss_giou_3: 0.4001 (0.4145) loss_class_4: 0.7680 (0.8054) loss_bbox_4: 0.1835 (0.1912) loss_giou_4: 0.3984 (0.4152) loss_class_enc: 0.9211 (0.9422) loss_bbox_enc: 0.2135 (0.2318) loss_giou_enc: 0.4506 (0.4802) loss_class_dn: 0.3993 (0.4091) loss_bbox_dn: 0.2635 (0.3066) loss_giou_dn: 0.4655 (0.4899) loss_class_dn_0: 0.4929 (0.4917) loss_bbox_dn_0: 0.3665 (0.4104) loss_giou_dn_0: 0.6048 (0.6229) loss_class_dn_1: 0.4262 (0.4371) loss_bbox_dn_1: 0.2932 (0.3300) loss_giou_dn_1: 0.4929 (0.5189) loss_class_dn_2: 0.4054 (0.4157) loss_bbox_dn_2: 0.2682 (0.3105) loss_giou_dn_2: 0.4719 (0.4957) loss_class_dn_3: 0.4000 (0.4098) loss_bbox_dn_3: 0.2636 (0.3073) loss_giou_dn_3: 0.4695 (0.4909) loss_class_dn_4: 0.3975 (0.4083) loss_bbox_dn_4: 0.2636 (0.3066) loss_giou_dn_4: 0.4655 (0.4898) loss_class_hybrid: 0.7714 (0.8029) loss_bbox_hybrid: 0.1841 (0.2081) loss_giou_hybrid: 0.4256 (0.4500) loss_class_0_hybrid: 0.8405 (0.8744) loss_bbox_0_hybrid: 0.1921 (0.2183) loss_giou_0_hybrid: 0.4422 (0.4707) loss_class_1_hybrid: 0.8053 (0.8318) loss_bbox_1_hybrid: 0.1954 (0.2121) loss_giou_1_hybrid: 0.4296 (0.4577) loss_class_2_hybrid: 0.7867 (0.8171) loss_bbox_2_hybrid: 0.1917 (0.2083) loss_giou_2_hybrid: 0.4262 (0.4518) loss_class_3_hybrid: 0.7739 (0.8066) loss_bbox_3_hybrid: 0.1875 (0.2080) loss_giou_3_hybrid: 0.4283 (0.4505) loss_class_4_hybrid: 0.7757 (0.8025) loss_bbox_4_hybrid: 0.1831 (0.2081) loss_giou_4_hybrid: 0.4275 (0.4503) loss_class_enc_hybrid: 0.8141 (0.8267) loss_bbox_enc_hybrid: 0.2460 (0.2631) loss_giou_enc_hybrid: 0.4973 (0.5382) mem: 1017 max mem: 36965 [2024-01-15 02:59:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:00:06 det.util.engine] INFO: Epoch: [4] [1300/11727] eta: 3:10:21 lr: 0.000100 data_time: 0.0028 iter_time: 1.0962 loss: 28.5750 (28.6453) loss_class: 0.7915 (0.8027) loss_bbox: 0.1894 (0.1912) loss_giou: 0.3931 (0.4151) loss_class_0: 1.0023 (1.0181) loss_bbox_0: 0.1895 (0.1897) loss_giou_0: 0.4026 (0.4192) loss_class_1: 0.8501 (0.8824) loss_bbox_1: 0.1918 (0.1911) loss_giou_1: 0.3914 (0.4173) loss_class_2: 0.8201 (0.8377) loss_bbox_2: 0.1872 (0.1893) loss_giou_2: 0.3981 (0.4153) loss_class_3: 0.8166 (0.8151) loss_bbox_3: 0.1889 (0.1899) loss_giou_3: 0.3822 (0.4144) loss_class_4: 0.8117 (0.8047) loss_bbox_4: 0.1895 (0.1907) loss_giou_4: 0.3911 (0.4151) loss_class_enc: 0.9265 (0.9415) loss_bbox_enc: 0.2299 (0.2314) loss_giou_enc: 0.4639 (0.4802) loss_class_dn: 0.4083 (0.4089) loss_bbox_dn: 0.2662 (0.3058) loss_giou_dn: 0.4885 (0.4897) loss_class_dn_0: 0.4884 (0.4916) loss_bbox_dn_0: 0.3655 (0.4094) loss_giou_dn_0: 0.6162 (0.6226) loss_class_dn_1: 0.4300 (0.4369) loss_bbox_dn_1: 0.2842 (0.3291) loss_giou_dn_1: 0.5122 (0.5186) loss_class_dn_2: 0.4153 (0.4155) loss_bbox_dn_2: 0.2644 (0.3097) loss_giou_dn_2: 0.4929 (0.4955) loss_class_dn_3: 0.4079 (0.4096) loss_bbox_dn_3: 0.2672 (0.3065) loss_giou_dn_3: 0.4907 (0.4908) loss_class_dn_4: 0.4085 (0.4081) loss_bbox_dn_4: 0.2662 (0.3058) loss_giou_dn_4: 0.4885 (0.4896) loss_class_hybrid: 0.7749 (0.8023) loss_bbox_hybrid: 0.1996 (0.2076) loss_giou_hybrid: 0.4165 (0.4501) loss_class_0_hybrid: 0.8523 (0.8735) loss_bbox_0_hybrid: 0.2165 (0.2179) loss_giou_0_hybrid: 0.4525 (0.4709) loss_class_1_hybrid: 0.8069 (0.8309) loss_bbox_1_hybrid: 0.2047 (0.2117) loss_giou_1_hybrid: 0.4234 (0.4578) loss_class_2_hybrid: 0.7793 (0.8163) loss_bbox_2_hybrid: 0.2019 (0.2079) loss_giou_2_hybrid: 0.4204 (0.4519) loss_class_3_hybrid: 0.7687 (0.8058) loss_bbox_3_hybrid: 0.1995 (0.2075) loss_giou_3_hybrid: 0.4143 (0.4505) loss_class_4_hybrid: 0.7680 (0.8017) loss_bbox_4_hybrid: 0.2002 (0.2077) loss_giou_4_hybrid: 0.4154 (0.4503) loss_class_enc_hybrid: 0.8053 (0.8263) loss_bbox_enc_hybrid: 0.2590 (0.2627) loss_giou_enc_hybrid: 0.5096 (0.5382) mem: 1018 max mem: 36965 [2024-01-15 03:00:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:01:01 det.util.engine] INFO: Epoch: [4] [1350/11727] eta: 3:09:30 lr: 0.000100 data_time: 0.0033 iter_time: 1.0824 loss: 28.4779 (28.6471) loss_class: 0.8183 (0.8016) loss_bbox: 0.2060 (0.1914) loss_giou: 0.3764 (0.4157) loss_class_0: 1.0261 (1.0170) loss_bbox_0: 0.1959 (0.1899) loss_giou_0: 0.3723 (0.4198) loss_class_1: 0.8862 (0.8809) loss_bbox_1: 0.1954 (0.1914) loss_giou_1: 0.3760 (0.4180) loss_class_2: 0.8331 (0.8364) loss_bbox_2: 0.2047 (0.1896) loss_giou_2: 0.3752 (0.4159) loss_class_3: 0.8081 (0.8138) loss_bbox_3: 0.2045 (0.1902) loss_giou_3: 0.3713 (0.4151) loss_class_4: 0.8239 (0.8036) loss_bbox_4: 0.2058 (0.1910) loss_giou_4: 0.3729 (0.4156) loss_class_enc: 0.9232 (0.9405) loss_bbox_enc: 0.2451 (0.2317) loss_giou_enc: 0.4356 (0.4807) loss_class_dn: 0.4018 (0.4089) loss_bbox_dn: 0.3461 (0.3061) loss_giou_dn: 0.4840 (0.4901) loss_class_dn_0: 0.4698 (0.4913) loss_bbox_dn_0: 0.4731 (0.4098) loss_giou_dn_0: 0.6215 (0.6231) loss_class_dn_1: 0.4313 (0.4367) loss_bbox_dn_1: 0.3825 (0.3295) loss_giou_dn_1: 0.5130 (0.5191) loss_class_dn_2: 0.4097 (0.4154) loss_bbox_dn_2: 0.3539 (0.3101) loss_giou_dn_2: 0.4897 (0.4960) loss_class_dn_3: 0.4029 (0.4096) loss_bbox_dn_3: 0.3462 (0.3069) loss_giou_dn_3: 0.4853 (0.4912) loss_class_dn_4: 0.4006 (0.4081) loss_bbox_dn_4: 0.3462 (0.3061) loss_giou_dn_4: 0.4840 (0.4900) loss_class_hybrid: 0.7903 (0.8014) loss_bbox_hybrid: 0.2225 (0.2079) loss_giou_hybrid: 0.4126 (0.4507) loss_class_0_hybrid: 0.9054 (0.8729) loss_bbox_0_hybrid: 0.2380 (0.2182) loss_giou_0_hybrid: 0.4329 (0.4715) loss_class_1_hybrid: 0.8198 (0.8300) loss_bbox_1_hybrid: 0.2363 (0.2120) loss_giou_1_hybrid: 0.4190 (0.4584) loss_class_2_hybrid: 0.8262 (0.8153) loss_bbox_2_hybrid: 0.2254 (0.2081) loss_giou_2_hybrid: 0.4087 (0.4524) loss_class_3_hybrid: 0.8018 (0.8049) loss_bbox_3_hybrid: 0.2193 (0.2078) loss_giou_3_hybrid: 0.4091 (0.4511) loss_class_4_hybrid: 0.7938 (0.8009) loss_bbox_4_hybrid: 0.2190 (0.2079) loss_giou_4_hybrid: 0.4111 (0.4509) loss_class_enc_hybrid: 0.8189 (0.8254) loss_bbox_enc_hybrid: 0.2801 (0.2630) loss_giou_enc_hybrid: 0.4936 (0.5387) mem: 1023 max mem: 36965 [2024-01-15 03:01:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:01:56 det.util.engine] INFO: Epoch: [4] [1400/11727] eta: 3:08:34 lr: 0.000100 data_time: 0.0026 iter_time: 1.0886 loss: 28.5173 (28.6466) loss_class: 0.8182 (0.8015) loss_bbox: 0.1816 (0.1915) loss_giou: 0.4088 (0.4156) loss_class_0: 0.9860 (1.0164) loss_bbox_0: 0.1766 (0.1902) loss_giou_0: 0.4104 (0.4199) loss_class_1: 0.8544 (0.8803) loss_bbox_1: 0.1729 (0.1915) loss_giou_1: 0.4196 (0.4181) loss_class_2: 0.8238 (0.8361) loss_bbox_2: 0.1782 (0.1897) loss_giou_2: 0.4208 (0.4159) loss_class_3: 0.7924 (0.8136) loss_bbox_3: 0.1805 (0.1902) loss_giou_3: 0.4175 (0.4150) loss_class_4: 0.8097 (0.8035) loss_bbox_4: 0.1744 (0.1910) loss_giou_4: 0.4122 (0.4156) loss_class_enc: 0.9143 (0.9400) loss_bbox_enc: 0.2205 (0.2319) loss_giou_enc: 0.4774 (0.4807) loss_class_dn: 0.4025 (0.4088) loss_bbox_dn: 0.3091 (0.3065) loss_giou_dn: 0.4977 (0.4901) loss_class_dn_0: 0.4867 (0.4912) loss_bbox_dn_0: 0.3957 (0.4100) loss_giou_dn_0: 0.6323 (0.6231) loss_class_dn_1: 0.4217 (0.4366) loss_bbox_dn_1: 0.3266 (0.3298) loss_giou_dn_1: 0.5303 (0.5190) loss_class_dn_2: 0.4075 (0.4153) loss_bbox_dn_2: 0.3077 (0.3104) loss_giou_dn_2: 0.5042 (0.4959) loss_class_dn_3: 0.3991 (0.4095) loss_bbox_dn_3: 0.3083 (0.3072) loss_giou_dn_3: 0.4978 (0.4912) loss_class_dn_4: 0.3988 (0.4080) loss_bbox_dn_4: 0.3092 (0.3065) loss_giou_dn_4: 0.4978 (0.4900) loss_class_hybrid: 0.7821 (0.8010) loss_bbox_hybrid: 0.2058 (0.2081) loss_giou_hybrid: 0.4556 (0.4508) loss_class_0_hybrid: 0.8404 (0.8725) loss_bbox_0_hybrid: 0.2142 (0.2184) loss_giou_0_hybrid: 0.4690 (0.4716) loss_class_1_hybrid: 0.8176 (0.8296) loss_bbox_1_hybrid: 0.2091 (0.2121) loss_giou_1_hybrid: 0.4576 (0.4586) loss_class_2_hybrid: 0.8041 (0.8151) loss_bbox_2_hybrid: 0.2029 (0.2082) loss_giou_2_hybrid: 0.4581 (0.4526) loss_class_3_hybrid: 0.7829 (0.8047) loss_bbox_3_hybrid: 0.2083 (0.2079) loss_giou_3_hybrid: 0.4580 (0.4512) loss_class_4_hybrid: 0.7730 (0.8006) loss_bbox_4_hybrid: 0.2065 (0.2081) loss_giou_4_hybrid: 0.4582 (0.4510) loss_class_enc_hybrid: 0.7699 (0.8250) loss_bbox_enc_hybrid: 0.2599 (0.2633) loss_giou_enc_hybrid: 0.5301 (0.5388) mem: 1024 max mem: 36965 [2024-01-15 03:01:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:02:50 det.util.engine] INFO: Epoch: [4] [1450/11727] eta: 3:07:32 lr: 0.000100 data_time: 0.0027 iter_time: 1.0495 loss: 29.0082 (28.6537) loss_class: 0.8089 (0.8016) loss_bbox: 0.1849 (0.1913) loss_giou: 0.3932 (0.4163) loss_class_0: 1.0047 (1.0163) loss_bbox_0: 0.1876 (0.1901) loss_giou_0: 0.4135 (0.4207) loss_class_1: 0.8887 (0.8800) loss_bbox_1: 0.1934 (0.1914) loss_giou_1: 0.4035 (0.4190) loss_class_2: 0.8308 (0.8361) loss_bbox_2: 0.1849 (0.1895) loss_giou_2: 0.4028 (0.4166) loss_class_3: 0.8239 (0.8136) loss_bbox_3: 0.1828 (0.1901) loss_giou_3: 0.3951 (0.4157) loss_class_4: 0.8210 (0.8035) loss_bbox_4: 0.1854 (0.1909) loss_giou_4: 0.3977 (0.4163) loss_class_enc: 0.9237 (0.9399) loss_bbox_enc: 0.2151 (0.2317) loss_giou_enc: 0.4820 (0.4813) loss_class_dn: 0.4078 (0.4089) loss_bbox_dn: 0.2852 (0.3061) loss_giou_dn: 0.5009 (0.4906) loss_class_dn_0: 0.4891 (0.4911) loss_bbox_dn_0: 0.3937 (0.4097) loss_giou_dn_0: 0.6360 (0.6237) loss_class_dn_1: 0.4332 (0.4365) loss_bbox_dn_1: 0.3065 (0.3294) loss_giou_dn_1: 0.5289 (0.5195) loss_class_dn_2: 0.4142 (0.4153) loss_bbox_dn_2: 0.2891 (0.3100) loss_giou_dn_2: 0.5079 (0.4964) loss_class_dn_3: 0.4086 (0.4095) loss_bbox_dn_3: 0.2853 (0.3068) loss_giou_dn_3: 0.5012 (0.4916) loss_class_dn_4: 0.4089 (0.4081) loss_bbox_dn_4: 0.2852 (0.3061) loss_giou_dn_4: 0.5001 (0.4905) loss_class_hybrid: 0.7999 (0.8010) loss_bbox_hybrid: 0.1973 (0.2079) loss_giou_hybrid: 0.4315 (0.4515) loss_class_0_hybrid: 0.8551 (0.8723) loss_bbox_0_hybrid: 0.2069 (0.2181) loss_giou_0_hybrid: 0.4672 (0.4723) loss_class_1_hybrid: 0.8219 (0.8293) loss_bbox_1_hybrid: 0.2071 (0.2120) loss_giou_1_hybrid: 0.4396 (0.4593) loss_class_2_hybrid: 0.8156 (0.8149) loss_bbox_2_hybrid: 0.1973 (0.2081) loss_giou_2_hybrid: 0.4320 (0.4534) loss_class_3_hybrid: 0.8203 (0.8047) loss_bbox_3_hybrid: 0.1963 (0.2078) loss_giou_3_hybrid: 0.4336 (0.4520) loss_class_4_hybrid: 0.8065 (0.8006) loss_bbox_4_hybrid: 0.1953 (0.2079) loss_giou_4_hybrid: 0.4340 (0.4518) loss_class_enc_hybrid: 0.8068 (0.8248) loss_bbox_enc_hybrid: 0.2572 (0.2631) loss_giou_enc_hybrid: 0.5422 (0.5395) mem: 1024 max mem: 36965 [2024-01-15 03:02:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:03:45 det.util.engine] INFO: Epoch: [4] [1500/11727] eta: 3:06:41 lr: 0.000100 data_time: 0.0030 iter_time: 1.0972 loss: 28.3890 (28.6638) loss_class: 0.7637 (0.8022) loss_bbox: 0.1879 (0.1914) loss_giou: 0.4011 (0.4159) loss_class_0: 0.9760 (1.0169) loss_bbox_0: 0.1872 (0.1903) loss_giou_0: 0.4052 (0.4205) loss_class_1: 0.8425 (0.8805) loss_bbox_1: 0.1921 (0.1916) loss_giou_1: 0.4094 (0.4187) loss_class_2: 0.7961 (0.8366) loss_bbox_2: 0.1835 (0.1897) loss_giou_2: 0.4008 (0.4163) loss_class_3: 0.7772 (0.8142) loss_bbox_3: 0.1869 (0.1902) loss_giou_3: 0.4031 (0.4154) loss_class_4: 0.7985 (0.8041) loss_bbox_4: 0.1880 (0.1910) loss_giou_4: 0.4020 (0.4160) loss_class_enc: 0.9165 (0.9405) loss_bbox_enc: 0.2207 (0.2320) loss_giou_enc: 0.4763 (0.4810) loss_class_dn: 0.4033 (0.4089) loss_bbox_dn: 0.2778 (0.3068) loss_giou_dn: 0.4759 (0.4906) loss_class_dn_0: 0.4766 (0.4910) loss_bbox_dn_0: 0.3747 (0.4105) loss_giou_dn_0: 0.6210 (0.6236) loss_class_dn_1: 0.4286 (0.4365) loss_bbox_dn_1: 0.2925 (0.3302) loss_giou_dn_1: 0.5052 (0.5196) loss_class_dn_2: 0.4117 (0.4153) loss_bbox_dn_2: 0.2810 (0.3107) loss_giou_dn_2: 0.4821 (0.4964) loss_class_dn_3: 0.4055 (0.4095) loss_bbox_dn_3: 0.2798 (0.3075) loss_giou_dn_3: 0.4769 (0.4916) loss_class_dn_4: 0.4032 (0.4080) loss_bbox_dn_4: 0.2777 (0.3068) loss_giou_dn_4: 0.4759 (0.4905) loss_class_hybrid: 0.7740 (0.8012) loss_bbox_hybrid: 0.1993 (0.2082) loss_giou_hybrid: 0.4234 (0.4514) loss_class_0_hybrid: 0.8366 (0.8726) loss_bbox_0_hybrid: 0.2151 (0.2184) loss_giou_0_hybrid: 0.4536 (0.4721) loss_class_1_hybrid: 0.8062 (0.8297) loss_bbox_1_hybrid: 0.2074 (0.2123) loss_giou_1_hybrid: 0.4329 (0.4591) loss_class_2_hybrid: 0.7972 (0.8152) loss_bbox_2_hybrid: 0.2032 (0.2083) loss_giou_2_hybrid: 0.4301 (0.4532) loss_class_3_hybrid: 0.7899 (0.8050) loss_bbox_3_hybrid: 0.1993 (0.2081) loss_giou_3_hybrid: 0.4239 (0.4518) loss_class_4_hybrid: 0.7737 (0.8008) loss_bbox_4_hybrid: 0.1978 (0.2082) loss_giou_4_hybrid: 0.4253 (0.4517) loss_class_enc_hybrid: 0.7902 (0.8252) loss_bbox_enc_hybrid: 0.2494 (0.2634) loss_giou_enc_hybrid: 0.5206 (0.5391) mem: 1017 max mem: 36965 [2024-01-15 03:03:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:04:40 det.util.engine] INFO: Epoch: [4] [1550/11727] eta: 3:05:50 lr: 0.000100 data_time: 0.0029 iter_time: 1.0759 loss: 28.5953 (28.6661) loss_class: 0.7703 (0.8018) loss_bbox: 0.2118 (0.1916) loss_giou: 0.3918 (0.4157) loss_class_0: 0.9750 (1.0166) loss_bbox_0: 0.2099 (0.1907) loss_giou_0: 0.4104 (0.4203) loss_class_1: 0.8233 (0.8805) loss_bbox_1: 0.2133 (0.1919) loss_giou_1: 0.4047 (0.4185) loss_class_2: 0.7936 (0.8365) loss_bbox_2: 0.2121 (0.1900) loss_giou_2: 0.3957 (0.4161) loss_class_3: 0.7861 (0.8140) loss_bbox_3: 0.2066 (0.1905) loss_giou_3: 0.3961 (0.4151) loss_class_4: 0.7765 (0.8038) loss_bbox_4: 0.2118 (0.1912) loss_giou_4: 0.3966 (0.4157) loss_class_enc: 0.9276 (0.9406) loss_bbox_enc: 0.2400 (0.2324) loss_giou_enc: 0.4874 (0.4809) loss_class_dn: 0.4116 (0.4089) loss_bbox_dn: 0.3228 (0.3075) loss_giou_dn: 0.5110 (0.4907) loss_class_dn_0: 0.4879 (0.4910) loss_bbox_dn_0: 0.4235 (0.4112) loss_giou_dn_0: 0.6298 (0.6238) loss_class_dn_1: 0.4417 (0.4366) loss_bbox_dn_1: 0.3321 (0.3308) loss_giou_dn_1: 0.5324 (0.5197) loss_class_dn_2: 0.4210 (0.4155) loss_bbox_dn_2: 0.3224 (0.3114) loss_giou_dn_2: 0.5149 (0.4965) loss_class_dn_3: 0.4117 (0.4096) loss_bbox_dn_3: 0.3222 (0.3082) loss_giou_dn_3: 0.5115 (0.4917) loss_class_dn_4: 0.4087 (0.4081) loss_bbox_dn_4: 0.3227 (0.3074) loss_giou_dn_4: 0.5111 (0.4906) loss_class_hybrid: 0.7631 (0.8010) loss_bbox_hybrid: 0.2141 (0.2084) loss_giou_hybrid: 0.4229 (0.4510) loss_class_0_hybrid: 0.8321 (0.8724) loss_bbox_0_hybrid: 0.2339 (0.2187) loss_giou_0_hybrid: 0.4539 (0.4717) loss_class_1_hybrid: 0.7956 (0.8295) loss_bbox_1_hybrid: 0.2288 (0.2124) loss_giou_1_hybrid: 0.4366 (0.4588) loss_class_2_hybrid: 0.7738 (0.8152) loss_bbox_2_hybrid: 0.2158 (0.2085) loss_giou_2_hybrid: 0.4253 (0.4528) loss_class_3_hybrid: 0.7612 (0.8047) loss_bbox_3_hybrid: 0.2169 (0.2083) loss_giou_3_hybrid: 0.4222 (0.4515) loss_class_4_hybrid: 0.7600 (0.8006) loss_bbox_4_hybrid: 0.2168 (0.2084) loss_giou_4_hybrid: 0.4237 (0.4513) loss_class_enc_hybrid: 0.8026 (0.8251) loss_bbox_enc_hybrid: 0.2794 (0.2637) loss_giou_enc_hybrid: 0.5238 (0.5388) mem: 1019 max mem: 36965 [2024-01-15 03:04:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:05:34 det.util.engine] INFO: Epoch: [4] [1600/11727] eta: 3:04:45 lr: 0.000100 data_time: 0.0028 iter_time: 1.0543 loss: 28.9436 (28.6710) loss_class: 0.7998 (0.8018) loss_bbox: 0.1999 (0.1917) loss_giou: 0.4588 (0.4157) loss_class_0: 1.0288 (1.0166) loss_bbox_0: 0.1871 (0.1907) loss_giou_0: 0.4354 (0.4204) loss_class_1: 0.8917 (0.8810) loss_bbox_1: 0.1890 (0.1919) loss_giou_1: 0.4311 (0.4184) loss_class_2: 0.8647 (0.8367) loss_bbox_2: 0.1926 (0.1901) loss_giou_2: 0.4361 (0.4161) loss_class_3: 0.8294 (0.8141) loss_bbox_3: 0.1836 (0.1905) loss_giou_3: 0.4525 (0.4152) loss_class_4: 0.8090 (0.8039) loss_bbox_4: 0.1993 (0.1913) loss_giou_4: 0.4600 (0.4157) loss_class_enc: 0.9320 (0.9410) loss_bbox_enc: 0.2393 (0.2325) loss_giou_enc: 0.4935 (0.4809) loss_class_dn: 0.4237 (0.4091) loss_bbox_dn: 0.3202 (0.3075) loss_giou_dn: 0.5298 (0.4907) loss_class_dn_0: 0.4874 (0.4911) loss_bbox_dn_0: 0.4249 (0.4112) loss_giou_dn_0: 0.6538 (0.6238) loss_class_dn_1: 0.4496 (0.4367) loss_bbox_dn_1: 0.3430 (0.3308) loss_giou_dn_1: 0.5625 (0.5198) loss_class_dn_2: 0.4309 (0.4157) loss_bbox_dn_2: 0.3225 (0.3114) loss_giou_dn_2: 0.5375 (0.4966) loss_class_dn_3: 0.4292 (0.4098) loss_bbox_dn_3: 0.3200 (0.3082) loss_giou_dn_3: 0.5305 (0.4918) loss_class_dn_4: 0.4239 (0.4084) loss_bbox_dn_4: 0.3201 (0.3075) loss_giou_dn_4: 0.5298 (0.4906) loss_class_hybrid: 0.8018 (0.8012) loss_bbox_hybrid: 0.2119 (0.2084) loss_giou_hybrid: 0.4818 (0.4510) loss_class_0_hybrid: 0.8691 (0.8726) loss_bbox_0_hybrid: 0.2242 (0.2187) loss_giou_0_hybrid: 0.4917 (0.4717) loss_class_1_hybrid: 0.8214 (0.8298) loss_bbox_1_hybrid: 0.2156 (0.2124) loss_giou_1_hybrid: 0.4826 (0.4587) loss_class_2_hybrid: 0.8083 (0.8151) loss_bbox_2_hybrid: 0.2069 (0.2086) loss_giou_2_hybrid: 0.4824 (0.4528) loss_class_3_hybrid: 0.8085 (0.8048) loss_bbox_3_hybrid: 0.2038 (0.2083) loss_giou_3_hybrid: 0.4846 (0.4514) loss_class_4_hybrid: 0.8062 (0.8009) loss_bbox_4_hybrid: 0.2115 (0.2084) loss_giou_4_hybrid: 0.4830 (0.4513) loss_class_enc_hybrid: 0.7939 (0.8253) loss_bbox_enc_hybrid: 0.2640 (0.2636) loss_giou_enc_hybrid: 0.5565 (0.5388) mem: 1028 max mem: 36965 [2024-01-15 03:05:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:06:29 det.util.engine] INFO: Epoch: [4] [1650/11727] eta: 3:03:57 lr: 0.000100 data_time: 0.0030 iter_time: 1.0920 loss: 28.4512 (28.6756) loss_class: 0.7906 (0.8015) loss_bbox: 0.2026 (0.1919) loss_giou: 0.4011 (0.4163) loss_class_0: 1.0029 (1.0156) loss_bbox_0: 0.1864 (0.1910) loss_giou_0: 0.4008 (0.4210) loss_class_1: 0.8849 (0.8806) loss_bbox_1: 0.1987 (0.1921) loss_giou_1: 0.4035 (0.4190) loss_class_2: 0.8306 (0.8364) loss_bbox_2: 0.1973 (0.1903) loss_giou_2: 0.4056 (0.4166) loss_class_3: 0.8016 (0.8138) loss_bbox_3: 0.2016 (0.1908) loss_giou_3: 0.4036 (0.4158) loss_class_4: 0.7989 (0.8038) loss_bbox_4: 0.1997 (0.1915) loss_giou_4: 0.4012 (0.4162) loss_class_enc: 0.9370 (0.9405) loss_bbox_enc: 0.2347 (0.2326) loss_giou_enc: 0.4775 (0.4815) loss_class_dn: 0.4158 (0.4092) loss_bbox_dn: 0.3039 (0.3072) loss_giou_dn: 0.4767 (0.4911) loss_class_dn_0: 0.4861 (0.4910) loss_bbox_dn_0: 0.4214 (0.4107) loss_giou_dn_0: 0.6157 (0.6243) loss_class_dn_1: 0.4404 (0.4367) loss_bbox_dn_1: 0.3274 (0.3304) loss_giou_dn_1: 0.5095 (0.5201) loss_class_dn_2: 0.4169 (0.4157) loss_bbox_dn_2: 0.3089 (0.3111) loss_giou_dn_2: 0.4791 (0.4969) loss_class_dn_3: 0.4167 (0.4098) loss_bbox_dn_3: 0.3031 (0.3079) loss_giou_dn_3: 0.4776 (0.4921) loss_class_dn_4: 0.4151 (0.4084) loss_bbox_dn_4: 0.3029 (0.3072) loss_giou_dn_4: 0.4754 (0.4910) loss_class_hybrid: 0.8156 (0.8006) loss_bbox_hybrid: 0.2043 (0.2086) loss_giou_hybrid: 0.4417 (0.4516) loss_class_0_hybrid: 0.8779 (0.8721) loss_bbox_0_hybrid: 0.2208 (0.2189) loss_giou_0_hybrid: 0.4591 (0.4723) loss_class_1_hybrid: 0.8299 (0.8293) loss_bbox_1_hybrid: 0.2186 (0.2127) loss_giou_1_hybrid: 0.4493 (0.4593) loss_class_2_hybrid: 0.8178 (0.8147) loss_bbox_2_hybrid: 0.2084 (0.2088) loss_giou_2_hybrid: 0.4457 (0.4535) loss_class_3_hybrid: 0.8241 (0.8043) loss_bbox_3_hybrid: 0.2056 (0.2085) loss_giou_3_hybrid: 0.4482 (0.4521) loss_class_4_hybrid: 0.8178 (0.8004) loss_bbox_4_hybrid: 0.2043 (0.2086) loss_giou_4_hybrid: 0.4437 (0.4518) loss_class_enc_hybrid: 0.8220 (0.8248) loss_bbox_enc_hybrid: 0.2565 (0.2638) loss_giou_enc_hybrid: 0.5297 (0.5395) mem: 1028 max mem: 36965 [2024-01-15 03:06:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:07:23 det.util.engine] INFO: Epoch: [4] [1700/11727] eta: 3:02:55 lr: 0.000100 data_time: 0.0031 iter_time: 1.0569 loss: 27.2982 (28.6667) loss_class: 0.7858 (0.8013) loss_bbox: 0.1917 (0.1917) loss_giou: 0.3610 (0.4161) loss_class_0: 0.9921 (1.0152) loss_bbox_0: 0.1959 (0.1909) loss_giou_0: 0.3810 (0.4209) loss_class_1: 0.8797 (0.8803) loss_bbox_1: 0.2071 (0.1919) loss_giou_1: 0.3765 (0.4190) loss_class_2: 0.8278 (0.8363) loss_bbox_2: 0.1933 (0.1900) loss_giou_2: 0.3653 (0.4165) loss_class_3: 0.8085 (0.8138) loss_bbox_3: 0.1946 (0.1905) loss_giou_3: 0.3609 (0.4156) loss_class_4: 0.7993 (0.8037) loss_bbox_4: 0.1924 (0.1912) loss_giou_4: 0.3608 (0.4160) loss_class_enc: 0.9025 (0.9405) loss_bbox_enc: 0.2407 (0.2323) loss_giou_enc: 0.4558 (0.4813) loss_class_dn: 0.4028 (0.4092) loss_bbox_dn: 0.3278 (0.3068) loss_giou_dn: 0.4585 (0.4910) loss_class_dn_0: 0.4905 (0.4910) loss_bbox_dn_0: 0.4354 (0.4103) loss_giou_dn_0: 0.6056 (0.6243) loss_class_dn_1: 0.4358 (0.4367) loss_bbox_dn_1: 0.3399 (0.3300) loss_giou_dn_1: 0.4936 (0.5201) loss_class_dn_2: 0.4130 (0.4157) loss_bbox_dn_2: 0.3314 (0.3107) loss_giou_dn_2: 0.4681 (0.4968) loss_class_dn_3: 0.4083 (0.4099) loss_bbox_dn_3: 0.3295 (0.3075) loss_giou_dn_3: 0.4609 (0.4920) loss_class_dn_4: 0.4032 (0.4084) loss_bbox_dn_4: 0.3279 (0.3068) loss_giou_dn_4: 0.4585 (0.4908) loss_class_hybrid: 0.7813 (0.8006) loss_bbox_hybrid: 0.2009 (0.2083) loss_giou_hybrid: 0.3959 (0.4515) loss_class_0_hybrid: 0.8438 (0.8720) loss_bbox_0_hybrid: 0.2048 (0.2187) loss_giou_0_hybrid: 0.4304 (0.4724) loss_class_1_hybrid: 0.8397 (0.8294) loss_bbox_1_hybrid: 0.2107 (0.2125) loss_giou_1_hybrid: 0.4079 (0.4593) loss_class_2_hybrid: 0.7888 (0.8146) loss_bbox_2_hybrid: 0.2044 (0.2086) loss_giou_2_hybrid: 0.3955 (0.4534) loss_class_3_hybrid: 0.7861 (0.8044) loss_bbox_3_hybrid: 0.2024 (0.2082) loss_giou_3_hybrid: 0.3940 (0.4519) loss_class_4_hybrid: 0.7826 (0.8005) loss_bbox_4_hybrid: 0.2003 (0.2083) loss_giou_4_hybrid: 0.3957 (0.4517) loss_class_enc_hybrid: 0.8166 (0.8247) loss_bbox_enc_hybrid: 0.2560 (0.2635) loss_giou_enc_hybrid: 0.5089 (0.5394) mem: 1018 max mem: 36965 [2024-01-15 03:07:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:08:16 det.util.engine] INFO: Epoch: [4] [1750/11727] eta: 3:01:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.0826 loss: 27.4469 (28.6609) loss_class: 0.7816 (0.8012) loss_bbox: 0.1981 (0.1917) loss_giou: 0.3730 (0.4161) loss_class_0: 0.9819 (1.0147) loss_bbox_0: 0.1836 (0.1908) loss_giou_0: 0.3754 (0.4209) loss_class_1: 0.8525 (0.8800) loss_bbox_1: 0.1790 (0.1919) loss_giou_1: 0.3817 (0.4190) loss_class_2: 0.8053 (0.8361) loss_bbox_2: 0.1779 (0.1900) loss_giou_2: 0.3646 (0.4164) loss_class_3: 0.7891 (0.8136) loss_bbox_3: 0.1790 (0.1905) loss_giou_3: 0.3726 (0.4156) loss_class_4: 0.7822 (0.8036) loss_bbox_4: 0.1794 (0.1912) loss_giou_4: 0.3716 (0.4160) loss_class_enc: 0.9506 (0.9404) loss_bbox_enc: 0.2215 (0.2321) loss_giou_enc: 0.4325 (0.4812) loss_class_dn: 0.4025 (0.4091) loss_bbox_dn: 0.2698 (0.3064) loss_giou_dn: 0.4773 (0.4910) loss_class_dn_0: 0.4873 (0.4909) loss_bbox_dn_0: 0.3932 (0.4099) loss_giou_dn_0: 0.6046 (0.6243) loss_class_dn_1: 0.4268 (0.4366) loss_bbox_dn_1: 0.2966 (0.3297) loss_giou_dn_1: 0.5073 (0.5201) loss_class_dn_2: 0.4108 (0.4156) loss_bbox_dn_2: 0.2706 (0.3103) loss_giou_dn_2: 0.4841 (0.4969) loss_class_dn_3: 0.4057 (0.4097) loss_bbox_dn_3: 0.2722 (0.3072) loss_giou_dn_3: 0.4785 (0.4920) loss_class_dn_4: 0.4028 (0.4083) loss_bbox_dn_4: 0.2699 (0.3064) loss_giou_dn_4: 0.4773 (0.4909) loss_class_hybrid: 0.7886 (0.8003) loss_bbox_hybrid: 0.2048 (0.2083) loss_giou_hybrid: 0.4091 (0.4516) loss_class_0_hybrid: 0.8569 (0.8717) loss_bbox_0_hybrid: 0.2052 (0.2187) loss_giou_0_hybrid: 0.4215 (0.4724) loss_class_1_hybrid: 0.8267 (0.8290) loss_bbox_1_hybrid: 0.2047 (0.2124) loss_giou_1_hybrid: 0.4104 (0.4594) loss_class_2_hybrid: 0.8074 (0.8142) loss_bbox_2_hybrid: 0.2004 (0.2086) loss_giou_2_hybrid: 0.4044 (0.4535) loss_class_3_hybrid: 0.7891 (0.8040) loss_bbox_3_hybrid: 0.2037 (0.2082) loss_giou_3_hybrid: 0.4069 (0.4521) loss_class_4_hybrid: 0.7934 (0.8003) loss_bbox_4_hybrid: 0.2067 (0.2083) loss_giou_4_hybrid: 0.4077 (0.4519) loss_class_enc_hybrid: 0.8314 (0.8245) loss_bbox_enc_hybrid: 0.2519 (0.2634) loss_giou_enc_hybrid: 0.4910 (0.5395) mem: 1040 max mem: 36965 [2024-01-15 03:08:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:09:12 det.util.engine] INFO: Epoch: [4] [1800/11727] eta: 3:01:02 lr: 0.000100 data_time: 0.0029 iter_time: 1.0751 loss: 27.6293 (28.6626) loss_class: 0.7511 (0.8014) loss_bbox: 0.1746 (0.1917) loss_giou: 0.4224 (0.4160) loss_class_0: 0.9421 (1.0143) loss_bbox_0: 0.1796 (0.1909) loss_giou_0: 0.4323 (0.4209) loss_class_1: 0.8241 (0.8800) loss_bbox_1: 0.1786 (0.1919) loss_giou_1: 0.4218 (0.4188) loss_class_2: 0.7750 (0.8363) loss_bbox_2: 0.1800 (0.1900) loss_giou_2: 0.4255 (0.4163) loss_class_3: 0.7550 (0.8139) loss_bbox_3: 0.1751 (0.1905) loss_giou_3: 0.4212 (0.4155) loss_class_4: 0.7573 (0.8039) loss_bbox_4: 0.1767 (0.1912) loss_giou_4: 0.4197 (0.4159) loss_class_enc: 0.8909 (0.9403) loss_bbox_enc: 0.2230 (0.2322) loss_giou_enc: 0.4932 (0.4812) loss_class_dn: 0.4066 (0.4092) loss_bbox_dn: 0.2502 (0.3067) loss_giou_dn: 0.5020 (0.4909) loss_class_dn_0: 0.4980 (0.4911) loss_bbox_dn_0: 0.3554 (0.4101) loss_giou_dn_0: 0.6246 (0.6241) loss_class_dn_1: 0.4335 (0.4367) loss_bbox_dn_1: 0.2741 (0.3299) loss_giou_dn_1: 0.5226 (0.5200) loss_class_dn_2: 0.4099 (0.4157) loss_bbox_dn_2: 0.2572 (0.3105) loss_giou_dn_2: 0.5091 (0.4967) loss_class_dn_3: 0.4043 (0.4098) loss_bbox_dn_3: 0.2513 (0.3074) loss_giou_dn_3: 0.5034 (0.4919) loss_class_dn_4: 0.4050 (0.4084) loss_bbox_dn_4: 0.2502 (0.3067) loss_giou_dn_4: 0.5020 (0.4907) loss_class_hybrid: 0.7423 (0.8005) loss_bbox_hybrid: 0.1895 (0.2083) loss_giou_hybrid: 0.4652 (0.4516) loss_class_0_hybrid: 0.8018 (0.8718) loss_bbox_0_hybrid: 0.1875 (0.2186) loss_giou_0_hybrid: 0.4860 (0.4724) loss_class_1_hybrid: 0.7636 (0.8292) loss_bbox_1_hybrid: 0.1827 (0.2124) loss_giou_1_hybrid: 0.4786 (0.4594) loss_class_2_hybrid: 0.7592 (0.8145) loss_bbox_2_hybrid: 0.1980 (0.2086) loss_giou_2_hybrid: 0.4704 (0.4535) loss_class_3_hybrid: 0.7526 (0.8042) loss_bbox_3_hybrid: 0.1896 (0.2083) loss_giou_3_hybrid: 0.4722 (0.4521) loss_class_4_hybrid: 0.7534 (0.8005) loss_bbox_4_hybrid: 0.1823 (0.2083) loss_giou_4_hybrid: 0.4679 (0.4518) loss_class_enc_hybrid: 0.7771 (0.8246) loss_bbox_enc_hybrid: 0.2452 (0.2634) loss_giou_enc_hybrid: 0.5583 (0.5394) mem: 1025 max mem: 36965 [2024-01-15 03:09:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:10:07 det.util.engine] INFO: Epoch: [4] [1850/11727] eta: 3:00:08 lr: 0.000100 data_time: 0.0027 iter_time: 1.1067 loss: 28.4168 (28.6550) loss_class: 0.7954 (0.8010) loss_bbox: 0.1798 (0.1916) loss_giou: 0.3998 (0.4160) loss_class_0: 1.0041 (1.0142) loss_bbox_0: 0.1767 (0.1909) loss_giou_0: 0.3959 (0.4209) loss_class_1: 0.8739 (0.8797) loss_bbox_1: 0.1774 (0.1919) loss_giou_1: 0.4091 (0.4188) loss_class_2: 0.8262 (0.8361) loss_bbox_2: 0.1793 (0.1899) loss_giou_2: 0.4092 (0.4162) loss_class_3: 0.7988 (0.8134) loss_bbox_3: 0.1775 (0.1905) loss_giou_3: 0.3988 (0.4155) loss_class_4: 0.7948 (0.8035) loss_bbox_4: 0.1792 (0.1911) loss_giou_4: 0.4026 (0.4159) loss_class_enc: 0.9192 (0.9400) loss_bbox_enc: 0.2075 (0.2321) loss_giou_enc: 0.4579 (0.4811) loss_class_dn: 0.4054 (0.4091) loss_bbox_dn: 0.2762 (0.3065) loss_giou_dn: 0.4726 (0.4907) loss_class_dn_0: 0.4954 (0.4910) loss_bbox_dn_0: 0.3758 (0.4098) loss_giou_dn_0: 0.6000 (0.6239) loss_class_dn_1: 0.4363 (0.4366) loss_bbox_dn_1: 0.2893 (0.3297) loss_giou_dn_1: 0.5010 (0.5197) loss_class_dn_2: 0.4142 (0.4157) loss_bbox_dn_2: 0.2784 (0.3103) loss_giou_dn_2: 0.4819 (0.4966) loss_class_dn_3: 0.4065 (0.4098) loss_bbox_dn_3: 0.2776 (0.3072) loss_giou_dn_3: 0.4754 (0.4918) loss_class_dn_4: 0.4081 (0.4083) loss_bbox_dn_4: 0.2761 (0.3065) loss_giou_dn_4: 0.4728 (0.4906) loss_class_hybrid: 0.7756 (0.8001) loss_bbox_hybrid: 0.2007 (0.2082) loss_giou_hybrid: 0.4390 (0.4516) loss_class_0_hybrid: 0.8548 (0.8719) loss_bbox_0_hybrid: 0.2050 (0.2185) loss_giou_0_hybrid: 0.4446 (0.4723) loss_class_1_hybrid: 0.8181 (0.8291) loss_bbox_1_hybrid: 0.2071 (0.2123) loss_giou_1_hybrid: 0.4430 (0.4594) loss_class_2_hybrid: 0.7834 (0.8143) loss_bbox_2_hybrid: 0.2082 (0.2084) loss_giou_2_hybrid: 0.4411 (0.4535) loss_class_3_hybrid: 0.7740 (0.8039) loss_bbox_3_hybrid: 0.2043 (0.2081) loss_giou_3_hybrid: 0.4362 (0.4521) loss_class_4_hybrid: 0.7748 (0.8001) loss_bbox_4_hybrid: 0.2001 (0.2081) loss_giou_4_hybrid: 0.4400 (0.4518) loss_class_enc_hybrid: 0.8059 (0.8245) loss_bbox_enc_hybrid: 0.2514 (0.2632) loss_giou_enc_hybrid: 0.5118 (0.5394) mem: 1032 max mem: 36965 [2024-01-15 03:10:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:11:01 det.util.engine] INFO: Epoch: [4] [1900/11727] eta: 2:59:13 lr: 0.000100 data_time: 0.0032 iter_time: 1.0963 loss: 28.6385 (28.6564) loss_class: 0.7732 (0.8012) loss_bbox: 0.1968 (0.1916) loss_giou: 0.4078 (0.4159) loss_class_0: 1.0055 (1.0147) loss_bbox_0: 0.1895 (0.1908) loss_giou_0: 0.4107 (0.4206) loss_class_1: 0.8723 (0.8796) loss_bbox_1: 0.1933 (0.1919) loss_giou_1: 0.4128 (0.4188) loss_class_2: 0.8005 (0.8360) loss_bbox_2: 0.1867 (0.1899) loss_giou_2: 0.4155 (0.4162) loss_class_3: 0.7717 (0.8135) loss_bbox_3: 0.1953 (0.1905) loss_giou_3: 0.3983 (0.4154) loss_class_4: 0.7762 (0.8037) loss_bbox_4: 0.2020 (0.1911) loss_giou_4: 0.4256 (0.4158) loss_class_enc: 0.9248 (0.9404) loss_bbox_enc: 0.2282 (0.2319) loss_giou_enc: 0.4735 (0.4808) loss_class_dn: 0.3988 (0.4091) loss_bbox_dn: 0.3042 (0.3067) loss_giou_dn: 0.4940 (0.4909) loss_class_dn_0: 0.4850 (0.4909) loss_bbox_dn_0: 0.4193 (0.4101) loss_giou_dn_0: 0.6389 (0.6240) loss_class_dn_1: 0.4229 (0.4365) loss_bbox_dn_1: 0.3299 (0.3299) loss_giou_dn_1: 0.5158 (0.5199) loss_class_dn_2: 0.4066 (0.4156) loss_bbox_dn_2: 0.3045 (0.3105) loss_giou_dn_2: 0.4954 (0.4967) loss_class_dn_3: 0.3983 (0.4097) loss_bbox_dn_3: 0.3042 (0.3074) loss_giou_dn_3: 0.4945 (0.4919) loss_class_dn_4: 0.3980 (0.4083) loss_bbox_dn_4: 0.3043 (0.3067) loss_giou_dn_4: 0.4935 (0.4907) loss_class_hybrid: 0.7536 (0.8001) loss_bbox_hybrid: 0.2094 (0.2082) loss_giou_hybrid: 0.4362 (0.4516) loss_class_0_hybrid: 0.8491 (0.8721) loss_bbox_0_hybrid: 0.2230 (0.2184) loss_giou_0_hybrid: 0.4674 (0.4722) loss_class_1_hybrid: 0.8119 (0.8291) loss_bbox_1_hybrid: 0.2168 (0.2123) loss_giou_1_hybrid: 0.4473 (0.4593) loss_class_2_hybrid: 0.7902 (0.8144) loss_bbox_2_hybrid: 0.2127 (0.2084) loss_giou_2_hybrid: 0.4434 (0.4534) loss_class_3_hybrid: 0.7756 (0.8040) loss_bbox_3_hybrid: 0.2106 (0.2081) loss_giou_3_hybrid: 0.4356 (0.4520) loss_class_4_hybrid: 0.7576 (0.8001) loss_bbox_4_hybrid: 0.2106 (0.2081) loss_giou_4_hybrid: 0.4349 (0.4518) loss_class_enc_hybrid: 0.8118 (0.8247) loss_bbox_enc_hybrid: 0.2609 (0.2631) loss_giou_enc_hybrid: 0.5437 (0.5392) mem: 1034 max mem: 36965 [2024-01-15 03:11:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:12:00 det.util.engine] INFO: Epoch: [4] [1950/11727] eta: 2:58:38 lr: 0.000100 data_time: 0.0031 iter_time: 1.1439 loss: 29.8734 (28.6637) loss_class: 0.8173 (0.8013) loss_bbox: 0.2005 (0.1915) loss_giou: 0.4286 (0.4164) loss_class_0: 1.0437 (1.0147) loss_bbox_0: 0.1934 (0.1907) loss_giou_0: 0.4371 (0.4211) loss_class_1: 0.8819 (0.8796) loss_bbox_1: 0.1977 (0.1917) loss_giou_1: 0.4306 (0.4194) loss_class_2: 0.8487 (0.8359) loss_bbox_2: 0.1990 (0.1897) loss_giou_2: 0.4337 (0.4168) loss_class_3: 0.8306 (0.8133) loss_bbox_3: 0.2020 (0.1904) loss_giou_3: 0.4252 (0.4160) loss_class_4: 0.8241 (0.8036) loss_bbox_4: 0.1988 (0.1910) loss_giou_4: 0.4291 (0.4163) loss_class_enc: 0.9618 (0.9403) loss_bbox_enc: 0.2304 (0.2319) loss_giou_enc: 0.5077 (0.4815) loss_class_dn: 0.4210 (0.4091) loss_bbox_dn: 0.3200 (0.3065) loss_giou_dn: 0.5109 (0.4913) loss_class_dn_0: 0.4896 (0.4908) loss_bbox_dn_0: 0.4207 (0.4099) loss_giou_dn_0: 0.6449 (0.6244) loss_class_dn_1: 0.4413 (0.4365) loss_bbox_dn_1: 0.3394 (0.3297) loss_giou_dn_1: 0.5410 (0.5204) loss_class_dn_2: 0.4262 (0.4156) loss_bbox_dn_2: 0.3255 (0.3104) loss_giou_dn_2: 0.5152 (0.4972) loss_class_dn_3: 0.4228 (0.4097) loss_bbox_dn_3: 0.3219 (0.3072) loss_giou_dn_3: 0.5150 (0.4923) loss_class_dn_4: 0.4210 (0.4082) loss_bbox_dn_4: 0.3198 (0.3065) loss_giou_dn_4: 0.5110 (0.4912) loss_class_hybrid: 0.8000 (0.7998) loss_bbox_hybrid: 0.2231 (0.2082) loss_giou_hybrid: 0.4741 (0.4523) loss_class_0_hybrid: 0.8705 (0.8718) loss_bbox_0_hybrid: 0.2283 (0.2185) loss_giou_0_hybrid: 0.4996 (0.4729) loss_class_1_hybrid: 0.8151 (0.8288) loss_bbox_1_hybrid: 0.2286 (0.2123) loss_giou_1_hybrid: 0.4909 (0.4600) loss_class_2_hybrid: 0.8266 (0.8142) loss_bbox_2_hybrid: 0.2212 (0.2084) loss_giou_2_hybrid: 0.4794 (0.4541) loss_class_3_hybrid: 0.8018 (0.8037) loss_bbox_3_hybrid: 0.2230 (0.2081) loss_giou_3_hybrid: 0.4820 (0.4528) loss_class_4_hybrid: 0.8015 (0.7999) loss_bbox_4_hybrid: 0.2261 (0.2081) loss_giou_4_hybrid: 0.4787 (0.4525) loss_class_enc_hybrid: 0.8328 (0.8243) loss_bbox_enc_hybrid: 0.2664 (0.2633) loss_giou_enc_hybrid: 0.5567 (0.5400) mem: 1019 max mem: 36965 [2024-01-15 03:12:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:12:57 det.util.engine] INFO: Epoch: [4] [2000/11727] eta: 2:57:54 lr: 0.000100 data_time: 0.0032 iter_time: 1.1693 loss: 29.3436 (28.6615) loss_class: 0.7908 (0.8013) loss_bbox: 0.2185 (0.1916) loss_giou: 0.3876 (0.4161) loss_class_0: 1.0120 (1.0149) loss_bbox_0: 0.2072 (0.1907) loss_giou_0: 0.3747 (0.4206) loss_class_1: 0.8681 (0.8794) loss_bbox_1: 0.2143 (0.1919) loss_giou_1: 0.3907 (0.4190) loss_class_2: 0.8654 (0.8361) loss_bbox_2: 0.2094 (0.1898) loss_giou_2: 0.3820 (0.4164) loss_class_3: 0.7991 (0.8135) loss_bbox_3: 0.2201 (0.1906) loss_giou_3: 0.3835 (0.4156) loss_class_4: 0.8055 (0.8038) loss_bbox_4: 0.2185 (0.1911) loss_giou_4: 0.3863 (0.4160) loss_class_enc: 0.9477 (0.9406) loss_bbox_enc: 0.2398 (0.2318) loss_giou_enc: 0.4174 (0.4809) loss_class_dn: 0.4063 (0.4091) loss_bbox_dn: 0.3378 (0.3067) loss_giou_dn: 0.4623 (0.4912) loss_class_dn_0: 0.4931 (0.4910) loss_bbox_dn_0: 0.4530 (0.4102) loss_giou_dn_0: 0.6126 (0.6242) loss_class_dn_1: 0.4312 (0.4365) loss_bbox_dn_1: 0.3726 (0.3299) loss_giou_dn_1: 0.4899 (0.5202) loss_class_dn_2: 0.4071 (0.4157) loss_bbox_dn_2: 0.3428 (0.3106) loss_giou_dn_2: 0.4707 (0.4970) loss_class_dn_3: 0.4100 (0.4098) loss_bbox_dn_3: 0.3394 (0.3074) loss_giou_dn_3: 0.4640 (0.4922) loss_class_dn_4: 0.4061 (0.4083) loss_bbox_dn_4: 0.3376 (0.3067) loss_giou_dn_4: 0.4617 (0.4910) loss_class_hybrid: 0.7922 (0.8001) loss_bbox_hybrid: 0.2242 (0.2082) loss_giou_hybrid: 0.4041 (0.4517) loss_class_0_hybrid: 0.8648 (0.8720) loss_bbox_0_hybrid: 0.2307 (0.2185) loss_giou_0_hybrid: 0.4267 (0.4723) loss_class_1_hybrid: 0.8571 (0.8289) loss_bbox_1_hybrid: 0.2264 (0.2124) loss_giou_1_hybrid: 0.4115 (0.4595) loss_class_2_hybrid: 0.8342 (0.8143) loss_bbox_2_hybrid: 0.2214 (0.2085) loss_giou_2_hybrid: 0.4016 (0.4536) loss_class_3_hybrid: 0.8111 (0.8041) loss_bbox_3_hybrid: 0.2180 (0.2082) loss_giou_3_hybrid: 0.4042 (0.4522) loss_class_4_hybrid: 0.8084 (0.8001) loss_bbox_4_hybrid: 0.2202 (0.2082) loss_giou_4_hybrid: 0.4046 (0.4520) loss_class_enc_hybrid: 0.8277 (0.8246) loss_bbox_enc_hybrid: 0.2665 (0.2632) loss_giou_enc_hybrid: 0.4847 (0.5393) mem: 1021 max mem: 36965 [2024-01-15 03:12:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:13:54 det.util.engine] INFO: Epoch: [4] [2050/11727] eta: 2:57:11 lr: 0.000100 data_time: 0.0031 iter_time: 1.1348 loss: 29.0291 (28.6672) loss_class: 0.8130 (0.8011) loss_bbox: 0.1866 (0.1918) loss_giou: 0.4625 (0.4165) loss_class_0: 1.0523 (1.0151) loss_bbox_0: 0.1716 (0.1907) loss_giou_0: 0.4455 (0.4209) loss_class_1: 0.9052 (0.8794) loss_bbox_1: 0.1919 (0.1920) loss_giou_1: 0.4616 (0.4193) loss_class_2: 0.8506 (0.8358) loss_bbox_2: 0.1818 (0.1900) loss_giou_2: 0.4573 (0.4168) loss_class_3: 0.8387 (0.8134) loss_bbox_3: 0.1917 (0.1907) loss_giou_3: 0.4529 (0.4160) loss_class_4: 0.8251 (0.8036) loss_bbox_4: 0.1884 (0.1913) loss_giou_4: 0.4522 (0.4164) loss_class_enc: 0.9504 (0.9406) loss_bbox_enc: 0.2135 (0.2318) loss_giou_enc: 0.5140 (0.4812) loss_class_dn: 0.4033 (0.4090) loss_bbox_dn: 0.2853 (0.3067) loss_giou_dn: 0.5519 (0.4914) loss_class_dn_0: 0.4760 (0.4908) loss_bbox_dn_0: 0.3794 (0.4103) loss_giou_dn_0: 0.6613 (0.6246) loss_class_dn_1: 0.4309 (0.4364) loss_bbox_dn_1: 0.3207 (0.3299) loss_giou_dn_1: 0.5778 (0.5205) loss_class_dn_2: 0.4114 (0.4156) loss_bbox_dn_2: 0.2979 (0.3106) loss_giou_dn_2: 0.5556 (0.4973) loss_class_dn_3: 0.4028 (0.4096) loss_bbox_dn_3: 0.2876 (0.3074) loss_giou_dn_3: 0.5511 (0.4925) loss_class_dn_4: 0.4054 (0.4082) loss_bbox_dn_4: 0.2853 (0.3067) loss_giou_dn_4: 0.5514 (0.4913) loss_class_hybrid: 0.8357 (0.8003) loss_bbox_hybrid: 0.2096 (0.2084) loss_giou_hybrid: 0.4951 (0.4519) loss_class_0_hybrid: 0.8711 (0.8720) loss_bbox_0_hybrid: 0.2260 (0.2186) loss_giou_0_hybrid: 0.5174 (0.4725) loss_class_1_hybrid: 0.8859 (0.8290) loss_bbox_1_hybrid: 0.2221 (0.2125) loss_giou_1_hybrid: 0.5025 (0.4597) loss_class_2_hybrid: 0.8278 (0.8143) loss_bbox_2_hybrid: 0.2126 (0.2086) loss_giou_2_hybrid: 0.4902 (0.4538) loss_class_3_hybrid: 0.8433 (0.8041) loss_bbox_3_hybrid: 0.2131 (0.2083) loss_giou_3_hybrid: 0.4936 (0.4524) loss_class_4_hybrid: 0.8349 (0.8003) loss_bbox_4_hybrid: 0.2070 (0.2083) loss_giou_4_hybrid: 0.4929 (0.4522) loss_class_enc_hybrid: 0.8214 (0.8244) loss_bbox_enc_hybrid: 0.2628 (0.2632) loss_giou_enc_hybrid: 0.5903 (0.5396) mem: 1021 max mem: 36965 [2024-01-15 03:13:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:14:52 det.util.engine] INFO: Epoch: [4] [2100/11727] eta: 2:56:26 lr: 0.000100 data_time: 0.0029 iter_time: 1.1139 loss: 28.9844 (28.6625) loss_class: 0.7901 (0.8010) loss_bbox: 0.1875 (0.1919) loss_giou: 0.4226 (0.4164) loss_class_0: 1.0186 (1.0154) loss_bbox_0: 0.1783 (0.1907) loss_giou_0: 0.4190 (0.4207) loss_class_1: 0.8560 (0.8795) loss_bbox_1: 0.1840 (0.1920) loss_giou_1: 0.4232 (0.4192) loss_class_2: 0.8135 (0.8358) loss_bbox_2: 0.1838 (0.1900) loss_giou_2: 0.4155 (0.4167) loss_class_3: 0.7912 (0.8132) loss_bbox_3: 0.1851 (0.1908) loss_giou_3: 0.4243 (0.4159) loss_class_4: 0.7833 (0.8034) loss_bbox_4: 0.1907 (0.1914) loss_giou_4: 0.4230 (0.4163) loss_class_enc: 0.9442 (0.9406) loss_bbox_enc: 0.2290 (0.2318) loss_giou_enc: 0.4754 (0.4811) loss_class_dn: 0.4072 (0.4089) loss_bbox_dn: 0.3029 (0.3066) loss_giou_dn: 0.5138 (0.4913) loss_class_dn_0: 0.4833 (0.4908) loss_bbox_dn_0: 0.3788 (0.4102) loss_giou_dn_0: 0.6341 (0.6244) loss_class_dn_1: 0.4323 (0.4363) loss_bbox_dn_1: 0.3269 (0.3298) loss_giou_dn_1: 0.5440 (0.5204) loss_class_dn_2: 0.4209 (0.4155) loss_bbox_dn_2: 0.3094 (0.3105) loss_giou_dn_2: 0.5203 (0.4972) loss_class_dn_3: 0.4117 (0.4095) loss_bbox_dn_3: 0.3050 (0.3073) loss_giou_dn_3: 0.5135 (0.4923) loss_class_dn_4: 0.4079 (0.4080) loss_bbox_dn_4: 0.3028 (0.3066) loss_giou_dn_4: 0.5132 (0.4912) loss_class_hybrid: 0.8222 (0.8004) loss_bbox_hybrid: 0.1968 (0.2083) loss_giou_hybrid: 0.4502 (0.4517) loss_class_0_hybrid: 0.8741 (0.8721) loss_bbox_0_hybrid: 0.2134 (0.2184) loss_giou_0_hybrid: 0.4664 (0.4722) loss_class_1_hybrid: 0.8441 (0.8292) loss_bbox_1_hybrid: 0.1996 (0.2123) loss_giou_1_hybrid: 0.4558 (0.4594) loss_class_2_hybrid: 0.8352 (0.8144) loss_bbox_2_hybrid: 0.1981 (0.2085) loss_giou_2_hybrid: 0.4425 (0.4536) loss_class_3_hybrid: 0.8240 (0.8042) loss_bbox_3_hybrid: 0.1967 (0.2082) loss_giou_3_hybrid: 0.4499 (0.4522) loss_class_4_hybrid: 0.8224 (0.8003) loss_bbox_4_hybrid: 0.1948 (0.2082) loss_giou_4_hybrid: 0.4500 (0.4520) loss_class_enc_hybrid: 0.8178 (0.8243) loss_bbox_enc_hybrid: 0.2550 (0.2632) loss_giou_enc_hybrid: 0.5450 (0.5394) mem: 1030 max mem: 36965 [2024-01-15 03:14:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:15:46 det.util.engine] INFO: Epoch: [4] [2150/11727] eta: 2:55:30 lr: 0.000100 data_time: 0.0027 iter_time: 1.0900 loss: 30.0723 (28.6610) loss_class: 0.8505 (0.8014) loss_bbox: 0.1931 (0.1919) loss_giou: 0.4074 (0.4162) loss_class_0: 1.0550 (1.0159) loss_bbox_0: 0.1934 (0.1906) loss_giou_0: 0.4013 (0.4204) loss_class_1: 0.9062 (0.8798) loss_bbox_1: 0.1898 (0.1919) loss_giou_1: 0.4108 (0.4190) loss_class_2: 0.8480 (0.8362) loss_bbox_2: 0.1857 (0.1900) loss_giou_2: 0.4086 (0.4165) loss_class_3: 0.8603 (0.8136) loss_bbox_3: 0.1979 (0.1908) loss_giou_3: 0.4026 (0.4157) loss_class_4: 0.8544 (0.8039) loss_bbox_4: 0.1929 (0.1914) loss_giou_4: 0.4076 (0.4161) loss_class_enc: 0.9805 (0.9409) loss_bbox_enc: 0.2327 (0.2317) loss_giou_enc: 0.4642 (0.4807) loss_class_dn: 0.4113 (0.4089) loss_bbox_dn: 0.3159 (0.3064) loss_giou_dn: 0.5059 (0.4912) loss_class_dn_0: 0.4895 (0.4909) loss_bbox_dn_0: 0.4034 (0.4100) loss_giou_dn_0: 0.6406 (0.6242) loss_class_dn_1: 0.4343 (0.4362) loss_bbox_dn_1: 0.3411 (0.3296) loss_giou_dn_1: 0.5417 (0.5202) loss_class_dn_2: 0.4159 (0.4155) loss_bbox_dn_2: 0.3136 (0.3103) loss_giou_dn_2: 0.5116 (0.4970) loss_class_dn_3: 0.4122 (0.4095) loss_bbox_dn_3: 0.3151 (0.3072) loss_giou_dn_3: 0.5087 (0.4922) loss_class_dn_4: 0.4093 (0.4080) loss_bbox_dn_4: 0.3161 (0.3064) loss_giou_dn_4: 0.5060 (0.4910) loss_class_hybrid: 0.8291 (0.8005) loss_bbox_hybrid: 0.2117 (0.2082) loss_giou_hybrid: 0.4646 (0.4516) loss_class_0_hybrid: 0.8842 (0.8723) loss_bbox_0_hybrid: 0.2129 (0.2183) loss_giou_0_hybrid: 0.4854 (0.4720) loss_class_1_hybrid: 0.8591 (0.8293) loss_bbox_1_hybrid: 0.2077 (0.2122) loss_giou_1_hybrid: 0.4684 (0.4593) loss_class_2_hybrid: 0.8379 (0.8146) loss_bbox_2_hybrid: 0.2121 (0.2084) loss_giou_2_hybrid: 0.4664 (0.4535) loss_class_3_hybrid: 0.8271 (0.8044) loss_bbox_3_hybrid: 0.2108 (0.2081) loss_giou_3_hybrid: 0.4689 (0.4520) loss_class_4_hybrid: 0.8328 (0.8005) loss_bbox_4_hybrid: 0.2124 (0.2082) loss_giou_4_hybrid: 0.4650 (0.4518) loss_class_enc_hybrid: 0.8413 (0.8244) loss_bbox_enc_hybrid: 0.2629 (0.2631) loss_giou_enc_hybrid: 0.5575 (0.5392) mem: 1027 max mem: 36965 [2024-01-15 03:15:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:16:40 det.util.engine] INFO: Epoch: [4] [2200/11727] eta: 2:54:32 lr: 0.000100 data_time: 0.0032 iter_time: 1.0851 loss: 27.7865 (28.6510) loss_class: 0.7378 (0.8006) loss_bbox: 0.1823 (0.1918) loss_giou: 0.3744 (0.4163) loss_class_0: 0.9576 (1.0157) loss_bbox_0: 0.1660 (0.1905) loss_giou_0: 0.3804 (0.4204) loss_class_1: 0.8056 (0.8793) loss_bbox_1: 0.1715 (0.1919) loss_giou_1: 0.3820 (0.4190) loss_class_2: 0.7719 (0.8355) loss_bbox_2: 0.1761 (0.1899) loss_giou_2: 0.3712 (0.4165) loss_class_3: 0.7554 (0.8129) loss_bbox_3: 0.1771 (0.1906) loss_giou_3: 0.3715 (0.4158) loss_class_4: 0.7510 (0.8032) loss_bbox_4: 0.1773 (0.1913) loss_giou_4: 0.3745 (0.4161) loss_class_enc: 0.8660 (0.9405) loss_bbox_enc: 0.1969 (0.2316) loss_giou_enc: 0.4280 (0.4807) loss_class_dn: 0.3971 (0.4089) loss_bbox_dn: 0.2881 (0.3063) loss_giou_dn: 0.4663 (0.4910) loss_class_dn_0: 0.4850 (0.4909) loss_bbox_dn_0: 0.3946 (0.4100) loss_giou_dn_0: 0.5805 (0.6241) loss_class_dn_1: 0.4293 (0.4363) loss_bbox_dn_1: 0.3181 (0.3296) loss_giou_dn_1: 0.4979 (0.5201) loss_class_dn_2: 0.4046 (0.4155) loss_bbox_dn_2: 0.2946 (0.3102) loss_giou_dn_2: 0.4773 (0.4969) loss_class_dn_3: 0.3984 (0.4095) loss_bbox_dn_3: 0.2885 (0.3070) loss_giou_dn_3: 0.4686 (0.4920) loss_class_dn_4: 0.3964 (0.4080) loss_bbox_dn_4: 0.2880 (0.3063) loss_giou_dn_4: 0.4660 (0.4909) loss_class_hybrid: 0.7225 (0.8001) loss_bbox_hybrid: 0.1788 (0.2080) loss_giou_hybrid: 0.3743 (0.4515) loss_class_0_hybrid: 0.8198 (0.8720) loss_bbox_0_hybrid: 0.1867 (0.2181) loss_giou_0_hybrid: 0.4020 (0.4719) loss_class_1_hybrid: 0.7668 (0.8290) loss_bbox_1_hybrid: 0.1856 (0.2120) loss_giou_1_hybrid: 0.3831 (0.4592) loss_class_2_hybrid: 0.7669 (0.8143) loss_bbox_2_hybrid: 0.1790 (0.2082) loss_giou_2_hybrid: 0.3782 (0.4534) loss_class_3_hybrid: 0.7404 (0.8040) loss_bbox_3_hybrid: 0.1817 (0.2079) loss_giou_3_hybrid: 0.3757 (0.4519) loss_class_4_hybrid: 0.7255 (0.8001) loss_bbox_4_hybrid: 0.1816 (0.2080) loss_giou_4_hybrid: 0.3751 (0.4517) loss_class_enc_hybrid: 0.7946 (0.8241) loss_bbox_enc_hybrid: 0.2327 (0.2629) loss_giou_enc_hybrid: 0.4565 (0.5392) mem: 1023 max mem: 36965 [2024-01-15 03:16:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:17:35 det.util.engine] INFO: Epoch: [4] [2250/11727] eta: 2:53:37 lr: 0.000100 data_time: 0.0030 iter_time: 1.0878 loss: 28.7496 (28.6511) loss_class: 0.7862 (0.8005) loss_bbox: 0.2079 (0.1919) loss_giou: 0.3933 (0.4163) loss_class_0: 1.0132 (1.0156) loss_bbox_0: 0.1927 (0.1906) loss_giou_0: 0.3862 (0.4203) loss_class_1: 0.8847 (0.8793) loss_bbox_1: 0.2080 (0.1920) loss_giou_1: 0.3918 (0.4189) loss_class_2: 0.8308 (0.8355) loss_bbox_2: 0.1977 (0.1901) loss_giou_2: 0.3877 (0.4165) loss_class_3: 0.8053 (0.8129) loss_bbox_3: 0.2006 (0.1908) loss_giou_3: 0.4000 (0.4158) loss_class_4: 0.7806 (0.8031) loss_bbox_4: 0.2003 (0.1914) loss_giou_4: 0.3932 (0.4161) loss_class_enc: 0.9114 (0.9403) loss_bbox_enc: 0.2366 (0.2317) loss_giou_enc: 0.4732 (0.4806) loss_class_dn: 0.4017 (0.4088) loss_bbox_dn: 0.3182 (0.3063) loss_giou_dn: 0.4952 (0.4910) loss_class_dn_0: 0.4790 (0.4909) loss_bbox_dn_0: 0.4096 (0.4100) loss_giou_dn_0: 0.6223 (0.6241) loss_class_dn_1: 0.4338 (0.4362) loss_bbox_dn_1: 0.3394 (0.3296) loss_giou_dn_1: 0.5261 (0.5201) loss_class_dn_2: 0.4117 (0.4154) loss_bbox_dn_2: 0.3194 (0.3102) loss_giou_dn_2: 0.5019 (0.4969) loss_class_dn_3: 0.4051 (0.4094) loss_bbox_dn_3: 0.3187 (0.3070) loss_giou_dn_3: 0.4977 (0.4920) loss_class_dn_4: 0.3997 (0.4079) loss_bbox_dn_4: 0.3182 (0.3063) loss_giou_dn_4: 0.4952 (0.4909) loss_class_hybrid: 0.8010 (0.8001) loss_bbox_hybrid: 0.2196 (0.2081) loss_giou_hybrid: 0.4377 (0.4515) loss_class_0_hybrid: 0.8458 (0.8718) loss_bbox_0_hybrid: 0.2296 (0.2182) loss_giou_0_hybrid: 0.4604 (0.4719) loss_class_1_hybrid: 0.8376 (0.8291) loss_bbox_1_hybrid: 0.2301 (0.2121) loss_giou_1_hybrid: 0.4517 (0.4592) loss_class_2_hybrid: 0.8049 (0.8143) loss_bbox_2_hybrid: 0.2266 (0.2083) loss_giou_2_hybrid: 0.4440 (0.4534) loss_class_3_hybrid: 0.8008 (0.8040) loss_bbox_3_hybrid: 0.2237 (0.2080) loss_giou_3_hybrid: 0.4393 (0.4519) loss_class_4_hybrid: 0.7971 (0.8001) loss_bbox_4_hybrid: 0.2145 (0.2081) loss_giou_4_hybrid: 0.4396 (0.4517) loss_class_enc_hybrid: 0.8296 (0.8240) loss_bbox_enc_hybrid: 0.2670 (0.2631) loss_giou_enc_hybrid: 0.5073 (0.5392) mem: 1026 max mem: 36965 [2024-01-15 03:17:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:18:29 det.util.engine] INFO: Epoch: [4] [2300/11727] eta: 2:52:37 lr: 0.000100 data_time: 0.0029 iter_time: 1.0502 loss: 29.3927 (28.6571) loss_class: 0.8217 (0.8009) loss_bbox: 0.1866 (0.1920) loss_giou: 0.3971 (0.4161) loss_class_0: 0.9946 (1.0157) loss_bbox_0: 0.1904 (0.1907) loss_giou_0: 0.4013 (0.4201) loss_class_1: 0.8711 (0.8796) loss_bbox_1: 0.1936 (0.1921) loss_giou_1: 0.4006 (0.4187) loss_class_2: 0.8705 (0.8359) loss_bbox_2: 0.1928 (0.1902) loss_giou_2: 0.3936 (0.4163) loss_class_3: 0.8477 (0.8133) loss_bbox_3: 0.1907 (0.1909) loss_giou_3: 0.4006 (0.4155) loss_class_4: 0.8159 (0.8035) loss_bbox_4: 0.1866 (0.1915) loss_giou_4: 0.3970 (0.4159) loss_class_enc: 0.8806 (0.9408) loss_bbox_enc: 0.2382 (0.2318) loss_giou_enc: 0.4489 (0.4803) loss_class_dn: 0.4104 (0.4088) loss_bbox_dn: 0.2990 (0.3068) loss_giou_dn: 0.5028 (0.4911) loss_class_dn_0: 0.4874 (0.4908) loss_bbox_dn_0: 0.3879 (0.4106) loss_giou_dn_0: 0.6356 (0.6241) loss_class_dn_1: 0.4317 (0.4362) loss_bbox_dn_1: 0.3215 (0.3301) loss_giou_dn_1: 0.5354 (0.5202) loss_class_dn_2: 0.4127 (0.4154) loss_bbox_dn_2: 0.3020 (0.3107) loss_giou_dn_2: 0.5113 (0.4970) loss_class_dn_3: 0.4091 (0.4094) loss_bbox_dn_3: 0.2997 (0.3075) loss_giou_dn_3: 0.5048 (0.4921) loss_class_dn_4: 0.4079 (0.4079) loss_bbox_dn_4: 0.2990 (0.3068) loss_giou_dn_4: 0.5026 (0.4909) loss_class_hybrid: 0.8216 (0.8006) loss_bbox_hybrid: 0.2046 (0.2081) loss_giou_hybrid: 0.4197 (0.4511) loss_class_0_hybrid: 0.8580 (0.8721) loss_bbox_0_hybrid: 0.2167 (0.2183) loss_giou_0_hybrid: 0.4543 (0.4716) loss_class_1_hybrid: 0.8446 (0.8295) loss_bbox_1_hybrid: 0.2094 (0.2122) loss_giou_1_hybrid: 0.4425 (0.4588) loss_class_2_hybrid: 0.8426 (0.8146) loss_bbox_2_hybrid: 0.2050 (0.2084) loss_giou_2_hybrid: 0.4243 (0.4531) loss_class_3_hybrid: 0.8244 (0.8044) loss_bbox_3_hybrid: 0.2081 (0.2081) loss_giou_3_hybrid: 0.4200 (0.4516) loss_class_4_hybrid: 0.8175 (0.8005) loss_bbox_4_hybrid: 0.2050 (0.2081) loss_giou_4_hybrid: 0.4198 (0.4514) loss_class_enc_hybrid: 0.8225 (0.8243) loss_bbox_enc_hybrid: 0.2582 (0.2632) loss_giou_enc_hybrid: 0.5175 (0.5389) mem: 1032 max mem: 36965 [2024-01-15 03:18:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:19:23 det.util.engine] INFO: Epoch: [4] [2350/11727] eta: 2:51:37 lr: 0.000100 data_time: 0.0029 iter_time: 1.1035 loss: 28.5086 (28.6474) loss_class: 0.7786 (0.8005) loss_bbox: 0.1696 (0.1919) loss_giou: 0.3962 (0.4162) loss_class_0: 0.9686 (1.0157) loss_bbox_0: 0.1647 (0.1906) loss_giou_0: 0.3879 (0.4201) loss_class_1: 0.8654 (0.8794) loss_bbox_1: 0.1793 (0.1920) loss_giou_1: 0.3908 (0.4188) loss_class_2: 0.8018 (0.8357) loss_bbox_2: 0.1723 (0.1900) loss_giou_2: 0.3898 (0.4164) loss_class_3: 0.7935 (0.8130) loss_bbox_3: 0.1689 (0.1907) loss_giou_3: 0.3902 (0.4157) loss_class_4: 0.7761 (0.8031) loss_bbox_4: 0.1688 (0.1913) loss_giou_4: 0.3928 (0.4161) loss_class_enc: 0.9255 (0.9404) loss_bbox_enc: 0.2151 (0.2316) loss_giou_enc: 0.4564 (0.4805) loss_class_dn: 0.4081 (0.4086) loss_bbox_dn: 0.2696 (0.3063) loss_giou_dn: 0.4959 (0.4909) loss_class_dn_0: 0.4934 (0.4908) loss_bbox_dn_0: 0.3660 (0.4102) loss_giou_dn_0: 0.6251 (0.6239) loss_class_dn_1: 0.4370 (0.4360) loss_bbox_dn_1: 0.2997 (0.3296) loss_giou_dn_1: 0.5284 (0.5201) loss_class_dn_2: 0.4146 (0.4152) loss_bbox_dn_2: 0.2743 (0.3102) loss_giou_dn_2: 0.4997 (0.4968) loss_class_dn_3: 0.4091 (0.4093) loss_bbox_dn_3: 0.2702 (0.3070) loss_giou_dn_3: 0.4956 (0.4919) loss_class_dn_4: 0.4076 (0.4078) loss_bbox_dn_4: 0.2696 (0.3063) loss_giou_dn_4: 0.4954 (0.4908) loss_class_hybrid: 0.8114 (0.8005) loss_bbox_hybrid: 0.1751 (0.2078) loss_giou_hybrid: 0.4112 (0.4511) loss_class_0_hybrid: 0.8413 (0.8719) loss_bbox_0_hybrid: 0.1901 (0.2181) loss_giou_0_hybrid: 0.4472 (0.4715) loss_class_1_hybrid: 0.8353 (0.8294) loss_bbox_1_hybrid: 0.1843 (0.2119) loss_giou_1_hybrid: 0.4286 (0.4588) loss_class_2_hybrid: 0.8171 (0.8145) loss_bbox_2_hybrid: 0.1766 (0.2081) loss_giou_2_hybrid: 0.4206 (0.4530) loss_class_3_hybrid: 0.8179 (0.8043) loss_bbox_3_hybrid: 0.1762 (0.2078) loss_giou_3_hybrid: 0.4148 (0.4515) loss_class_4_hybrid: 0.8197 (0.8005) loss_bbox_4_hybrid: 0.1737 (0.2078) loss_giou_4_hybrid: 0.4106 (0.4514) loss_class_enc_hybrid: 0.7971 (0.8241) loss_bbox_enc_hybrid: 0.2462 (0.2630) loss_giou_enc_hybrid: 0.5036 (0.5389) mem: 1019 max mem: 36965 [2024-01-15 03:19:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:20:17 det.util.engine] INFO: Epoch: [4] [2400/11727] eta: 2:50:39 lr: 0.000100 data_time: 0.0029 iter_time: 1.0706 loss: 27.6139 (28.6407) loss_class: 0.7718 (0.8004) loss_bbox: 0.1602 (0.1918) loss_giou: 0.4079 (0.4162) loss_class_0: 1.0126 (1.0160) loss_bbox_0: 0.1657 (0.1903) loss_giou_0: 0.4010 (0.4199) loss_class_1: 0.8688 (0.8794) loss_bbox_1: 0.1642 (0.1918) loss_giou_1: 0.4066 (0.4188) loss_class_2: 0.8278 (0.8359) loss_bbox_2: 0.1611 (0.1898) loss_giou_2: 0.3991 (0.4163) loss_class_3: 0.7729 (0.8130) loss_bbox_3: 0.1582 (0.1905) loss_giou_3: 0.4077 (0.4156) loss_class_4: 0.7820 (0.8030) loss_bbox_4: 0.1602 (0.1912) loss_giou_4: 0.4107 (0.4160) loss_class_enc: 0.9261 (0.9404) loss_bbox_enc: 0.2130 (0.2314) loss_giou_enc: 0.4664 (0.4803) loss_class_dn: 0.4073 (0.4086) loss_bbox_dn: 0.2835 (0.3061) loss_giou_dn: 0.4695 (0.4907) loss_class_dn_0: 0.4871 (0.4908) loss_bbox_dn_0: 0.3692 (0.4101) loss_giou_dn_0: 0.6096 (0.6238) loss_class_dn_1: 0.4365 (0.4360) loss_bbox_dn_1: 0.2966 (0.3294) loss_giou_dn_1: 0.4987 (0.5199) loss_class_dn_2: 0.4179 (0.4151) loss_bbox_dn_2: 0.2887 (0.3100) loss_giou_dn_2: 0.4739 (0.4966) loss_class_dn_3: 0.4114 (0.4092) loss_bbox_dn_3: 0.2852 (0.3068) loss_giou_dn_3: 0.4707 (0.4917) loss_class_dn_4: 0.4048 (0.4077) loss_bbox_dn_4: 0.2835 (0.3061) loss_giou_dn_4: 0.4694 (0.4906) loss_class_hybrid: 0.7852 (0.8004) loss_bbox_hybrid: 0.1765 (0.2076) loss_giou_hybrid: 0.4412 (0.4510) loss_class_0_hybrid: 0.8437 (0.8718) loss_bbox_0_hybrid: 0.1957 (0.2179) loss_giou_0_hybrid: 0.4508 (0.4714) loss_class_1_hybrid: 0.8016 (0.8293) loss_bbox_1_hybrid: 0.1844 (0.2117) loss_giou_1_hybrid: 0.4348 (0.4587) loss_class_2_hybrid: 0.7911 (0.8145) loss_bbox_2_hybrid: 0.1779 (0.2079) loss_giou_2_hybrid: 0.4364 (0.4529) loss_class_3_hybrid: 0.7899 (0.8043) loss_bbox_3_hybrid: 0.1756 (0.2076) loss_giou_3_hybrid: 0.4382 (0.4514) loss_class_4_hybrid: 0.7796 (0.8004) loss_bbox_4_hybrid: 0.1770 (0.2076) loss_giou_4_hybrid: 0.4391 (0.4513) loss_class_enc_hybrid: 0.8106 (0.8241) loss_bbox_enc_hybrid: 0.2491 (0.2628) loss_giou_enc_hybrid: 0.5164 (0.5388) mem: 1028 max mem: 36965 [2024-01-15 03:20:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:21:12 det.util.engine] INFO: Epoch: [4] [2450/11727] eta: 2:49:45 lr: 0.000100 data_time: 0.0031 iter_time: 1.0804 loss: 28.8215 (28.6472) loss_class: 0.7798 (0.8002) loss_bbox: 0.1929 (0.1921) loss_giou: 0.4191 (0.4163) loss_class_0: 1.0210 (1.0159) loss_bbox_0: 0.1826 (0.1905) loss_giou_0: 0.4383 (0.4200) loss_class_1: 0.8861 (0.8793) loss_bbox_1: 0.1949 (0.1921) loss_giou_1: 0.4151 (0.4189) loss_class_2: 0.8209 (0.8357) loss_bbox_2: 0.1887 (0.1901) loss_giou_2: 0.4184 (0.4165) loss_class_3: 0.8117 (0.8129) loss_bbox_3: 0.1916 (0.1909) loss_giou_3: 0.4138 (0.4158) loss_class_4: 0.7957 (0.8028) loss_bbox_4: 0.1921 (0.1915) loss_giou_4: 0.4191 (0.4161) loss_class_enc: 0.9114 (0.9405) loss_bbox_enc: 0.2369 (0.2317) loss_giou_enc: 0.4926 (0.4804) loss_class_dn: 0.4014 (0.4085) loss_bbox_dn: 0.3084 (0.3064) loss_giou_dn: 0.5052 (0.4907) loss_class_dn_0: 0.4763 (0.4906) loss_bbox_dn_0: 0.4156 (0.4106) loss_giou_dn_0: 0.6310 (0.6238) loss_class_dn_1: 0.4361 (0.4358) loss_bbox_dn_1: 0.3238 (0.3298) loss_giou_dn_1: 0.5312 (0.5199) loss_class_dn_2: 0.4174 (0.4150) loss_bbox_dn_2: 0.3130 (0.3103) loss_giou_dn_2: 0.5164 (0.4966) loss_class_dn_3: 0.4055 (0.4091) loss_bbox_dn_3: 0.3076 (0.3071) loss_giou_dn_3: 0.5063 (0.4917) loss_class_dn_4: 0.4063 (0.4076) loss_bbox_dn_4: 0.3085 (0.3064) loss_giou_dn_4: 0.5050 (0.4906) loss_class_hybrid: 0.7836 (0.8003) loss_bbox_hybrid: 0.2049 (0.2080) loss_giou_hybrid: 0.4460 (0.4512) loss_class_0_hybrid: 0.8381 (0.8716) loss_bbox_0_hybrid: 0.2194 (0.2182) loss_giou_0_hybrid: 0.4696 (0.4716) loss_class_1_hybrid: 0.8187 (0.8293) loss_bbox_1_hybrid: 0.2144 (0.2121) loss_giou_1_hybrid: 0.4589 (0.4588) loss_class_2_hybrid: 0.8064 (0.8144) loss_bbox_2_hybrid: 0.2084 (0.2083) loss_giou_2_hybrid: 0.4471 (0.4531) loss_class_3_hybrid: 0.7923 (0.8042) loss_bbox_3_hybrid: 0.2055 (0.2080) loss_giou_3_hybrid: 0.4460 (0.4516) loss_class_4_hybrid: 0.7939 (0.8003) loss_bbox_4_hybrid: 0.2038 (0.2080) loss_giou_4_hybrid: 0.4456 (0.4514) loss_class_enc_hybrid: 0.7938 (0.8240) loss_bbox_enc_hybrid: 0.2641 (0.2631) loss_giou_enc_hybrid: 0.5416 (0.5389) mem: 1018 max mem: 36965 [2024-01-15 03:21:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:22:05 det.util.engine] INFO: Epoch: [4] [2500/11727] eta: 2:48:44 lr: 0.000100 data_time: 0.0031 iter_time: 1.0379 loss: 29.0845 (28.6591) loss_class: 0.8166 (0.8004) loss_bbox: 0.1854 (0.1923) loss_giou: 0.4871 (0.4166) loss_class_0: 0.9919 (1.0160) loss_bbox_0: 0.1793 (0.1905) loss_giou_0: 0.4769 (0.4203) loss_class_1: 0.8970 (0.8794) loss_bbox_1: 0.1769 (0.1923) loss_giou_1: 0.4419 (0.4192) loss_class_2: 0.8522 (0.8360) loss_bbox_2: 0.1794 (0.1902) loss_giou_2: 0.4764 (0.4167) loss_class_3: 0.8295 (0.8130) loss_bbox_3: 0.1862 (0.1911) loss_giou_3: 0.4837 (0.4161) loss_class_4: 0.8263 (0.8029) loss_bbox_4: 0.1863 (0.1917) loss_giou_4: 0.4827 (0.4165) loss_class_enc: 0.9397 (0.9409) loss_bbox_enc: 0.2277 (0.2317) loss_giou_enc: 0.5320 (0.4805) loss_class_dn: 0.4204 (0.4085) loss_bbox_dn: 0.3120 (0.3067) loss_giou_dn: 0.5479 (0.4911) loss_class_dn_0: 0.4874 (0.4906) loss_bbox_dn_0: 0.4470 (0.4108) loss_giou_dn_0: 0.6651 (0.6242) loss_class_dn_1: 0.4392 (0.4359) loss_bbox_dn_1: 0.3452 (0.3300) loss_giou_dn_1: 0.5760 (0.5203) loss_class_dn_2: 0.4232 (0.4151) loss_bbox_dn_2: 0.3178 (0.3106) loss_giou_dn_2: 0.5569 (0.4970) loss_class_dn_3: 0.4156 (0.4092) loss_bbox_dn_3: 0.3131 (0.3074) loss_giou_dn_3: 0.5482 (0.4921) loss_class_dn_4: 0.4183 (0.4077) loss_bbox_dn_4: 0.3121 (0.3067) loss_giou_dn_4: 0.5475 (0.4909) loss_class_hybrid: 0.8003 (0.8001) loss_bbox_hybrid: 0.2084 (0.2083) loss_giou_hybrid: 0.5146 (0.4517) loss_class_0_hybrid: 0.8430 (0.8716) loss_bbox_0_hybrid: 0.2080 (0.2183) loss_giou_0_hybrid: 0.5583 (0.4721) loss_class_1_hybrid: 0.8153 (0.8291) loss_bbox_1_hybrid: 0.2119 (0.2123) loss_giou_1_hybrid: 0.5274 (0.4593) loss_class_2_hybrid: 0.7993 (0.8143) loss_bbox_2_hybrid: 0.2097 (0.2084) loss_giou_2_hybrid: 0.5022 (0.4536) loss_class_3_hybrid: 0.7977 (0.8041) loss_bbox_3_hybrid: 0.2094 (0.2082) loss_giou_3_hybrid: 0.5147 (0.4521) loss_class_4_hybrid: 0.8040 (0.8001) loss_bbox_4_hybrid: 0.2090 (0.2082) loss_giou_4_hybrid: 0.5081 (0.4519) loss_class_enc_hybrid: 0.7948 (0.8240) loss_bbox_enc_hybrid: 0.2692 (0.2633) loss_giou_enc_hybrid: 0.6149 (0.5393) mem: 1023 max mem: 36965 [2024-01-15 03:22:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:22:58 det.util.engine] INFO: Epoch: [4] [2550/11727] eta: 2:47:41 lr: 0.000100 data_time: 0.0027 iter_time: 1.0598 loss: 29.2921 (28.6754) loss_class: 0.8088 (0.8007) loss_bbox: 0.1829 (0.1925) loss_giou: 0.4291 (0.4170) loss_class_0: 1.0054 (1.0162) loss_bbox_0: 0.1948 (0.1908) loss_giou_0: 0.4495 (0.4207) loss_class_1: 0.8839 (0.8801) loss_bbox_1: 0.1968 (0.1924) loss_giou_1: 0.4390 (0.4196) loss_class_2: 0.8165 (0.8363) loss_bbox_2: 0.1880 (0.1904) loss_giou_2: 0.4414 (0.4171) loss_class_3: 0.8219 (0.8133) loss_bbox_3: 0.1901 (0.1913) loss_giou_3: 0.4354 (0.4165) loss_class_4: 0.7926 (0.8031) loss_bbox_4: 0.1914 (0.1919) loss_giou_4: 0.4385 (0.4169) loss_class_enc: 0.9665 (0.9409) loss_bbox_enc: 0.2359 (0.2320) loss_giou_enc: 0.4932 (0.4811) loss_class_dn: 0.4060 (0.4086) loss_bbox_dn: 0.3143 (0.3069) loss_giou_dn: 0.4994 (0.4914) loss_class_dn_0: 0.4778 (0.4905) loss_bbox_dn_0: 0.4258 (0.4111) loss_giou_dn_0: 0.6470 (0.6245) loss_class_dn_1: 0.4294 (0.4359) loss_bbox_dn_1: 0.3314 (0.3303) loss_giou_dn_1: 0.5339 (0.5206) loss_class_dn_2: 0.4116 (0.4151) loss_bbox_dn_2: 0.3146 (0.3109) loss_giou_dn_2: 0.5033 (0.4973) loss_class_dn_3: 0.4067 (0.4092) loss_bbox_dn_3: 0.3162 (0.3077) loss_giou_dn_3: 0.4990 (0.4924) loss_class_dn_4: 0.4040 (0.4077) loss_bbox_dn_4: 0.3143 (0.3069) loss_giou_dn_4: 0.4995 (0.4913) loss_class_hybrid: 0.7875 (0.8004) loss_bbox_hybrid: 0.2043 (0.2084) loss_giou_hybrid: 0.4644 (0.4521) loss_class_0_hybrid: 0.8431 (0.8718) loss_bbox_0_hybrid: 0.2122 (0.2186) loss_giou_0_hybrid: 0.4841 (0.4725) loss_class_1_hybrid: 0.8182 (0.8295) loss_bbox_1_hybrid: 0.2090 (0.2124) loss_giou_1_hybrid: 0.4654 (0.4597) loss_class_2_hybrid: 0.8084 (0.8146) loss_bbox_2_hybrid: 0.2038 (0.2086) loss_giou_2_hybrid: 0.4625 (0.4540) loss_class_3_hybrid: 0.8122 (0.8043) loss_bbox_3_hybrid: 0.2024 (0.2084) loss_giou_3_hybrid: 0.4663 (0.4525) loss_class_4_hybrid: 0.7900 (0.8003) loss_bbox_4_hybrid: 0.2054 (0.2084) loss_giou_4_hybrid: 0.4671 (0.4524) loss_class_enc_hybrid: 0.8170 (0.8241) loss_bbox_enc_hybrid: 0.2649 (0.2636) loss_giou_enc_hybrid: 0.5484 (0.5399) mem: 1027 max mem: 36965 [2024-01-15 03:22:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:23:53 det.util.engine] INFO: Epoch: [4] [2600/11727] eta: 2:46:46 lr: 0.000100 data_time: 0.0029 iter_time: 1.1000 loss: 29.2482 (28.6822) loss_class: 0.8110 (0.8014) loss_bbox: 0.1981 (0.1925) loss_giou: 0.4115 (0.4168) loss_class_0: 1.0235 (1.0169) loss_bbox_0: 0.1924 (0.1908) loss_giou_0: 0.4031 (0.4205) loss_class_1: 0.8834 (0.8807) loss_bbox_1: 0.1907 (0.1926) loss_giou_1: 0.4013 (0.4194) loss_class_2: 0.8693 (0.8368) loss_bbox_2: 0.1873 (0.1905) loss_giou_2: 0.4007 (0.4169) loss_class_3: 0.8113 (0.8139) loss_bbox_3: 0.1946 (0.1914) loss_giou_3: 0.4019 (0.4163) loss_class_4: 0.8271 (0.8037) loss_bbox_4: 0.1937 (0.1920) loss_giou_4: 0.4102 (0.4166) loss_class_enc: 0.9372 (0.9413) loss_bbox_enc: 0.2376 (0.2320) loss_giou_enc: 0.4806 (0.4809) loss_class_dn: 0.4106 (0.4085) loss_bbox_dn: 0.2919 (0.3072) loss_giou_dn: 0.4805 (0.4914) loss_class_dn_0: 0.4954 (0.4906) loss_bbox_dn_0: 0.3928 (0.4113) loss_giou_dn_0: 0.6256 (0.6245) loss_class_dn_1: 0.4335 (0.4359) loss_bbox_dn_1: 0.3214 (0.3306) loss_giou_dn_1: 0.5190 (0.5206) loss_class_dn_2: 0.4190 (0.4151) loss_bbox_dn_2: 0.2959 (0.3111) loss_giou_dn_2: 0.4923 (0.4974) loss_class_dn_3: 0.4107 (0.4092) loss_bbox_dn_3: 0.2933 (0.3079) loss_giou_dn_3: 0.4827 (0.4924) loss_class_dn_4: 0.4072 (0.4077) loss_bbox_dn_4: 0.2918 (0.3072) loss_giou_dn_4: 0.4804 (0.4913) loss_class_hybrid: 0.8286 (0.8009) loss_bbox_hybrid: 0.2167 (0.2085) loss_giou_hybrid: 0.4226 (0.4518) loss_class_0_hybrid: 0.8813 (0.8724) loss_bbox_0_hybrid: 0.2270 (0.2186) loss_giou_0_hybrid: 0.4440 (0.4722) loss_class_1_hybrid: 0.8322 (0.8301) loss_bbox_1_hybrid: 0.2220 (0.2125) loss_giou_1_hybrid: 0.4313 (0.4594) loss_class_2_hybrid: 0.8307 (0.8150) loss_bbox_2_hybrid: 0.2173 (0.2087) loss_giou_2_hybrid: 0.4312 (0.4537) loss_class_3_hybrid: 0.8283 (0.8047) loss_bbox_3_hybrid: 0.2181 (0.2085) loss_giou_3_hybrid: 0.4260 (0.4523) loss_class_4_hybrid: 0.8314 (0.8008) loss_bbox_4_hybrid: 0.2164 (0.2085) loss_giou_4_hybrid: 0.4250 (0.4521) loss_class_enc_hybrid: 0.8341 (0.8246) loss_bbox_enc_hybrid: 0.2689 (0.2635) loss_giou_enc_hybrid: 0.5205 (0.5396) mem: 1019 max mem: 36965 [2024-01-15 03:23:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:24:47 det.util.engine] INFO: Epoch: [4] [2650/11727] eta: 2:45:50 lr: 0.000100 data_time: 0.0029 iter_time: 1.0998 loss: 28.3317 (28.6862) loss_class: 0.7865 (0.8015) loss_bbox: 0.1808 (0.1927) loss_giou: 0.3933 (0.4166) loss_class_0: 0.9903 (1.0172) loss_bbox_0: 0.1755 (0.1909) loss_giou_0: 0.4110 (0.4203) loss_class_1: 0.8826 (0.8812) loss_bbox_1: 0.1823 (0.1926) loss_giou_1: 0.3837 (0.4191) loss_class_2: 0.8341 (0.8372) loss_bbox_2: 0.1742 (0.1906) loss_giou_2: 0.3970 (0.4167) loss_class_3: 0.7918 (0.8140) loss_bbox_3: 0.1698 (0.1916) loss_giou_3: 0.3929 (0.4160) loss_class_4: 0.7897 (0.8039) loss_bbox_4: 0.1749 (0.1921) loss_giou_4: 0.3971 (0.4164) loss_class_enc: 0.9512 (0.9417) loss_bbox_enc: 0.2423 (0.2322) loss_giou_enc: 0.4659 (0.4808) loss_class_dn: 0.4083 (0.4085) loss_bbox_dn: 0.3467 (0.3077) loss_giou_dn: 0.4843 (0.4910) loss_class_dn_0: 0.4933 (0.4907) loss_bbox_dn_0: 0.4702 (0.4119) loss_giou_dn_0: 0.6021 (0.6242) loss_class_dn_1: 0.4390 (0.4360) loss_bbox_dn_1: 0.3818 (0.3310) loss_giou_dn_1: 0.5093 (0.5203) loss_class_dn_2: 0.4186 (0.4151) loss_bbox_dn_2: 0.3563 (0.3116) loss_giou_dn_2: 0.4927 (0.4970) loss_class_dn_3: 0.4099 (0.4092) loss_bbox_dn_3: 0.3480 (0.3084) loss_giou_dn_3: 0.4865 (0.4920) loss_class_dn_4: 0.4085 (0.4077) loss_bbox_dn_4: 0.3470 (0.3077) loss_giou_dn_4: 0.4842 (0.4909) loss_class_hybrid: 0.7857 (0.8012) loss_bbox_hybrid: 0.1922 (0.2086) loss_giou_hybrid: 0.4355 (0.4515) loss_class_0_hybrid: 0.8599 (0.8727) loss_bbox_0_hybrid: 0.2159 (0.2187) loss_giou_0_hybrid: 0.4626 (0.4720) loss_class_1_hybrid: 0.8364 (0.8304) loss_bbox_1_hybrid: 0.2033 (0.2126) loss_giou_1_hybrid: 0.4532 (0.4592) loss_class_2_hybrid: 0.8071 (0.8154) loss_bbox_2_hybrid: 0.1965 (0.2088) loss_giou_2_hybrid: 0.4457 (0.4534) loss_class_3_hybrid: 0.7921 (0.8051) loss_bbox_3_hybrid: 0.1973 (0.2086) loss_giou_3_hybrid: 0.4364 (0.4520) loss_class_4_hybrid: 0.7994 (0.8012) loss_bbox_4_hybrid: 0.1922 (0.2086) loss_giou_4_hybrid: 0.4373 (0.4518) loss_class_enc_hybrid: 0.8315 (0.8249) loss_bbox_enc_hybrid: 0.2661 (0.2638) loss_giou_enc_hybrid: 0.5349 (0.5395) mem: 1020 max mem: 36965 [2024-01-15 03:24:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:25:44 det.util.engine] INFO: Epoch: [4] [2700/11727] eta: 2:45:02 lr: 0.000100 data_time: 0.0028 iter_time: 1.1474 loss: 28.5759 (28.6920) loss_class: 0.7597 (0.8012) loss_bbox: 0.1885 (0.1927) loss_giou: 0.4245 (0.4169) loss_class_0: 0.9903 (1.0171) loss_bbox_0: 0.1789 (0.1909) loss_giou_0: 0.4331 (0.4206) loss_class_1: 0.8525 (0.8811) loss_bbox_1: 0.1825 (0.1927) loss_giou_1: 0.4350 (0.4194) loss_class_2: 0.8229 (0.8369) loss_bbox_2: 0.1839 (0.1906) loss_giou_2: 0.4233 (0.4170) loss_class_3: 0.7810 (0.8139) loss_bbox_3: 0.1836 (0.1915) loss_giou_3: 0.4182 (0.4164) loss_class_4: 0.7689 (0.8037) loss_bbox_4: 0.1889 (0.1921) loss_giou_4: 0.4229 (0.4168) loss_class_enc: 0.8686 (0.9414) loss_bbox_enc: 0.2279 (0.2322) loss_giou_enc: 0.4851 (0.4811) loss_class_dn: 0.4025 (0.4085) loss_bbox_dn: 0.2920 (0.3078) loss_giou_dn: 0.4974 (0.4914) loss_class_dn_0: 0.4743 (0.4906) loss_bbox_dn_0: 0.3687 (0.4118) loss_giou_dn_0: 0.6303 (0.6244) loss_class_dn_1: 0.4228 (0.4359) loss_bbox_dn_1: 0.3216 (0.3311) loss_giou_dn_1: 0.5334 (0.5206) loss_class_dn_2: 0.4057 (0.4151) loss_bbox_dn_2: 0.2990 (0.3117) loss_giou_dn_2: 0.5083 (0.4974) loss_class_dn_3: 0.4032 (0.4092) loss_bbox_dn_3: 0.2955 (0.3085) loss_giou_dn_3: 0.4991 (0.4924) loss_class_dn_4: 0.3986 (0.4077) loss_bbox_dn_4: 0.2921 (0.3078) loss_giou_dn_4: 0.4974 (0.4913) loss_class_hybrid: 0.7565 (0.8010) loss_bbox_hybrid: 0.2158 (0.2087) loss_giou_hybrid: 0.4572 (0.4520) loss_class_0_hybrid: 0.8433 (0.8728) loss_bbox_0_hybrid: 0.2153 (0.2188) loss_giou_0_hybrid: 0.4889 (0.4724) loss_class_1_hybrid: 0.7775 (0.8302) loss_bbox_1_hybrid: 0.2130 (0.2127) loss_giou_1_hybrid: 0.4685 (0.4596) loss_class_2_hybrid: 0.7754 (0.8152) loss_bbox_2_hybrid: 0.2148 (0.2089) loss_giou_2_hybrid: 0.4607 (0.4539) loss_class_3_hybrid: 0.7732 (0.8050) loss_bbox_3_hybrid: 0.2135 (0.2087) loss_giou_3_hybrid: 0.4611 (0.4524) loss_class_4_hybrid: 0.7557 (0.8010) loss_bbox_4_hybrid: 0.2177 (0.2087) loss_giou_4_hybrid: 0.4598 (0.4522) loss_class_enc_hybrid: 0.7727 (0.8248) loss_bbox_enc_hybrid: 0.2464 (0.2639) loss_giou_enc_hybrid: 0.5416 (0.5399) mem: 1009 max mem: 36965 [2024-01-15 03:25:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:26:38 det.util.engine] INFO: Epoch: [4] [2750/11727] eta: 2:44:03 lr: 0.000100 data_time: 0.0031 iter_time: 1.0482 loss: 27.6775 (28.6858) loss_class: 0.7778 (0.8008) loss_bbox: 0.1688 (0.1926) loss_giou: 0.4132 (0.4172) loss_class_0: 0.9699 (1.0167) loss_bbox_0: 0.1661 (0.1908) loss_giou_0: 0.4332 (0.4208) loss_class_1: 0.8275 (0.8806) loss_bbox_1: 0.1654 (0.1926) loss_giou_1: 0.4226 (0.4197) loss_class_2: 0.7987 (0.8365) loss_bbox_2: 0.1626 (0.1905) loss_giou_2: 0.4263 (0.4173) loss_class_3: 0.7860 (0.8135) loss_bbox_3: 0.1821 (0.1914) loss_giou_3: 0.4158 (0.4166) loss_class_4: 0.7895 (0.8033) loss_bbox_4: 0.1721 (0.1921) loss_giou_4: 0.4146 (0.4170) loss_class_enc: 0.8976 (0.9409) loss_bbox_enc: 0.2038 (0.2321) loss_giou_enc: 0.4685 (0.4813) loss_class_dn: 0.4076 (0.4086) loss_bbox_dn: 0.2684 (0.3073) loss_giou_dn: 0.4726 (0.4913) loss_class_dn_0: 0.4930 (0.4907) loss_bbox_dn_0: 0.3390 (0.4112) loss_giou_dn_0: 0.6151 (0.6244) loss_class_dn_1: 0.4360 (0.4360) loss_bbox_dn_1: 0.3045 (0.3306) loss_giou_dn_1: 0.5043 (0.5206) loss_class_dn_2: 0.4126 (0.4151) loss_bbox_dn_2: 0.2809 (0.3112) loss_giou_dn_2: 0.4817 (0.4973) loss_class_dn_3: 0.4041 (0.4092) loss_bbox_dn_3: 0.2709 (0.3080) loss_giou_dn_3: 0.4761 (0.4923) loss_class_dn_4: 0.4049 (0.4077) loss_bbox_dn_4: 0.2684 (0.3073) loss_giou_dn_4: 0.4727 (0.4912) loss_class_hybrid: 0.7929 (0.8007) loss_bbox_hybrid: 0.1860 (0.2087) loss_giou_hybrid: 0.4423 (0.4522) loss_class_0_hybrid: 0.8661 (0.8725) loss_bbox_0_hybrid: 0.2089 (0.2187) loss_giou_0_hybrid: 0.4789 (0.4726) loss_class_1_hybrid: 0.8323 (0.8299) loss_bbox_1_hybrid: 0.1961 (0.2126) loss_giou_1_hybrid: 0.4601 (0.4599) loss_class_2_hybrid: 0.8194 (0.8148) loss_bbox_2_hybrid: 0.1925 (0.2088) loss_giou_2_hybrid: 0.4548 (0.4542) loss_class_3_hybrid: 0.7929 (0.8046) loss_bbox_3_hybrid: 0.1910 (0.2086) loss_giou_3_hybrid: 0.4460 (0.4527) loss_class_4_hybrid: 0.7870 (0.8007) loss_bbox_4_hybrid: 0.1888 (0.2086) loss_giou_4_hybrid: 0.4435 (0.4525) loss_class_enc_hybrid: 0.8220 (0.8245) loss_bbox_enc_hybrid: 0.2374 (0.2637) loss_giou_enc_hybrid: 0.5413 (0.5400) mem: 1018 max mem: 36965 [2024-01-15 03:26:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:27:31 det.util.engine] INFO: Epoch: [4] [2800/11727] eta: 2:43:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0688 loss: 28.9773 (28.6763) loss_class: 0.7677 (0.8007) loss_bbox: 0.1800 (0.1926) loss_giou: 0.4098 (0.4169) loss_class_0: 1.0013 (1.0166) loss_bbox_0: 0.1828 (0.1908) loss_giou_0: 0.4149 (0.4205) loss_class_1: 0.8678 (0.8804) loss_bbox_1: 0.1852 (0.1925) loss_giou_1: 0.4006 (0.4193) loss_class_2: 0.8276 (0.8361) loss_bbox_2: 0.1847 (0.1905) loss_giou_2: 0.3960 (0.4170) loss_class_3: 0.7949 (0.8133) loss_bbox_3: 0.1791 (0.1915) loss_giou_3: 0.4105 (0.4164) loss_class_4: 0.7757 (0.8032) loss_bbox_4: 0.1822 (0.1921) loss_giou_4: 0.4096 (0.4168) loss_class_enc: 0.9507 (0.9408) loss_bbox_enc: 0.2199 (0.2321) loss_giou_enc: 0.4599 (0.4809) loss_class_dn: 0.3995 (0.4084) loss_bbox_dn: 0.3061 (0.3073) loss_giou_dn: 0.4683 (0.4909) loss_class_dn_0: 0.4948 (0.4907) loss_bbox_dn_0: 0.3872 (0.4114) loss_giou_dn_0: 0.6079 (0.6240) loss_class_dn_1: 0.4306 (0.4359) loss_bbox_dn_1: 0.3107 (0.3306) loss_giou_dn_1: 0.5037 (0.5202) loss_class_dn_2: 0.4111 (0.4150) loss_bbox_dn_2: 0.3083 (0.3112) loss_giou_dn_2: 0.4729 (0.4969) loss_class_dn_3: 0.4063 (0.4091) loss_bbox_dn_3: 0.3063 (0.3080) loss_giou_dn_3: 0.4694 (0.4920) loss_class_dn_4: 0.4019 (0.4076) loss_bbox_dn_4: 0.3061 (0.3073) loss_giou_dn_4: 0.4680 (0.4908) loss_class_hybrid: 0.7922 (0.8007) loss_bbox_hybrid: 0.2173 (0.2085) loss_giou_hybrid: 0.4218 (0.4519) loss_class_0_hybrid: 0.8678 (0.8726) loss_bbox_0_hybrid: 0.2079 (0.2186) loss_giou_0_hybrid: 0.4331 (0.4722) loss_class_1_hybrid: 0.8296 (0.8298) loss_bbox_1_hybrid: 0.2035 (0.2125) loss_giou_1_hybrid: 0.4262 (0.4595) loss_class_2_hybrid: 0.8232 (0.8147) loss_bbox_2_hybrid: 0.2104 (0.2088) loss_giou_2_hybrid: 0.4230 (0.4539) loss_class_3_hybrid: 0.7998 (0.8045) loss_bbox_3_hybrid: 0.2184 (0.2085) loss_giou_3_hybrid: 0.4238 (0.4524) loss_class_4_hybrid: 0.7988 (0.8006) loss_bbox_4_hybrid: 0.2177 (0.2085) loss_giou_4_hybrid: 0.4204 (0.4522) loss_class_enc_hybrid: 0.8374 (0.8245) loss_bbox_enc_hybrid: 0.2545 (0.2636) loss_giou_enc_hybrid: 0.5071 (0.5396) mem: 1024 max mem: 36965 [2024-01-15 03:27:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:28:26 det.util.engine] INFO: Epoch: [4] [2850/11727] eta: 2:42:10 lr: 0.000100 data_time: 0.0027 iter_time: 1.0756 loss: 28.0998 (28.6731) loss_class: 0.7882 (0.8009) loss_bbox: 0.2012 (0.1924) loss_giou: 0.4041 (0.4167) loss_class_0: 0.9860 (1.0166) loss_bbox_0: 0.1950 (0.1908) loss_giou_0: 0.3858 (0.4203) loss_class_1: 0.8607 (0.8805) loss_bbox_1: 0.1957 (0.1924) loss_giou_1: 0.3909 (0.4192) loss_class_2: 0.8299 (0.8363) loss_bbox_2: 0.1866 (0.1904) loss_giou_2: 0.3939 (0.4168) loss_class_3: 0.8197 (0.8135) loss_bbox_3: 0.1960 (0.1913) loss_giou_3: 0.3916 (0.4161) loss_class_4: 0.7857 (0.8033) loss_bbox_4: 0.2004 (0.1920) loss_giou_4: 0.4018 (0.4166) loss_class_enc: 0.9034 (0.9408) loss_bbox_enc: 0.2295 (0.2319) loss_giou_enc: 0.4688 (0.4807) loss_class_dn: 0.4104 (0.4086) loss_bbox_dn: 0.2952 (0.3071) loss_giou_dn: 0.4587 (0.4908) loss_class_dn_0: 0.4901 (0.4908) loss_bbox_dn_0: 0.3984 (0.4111) loss_giou_dn_0: 0.5974 (0.6239) loss_class_dn_1: 0.4318 (0.4360) loss_bbox_dn_1: 0.3207 (0.3304) loss_giou_dn_1: 0.4863 (0.5200) loss_class_dn_2: 0.4098 (0.4151) loss_bbox_dn_2: 0.2983 (0.3110) loss_giou_dn_2: 0.4625 (0.4968) loss_class_dn_3: 0.4036 (0.4092) loss_bbox_dn_3: 0.2949 (0.3079) loss_giou_dn_3: 0.4591 (0.4918) loss_class_dn_4: 0.4068 (0.4077) loss_bbox_dn_4: 0.2952 (0.3071) loss_giou_dn_4: 0.4584 (0.4906) loss_class_hybrid: 0.7667 (0.8007) loss_bbox_hybrid: 0.2100 (0.2085) loss_giou_hybrid: 0.4302 (0.4518) loss_class_0_hybrid: 0.8627 (0.8726) loss_bbox_0_hybrid: 0.2130 (0.2186) loss_giou_0_hybrid: 0.4533 (0.4721) loss_class_1_hybrid: 0.8032 (0.8300) loss_bbox_1_hybrid: 0.2143 (0.2125) loss_giou_1_hybrid: 0.4384 (0.4594) loss_class_2_hybrid: 0.7837 (0.8147) loss_bbox_2_hybrid: 0.2134 (0.2087) loss_giou_2_hybrid: 0.4317 (0.4538) loss_class_3_hybrid: 0.7816 (0.8046) loss_bbox_3_hybrid: 0.2169 (0.2085) loss_giou_3_hybrid: 0.4307 (0.4523) loss_class_4_hybrid: 0.7672 (0.8007) loss_bbox_4_hybrid: 0.2091 (0.2085) loss_giou_4_hybrid: 0.4290 (0.4521) loss_class_enc_hybrid: 0.7906 (0.8245) loss_bbox_enc_hybrid: 0.2613 (0.2635) loss_giou_enc_hybrid: 0.5292 (0.5395) mem: 1029 max mem: 36965 [2024-01-15 03:28:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:29:21 det.util.engine] INFO: Epoch: [4] [2900/11727] eta: 2:41:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0684 loss: 28.3615 (28.6728) loss_class: 0.7690 (0.8005) loss_bbox: 0.1906 (0.1926) loss_giou: 0.4336 (0.4170) loss_class_0: 0.9612 (1.0162) loss_bbox_0: 0.1740 (0.1908) loss_giou_0: 0.4198 (0.4206) loss_class_1: 0.8467 (0.8803) loss_bbox_1: 0.1791 (0.1924) loss_giou_1: 0.4173 (0.4194) loss_class_2: 0.7905 (0.8359) loss_bbox_2: 0.1750 (0.1905) loss_giou_2: 0.4272 (0.4171) loss_class_3: 0.7643 (0.8132) loss_bbox_3: 0.1872 (0.1914) loss_giou_3: 0.4335 (0.4164) loss_class_4: 0.7619 (0.8030) loss_bbox_4: 0.1907 (0.1921) loss_giou_4: 0.4335 (0.4169) loss_class_enc: 0.8919 (0.9403) loss_bbox_enc: 0.2143 (0.2321) loss_giou_enc: 0.4738 (0.4810) loss_class_dn: 0.3977 (0.4085) loss_bbox_dn: 0.2553 (0.3070) loss_giou_dn: 0.5080 (0.4909) loss_class_dn_0: 0.4812 (0.4907) loss_bbox_dn_0: 0.3453 (0.4110) loss_giou_dn_0: 0.6323 (0.6239) loss_class_dn_1: 0.4268 (0.4359) loss_bbox_dn_1: 0.2800 (0.3303) loss_giou_dn_1: 0.5317 (0.5201) loss_class_dn_2: 0.4049 (0.4150) loss_bbox_dn_2: 0.2625 (0.3109) loss_giou_dn_2: 0.5127 (0.4969) loss_class_dn_3: 0.3992 (0.4091) loss_bbox_dn_3: 0.2562 (0.3078) loss_giou_dn_3: 0.5094 (0.4919) loss_class_dn_4: 0.3987 (0.4076) loss_bbox_dn_4: 0.2553 (0.3070) loss_giou_dn_4: 0.5080 (0.4907) loss_class_hybrid: 0.7547 (0.8002) loss_bbox_hybrid: 0.2033 (0.2086) loss_giou_hybrid: 0.4594 (0.4522) loss_class_0_hybrid: 0.8220 (0.8723) loss_bbox_0_hybrid: 0.2115 (0.2187) loss_giou_0_hybrid: 0.4734 (0.4725) loss_class_1_hybrid: 0.7908 (0.8295) loss_bbox_1_hybrid: 0.2000 (0.2126) loss_giou_1_hybrid: 0.4667 (0.4598) loss_class_2_hybrid: 0.7612 (0.8142) loss_bbox_2_hybrid: 0.2044 (0.2088) loss_giou_2_hybrid: 0.4584 (0.4542) loss_class_3_hybrid: 0.7469 (0.8040) loss_bbox_3_hybrid: 0.2042 (0.2086) loss_giou_3_hybrid: 0.4658 (0.4527) loss_class_4_hybrid: 0.7558 (0.8002) loss_bbox_4_hybrid: 0.2001 (0.2086) loss_giou_4_hybrid: 0.4615 (0.4525) loss_class_enc_hybrid: 0.7801 (0.8241) loss_bbox_enc_hybrid: 0.2456 (0.2637) loss_giou_enc_hybrid: 0.5497 (0.5399) mem: 1028 max mem: 36965 [2024-01-15 03:29:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:30:14 det.util.engine] INFO: Epoch: [4] [2950/11727] eta: 2:40:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.0595 loss: 27.3363 (28.6583) loss_class: 0.7561 (0.8000) loss_bbox: 0.1710 (0.1925) loss_giou: 0.3749 (0.4167) loss_class_0: 0.9392 (1.0160) loss_bbox_0: 0.1779 (0.1908) loss_giou_0: 0.3838 (0.4203) loss_class_1: 0.8401 (0.8800) loss_bbox_1: 0.1774 (0.1923) loss_giou_1: 0.3767 (0.4191) loss_class_2: 0.7980 (0.8356) loss_bbox_2: 0.1686 (0.1903) loss_giou_2: 0.3768 (0.4168) loss_class_3: 0.7603 (0.8127) loss_bbox_3: 0.1676 (0.1913) loss_giou_3: 0.3742 (0.4161) loss_class_4: 0.7514 (0.8025) loss_bbox_4: 0.1708 (0.1920) loss_giou_4: 0.3750 (0.4166) loss_class_enc: 0.8999 (0.9400) loss_bbox_enc: 0.2133 (0.2320) loss_giou_enc: 0.4393 (0.4808) loss_class_dn: 0.3962 (0.4083) loss_bbox_dn: 0.2520 (0.3068) loss_giou_dn: 0.4576 (0.4905) loss_class_dn_0: 0.4740 (0.4906) loss_bbox_dn_0: 0.3755 (0.4108) loss_giou_dn_0: 0.5869 (0.6235) loss_class_dn_1: 0.4248 (0.4358) loss_bbox_dn_1: 0.2923 (0.3301) loss_giou_dn_1: 0.4812 (0.5198) loss_class_dn_2: 0.4066 (0.4149) loss_bbox_dn_2: 0.2606 (0.3107) loss_giou_dn_2: 0.4649 (0.4965) loss_class_dn_3: 0.3992 (0.4090) loss_bbox_dn_3: 0.2538 (0.3075) loss_giou_dn_3: 0.4589 (0.4915) loss_class_dn_4: 0.3962 (0.4075) loss_bbox_dn_4: 0.2520 (0.3068) loss_giou_dn_4: 0.4577 (0.4904) loss_class_hybrid: 0.7743 (0.8000) loss_bbox_hybrid: 0.1872 (0.2085) loss_giou_hybrid: 0.4004 (0.4519) loss_class_0_hybrid: 0.8314 (0.8722) loss_bbox_0_hybrid: 0.1984 (0.2185) loss_giou_0_hybrid: 0.4090 (0.4721) loss_class_1_hybrid: 0.8312 (0.8293) loss_bbox_1_hybrid: 0.1924 (0.2124) loss_giou_1_hybrid: 0.4034 (0.4594) loss_class_2_hybrid: 0.8003 (0.8139) loss_bbox_2_hybrid: 0.1894 (0.2087) loss_giou_2_hybrid: 0.4025 (0.4538) loss_class_3_hybrid: 0.7744 (0.8037) loss_bbox_3_hybrid: 0.1881 (0.2085) loss_giou_3_hybrid: 0.3962 (0.4524) loss_class_4_hybrid: 0.7660 (0.7999) loss_bbox_4_hybrid: 0.1885 (0.2085) loss_giou_4_hybrid: 0.4048 (0.4522) loss_class_enc_hybrid: 0.7757 (0.8240) loss_bbox_enc_hybrid: 0.2394 (0.2635) loss_giou_enc_hybrid: 0.4722 (0.5396) mem: 1030 max mem: 36965 [2024-01-15 03:30:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:31:07 det.util.engine] INFO: Epoch: [4] [3000/11727] eta: 2:39:16 lr: 0.000100 data_time: 0.0032 iter_time: 1.0472 loss: 28.8545 (28.6516) loss_class: 0.7667 (0.7998) loss_bbox: 0.1990 (0.1924) loss_giou: 0.3852 (0.4167) loss_class_0: 0.9628 (1.0158) loss_bbox_0: 0.1978 (0.1907) loss_giou_0: 0.3921 (0.4203) loss_class_1: 0.8318 (0.8798) loss_bbox_1: 0.2018 (0.1922) loss_giou_1: 0.3884 (0.4191) loss_class_2: 0.7937 (0.8355) loss_bbox_2: 0.1963 (0.1902) loss_giou_2: 0.3820 (0.4167) loss_class_3: 0.7694 (0.8126) loss_bbox_3: 0.2057 (0.1912) loss_giou_3: 0.3768 (0.4161) loss_class_4: 0.7672 (0.8023) loss_bbox_4: 0.1989 (0.1919) loss_giou_4: 0.3836 (0.4166) loss_class_enc: 0.8915 (0.9397) loss_bbox_enc: 0.2447 (0.2320) loss_giou_enc: 0.4613 (0.4809) loss_class_dn: 0.4073 (0.4084) loss_bbox_dn: 0.3368 (0.3065) loss_giou_dn: 0.4716 (0.4904) loss_class_dn_0: 0.4947 (0.4907) loss_bbox_dn_0: 0.4244 (0.4105) loss_giou_dn_0: 0.6052 (0.6235) loss_class_dn_1: 0.4381 (0.4358) loss_bbox_dn_1: 0.3558 (0.3298) loss_giou_dn_1: 0.5057 (0.5197) loss_class_dn_2: 0.4191 (0.4149) loss_bbox_dn_2: 0.3416 (0.3104) loss_giou_dn_2: 0.4772 (0.4964) loss_class_dn_3: 0.4101 (0.4090) loss_bbox_dn_3: 0.3371 (0.3073) loss_giou_dn_3: 0.4724 (0.4915) loss_class_dn_4: 0.4056 (0.4075) loss_bbox_dn_4: 0.3369 (0.3065) loss_giou_dn_4: 0.4716 (0.4903) loss_class_hybrid: 0.7636 (0.7998) loss_bbox_hybrid: 0.2202 (0.2083) loss_giou_hybrid: 0.4228 (0.4518) loss_class_0_hybrid: 0.8534 (0.8720) loss_bbox_0_hybrid: 0.2336 (0.2183) loss_giou_0_hybrid: 0.4363 (0.4720) loss_class_1_hybrid: 0.7930 (0.8292) loss_bbox_1_hybrid: 0.2302 (0.2122) loss_giou_1_hybrid: 0.4271 (0.4594) loss_class_2_hybrid: 0.7869 (0.8138) loss_bbox_2_hybrid: 0.2225 (0.2085) loss_giou_2_hybrid: 0.4232 (0.4538) loss_class_3_hybrid: 0.7559 (0.8036) loss_bbox_3_hybrid: 0.2204 (0.2083) loss_giou_3_hybrid: 0.4221 (0.4523) loss_class_4_hybrid: 0.7498 (0.7997) loss_bbox_4_hybrid: 0.2213 (0.2084) loss_giou_4_hybrid: 0.4233 (0.4521) loss_class_enc_hybrid: 0.7839 (0.8238) loss_bbox_enc_hybrid: 0.2883 (0.2634) loss_giou_enc_hybrid: 0.5105 (0.5396) mem: 1022 max mem: 36965 [2024-01-15 03:31:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:32:02 det.util.engine] INFO: Epoch: [4] [3050/11727] eta: 2:38:22 lr: 0.000100 data_time: 0.0029 iter_time: 1.1161 loss: 28.9955 (28.6579) loss_class: 0.8088 (0.8001) loss_bbox: 0.1782 (0.1925) loss_giou: 0.4026 (0.4166) loss_class_0: 0.9883 (1.0160) loss_bbox_0: 0.1849 (0.1908) loss_giou_0: 0.4238 (0.4203) loss_class_1: 0.8590 (0.8800) loss_bbox_1: 0.1892 (0.1924) loss_giou_1: 0.4206 (0.4191) loss_class_2: 0.8225 (0.8356) loss_bbox_2: 0.1849 (0.1903) loss_giou_2: 0.4163 (0.4167) loss_class_3: 0.8233 (0.8128) loss_bbox_3: 0.1737 (0.1913) loss_giou_3: 0.4012 (0.4160) loss_class_4: 0.8161 (0.8026) loss_bbox_4: 0.1745 (0.1920) loss_giou_4: 0.4082 (0.4166) loss_class_enc: 0.9245 (0.9398) loss_bbox_enc: 0.2222 (0.2321) loss_giou_enc: 0.4715 (0.4809) loss_class_dn: 0.4087 (0.4084) loss_bbox_dn: 0.2873 (0.3068) loss_giou_dn: 0.4831 (0.4905) loss_class_dn_0: 0.4943 (0.4907) loss_bbox_dn_0: 0.3880 (0.4107) loss_giou_dn_0: 0.6023 (0.6235) loss_class_dn_1: 0.4334 (0.4358) loss_bbox_dn_1: 0.3233 (0.3301) loss_giou_dn_1: 0.5152 (0.5198) loss_class_dn_2: 0.4108 (0.4150) loss_bbox_dn_2: 0.2929 (0.3107) loss_giou_dn_2: 0.4878 (0.4965) loss_class_dn_3: 0.4069 (0.4090) loss_bbox_dn_3: 0.2886 (0.3075) loss_giou_dn_3: 0.4832 (0.4915) loss_class_dn_4: 0.4072 (0.4075) loss_bbox_dn_4: 0.2873 (0.3068) loss_giou_dn_4: 0.4829 (0.4904) loss_class_hybrid: 0.8089 (0.8001) loss_bbox_hybrid: 0.1967 (0.2084) loss_giou_hybrid: 0.4544 (0.4518) loss_class_0_hybrid: 0.8535 (0.8722) loss_bbox_0_hybrid: 0.2102 (0.2184) loss_giou_0_hybrid: 0.4832 (0.4720) loss_class_1_hybrid: 0.7999 (0.8295) loss_bbox_1_hybrid: 0.2004 (0.2123) loss_giou_1_hybrid: 0.4700 (0.4593) loss_class_2_hybrid: 0.8040 (0.8141) loss_bbox_2_hybrid: 0.1987 (0.2085) loss_giou_2_hybrid: 0.4572 (0.4537) loss_class_3_hybrid: 0.8101 (0.8039) loss_bbox_3_hybrid: 0.1982 (0.2083) loss_giou_3_hybrid: 0.4546 (0.4523) loss_class_4_hybrid: 0.8044 (0.8000) loss_bbox_4_hybrid: 0.1975 (0.2084) loss_giou_4_hybrid: 0.4555 (0.4521) loss_class_enc_hybrid: 0.8245 (0.8240) loss_bbox_enc_hybrid: 0.2610 (0.2634) loss_giou_enc_hybrid: 0.5501 (0.5396) mem: 1017 max mem: 36965 [2024-01-15 03:32:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:32:57 det.util.engine] INFO: Epoch: [4] [3100/11727] eta: 2:37:27 lr: 0.000100 data_time: 0.0028 iter_time: 1.1066 loss: 28.1610 (28.6681) loss_class: 0.8051 (0.8007) loss_bbox: 0.1784 (0.1926) loss_giou: 0.3994 (0.4167) loss_class_0: 1.0569 (1.0164) loss_bbox_0: 0.1758 (0.1909) loss_giou_0: 0.4044 (0.4203) loss_class_1: 0.8713 (0.8804) loss_bbox_1: 0.1885 (0.1925) loss_giou_1: 0.3978 (0.4192) loss_class_2: 0.8525 (0.8361) loss_bbox_2: 0.1810 (0.1904) loss_giou_2: 0.3900 (0.4168) loss_class_3: 0.8555 (0.8134) loss_bbox_3: 0.1808 (0.1914) loss_giou_3: 0.3904 (0.4161) loss_class_4: 0.7995 (0.8031) loss_bbox_4: 0.1787 (0.1921) loss_giou_4: 0.3896 (0.4166) loss_class_enc: 0.9380 (0.9401) loss_bbox_enc: 0.2255 (0.2322) loss_giou_enc: 0.4688 (0.4810) loss_class_dn: 0.4079 (0.4084) loss_bbox_dn: 0.2929 (0.3070) loss_giou_dn: 0.4843 (0.4906) loss_class_dn_0: 0.4993 (0.4908) loss_bbox_dn_0: 0.4052 (0.4109) loss_giou_dn_0: 0.6266 (0.6236) loss_class_dn_1: 0.4396 (0.4359) loss_bbox_dn_1: 0.3177 (0.3303) loss_giou_dn_1: 0.5220 (0.5199) loss_class_dn_2: 0.4165 (0.4150) loss_bbox_dn_2: 0.2994 (0.3109) loss_giou_dn_2: 0.4931 (0.4966) loss_class_dn_3: 0.4065 (0.4090) loss_bbox_dn_3: 0.2942 (0.3077) loss_giou_dn_3: 0.4859 (0.4916) loss_class_dn_4: 0.4038 (0.4075) loss_bbox_dn_4: 0.2928 (0.3070) loss_giou_dn_4: 0.4845 (0.4905) loss_class_hybrid: 0.8240 (0.8004) loss_bbox_hybrid: 0.1973 (0.2085) loss_giou_hybrid: 0.3922 (0.4518) loss_class_0_hybrid: 0.8902 (0.8726) loss_bbox_0_hybrid: 0.2076 (0.2185) loss_giou_0_hybrid: 0.4219 (0.4720) loss_class_1_hybrid: 0.8376 (0.8299) loss_bbox_1_hybrid: 0.1972 (0.2124) loss_giou_1_hybrid: 0.4018 (0.4594) loss_class_2_hybrid: 0.8371 (0.8145) loss_bbox_2_hybrid: 0.2007 (0.2086) loss_giou_2_hybrid: 0.3931 (0.4538) loss_class_3_hybrid: 0.8312 (0.8042) loss_bbox_3_hybrid: 0.2032 (0.2085) loss_giou_3_hybrid: 0.3917 (0.4523) loss_class_4_hybrid: 0.8247 (0.8004) loss_bbox_4_hybrid: 0.2005 (0.2085) loss_giou_4_hybrid: 0.3942 (0.4521) loss_class_enc_hybrid: 0.8168 (0.8244) loss_bbox_enc_hybrid: 0.2499 (0.2635) loss_giou_enc_hybrid: 0.5051 (0.5396) mem: 1037 max mem: 36965 [2024-01-15 03:32:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:33:50 det.util.engine] INFO: Epoch: [4] [3150/11727] eta: 2:36:29 lr: 0.000100 data_time: 0.0030 iter_time: 1.0272 loss: 28.8194 (28.6659) loss_class: 0.8166 (0.8011) loss_bbox: 0.1957 (0.1925) loss_giou: 0.3399 (0.4163) loss_class_0: 1.0619 (1.0168) loss_bbox_0: 0.1841 (0.1908) loss_giou_0: 0.3488 (0.4199) loss_class_1: 0.9025 (0.8806) loss_bbox_1: 0.1808 (0.1925) loss_giou_1: 0.3494 (0.4189) loss_class_2: 0.8431 (0.8366) loss_bbox_2: 0.1880 (0.1903) loss_giou_2: 0.3407 (0.4165) loss_class_3: 0.8344 (0.8139) loss_bbox_3: 0.1919 (0.1913) loss_giou_3: 0.3369 (0.4157) loss_class_4: 0.8074 (0.8035) loss_bbox_4: 0.1934 (0.1921) loss_giou_4: 0.3399 (0.4162) loss_class_enc: 1.0186 (0.9405) loss_bbox_enc: 0.2385 (0.2321) loss_giou_enc: 0.4103 (0.4806) loss_class_dn: 0.4037 (0.4085) loss_bbox_dn: 0.3491 (0.3070) loss_giou_dn: 0.4309 (0.4904) loss_class_dn_0: 0.4965 (0.4907) loss_bbox_dn_0: 0.4722 (0.4110) loss_giou_dn_0: 0.5823 (0.6233) loss_class_dn_1: 0.4320 (0.4358) loss_bbox_dn_1: 0.3780 (0.3303) loss_giou_dn_1: 0.4690 (0.5197) loss_class_dn_2: 0.4109 (0.4150) loss_bbox_dn_2: 0.3533 (0.3109) loss_giou_dn_2: 0.4402 (0.4964) loss_class_dn_3: 0.4035 (0.4091) loss_bbox_dn_3: 0.3519 (0.3077) loss_giou_dn_3: 0.4323 (0.4914) loss_class_dn_4: 0.4047 (0.4076) loss_bbox_dn_4: 0.3490 (0.3070) loss_giou_dn_4: 0.4308 (0.4903) loss_class_hybrid: 0.8387 (0.8008) loss_bbox_hybrid: 0.1993 (0.2084) loss_giou_hybrid: 0.3607 (0.4515) loss_class_0_hybrid: 0.9123 (0.8730) loss_bbox_0_hybrid: 0.2084 (0.2183) loss_giou_0_hybrid: 0.3863 (0.4716) loss_class_1_hybrid: 0.8612 (0.8301) loss_bbox_1_hybrid: 0.2141 (0.2123) loss_giou_1_hybrid: 0.3722 (0.4590) loss_class_2_hybrid: 0.8565 (0.8147) loss_bbox_2_hybrid: 0.2060 (0.2085) loss_giou_2_hybrid: 0.3683 (0.4534) loss_class_3_hybrid: 0.8583 (0.8045) loss_bbox_3_hybrid: 0.1963 (0.2083) loss_giou_3_hybrid: 0.3594 (0.4520) loss_class_4_hybrid: 0.8437 (0.8007) loss_bbox_4_hybrid: 0.1986 (0.2084) loss_giou_4_hybrid: 0.3605 (0.4518) loss_class_enc_hybrid: 0.8731 (0.8247) loss_bbox_enc_hybrid: 0.2706 (0.2635) loss_giou_enc_hybrid: 0.4503 (0.5392) mem: 1029 max mem: 36965 [2024-01-15 03:33:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:34:44 det.util.engine] INFO: Epoch: [4] [3200/11727] eta: 2:35:30 lr: 0.000100 data_time: 0.0028 iter_time: 1.0522 loss: 29.2897 (28.6729) loss_class: 0.8032 (0.8013) loss_bbox: 0.2030 (0.1926) loss_giou: 0.4241 (0.4165) loss_class_0: 0.9780 (1.0167) loss_bbox_0: 0.1959 (0.1909) loss_giou_0: 0.4243 (0.4201) loss_class_1: 0.8798 (0.8808) loss_bbox_1: 0.1972 (0.1925) loss_giou_1: 0.4393 (0.4191) loss_class_2: 0.8053 (0.8366) loss_bbox_2: 0.2056 (0.1904) loss_giou_2: 0.4238 (0.4167) loss_class_3: 0.7973 (0.8140) loss_bbox_3: 0.2020 (0.1914) loss_giou_3: 0.4270 (0.4159) loss_class_4: 0.8024 (0.8036) loss_bbox_4: 0.2009 (0.1921) loss_giou_4: 0.4240 (0.4164) loss_class_enc: 0.9200 (0.9405) loss_bbox_enc: 0.2393 (0.2322) loss_giou_enc: 0.4872 (0.4808) loss_class_dn: 0.4123 (0.4085) loss_bbox_dn: 0.2781 (0.3071) loss_giou_dn: 0.5100 (0.4906) loss_class_dn_0: 0.4799 (0.4907) loss_bbox_dn_0: 0.3870 (0.4111) loss_giou_dn_0: 0.6398 (0.6235) loss_class_dn_1: 0.4403 (0.4359) loss_bbox_dn_1: 0.2974 (0.3304) loss_giou_dn_1: 0.5472 (0.5199) loss_class_dn_2: 0.4183 (0.4151) loss_bbox_dn_2: 0.2808 (0.3110) loss_giou_dn_2: 0.5215 (0.4966) loss_class_dn_3: 0.4138 (0.4091) loss_bbox_dn_3: 0.2776 (0.3078) loss_giou_dn_3: 0.5107 (0.4916) loss_class_dn_4: 0.4131 (0.4076) loss_bbox_dn_4: 0.2781 (0.3071) loss_giou_dn_4: 0.5095 (0.4905) loss_class_hybrid: 0.7417 (0.8008) loss_bbox_hybrid: 0.2094 (0.2085) loss_giou_hybrid: 0.4701 (0.4517) loss_class_0_hybrid: 0.8121 (0.8729) loss_bbox_0_hybrid: 0.2219 (0.2185) loss_giou_0_hybrid: 0.4952 (0.4719) loss_class_1_hybrid: 0.7866 (0.8302) loss_bbox_1_hybrid: 0.2133 (0.2124) loss_giou_1_hybrid: 0.4777 (0.4593) loss_class_2_hybrid: 0.7520 (0.8147) loss_bbox_2_hybrid: 0.2069 (0.2087) loss_giou_2_hybrid: 0.4711 (0.4537) loss_class_3_hybrid: 0.7541 (0.8046) loss_bbox_3_hybrid: 0.2060 (0.2085) loss_giou_3_hybrid: 0.4684 (0.4522) loss_class_4_hybrid: 0.7367 (0.8008) loss_bbox_4_hybrid: 0.2100 (0.2085) loss_giou_4_hybrid: 0.4679 (0.4520) loss_class_enc_hybrid: 0.7867 (0.8247) loss_bbox_enc_hybrid: 0.2622 (0.2636) loss_giou_enc_hybrid: 0.5565 (0.5394) mem: 1019 max mem: 36965 [2024-01-15 03:34:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:35:38 det.util.engine] INFO: Epoch: [4] [3250/11727] eta: 2:34:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.1060 loss: 28.8146 (28.6736) loss_class: 0.7993 (0.8013) loss_bbox: 0.2050 (0.1928) loss_giou: 0.4344 (0.4164) loss_class_0: 1.0015 (1.0166) loss_bbox_0: 0.2007 (0.1910) loss_giou_0: 0.4430 (0.4200) loss_class_1: 0.8732 (0.8807) loss_bbox_1: 0.2011 (0.1927) loss_giou_1: 0.4427 (0.4190) loss_class_2: 0.8186 (0.8367) loss_bbox_2: 0.2067 (0.1906) loss_giou_2: 0.4286 (0.4165) loss_class_3: 0.8119 (0.8141) loss_bbox_3: 0.2016 (0.1915) loss_giou_3: 0.4306 (0.4158) loss_class_4: 0.7830 (0.8036) loss_bbox_4: 0.2042 (0.1923) loss_giou_4: 0.4345 (0.4163) loss_class_enc: 0.9299 (0.9405) loss_bbox_enc: 0.2360 (0.2323) loss_giou_enc: 0.4958 (0.4806) loss_class_dn: 0.4086 (0.4085) loss_bbox_dn: 0.3107 (0.3072) loss_giou_dn: 0.4870 (0.4905) loss_class_dn_0: 0.4846 (0.4907) loss_bbox_dn_0: 0.4144 (0.4113) loss_giou_dn_0: 0.6342 (0.6234) loss_class_dn_1: 0.4336 (0.4358) loss_bbox_dn_1: 0.3354 (0.3305) loss_giou_dn_1: 0.5137 (0.5198) loss_class_dn_2: 0.4060 (0.4150) loss_bbox_dn_2: 0.3150 (0.3111) loss_giou_dn_2: 0.4932 (0.4965) loss_class_dn_3: 0.4077 (0.4091) loss_bbox_dn_3: 0.3142 (0.3079) loss_giou_dn_3: 0.4885 (0.4915) loss_class_dn_4: 0.4085 (0.4076) loss_bbox_dn_4: 0.3108 (0.3072) loss_giou_dn_4: 0.4872 (0.4904) loss_class_hybrid: 0.8053 (0.8008) loss_bbox_hybrid: 0.2127 (0.2087) loss_giou_hybrid: 0.4640 (0.4516) loss_class_0_hybrid: 0.8811 (0.8730) loss_bbox_0_hybrid: 0.2280 (0.2186) loss_giou_0_hybrid: 0.4808 (0.4718) loss_class_1_hybrid: 0.8147 (0.8301) loss_bbox_1_hybrid: 0.2186 (0.2126) loss_giou_1_hybrid: 0.4735 (0.4592) loss_class_2_hybrid: 0.8039 (0.8148) loss_bbox_2_hybrid: 0.2129 (0.2089) loss_giou_2_hybrid: 0.4636 (0.4536) loss_class_3_hybrid: 0.8020 (0.8046) loss_bbox_3_hybrid: 0.2113 (0.2087) loss_giou_3_hybrid: 0.4623 (0.4521) loss_class_4_hybrid: 0.7914 (0.8008) loss_bbox_4_hybrid: 0.2114 (0.2087) loss_giou_4_hybrid: 0.4641 (0.4519) loss_class_enc_hybrid: 0.8094 (0.8248) loss_bbox_enc_hybrid: 0.2717 (0.2638) loss_giou_enc_hybrid: 0.5440 (0.5392) mem: 1032 max mem: 36965 [2024-01-15 03:35:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:36:32 det.util.engine] INFO: Epoch: [4] [3300/11727] eta: 2:33:37 lr: 0.000100 data_time: 0.0030 iter_time: 1.0780 loss: 27.2379 (28.6669) loss_class: 0.7681 (0.8011) loss_bbox: 0.1590 (0.1927) loss_giou: 0.3893 (0.4163) loss_class_0: 0.9642 (1.0163) loss_bbox_0: 0.1542 (0.1909) loss_giou_0: 0.3793 (0.4199) loss_class_1: 0.8638 (0.8803) loss_bbox_1: 0.1730 (0.1926) loss_giou_1: 0.3872 (0.4189) loss_class_2: 0.7925 (0.8363) loss_bbox_2: 0.1691 (0.1905) loss_giou_2: 0.3972 (0.4165) loss_class_3: 0.7923 (0.8140) loss_bbox_3: 0.1558 (0.1914) loss_giou_3: 0.3838 (0.4157) loss_class_4: 0.7738 (0.8035) loss_bbox_4: 0.1603 (0.1922) loss_giou_4: 0.3835 (0.4162) loss_class_enc: 0.8982 (0.9402) loss_bbox_enc: 0.2043 (0.2322) loss_giou_enc: 0.4355 (0.4806) loss_class_dn: 0.4019 (0.4085) loss_bbox_dn: 0.2690 (0.3070) loss_giou_dn: 0.4743 (0.4904) loss_class_dn_0: 0.4835 (0.4907) loss_bbox_dn_0: 0.3966 (0.4111) loss_giou_dn_0: 0.6094 (0.6233) loss_class_dn_1: 0.4287 (0.4358) loss_bbox_dn_1: 0.3056 (0.3304) loss_giou_dn_1: 0.5008 (0.5197) loss_class_dn_2: 0.4087 (0.4150) loss_bbox_dn_2: 0.2743 (0.3110) loss_giou_dn_2: 0.4793 (0.4964) loss_class_dn_3: 0.4026 (0.4091) loss_bbox_dn_3: 0.2680 (0.3078) loss_giou_dn_3: 0.4745 (0.4915) loss_class_dn_4: 0.4003 (0.4076) loss_bbox_dn_4: 0.2688 (0.3070) loss_giou_dn_4: 0.4742 (0.4903) loss_class_hybrid: 0.7770 (0.8006) loss_bbox_hybrid: 0.1806 (0.2086) loss_giou_hybrid: 0.4158 (0.4516) loss_class_0_hybrid: 0.8410 (0.8729) loss_bbox_0_hybrid: 0.1798 (0.2185) loss_giou_0_hybrid: 0.4270 (0.4717) loss_class_1_hybrid: 0.8055 (0.8299) loss_bbox_1_hybrid: 0.1773 (0.2125) loss_giou_1_hybrid: 0.4151 (0.4592) loss_class_2_hybrid: 0.7969 (0.8146) loss_bbox_2_hybrid: 0.1781 (0.2088) loss_giou_2_hybrid: 0.4210 (0.4536) loss_class_3_hybrid: 0.7822 (0.8044) loss_bbox_3_hybrid: 0.1785 (0.2086) loss_giou_3_hybrid: 0.4101 (0.4521) loss_class_4_hybrid: 0.7861 (0.8006) loss_bbox_4_hybrid: 0.1784 (0.2086) loss_giou_4_hybrid: 0.4103 (0.4519) loss_class_enc_hybrid: 0.7935 (0.8246) loss_bbox_enc_hybrid: 0.2241 (0.2636) loss_giou_enc_hybrid: 0.4843 (0.5392) mem: 1035 max mem: 36965 [2024-01-15 03:36:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:37:24 det.util.engine] INFO: Epoch: [4] [3350/11727] eta: 2:32:37 lr: 0.000100 data_time: 0.0029 iter_time: 1.0677 loss: 27.7874 (28.6663) loss_class: 0.8443 (0.8012) loss_bbox: 0.1826 (0.1927) loss_giou: 0.3750 (0.4161) loss_class_0: 1.0150 (1.0165) loss_bbox_0: 0.1999 (0.1910) loss_giou_0: 0.3912 (0.4198) loss_class_1: 0.9125 (0.8806) loss_bbox_1: 0.1899 (0.1927) loss_giou_1: 0.3874 (0.4187) loss_class_2: 0.8282 (0.8364) loss_bbox_2: 0.1738 (0.1906) loss_giou_2: 0.3789 (0.4163) loss_class_3: 0.8201 (0.8141) loss_bbox_3: 0.1824 (0.1914) loss_giou_3: 0.3785 (0.4155) loss_class_4: 0.8310 (0.8036) loss_bbox_4: 0.1825 (0.1922) loss_giou_4: 0.3902 (0.4160) loss_class_enc: 0.9426 (0.9404) loss_bbox_enc: 0.2322 (0.2322) loss_giou_enc: 0.4340 (0.4804) loss_class_dn: 0.4151 (0.4084) loss_bbox_dn: 0.2844 (0.3072) loss_giou_dn: 0.4642 (0.4902) loss_class_dn_0: 0.4960 (0.4907) loss_bbox_dn_0: 0.3959 (0.4113) loss_giou_dn_0: 0.6045 (0.6231) loss_class_dn_1: 0.4403 (0.4358) loss_bbox_dn_1: 0.3110 (0.3306) loss_giou_dn_1: 0.4978 (0.5195) loss_class_dn_2: 0.4143 (0.4150) loss_bbox_dn_2: 0.2881 (0.3112) loss_giou_dn_2: 0.4694 (0.4962) loss_class_dn_3: 0.4168 (0.4091) loss_bbox_dn_3: 0.2866 (0.3080) loss_giou_dn_3: 0.4655 (0.4912) loss_class_dn_4: 0.4113 (0.4076) loss_bbox_dn_4: 0.2843 (0.3072) loss_giou_dn_4: 0.4640 (0.4900) loss_class_hybrid: 0.8143 (0.8008) loss_bbox_hybrid: 0.2001 (0.2086) loss_giou_hybrid: 0.4221 (0.4514) loss_class_0_hybrid: 0.9108 (0.8732) loss_bbox_0_hybrid: 0.2213 (0.2186) loss_giou_0_hybrid: 0.4261 (0.4714) loss_class_1_hybrid: 0.8452 (0.8300) loss_bbox_1_hybrid: 0.2092 (0.2125) loss_giou_1_hybrid: 0.4334 (0.4589) loss_class_2_hybrid: 0.8431 (0.8147) loss_bbox_2_hybrid: 0.2082 (0.2088) loss_giou_2_hybrid: 0.4271 (0.4533) loss_class_3_hybrid: 0.8390 (0.8046) loss_bbox_3_hybrid: 0.1998 (0.2086) loss_giou_3_hybrid: 0.4241 (0.4518) loss_class_4_hybrid: 0.8270 (0.8008) loss_bbox_4_hybrid: 0.2019 (0.2086) loss_giou_4_hybrid: 0.4263 (0.4517) loss_class_enc_hybrid: 0.8383 (0.8249) loss_bbox_enc_hybrid: 0.2648 (0.2636) loss_giou_enc_hybrid: 0.4877 (0.5388) mem: 1023 max mem: 36965 [2024-01-15 03:37:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:38:18 det.util.engine] INFO: Epoch: [4] [3400/11727] eta: 2:31:39 lr: 0.000100 data_time: 0.0029 iter_time: 1.1006 loss: 28.1384 (28.6689) loss_class: 0.7706 (0.8014) loss_bbox: 0.1878 (0.1929) loss_giou: 0.3843 (0.4159) loss_class_0: 0.9813 (1.0166) loss_bbox_0: 0.2035 (0.1912) loss_giou_0: 0.3679 (0.4197) loss_class_1: 0.8608 (0.8808) loss_bbox_1: 0.1957 (0.1928) loss_giou_1: 0.3688 (0.4185) loss_class_2: 0.8029 (0.8365) loss_bbox_2: 0.1836 (0.1907) loss_giou_2: 0.3710 (0.4161) loss_class_3: 0.7819 (0.8142) loss_bbox_3: 0.1916 (0.1916) loss_giou_3: 0.3749 (0.4153) loss_class_4: 0.7883 (0.8038) loss_bbox_4: 0.1939 (0.1924) loss_giou_4: 0.3871 (0.4158) loss_class_enc: 0.8993 (0.9404) loss_bbox_enc: 0.2318 (0.2324) loss_giou_enc: 0.4517 (0.4803) loss_class_dn: 0.3949 (0.4085) loss_bbox_dn: 0.2963 (0.3074) loss_giou_dn: 0.4546 (0.4900) loss_class_dn_0: 0.4941 (0.4908) loss_bbox_dn_0: 0.4053 (0.4115) loss_giou_dn_0: 0.5862 (0.6228) loss_class_dn_1: 0.4276 (0.4358) loss_bbox_dn_1: 0.3160 (0.3308) loss_giou_dn_1: 0.4880 (0.5193) loss_class_dn_2: 0.4036 (0.4150) loss_bbox_dn_2: 0.2981 (0.3113) loss_giou_dn_2: 0.4578 (0.4960) loss_class_dn_3: 0.3955 (0.4091) loss_bbox_dn_3: 0.2958 (0.3081) loss_giou_dn_3: 0.4552 (0.4910) loss_class_dn_4: 0.3946 (0.4076) loss_bbox_dn_4: 0.2964 (0.3074) loss_giou_dn_4: 0.4543 (0.4898) loss_class_hybrid: 0.7757 (0.8011) loss_bbox_hybrid: 0.2052 (0.2088) loss_giou_hybrid: 0.3987 (0.4511) loss_class_0_hybrid: 0.8685 (0.8736) loss_bbox_0_hybrid: 0.2165 (0.2187) loss_giou_0_hybrid: 0.4232 (0.4712) loss_class_1_hybrid: 0.8062 (0.8303) loss_bbox_1_hybrid: 0.2057 (0.2127) loss_giou_1_hybrid: 0.4132 (0.4587) loss_class_2_hybrid: 0.8066 (0.8151) loss_bbox_2_hybrid: 0.2048 (0.2089) loss_giou_2_hybrid: 0.4014 (0.4531) loss_class_3_hybrid: 0.7807 (0.8049) loss_bbox_3_hybrid: 0.1972 (0.2087) loss_giou_3_hybrid: 0.3972 (0.4516) loss_class_4_hybrid: 0.7823 (0.8011) loss_bbox_4_hybrid: 0.2082 (0.2088) loss_giou_4_hybrid: 0.3998 (0.4515) loss_class_enc_hybrid: 0.8002 (0.8251) loss_bbox_enc_hybrid: 0.2858 (0.2638) loss_giou_enc_hybrid: 0.4932 (0.5386) mem: 1020 max mem: 36965 [2024-01-15 03:38:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:39:12 det.util.engine] INFO: Epoch: [4] [3450/11727] eta: 2:30:44 lr: 0.000100 data_time: 0.0029 iter_time: 1.0759 loss: 28.6546 (28.6663) loss_class: 0.7975 (0.8014) loss_bbox: 0.1834 (0.1929) loss_giou: 0.4016 (0.4158) loss_class_0: 0.9487 (1.0163) loss_bbox_0: 0.1825 (0.1912) loss_giou_0: 0.4049 (0.4196) loss_class_1: 0.8803 (0.8810) loss_bbox_1: 0.1828 (0.1927) loss_giou_1: 0.4143 (0.4184) loss_class_2: 0.8369 (0.8366) loss_bbox_2: 0.1768 (0.1907) loss_giou_2: 0.3954 (0.4160) loss_class_3: 0.8040 (0.8142) loss_bbox_3: 0.1814 (0.1916) loss_giou_3: 0.4036 (0.4152) loss_class_4: 0.7955 (0.8038) loss_bbox_4: 0.1814 (0.1924) loss_giou_4: 0.4016 (0.4157) loss_class_enc: 0.9247 (0.9402) loss_bbox_enc: 0.2245 (0.2323) loss_giou_enc: 0.4813 (0.4802) loss_class_dn: 0.4095 (0.4084) loss_bbox_dn: 0.2935 (0.3074) loss_giou_dn: 0.5126 (0.4900) loss_class_dn_0: 0.4925 (0.4908) loss_bbox_dn_0: 0.3944 (0.4115) loss_giou_dn_0: 0.6319 (0.6227) loss_class_dn_1: 0.4307 (0.4357) loss_bbox_dn_1: 0.3063 (0.3307) loss_giou_dn_1: 0.5421 (0.5192) loss_class_dn_2: 0.4122 (0.4150) loss_bbox_dn_2: 0.2938 (0.3113) loss_giou_dn_2: 0.5252 (0.4960) loss_class_dn_3: 0.4088 (0.4091) loss_bbox_dn_3: 0.2930 (0.3082) loss_giou_dn_3: 0.5144 (0.4910) loss_class_dn_4: 0.4068 (0.4076) loss_bbox_dn_4: 0.2936 (0.3074) loss_giou_dn_4: 0.5127 (0.4899) loss_class_hybrid: 0.7789 (0.8010) loss_bbox_hybrid: 0.1919 (0.2087) loss_giou_hybrid: 0.4248 (0.4511) loss_class_0_hybrid: 0.8491 (0.8734) loss_bbox_0_hybrid: 0.2012 (0.2187) loss_giou_0_hybrid: 0.4592 (0.4711) loss_class_1_hybrid: 0.8070 (0.8303) loss_bbox_1_hybrid: 0.1924 (0.2127) loss_giou_1_hybrid: 0.4441 (0.4587) loss_class_2_hybrid: 0.7859 (0.8150) loss_bbox_2_hybrid: 0.1913 (0.2089) loss_giou_2_hybrid: 0.4354 (0.4530) loss_class_3_hybrid: 0.7726 (0.8048) loss_bbox_3_hybrid: 0.1880 (0.2087) loss_giou_3_hybrid: 0.4260 (0.4515) loss_class_4_hybrid: 0.7779 (0.8010) loss_bbox_4_hybrid: 0.1885 (0.2087) loss_giou_4_hybrid: 0.4258 (0.4514) loss_class_enc_hybrid: 0.7802 (0.8249) loss_bbox_enc_hybrid: 0.2579 (0.2638) loss_giou_enc_hybrid: 0.5475 (0.5386) mem: 1028 max mem: 36965 [2024-01-15 03:39:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:40:06 det.util.engine] INFO: Epoch: [4] [3500/11727] eta: 2:29:49 lr: 0.000100 data_time: 0.0031 iter_time: 1.0591 loss: 28.3457 (28.6620) loss_class: 0.7813 (0.8013) loss_bbox: 0.1789 (0.1928) loss_giou: 0.3960 (0.4158) loss_class_0: 1.0123 (1.0161) loss_bbox_0: 0.1820 (0.1910) loss_giou_0: 0.4016 (0.4197) loss_class_1: 0.8569 (0.8808) loss_bbox_1: 0.1754 (0.1926) loss_giou_1: 0.4083 (0.4184) loss_class_2: 0.8066 (0.8365) loss_bbox_2: 0.1763 (0.1906) loss_giou_2: 0.4056 (0.4160) loss_class_3: 0.7474 (0.8141) loss_bbox_3: 0.1770 (0.1915) loss_giou_3: 0.4014 (0.4152) loss_class_4: 0.7663 (0.8038) loss_bbox_4: 0.1791 (0.1923) loss_giou_4: 0.4018 (0.4157) loss_class_enc: 0.9608 (0.9402) loss_bbox_enc: 0.2164 (0.2322) loss_giou_enc: 0.4892 (0.4803) loss_class_dn: 0.4049 (0.4084) loss_bbox_dn: 0.2838 (0.3073) loss_giou_dn: 0.4531 (0.4898) loss_class_dn_0: 0.4916 (0.4907) loss_bbox_dn_0: 0.3749 (0.4113) loss_giou_dn_0: 0.5882 (0.6226) loss_class_dn_1: 0.4234 (0.4357) loss_bbox_dn_1: 0.3062 (0.3306) loss_giou_dn_1: 0.4847 (0.5191) loss_class_dn_2: 0.4097 (0.4149) loss_bbox_dn_2: 0.2865 (0.3112) loss_giou_dn_2: 0.4605 (0.4958) loss_class_dn_3: 0.4067 (0.4090) loss_bbox_dn_3: 0.2846 (0.3080) loss_giou_dn_3: 0.4540 (0.4908) loss_class_dn_4: 0.4035 (0.4075) loss_bbox_dn_4: 0.2839 (0.3073) loss_giou_dn_4: 0.4530 (0.4897) loss_class_hybrid: 0.7932 (0.8011) loss_bbox_hybrid: 0.1934 (0.2086) loss_giou_hybrid: 0.4280 (0.4510) loss_class_0_hybrid: 0.8627 (0.8734) loss_bbox_0_hybrid: 0.2034 (0.2185) loss_giou_0_hybrid: 0.4429 (0.4711) loss_class_1_hybrid: 0.8211 (0.8302) loss_bbox_1_hybrid: 0.1931 (0.2125) loss_giou_1_hybrid: 0.4374 (0.4586) loss_class_2_hybrid: 0.8022 (0.8151) loss_bbox_2_hybrid: 0.1929 (0.2088) loss_giou_2_hybrid: 0.4339 (0.4530) loss_class_3_hybrid: 0.8132 (0.8049) loss_bbox_3_hybrid: 0.1919 (0.2085) loss_giou_3_hybrid: 0.4216 (0.4515) loss_class_4_hybrid: 0.7998 (0.8011) loss_bbox_4_hybrid: 0.1930 (0.2086) loss_giou_4_hybrid: 0.4265 (0.4513) loss_class_enc_hybrid: 0.8068 (0.8249) loss_bbox_enc_hybrid: 0.2479 (0.2637) loss_giou_enc_hybrid: 0.5267 (0.5387) mem: 1013 max mem: 36965 [2024-01-15 03:40:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:41:00 det.util.engine] INFO: Epoch: [4] [3550/11727] eta: 2:28:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.1045 loss: 27.7256 (28.6649) loss_class: 0.7868 (0.8014) loss_bbox: 0.1777 (0.1928) loss_giou: 0.3991 (0.4158) loss_class_0: 0.9698 (1.0159) loss_bbox_0: 0.1771 (0.1911) loss_giou_0: 0.3995 (0.4197) loss_class_1: 0.8778 (0.8810) loss_bbox_1: 0.1766 (0.1926) loss_giou_1: 0.3905 (0.4184) loss_class_2: 0.8250 (0.8368) loss_bbox_2: 0.1737 (0.1906) loss_giou_2: 0.3817 (0.4160) loss_class_3: 0.8149 (0.8142) loss_bbox_3: 0.1752 (0.1915) loss_giou_3: 0.3986 (0.4152) loss_class_4: 0.8080 (0.8038) loss_bbox_4: 0.1745 (0.1923) loss_giou_4: 0.4024 (0.4157) loss_class_enc: 0.9512 (0.9400) loss_bbox_enc: 0.2322 (0.2322) loss_giou_enc: 0.4470 (0.4803) loss_class_dn: 0.3957 (0.4084) loss_bbox_dn: 0.3071 (0.3074) loss_giou_dn: 0.4817 (0.4900) loss_class_dn_0: 0.4870 (0.4907) loss_bbox_dn_0: 0.3949 (0.4114) loss_giou_dn_0: 0.6093 (0.6227) loss_class_dn_1: 0.4216 (0.4357) loss_bbox_dn_1: 0.3282 (0.3307) loss_giou_dn_1: 0.5153 (0.5192) loss_class_dn_2: 0.4036 (0.4149) loss_bbox_dn_2: 0.3138 (0.3113) loss_giou_dn_2: 0.4879 (0.4960) loss_class_dn_3: 0.3990 (0.4090) loss_bbox_dn_3: 0.3087 (0.3081) loss_giou_dn_3: 0.4817 (0.4910) loss_class_dn_4: 0.3969 (0.4075) loss_bbox_dn_4: 0.3071 (0.3074) loss_giou_dn_4: 0.4818 (0.4898) loss_class_hybrid: 0.7838 (0.8011) loss_bbox_hybrid: 0.2003 (0.2087) loss_giou_hybrid: 0.4071 (0.4511) loss_class_0_hybrid: 0.8677 (0.8733) loss_bbox_0_hybrid: 0.2079 (0.2186) loss_giou_0_hybrid: 0.4278 (0.4712) loss_class_1_hybrid: 0.7999 (0.8302) loss_bbox_1_hybrid: 0.2042 (0.2126) loss_giou_1_hybrid: 0.4167 (0.4587) loss_class_2_hybrid: 0.7847 (0.8150) loss_bbox_2_hybrid: 0.2012 (0.2089) loss_giou_2_hybrid: 0.4122 (0.4531) loss_class_3_hybrid: 0.7781 (0.8049) loss_bbox_3_hybrid: 0.1984 (0.2087) loss_giou_3_hybrid: 0.4083 (0.4515) loss_class_4_hybrid: 0.7767 (0.8011) loss_bbox_4_hybrid: 0.2024 (0.2087) loss_giou_4_hybrid: 0.4091 (0.4514) loss_class_enc_hybrid: 0.8143 (0.8248) loss_bbox_enc_hybrid: 0.2503 (0.2637) loss_giou_enc_hybrid: 0.4884 (0.5388) mem: 1021 max mem: 36965 [2024-01-15 03:41:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:41:54 det.util.engine] INFO: Epoch: [4] [3600/11727] eta: 2:27:55 lr: 0.000100 data_time: 0.0031 iter_time: 1.0849 loss: 29.3508 (28.6645) loss_class: 0.8008 (0.8014) loss_bbox: 0.1946 (0.1929) loss_giou: 0.4096 (0.4158) loss_class_0: 1.0302 (1.0158) loss_bbox_0: 0.1981 (0.1911) loss_giou_0: 0.4330 (0.4197) loss_class_1: 0.8843 (0.8810) loss_bbox_1: 0.1901 (0.1927) loss_giou_1: 0.4096 (0.4184) loss_class_2: 0.8691 (0.8367) loss_bbox_2: 0.1889 (0.1907) loss_giou_2: 0.4008 (0.4160) loss_class_3: 0.8336 (0.8142) loss_bbox_3: 0.1917 (0.1916) loss_giou_3: 0.4104 (0.4152) loss_class_4: 0.8310 (0.8039) loss_bbox_4: 0.1945 (0.1923) loss_giou_4: 0.4095 (0.4157) loss_class_enc: 0.9262 (0.9399) loss_bbox_enc: 0.2425 (0.2323) loss_giou_enc: 0.4748 (0.4803) loss_class_dn: 0.4155 (0.4084) loss_bbox_dn: 0.3034 (0.3074) loss_giou_dn: 0.4839 (0.4899) loss_class_dn_0: 0.4837 (0.4907) loss_bbox_dn_0: 0.4154 (0.4113) loss_giou_dn_0: 0.6167 (0.6227) loss_class_dn_1: 0.4380 (0.4357) loss_bbox_dn_1: 0.3286 (0.3306) loss_giou_dn_1: 0.5146 (0.5192) loss_class_dn_2: 0.4185 (0.4150) loss_bbox_dn_2: 0.3066 (0.3113) loss_giou_dn_2: 0.4909 (0.4959) loss_class_dn_3: 0.4121 (0.4091) loss_bbox_dn_3: 0.3054 (0.3081) loss_giou_dn_3: 0.4862 (0.4910) loss_class_dn_4: 0.4116 (0.4075) loss_bbox_dn_4: 0.3035 (0.3074) loss_giou_dn_4: 0.4843 (0.4898) loss_class_hybrid: 0.8133 (0.8011) loss_bbox_hybrid: 0.2131 (0.2088) loss_giou_hybrid: 0.4319 (0.4510) loss_class_0_hybrid: 0.8996 (0.8733) loss_bbox_0_hybrid: 0.2255 (0.2187) loss_giou_0_hybrid: 0.4412 (0.4712) loss_class_1_hybrid: 0.8407 (0.8301) loss_bbox_1_hybrid: 0.2168 (0.2127) loss_giou_1_hybrid: 0.4366 (0.4587) loss_class_2_hybrid: 0.8332 (0.8150) loss_bbox_2_hybrid: 0.2131 (0.2089) loss_giou_2_hybrid: 0.4314 (0.4530) loss_class_3_hybrid: 0.8137 (0.8049) loss_bbox_3_hybrid: 0.2182 (0.2087) loss_giou_3_hybrid: 0.4312 (0.4515) loss_class_4_hybrid: 0.8112 (0.8011) loss_bbox_4_hybrid: 0.2110 (0.2087) loss_giou_4_hybrid: 0.4305 (0.4513) loss_class_enc_hybrid: 0.8258 (0.8247) loss_bbox_enc_hybrid: 0.2735 (0.2637) loss_giou_enc_hybrid: 0.5178 (0.5387) mem: 1023 max mem: 36965 [2024-01-15 03:41:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:42:47 det.util.engine] INFO: Epoch: [4] [3650/11727] eta: 2:26:58 lr: 0.000100 data_time: 0.0032 iter_time: 1.0584 loss: 28.2079 (28.6645) loss_class: 0.7486 (0.8014) loss_bbox: 0.1727 (0.1928) loss_giou: 0.4380 (0.4160) loss_class_0: 0.9564 (1.0156) loss_bbox_0: 0.1862 (0.1911) loss_giou_0: 0.4223 (0.4199) loss_class_1: 0.8335 (0.8810) loss_bbox_1: 0.1675 (0.1926) loss_giou_1: 0.4258 (0.4185) loss_class_2: 0.7834 (0.8366) loss_bbox_2: 0.1715 (0.1906) loss_giou_2: 0.4311 (0.4161) loss_class_3: 0.7682 (0.8141) loss_bbox_3: 0.1724 (0.1915) loss_giou_3: 0.4301 (0.4154) loss_class_4: 0.7558 (0.8038) loss_bbox_4: 0.1728 (0.1923) loss_giou_4: 0.4367 (0.4159) loss_class_enc: 0.8716 (0.9396) loss_bbox_enc: 0.2097 (0.2322) loss_giou_enc: 0.5022 (0.4804) loss_class_dn: 0.4042 (0.4085) loss_bbox_dn: 0.2827 (0.3074) loss_giou_dn: 0.4620 (0.4901) loss_class_dn_0: 0.4861 (0.4907) loss_bbox_dn_0: 0.3826 (0.4112) loss_giou_dn_0: 0.6092 (0.6228) loss_class_dn_1: 0.4364 (0.4357) loss_bbox_dn_1: 0.3027 (0.3306) loss_giou_dn_1: 0.4939 (0.5193) loss_class_dn_2: 0.4122 (0.4150) loss_bbox_dn_2: 0.2845 (0.3113) loss_giou_dn_2: 0.4684 (0.4961) loss_class_dn_3: 0.4125 (0.4091) loss_bbox_dn_3: 0.2826 (0.3081) loss_giou_dn_3: 0.4603 (0.4911) loss_class_dn_4: 0.4041 (0.4076) loss_bbox_dn_4: 0.2827 (0.3074) loss_giou_dn_4: 0.4611 (0.4899) loss_class_hybrid: 0.7653 (0.8009) loss_bbox_hybrid: 0.1944 (0.2087) loss_giou_hybrid: 0.4874 (0.4512) loss_class_0_hybrid: 0.8346 (0.8731) loss_bbox_0_hybrid: 0.2039 (0.2186) loss_giou_0_hybrid: 0.5043 (0.4714) loss_class_1_hybrid: 0.7967 (0.8299) loss_bbox_1_hybrid: 0.1947 (0.2126) loss_giou_1_hybrid: 0.4954 (0.4589) loss_class_2_hybrid: 0.7748 (0.8148) loss_bbox_2_hybrid: 0.1906 (0.2089) loss_giou_2_hybrid: 0.4883 (0.4532) loss_class_3_hybrid: 0.7546 (0.8047) loss_bbox_3_hybrid: 0.1902 (0.2086) loss_giou_3_hybrid: 0.4880 (0.4517) loss_class_4_hybrid: 0.7568 (0.8010) loss_bbox_4_hybrid: 0.1926 (0.2087) loss_giou_4_hybrid: 0.4853 (0.4515) loss_class_enc_hybrid: 0.7643 (0.8244) loss_bbox_enc_hybrid: 0.2553 (0.2637) loss_giou_enc_hybrid: 0.5526 (0.5389) mem: 1025 max mem: 36965 [2024-01-15 03:42:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:43:40 det.util.engine] INFO: Epoch: [4] [3700/11727] eta: 2:26:00 lr: 0.000100 data_time: 0.0027 iter_time: 1.0721 loss: 28.4432 (28.6693) loss_class: 0.8188 (0.8016) loss_bbox: 0.1827 (0.1927) loss_giou: 0.3920 (0.4161) loss_class_0: 0.9997 (1.0158) loss_bbox_0: 0.1962 (0.1911) loss_giou_0: 0.4089 (0.4199) loss_class_1: 0.8719 (0.8813) loss_bbox_1: 0.1853 (0.1925) loss_giou_1: 0.4032 (0.4185) loss_class_2: 0.8348 (0.8368) loss_bbox_2: 0.1867 (0.1906) loss_giou_2: 0.4040 (0.4162) loss_class_3: 0.8169 (0.8144) loss_bbox_3: 0.1861 (0.1915) loss_giou_3: 0.4048 (0.4155) loss_class_4: 0.8224 (0.8041) loss_bbox_4: 0.1811 (0.1922) loss_giou_4: 0.3934 (0.4159) loss_class_enc: 0.9051 (0.9396) loss_bbox_enc: 0.2257 (0.2321) loss_giou_enc: 0.4545 (0.4805) loss_class_dn: 0.4122 (0.4085) loss_bbox_dn: 0.2793 (0.3074) loss_giou_dn: 0.4711 (0.4902) loss_class_dn_0: 0.4935 (0.4907) loss_bbox_dn_0: 0.3800 (0.4112) loss_giou_dn_0: 0.6179 (0.6229) loss_class_dn_1: 0.4377 (0.4357) loss_bbox_dn_1: 0.3009 (0.3306) loss_giou_dn_1: 0.4973 (0.5195) loss_class_dn_2: 0.4170 (0.4150) loss_bbox_dn_2: 0.2864 (0.3113) loss_giou_dn_2: 0.4771 (0.4962) loss_class_dn_3: 0.4092 (0.4091) loss_bbox_dn_3: 0.2788 (0.3081) loss_giou_dn_3: 0.4706 (0.4912) loss_class_dn_4: 0.4088 (0.4076) loss_bbox_dn_4: 0.2792 (0.3074) loss_giou_dn_4: 0.4711 (0.4901) loss_class_hybrid: 0.7926 (0.8010) loss_bbox_hybrid: 0.2036 (0.2087) loss_giou_hybrid: 0.4194 (0.4514) loss_class_0_hybrid: 0.8354 (0.8731) loss_bbox_0_hybrid: 0.2087 (0.2186) loss_giou_0_hybrid: 0.4556 (0.4716) loss_class_1_hybrid: 0.8289 (0.8301) loss_bbox_1_hybrid: 0.2065 (0.2126) loss_giou_1_hybrid: 0.4325 (0.4591) loss_class_2_hybrid: 0.7962 (0.8149) loss_bbox_2_hybrid: 0.2028 (0.2089) loss_giou_2_hybrid: 0.4226 (0.4534) loss_class_3_hybrid: 0.8014 (0.8048) loss_bbox_3_hybrid: 0.2027 (0.2086) loss_giou_3_hybrid: 0.4110 (0.4519) loss_class_4_hybrid: 0.7898 (0.8011) loss_bbox_4_hybrid: 0.2015 (0.2087) loss_giou_4_hybrid: 0.4134 (0.4517) loss_class_enc_hybrid: 0.7744 (0.8245) loss_bbox_enc_hybrid: 0.2425 (0.2637) loss_giou_enc_hybrid: 0.4988 (0.5391) mem: 1023 max mem: 36965 [2024-01-15 03:43:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:44:33 det.util.engine] INFO: Epoch: [4] [3750/11727] eta: 2:25:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.0732 loss: 28.4980 (28.6646) loss_class: 0.7885 (0.8017) loss_bbox: 0.1801 (0.1927) loss_giou: 0.3796 (0.4157) loss_class_0: 0.9740 (1.0157) loss_bbox_0: 0.1860 (0.1911) loss_giou_0: 0.3834 (0.4196) loss_class_1: 0.8489 (0.8812) loss_bbox_1: 0.1892 (0.1926) loss_giou_1: 0.3788 (0.4181) loss_class_2: 0.7901 (0.8367) loss_bbox_2: 0.1968 (0.1907) loss_giou_2: 0.3855 (0.4159) loss_class_3: 0.7934 (0.8144) loss_bbox_3: 0.1889 (0.1915) loss_giou_3: 0.3825 (0.4151) loss_class_4: 0.7790 (0.8041) loss_bbox_4: 0.1800 (0.1923) loss_giou_4: 0.3830 (0.4156) loss_class_enc: 0.9028 (0.9396) loss_bbox_enc: 0.2375 (0.2322) loss_giou_enc: 0.4557 (0.4802) loss_class_dn: 0.4032 (0.4085) loss_bbox_dn: 0.3041 (0.3076) loss_giou_dn: 0.4734 (0.4900) loss_class_dn_0: 0.4894 (0.4908) loss_bbox_dn_0: 0.4009 (0.4115) loss_giou_dn_0: 0.5820 (0.6226) loss_class_dn_1: 0.4300 (0.4357) loss_bbox_dn_1: 0.3230 (0.3309) loss_giou_dn_1: 0.4946 (0.5192) loss_class_dn_2: 0.4123 (0.4150) loss_bbox_dn_2: 0.3057 (0.3115) loss_giou_dn_2: 0.4774 (0.4960) loss_class_dn_3: 0.4057 (0.4091) loss_bbox_dn_3: 0.3079 (0.3084) loss_giou_dn_3: 0.4748 (0.4910) loss_class_dn_4: 0.4057 (0.4076) loss_bbox_dn_4: 0.3041 (0.3076) loss_giou_dn_4: 0.4735 (0.4898) loss_class_hybrid: 0.7893 (0.8012) loss_bbox_hybrid: 0.2073 (0.2087) loss_giou_hybrid: 0.4012 (0.4509) loss_class_0_hybrid: 0.8572 (0.8732) loss_bbox_0_hybrid: 0.2219 (0.2187) loss_giou_0_hybrid: 0.4191 (0.4711) loss_class_1_hybrid: 0.8176 (0.8301) loss_bbox_1_hybrid: 0.2143 (0.2126) loss_giou_1_hybrid: 0.4169 (0.4586) loss_class_2_hybrid: 0.7744 (0.8150) loss_bbox_2_hybrid: 0.2077 (0.2089) loss_giou_2_hybrid: 0.4178 (0.4529) loss_class_3_hybrid: 0.7831 (0.8050) loss_bbox_3_hybrid: 0.2072 (0.2086) loss_giou_3_hybrid: 0.4085 (0.4514) loss_class_4_hybrid: 0.7906 (0.8013) loss_bbox_4_hybrid: 0.2091 (0.2087) loss_giou_4_hybrid: 0.4066 (0.4512) loss_class_enc_hybrid: 0.8190 (0.8246) loss_bbox_enc_hybrid: 0.2501 (0.2637) loss_giou_enc_hybrid: 0.4869 (0.5386) mem: 1017 max mem: 36965 [2024-01-15 03:44:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:45:27 det.util.engine] INFO: Epoch: [4] [3800/11727] eta: 2:24:07 lr: 0.000100 data_time: 0.0030 iter_time: 1.0644 loss: 28.9412 (28.6657) loss_class: 0.7981 (0.8019) loss_bbox: 0.2006 (0.1927) loss_giou: 0.4065 (0.4156) loss_class_0: 1.0000 (1.0159) loss_bbox_0: 0.1959 (0.1910) loss_giou_0: 0.4039 (0.4194) loss_class_1: 0.8587 (0.8814) loss_bbox_1: 0.2024 (0.1925) loss_giou_1: 0.3973 (0.4180) loss_class_2: 0.8342 (0.8370) loss_bbox_2: 0.1956 (0.1906) loss_giou_2: 0.4035 (0.4157) loss_class_3: 0.8144 (0.8146) loss_bbox_3: 0.1987 (0.1915) loss_giou_3: 0.4065 (0.4150) loss_class_4: 0.8069 (0.8043) loss_bbox_4: 0.2012 (0.1922) loss_giou_4: 0.4005 (0.4154) loss_class_enc: 0.9347 (0.9397) loss_bbox_enc: 0.2335 (0.2322) loss_giou_enc: 0.4623 (0.4800) loss_class_dn: 0.4078 (0.4086) loss_bbox_dn: 0.3508 (0.3077) loss_giou_dn: 0.4803 (0.4899) loss_class_dn_0: 0.4911 (0.4908) loss_bbox_dn_0: 0.4532 (0.4116) loss_giou_dn_0: 0.6188 (0.6227) loss_class_dn_1: 0.4324 (0.4357) loss_bbox_dn_1: 0.3584 (0.3309) loss_giou_dn_1: 0.5112 (0.5192) loss_class_dn_2: 0.4126 (0.4151) loss_bbox_dn_2: 0.3506 (0.3116) loss_giou_dn_2: 0.4861 (0.4959) loss_class_dn_3: 0.4060 (0.4092) loss_bbox_dn_3: 0.3501 (0.3084) loss_giou_dn_3: 0.4805 (0.4910) loss_class_dn_4: 0.4035 (0.4077) loss_bbox_dn_4: 0.3509 (0.3077) loss_giou_dn_4: 0.4804 (0.4898) loss_class_hybrid: 0.8078 (0.8014) loss_bbox_hybrid: 0.2168 (0.2087) loss_giou_hybrid: 0.4369 (0.4508) loss_class_0_hybrid: 0.8628 (0.8734) loss_bbox_0_hybrid: 0.2200 (0.2186) loss_giou_0_hybrid: 0.4650 (0.4710) loss_class_1_hybrid: 0.8115 (0.8303) loss_bbox_1_hybrid: 0.2162 (0.2126) loss_giou_1_hybrid: 0.4496 (0.4585) loss_class_2_hybrid: 0.8173 (0.8153) loss_bbox_2_hybrid: 0.2143 (0.2088) loss_giou_2_hybrid: 0.4397 (0.4528) loss_class_3_hybrid: 0.8069 (0.8052) loss_bbox_3_hybrid: 0.2142 (0.2086) loss_giou_3_hybrid: 0.4343 (0.4513) loss_class_4_hybrid: 0.8080 (0.8015) loss_bbox_4_hybrid: 0.2188 (0.2086) loss_giou_4_hybrid: 0.4352 (0.4511) loss_class_enc_hybrid: 0.8051 (0.8248) loss_bbox_enc_hybrid: 0.2662 (0.2637) loss_giou_enc_hybrid: 0.5356 (0.5385) mem: 1036 max mem: 36965 [2024-01-15 03:45:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:46:22 det.util.engine] INFO: Epoch: [4] [3850/11727] eta: 2:23:12 lr: 0.000100 data_time: 0.0032 iter_time: 1.0812 loss: 28.3816 (28.6609) loss_class: 0.8275 (0.8018) loss_bbox: 0.1785 (0.1926) loss_giou: 0.4184 (0.4156) loss_class_0: 1.0625 (1.0157) loss_bbox_0: 0.1803 (0.1909) loss_giou_0: 0.4044 (0.4195) loss_class_1: 0.9128 (0.8813) loss_bbox_1: 0.1781 (0.1924) loss_giou_1: 0.4075 (0.4180) loss_class_2: 0.8522 (0.8369) loss_bbox_2: 0.1729 (0.1906) loss_giou_2: 0.4083 (0.4158) loss_class_3: 0.8440 (0.8145) loss_bbox_3: 0.1790 (0.1914) loss_giou_3: 0.4142 (0.4150) loss_class_4: 0.8419 (0.8042) loss_bbox_4: 0.1785 (0.1921) loss_giou_4: 0.4183 (0.4155) loss_class_enc: 0.9560 (0.9396) loss_bbox_enc: 0.2202 (0.2320) loss_giou_enc: 0.4785 (0.4799) loss_class_dn: 0.4113 (0.4086) loss_bbox_dn: 0.2757 (0.3074) loss_giou_dn: 0.5041 (0.4899) loss_class_dn_0: 0.4844 (0.4908) loss_bbox_dn_0: 0.3664 (0.4112) loss_giou_dn_0: 0.6285 (0.6226) loss_class_dn_1: 0.4350 (0.4357) loss_bbox_dn_1: 0.2957 (0.3306) loss_giou_dn_1: 0.5370 (0.5192) loss_class_dn_2: 0.4148 (0.4150) loss_bbox_dn_2: 0.2799 (0.3113) loss_giou_dn_2: 0.5105 (0.4959) loss_class_dn_3: 0.4083 (0.4091) loss_bbox_dn_3: 0.2766 (0.3081) loss_giou_dn_3: 0.5056 (0.4909) loss_class_dn_4: 0.4065 (0.4077) loss_bbox_dn_4: 0.2758 (0.3074) loss_giou_dn_4: 0.5041 (0.4898) loss_class_hybrid: 0.8304 (0.8013) loss_bbox_hybrid: 0.1931 (0.2086) loss_giou_hybrid: 0.4352 (0.4508) loss_class_0_hybrid: 0.9253 (0.8733) loss_bbox_0_hybrid: 0.2032 (0.2185) loss_giou_0_hybrid: 0.4662 (0.4710) loss_class_1_hybrid: 0.8547 (0.8302) loss_bbox_1_hybrid: 0.2011 (0.2125) loss_giou_1_hybrid: 0.4451 (0.4585) loss_class_2_hybrid: 0.8164 (0.8152) loss_bbox_2_hybrid: 0.1947 (0.2088) loss_giou_2_hybrid: 0.4420 (0.4529) loss_class_3_hybrid: 0.8278 (0.8051) loss_bbox_3_hybrid: 0.1933 (0.2085) loss_giou_3_hybrid: 0.4360 (0.4513) loss_class_4_hybrid: 0.8366 (0.8014) loss_bbox_4_hybrid: 0.1935 (0.2086) loss_giou_4_hybrid: 0.4367 (0.4511) loss_class_enc_hybrid: 0.8611 (0.8248) loss_bbox_enc_hybrid: 0.2476 (0.2635) loss_giou_enc_hybrid: 0.5327 (0.5384) mem: 1024 max mem: 36965 [2024-01-15 03:46:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:47:17 det.util.engine] INFO: Epoch: [4] [3900/11727] eta: 2:22:18 lr: 0.000100 data_time: 0.0032 iter_time: 1.0759 loss: 28.5119 (28.6633) loss_class: 0.7647 (0.8019) loss_bbox: 0.1799 (0.1927) loss_giou: 0.4495 (0.4156) loss_class_0: 0.9667 (1.0158) loss_bbox_0: 0.1785 (0.1910) loss_giou_0: 0.4550 (0.4195) loss_class_1: 0.8483 (0.8813) loss_bbox_1: 0.1865 (0.1925) loss_giou_1: 0.4610 (0.4180) loss_class_2: 0.8388 (0.8371) loss_bbox_2: 0.1798 (0.1906) loss_giou_2: 0.4571 (0.4158) loss_class_3: 0.7932 (0.8147) loss_bbox_3: 0.1825 (0.1915) loss_giou_3: 0.4454 (0.4150) loss_class_4: 0.7679 (0.8043) loss_bbox_4: 0.1867 (0.1922) loss_giou_4: 0.4497 (0.4155) loss_class_enc: 0.9007 (0.9396) loss_bbox_enc: 0.2151 (0.2321) loss_giou_enc: 0.5048 (0.4799) loss_class_dn: 0.4179 (0.4086) loss_bbox_dn: 0.2558 (0.3074) loss_giou_dn: 0.5062 (0.4899) loss_class_dn_0: 0.4929 (0.4908) loss_bbox_dn_0: 0.3565 (0.4112) loss_giou_dn_0: 0.6477 (0.6226) loss_class_dn_1: 0.4430 (0.4357) loss_bbox_dn_1: 0.2762 (0.3306) loss_giou_dn_1: 0.5426 (0.5192) loss_class_dn_2: 0.4236 (0.4151) loss_bbox_dn_2: 0.2584 (0.3113) loss_giou_dn_2: 0.5136 (0.4959) loss_class_dn_3: 0.4168 (0.4092) loss_bbox_dn_3: 0.2577 (0.3081) loss_giou_dn_3: 0.5065 (0.4910) loss_class_dn_4: 0.4180 (0.4077) loss_bbox_dn_4: 0.2558 (0.3074) loss_giou_dn_4: 0.5058 (0.4898) loss_class_hybrid: 0.7493 (0.8014) loss_bbox_hybrid: 0.1941 (0.2087) loss_giou_hybrid: 0.4740 (0.4508) loss_class_0_hybrid: 0.8362 (0.8734) loss_bbox_0_hybrid: 0.2015 (0.2186) loss_giou_0_hybrid: 0.4886 (0.4710) loss_class_1_hybrid: 0.7819 (0.8303) loss_bbox_1_hybrid: 0.2014 (0.2126) loss_giou_1_hybrid: 0.4804 (0.4585) loss_class_2_hybrid: 0.7889 (0.8153) loss_bbox_2_hybrid: 0.1952 (0.2089) loss_giou_2_hybrid: 0.4694 (0.4528) loss_class_3_hybrid: 0.7599 (0.8051) loss_bbox_3_hybrid: 0.1945 (0.2086) loss_giou_3_hybrid: 0.4717 (0.4513) loss_class_4_hybrid: 0.7562 (0.8014) loss_bbox_4_hybrid: 0.1946 (0.2087) loss_giou_4_hybrid: 0.4713 (0.4511) loss_class_enc_hybrid: 0.7809 (0.8248) loss_bbox_enc_hybrid: 0.2452 (0.2636) loss_giou_enc_hybrid: 0.5536 (0.5384) mem: 1016 max mem: 36965 [2024-01-15 03:47:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:48:12 det.util.engine] INFO: Epoch: [4] [3950/11727] eta: 2:21:24 lr: 0.000100 data_time: 0.0033 iter_time: 1.1058 loss: 28.3767 (28.6649) loss_class: 0.7997 (0.8020) loss_bbox: 0.1802 (0.1927) loss_giou: 0.3826 (0.4156) loss_class_0: 0.9833 (1.0160) loss_bbox_0: 0.1903 (0.1910) loss_giou_0: 0.3812 (0.4194) loss_class_1: 0.8679 (0.8815) loss_bbox_1: 0.1918 (0.1926) loss_giou_1: 0.3884 (0.4180) loss_class_2: 0.8184 (0.8372) loss_bbox_2: 0.1834 (0.1906) loss_giou_2: 0.3832 (0.4157) loss_class_3: 0.7914 (0.8149) loss_bbox_3: 0.1794 (0.1915) loss_giou_3: 0.3866 (0.4149) loss_class_4: 0.7761 (0.8044) loss_bbox_4: 0.1801 (0.1923) loss_giou_4: 0.3920 (0.4154) loss_class_enc: 0.9399 (0.9398) loss_bbox_enc: 0.2322 (0.2321) loss_giou_enc: 0.4507 (0.4798) loss_class_dn: 0.4017 (0.4085) loss_bbox_dn: 0.3280 (0.3075) loss_giou_dn: 0.4558 (0.4899) loss_class_dn_0: 0.4890 (0.4908) loss_bbox_dn_0: 0.4204 (0.4114) loss_giou_dn_0: 0.6030 (0.6226) loss_class_dn_1: 0.4260 (0.4357) loss_bbox_dn_1: 0.3449 (0.3308) loss_giou_dn_1: 0.4944 (0.5192) loss_class_dn_2: 0.4077 (0.4150) loss_bbox_dn_2: 0.3289 (0.3113) loss_giou_dn_2: 0.4611 (0.4960) loss_class_dn_3: 0.4008 (0.4091) loss_bbox_dn_3: 0.3299 (0.3082) loss_giou_dn_3: 0.4569 (0.4910) loss_class_dn_4: 0.3988 (0.4076) loss_bbox_dn_4: 0.3280 (0.3075) loss_giou_dn_4: 0.4555 (0.4898) loss_class_hybrid: 0.7731 (0.8015) loss_bbox_hybrid: 0.1809 (0.2087) loss_giou_hybrid: 0.4054 (0.4508) loss_class_0_hybrid: 0.8573 (0.8736) loss_bbox_0_hybrid: 0.2043 (0.2186) loss_giou_0_hybrid: 0.4056 (0.4709) loss_class_1_hybrid: 0.8147 (0.8304) loss_bbox_1_hybrid: 0.1941 (0.2127) loss_giou_1_hybrid: 0.4038 (0.4585) loss_class_2_hybrid: 0.7836 (0.8153) loss_bbox_2_hybrid: 0.1860 (0.2089) loss_giou_2_hybrid: 0.4022 (0.4528) loss_class_3_hybrid: 0.7709 (0.8052) loss_bbox_3_hybrid: 0.1830 (0.2086) loss_giou_3_hybrid: 0.3983 (0.4513) loss_class_4_hybrid: 0.7805 (0.8015) loss_bbox_4_hybrid: 0.1826 (0.2087) loss_giou_4_hybrid: 0.4056 (0.4511) loss_class_enc_hybrid: 0.8268 (0.8250) loss_bbox_enc_hybrid: 0.2667 (0.2636) loss_giou_enc_hybrid: 0.4661 (0.5384) mem: 1021 max mem: 36965 [2024-01-15 03:48:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:49:05 det.util.engine] INFO: Epoch: [4] [4000/11727] eta: 2:20:28 lr: 0.000100 data_time: 0.0026 iter_time: 1.0340 loss: 28.4207 (28.6611) loss_class: 0.8109 (0.8020) loss_bbox: 0.1762 (0.1927) loss_giou: 0.4211 (0.4155) loss_class_0: 0.9911 (1.0160) loss_bbox_0: 0.1900 (0.1909) loss_giou_0: 0.4173 (0.4194) loss_class_1: 0.8647 (0.8814) loss_bbox_1: 0.1882 (0.1925) loss_giou_1: 0.4126 (0.4179) loss_class_2: 0.8226 (0.8371) loss_bbox_2: 0.1804 (0.1906) loss_giou_2: 0.4233 (0.4157) loss_class_3: 0.8030 (0.8149) loss_bbox_3: 0.1776 (0.1914) loss_giou_3: 0.4101 (0.4149) loss_class_4: 0.8117 (0.8044) loss_bbox_4: 0.1762 (0.1922) loss_giou_4: 0.4209 (0.4154) loss_class_enc: 0.9176 (0.9399) loss_bbox_enc: 0.2193 (0.2320) loss_giou_enc: 0.4692 (0.4798) loss_class_dn: 0.3972 (0.4085) loss_bbox_dn: 0.2823 (0.3074) loss_giou_dn: 0.4676 (0.4897) loss_class_dn_0: 0.4817 (0.4908) loss_bbox_dn_0: 0.3924 (0.4113) loss_giou_dn_0: 0.6041 (0.6225) loss_class_dn_1: 0.4278 (0.4357) loss_bbox_dn_1: 0.3088 (0.3307) loss_giou_dn_1: 0.4948 (0.5190) loss_class_dn_2: 0.4049 (0.4150) loss_bbox_dn_2: 0.2892 (0.3112) loss_giou_dn_2: 0.4739 (0.4957) loss_class_dn_3: 0.3974 (0.4091) loss_bbox_dn_3: 0.2844 (0.3081) loss_giou_dn_3: 0.4686 (0.4908) loss_class_dn_4: 0.3972 (0.4076) loss_bbox_dn_4: 0.2823 (0.3074) loss_giou_dn_4: 0.4677 (0.4896) loss_class_hybrid: 0.7981 (0.8016) loss_bbox_hybrid: 0.1997 (0.2086) loss_giou_hybrid: 0.4303 (0.4507) loss_class_0_hybrid: 0.8305 (0.8736) loss_bbox_0_hybrid: 0.2018 (0.2185) loss_giou_0_hybrid: 0.4456 (0.4708) loss_class_1_hybrid: 0.8227 (0.8305) loss_bbox_1_hybrid: 0.2000 (0.2125) loss_giou_1_hybrid: 0.4367 (0.4584) loss_class_2_hybrid: 0.7966 (0.8153) loss_bbox_2_hybrid: 0.2043 (0.2088) loss_giou_2_hybrid: 0.4282 (0.4527) loss_class_3_hybrid: 0.7938 (0.8052) loss_bbox_3_hybrid: 0.2002 (0.2085) loss_giou_3_hybrid: 0.4323 (0.4512) loss_class_4_hybrid: 0.7909 (0.8016) loss_bbox_4_hybrid: 0.1993 (0.2086) loss_giou_4_hybrid: 0.4317 (0.4510) loss_class_enc_hybrid: 0.8105 (0.8250) loss_bbox_enc_hybrid: 0.2533 (0.2635) loss_giou_enc_hybrid: 0.5112 (0.5382) mem: 1033 max mem: 36965 [2024-01-15 03:49:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:49:59 det.util.engine] INFO: Epoch: [4] [4050/11727] eta: 2:19:32 lr: 0.000100 data_time: 0.0030 iter_time: 1.0554 loss: 29.3426 (28.6606) loss_class: 0.8365 (0.8022) loss_bbox: 0.1831 (0.1927) loss_giou: 0.3762 (0.4155) loss_class_0: 1.0369 (1.0162) loss_bbox_0: 0.1950 (0.1909) loss_giou_0: 0.3796 (0.4193) loss_class_1: 0.9045 (0.8814) loss_bbox_1: 0.1950 (0.1926) loss_giou_1: 0.3965 (0.4178) loss_class_2: 0.8784 (0.8371) loss_bbox_2: 0.1878 (0.1907) loss_giou_2: 0.3848 (0.4156) loss_class_3: 0.8497 (0.8150) loss_bbox_3: 0.1861 (0.1914) loss_giou_3: 0.3728 (0.4148) loss_class_4: 0.8563 (0.8045) loss_bbox_4: 0.1830 (0.1922) loss_giou_4: 0.3791 (0.4153) loss_class_enc: 0.9682 (0.9398) loss_bbox_enc: 0.2242 (0.2321) loss_giou_enc: 0.4431 (0.4797) loss_class_dn: 0.4198 (0.4085) loss_bbox_dn: 0.3009 (0.3074) loss_giou_dn: 0.4814 (0.4896) loss_class_dn_0: 0.5002 (0.4908) loss_bbox_dn_0: 0.4132 (0.4113) loss_giou_dn_0: 0.6209 (0.6224) loss_class_dn_1: 0.4435 (0.4357) loss_bbox_dn_1: 0.3334 (0.3307) loss_giou_dn_1: 0.5050 (0.5189) loss_class_dn_2: 0.4254 (0.4150) loss_bbox_dn_2: 0.3095 (0.3113) loss_giou_dn_2: 0.4898 (0.4956) loss_class_dn_3: 0.4208 (0.4091) loss_bbox_dn_3: 0.3026 (0.3081) loss_giou_dn_3: 0.4824 (0.4906) loss_class_dn_4: 0.4172 (0.4076) loss_bbox_dn_4: 0.3008 (0.3074) loss_giou_dn_4: 0.4814 (0.4895) loss_class_hybrid: 0.8087 (0.8017) loss_bbox_hybrid: 0.2043 (0.2086) loss_giou_hybrid: 0.4116 (0.4506) loss_class_0_hybrid: 0.8778 (0.8737) loss_bbox_0_hybrid: 0.2166 (0.2185) loss_giou_0_hybrid: 0.4245 (0.4706) loss_class_1_hybrid: 0.8266 (0.8306) loss_bbox_1_hybrid: 0.2166 (0.2125) loss_giou_1_hybrid: 0.4228 (0.4582) loss_class_2_hybrid: 0.8149 (0.8155) loss_bbox_2_hybrid: 0.2067 (0.2088) loss_giou_2_hybrid: 0.4142 (0.4525) loss_class_3_hybrid: 0.8225 (0.8054) loss_bbox_3_hybrid: 0.2089 (0.2085) loss_giou_3_hybrid: 0.4130 (0.4510) loss_class_4_hybrid: 0.8085 (0.8017) loss_bbox_4_hybrid: 0.2058 (0.2086) loss_giou_4_hybrid: 0.4132 (0.4508) loss_class_enc_hybrid: 0.8227 (0.8251) loss_bbox_enc_hybrid: 0.2615 (0.2635) loss_giou_enc_hybrid: 0.4901 (0.5380) mem: 1028 max mem: 36965 [2024-01-15 03:49:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:50:52 det.util.engine] INFO: Epoch: [4] [4100/11727] eta: 2:18:35 lr: 0.000100 data_time: 0.0028 iter_time: 1.0584 loss: 29.1797 (28.6610) loss_class: 0.7882 (0.8026) loss_bbox: 0.1619 (0.1926) loss_giou: 0.4202 (0.4154) loss_class_0: 0.9563 (1.0162) loss_bbox_0: 0.1727 (0.1908) loss_giou_0: 0.4305 (0.4193) loss_class_1: 0.8551 (0.8817) loss_bbox_1: 0.1701 (0.1924) loss_giou_1: 0.4274 (0.4178) loss_class_2: 0.8278 (0.8374) loss_bbox_2: 0.1635 (0.1905) loss_giou_2: 0.4272 (0.4156) loss_class_3: 0.8097 (0.8154) loss_bbox_3: 0.1617 (0.1913) loss_giou_3: 0.4202 (0.4147) loss_class_4: 0.7768 (0.8049) loss_bbox_4: 0.1619 (0.1921) loss_giou_4: 0.4133 (0.4153) loss_class_enc: 0.8697 (0.9399) loss_bbox_enc: 0.2019 (0.2320) loss_giou_enc: 0.4980 (0.4797) loss_class_dn: 0.4134 (0.4085) loss_bbox_dn: 0.2595 (0.3072) loss_giou_dn: 0.4800 (0.4896) loss_class_dn_0: 0.4897 (0.4908) loss_bbox_dn_0: 0.3600 (0.4111) loss_giou_dn_0: 0.6231 (0.6223) loss_class_dn_1: 0.4315 (0.4357) loss_bbox_dn_1: 0.2705 (0.3305) loss_giou_dn_1: 0.5144 (0.5189) loss_class_dn_2: 0.4147 (0.4150) loss_bbox_dn_2: 0.2603 (0.3111) loss_giou_dn_2: 0.4923 (0.4956) loss_class_dn_3: 0.4187 (0.4091) loss_bbox_dn_3: 0.2597 (0.3079) loss_giou_dn_3: 0.4828 (0.4906) loss_class_dn_4: 0.4139 (0.4076) loss_bbox_dn_4: 0.2595 (0.3072) loss_giou_dn_4: 0.4804 (0.4894) loss_class_hybrid: 0.7517 (0.8018) loss_bbox_hybrid: 0.1826 (0.2085) loss_giou_hybrid: 0.4626 (0.4506) loss_class_0_hybrid: 0.8389 (0.8738) loss_bbox_0_hybrid: 0.1885 (0.2183) loss_giou_0_hybrid: 0.4893 (0.4707) loss_class_1_hybrid: 0.7868 (0.8307) loss_bbox_1_hybrid: 0.1816 (0.2124) loss_giou_1_hybrid: 0.4812 (0.4582) loss_class_2_hybrid: 0.7833 (0.8157) loss_bbox_2_hybrid: 0.1791 (0.2087) loss_giou_2_hybrid: 0.4688 (0.4526) loss_class_3_hybrid: 0.7678 (0.8055) loss_bbox_3_hybrid: 0.1814 (0.2084) loss_giou_3_hybrid: 0.4663 (0.4510) loss_class_4_hybrid: 0.7468 (0.8018) loss_bbox_4_hybrid: 0.1818 (0.2085) loss_giou_4_hybrid: 0.4623 (0.4509) loss_class_enc_hybrid: 0.7405 (0.8252) loss_bbox_enc_hybrid: 0.2250 (0.2634) loss_giou_enc_hybrid: 0.5396 (0.5381) mem: 1019 max mem: 36965 [2024-01-15 03:50:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:51:46 det.util.engine] INFO: Epoch: [4] [4150/11727] eta: 2:17:39 lr: 0.000100 data_time: 0.0031 iter_time: 1.0515 loss: 27.4807 (28.6527) loss_class: 0.7650 (0.8021) loss_bbox: 0.1798 (0.1924) loss_giou: 0.3839 (0.4154) loss_class_0: 0.9605 (1.0157) loss_bbox_0: 0.1936 (0.1908) loss_giou_0: 0.3883 (0.4193) loss_class_1: 0.8534 (0.8813) loss_bbox_1: 0.1864 (0.1923) loss_giou_1: 0.3885 (0.4178) loss_class_2: 0.8183 (0.8371) loss_bbox_2: 0.1888 (0.1904) loss_giou_2: 0.3937 (0.4155) loss_class_3: 0.7965 (0.8150) loss_bbox_3: 0.1892 (0.1912) loss_giou_3: 0.3725 (0.4147) loss_class_4: 0.7778 (0.8045) loss_bbox_4: 0.1834 (0.1920) loss_giou_4: 0.3880 (0.4153) loss_class_enc: 0.9162 (0.9395) loss_bbox_enc: 0.2375 (0.2319) loss_giou_enc: 0.4675 (0.4798) loss_class_dn: 0.4043 (0.4085) loss_bbox_dn: 0.3355 (0.3071) loss_giou_dn: 0.4691 (0.4895) loss_class_dn_0: 0.4887 (0.4908) loss_bbox_dn_0: 0.4227 (0.4110) loss_giou_dn_0: 0.6280 (0.6222) loss_class_dn_1: 0.4340 (0.4357) loss_bbox_dn_1: 0.3498 (0.3304) loss_giou_dn_1: 0.5066 (0.5188) loss_class_dn_2: 0.4132 (0.4150) loss_bbox_dn_2: 0.3357 (0.3110) loss_giou_dn_2: 0.4795 (0.4955) loss_class_dn_3: 0.4054 (0.4091) loss_bbox_dn_3: 0.3354 (0.3078) loss_giou_dn_3: 0.4699 (0.4905) loss_class_dn_4: 0.4020 (0.4076) loss_bbox_dn_4: 0.3355 (0.3071) loss_giou_dn_4: 0.4691 (0.4893) loss_class_hybrid: 0.7874 (0.8016) loss_bbox_hybrid: 0.1959 (0.2084) loss_giou_hybrid: 0.4148 (0.4506) loss_class_0_hybrid: 0.8599 (0.8736) loss_bbox_0_hybrid: 0.2158 (0.2182) loss_giou_0_hybrid: 0.4390 (0.4706) loss_class_1_hybrid: 0.8284 (0.8305) loss_bbox_1_hybrid: 0.2010 (0.2123) loss_giou_1_hybrid: 0.4157 (0.4582) loss_class_2_hybrid: 0.8230 (0.8154) loss_bbox_2_hybrid: 0.1991 (0.2086) loss_giou_2_hybrid: 0.4154 (0.4525) loss_class_3_hybrid: 0.8096 (0.8053) loss_bbox_3_hybrid: 0.1974 (0.2083) loss_giou_3_hybrid: 0.4079 (0.4510) loss_class_4_hybrid: 0.8057 (0.8015) loss_bbox_4_hybrid: 0.1964 (0.2084) loss_giou_4_hybrid: 0.4107 (0.4508) loss_class_enc_hybrid: 0.8168 (0.8250) loss_bbox_enc_hybrid: 0.2646 (0.2633) loss_giou_enc_hybrid: 0.5165 (0.5381) mem: 1021 max mem: 36965 [2024-01-15 03:51:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:52:40 det.util.engine] INFO: Epoch: [4] [4200/11727] eta: 2:16:44 lr: 0.000100 data_time: 0.0029 iter_time: 1.0805 loss: 27.3339 (28.6396) loss_class: 0.7430 (0.8015) loss_bbox: 0.1760 (0.1923) loss_giou: 0.4091 (0.4155) loss_class_0: 0.9442 (1.0150) loss_bbox_0: 0.1900 (0.1906) loss_giou_0: 0.4164 (0.4194) loss_class_1: 0.7985 (0.8806) loss_bbox_1: 0.1816 (0.1922) loss_giou_1: 0.4226 (0.4178) loss_class_2: 0.7936 (0.8364) loss_bbox_2: 0.1780 (0.1903) loss_giou_2: 0.4193 (0.4156) loss_class_3: 0.7519 (0.8144) loss_bbox_3: 0.1764 (0.1910) loss_giou_3: 0.4069 (0.4148) loss_class_4: 0.7413 (0.8039) loss_bbox_4: 0.1761 (0.1918) loss_giou_4: 0.4084 (0.4153) loss_class_enc: 0.8821 (0.9388) loss_bbox_enc: 0.2121 (0.2317) loss_giou_enc: 0.4859 (0.4798) loss_class_dn: 0.3871 (0.4084) loss_bbox_dn: 0.2820 (0.3067) loss_giou_dn: 0.5156 (0.4894) loss_class_dn_0: 0.4876 (0.4907) loss_bbox_dn_0: 0.3842 (0.4104) loss_giou_dn_0: 0.6316 (0.6221) loss_class_dn_1: 0.4169 (0.4356) loss_bbox_dn_1: 0.2955 (0.3299) loss_giou_dn_1: 0.5380 (0.5187) loss_class_dn_2: 0.3975 (0.4149) loss_bbox_dn_2: 0.2816 (0.3105) loss_giou_dn_2: 0.5247 (0.4954) loss_class_dn_3: 0.3931 (0.4090) loss_bbox_dn_3: 0.2819 (0.3074) loss_giou_dn_3: 0.5165 (0.4904) loss_class_dn_4: 0.3885 (0.4075) loss_bbox_dn_4: 0.2819 (0.3067) loss_giou_dn_4: 0.5156 (0.4893) loss_class_hybrid: 0.7721 (0.8010) loss_bbox_hybrid: 0.1894 (0.2082) loss_giou_hybrid: 0.4706 (0.4506) loss_class_0_hybrid: 0.8501 (0.8731) loss_bbox_0_hybrid: 0.2087 (0.2180) loss_giou_0_hybrid: 0.4905 (0.4707) loss_class_1_hybrid: 0.7905 (0.8299) loss_bbox_1_hybrid: 0.1930 (0.2121) loss_giou_1_hybrid: 0.4906 (0.4583) loss_class_2_hybrid: 0.7898 (0.8149) loss_bbox_2_hybrid: 0.1887 (0.2084) loss_giou_2_hybrid: 0.4721 (0.4526) loss_class_3_hybrid: 0.7875 (0.8048) loss_bbox_3_hybrid: 0.1897 (0.2081) loss_giou_3_hybrid: 0.4696 (0.4511) loss_class_4_hybrid: 0.7700 (0.8010) loss_bbox_4_hybrid: 0.1921 (0.2082) loss_giou_4_hybrid: 0.4698 (0.4509) loss_class_enc_hybrid: 0.8071 (0.8244) loss_bbox_enc_hybrid: 0.2598 (0.2631) loss_giou_enc_hybrid: 0.5535 (0.5382) mem: 1036 max mem: 36965 [2024-01-15 03:52:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:53:34 det.util.engine] INFO: Epoch: [4] [4250/11727] eta: 2:15:49 lr: 0.000100 data_time: 0.0031 iter_time: 1.0933 loss: 27.9393 (28.6360) loss_class: 0.8066 (0.8016) loss_bbox: 0.1738 (0.1922) loss_giou: 0.3854 (0.4152) loss_class_0: 1.0407 (1.0151) loss_bbox_0: 0.1648 (0.1906) loss_giou_0: 0.3715 (0.4192) loss_class_1: 0.8794 (0.8809) loss_bbox_1: 0.1767 (0.1921) loss_giou_1: 0.3850 (0.4176) loss_class_2: 0.8354 (0.8366) loss_bbox_2: 0.1693 (0.1903) loss_giou_2: 0.3900 (0.4154) loss_class_3: 0.8142 (0.8146) loss_bbox_3: 0.1755 (0.1910) loss_giou_3: 0.3826 (0.4145) loss_class_4: 0.8048 (0.8040) loss_bbox_4: 0.1690 (0.1918) loss_giou_4: 0.3854 (0.4151) loss_class_enc: 0.9268 (0.9390) loss_bbox_enc: 0.2138 (0.2317) loss_giou_enc: 0.4234 (0.4795) loss_class_dn: 0.4017 (0.4083) loss_bbox_dn: 0.2897 (0.3067) loss_giou_dn: 0.4543 (0.4893) loss_class_dn_0: 0.4853 (0.4907) loss_bbox_dn_0: 0.3850 (0.4103) loss_giou_dn_0: 0.6022 (0.6219) loss_class_dn_1: 0.4351 (0.4356) loss_bbox_dn_1: 0.3152 (0.3299) loss_giou_dn_1: 0.4845 (0.5185) loss_class_dn_2: 0.4188 (0.4149) loss_bbox_dn_2: 0.2922 (0.3105) loss_giou_dn_2: 0.4641 (0.4953) loss_class_dn_3: 0.4109 (0.4089) loss_bbox_dn_3: 0.2889 (0.3074) loss_giou_dn_3: 0.4590 (0.4903) loss_class_dn_4: 0.4030 (0.4074) loss_bbox_dn_4: 0.2898 (0.3067) loss_giou_dn_4: 0.4543 (0.4891) loss_class_hybrid: 0.7798 (0.8011) loss_bbox_hybrid: 0.1853 (0.2082) loss_giou_hybrid: 0.4040 (0.4504) loss_class_0_hybrid: 0.8550 (0.8733) loss_bbox_0_hybrid: 0.1943 (0.2180) loss_giou_0_hybrid: 0.4153 (0.4704) loss_class_1_hybrid: 0.8240 (0.8301) loss_bbox_1_hybrid: 0.1861 (0.2121) loss_giou_1_hybrid: 0.4046 (0.4580) loss_class_2_hybrid: 0.7988 (0.8150) loss_bbox_2_hybrid: 0.1837 (0.2083) loss_giou_2_hybrid: 0.4080 (0.4523) loss_class_3_hybrid: 0.7812 (0.8049) loss_bbox_3_hybrid: 0.1851 (0.2081) loss_giou_3_hybrid: 0.4072 (0.4508) loss_class_4_hybrid: 0.7738 (0.8011) loss_bbox_4_hybrid: 0.1853 (0.2082) loss_giou_4_hybrid: 0.4030 (0.4506) loss_class_enc_hybrid: 0.8178 (0.8246) loss_bbox_enc_hybrid: 0.2462 (0.2630) loss_giou_enc_hybrid: 0.4797 (0.5379) mem: 1023 max mem: 36965 [2024-01-15 03:53:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:54:29 det.util.engine] INFO: Epoch: [4] [4300/11727] eta: 2:14:55 lr: 0.000100 data_time: 0.0033 iter_time: 1.1269 loss: 28.6805 (28.6375) loss_class: 0.7804 (0.8015) loss_bbox: 0.1979 (0.1924) loss_giou: 0.4053 (0.4153) loss_class_0: 1.0462 (1.0151) loss_bbox_0: 0.1873 (0.1907) loss_giou_0: 0.3889 (0.4192) loss_class_1: 0.8960 (0.8810) loss_bbox_1: 0.1775 (0.1922) loss_giou_1: 0.4033 (0.4176) loss_class_2: 0.8029 (0.8364) loss_bbox_2: 0.1992 (0.1904) loss_giou_2: 0.3989 (0.4155) loss_class_3: 0.7603 (0.8144) loss_bbox_3: 0.1938 (0.1911) loss_giou_3: 0.4079 (0.4146) loss_class_4: 0.7829 (0.8040) loss_bbox_4: 0.1919 (0.1919) loss_giou_4: 0.3999 (0.4152) loss_class_enc: 0.9454 (0.9391) loss_bbox_enc: 0.2244 (0.2317) loss_giou_enc: 0.4393 (0.4795) loss_class_dn: 0.4109 (0.4084) loss_bbox_dn: 0.2830 (0.3067) loss_giou_dn: 0.4785 (0.4892) loss_class_dn_0: 0.4877 (0.4907) loss_bbox_dn_0: 0.4271 (0.4104) loss_giou_dn_0: 0.6295 (0.6219) loss_class_dn_1: 0.4413 (0.4356) loss_bbox_dn_1: 0.3290 (0.3299) loss_giou_dn_1: 0.5079 (0.5185) loss_class_dn_2: 0.4218 (0.4149) loss_bbox_dn_2: 0.2909 (0.3105) loss_giou_dn_2: 0.4825 (0.4953) loss_class_dn_3: 0.4162 (0.4090) loss_bbox_dn_3: 0.2904 (0.3074) loss_giou_dn_3: 0.4793 (0.4903) loss_class_dn_4: 0.4095 (0.4075) loss_bbox_dn_4: 0.2830 (0.3066) loss_giou_dn_4: 0.4780 (0.4891) loss_class_hybrid: 0.7984 (0.8011) loss_bbox_hybrid: 0.2027 (0.2082) loss_giou_hybrid: 0.4136 (0.4504) loss_class_0_hybrid: 0.8659 (0.8734) loss_bbox_0_hybrid: 0.2056 (0.2180) loss_giou_0_hybrid: 0.4376 (0.4704) loss_class_1_hybrid: 0.8541 (0.8301) loss_bbox_1_hybrid: 0.1936 (0.2121) loss_giou_1_hybrid: 0.4187 (0.4580) loss_class_2_hybrid: 0.8366 (0.8151) loss_bbox_2_hybrid: 0.1987 (0.2084) loss_giou_2_hybrid: 0.4151 (0.4523) loss_class_3_hybrid: 0.8221 (0.8049) loss_bbox_3_hybrid: 0.2039 (0.2082) loss_giou_3_hybrid: 0.4116 (0.4508) loss_class_4_hybrid: 0.8155 (0.8011) loss_bbox_4_hybrid: 0.2020 (0.2082) loss_giou_4_hybrid: 0.4100 (0.4506) loss_class_enc_hybrid: 0.8497 (0.8247) loss_bbox_enc_hybrid: 0.2485 (0.2631) loss_giou_enc_hybrid: 0.4960 (0.5378) mem: 1015 max mem: 36965 [2024-01-15 03:54:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:55:25 det.util.engine] INFO: Epoch: [4] [4350/11727] eta: 2:14:02 lr: 0.000100 data_time: 0.0035 iter_time: 1.1167 loss: 27.9040 (28.6372) loss_class: 0.7877 (0.8012) loss_bbox: 0.1795 (0.1923) loss_giou: 0.4184 (0.4157) loss_class_0: 1.0116 (1.0149) loss_bbox_0: 0.1753 (0.1906) loss_giou_0: 0.4221 (0.4196) loss_class_1: 0.8956 (0.8808) loss_bbox_1: 0.1825 (0.1921) loss_giou_1: 0.4090 (0.4179) loss_class_2: 0.8375 (0.8362) loss_bbox_2: 0.1841 (0.1903) loss_giou_2: 0.4029 (0.4158) loss_class_3: 0.7810 (0.8141) loss_bbox_3: 0.1831 (0.1910) loss_giou_3: 0.3972 (0.4150) loss_class_4: 0.7798 (0.8037) loss_bbox_4: 0.1794 (0.1918) loss_giou_4: 0.4186 (0.4156) loss_class_enc: 0.9247 (0.9391) loss_bbox_enc: 0.1985 (0.2316) loss_giou_enc: 0.4740 (0.4797) loss_class_dn: 0.4024 (0.4083) loss_bbox_dn: 0.2608 (0.3064) loss_giou_dn: 0.4876 (0.4893) loss_class_dn_0: 0.4938 (0.4907) loss_bbox_dn_0: 0.3806 (0.4101) loss_giou_dn_0: 0.6286 (0.6220) loss_class_dn_1: 0.4310 (0.4355) loss_bbox_dn_1: 0.2874 (0.3297) loss_giou_dn_1: 0.5255 (0.5186) loss_class_dn_2: 0.4072 (0.4149) loss_bbox_dn_2: 0.2657 (0.3103) loss_giou_dn_2: 0.4935 (0.4953) loss_class_dn_3: 0.4006 (0.4089) loss_bbox_dn_3: 0.2618 (0.3071) loss_giou_dn_3: 0.4892 (0.4903) loss_class_dn_4: 0.4020 (0.4074) loss_bbox_dn_4: 0.2607 (0.3064) loss_giou_dn_4: 0.4875 (0.4892) loss_class_hybrid: 0.7866 (0.8009) loss_bbox_hybrid: 0.2010 (0.2082) loss_giou_hybrid: 0.4646 (0.4507) loss_class_0_hybrid: 0.8705 (0.8732) loss_bbox_0_hybrid: 0.2064 (0.2179) loss_giou_0_hybrid: 0.4818 (0.4708) loss_class_1_hybrid: 0.8073 (0.8299) loss_bbox_1_hybrid: 0.2012 (0.2121) loss_giou_1_hybrid: 0.4668 (0.4584) loss_class_2_hybrid: 0.8068 (0.8149) loss_bbox_2_hybrid: 0.1957 (0.2083) loss_giou_2_hybrid: 0.4646 (0.4527) loss_class_3_hybrid: 0.7938 (0.8047) loss_bbox_3_hybrid: 0.1970 (0.2081) loss_giou_3_hybrid: 0.4623 (0.4512) loss_class_4_hybrid: 0.7975 (0.8009) loss_bbox_4_hybrid: 0.2005 (0.2082) loss_giou_4_hybrid: 0.4669 (0.4510) loss_class_enc_hybrid: 0.8116 (0.8245) loss_bbox_enc_hybrid: 0.2467 (0.2630) loss_giou_enc_hybrid: 0.5447 (0.5382) mem: 1013 max mem: 36965 [2024-01-15 03:55:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:56:18 det.util.engine] INFO: Epoch: [4] [4400/11727] eta: 2:13:06 lr: 0.000100 data_time: 0.0035 iter_time: 1.0478 loss: 28.4500 (28.6448) loss_class: 0.8383 (0.8017) loss_bbox: 0.1694 (0.1923) loss_giou: 0.4054 (0.4158) loss_class_0: 1.0035 (1.0150) loss_bbox_0: 0.1631 (0.1906) loss_giou_0: 0.4031 (0.4197) loss_class_1: 0.8826 (0.8811) loss_bbox_1: 0.1666 (0.1921) loss_giou_1: 0.4131 (0.4180) loss_class_2: 0.8701 (0.8367) loss_bbox_2: 0.1657 (0.1903) loss_giou_2: 0.4041 (0.4159) loss_class_3: 0.8268 (0.8145) loss_bbox_3: 0.1698 (0.1910) loss_giou_3: 0.4058 (0.4151) loss_class_4: 0.8280 (0.8041) loss_bbox_4: 0.1646 (0.1918) loss_giou_4: 0.4093 (0.4156) loss_class_enc: 0.9417 (0.9391) loss_bbox_enc: 0.2078 (0.2315) loss_giou_enc: 0.4644 (0.4798) loss_class_dn: 0.4050 (0.4084) loss_bbox_dn: 0.2735 (0.3065) loss_giou_dn: 0.4992 (0.4895) loss_class_dn_0: 0.4875 (0.4907) loss_bbox_dn_0: 0.3603 (0.4101) loss_giou_dn_0: 0.6260 (0.6222) loss_class_dn_1: 0.4367 (0.4356) loss_bbox_dn_1: 0.2940 (0.3297) loss_giou_dn_1: 0.5274 (0.5188) loss_class_dn_2: 0.4131 (0.4149) loss_bbox_dn_2: 0.2766 (0.3103) loss_giou_dn_2: 0.5052 (0.4956) loss_class_dn_3: 0.4084 (0.4090) loss_bbox_dn_3: 0.2738 (0.3072) loss_giou_dn_3: 0.4993 (0.4906) loss_class_dn_4: 0.4061 (0.4075) loss_bbox_dn_4: 0.2734 (0.3065) loss_giou_dn_4: 0.4991 (0.4894) loss_class_hybrid: 0.8117 (0.8013) loss_bbox_hybrid: 0.1781 (0.2082) loss_giou_hybrid: 0.4378 (0.4509) loss_class_0_hybrid: 0.8648 (0.8733) loss_bbox_0_hybrid: 0.1853 (0.2179) loss_giou_0_hybrid: 0.4440 (0.4709) loss_class_1_hybrid: 0.8274 (0.8301) loss_bbox_1_hybrid: 0.1826 (0.2121) loss_giou_1_hybrid: 0.4326 (0.4586) loss_class_2_hybrid: 0.8169 (0.8151) loss_bbox_2_hybrid: 0.1804 (0.2084) loss_giou_2_hybrid: 0.4326 (0.4529) loss_class_3_hybrid: 0.8098 (0.8050) loss_bbox_3_hybrid: 0.1812 (0.2081) loss_giou_3_hybrid: 0.4412 (0.4513) loss_class_4_hybrid: 0.8158 (0.8012) loss_bbox_4_hybrid: 0.1819 (0.2082) loss_giou_4_hybrid: 0.4416 (0.4512) loss_class_enc_hybrid: 0.8255 (0.8246) loss_bbox_enc_hybrid: 0.2300 (0.2629) loss_giou_enc_hybrid: 0.5092 (0.5383) mem: 1032 max mem: 36965 [2024-01-15 03:56:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:57:13 det.util.engine] INFO: Epoch: [4] [4450/11727] eta: 2:12:12 lr: 0.000100 data_time: 0.0032 iter_time: 1.1071 loss: 28.8933 (28.6492) loss_class: 0.7764 (0.8019) loss_bbox: 0.1982 (0.1924) loss_giou: 0.4097 (0.4158) loss_class_0: 1.0067 (1.0152) loss_bbox_0: 0.1954 (0.1907) loss_giou_0: 0.3947 (0.4197) loss_class_1: 0.8782 (0.8813) loss_bbox_1: 0.2020 (0.1921) loss_giou_1: 0.3914 (0.4180) loss_class_2: 0.8263 (0.8369) loss_bbox_2: 0.1922 (0.1904) loss_giou_2: 0.3950 (0.4159) loss_class_3: 0.7921 (0.8147) loss_bbox_3: 0.1867 (0.1911) loss_giou_3: 0.4052 (0.4151) loss_class_4: 0.7824 (0.8043) loss_bbox_4: 0.1987 (0.1919) loss_giou_4: 0.4071 (0.4157) loss_class_enc: 0.9094 (0.9394) loss_bbox_enc: 0.2181 (0.2316) loss_giou_enc: 0.4614 (0.4798) loss_class_dn: 0.4085 (0.4083) loss_bbox_dn: 0.3193 (0.3067) loss_giou_dn: 0.4774 (0.4895) loss_class_dn_0: 0.4999 (0.4907) loss_bbox_dn_0: 0.4006 (0.4103) loss_giou_dn_0: 0.5958 (0.6221) loss_class_dn_1: 0.4455 (0.4356) loss_bbox_dn_1: 0.3317 (0.3300) loss_giou_dn_1: 0.5019 (0.5188) loss_class_dn_2: 0.4180 (0.4149) loss_bbox_dn_2: 0.3189 (0.3105) loss_giou_dn_2: 0.4795 (0.4956) loss_class_dn_3: 0.4066 (0.4089) loss_bbox_dn_3: 0.3194 (0.3074) loss_giou_dn_3: 0.4762 (0.4905) loss_class_dn_4: 0.4072 (0.4074) loss_bbox_dn_4: 0.3192 (0.3067) loss_giou_dn_4: 0.4774 (0.4894) loss_class_hybrid: 0.7714 (0.8014) loss_bbox_hybrid: 0.2031 (0.2082) loss_giou_hybrid: 0.4310 (0.4509) loss_class_0_hybrid: 0.8359 (0.8735) loss_bbox_0_hybrid: 0.2246 (0.2180) loss_giou_0_hybrid: 0.4461 (0.4709) loss_class_1_hybrid: 0.8196 (0.8303) loss_bbox_1_hybrid: 0.2161 (0.2122) loss_giou_1_hybrid: 0.4254 (0.4585) loss_class_2_hybrid: 0.7968 (0.8153) loss_bbox_2_hybrid: 0.2107 (0.2084) loss_giou_2_hybrid: 0.4259 (0.4529) loss_class_3_hybrid: 0.7657 (0.8052) loss_bbox_3_hybrid: 0.2084 (0.2082) loss_giou_3_hybrid: 0.4335 (0.4513) loss_class_4_hybrid: 0.7631 (0.8014) loss_bbox_4_hybrid: 0.2090 (0.2082) loss_giou_4_hybrid: 0.4326 (0.4512) loss_class_enc_hybrid: 0.7985 (0.8247) loss_bbox_enc_hybrid: 0.2653 (0.2631) loss_giou_enc_hybrid: 0.5152 (0.5383) mem: 1021 max mem: 36965 [2024-01-15 03:57:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:58:06 det.util.engine] INFO: Epoch: [4] [4500/11727] eta: 2:11:15 lr: 0.000100 data_time: 0.0031 iter_time: 1.0724 loss: 27.7583 (28.6390) loss_class: 0.7391 (0.8015) loss_bbox: 0.1748 (0.1923) loss_giou: 0.4070 (0.4158) loss_class_0: 0.9525 (1.0147) loss_bbox_0: 0.1800 (0.1906) loss_giou_0: 0.3992 (0.4196) loss_class_1: 0.7853 (0.8806) loss_bbox_1: 0.1849 (0.1921) loss_giou_1: 0.4049 (0.4180) loss_class_2: 0.7564 (0.8363) loss_bbox_2: 0.1797 (0.1904) loss_giou_2: 0.4084 (0.4159) loss_class_3: 0.7279 (0.8141) loss_bbox_3: 0.1751 (0.1911) loss_giou_3: 0.4082 (0.4151) loss_class_4: 0.7020 (0.8038) loss_bbox_4: 0.1782 (0.1918) loss_giou_4: 0.4071 (0.4156) loss_class_enc: 0.8937 (0.9391) loss_bbox_enc: 0.2062 (0.2315) loss_giou_enc: 0.4785 (0.4797) loss_class_dn: 0.4015 (0.4083) loss_bbox_dn: 0.2782 (0.3064) loss_giou_dn: 0.4676 (0.4894) loss_class_dn_0: 0.4797 (0.4907) loss_bbox_dn_0: 0.3702 (0.4100) loss_giou_dn_0: 0.6041 (0.6220) loss_class_dn_1: 0.4249 (0.4355) loss_bbox_dn_1: 0.3041 (0.3297) loss_giou_dn_1: 0.4976 (0.5187) loss_class_dn_2: 0.4084 (0.4149) loss_bbox_dn_2: 0.2807 (0.3103) loss_giou_dn_2: 0.4738 (0.4955) loss_class_dn_3: 0.4069 (0.4089) loss_bbox_dn_3: 0.2795 (0.3071) loss_giou_dn_3: 0.4683 (0.4905) loss_class_dn_4: 0.4021 (0.4074) loss_bbox_dn_4: 0.2782 (0.3064) loss_giou_dn_4: 0.4675 (0.4893) loss_class_hybrid: 0.7323 (0.8011) loss_bbox_hybrid: 0.1892 (0.2081) loss_giou_hybrid: 0.4278 (0.4508) loss_class_0_hybrid: 0.8313 (0.8731) loss_bbox_0_hybrid: 0.1991 (0.2179) loss_giou_0_hybrid: 0.4508 (0.4708) loss_class_1_hybrid: 0.7702 (0.8299) loss_bbox_1_hybrid: 0.1907 (0.2121) loss_giou_1_hybrid: 0.4395 (0.4585) loss_class_2_hybrid: 0.7371 (0.8149) loss_bbox_2_hybrid: 0.1858 (0.2083) loss_giou_2_hybrid: 0.4365 (0.4528) loss_class_3_hybrid: 0.7377 (0.8048) loss_bbox_3_hybrid: 0.1881 (0.2081) loss_giou_3_hybrid: 0.4256 (0.4513) loss_class_4_hybrid: 0.7206 (0.8011) loss_bbox_4_hybrid: 0.1896 (0.2081) loss_giou_4_hybrid: 0.4291 (0.4511) loss_class_enc_hybrid: 0.8093 (0.8245) loss_bbox_enc_hybrid: 0.2389 (0.2629) loss_giou_enc_hybrid: 0.5173 (0.5382) mem: 1023 max mem: 36965 [2024-01-15 03:58:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:59:00 det.util.engine] INFO: Epoch: [4] [4550/11727] eta: 2:10:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.1075 loss: 27.9386 (28.6390) loss_class: 0.8235 (0.8016) loss_bbox: 0.1735 (0.1923) loss_giou: 0.3668 (0.4156) loss_class_0: 1.0012 (1.0148) loss_bbox_0: 0.1688 (0.1906) loss_giou_0: 0.3757 (0.4195) loss_class_1: 0.8976 (0.8807) loss_bbox_1: 0.1902 (0.1921) loss_giou_1: 0.3690 (0.4179) loss_class_2: 0.8652 (0.8364) loss_bbox_2: 0.1834 (0.1904) loss_giou_2: 0.3677 (0.4158) loss_class_3: 0.8298 (0.8142) loss_bbox_3: 0.1658 (0.1911) loss_giou_3: 0.3764 (0.4150) loss_class_4: 0.8163 (0.8039) loss_bbox_4: 0.1718 (0.1919) loss_giou_4: 0.3714 (0.4155) loss_class_enc: 0.9542 (0.9392) loss_bbox_enc: 0.2109 (0.2315) loss_giou_enc: 0.4384 (0.4795) loss_class_dn: 0.4036 (0.4083) loss_bbox_dn: 0.2826 (0.3065) loss_giou_dn: 0.4668 (0.4893) loss_class_dn_0: 0.4977 (0.4907) loss_bbox_dn_0: 0.3772 (0.4101) loss_giou_dn_0: 0.5921 (0.6219) loss_class_dn_1: 0.4296 (0.4355) loss_bbox_dn_1: 0.2950 (0.3297) loss_giou_dn_1: 0.4962 (0.5186) loss_class_dn_2: 0.4115 (0.4149) loss_bbox_dn_2: 0.2857 (0.3103) loss_giou_dn_2: 0.4740 (0.4954) loss_class_dn_3: 0.4073 (0.4089) loss_bbox_dn_3: 0.2833 (0.3072) loss_giou_dn_3: 0.4675 (0.4903) loss_class_dn_4: 0.4025 (0.4074) loss_bbox_dn_4: 0.2826 (0.3065) loss_giou_dn_4: 0.4667 (0.4892) loss_class_hybrid: 0.8445 (0.8012) loss_bbox_hybrid: 0.1860 (0.2082) loss_giou_hybrid: 0.4025 (0.4508) loss_class_0_hybrid: 0.8890 (0.8732) loss_bbox_0_hybrid: 0.2018 (0.2179) loss_giou_0_hybrid: 0.4232 (0.4708) loss_class_1_hybrid: 0.8563 (0.8300) loss_bbox_1_hybrid: 0.1916 (0.2121) loss_giou_1_hybrid: 0.4109 (0.4584) loss_class_2_hybrid: 0.8468 (0.8150) loss_bbox_2_hybrid: 0.1875 (0.2084) loss_giou_2_hybrid: 0.4016 (0.4527) loss_class_3_hybrid: 0.8418 (0.8049) loss_bbox_3_hybrid: 0.1859 (0.2081) loss_giou_3_hybrid: 0.4033 (0.4512) loss_class_4_hybrid: 0.8490 (0.8011) loss_bbox_4_hybrid: 0.1879 (0.2082) loss_giou_4_hybrid: 0.4031 (0.4510) loss_class_enc_hybrid: 0.8486 (0.8245) loss_bbox_enc_hybrid: 0.2439 (0.2629) loss_giou_enc_hybrid: 0.4908 (0.5381) mem: 1032 max mem: 36965 [2024-01-15 03:59:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 03:59:54 det.util.engine] INFO: Epoch: [4] [4600/11727] eta: 2:09:24 lr: 0.000100 data_time: 0.0033 iter_time: 1.0743 loss: 27.7773 (28.6358) loss_class: 0.8001 (0.8015) loss_bbox: 0.1719 (0.1923) loss_giou: 0.3993 (0.4156) loss_class_0: 0.9795 (1.0147) loss_bbox_0: 0.1705 (0.1905) loss_giou_0: 0.4135 (0.4194) loss_class_1: 0.8349 (0.8805) loss_bbox_1: 0.1724 (0.1921) loss_giou_1: 0.4053 (0.4178) loss_class_2: 0.8247 (0.8363) loss_bbox_2: 0.1761 (0.1903) loss_giou_2: 0.4112 (0.4158) loss_class_3: 0.7949 (0.8141) loss_bbox_3: 0.1719 (0.1910) loss_giou_3: 0.3985 (0.4149) loss_class_4: 0.7937 (0.8038) loss_bbox_4: 0.1724 (0.1918) loss_giou_4: 0.3993 (0.4155) loss_class_enc: 0.9061 (0.9393) loss_bbox_enc: 0.2129 (0.2314) loss_giou_enc: 0.4837 (0.4794) loss_class_dn: 0.4035 (0.4082) loss_bbox_dn: 0.2364 (0.3065) loss_giou_dn: 0.4918 (0.4893) loss_class_dn_0: 0.4905 (0.4907) loss_bbox_dn_0: 0.3337 (0.4101) loss_giou_dn_0: 0.6063 (0.6219) loss_class_dn_1: 0.4310 (0.4355) loss_bbox_dn_1: 0.2746 (0.3297) loss_giou_dn_1: 0.5114 (0.5186) loss_class_dn_2: 0.4125 (0.4148) loss_bbox_dn_2: 0.2393 (0.3103) loss_giou_dn_2: 0.4955 (0.4953) loss_class_dn_3: 0.4080 (0.4088) loss_bbox_dn_3: 0.2379 (0.3072) loss_giou_dn_3: 0.4905 (0.4903) loss_class_dn_4: 0.4033 (0.4073) loss_bbox_dn_4: 0.2364 (0.3064) loss_giou_dn_4: 0.4909 (0.4892) loss_class_hybrid: 0.8013 (0.8012) loss_bbox_hybrid: 0.1777 (0.2081) loss_giou_hybrid: 0.4405 (0.4507) loss_class_0_hybrid: 0.8414 (0.8731) loss_bbox_0_hybrid: 0.1854 (0.2179) loss_giou_0_hybrid: 0.4691 (0.4707) loss_class_1_hybrid: 0.8222 (0.8299) loss_bbox_1_hybrid: 0.1781 (0.2120) loss_giou_1_hybrid: 0.4569 (0.4584) loss_class_2_hybrid: 0.8087 (0.8149) loss_bbox_2_hybrid: 0.1745 (0.2083) loss_giou_2_hybrid: 0.4531 (0.4527) loss_class_3_hybrid: 0.8025 (0.8049) loss_bbox_3_hybrid: 0.1760 (0.2081) loss_giou_3_hybrid: 0.4424 (0.4512) loss_class_4_hybrid: 0.7990 (0.8011) loss_bbox_4_hybrid: 0.1780 (0.2081) loss_giou_4_hybrid: 0.4424 (0.4510) loss_class_enc_hybrid: 0.7931 (0.8245) loss_bbox_enc_hybrid: 0.2324 (0.2629) loss_giou_enc_hybrid: 0.5287 (0.5380) mem: 1015 max mem: 36965 [2024-01-15 03:59:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:00:48 det.util.engine] INFO: Epoch: [4] [4650/11727] eta: 2:08:30 lr: 0.000100 data_time: 0.0034 iter_time: 1.1241 loss: 27.9335 (28.6300) loss_class: 0.7948 (0.8014) loss_bbox: 0.1805 (0.1922) loss_giou: 0.3557 (0.4156) loss_class_0: 0.9872 (1.0145) loss_bbox_0: 0.1751 (0.1904) loss_giou_0: 0.3716 (0.4194) loss_class_1: 0.8706 (0.8804) loss_bbox_1: 0.1782 (0.1920) loss_giou_1: 0.3621 (0.4178) loss_class_2: 0.8146 (0.8361) loss_bbox_2: 0.1815 (0.1902) loss_giou_2: 0.3639 (0.4158) loss_class_3: 0.8008 (0.8140) loss_bbox_3: 0.1825 (0.1910) loss_giou_3: 0.3566 (0.4149) loss_class_4: 0.7790 (0.8037) loss_bbox_4: 0.1824 (0.1917) loss_giou_4: 0.3562 (0.4155) loss_class_enc: 0.9294 (0.9390) loss_bbox_enc: 0.2143 (0.2314) loss_giou_enc: 0.4619 (0.4795) loss_class_dn: 0.4006 (0.4081) loss_bbox_dn: 0.2704 (0.3063) loss_giou_dn: 0.4506 (0.4892) loss_class_dn_0: 0.4892 (0.4906) loss_bbox_dn_0: 0.4035 (0.4099) loss_giou_dn_0: 0.5746 (0.6218) loss_class_dn_1: 0.4288 (0.4354) loss_bbox_dn_1: 0.3002 (0.3295) loss_giou_dn_1: 0.4753 (0.5185) loss_class_dn_2: 0.4089 (0.4147) loss_bbox_dn_2: 0.2786 (0.3101) loss_giou_dn_2: 0.4566 (0.4952) loss_class_dn_3: 0.4047 (0.4088) loss_bbox_dn_3: 0.2706 (0.3070) loss_giou_dn_3: 0.4522 (0.4902) loss_class_dn_4: 0.3990 (0.4072) loss_bbox_dn_4: 0.2704 (0.3063) loss_giou_dn_4: 0.4505 (0.4891) loss_class_hybrid: 0.7884 (0.8011) loss_bbox_hybrid: 0.2019 (0.2080) loss_giou_hybrid: 0.3811 (0.4506) loss_class_0_hybrid: 0.8513 (0.8729) loss_bbox_0_hybrid: 0.2000 (0.2178) loss_giou_0_hybrid: 0.4079 (0.4706) loss_class_1_hybrid: 0.8014 (0.8298) loss_bbox_1_hybrid: 0.1967 (0.2119) loss_giou_1_hybrid: 0.3931 (0.4583) loss_class_2_hybrid: 0.7640 (0.8147) loss_bbox_2_hybrid: 0.2007 (0.2082) loss_giou_2_hybrid: 0.3845 (0.4526) loss_class_3_hybrid: 0.7744 (0.8047) loss_bbox_3_hybrid: 0.2026 (0.2080) loss_giou_3_hybrid: 0.3859 (0.4511) loss_class_4_hybrid: 0.7825 (0.8010) loss_bbox_4_hybrid: 0.2041 (0.2080) loss_giou_4_hybrid: 0.3884 (0.4509) loss_class_enc_hybrid: 0.8280 (0.8244) loss_bbox_enc_hybrid: 0.2456 (0.2628) loss_giou_enc_hybrid: 0.4892 (0.5380) mem: 1031 max mem: 36965 [2024-01-15 04:00:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:01:42 det.util.engine] INFO: Epoch: [4] [4700/11727] eta: 2:07:35 lr: 0.000100 data_time: 0.0033 iter_time: 1.0574 loss: 27.8712 (28.6274) loss_class: 0.7595 (0.8013) loss_bbox: 0.1924 (0.1922) loss_giou: 0.4072 (0.4155) loss_class_0: 1.0081 (1.0143) loss_bbox_0: 0.1954 (0.1905) loss_giou_0: 0.4136 (0.4194) loss_class_1: 0.8204 (0.8802) loss_bbox_1: 0.2015 (0.1920) loss_giou_1: 0.4214 (0.4178) loss_class_2: 0.7901 (0.8359) loss_bbox_2: 0.1922 (0.1903) loss_giou_2: 0.4072 (0.4157) loss_class_3: 0.7772 (0.8139) loss_bbox_3: 0.1959 (0.1910) loss_giou_3: 0.3989 (0.4148) loss_class_4: 0.7613 (0.8036) loss_bbox_4: 0.1934 (0.1918) loss_giou_4: 0.4097 (0.4154) loss_class_enc: 0.8826 (0.9389) loss_bbox_enc: 0.2179 (0.2314) loss_giou_enc: 0.4636 (0.4794) loss_class_dn: 0.3949 (0.4081) loss_bbox_dn: 0.2812 (0.3062) loss_giou_dn: 0.4923 (0.4892) loss_class_dn_0: 0.4834 (0.4906) loss_bbox_dn_0: 0.3734 (0.4099) loss_giou_dn_0: 0.6252 (0.6218) loss_class_dn_1: 0.4261 (0.4353) loss_bbox_dn_1: 0.3004 (0.3295) loss_giou_dn_1: 0.5165 (0.5185) loss_class_dn_2: 0.3996 (0.4147) loss_bbox_dn_2: 0.2835 (0.3101) loss_giou_dn_2: 0.4963 (0.4952) loss_class_dn_3: 0.3966 (0.4087) loss_bbox_dn_3: 0.2828 (0.3069) loss_giou_dn_3: 0.4946 (0.4902) loss_class_dn_4: 0.3924 (0.4072) loss_bbox_dn_4: 0.2810 (0.3062) loss_giou_dn_4: 0.4920 (0.4890) loss_class_hybrid: 0.7695 (0.8010) loss_bbox_hybrid: 0.2151 (0.2081) loss_giou_hybrid: 0.4396 (0.4506) loss_class_0_hybrid: 0.8684 (0.8728) loss_bbox_0_hybrid: 0.2231 (0.2179) loss_giou_0_hybrid: 0.4608 (0.4706) loss_class_1_hybrid: 0.7806 (0.8297) loss_bbox_1_hybrid: 0.2208 (0.2120) loss_giou_1_hybrid: 0.4439 (0.4582) loss_class_2_hybrid: 0.7840 (0.8146) loss_bbox_2_hybrid: 0.2128 (0.2083) loss_giou_2_hybrid: 0.4362 (0.4526) loss_class_3_hybrid: 0.7701 (0.8046) loss_bbox_3_hybrid: 0.2137 (0.2080) loss_giou_3_hybrid: 0.4368 (0.4510) loss_class_4_hybrid: 0.7817 (0.8009) loss_bbox_4_hybrid: 0.2147 (0.2081) loss_giou_4_hybrid: 0.4413 (0.4508) loss_class_enc_hybrid: 0.8094 (0.8242) loss_bbox_enc_hybrid: 0.2528 (0.2628) loss_giou_enc_hybrid: 0.5222 (0.5379) mem: 1024 max mem: 36965 [2024-01-15 04:01:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:02:36 det.util.engine] INFO: Epoch: [4] [4750/11727] eta: 2:06:39 lr: 0.000100 data_time: 0.0032 iter_time: 1.0821 loss: 27.9587 (28.6253) loss_class: 0.7616 (0.8013) loss_bbox: 0.1724 (0.1921) loss_giou: 0.4327 (0.4155) loss_class_0: 0.9813 (1.0144) loss_bbox_0: 0.1671 (0.1904) loss_giou_0: 0.4349 (0.4193) loss_class_1: 0.8339 (0.8802) loss_bbox_1: 0.1680 (0.1920) loss_giou_1: 0.4321 (0.4178) loss_class_2: 0.8065 (0.8359) loss_bbox_2: 0.1735 (0.1902) loss_giou_2: 0.4310 (0.4157) loss_class_3: 0.7664 (0.8138) loss_bbox_3: 0.1728 (0.1910) loss_giou_3: 0.4340 (0.4148) loss_class_4: 0.7674 (0.8036) loss_bbox_4: 0.1736 (0.1917) loss_giou_4: 0.4324 (0.4154) loss_class_enc: 0.9158 (0.9389) loss_bbox_enc: 0.2059 (0.2313) loss_giou_enc: 0.4719 (0.4793) loss_class_dn: 0.4049 (0.4081) loss_bbox_dn: 0.2250 (0.3061) loss_giou_dn: 0.4826 (0.4891) loss_class_dn_0: 0.4801 (0.4906) loss_bbox_dn_0: 0.3393 (0.4098) loss_giou_dn_0: 0.6339 (0.6217) loss_class_dn_1: 0.4252 (0.4353) loss_bbox_dn_1: 0.2543 (0.3294) loss_giou_dn_1: 0.5184 (0.5184) loss_class_dn_2: 0.4003 (0.4147) loss_bbox_dn_2: 0.2253 (0.3099) loss_giou_dn_2: 0.4926 (0.4951) loss_class_dn_3: 0.3977 (0.4087) loss_bbox_dn_3: 0.2266 (0.3068) loss_giou_dn_3: 0.4842 (0.4901) loss_class_dn_4: 0.4018 (0.4072) loss_bbox_dn_4: 0.2249 (0.3061) loss_giou_dn_4: 0.4825 (0.4890) loss_class_hybrid: 0.7532 (0.8011) loss_bbox_hybrid: 0.1914 (0.2080) loss_giou_hybrid: 0.4543 (0.4505) loss_class_0_hybrid: 0.8142 (0.8729) loss_bbox_0_hybrid: 0.1996 (0.2178) loss_giou_0_hybrid: 0.4691 (0.4705) loss_class_1_hybrid: 0.7809 (0.8298) loss_bbox_1_hybrid: 0.1927 (0.2119) loss_giou_1_hybrid: 0.4566 (0.4582) loss_class_2_hybrid: 0.7661 (0.8147) loss_bbox_2_hybrid: 0.1935 (0.2082) loss_giou_2_hybrid: 0.4554 (0.4525) loss_class_3_hybrid: 0.7592 (0.8047) loss_bbox_3_hybrid: 0.1924 (0.2080) loss_giou_3_hybrid: 0.4536 (0.4510) loss_class_4_hybrid: 0.7608 (0.8009) loss_bbox_4_hybrid: 0.1913 (0.2080) loss_giou_4_hybrid: 0.4529 (0.4508) loss_class_enc_hybrid: 0.8000 (0.8243) loss_bbox_enc_hybrid: 0.2415 (0.2628) loss_giou_enc_hybrid: 0.5420 (0.5379) mem: 1030 max mem: 36965 [2024-01-15 04:02:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:03:31 det.util.engine] INFO: Epoch: [4] [4800/11727] eta: 2:05:45 lr: 0.000100 data_time: 0.0033 iter_time: 1.0899 loss: 27.9518 (28.6224) loss_class: 0.8353 (0.8012) loss_bbox: 0.1819 (0.1922) loss_giou: 0.3701 (0.4154) loss_class_0: 1.0174 (1.0143) loss_bbox_0: 0.1802 (0.1904) loss_giou_0: 0.3670 (0.4191) loss_class_1: 0.8687 (0.8801) loss_bbox_1: 0.1803 (0.1920) loss_giou_1: 0.3746 (0.4176) loss_class_2: 0.8832 (0.8359) loss_bbox_2: 0.1766 (0.1903) loss_giou_2: 0.3742 (0.4155) loss_class_3: 0.8176 (0.8138) loss_bbox_3: 0.1815 (0.1910) loss_giou_3: 0.3581 (0.4147) loss_class_4: 0.8281 (0.8036) loss_bbox_4: 0.1820 (0.1918) loss_giou_4: 0.3682 (0.4153) loss_class_enc: 0.9647 (0.9389) loss_bbox_enc: 0.2470 (0.2314) loss_giou_enc: 0.4487 (0.4792) loss_class_dn: 0.4015 (0.4081) loss_bbox_dn: 0.3275 (0.3061) loss_giou_dn: 0.4612 (0.4890) loss_class_dn_0: 0.4947 (0.4906) loss_bbox_dn_0: 0.4028 (0.4098) loss_giou_dn_0: 0.5910 (0.6216) loss_class_dn_1: 0.4328 (0.4353) loss_bbox_dn_1: 0.3426 (0.3294) loss_giou_dn_1: 0.4852 (0.5183) loss_class_dn_2: 0.4117 (0.4147) loss_bbox_dn_2: 0.3296 (0.3100) loss_giou_dn_2: 0.4633 (0.4950) loss_class_dn_3: 0.4042 (0.4087) loss_bbox_dn_3: 0.3277 (0.3068) loss_giou_dn_3: 0.4611 (0.4900) loss_class_dn_4: 0.3995 (0.4072) loss_bbox_dn_4: 0.3275 (0.3061) loss_giou_dn_4: 0.4610 (0.4888) loss_class_hybrid: 0.8295 (0.8010) loss_bbox_hybrid: 0.1988 (0.2081) loss_giou_hybrid: 0.3995 (0.4503) loss_class_0_hybrid: 0.8701 (0.8728) loss_bbox_0_hybrid: 0.2215 (0.2178) loss_giou_0_hybrid: 0.4371 (0.4703) loss_class_1_hybrid: 0.8520 (0.8298) loss_bbox_1_hybrid: 0.2041 (0.2119) loss_giou_1_hybrid: 0.4062 (0.4579) loss_class_2_hybrid: 0.8537 (0.8147) loss_bbox_2_hybrid: 0.2043 (0.2082) loss_giou_2_hybrid: 0.4025 (0.4523) loss_class_3_hybrid: 0.8317 (0.8047) loss_bbox_3_hybrid: 0.2007 (0.2080) loss_giou_3_hybrid: 0.3997 (0.4507) loss_class_4_hybrid: 0.8262 (0.8009) loss_bbox_4_hybrid: 0.1979 (0.2081) loss_giou_4_hybrid: 0.4007 (0.4506) loss_class_enc_hybrid: 0.8176 (0.8244) loss_bbox_enc_hybrid: 0.2716 (0.2628) loss_giou_enc_hybrid: 0.5069 (0.5377) mem: 1024 max mem: 36965 [2024-01-15 04:03:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:04:24 det.util.engine] INFO: Epoch: [4] [4850/11727] eta: 2:04:49 lr: 0.000100 data_time: 0.0033 iter_time: 1.0875 loss: 28.0477 (28.6213) loss_class: 0.8052 (0.8012) loss_bbox: 0.1908 (0.1922) loss_giou: 0.4042 (0.4153) loss_class_0: 1.0125 (1.0145) loss_bbox_0: 0.1856 (0.1903) loss_giou_0: 0.4104 (0.4191) loss_class_1: 0.8833 (0.8801) loss_bbox_1: 0.1913 (0.1920) loss_giou_1: 0.4133 (0.4176) loss_class_2: 0.8445 (0.8358) loss_bbox_2: 0.1879 (0.1903) loss_giou_2: 0.4074 (0.4155) loss_class_3: 0.8112 (0.8138) loss_bbox_3: 0.1921 (0.1910) loss_giou_3: 0.4095 (0.4147) loss_class_4: 0.7941 (0.8036) loss_bbox_4: 0.1951 (0.1918) loss_giou_4: 0.4107 (0.4152) loss_class_enc: 0.9205 (0.9389) loss_bbox_enc: 0.2262 (0.2313) loss_giou_enc: 0.4527 (0.4792) loss_class_dn: 0.3949 (0.4080) loss_bbox_dn: 0.3102 (0.3062) loss_giou_dn: 0.5033 (0.4890) loss_class_dn_0: 0.4961 (0.4906) loss_bbox_dn_0: 0.4323 (0.4099) loss_giou_dn_0: 0.6389 (0.6216) loss_class_dn_1: 0.4288 (0.4353) loss_bbox_dn_1: 0.3389 (0.3294) loss_giou_dn_1: 0.5380 (0.5183) loss_class_dn_2: 0.4039 (0.4146) loss_bbox_dn_2: 0.3096 (0.3100) loss_giou_dn_2: 0.5109 (0.4950) loss_class_dn_3: 0.3974 (0.4087) loss_bbox_dn_3: 0.3088 (0.3069) loss_giou_dn_3: 0.5046 (0.4900) loss_class_dn_4: 0.3962 (0.4071) loss_bbox_dn_4: 0.3104 (0.3061) loss_giou_dn_4: 0.5034 (0.4888) loss_class_hybrid: 0.7778 (0.8010) loss_bbox_hybrid: 0.2089 (0.2080) loss_giou_hybrid: 0.4351 (0.4502) loss_class_0_hybrid: 0.8910 (0.8730) loss_bbox_0_hybrid: 0.2139 (0.2177) loss_giou_0_hybrid: 0.4544 (0.4702) loss_class_1_hybrid: 0.8436 (0.8298) loss_bbox_1_hybrid: 0.2139 (0.2119) loss_giou_1_hybrid: 0.4449 (0.4579) loss_class_2_hybrid: 0.8246 (0.8146) loss_bbox_2_hybrid: 0.2108 (0.2082) loss_giou_2_hybrid: 0.4396 (0.4522) loss_class_3_hybrid: 0.7982 (0.8046) loss_bbox_3_hybrid: 0.2078 (0.2080) loss_giou_3_hybrid: 0.4377 (0.4507) loss_class_4_hybrid: 0.7871 (0.8009) loss_bbox_4_hybrid: 0.2092 (0.2081) loss_giou_4_hybrid: 0.4348 (0.4505) loss_class_enc_hybrid: 0.8191 (0.8245) loss_bbox_enc_hybrid: 0.2586 (0.2628) loss_giou_enc_hybrid: 0.5223 (0.5376) mem: 1036 max mem: 36965 [2024-01-15 04:04:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:05:18 det.util.engine] INFO: Epoch: [4] [4900/11727] eta: 2:03:54 lr: 0.000100 data_time: 0.0035 iter_time: 1.0773 loss: 27.0978 (28.6110) loss_class: 0.7620 (0.8008) loss_bbox: 0.1873 (0.1922) loss_giou: 0.3785 (0.4153) loss_class_0: 0.9632 (1.0140) loss_bbox_0: 0.1861 (0.1903) loss_giou_0: 0.3819 (0.4190) loss_class_1: 0.8321 (0.8796) loss_bbox_1: 0.1811 (0.1920) loss_giou_1: 0.3704 (0.4176) loss_class_2: 0.7906 (0.8354) loss_bbox_2: 0.1872 (0.1903) loss_giou_2: 0.3701 (0.4155) loss_class_3: 0.7730 (0.8134) loss_bbox_3: 0.1791 (0.1910) loss_giou_3: 0.3791 (0.4146) loss_class_4: 0.7531 (0.8031) loss_bbox_4: 0.1892 (0.1918) loss_giou_4: 0.3780 (0.4152) loss_class_enc: 0.8814 (0.9386) loss_bbox_enc: 0.2221 (0.2313) loss_giou_enc: 0.4376 (0.4790) loss_class_dn: 0.3938 (0.4079) loss_bbox_dn: 0.2908 (0.3059) loss_giou_dn: 0.4371 (0.4888) loss_class_dn_0: 0.4898 (0.4906) loss_bbox_dn_0: 0.3807 (0.4096) loss_giou_dn_0: 0.5666 (0.6215) loss_class_dn_1: 0.4237 (0.4352) loss_bbox_dn_1: 0.3066 (0.3292) loss_giou_dn_1: 0.4688 (0.5181) loss_class_dn_2: 0.4000 (0.4145) loss_bbox_dn_2: 0.2869 (0.3098) loss_giou_dn_2: 0.4399 (0.4948) loss_class_dn_3: 0.3953 (0.4086) loss_bbox_dn_3: 0.2910 (0.3066) loss_giou_dn_3: 0.4387 (0.4898) loss_class_dn_4: 0.3932 (0.4070) loss_bbox_dn_4: 0.2906 (0.3059) loss_giou_dn_4: 0.4372 (0.4887) loss_class_hybrid: 0.7758 (0.8006) loss_bbox_hybrid: 0.1897 (0.2080) loss_giou_hybrid: 0.4054 (0.4501) loss_class_0_hybrid: 0.8366 (0.8726) loss_bbox_0_hybrid: 0.1960 (0.2177) loss_giou_0_hybrid: 0.4259 (0.4701) loss_class_1_hybrid: 0.8065 (0.8294) loss_bbox_1_hybrid: 0.1923 (0.2118) loss_giou_1_hybrid: 0.4185 (0.4578) loss_class_2_hybrid: 0.7906 (0.8142) loss_bbox_2_hybrid: 0.1909 (0.2082) loss_giou_2_hybrid: 0.4063 (0.4521) loss_class_3_hybrid: 0.7763 (0.8042) loss_bbox_3_hybrid: 0.1893 (0.2079) loss_giou_3_hybrid: 0.4059 (0.4506) loss_class_4_hybrid: 0.7763 (0.8005) loss_bbox_4_hybrid: 0.1905 (0.2080) loss_giou_4_hybrid: 0.4081 (0.4504) loss_class_enc_hybrid: 0.8364 (0.8243) loss_bbox_enc_hybrid: 0.2362 (0.2626) loss_giou_enc_hybrid: 0.4827 (0.5374) mem: 1029 max mem: 36965 [2024-01-15 04:05:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:06:12 det.util.engine] INFO: Epoch: [4] [4950/11727] eta: 2:02:59 lr: 0.000100 data_time: 0.0032 iter_time: 1.0857 loss: 27.6685 (28.6114) loss_class: 0.8314 (0.8010) loss_bbox: 0.1734 (0.1922) loss_giou: 0.3998 (0.4152) loss_class_0: 1.0142 (1.0141) loss_bbox_0: 0.1688 (0.1903) loss_giou_0: 0.4114 (0.4189) loss_class_1: 0.9167 (0.8799) loss_bbox_1: 0.1680 (0.1920) loss_giou_1: 0.4037 (0.4174) loss_class_2: 0.8745 (0.8356) loss_bbox_2: 0.1643 (0.1902) loss_giou_2: 0.3989 (0.4154) loss_class_3: 0.8219 (0.8136) loss_bbox_3: 0.1721 (0.1910) loss_giou_3: 0.3971 (0.4145) loss_class_4: 0.8277 (0.8033) loss_bbox_4: 0.1722 (0.1918) loss_giou_4: 0.3971 (0.4151) loss_class_enc: 0.9291 (0.9388) loss_bbox_enc: 0.2125 (0.2313) loss_giou_enc: 0.4569 (0.4789) loss_class_dn: 0.4022 (0.4079) loss_bbox_dn: 0.2642 (0.3060) loss_giou_dn: 0.4685 (0.4887) loss_class_dn_0: 0.4871 (0.4906) loss_bbox_dn_0: 0.3682 (0.4097) loss_giou_dn_0: 0.6073 (0.6214) loss_class_dn_1: 0.4390 (0.4352) loss_bbox_dn_1: 0.2817 (0.3293) loss_giou_dn_1: 0.5037 (0.5180) loss_class_dn_2: 0.4154 (0.4145) loss_bbox_dn_2: 0.2677 (0.3098) loss_giou_dn_2: 0.4764 (0.4948) loss_class_dn_3: 0.4057 (0.4085) loss_bbox_dn_3: 0.2650 (0.3067) loss_giou_dn_3: 0.4699 (0.4897) loss_class_dn_4: 0.4043 (0.4070) loss_bbox_dn_4: 0.2644 (0.3060) loss_giou_dn_4: 0.4686 (0.4886) loss_class_hybrid: 0.8277 (0.8008) loss_bbox_hybrid: 0.1840 (0.2080) loss_giou_hybrid: 0.4064 (0.4500) loss_class_0_hybrid: 0.8845 (0.8728) loss_bbox_0_hybrid: 0.1927 (0.2176) loss_giou_0_hybrid: 0.4338 (0.4699) loss_class_1_hybrid: 0.8729 (0.8297) loss_bbox_1_hybrid: 0.1862 (0.2118) loss_giou_1_hybrid: 0.4156 (0.4576) loss_class_2_hybrid: 0.8511 (0.8145) loss_bbox_2_hybrid: 0.1871 (0.2081) loss_giou_2_hybrid: 0.4121 (0.4519) loss_class_3_hybrid: 0.8403 (0.8044) loss_bbox_3_hybrid: 0.1847 (0.2079) loss_giou_3_hybrid: 0.4087 (0.4504) loss_class_4_hybrid: 0.8237 (0.8007) loss_bbox_4_hybrid: 0.1863 (0.2080) loss_giou_4_hybrid: 0.4108 (0.4502) loss_class_enc_hybrid: 0.8410 (0.8244) loss_bbox_enc_hybrid: 0.2403 (0.2627) loss_giou_enc_hybrid: 0.4973 (0.5373) mem: 1024 max mem: 36965 [2024-01-15 04:06:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:07:06 det.util.engine] INFO: Epoch: [4] [5000/11727] eta: 2:02:04 lr: 0.000100 data_time: 0.0032 iter_time: 1.0838 loss: 28.9651 (28.6092) loss_class: 0.7903 (0.8012) loss_bbox: 0.1932 (0.1921) loss_giou: 0.3899 (0.4150) loss_class_0: 0.9765 (1.0142) loss_bbox_0: 0.1771 (0.1903) loss_giou_0: 0.4042 (0.4187) loss_class_1: 0.8875 (0.8801) loss_bbox_1: 0.1707 (0.1919) loss_giou_1: 0.3838 (0.4173) loss_class_2: 0.8321 (0.8357) loss_bbox_2: 0.1956 (0.1902) loss_giou_2: 0.3850 (0.4152) loss_class_3: 0.7972 (0.8137) loss_bbox_3: 0.1867 (0.1910) loss_giou_3: 0.3876 (0.4144) loss_class_4: 0.7920 (0.8034) loss_bbox_4: 0.1930 (0.1917) loss_giou_4: 0.3965 (0.4149) loss_class_enc: 0.9250 (0.9390) loss_bbox_enc: 0.2233 (0.2312) loss_giou_enc: 0.4555 (0.4787) loss_class_dn: 0.4174 (0.4079) loss_bbox_dn: 0.2672 (0.3059) loss_giou_dn: 0.4641 (0.4886) loss_class_dn_0: 0.4834 (0.4906) loss_bbox_dn_0: 0.3654 (0.4097) loss_giou_dn_0: 0.6115 (0.6213) loss_class_dn_1: 0.4343 (0.4352) loss_bbox_dn_1: 0.2953 (0.3292) loss_giou_dn_1: 0.4940 (0.5179) loss_class_dn_2: 0.4255 (0.4145) loss_bbox_dn_2: 0.2736 (0.3098) loss_giou_dn_2: 0.4736 (0.4946) loss_class_dn_3: 0.4246 (0.4085) loss_bbox_dn_3: 0.2676 (0.3066) loss_giou_dn_3: 0.4669 (0.4896) loss_class_dn_4: 0.4214 (0.4070) loss_bbox_dn_4: 0.2672 (0.3059) loss_giou_dn_4: 0.4639 (0.4884) loss_class_hybrid: 0.8409 (0.8009) loss_bbox_hybrid: 0.1983 (0.2079) loss_giou_hybrid: 0.4158 (0.4498) loss_class_0_hybrid: 0.9067 (0.8729) loss_bbox_0_hybrid: 0.2047 (0.2176) loss_giou_0_hybrid: 0.4465 (0.4697) loss_class_1_hybrid: 0.8726 (0.8298) loss_bbox_1_hybrid: 0.2022 (0.2117) loss_giou_1_hybrid: 0.4268 (0.4574) loss_class_2_hybrid: 0.8356 (0.8146) loss_bbox_2_hybrid: 0.1967 (0.2081) loss_giou_2_hybrid: 0.4221 (0.4518) loss_class_3_hybrid: 0.8220 (0.8045) loss_bbox_3_hybrid: 0.1987 (0.2079) loss_giou_3_hybrid: 0.4160 (0.4502) loss_class_4_hybrid: 0.8367 (0.8008) loss_bbox_4_hybrid: 0.1980 (0.2079) loss_giou_4_hybrid: 0.4155 (0.4500) loss_class_enc_hybrid: 0.8588 (0.8246) loss_bbox_enc_hybrid: 0.2595 (0.2626) loss_giou_enc_hybrid: 0.5081 (0.5371) mem: 1011 max mem: 36965 [2024-01-15 04:07:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:08:00 det.util.engine] INFO: Epoch: [4] [5050/11727] eta: 2:01:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.0642 loss: 29.2408 (28.6069) loss_class: 0.8281 (0.8012) loss_bbox: 0.1735 (0.1921) loss_giou: 0.3913 (0.4150) loss_class_0: 1.0358 (1.0141) loss_bbox_0: 0.1915 (0.1902) loss_giou_0: 0.3931 (0.4187) loss_class_1: 0.8950 (0.8801) loss_bbox_1: 0.1769 (0.1919) loss_giou_1: 0.4058 (0.4173) loss_class_2: 0.8693 (0.8357) loss_bbox_2: 0.1732 (0.1901) loss_giou_2: 0.3946 (0.4152) loss_class_3: 0.8331 (0.8137) loss_bbox_3: 0.1767 (0.1909) loss_giou_3: 0.3917 (0.4144) loss_class_4: 0.8434 (0.8034) loss_bbox_4: 0.1734 (0.1916) loss_giou_4: 0.3915 (0.4149) loss_class_enc: 0.9710 (0.9390) loss_bbox_enc: 0.2235 (0.2311) loss_giou_enc: 0.4612 (0.4787) loss_class_dn: 0.4083 (0.4079) loss_bbox_dn: 0.3123 (0.3059) loss_giou_dn: 0.4770 (0.4886) loss_class_dn_0: 0.4892 (0.4905) loss_bbox_dn_0: 0.4333 (0.4096) loss_giou_dn_0: 0.6138 (0.6213) loss_class_dn_1: 0.4346 (0.4352) loss_bbox_dn_1: 0.3613 (0.3292) loss_giou_dn_1: 0.5107 (0.5179) loss_class_dn_2: 0.4123 (0.4145) loss_bbox_dn_2: 0.3196 (0.3097) loss_giou_dn_2: 0.4816 (0.4946) loss_class_dn_3: 0.4094 (0.4085) loss_bbox_dn_3: 0.3135 (0.3066) loss_giou_dn_3: 0.4786 (0.4896) loss_class_dn_4: 0.4092 (0.4069) loss_bbox_dn_4: 0.3125 (0.3059) loss_giou_dn_4: 0.4769 (0.4885) loss_class_hybrid: 0.8141 (0.8009) loss_bbox_hybrid: 0.1972 (0.2078) loss_giou_hybrid: 0.4280 (0.4497) loss_class_0_hybrid: 0.8808 (0.8729) loss_bbox_0_hybrid: 0.2128 (0.2175) loss_giou_0_hybrid: 0.4460 (0.4697) loss_class_1_hybrid: 0.8397 (0.8297) loss_bbox_1_hybrid: 0.2075 (0.2117) loss_giou_1_hybrid: 0.4366 (0.4574) loss_class_2_hybrid: 0.8226 (0.8146) loss_bbox_2_hybrid: 0.1982 (0.2080) loss_giou_2_hybrid: 0.4306 (0.4517) loss_class_3_hybrid: 0.8271 (0.8045) loss_bbox_3_hybrid: 0.1996 (0.2078) loss_giou_3_hybrid: 0.4271 (0.4502) loss_class_4_hybrid: 0.8316 (0.8008) loss_bbox_4_hybrid: 0.1975 (0.2078) loss_giou_4_hybrid: 0.4279 (0.4500) loss_class_enc_hybrid: 0.8389 (0.8246) loss_bbox_enc_hybrid: 0.2566 (0.2625) loss_giou_enc_hybrid: 0.5165 (0.5370) mem: 1023 max mem: 36965 [2024-01-15 04:08:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:08:54 det.util.engine] INFO: Epoch: [4] [5100/11727] eta: 2:00:13 lr: 0.000100 data_time: 0.0036 iter_time: 1.0795 loss: 29.6263 (28.6085) loss_class: 0.8078 (0.8014) loss_bbox: 0.1635 (0.1920) loss_giou: 0.4155 (0.4150) loss_class_0: 1.0250 (1.0142) loss_bbox_0: 0.1645 (0.1902) loss_giou_0: 0.4206 (0.4187) loss_class_1: 0.9015 (0.8802) loss_bbox_1: 0.1691 (0.1918) loss_giou_1: 0.4157 (0.4173) loss_class_2: 0.8363 (0.8358) loss_bbox_2: 0.1680 (0.1901) loss_giou_2: 0.4112 (0.4153) loss_class_3: 0.8154 (0.8139) loss_bbox_3: 0.1603 (0.1909) loss_giou_3: 0.4143 (0.4144) loss_class_4: 0.8146 (0.8036) loss_bbox_4: 0.1641 (0.1916) loss_giou_4: 0.4142 (0.4149) loss_class_enc: 0.9419 (0.9392) loss_bbox_enc: 0.2127 (0.2311) loss_giou_enc: 0.4789 (0.4787) loss_class_dn: 0.4115 (0.4078) loss_bbox_dn: 0.2639 (0.3058) loss_giou_dn: 0.4715 (0.4886) loss_class_dn_0: 0.4960 (0.4905) loss_bbox_dn_0: 0.3753 (0.4096) loss_giou_dn_0: 0.6215 (0.6213) loss_class_dn_1: 0.4383 (0.4352) loss_bbox_dn_1: 0.2899 (0.3291) loss_giou_dn_1: 0.5097 (0.5180) loss_class_dn_2: 0.4184 (0.4145) loss_bbox_dn_2: 0.2676 (0.3097) loss_giou_dn_2: 0.4822 (0.4946) loss_class_dn_3: 0.4141 (0.4085) loss_bbox_dn_3: 0.2652 (0.3065) loss_giou_dn_3: 0.4724 (0.4896) loss_class_dn_4: 0.4091 (0.4069) loss_bbox_dn_4: 0.2638 (0.3058) loss_giou_dn_4: 0.4715 (0.4885) loss_class_hybrid: 0.7983 (0.8010) loss_bbox_hybrid: 0.1981 (0.2078) loss_giou_hybrid: 0.4513 (0.4498) loss_class_0_hybrid: 0.8532 (0.8729) loss_bbox_0_hybrid: 0.2097 (0.2175) loss_giou_0_hybrid: 0.4507 (0.4697) loss_class_1_hybrid: 0.8152 (0.8298) loss_bbox_1_hybrid: 0.1996 (0.2117) loss_giou_1_hybrid: 0.4529 (0.4574) loss_class_2_hybrid: 0.7963 (0.8146) loss_bbox_2_hybrid: 0.1926 (0.2080) loss_giou_2_hybrid: 0.4506 (0.4518) loss_class_3_hybrid: 0.7930 (0.8047) loss_bbox_3_hybrid: 0.1903 (0.2077) loss_giou_3_hybrid: 0.4493 (0.4502) loss_class_4_hybrid: 0.8014 (0.8009) loss_bbox_4_hybrid: 0.1984 (0.2078) loss_giou_4_hybrid: 0.4501 (0.4500) loss_class_enc_hybrid: 0.8190 (0.8247) loss_bbox_enc_hybrid: 0.2468 (0.2625) loss_giou_enc_hybrid: 0.5198 (0.5371) mem: 1028 max mem: 36965 [2024-01-15 04:08:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:09:49 det.util.engine] INFO: Epoch: [4] [5150/11727] eta: 1:59:20 lr: 0.000100 data_time: 0.0031 iter_time: 1.0539 loss: 29.4777 (28.6092) loss_class: 0.8246 (0.8016) loss_bbox: 0.1853 (0.1920) loss_giou: 0.4241 (0.4149) loss_class_0: 1.0385 (1.0144) loss_bbox_0: 0.1765 (0.1902) loss_giou_0: 0.4236 (0.4187) loss_class_1: 0.8820 (0.8804) loss_bbox_1: 0.1884 (0.1918) loss_giou_1: 0.4260 (0.4173) loss_class_2: 0.8565 (0.8359) loss_bbox_2: 0.1918 (0.1901) loss_giou_2: 0.4225 (0.4152) loss_class_3: 0.8269 (0.8140) loss_bbox_3: 0.1877 (0.1908) loss_giou_3: 0.4313 (0.4143) loss_class_4: 0.8138 (0.8038) loss_bbox_4: 0.1874 (0.1915) loss_giou_4: 0.4253 (0.4149) loss_class_enc: 0.9454 (0.9394) loss_bbox_enc: 0.2205 (0.2310) loss_giou_enc: 0.4623 (0.4786) loss_class_dn: 0.4121 (0.4079) loss_bbox_dn: 0.2644 (0.3058) loss_giou_dn: 0.4847 (0.4886) loss_class_dn_0: 0.4949 (0.4906) loss_bbox_dn_0: 0.3579 (0.4096) loss_giou_dn_0: 0.6108 (0.6213) loss_class_dn_1: 0.4394 (0.4352) loss_bbox_dn_1: 0.2821 (0.3291) loss_giou_dn_1: 0.5045 (0.5179) loss_class_dn_2: 0.4232 (0.4145) loss_bbox_dn_2: 0.2641 (0.3096) loss_giou_dn_2: 0.4885 (0.4946) loss_class_dn_3: 0.4136 (0.4085) loss_bbox_dn_3: 0.2635 (0.3065) loss_giou_dn_3: 0.4857 (0.4896) loss_class_dn_4: 0.4091 (0.4069) loss_bbox_dn_4: 0.2642 (0.3058) loss_giou_dn_4: 0.4844 (0.4884) loss_class_hybrid: 0.7827 (0.8012) loss_bbox_hybrid: 0.2006 (0.2077) loss_giou_hybrid: 0.4616 (0.4497) loss_class_0_hybrid: 0.8638 (0.8730) loss_bbox_0_hybrid: 0.2114 (0.2175) loss_giou_0_hybrid: 0.4817 (0.4697) loss_class_1_hybrid: 0.8098 (0.8299) loss_bbox_1_hybrid: 0.2091 (0.2116) loss_giou_1_hybrid: 0.4707 (0.4574) loss_class_2_hybrid: 0.7969 (0.8147) loss_bbox_2_hybrid: 0.2052 (0.2079) loss_giou_2_hybrid: 0.4641 (0.4517) loss_class_3_hybrid: 0.7918 (0.8048) loss_bbox_3_hybrid: 0.2140 (0.2077) loss_giou_3_hybrid: 0.4655 (0.4502) loss_class_4_hybrid: 0.7936 (0.8011) loss_bbox_4_hybrid: 0.1990 (0.2078) loss_giou_4_hybrid: 0.4578 (0.4500) loss_class_enc_hybrid: 0.8199 (0.8247) loss_bbox_enc_hybrid: 0.2633 (0.2625) loss_giou_enc_hybrid: 0.5380 (0.5371) mem: 1030 max mem: 36965 [2024-01-15 04:09:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:10:43 det.util.engine] INFO: Epoch: [4] [5200/11727] eta: 1:58:24 lr: 0.000100 data_time: 0.0034 iter_time: 1.0768 loss: 28.7598 (28.6028) loss_class: 0.7717 (0.8014) loss_bbox: 0.1821 (0.1919) loss_giou: 0.3932 (0.4149) loss_class_0: 0.9718 (1.0141) loss_bbox_0: 0.1843 (0.1901) loss_giou_0: 0.3995 (0.4187) loss_class_1: 0.8349 (0.8802) loss_bbox_1: 0.1844 (0.1917) loss_giou_1: 0.3927 (0.4172) loss_class_2: 0.8348 (0.8358) loss_bbox_2: 0.1776 (0.1900) loss_giou_2: 0.3909 (0.4152) loss_class_3: 0.7595 (0.8137) loss_bbox_3: 0.1834 (0.1908) loss_giou_3: 0.3901 (0.4143) loss_class_4: 0.7589 (0.8036) loss_bbox_4: 0.1803 (0.1915) loss_giou_4: 0.3931 (0.4148) loss_class_enc: 0.9444 (0.9394) loss_bbox_enc: 0.2178 (0.2309) loss_giou_enc: 0.4473 (0.4786) loss_class_dn: 0.3934 (0.4078) loss_bbox_dn: 0.2627 (0.3056) loss_giou_dn: 0.4838 (0.4885) loss_class_dn_0: 0.4771 (0.4905) loss_bbox_dn_0: 0.3634 (0.4094) loss_giou_dn_0: 0.6231 (0.6212) loss_class_dn_1: 0.4288 (0.4351) loss_bbox_dn_1: 0.3005 (0.3289) loss_giou_dn_1: 0.5134 (0.5179) loss_class_dn_2: 0.4023 (0.4144) loss_bbox_dn_2: 0.2675 (0.3095) loss_giou_dn_2: 0.4836 (0.4946) loss_class_dn_3: 0.3940 (0.4085) loss_bbox_dn_3: 0.2634 (0.3064) loss_giou_dn_3: 0.4855 (0.4896) loss_class_dn_4: 0.3901 (0.4069) loss_bbox_dn_4: 0.2626 (0.3056) loss_giou_dn_4: 0.4837 (0.4884) loss_class_hybrid: 0.7655 (0.8009) loss_bbox_hybrid: 0.2046 (0.2077) loss_giou_hybrid: 0.4127 (0.4498) loss_class_0_hybrid: 0.8483 (0.8726) loss_bbox_0_hybrid: 0.2052 (0.2174) loss_giou_0_hybrid: 0.4349 (0.4697) loss_class_1_hybrid: 0.7801 (0.8296) loss_bbox_1_hybrid: 0.1972 (0.2115) loss_giou_1_hybrid: 0.4208 (0.4574) loss_class_2_hybrid: 0.7670 (0.8144) loss_bbox_2_hybrid: 0.1985 (0.2079) loss_giou_2_hybrid: 0.4161 (0.4517) loss_class_3_hybrid: 0.7501 (0.8045) loss_bbox_3_hybrid: 0.2049 (0.2076) loss_giou_3_hybrid: 0.4138 (0.4502) loss_class_4_hybrid: 0.7546 (0.8008) loss_bbox_4_hybrid: 0.2043 (0.2077) loss_giou_4_hybrid: 0.4126 (0.4500) loss_class_enc_hybrid: 0.8037 (0.8245) loss_bbox_enc_hybrid: 0.2403 (0.2624) loss_giou_enc_hybrid: 0.4960 (0.5370) mem: 1022 max mem: 36965 [2024-01-15 04:10:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:11:35 det.util.engine] INFO: Epoch: [4] [5250/11727] eta: 1:57:28 lr: 0.000100 data_time: 0.0036 iter_time: 1.0632 loss: 29.0181 (28.6061) loss_class: 0.8514 (0.8018) loss_bbox: 0.1889 (0.1919) loss_giou: 0.3993 (0.4147) loss_class_0: 1.0586 (1.0144) loss_bbox_0: 0.1875 (0.1901) loss_giou_0: 0.4142 (0.4185) loss_class_1: 0.9187 (0.8804) loss_bbox_1: 0.1874 (0.1917) loss_giou_1: 0.4055 (0.4171) loss_class_2: 0.8741 (0.8361) loss_bbox_2: 0.1896 (0.1900) loss_giou_2: 0.4039 (0.4150) loss_class_3: 0.8803 (0.8141) loss_bbox_3: 0.1931 (0.1908) loss_giou_3: 0.3993 (0.4142) loss_class_4: 0.8516 (0.8040) loss_bbox_4: 0.1897 (0.1915) loss_giou_4: 0.4029 (0.4147) loss_class_enc: 0.9793 (0.9396) loss_bbox_enc: 0.2332 (0.2309) loss_giou_enc: 0.4565 (0.4784) loss_class_dn: 0.4124 (0.4078) loss_bbox_dn: 0.3200 (0.3059) loss_giou_dn: 0.4859 (0.4885) loss_class_dn_0: 0.4913 (0.4905) loss_bbox_dn_0: 0.4279 (0.4097) loss_giou_dn_0: 0.5970 (0.6211) loss_class_dn_1: 0.4394 (0.4351) loss_bbox_dn_1: 0.3445 (0.3292) loss_giou_dn_1: 0.5051 (0.5178) loss_class_dn_2: 0.4230 (0.4145) loss_bbox_dn_2: 0.3254 (0.3097) loss_giou_dn_2: 0.4909 (0.4945) loss_class_dn_3: 0.4199 (0.4085) loss_bbox_dn_3: 0.3211 (0.3066) loss_giou_dn_3: 0.4862 (0.4895) loss_class_dn_4: 0.4148 (0.4069) loss_bbox_dn_4: 0.3199 (0.3059) loss_giou_dn_4: 0.4859 (0.4883) loss_class_hybrid: 0.8565 (0.8012) loss_bbox_hybrid: 0.2027 (0.2077) loss_giou_hybrid: 0.4260 (0.4496) loss_class_0_hybrid: 0.9228 (0.8730) loss_bbox_0_hybrid: 0.2180 (0.2174) loss_giou_0_hybrid: 0.4414 (0.4695) loss_class_1_hybrid: 0.8852 (0.8299) loss_bbox_1_hybrid: 0.2108 (0.2116) loss_giou_1_hybrid: 0.4240 (0.4572) loss_class_2_hybrid: 0.8818 (0.8147) loss_bbox_2_hybrid: 0.2045 (0.2079) loss_giou_2_hybrid: 0.4306 (0.4516) loss_class_3_hybrid: 0.8654 (0.8048) loss_bbox_3_hybrid: 0.2046 (0.2076) loss_giou_3_hybrid: 0.4239 (0.4501) loss_class_4_hybrid: 0.8610 (0.8010) loss_bbox_4_hybrid: 0.2010 (0.2077) loss_giou_4_hybrid: 0.4261 (0.4499) loss_class_enc_hybrid: 0.8545 (0.8247) loss_bbox_enc_hybrid: 0.2739 (0.2624) loss_giou_enc_hybrid: 0.5122 (0.5369) mem: 1034 max mem: 36965 [2024-01-15 04:11:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:12:29 det.util.engine] INFO: Epoch: [4] [5300/11727] eta: 1:56:33 lr: 0.000100 data_time: 0.0035 iter_time: 1.0744 loss: 27.8764 (28.5974) loss_class: 0.7445 (0.8015) loss_bbox: 0.1770 (0.1918) loss_giou: 0.3926 (0.4145) loss_class_0: 0.9677 (1.0142) loss_bbox_0: 0.1691 (0.1901) loss_giou_0: 0.3942 (0.4183) loss_class_1: 0.8391 (0.8802) loss_bbox_1: 0.1713 (0.1917) loss_giou_1: 0.3960 (0.4169) loss_class_2: 0.7936 (0.8359) loss_bbox_2: 0.1713 (0.1900) loss_giou_2: 0.3838 (0.4148) loss_class_3: 0.7782 (0.8139) loss_bbox_3: 0.1756 (0.1907) loss_giou_3: 0.3918 (0.4140) loss_class_4: 0.7490 (0.8037) loss_bbox_4: 0.1767 (0.1914) loss_giou_4: 0.3971 (0.4145) loss_class_enc: 0.8754 (0.9394) loss_bbox_enc: 0.2270 (0.2310) loss_giou_enc: 0.4714 (0.4783) loss_class_dn: 0.4069 (0.4077) loss_bbox_dn: 0.2726 (0.3057) loss_giou_dn: 0.4997 (0.4882) loss_class_dn_0: 0.4886 (0.4905) loss_bbox_dn_0: 0.3540 (0.4096) loss_giou_dn_0: 0.6297 (0.6209) loss_class_dn_1: 0.4323 (0.4351) loss_bbox_dn_1: 0.2828 (0.3290) loss_giou_dn_1: 0.5371 (0.5176) loss_class_dn_2: 0.4096 (0.4144) loss_bbox_dn_2: 0.2716 (0.3096) loss_giou_dn_2: 0.5104 (0.4943) loss_class_dn_3: 0.4074 (0.4084) loss_bbox_dn_3: 0.2723 (0.3065) loss_giou_dn_3: 0.5017 (0.4893) loss_class_dn_4: 0.4048 (0.4068) loss_bbox_dn_4: 0.2726 (0.3057) loss_giou_dn_4: 0.4998 (0.4881) loss_class_hybrid: 0.7687 (0.8010) loss_bbox_hybrid: 0.1939 (0.2076) loss_giou_hybrid: 0.4423 (0.4493) loss_class_0_hybrid: 0.8361 (0.8729) loss_bbox_0_hybrid: 0.1871 (0.2174) loss_giou_0_hybrid: 0.4616 (0.4692) loss_class_1_hybrid: 0.8026 (0.8298) loss_bbox_1_hybrid: 0.1884 (0.2115) loss_giou_1_hybrid: 0.4452 (0.4569) loss_class_2_hybrid: 0.7623 (0.8146) loss_bbox_2_hybrid: 0.1895 (0.2078) loss_giou_2_hybrid: 0.4433 (0.4513) loss_class_3_hybrid: 0.7855 (0.8047) loss_bbox_3_hybrid: 0.1859 (0.2076) loss_giou_3_hybrid: 0.4447 (0.4498) loss_class_4_hybrid: 0.7628 (0.8009) loss_bbox_4_hybrid: 0.1894 (0.2076) loss_giou_4_hybrid: 0.4435 (0.4496) loss_class_enc_hybrid: 0.7953 (0.8247) loss_bbox_enc_hybrid: 0.2385 (0.2624) loss_giou_enc_hybrid: 0.5052 (0.5366) mem: 1010 max mem: 36965 [2024-01-15 04:12:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:13:23 det.util.engine] INFO: Epoch: [4] [5350/11727] eta: 1:55:38 lr: 0.000100 data_time: 0.0033 iter_time: 1.0740 loss: 28.3433 (28.5963) loss_class: 0.8018 (0.8015) loss_bbox: 0.1957 (0.1919) loss_giou: 0.3842 (0.4146) loss_class_0: 1.0223 (1.0141) loss_bbox_0: 0.1837 (0.1901) loss_giou_0: 0.3836 (0.4183) loss_class_1: 0.8842 (0.8801) loss_bbox_1: 0.1878 (0.1917) loss_giou_1: 0.3874 (0.4169) loss_class_2: 0.8132 (0.8358) loss_bbox_2: 0.1976 (0.1900) loss_giou_2: 0.3870 (0.4148) loss_class_3: 0.8035 (0.8138) loss_bbox_3: 0.1979 (0.1908) loss_giou_3: 0.3906 (0.4140) loss_class_4: 0.7943 (0.8037) loss_bbox_4: 0.1964 (0.1914) loss_giou_4: 0.3829 (0.4145) loss_class_enc: 0.9572 (0.9395) loss_bbox_enc: 0.2253 (0.2309) loss_giou_enc: 0.4464 (0.4782) loss_class_dn: 0.4002 (0.4077) loss_bbox_dn: 0.3031 (0.3057) loss_giou_dn: 0.4746 (0.4883) loss_class_dn_0: 0.4855 (0.4905) loss_bbox_dn_0: 0.4226 (0.4096) loss_giou_dn_0: 0.6026 (0.6209) loss_class_dn_1: 0.4275 (0.4350) loss_bbox_dn_1: 0.3264 (0.3290) loss_giou_dn_1: 0.4973 (0.5176) loss_class_dn_2: 0.4156 (0.4143) loss_bbox_dn_2: 0.3052 (0.3096) loss_giou_dn_2: 0.4776 (0.4943) loss_class_dn_3: 0.4071 (0.4084) loss_bbox_dn_3: 0.3025 (0.3064) loss_giou_dn_3: 0.4753 (0.4893) loss_class_dn_4: 0.4054 (0.4068) loss_bbox_dn_4: 0.3033 (0.3057) loss_giou_dn_4: 0.4746 (0.4881) loss_class_hybrid: 0.8096 (0.8010) loss_bbox_hybrid: 0.1995 (0.2076) loss_giou_hybrid: 0.4235 (0.4493) loss_class_0_hybrid: 0.8718 (0.8729) loss_bbox_0_hybrid: 0.2024 (0.2173) loss_giou_0_hybrid: 0.4201 (0.4692) loss_class_1_hybrid: 0.8232 (0.8297) loss_bbox_1_hybrid: 0.2000 (0.2115) loss_giou_1_hybrid: 0.4236 (0.4569) loss_class_2_hybrid: 0.8151 (0.8146) loss_bbox_2_hybrid: 0.2010 (0.2078) loss_giou_2_hybrid: 0.4275 (0.4513) loss_class_3_hybrid: 0.8086 (0.8046) loss_bbox_3_hybrid: 0.2012 (0.2076) loss_giou_3_hybrid: 0.4278 (0.4498) loss_class_4_hybrid: 0.7861 (0.8008) loss_bbox_4_hybrid: 0.2022 (0.2076) loss_giou_4_hybrid: 0.4263 (0.4496) loss_class_enc_hybrid: 0.8440 (0.8248) loss_bbox_enc_hybrid: 0.2377 (0.2623) loss_giou_enc_hybrid: 0.4923 (0.5366) mem: 1029 max mem: 36965 [2024-01-15 04:13:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:14:18 det.util.engine] INFO: Epoch: [4] [5400/11727] eta: 1:54:45 lr: 0.000100 data_time: 0.0036 iter_time: 1.1054 loss: 28.7921 (28.5986) loss_class: 0.7949 (0.8016) loss_bbox: 0.1881 (0.1919) loss_giou: 0.4716 (0.4146) loss_class_0: 0.9743 (1.0141) loss_bbox_0: 0.1992 (0.1901) loss_giou_0: 0.4451 (0.4183) loss_class_1: 0.8544 (0.8802) loss_bbox_1: 0.1920 (0.1917) loss_giou_1: 0.4547 (0.4170) loss_class_2: 0.8211 (0.8359) loss_bbox_2: 0.1800 (0.1900) loss_giou_2: 0.4593 (0.4149) loss_class_3: 0.8279 (0.8140) loss_bbox_3: 0.1753 (0.1908) loss_giou_3: 0.4573 (0.4140) loss_class_4: 0.7782 (0.8037) loss_bbox_4: 0.1882 (0.1915) loss_giou_4: 0.4711 (0.4145) loss_class_enc: 0.9018 (0.9395) loss_bbox_enc: 0.2351 (0.2309) loss_giou_enc: 0.5071 (0.4783) loss_class_dn: 0.4007 (0.4077) loss_bbox_dn: 0.2852 (0.3058) loss_giou_dn: 0.5175 (0.4883) loss_class_dn_0: 0.4772 (0.4904) loss_bbox_dn_0: 0.3881 (0.4097) loss_giou_dn_0: 0.6432 (0.6210) loss_class_dn_1: 0.4296 (0.4350) loss_bbox_dn_1: 0.3167 (0.3291) loss_giou_dn_1: 0.5458 (0.5176) loss_class_dn_2: 0.4097 (0.4143) loss_bbox_dn_2: 0.2890 (0.3096) loss_giou_dn_2: 0.5249 (0.4943) loss_class_dn_3: 0.4040 (0.4084) loss_bbox_dn_3: 0.2860 (0.3065) loss_giou_dn_3: 0.5195 (0.4893) loss_class_dn_4: 0.3964 (0.4068) loss_bbox_dn_4: 0.2852 (0.3058) loss_giou_dn_4: 0.5180 (0.4882) loss_class_hybrid: 0.7745 (0.8009) loss_bbox_hybrid: 0.2087 (0.2077) loss_giou_hybrid: 0.5042 (0.4494) loss_class_0_hybrid: 0.8456 (0.8729) loss_bbox_0_hybrid: 0.2162 (0.2174) loss_giou_0_hybrid: 0.5304 (0.4693) loss_class_1_hybrid: 0.7932 (0.8297) loss_bbox_1_hybrid: 0.2118 (0.2115) loss_giou_1_hybrid: 0.5211 (0.4570) loss_class_2_hybrid: 0.7892 (0.8146) loss_bbox_2_hybrid: 0.2116 (0.2079) loss_giou_2_hybrid: 0.5095 (0.4514) loss_class_3_hybrid: 0.7876 (0.8046) loss_bbox_3_hybrid: 0.2126 (0.2076) loss_giou_3_hybrid: 0.5103 (0.4498) loss_class_4_hybrid: 0.7722 (0.8008) loss_bbox_4_hybrid: 0.2082 (0.2077) loss_giou_4_hybrid: 0.5168 (0.4496) loss_class_enc_hybrid: 0.8023 (0.8247) loss_bbox_enc_hybrid: 0.2679 (0.2624) loss_giou_enc_hybrid: 0.5837 (0.5366) mem: 1020 max mem: 36965 [2024-01-15 04:14:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:15:13 det.util.engine] INFO: Epoch: [4] [5450/11727] eta: 1:53:51 lr: 0.000100 data_time: 0.0033 iter_time: 1.1004 loss: 27.9718 (28.5975) loss_class: 0.7855 (0.8015) loss_bbox: 0.1906 (0.1918) loss_giou: 0.3837 (0.4146) loss_class_0: 0.9493 (1.0139) loss_bbox_0: 0.2014 (0.1901) loss_giou_0: 0.3983 (0.4184) loss_class_1: 0.8613 (0.8801) loss_bbox_1: 0.1919 (0.1917) loss_giou_1: 0.4053 (0.4170) loss_class_2: 0.8269 (0.8358) loss_bbox_2: 0.1839 (0.1900) loss_giou_2: 0.3866 (0.4149) loss_class_3: 0.8188 (0.8139) loss_bbox_3: 0.1851 (0.1907) loss_giou_3: 0.3869 (0.4140) loss_class_4: 0.7923 (0.8037) loss_bbox_4: 0.1906 (0.1914) loss_giou_4: 0.3862 (0.4146) loss_class_enc: 0.9332 (0.9394) loss_bbox_enc: 0.2362 (0.2309) loss_giou_enc: 0.4715 (0.4783) loss_class_dn: 0.3911 (0.4077) loss_bbox_dn: 0.3088 (0.3057) loss_giou_dn: 0.4912 (0.4884) loss_class_dn_0: 0.4850 (0.4904) loss_bbox_dn_0: 0.4153 (0.4096) loss_giou_dn_0: 0.6086 (0.6210) loss_class_dn_1: 0.4252 (0.4350) loss_bbox_dn_1: 0.3238 (0.3290) loss_giou_dn_1: 0.5274 (0.5177) loss_class_dn_2: 0.4060 (0.4143) loss_bbox_dn_2: 0.3092 (0.3096) loss_giou_dn_2: 0.4963 (0.4944) loss_class_dn_3: 0.3981 (0.4083) loss_bbox_dn_3: 0.3100 (0.3065) loss_giou_dn_3: 0.4915 (0.4894) loss_class_dn_4: 0.3936 (0.4067) loss_bbox_dn_4: 0.3088 (0.3057) loss_giou_dn_4: 0.4912 (0.4882) loss_class_hybrid: 0.7856 (0.8008) loss_bbox_hybrid: 0.2008 (0.2076) loss_giou_hybrid: 0.4407 (0.4494) loss_class_0_hybrid: 0.8399 (0.8727) loss_bbox_0_hybrid: 0.2146 (0.2174) loss_giou_0_hybrid: 0.4585 (0.4693) loss_class_1_hybrid: 0.8267 (0.8296) loss_bbox_1_hybrid: 0.2091 (0.2115) loss_giou_1_hybrid: 0.4507 (0.4570) loss_class_2_hybrid: 0.8025 (0.8145) loss_bbox_2_hybrid: 0.2030 (0.2078) loss_giou_2_hybrid: 0.4368 (0.4514) loss_class_3_hybrid: 0.7907 (0.8045) loss_bbox_3_hybrid: 0.2001 (0.2076) loss_giou_3_hybrid: 0.4305 (0.4499) loss_class_4_hybrid: 0.7737 (0.8007) loss_bbox_4_hybrid: 0.2066 (0.2077) loss_giou_4_hybrid: 0.4404 (0.4497) loss_class_enc_hybrid: 0.8123 (0.8247) loss_bbox_enc_hybrid: 0.2584 (0.2624) loss_giou_enc_hybrid: 0.5305 (0.5367) mem: 1031 max mem: 36965 [2024-01-15 04:15:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:16:08 det.util.engine] INFO: Epoch: [4] [5500/11727] eta: 1:52:57 lr: 0.000100 data_time: 0.0034 iter_time: 1.0927 loss: 27.3922 (28.5927) loss_class: 0.7895 (0.8016) loss_bbox: 0.1579 (0.1917) loss_giou: 0.3728 (0.4145) loss_class_0: 0.9667 (1.0139) loss_bbox_0: 0.1668 (0.1901) loss_giou_0: 0.3589 (0.4182) loss_class_1: 0.8808 (0.8801) loss_bbox_1: 0.1597 (0.1916) loss_giou_1: 0.3661 (0.4168) loss_class_2: 0.8257 (0.8359) loss_bbox_2: 0.1597 (0.1899) loss_giou_2: 0.3782 (0.4147) loss_class_3: 0.7741 (0.8140) loss_bbox_3: 0.1516 (0.1906) loss_giou_3: 0.3765 (0.4139) loss_class_4: 0.7824 (0.8037) loss_bbox_4: 0.1577 (0.1913) loss_giou_4: 0.3723 (0.4144) loss_class_enc: 0.9670 (0.9395) loss_bbox_enc: 0.2102 (0.2308) loss_giou_enc: 0.4278 (0.4781) loss_class_dn: 0.4032 (0.4076) loss_bbox_dn: 0.2584 (0.3056) loss_giou_dn: 0.4524 (0.4883) loss_class_dn_0: 0.4774 (0.4903) loss_bbox_dn_0: 0.3655 (0.4095) loss_giou_dn_0: 0.5939 (0.6209) loss_class_dn_1: 0.4234 (0.4349) loss_bbox_dn_1: 0.2823 (0.3289) loss_giou_dn_1: 0.4835 (0.5176) loss_class_dn_2: 0.4069 (0.4143) loss_bbox_dn_2: 0.2611 (0.3095) loss_giou_dn_2: 0.4589 (0.4943) loss_class_dn_3: 0.4059 (0.4083) loss_bbox_dn_3: 0.2578 (0.3064) loss_giou_dn_3: 0.4543 (0.4893) loss_class_dn_4: 0.4031 (0.4067) loss_bbox_dn_4: 0.2584 (0.3056) loss_giou_dn_4: 0.4521 (0.4882) loss_class_hybrid: 0.8144 (0.8009) loss_bbox_hybrid: 0.1814 (0.2075) loss_giou_hybrid: 0.3964 (0.4492) loss_class_0_hybrid: 0.9001 (0.8729) loss_bbox_0_hybrid: 0.2046 (0.2173) loss_giou_0_hybrid: 0.4051 (0.4691) loss_class_1_hybrid: 0.8442 (0.8297) loss_bbox_1_hybrid: 0.1911 (0.2113) loss_giou_1_hybrid: 0.4051 (0.4568) loss_class_2_hybrid: 0.8161 (0.8145) loss_bbox_2_hybrid: 0.1842 (0.2077) loss_giou_2_hybrid: 0.3954 (0.4512) loss_class_3_hybrid: 0.8156 (0.8046) loss_bbox_3_hybrid: 0.1814 (0.2075) loss_giou_3_hybrid: 0.3967 (0.4497) loss_class_4_hybrid: 0.8164 (0.8008) loss_bbox_4_hybrid: 0.1809 (0.2075) loss_giou_4_hybrid: 0.3931 (0.4495) loss_class_enc_hybrid: 0.8547 (0.8247) loss_bbox_enc_hybrid: 0.2464 (0.2623) loss_giou_enc_hybrid: 0.4664 (0.5365) mem: 1021 max mem: 36965 [2024-01-15 04:16:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:17:02 det.util.engine] INFO: Epoch: [4] [5550/11727] eta: 1:52:02 lr: 0.000100 data_time: 0.0036 iter_time: 1.0774 loss: 26.5736 (28.5833) loss_class: 0.7016 (0.8012) loss_bbox: 0.1695 (0.1917) loss_giou: 0.4035 (0.4143) loss_class_0: 0.9122 (1.0136) loss_bbox_0: 0.1615 (0.1900) loss_giou_0: 0.4053 (0.4181) loss_class_1: 0.8033 (0.8798) loss_bbox_1: 0.1695 (0.1916) loss_giou_1: 0.4128 (0.4167) loss_class_2: 0.7384 (0.8355) loss_bbox_2: 0.1678 (0.1899) loss_giou_2: 0.4021 (0.4146) loss_class_3: 0.7388 (0.8136) loss_bbox_3: 0.1668 (0.1906) loss_giou_3: 0.4095 (0.4137) loss_class_4: 0.7057 (0.8033) loss_bbox_4: 0.1692 (0.1913) loss_giou_4: 0.4127 (0.4143) loss_class_enc: 0.8441 (0.9391) loss_bbox_enc: 0.2137 (0.2308) loss_giou_enc: 0.4647 (0.4780) loss_class_dn: 0.3917 (0.4075) loss_bbox_dn: 0.2549 (0.3055) loss_giou_dn: 0.4851 (0.4881) loss_class_dn_0: 0.4808 (0.4903) loss_bbox_dn_0: 0.3323 (0.4094) loss_giou_dn_0: 0.6132 (0.6208) loss_class_dn_1: 0.4210 (0.4348) loss_bbox_dn_1: 0.2738 (0.3288) loss_giou_dn_1: 0.5160 (0.5174) loss_class_dn_2: 0.3956 (0.4142) loss_bbox_dn_2: 0.2607 (0.3094) loss_giou_dn_2: 0.4872 (0.4942) loss_class_dn_3: 0.3905 (0.4082) loss_bbox_dn_3: 0.2577 (0.3063) loss_giou_dn_3: 0.4858 (0.4892) loss_class_dn_4: 0.3896 (0.4066) loss_bbox_dn_4: 0.2549 (0.3055) loss_giou_dn_4: 0.4847 (0.4880) loss_class_hybrid: 0.7228 (0.8007) loss_bbox_hybrid: 0.1864 (0.2074) loss_giou_hybrid: 0.4287 (0.4490) loss_class_0_hybrid: 0.7830 (0.8727) loss_bbox_0_hybrid: 0.1892 (0.2172) loss_giou_0_hybrid: 0.4495 (0.4689) loss_class_1_hybrid: 0.7377 (0.8295) loss_bbox_1_hybrid: 0.1856 (0.2112) loss_giou_1_hybrid: 0.4395 (0.4566) loss_class_2_hybrid: 0.7312 (0.8143) loss_bbox_2_hybrid: 0.1833 (0.2076) loss_giou_2_hybrid: 0.4321 (0.4510) loss_class_3_hybrid: 0.7177 (0.8044) loss_bbox_3_hybrid: 0.1823 (0.2074) loss_giou_3_hybrid: 0.4338 (0.4495) loss_class_4_hybrid: 0.7212 (0.8006) loss_bbox_4_hybrid: 0.1831 (0.2074) loss_giou_4_hybrid: 0.4305 (0.4493) loss_class_enc_hybrid: 0.7372 (0.8244) loss_bbox_enc_hybrid: 0.2220 (0.2622) loss_giou_enc_hybrid: 0.5158 (0.5363) mem: 1024 max mem: 36965 [2024-01-15 04:17:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:17:57 det.util.engine] INFO: Epoch: [4] [5600/11727] eta: 1:51:07 lr: 0.000100 data_time: 0.0035 iter_time: 1.0829 loss: 28.0213 (28.5777) loss_class: 0.7713 (0.8010) loss_bbox: 0.1714 (0.1918) loss_giou: 0.3830 (0.4141) loss_class_0: 0.9813 (1.0136) loss_bbox_0: 0.1814 (0.1901) loss_giou_0: 0.3866 (0.4178) loss_class_1: 0.8436 (0.8799) loss_bbox_1: 0.1688 (0.1916) loss_giou_1: 0.3854 (0.4164) loss_class_2: 0.7965 (0.8355) loss_bbox_2: 0.1763 (0.1899) loss_giou_2: 0.3805 (0.4143) loss_class_3: 0.7733 (0.8134) loss_bbox_3: 0.1739 (0.1906) loss_giou_3: 0.3877 (0.4135) loss_class_4: 0.7773 (0.8031) loss_bbox_4: 0.1755 (0.1914) loss_giou_4: 0.3915 (0.4140) loss_class_enc: 0.8890 (0.9392) loss_bbox_enc: 0.2271 (0.2309) loss_giou_enc: 0.4377 (0.4777) loss_class_dn: 0.4098 (0.4075) loss_bbox_dn: 0.2649 (0.3056) loss_giou_dn: 0.4591 (0.4879) loss_class_dn_0: 0.4882 (0.4903) loss_bbox_dn_0: 0.3569 (0.4095) loss_giou_dn_0: 0.5723 (0.6205) loss_class_dn_1: 0.4278 (0.4348) loss_bbox_dn_1: 0.2902 (0.3289) loss_giou_dn_1: 0.4724 (0.5172) loss_class_dn_2: 0.4050 (0.4141) loss_bbox_dn_2: 0.2705 (0.3095) loss_giou_dn_2: 0.4618 (0.4939) loss_class_dn_3: 0.4058 (0.4081) loss_bbox_dn_3: 0.2637 (0.3063) loss_giou_dn_3: 0.4612 (0.4889) loss_class_dn_4: 0.4074 (0.4065) loss_bbox_dn_4: 0.2648 (0.3056) loss_giou_dn_4: 0.4597 (0.4878) loss_class_hybrid: 0.7923 (0.8006) loss_bbox_hybrid: 0.1906 (0.2075) loss_giou_hybrid: 0.4194 (0.4487) loss_class_0_hybrid: 0.8537 (0.8727) loss_bbox_0_hybrid: 0.2051 (0.2172) loss_giou_0_hybrid: 0.4339 (0.4685) loss_class_1_hybrid: 0.8136 (0.8294) loss_bbox_1_hybrid: 0.1801 (0.2113) loss_giou_1_hybrid: 0.4226 (0.4563) loss_class_2_hybrid: 0.8052 (0.8142) loss_bbox_2_hybrid: 0.1781 (0.2077) loss_giou_2_hybrid: 0.4249 (0.4507) loss_class_3_hybrid: 0.7853 (0.8043) loss_bbox_3_hybrid: 0.1775 (0.2074) loss_giou_3_hybrid: 0.4258 (0.4491) loss_class_4_hybrid: 0.7859 (0.8005) loss_bbox_4_hybrid: 0.1841 (0.2075) loss_giou_4_hybrid: 0.4242 (0.4490) loss_class_enc_hybrid: 0.8168 (0.8245) loss_bbox_enc_hybrid: 0.2431 (0.2622) loss_giou_enc_hybrid: 0.4967 (0.5360) mem: 1019 max mem: 36965 [2024-01-15 04:17:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:18:50 det.util.engine] INFO: Epoch: [4] [5650/11727] eta: 1:50:12 lr: 0.000100 data_time: 0.0032 iter_time: 1.0837 loss: 28.6391 (28.5762) loss_class: 0.7918 (0.8010) loss_bbox: 0.1714 (0.1917) loss_giou: 0.4265 (0.4141) loss_class_0: 1.0271 (1.0136) loss_bbox_0: 0.1690 (0.1900) loss_giou_0: 0.4308 (0.4178) loss_class_1: 0.8804 (0.8800) loss_bbox_1: 0.1662 (0.1915) loss_giou_1: 0.4351 (0.4164) loss_class_2: 0.8565 (0.8355) loss_bbox_2: 0.1662 (0.1899) loss_giou_2: 0.4248 (0.4143) loss_class_3: 0.8200 (0.8134) loss_bbox_3: 0.1789 (0.1906) loss_giou_3: 0.4221 (0.4135) loss_class_4: 0.8048 (0.8031) loss_bbox_4: 0.1715 (0.1913) loss_giou_4: 0.4384 (0.4141) loss_class_enc: 0.9298 (0.9391) loss_bbox_enc: 0.2050 (0.2308) loss_giou_enc: 0.4942 (0.4777) loss_class_dn: 0.4049 (0.4074) loss_bbox_dn: 0.2631 (0.3055) loss_giou_dn: 0.4970 (0.4879) loss_class_dn_0: 0.4863 (0.4903) loss_bbox_dn_0: 0.3475 (0.4093) loss_giou_dn_0: 0.6329 (0.6205) loss_class_dn_1: 0.4310 (0.4347) loss_bbox_dn_1: 0.2767 (0.3287) loss_giou_dn_1: 0.5272 (0.5173) loss_class_dn_2: 0.4138 (0.4141) loss_bbox_dn_2: 0.2660 (0.3093) loss_giou_dn_2: 0.4985 (0.4940) loss_class_dn_3: 0.4068 (0.4081) loss_bbox_dn_3: 0.2638 (0.3062) loss_giou_dn_3: 0.4965 (0.4890) loss_class_dn_4: 0.4013 (0.4065) loss_bbox_dn_4: 0.2631 (0.3055) loss_giou_dn_4: 0.4968 (0.4878) loss_class_hybrid: 0.8022 (0.8006) loss_bbox_hybrid: 0.1886 (0.2074) loss_giou_hybrid: 0.4490 (0.4487) loss_class_0_hybrid: 0.8839 (0.8727) loss_bbox_0_hybrid: 0.1924 (0.2171) loss_giou_0_hybrid: 0.4658 (0.4686) loss_class_1_hybrid: 0.8165 (0.8294) loss_bbox_1_hybrid: 0.1896 (0.2112) loss_giou_1_hybrid: 0.4545 (0.4563) loss_class_2_hybrid: 0.8109 (0.8142) loss_bbox_2_hybrid: 0.1882 (0.2076) loss_giou_2_hybrid: 0.4519 (0.4507) loss_class_3_hybrid: 0.8036 (0.8043) loss_bbox_3_hybrid: 0.1906 (0.2074) loss_giou_3_hybrid: 0.4530 (0.4492) loss_class_4_hybrid: 0.7974 (0.8005) loss_bbox_4_hybrid: 0.1915 (0.2074) loss_giou_4_hybrid: 0.4498 (0.4490) loss_class_enc_hybrid: 0.8154 (0.8245) loss_bbox_enc_hybrid: 0.2269 (0.2621) loss_giou_enc_hybrid: 0.5334 (0.5360) mem: 1024 max mem: 36965 [2024-01-15 04:18:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:19:45 det.util.engine] INFO: Epoch: [4] [5700/11727] eta: 1:49:18 lr: 0.000100 data_time: 0.0031 iter_time: 1.0984 loss: 27.1477 (28.5749) loss_class: 0.7634 (0.8008) loss_bbox: 0.2192 (0.1917) loss_giou: 0.4120 (0.4142) loss_class_0: 0.9591 (1.0134) loss_bbox_0: 0.1958 (0.1900) loss_giou_0: 0.3989 (0.4179) loss_class_1: 0.8412 (0.8798) loss_bbox_1: 0.2134 (0.1915) loss_giou_1: 0.3969 (0.4165) loss_class_2: 0.8013 (0.8354) loss_bbox_2: 0.2192 (0.1899) loss_giou_2: 0.3983 (0.4144) loss_class_3: 0.7724 (0.8132) loss_bbox_3: 0.2050 (0.1906) loss_giou_3: 0.4078 (0.4136) loss_class_4: 0.7549 (0.8029) loss_bbox_4: 0.2156 (0.1914) loss_giou_4: 0.4101 (0.4142) loss_class_enc: 0.8633 (0.9389) loss_bbox_enc: 0.2490 (0.2308) loss_giou_enc: 0.4867 (0.4777) loss_class_dn: 0.3897 (0.4074) loss_bbox_dn: 0.3144 (0.3054) loss_giou_dn: 0.4663 (0.4880) loss_class_dn_0: 0.4746 (0.4902) loss_bbox_dn_0: 0.4165 (0.4093) loss_giou_dn_0: 0.6104 (0.6206) loss_class_dn_1: 0.4145 (0.4347) loss_bbox_dn_1: 0.3373 (0.3286) loss_giou_dn_1: 0.4984 (0.5173) loss_class_dn_2: 0.3976 (0.4140) loss_bbox_dn_2: 0.3163 (0.3092) loss_giou_dn_2: 0.4706 (0.4941) loss_class_dn_3: 0.3920 (0.4081) loss_bbox_dn_3: 0.3168 (0.3061) loss_giou_dn_3: 0.4668 (0.4891) loss_class_dn_4: 0.3883 (0.4065) loss_bbox_dn_4: 0.3143 (0.3054) loss_giou_dn_4: 0.4657 (0.4879) loss_class_hybrid: 0.7669 (0.8005) loss_bbox_hybrid: 0.2066 (0.2074) loss_giou_hybrid: 0.4156 (0.4487) loss_class_0_hybrid: 0.8403 (0.8725) loss_bbox_0_hybrid: 0.2113 (0.2171) loss_giou_0_hybrid: 0.4336 (0.4686) loss_class_1_hybrid: 0.8123 (0.8293) loss_bbox_1_hybrid: 0.2136 (0.2112) loss_giou_1_hybrid: 0.4251 (0.4563) loss_class_2_hybrid: 0.7880 (0.8141) loss_bbox_2_hybrid: 0.2071 (0.2076) loss_giou_2_hybrid: 0.4254 (0.4507) loss_class_3_hybrid: 0.7736 (0.8042) loss_bbox_3_hybrid: 0.2068 (0.2074) loss_giou_3_hybrid: 0.4231 (0.4492) loss_class_4_hybrid: 0.7676 (0.8004) loss_bbox_4_hybrid: 0.2053 (0.2074) loss_giou_4_hybrid: 0.4200 (0.4490) loss_class_enc_hybrid: 0.8083 (0.8244) loss_bbox_enc_hybrid: 0.2751 (0.2621) loss_giou_enc_hybrid: 0.5174 (0.5360) mem: 1011 max mem: 36965 [2024-01-15 04:19:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:20:38 det.util.engine] INFO: Epoch: [4] [5750/11727] eta: 1:48:23 lr: 0.000100 data_time: 0.0033 iter_time: 1.0475 loss: 29.0021 (28.5698) loss_class: 0.8169 (0.8008) loss_bbox: 0.1858 (0.1916) loss_giou: 0.3851 (0.4142) loss_class_0: 1.0008 (1.0130) loss_bbox_0: 0.1858 (0.1899) loss_giou_0: 0.3861 (0.4180) loss_class_1: 0.8880 (0.8796) loss_bbox_1: 0.1865 (0.1914) loss_giou_1: 0.3828 (0.4165) loss_class_2: 0.8254 (0.8353) loss_bbox_2: 0.1828 (0.1898) loss_giou_2: 0.3839 (0.4144) loss_class_3: 0.8469 (0.8132) loss_bbox_3: 0.1842 (0.1905) loss_giou_3: 0.3807 (0.4136) loss_class_4: 0.8131 (0.8029) loss_bbox_4: 0.1880 (0.1912) loss_giou_4: 0.3789 (0.4142) loss_class_enc: 0.9346 (0.9386) loss_bbox_enc: 0.2290 (0.2307) loss_giou_enc: 0.4451 (0.4778) loss_class_dn: 0.4138 (0.4074) loss_bbox_dn: 0.3061 (0.3052) loss_giou_dn: 0.4669 (0.4880) loss_class_dn_0: 0.5025 (0.4902) loss_bbox_dn_0: 0.4109 (0.4091) loss_giou_dn_0: 0.5913 (0.6205) loss_class_dn_1: 0.4397 (0.4347) loss_bbox_dn_1: 0.3368 (0.3284) loss_giou_dn_1: 0.4875 (0.5173) loss_class_dn_2: 0.4231 (0.4140) loss_bbox_dn_2: 0.3115 (0.3091) loss_giou_dn_2: 0.4722 (0.4940) loss_class_dn_3: 0.4097 (0.4081) loss_bbox_dn_3: 0.3094 (0.3059) loss_giou_dn_3: 0.4677 (0.4890) loss_class_dn_4: 0.4109 (0.4065) loss_bbox_dn_4: 0.3060 (0.3052) loss_giou_dn_4: 0.4670 (0.4878) loss_class_hybrid: 0.8346 (0.8005) loss_bbox_hybrid: 0.1868 (0.2073) loss_giou_hybrid: 0.4026 (0.4487) loss_class_0_hybrid: 0.8985 (0.8722) loss_bbox_0_hybrid: 0.2081 (0.2170) loss_giou_0_hybrid: 0.4114 (0.4686) loss_class_1_hybrid: 0.8507 (0.8292) loss_bbox_1_hybrid: 0.1969 (0.2110) loss_giou_1_hybrid: 0.4043 (0.4563) loss_class_2_hybrid: 0.8446 (0.8140) loss_bbox_2_hybrid: 0.1904 (0.2075) loss_giou_2_hybrid: 0.4047 (0.4507) loss_class_3_hybrid: 0.8423 (0.8041) loss_bbox_3_hybrid: 0.1873 (0.2073) loss_giou_3_hybrid: 0.3986 (0.4492) loss_class_4_hybrid: 0.8260 (0.8003) loss_bbox_4_hybrid: 0.1866 (0.2073) loss_giou_4_hybrid: 0.4041 (0.4490) loss_class_enc_hybrid: 0.8228 (0.8241) loss_bbox_enc_hybrid: 0.2502 (0.2621) loss_giou_enc_hybrid: 0.4795 (0.5360) mem: 1028 max mem: 36965 [2024-01-15 04:20:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:21:32 det.util.engine] INFO: Epoch: [4] [5800/11727] eta: 1:47:27 lr: 0.000100 data_time: 0.0036 iter_time: 1.0418 loss: 27.6378 (28.5693) loss_class: 0.7982 (0.8010) loss_bbox: 0.1664 (0.1916) loss_giou: 0.4227 (0.4141) loss_class_0: 0.9574 (1.0132) loss_bbox_0: 0.1652 (0.1899) loss_giou_0: 0.4130 (0.4179) loss_class_1: 0.8243 (0.8797) loss_bbox_1: 0.1766 (0.1914) loss_giou_1: 0.4188 (0.4165) loss_class_2: 0.8050 (0.8354) loss_bbox_2: 0.1717 (0.1898) loss_giou_2: 0.4042 (0.4144) loss_class_3: 0.7989 (0.8134) loss_bbox_3: 0.1695 (0.1905) loss_giou_3: 0.4215 (0.4136) loss_class_4: 0.7980 (0.8031) loss_bbox_4: 0.1673 (0.1912) loss_giou_4: 0.4230 (0.4141) loss_class_enc: 0.8994 (0.9387) loss_bbox_enc: 0.2014 (0.2306) loss_giou_enc: 0.4788 (0.4777) loss_class_dn: 0.4134 (0.4074) loss_bbox_dn: 0.2341 (0.3052) loss_giou_dn: 0.4844 (0.4879) loss_class_dn_0: 0.4978 (0.4902) loss_bbox_dn_0: 0.3168 (0.4089) loss_giou_dn_0: 0.6091 (0.6204) loss_class_dn_1: 0.4282 (0.4347) loss_bbox_dn_1: 0.2561 (0.3284) loss_giou_dn_1: 0.5112 (0.5172) loss_class_dn_2: 0.4165 (0.4140) loss_bbox_dn_2: 0.2384 (0.3090) loss_giou_dn_2: 0.4902 (0.4939) loss_class_dn_3: 0.4185 (0.4081) loss_bbox_dn_3: 0.2352 (0.3059) loss_giou_dn_3: 0.4852 (0.4890) loss_class_dn_4: 0.4119 (0.4065) loss_bbox_dn_4: 0.2342 (0.3052) loss_giou_dn_4: 0.4843 (0.4878) loss_class_hybrid: 0.7672 (0.8006) loss_bbox_hybrid: 0.1817 (0.2072) loss_giou_hybrid: 0.4455 (0.4486) loss_class_0_hybrid: 0.8282 (0.8724) loss_bbox_0_hybrid: 0.1867 (0.2169) loss_giou_0_hybrid: 0.4587 (0.4685) loss_class_1_hybrid: 0.7998 (0.8293) loss_bbox_1_hybrid: 0.1846 (0.2110) loss_giou_1_hybrid: 0.4463 (0.4562) loss_class_2_hybrid: 0.7936 (0.8141) loss_bbox_2_hybrid: 0.1805 (0.2074) loss_giou_2_hybrid: 0.4433 (0.4506) loss_class_3_hybrid: 0.7588 (0.8042) loss_bbox_3_hybrid: 0.1809 (0.2072) loss_giou_3_hybrid: 0.4429 (0.4491) loss_class_4_hybrid: 0.7674 (0.8004) loss_bbox_4_hybrid: 0.1821 (0.2072) loss_giou_4_hybrid: 0.4435 (0.4489) loss_class_enc_hybrid: 0.7933 (0.8242) loss_bbox_enc_hybrid: 0.2309 (0.2620) loss_giou_enc_hybrid: 0.5284 (0.5359) mem: 1035 max mem: 36965 [2024-01-15 04:21:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:22:26 det.util.engine] INFO: Epoch: [4] [5850/11727] eta: 1:46:32 lr: 0.000100 data_time: 0.0035 iter_time: 1.0517 loss: 28.3849 (28.5684) loss_class: 0.7702 (0.8009) loss_bbox: 0.1951 (0.1916) loss_giou: 0.4078 (0.4142) loss_class_0: 0.9531 (1.0130) loss_bbox_0: 0.1975 (0.1899) loss_giou_0: 0.4163 (0.4179) loss_class_1: 0.8411 (0.8796) loss_bbox_1: 0.1925 (0.1914) loss_giou_1: 0.4085 (0.4165) loss_class_2: 0.8108 (0.8353) loss_bbox_2: 0.1989 (0.1898) loss_giou_2: 0.4150 (0.4144) loss_class_3: 0.7874 (0.8133) loss_bbox_3: 0.1983 (0.1905) loss_giou_3: 0.4119 (0.4136) loss_class_4: 0.7788 (0.8030) loss_bbox_4: 0.1951 (0.1912) loss_giou_4: 0.4079 (0.4142) loss_class_enc: 0.9140 (0.9386) loss_bbox_enc: 0.2291 (0.2306) loss_giou_enc: 0.4572 (0.4777) loss_class_dn: 0.3985 (0.4074) loss_bbox_dn: 0.2804 (0.3051) loss_giou_dn: 0.4678 (0.4879) loss_class_dn_0: 0.4801 (0.4902) loss_bbox_dn_0: 0.3800 (0.4089) loss_giou_dn_0: 0.6005 (0.6204) loss_class_dn_1: 0.4240 (0.4346) loss_bbox_dn_1: 0.3039 (0.3283) loss_giou_dn_1: 0.4935 (0.5172) loss_class_dn_2: 0.4065 (0.4140) loss_bbox_dn_2: 0.2871 (0.3089) loss_giou_dn_2: 0.4731 (0.4939) loss_class_dn_3: 0.3945 (0.4080) loss_bbox_dn_3: 0.2804 (0.3058) loss_giou_dn_3: 0.4696 (0.4889) loss_class_dn_4: 0.3947 (0.4064) loss_bbox_dn_4: 0.2805 (0.3051) loss_giou_dn_4: 0.4675 (0.4877) loss_class_hybrid: 0.7892 (0.8005) loss_bbox_hybrid: 0.2004 (0.2073) loss_giou_hybrid: 0.4379 (0.4487) loss_class_0_hybrid: 0.8474 (0.8724) loss_bbox_0_hybrid: 0.2159 (0.2170) loss_giou_0_hybrid: 0.4480 (0.4685) loss_class_1_hybrid: 0.8180 (0.8293) loss_bbox_1_hybrid: 0.2061 (0.2111) loss_giou_1_hybrid: 0.4373 (0.4562) loss_class_2_hybrid: 0.7813 (0.8141) loss_bbox_2_hybrid: 0.1948 (0.2075) loss_giou_2_hybrid: 0.4387 (0.4506) loss_class_3_hybrid: 0.7932 (0.8041) loss_bbox_3_hybrid: 0.2007 (0.2073) loss_giou_3_hybrid: 0.4387 (0.4491) loss_class_4_hybrid: 0.7931 (0.8004) loss_bbox_4_hybrid: 0.1993 (0.2073) loss_giou_4_hybrid: 0.4372 (0.4489) loss_class_enc_hybrid: 0.8187 (0.8242) loss_bbox_enc_hybrid: 0.2512 (0.2620) loss_giou_enc_hybrid: 0.5044 (0.5358) mem: 1020 max mem: 36965 [2024-01-15 04:22:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:23:20 det.util.engine] INFO: Epoch: [4] [5900/11727] eta: 1:45:38 lr: 0.000100 data_time: 0.0031 iter_time: 1.0923 loss: 28.6909 (28.5690) loss_class: 0.7997 (0.8011) loss_bbox: 0.1707 (0.1916) loss_giou: 0.4469 (0.4141) loss_class_0: 0.9516 (1.0128) loss_bbox_0: 0.1755 (0.1899) loss_giou_0: 0.4622 (0.4179) loss_class_1: 0.8291 (0.8795) loss_bbox_1: 0.1813 (0.1914) loss_giou_1: 0.4567 (0.4165) loss_class_2: 0.8068 (0.8353) loss_bbox_2: 0.1722 (0.1898) loss_giou_2: 0.4601 (0.4144) loss_class_3: 0.7961 (0.8134) loss_bbox_3: 0.1752 (0.1905) loss_giou_3: 0.4568 (0.4136) loss_class_4: 0.7820 (0.8031) loss_bbox_4: 0.1725 (0.1912) loss_giou_4: 0.4520 (0.4141) loss_class_enc: 0.8925 (0.9386) loss_bbox_enc: 0.2206 (0.2306) loss_giou_enc: 0.5223 (0.4776) loss_class_dn: 0.4060 (0.4074) loss_bbox_dn: 0.2817 (0.3052) loss_giou_dn: 0.5079 (0.4879) loss_class_dn_0: 0.4868 (0.4902) loss_bbox_dn_0: 0.3646 (0.4089) loss_giou_dn_0: 0.6396 (0.6203) loss_class_dn_1: 0.4297 (0.4346) loss_bbox_dn_1: 0.2945 (0.3284) loss_giou_dn_1: 0.5415 (0.5172) loss_class_dn_2: 0.4123 (0.4140) loss_bbox_dn_2: 0.2825 (0.3090) loss_giou_dn_2: 0.5158 (0.4939) loss_class_dn_3: 0.4082 (0.4080) loss_bbox_dn_3: 0.2819 (0.3059) loss_giou_dn_3: 0.5093 (0.4889) loss_class_dn_4: 0.4061 (0.4064) loss_bbox_dn_4: 0.2816 (0.3051) loss_giou_dn_4: 0.5078 (0.4877) loss_class_hybrid: 0.7448 (0.8006) loss_bbox_hybrid: 0.2042 (0.2073) loss_giou_hybrid: 0.4975 (0.4487) loss_class_0_hybrid: 0.8167 (0.8724) loss_bbox_0_hybrid: 0.2075 (0.2170) loss_giou_0_hybrid: 0.5278 (0.4684) loss_class_1_hybrid: 0.7789 (0.8293) loss_bbox_1_hybrid: 0.2075 (0.2110) loss_giou_1_hybrid: 0.5102 (0.4562) loss_class_2_hybrid: 0.7765 (0.8141) loss_bbox_2_hybrid: 0.2041 (0.2075) loss_giou_2_hybrid: 0.5028 (0.4506) loss_class_3_hybrid: 0.7567 (0.8042) loss_bbox_3_hybrid: 0.2085 (0.2073) loss_giou_3_hybrid: 0.4969 (0.4491) loss_class_4_hybrid: 0.7453 (0.8005) loss_bbox_4_hybrid: 0.2058 (0.2073) loss_giou_4_hybrid: 0.4980 (0.4489) loss_class_enc_hybrid: 0.7870 (0.8243) loss_bbox_enc_hybrid: 0.2554 (0.2619) loss_giou_enc_hybrid: 0.5798 (0.5358) mem: 1022 max mem: 36965 [2024-01-15 04:23:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:24:16 det.util.engine] INFO: Epoch: [4] [5950/11727] eta: 1:44:45 lr: 0.000100 data_time: 0.0033 iter_time: 1.0598 loss: 28.0071 (28.5684) loss_class: 0.7994 (0.8012) loss_bbox: 0.1726 (0.1916) loss_giou: 0.3644 (0.4140) loss_class_0: 1.0138 (1.0128) loss_bbox_0: 0.1756 (0.1900) loss_giou_0: 0.3582 (0.4178) loss_class_1: 0.8926 (0.8795) loss_bbox_1: 0.1804 (0.1915) loss_giou_1: 0.3709 (0.4164) loss_class_2: 0.8527 (0.8354) loss_bbox_2: 0.1879 (0.1899) loss_giou_2: 0.3635 (0.4143) loss_class_3: 0.8248 (0.8135) loss_bbox_3: 0.1697 (0.1906) loss_giou_3: 0.3560 (0.4134) loss_class_4: 0.8001 (0.8032) loss_bbox_4: 0.1726 (0.1913) loss_giou_4: 0.3662 (0.4139) loss_class_enc: 0.9416 (0.9386) loss_bbox_enc: 0.2299 (0.2307) loss_giou_enc: 0.4295 (0.4775) loss_class_dn: 0.4075 (0.4074) loss_bbox_dn: 0.3232 (0.3053) loss_giou_dn: 0.4496 (0.4878) loss_class_dn_0: 0.4888 (0.4902) loss_bbox_dn_0: 0.4002 (0.4091) loss_giou_dn_0: 0.5861 (0.6203) loss_class_dn_1: 0.4330 (0.4346) loss_bbox_dn_1: 0.3417 (0.3285) loss_giou_dn_1: 0.4838 (0.5171) loss_class_dn_2: 0.4130 (0.4140) loss_bbox_dn_2: 0.3283 (0.3092) loss_giou_dn_2: 0.4622 (0.4938) loss_class_dn_3: 0.4075 (0.4080) loss_bbox_dn_3: 0.3255 (0.3060) loss_giou_dn_3: 0.4523 (0.4888) loss_class_dn_4: 0.4053 (0.4064) loss_bbox_dn_4: 0.3231 (0.3053) loss_giou_dn_4: 0.4495 (0.4877) loss_class_hybrid: 0.8060 (0.8006) loss_bbox_hybrid: 0.1857 (0.2073) loss_giou_hybrid: 0.3830 (0.4485) loss_class_0_hybrid: 0.8720 (0.8724) loss_bbox_0_hybrid: 0.1998 (0.2170) loss_giou_0_hybrid: 0.4010 (0.4683) loss_class_1_hybrid: 0.8446 (0.8293) loss_bbox_1_hybrid: 0.1945 (0.2111) loss_giou_1_hybrid: 0.3956 (0.4561) loss_class_2_hybrid: 0.8248 (0.8141) loss_bbox_2_hybrid: 0.1849 (0.2075) loss_giou_2_hybrid: 0.3832 (0.4505) loss_class_3_hybrid: 0.8176 (0.8042) loss_bbox_3_hybrid: 0.1913 (0.2073) loss_giou_3_hybrid: 0.3824 (0.4490) loss_class_4_hybrid: 0.8097 (0.8005) loss_bbox_4_hybrid: 0.1877 (0.2073) loss_giou_4_hybrid: 0.3808 (0.4488) loss_class_enc_hybrid: 0.7998 (0.8243) loss_bbox_enc_hybrid: 0.2541 (0.2619) loss_giou_enc_hybrid: 0.4684 (0.5357) mem: 1012 max mem: 36965 [2024-01-15 04:24:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:25:11 det.util.engine] INFO: Epoch: [4] [6000/11727] eta: 1:43:51 lr: 0.000100 data_time: 0.0032 iter_time: 1.0840 loss: 28.1824 (28.5681) loss_class: 0.7774 (0.8011) loss_bbox: 0.1682 (0.1916) loss_giou: 0.4378 (0.4141) loss_class_0: 1.0017 (1.0127) loss_bbox_0: 0.1759 (0.1899) loss_giou_0: 0.4575 (0.4179) loss_class_1: 0.8402 (0.8794) loss_bbox_1: 0.1704 (0.1914) loss_giou_1: 0.4383 (0.4165) loss_class_2: 0.8170 (0.8353) loss_bbox_2: 0.1672 (0.1898) loss_giou_2: 0.4399 (0.4144) loss_class_3: 0.8011 (0.8134) loss_bbox_3: 0.1708 (0.1905) loss_giou_3: 0.4386 (0.4136) loss_class_4: 0.7895 (0.8031) loss_bbox_4: 0.1707 (0.1912) loss_giou_4: 0.4377 (0.4141) loss_class_enc: 0.9228 (0.9385) loss_bbox_enc: 0.2202 (0.2306) loss_giou_enc: 0.5086 (0.4776) loss_class_dn: 0.4158 (0.4074) loss_bbox_dn: 0.2576 (0.3052) loss_giou_dn: 0.4899 (0.4879) loss_class_dn_0: 0.4873 (0.4902) loss_bbox_dn_0: 0.3511 (0.4090) loss_giou_dn_0: 0.6275 (0.6203) loss_class_dn_1: 0.4344 (0.4346) loss_bbox_dn_1: 0.2890 (0.3285) loss_giou_dn_1: 0.5135 (0.5171) loss_class_dn_2: 0.4163 (0.4140) loss_bbox_dn_2: 0.2688 (0.3091) loss_giou_dn_2: 0.4994 (0.4939) loss_class_dn_3: 0.4172 (0.4081) loss_bbox_dn_3: 0.2612 (0.3059) loss_giou_dn_3: 0.4926 (0.4889) loss_class_dn_4: 0.4171 (0.4065) loss_bbox_dn_4: 0.2577 (0.3052) loss_giou_dn_4: 0.4907 (0.4877) loss_class_hybrid: 0.7775 (0.8006) loss_bbox_hybrid: 0.1797 (0.2073) loss_giou_hybrid: 0.4497 (0.4487) loss_class_0_hybrid: 0.8350 (0.8723) loss_bbox_0_hybrid: 0.1813 (0.2169) loss_giou_0_hybrid: 0.4768 (0.4684) loss_class_1_hybrid: 0.8253 (0.8293) loss_bbox_1_hybrid: 0.1803 (0.2110) loss_giou_1_hybrid: 0.4638 (0.4562) loss_class_2_hybrid: 0.8001 (0.8141) loss_bbox_2_hybrid: 0.1780 (0.2074) loss_giou_2_hybrid: 0.4597 (0.4506) loss_class_3_hybrid: 0.7940 (0.8041) loss_bbox_3_hybrid: 0.1778 (0.2072) loss_giou_3_hybrid: 0.4573 (0.4491) loss_class_4_hybrid: 0.7868 (0.8004) loss_bbox_4_hybrid: 0.1788 (0.2073) loss_giou_4_hybrid: 0.4572 (0.4489) loss_class_enc_hybrid: 0.7978 (0.8242) loss_bbox_enc_hybrid: 0.2318 (0.2618) loss_giou_enc_hybrid: 0.5424 (0.5358) mem: 1025 max mem: 36965 [2024-01-15 04:25:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:26:05 det.util.engine] INFO: Epoch: [4] [6050/11727] eta: 1:42:57 lr: 0.000100 data_time: 0.0033 iter_time: 1.1232 loss: 27.9259 (28.5647) loss_class: 0.7630 (0.8010) loss_bbox: 0.1820 (0.1915) loss_giou: 0.3972 (0.4142) loss_class_0: 0.9712 (1.0125) loss_bbox_0: 0.1760 (0.1898) loss_giou_0: 0.4099 (0.4180) loss_class_1: 0.8401 (0.8792) loss_bbox_1: 0.1815 (0.1914) loss_giou_1: 0.4316 (0.4166) loss_class_2: 0.7812 (0.8351) loss_bbox_2: 0.1831 (0.1898) loss_giou_2: 0.4291 (0.4145) loss_class_3: 0.7541 (0.8133) loss_bbox_3: 0.1797 (0.1905) loss_giou_3: 0.3972 (0.4137) loss_class_4: 0.7590 (0.8030) loss_bbox_4: 0.1913 (0.1911) loss_giou_4: 0.3969 (0.4142) loss_class_enc: 0.8695 (0.9383) loss_bbox_enc: 0.2267 (0.2305) loss_giou_enc: 0.4698 (0.4777) loss_class_dn: 0.3948 (0.4073) loss_bbox_dn: 0.2764 (0.3051) loss_giou_dn: 0.4995 (0.4879) loss_class_dn_0: 0.4881 (0.4902) loss_bbox_dn_0: 0.3517 (0.4088) loss_giou_dn_0: 0.6226 (0.6203) loss_class_dn_1: 0.4276 (0.4346) loss_bbox_dn_1: 0.2894 (0.3283) loss_giou_dn_1: 0.5265 (0.5171) loss_class_dn_2: 0.4051 (0.4140) loss_bbox_dn_2: 0.2772 (0.3089) loss_giou_dn_2: 0.5067 (0.4939) loss_class_dn_3: 0.3938 (0.4080) loss_bbox_dn_3: 0.2789 (0.3058) loss_giou_dn_3: 0.5009 (0.4889) loss_class_dn_4: 0.3927 (0.4064) loss_bbox_dn_4: 0.2766 (0.3050) loss_giou_dn_4: 0.4992 (0.4878) loss_class_hybrid: 0.7663 (0.8005) loss_bbox_hybrid: 0.1979 (0.2072) loss_giou_hybrid: 0.4179 (0.4488) loss_class_0_hybrid: 0.8107 (0.8721) loss_bbox_0_hybrid: 0.2038 (0.2168) loss_giou_0_hybrid: 0.4438 (0.4685) loss_class_1_hybrid: 0.7779 (0.8291) loss_bbox_1_hybrid: 0.2055 (0.2109) loss_giou_1_hybrid: 0.4238 (0.4563) loss_class_2_hybrid: 0.7662 (0.8139) loss_bbox_2_hybrid: 0.2001 (0.2074) loss_giou_2_hybrid: 0.4202 (0.4507) loss_class_3_hybrid: 0.7378 (0.8040) loss_bbox_3_hybrid: 0.1958 (0.2072) loss_giou_3_hybrid: 0.4189 (0.4492) loss_class_4_hybrid: 0.7525 (0.8003) loss_bbox_4_hybrid: 0.1994 (0.2072) loss_giou_4_hybrid: 0.4186 (0.4490) loss_class_enc_hybrid: 0.7765 (0.8241) loss_bbox_enc_hybrid: 0.2511 (0.2617) loss_giou_enc_hybrid: 0.5072 (0.5358) mem: 1019 max mem: 36965 [2024-01-15 04:26:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:27:00 det.util.engine] INFO: Epoch: [4] [6100/11727] eta: 1:42:03 lr: 0.000100 data_time: 0.0033 iter_time: 1.1019 loss: 28.6825 (28.5613) loss_class: 0.8079 (0.8009) loss_bbox: 0.1878 (0.1915) loss_giou: 0.4004 (0.4142) loss_class_0: 1.0191 (1.0122) loss_bbox_0: 0.1927 (0.1899) loss_giou_0: 0.4108 (0.4179) loss_class_1: 0.8423 (0.8789) loss_bbox_1: 0.1897 (0.1914) loss_giou_1: 0.4060 (0.4166) loss_class_2: 0.8158 (0.8349) loss_bbox_2: 0.1832 (0.1898) loss_giou_2: 0.4103 (0.4145) loss_class_3: 0.7779 (0.8131) loss_bbox_3: 0.1842 (0.1905) loss_giou_3: 0.3989 (0.4136) loss_class_4: 0.8266 (0.8029) loss_bbox_4: 0.1838 (0.1911) loss_giou_4: 0.4001 (0.4141) loss_class_enc: 0.9189 (0.9382) loss_bbox_enc: 0.2284 (0.2304) loss_giou_enc: 0.4511 (0.4776) loss_class_dn: 0.3992 (0.4073) loss_bbox_dn: 0.3404 (0.3050) loss_giou_dn: 0.4796 (0.4878) loss_class_dn_0: 0.4855 (0.4901) loss_bbox_dn_0: 0.4245 (0.4088) loss_giou_dn_0: 0.6083 (0.6202) loss_class_dn_1: 0.4237 (0.4346) loss_bbox_dn_1: 0.3512 (0.3283) loss_giou_dn_1: 0.5079 (0.5171) loss_class_dn_2: 0.4012 (0.4140) loss_bbox_dn_2: 0.3457 (0.3089) loss_giou_dn_2: 0.4846 (0.4938) loss_class_dn_3: 0.3995 (0.4080) loss_bbox_dn_3: 0.3398 (0.3058) loss_giou_dn_3: 0.4815 (0.4889) loss_class_dn_4: 0.3997 (0.4064) loss_bbox_dn_4: 0.3404 (0.3050) loss_giou_dn_4: 0.4795 (0.4877) loss_class_hybrid: 0.7925 (0.8004) loss_bbox_hybrid: 0.2192 (0.2072) loss_giou_hybrid: 0.4517 (0.4487) loss_class_0_hybrid: 0.8460 (0.8719) loss_bbox_0_hybrid: 0.2200 (0.2168) loss_giou_0_hybrid: 0.4638 (0.4684) loss_class_1_hybrid: 0.7977 (0.8289) loss_bbox_1_hybrid: 0.2208 (0.2109) loss_giou_1_hybrid: 0.4564 (0.4562) loss_class_2_hybrid: 0.8016 (0.8138) loss_bbox_2_hybrid: 0.2164 (0.2074) loss_giou_2_hybrid: 0.4518 (0.4506) loss_class_3_hybrid: 0.7783 (0.8039) loss_bbox_3_hybrid: 0.2130 (0.2072) loss_giou_3_hybrid: 0.4497 (0.4491) loss_class_4_hybrid: 0.8020 (0.8002) loss_bbox_4_hybrid: 0.2146 (0.2072) loss_giou_4_hybrid: 0.4545 (0.4489) loss_class_enc_hybrid: 0.8026 (0.8240) loss_bbox_enc_hybrid: 0.2679 (0.2617) loss_giou_enc_hybrid: 0.5210 (0.5357) mem: 1024 max mem: 36965 [2024-01-15 04:27:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:27:55 det.util.engine] INFO: Epoch: [4] [6150/11727] eta: 1:41:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.1007 loss: 28.3927 (28.5573) loss_class: 0.7891 (0.8009) loss_bbox: 0.2008 (0.1915) loss_giou: 0.3927 (0.4140) loss_class_0: 0.9937 (1.0121) loss_bbox_0: 0.1984 (0.1899) loss_giou_0: 0.3998 (0.4179) loss_class_1: 0.8457 (0.8787) loss_bbox_1: 0.2052 (0.1914) loss_giou_1: 0.3928 (0.4165) loss_class_2: 0.8348 (0.8349) loss_bbox_2: 0.1945 (0.1898) loss_giou_2: 0.3884 (0.4143) loss_class_3: 0.8041 (0.8130) loss_bbox_3: 0.1994 (0.1905) loss_giou_3: 0.3954 (0.4135) loss_class_4: 0.7998 (0.8029) loss_bbox_4: 0.2008 (0.1911) loss_giou_4: 0.3917 (0.4140) loss_class_enc: 0.9211 (0.9382) loss_bbox_enc: 0.2402 (0.2304) loss_giou_enc: 0.4646 (0.4775) loss_class_dn: 0.3960 (0.4073) loss_bbox_dn: 0.3279 (0.3051) loss_giou_dn: 0.4812 (0.4877) loss_class_dn_0: 0.4882 (0.4901) loss_bbox_dn_0: 0.4195 (0.4088) loss_giou_dn_0: 0.6239 (0.6202) loss_class_dn_1: 0.4263 (0.4345) loss_bbox_dn_1: 0.3510 (0.3283) loss_giou_dn_1: 0.5133 (0.5170) loss_class_dn_2: 0.4066 (0.4139) loss_bbox_dn_2: 0.3283 (0.3089) loss_giou_dn_2: 0.4862 (0.4937) loss_class_dn_3: 0.3986 (0.4080) loss_bbox_dn_3: 0.3284 (0.3058) loss_giou_dn_3: 0.4831 (0.4888) loss_class_dn_4: 0.3975 (0.4064) loss_bbox_dn_4: 0.3279 (0.3050) loss_giou_dn_4: 0.4809 (0.4876) loss_class_hybrid: 0.7867 (0.8003) loss_bbox_hybrid: 0.2158 (0.2072) loss_giou_hybrid: 0.3963 (0.4486) loss_class_0_hybrid: 0.8568 (0.8718) loss_bbox_0_hybrid: 0.2274 (0.2168) loss_giou_0_hybrid: 0.4223 (0.4683) loss_class_1_hybrid: 0.8027 (0.8288) loss_bbox_1_hybrid: 0.2233 (0.2109) loss_giou_1_hybrid: 0.4007 (0.4561) loss_class_2_hybrid: 0.7900 (0.8137) loss_bbox_2_hybrid: 0.2079 (0.2073) loss_giou_2_hybrid: 0.3972 (0.4505) loss_class_3_hybrid: 0.8000 (0.8038) loss_bbox_3_hybrid: 0.2111 (0.2071) loss_giou_3_hybrid: 0.3940 (0.4490) loss_class_4_hybrid: 0.7851 (0.8001) loss_bbox_4_hybrid: 0.2127 (0.2072) loss_giou_4_hybrid: 0.3966 (0.4488) loss_class_enc_hybrid: 0.8224 (0.8239) loss_bbox_enc_hybrid: 0.2708 (0.2617) loss_giou_enc_hybrid: 0.4990 (0.5356) mem: 1020 max mem: 36965 [2024-01-15 04:27:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:28:48 det.util.engine] INFO: Epoch: [4] [6200/11727] eta: 1:40:13 lr: 0.000100 data_time: 0.0035 iter_time: 1.0505 loss: 28.5462 (28.5544) loss_class: 0.7904 (0.8009) loss_bbox: 0.1746 (0.1914) loss_giou: 0.4307 (0.4139) loss_class_0: 1.0068 (1.0120) loss_bbox_0: 0.1747 (0.1898) loss_giou_0: 0.4097 (0.4177) loss_class_1: 0.8938 (0.8788) loss_bbox_1: 0.1691 (0.1913) loss_giou_1: 0.4217 (0.4164) loss_class_2: 0.8424 (0.8349) loss_bbox_2: 0.1708 (0.1897) loss_giou_2: 0.4249 (0.4142) loss_class_3: 0.7986 (0.8131) loss_bbox_3: 0.1709 (0.1904) loss_giou_3: 0.4321 (0.4134) loss_class_4: 0.7873 (0.8029) loss_bbox_4: 0.1730 (0.1911) loss_giou_4: 0.4318 (0.4139) loss_class_enc: 0.9083 (0.9382) loss_bbox_enc: 0.2339 (0.2305) loss_giou_enc: 0.4804 (0.4774) loss_class_dn: 0.4087 (0.4072) loss_bbox_dn: 0.2770 (0.3050) loss_giou_dn: 0.4764 (0.4876) loss_class_dn_0: 0.4895 (0.4901) loss_bbox_dn_0: 0.3706 (0.4088) loss_giou_dn_0: 0.6221 (0.6200) loss_class_dn_1: 0.4321 (0.4345) loss_bbox_dn_1: 0.3009 (0.3282) loss_giou_dn_1: 0.5142 (0.5169) loss_class_dn_2: 0.4104 (0.4139) loss_bbox_dn_2: 0.2817 (0.3088) loss_giou_dn_2: 0.4843 (0.4936) loss_class_dn_3: 0.4060 (0.4079) loss_bbox_dn_3: 0.2770 (0.3057) loss_giou_dn_3: 0.4785 (0.4886) loss_class_dn_4: 0.4067 (0.4063) loss_bbox_dn_4: 0.2771 (0.3050) loss_giou_dn_4: 0.4764 (0.4874) loss_class_hybrid: 0.7904 (0.8003) loss_bbox_hybrid: 0.1964 (0.2072) loss_giou_hybrid: 0.4588 (0.4484) loss_class_0_hybrid: 0.8692 (0.8719) loss_bbox_0_hybrid: 0.2089 (0.2168) loss_giou_0_hybrid: 0.4733 (0.4681) loss_class_1_hybrid: 0.8328 (0.8288) loss_bbox_1_hybrid: 0.2015 (0.2109) loss_giou_1_hybrid: 0.4631 (0.4560) loss_class_2_hybrid: 0.8150 (0.8137) loss_bbox_2_hybrid: 0.2011 (0.2073) loss_giou_2_hybrid: 0.4585 (0.4504) loss_class_3_hybrid: 0.7921 (0.8038) loss_bbox_3_hybrid: 0.1979 (0.2071) loss_giou_3_hybrid: 0.4579 (0.4489) loss_class_4_hybrid: 0.7902 (0.8001) loss_bbox_4_hybrid: 0.2002 (0.2072) loss_giou_4_hybrid: 0.4610 (0.4487) loss_class_enc_hybrid: 0.8169 (0.8240) loss_bbox_enc_hybrid: 0.2563 (0.2617) loss_giou_enc_hybrid: 0.5583 (0.5355) mem: 1019 max mem: 36965 [2024-01-15 04:28:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:29:42 det.util.engine] INFO: Epoch: [4] [6250/11727] eta: 1:39:18 lr: 0.000100 data_time: 0.0033 iter_time: 1.0931 loss: 28.4056 (28.5537) loss_class: 0.7971 (0.8010) loss_bbox: 0.1893 (0.1914) loss_giou: 0.3991 (0.4137) loss_class_0: 1.0343 (1.0122) loss_bbox_0: 0.1678 (0.1899) loss_giou_0: 0.3987 (0.4176) loss_class_1: 0.9125 (0.8790) loss_bbox_1: 0.1825 (0.1914) loss_giou_1: 0.4004 (0.4162) loss_class_2: 0.8300 (0.8350) loss_bbox_2: 0.1892 (0.1898) loss_giou_2: 0.4016 (0.4140) loss_class_3: 0.8126 (0.8131) loss_bbox_3: 0.1907 (0.1904) loss_giou_3: 0.3992 (0.4132) loss_class_4: 0.7947 (0.8030) loss_bbox_4: 0.1893 (0.1911) loss_giou_4: 0.3989 (0.4137) loss_class_enc: 0.9756 (0.9382) loss_bbox_enc: 0.2331 (0.2305) loss_giou_enc: 0.4559 (0.4773) loss_class_dn: 0.3978 (0.4072) loss_bbox_dn: 0.3348 (0.3052) loss_giou_dn: 0.4817 (0.4875) loss_class_dn_0: 0.4877 (0.4901) loss_bbox_dn_0: 0.4200 (0.4090) loss_giou_dn_0: 0.6173 (0.6199) loss_class_dn_1: 0.4235 (0.4345) loss_bbox_dn_1: 0.3537 (0.3284) loss_giou_dn_1: 0.5127 (0.5168) loss_class_dn_2: 0.4092 (0.4139) loss_bbox_dn_2: 0.3401 (0.3090) loss_giou_dn_2: 0.4873 (0.4935) loss_class_dn_3: 0.4019 (0.4079) loss_bbox_dn_3: 0.3376 (0.3059) loss_giou_dn_3: 0.4849 (0.4885) loss_class_dn_4: 0.3987 (0.4063) loss_bbox_dn_4: 0.3348 (0.3052) loss_giou_dn_4: 0.4816 (0.4873) loss_class_hybrid: 0.7647 (0.8004) loss_bbox_hybrid: 0.1889 (0.2072) loss_giou_hybrid: 0.4292 (0.4482) loss_class_0_hybrid: 0.9017 (0.8720) loss_bbox_0_hybrid: 0.1932 (0.2168) loss_giou_0_hybrid: 0.4426 (0.4679) loss_class_1_hybrid: 0.8411 (0.8290) loss_bbox_1_hybrid: 0.1938 (0.2109) loss_giou_1_hybrid: 0.4416 (0.4558) loss_class_2_hybrid: 0.7915 (0.8138) loss_bbox_2_hybrid: 0.1876 (0.2073) loss_giou_2_hybrid: 0.4304 (0.4502) loss_class_3_hybrid: 0.7619 (0.8038) loss_bbox_3_hybrid: 0.1858 (0.2071) loss_giou_3_hybrid: 0.4301 (0.4487) loss_class_4_hybrid: 0.7729 (0.8002) loss_bbox_4_hybrid: 0.1859 (0.2072) loss_giou_4_hybrid: 0.4298 (0.4485) loss_class_enc_hybrid: 0.8657 (0.8241) loss_bbox_enc_hybrid: 0.2520 (0.2617) loss_giou_enc_hybrid: 0.4906 (0.5353) mem: 1024 max mem: 36965 [2024-01-15 04:29:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:30:36 det.util.engine] INFO: Epoch: [4] [6300/11727] eta: 1:38:23 lr: 0.000100 data_time: 0.0033 iter_time: 1.0348 loss: 29.1641 (28.5543) loss_class: 0.8156 (0.8012) loss_bbox: 0.1749 (0.1914) loss_giou: 0.3951 (0.4137) loss_class_0: 0.9844 (1.0123) loss_bbox_0: 0.1809 (0.1898) loss_giou_0: 0.4020 (0.4176) loss_class_1: 0.8679 (0.8791) loss_bbox_1: 0.1728 (0.1913) loss_giou_1: 0.3951 (0.4162) loss_class_2: 0.8379 (0.8353) loss_bbox_2: 0.1639 (0.1897) loss_giou_2: 0.3975 (0.4140) loss_class_3: 0.8248 (0.8134) loss_bbox_3: 0.1663 (0.1903) loss_giou_3: 0.3949 (0.4131) loss_class_4: 0.7951 (0.8032) loss_bbox_4: 0.1788 (0.1910) loss_giou_4: 0.3968 (0.4137) loss_class_enc: 0.9130 (0.9383) loss_bbox_enc: 0.2159 (0.2304) loss_giou_enc: 0.4687 (0.4772) loss_class_dn: 0.4128 (0.4072) loss_bbox_dn: 0.2737 (0.3051) loss_giou_dn: 0.4950 (0.4875) loss_class_dn_0: 0.4950 (0.4901) loss_bbox_dn_0: 0.3827 (0.4089) loss_giou_dn_0: 0.6195 (0.6199) loss_class_dn_1: 0.4414 (0.4345) loss_bbox_dn_1: 0.3087 (0.3283) loss_giou_dn_1: 0.5231 (0.5168) loss_class_dn_2: 0.4220 (0.4139) loss_bbox_dn_2: 0.2790 (0.3089) loss_giou_dn_2: 0.5021 (0.4935) loss_class_dn_3: 0.4111 (0.4079) loss_bbox_dn_3: 0.2732 (0.3058) loss_giou_dn_3: 0.4964 (0.4885) loss_class_dn_4: 0.4131 (0.4063) loss_bbox_dn_4: 0.2738 (0.3051) loss_giou_dn_4: 0.4948 (0.4874) loss_class_hybrid: 0.7870 (0.8005) loss_bbox_hybrid: 0.1892 (0.2071) loss_giou_hybrid: 0.4299 (0.4482) loss_class_0_hybrid: 0.8387 (0.8721) loss_bbox_0_hybrid: 0.2015 (0.2167) loss_giou_0_hybrid: 0.4491 (0.4679) loss_class_1_hybrid: 0.8115 (0.8291) loss_bbox_1_hybrid: 0.1930 (0.2108) loss_giou_1_hybrid: 0.4362 (0.4557) loss_class_2_hybrid: 0.7829 (0.8140) loss_bbox_2_hybrid: 0.1900 (0.2073) loss_giou_2_hybrid: 0.4299 (0.4501) loss_class_3_hybrid: 0.7852 (0.8040) loss_bbox_3_hybrid: 0.1864 (0.2071) loss_giou_3_hybrid: 0.4323 (0.4487) loss_class_4_hybrid: 0.7907 (0.8004) loss_bbox_4_hybrid: 0.1905 (0.2071) loss_giou_4_hybrid: 0.4318 (0.4484) loss_class_enc_hybrid: 0.8088 (0.8242) loss_bbox_enc_hybrid: 0.2342 (0.2616) loss_giou_enc_hybrid: 0.5209 (0.5353) mem: 1021 max mem: 36965 [2024-01-15 04:30:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:31:34 det.util.engine] INFO: Epoch: [4] [6350/11727] eta: 1:37:32 lr: 0.000100 data_time: 0.0031 iter_time: 1.3049 loss: 28.1170 (28.5523) loss_class: 0.7530 (0.8012) loss_bbox: 0.2074 (0.1914) loss_giou: 0.4194 (0.4137) loss_class_0: 0.9917 (1.0122) loss_bbox_0: 0.1725 (0.1898) loss_giou_0: 0.4082 (0.4176) loss_class_1: 0.8468 (0.8791) loss_bbox_1: 0.1964 (0.1913) loss_giou_1: 0.4141 (0.4162) loss_class_2: 0.7936 (0.8353) loss_bbox_2: 0.1938 (0.1897) loss_giou_2: 0.4173 (0.4140) loss_class_3: 0.7895 (0.8134) loss_bbox_3: 0.1991 (0.1903) loss_giou_3: 0.4246 (0.4131) loss_class_4: 0.7672 (0.8031) loss_bbox_4: 0.1989 (0.1910) loss_giou_4: 0.4239 (0.4137) loss_class_enc: 0.9360 (0.9382) loss_bbox_enc: 0.2335 (0.2304) loss_giou_enc: 0.4555 (0.4772) loss_class_dn: 0.3984 (0.4072) loss_bbox_dn: 0.2933 (0.3050) loss_giou_dn: 0.4887 (0.4875) loss_class_dn_0: 0.4847 (0.4901) loss_bbox_dn_0: 0.4005 (0.4088) loss_giou_dn_0: 0.6194 (0.6199) loss_class_dn_1: 0.4280 (0.4345) loss_bbox_dn_1: 0.3205 (0.3283) loss_giou_dn_1: 0.5168 (0.5168) loss_class_dn_2: 0.4090 (0.4139) loss_bbox_dn_2: 0.2996 (0.3089) loss_giou_dn_2: 0.4945 (0.4935) loss_class_dn_3: 0.4120 (0.4079) loss_bbox_dn_3: 0.2965 (0.3058) loss_giou_dn_3: 0.4901 (0.4885) loss_class_dn_4: 0.4029 (0.4063) loss_bbox_dn_4: 0.2932 (0.3050) loss_giou_dn_4: 0.4885 (0.4874) loss_class_hybrid: 0.7598 (0.8004) loss_bbox_hybrid: 0.2210 (0.2071) loss_giou_hybrid: 0.4471 (0.4482) loss_class_0_hybrid: 0.8225 (0.8720) loss_bbox_0_hybrid: 0.2184 (0.2167) loss_giou_0_hybrid: 0.4471 (0.4679) loss_class_1_hybrid: 0.7781 (0.8290) loss_bbox_1_hybrid: 0.2147 (0.2108) loss_giou_1_hybrid: 0.4436 (0.4557) loss_class_2_hybrid: 0.7872 (0.8139) loss_bbox_2_hybrid: 0.2180 (0.2073) loss_giou_2_hybrid: 0.4418 (0.4501) loss_class_3_hybrid: 0.7774 (0.8039) loss_bbox_3_hybrid: 0.2235 (0.2071) loss_giou_3_hybrid: 0.4466 (0.4486) loss_class_4_hybrid: 0.7591 (0.8003) loss_bbox_4_hybrid: 0.2201 (0.2071) loss_giou_4_hybrid: 0.4473 (0.4484) loss_class_enc_hybrid: 0.8047 (0.8242) loss_bbox_enc_hybrid: 0.2586 (0.2616) loss_giou_enc_hybrid: 0.5098 (0.5352) mem: 1029 max mem: 36965 [2024-01-15 04:31:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:32:29 det.util.engine] INFO: Epoch: [4] [6400/11727] eta: 1:36:38 lr: 0.000100 data_time: 0.0034 iter_time: 1.0687 loss: 28.8741 (28.5573) loss_class: 0.8088 (0.8013) loss_bbox: 0.1871 (0.1915) loss_giou: 0.3880 (0.4137) loss_class_0: 1.0017 (1.0123) loss_bbox_0: 0.1859 (0.1899) loss_giou_0: 0.3972 (0.4176) loss_class_1: 0.9187 (0.8792) loss_bbox_1: 0.1878 (0.1914) loss_giou_1: 0.3898 (0.4162) loss_class_2: 0.8553 (0.8354) loss_bbox_2: 0.1831 (0.1898) loss_giou_2: 0.3915 (0.4140) loss_class_3: 0.7905 (0.8135) loss_bbox_3: 0.1869 (0.1905) loss_giou_3: 0.3911 (0.4132) loss_class_4: 0.8163 (0.8033) loss_bbox_4: 0.1821 (0.1911) loss_giou_4: 0.3878 (0.4137) loss_class_enc: 0.9348 (0.9382) loss_bbox_enc: 0.2363 (0.2306) loss_giou_enc: 0.4644 (0.4773) loss_class_dn: 0.4071 (0.4073) loss_bbox_dn: 0.2815 (0.3052) loss_giou_dn: 0.4959 (0.4875) loss_class_dn_0: 0.4903 (0.4901) loss_bbox_dn_0: 0.4048 (0.4089) loss_giou_dn_0: 0.6349 (0.6199) loss_class_dn_1: 0.4365 (0.4345) loss_bbox_dn_1: 0.3109 (0.3284) loss_giou_dn_1: 0.5376 (0.5168) loss_class_dn_2: 0.4202 (0.4139) loss_bbox_dn_2: 0.2864 (0.3090) loss_giou_dn_2: 0.5025 (0.4935) loss_class_dn_3: 0.4104 (0.4080) loss_bbox_dn_3: 0.2831 (0.3059) loss_giou_dn_3: 0.4972 (0.4885) loss_class_dn_4: 0.4051 (0.4064) loss_bbox_dn_4: 0.2816 (0.3052) loss_giou_dn_4: 0.4957 (0.4874) loss_class_hybrid: 0.8101 (0.8005) loss_bbox_hybrid: 0.2128 (0.2073) loss_giou_hybrid: 0.4214 (0.4482) loss_class_0_hybrid: 0.8756 (0.8721) loss_bbox_0_hybrid: 0.2144 (0.2169) loss_giou_0_hybrid: 0.4478 (0.4679) loss_class_1_hybrid: 0.8321 (0.8291) loss_bbox_1_hybrid: 0.2187 (0.2110) loss_giou_1_hybrid: 0.4479 (0.4558) loss_class_2_hybrid: 0.8077 (0.8140) loss_bbox_2_hybrid: 0.2164 (0.2074) loss_giou_2_hybrid: 0.4333 (0.4502) loss_class_3_hybrid: 0.7894 (0.8039) loss_bbox_3_hybrid: 0.2144 (0.2072) loss_giou_3_hybrid: 0.4230 (0.4487) loss_class_4_hybrid: 0.8040 (0.8004) loss_bbox_4_hybrid: 0.2152 (0.2073) loss_giou_4_hybrid: 0.4199 (0.4485) loss_class_enc_hybrid: 0.8271 (0.8243) loss_bbox_enc_hybrid: 0.2635 (0.2617) loss_giou_enc_hybrid: 0.5098 (0.5352) mem: 1033 max mem: 36965 [2024-01-15 04:32:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:33:24 det.util.engine] INFO: Epoch: [4] [6450/11727] eta: 1:35:44 lr: 0.000100 data_time: 0.0036 iter_time: 1.0875 loss: 27.3090 (28.5529) loss_class: 0.7493 (0.8011) loss_bbox: 0.1766 (0.1914) loss_giou: 0.3721 (0.4137) loss_class_0: 0.9611 (1.0122) loss_bbox_0: 0.1745 (0.1899) loss_giou_0: 0.3800 (0.4176) loss_class_1: 0.8493 (0.8790) loss_bbox_1: 0.1743 (0.1913) loss_giou_1: 0.3687 (0.4162) loss_class_2: 0.7974 (0.8352) loss_bbox_2: 0.1705 (0.1898) loss_giou_2: 0.3726 (0.4140) loss_class_3: 0.7804 (0.8133) loss_bbox_3: 0.1769 (0.1904) loss_giou_3: 0.3741 (0.4131) loss_class_4: 0.7775 (0.8031) loss_bbox_4: 0.1765 (0.1911) loss_giou_4: 0.3722 (0.4137) loss_class_enc: 0.9117 (0.9380) loss_bbox_enc: 0.2048 (0.2305) loss_giou_enc: 0.4274 (0.4773) loss_class_dn: 0.3974 (0.4072) loss_bbox_dn: 0.2476 (0.3050) loss_giou_dn: 0.4486 (0.4875) loss_class_dn_0: 0.4892 (0.4901) loss_bbox_dn_0: 0.3421 (0.4087) loss_giou_dn_0: 0.5761 (0.6198) loss_class_dn_1: 0.4274 (0.4345) loss_bbox_dn_1: 0.2816 (0.3283) loss_giou_dn_1: 0.4743 (0.5168) loss_class_dn_2: 0.4051 (0.4139) loss_bbox_dn_2: 0.2534 (0.3089) loss_giou_dn_2: 0.4543 (0.4935) loss_class_dn_3: 0.4002 (0.4079) loss_bbox_dn_3: 0.2488 (0.3057) loss_giou_dn_3: 0.4500 (0.4885) loss_class_dn_4: 0.3956 (0.4063) loss_bbox_dn_4: 0.2474 (0.3050) loss_giou_dn_4: 0.4484 (0.4873) loss_class_hybrid: 0.7725 (0.8003) loss_bbox_hybrid: 0.1717 (0.2072) loss_giou_hybrid: 0.4043 (0.4482) loss_class_0_hybrid: 0.8744 (0.8720) loss_bbox_0_hybrid: 0.1884 (0.2168) loss_giou_0_hybrid: 0.4295 (0.4679) loss_class_1_hybrid: 0.8109 (0.8289) loss_bbox_1_hybrid: 0.1801 (0.2110) loss_giou_1_hybrid: 0.4187 (0.4558) loss_class_2_hybrid: 0.8015 (0.8138) loss_bbox_2_hybrid: 0.1738 (0.2074) loss_giou_2_hybrid: 0.4125 (0.4501) loss_class_3_hybrid: 0.7936 (0.8038) loss_bbox_3_hybrid: 0.1735 (0.2072) loss_giou_3_hybrid: 0.4089 (0.4487) loss_class_4_hybrid: 0.7815 (0.8002) loss_bbox_4_hybrid: 0.1736 (0.2072) loss_giou_4_hybrid: 0.4073 (0.4485) loss_class_enc_hybrid: 0.8105 (0.8241) loss_bbox_enc_hybrid: 0.2241 (0.2616) loss_giou_enc_hybrid: 0.4817 (0.5352) mem: 1031 max mem: 36965 [2024-01-15 04:33:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:34:19 det.util.engine] INFO: Epoch: [4] [6500/11727] eta: 1:34:50 lr: 0.000100 data_time: 0.0031 iter_time: 1.1017 loss: 28.2973 (28.5564) loss_class: 0.7954 (0.8013) loss_bbox: 0.1790 (0.1915) loss_giou: 0.4097 (0.4137) loss_class_0: 1.0351 (1.0124) loss_bbox_0: 0.1894 (0.1900) loss_giou_0: 0.4068 (0.4176) loss_class_1: 0.9044 (0.8795) loss_bbox_1: 0.1947 (0.1914) loss_giou_1: 0.4109 (0.4162) loss_class_2: 0.8315 (0.8356) loss_bbox_2: 0.1865 (0.1898) loss_giou_2: 0.4090 (0.4140) loss_class_3: 0.8148 (0.8135) loss_bbox_3: 0.1746 (0.1905) loss_giou_3: 0.4186 (0.4131) loss_class_4: 0.8188 (0.8034) loss_bbox_4: 0.1774 (0.1911) loss_giou_4: 0.4061 (0.4137) loss_class_enc: 0.9069 (0.9380) loss_bbox_enc: 0.2339 (0.2306) loss_giou_enc: 0.4848 (0.4773) loss_class_dn: 0.4120 (0.4073) loss_bbox_dn: 0.2836 (0.3051) loss_giou_dn: 0.4962 (0.4874) loss_class_dn_0: 0.4872 (0.4902) loss_bbox_dn_0: 0.4033 (0.4088) loss_giou_dn_0: 0.6144 (0.6198) loss_class_dn_1: 0.4395 (0.4345) loss_bbox_dn_1: 0.3128 (0.3283) loss_giou_dn_1: 0.5259 (0.5167) loss_class_dn_2: 0.4204 (0.4139) loss_bbox_dn_2: 0.2856 (0.3089) loss_giou_dn_2: 0.5006 (0.4934) loss_class_dn_3: 0.4141 (0.4080) loss_bbox_dn_3: 0.2846 (0.3058) loss_giou_dn_3: 0.4968 (0.4885) loss_class_dn_4: 0.4152 (0.4064) loss_bbox_dn_4: 0.2836 (0.3051) loss_giou_dn_4: 0.4955 (0.4873) loss_class_hybrid: 0.7967 (0.8005) loss_bbox_hybrid: 0.1892 (0.2072) loss_giou_hybrid: 0.4354 (0.4482) loss_class_0_hybrid: 0.8878 (0.8722) loss_bbox_0_hybrid: 0.2074 (0.2168) loss_giou_0_hybrid: 0.4381 (0.4678) loss_class_1_hybrid: 0.8354 (0.8291) loss_bbox_1_hybrid: 0.1974 (0.2110) loss_giou_1_hybrid: 0.4439 (0.4557) loss_class_2_hybrid: 0.8210 (0.8141) loss_bbox_2_hybrid: 0.1923 (0.2074) loss_giou_2_hybrid: 0.4343 (0.4501) loss_class_3_hybrid: 0.7907 (0.8040) loss_bbox_3_hybrid: 0.1902 (0.2072) loss_giou_3_hybrid: 0.4333 (0.4486) loss_class_4_hybrid: 0.8055 (0.8004) loss_bbox_4_hybrid: 0.1889 (0.2072) loss_giou_4_hybrid: 0.4352 (0.4484) loss_class_enc_hybrid: 0.8246 (0.8242) loss_bbox_enc_hybrid: 0.2555 (0.2617) loss_giou_enc_hybrid: 0.5189 (0.5351) mem: 1022 max mem: 36965 [2024-01-15 04:34:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:35:13 det.util.engine] INFO: Epoch: [4] [6550/11727] eta: 1:33:55 lr: 0.000100 data_time: 0.0032 iter_time: 1.0600 loss: 28.4534 (28.5594) loss_class: 0.8096 (0.8015) loss_bbox: 0.1840 (0.1915) loss_giou: 0.3991 (0.4136) loss_class_0: 1.0246 (1.0128) loss_bbox_0: 0.1827 (0.1900) loss_giou_0: 0.4213 (0.4175) loss_class_1: 0.9073 (0.8796) loss_bbox_1: 0.1876 (0.1915) loss_giou_1: 0.4030 (0.4162) loss_class_2: 0.8621 (0.8358) loss_bbox_2: 0.1889 (0.1898) loss_giou_2: 0.4070 (0.4139) loss_class_3: 0.8590 (0.8138) loss_bbox_3: 0.1760 (0.1905) loss_giou_3: 0.4089 (0.4130) loss_class_4: 0.8457 (0.8036) loss_bbox_4: 0.1841 (0.1911) loss_giou_4: 0.4056 (0.4136) loss_class_enc: 0.9301 (0.9381) loss_bbox_enc: 0.2211 (0.2306) loss_giou_enc: 0.4566 (0.4772) loss_class_dn: 0.4054 (0.4072) loss_bbox_dn: 0.2875 (0.3052) loss_giou_dn: 0.4765 (0.4874) loss_class_dn_0: 0.4885 (0.4902) loss_bbox_dn_0: 0.4652 (0.4090) loss_giou_dn_0: 0.6154 (0.6198) loss_class_dn_1: 0.4273 (0.4345) loss_bbox_dn_1: 0.3350 (0.3285) loss_giou_dn_1: 0.5124 (0.5167) loss_class_dn_2: 0.4156 (0.4139) loss_bbox_dn_2: 0.2979 (0.3091) loss_giou_dn_2: 0.4845 (0.4934) loss_class_dn_3: 0.4051 (0.4079) loss_bbox_dn_3: 0.2880 (0.3060) loss_giou_dn_3: 0.4766 (0.4884) loss_class_dn_4: 0.4067 (0.4063) loss_bbox_dn_4: 0.2873 (0.3052) loss_giou_dn_4: 0.4761 (0.4873) loss_class_hybrid: 0.8053 (0.8007) loss_bbox_hybrid: 0.1868 (0.2073) loss_giou_hybrid: 0.4275 (0.4481) loss_class_0_hybrid: 0.8851 (0.8725) loss_bbox_0_hybrid: 0.2040 (0.2169) loss_giou_0_hybrid: 0.4437 (0.4677) loss_class_1_hybrid: 0.8359 (0.8294) loss_bbox_1_hybrid: 0.1945 (0.2110) loss_giou_1_hybrid: 0.4299 (0.4556) loss_class_2_hybrid: 0.8459 (0.8143) loss_bbox_2_hybrid: 0.1892 (0.2074) loss_giou_2_hybrid: 0.4283 (0.4500) loss_class_3_hybrid: 0.8247 (0.8042) loss_bbox_3_hybrid: 0.1858 (0.2073) loss_giou_3_hybrid: 0.4270 (0.4485) loss_class_4_hybrid: 0.8210 (0.8006) loss_bbox_4_hybrid: 0.1877 (0.2073) loss_giou_4_hybrid: 0.4275 (0.4483) loss_class_enc_hybrid: 0.8382 (0.8244) loss_bbox_enc_hybrid: 0.2435 (0.2617) loss_giou_enc_hybrid: 0.4992 (0.5350) mem: 1027 max mem: 36965 [2024-01-15 04:35:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:36:08 det.util.engine] INFO: Epoch: [4] [6600/11727] eta: 1:33:02 lr: 0.000100 data_time: 0.0034 iter_time: 1.1164 loss: 29.0504 (28.5581) loss_class: 0.7667 (0.8014) loss_bbox: 0.1942 (0.1915) loss_giou: 0.4404 (0.4137) loss_class_0: 0.9821 (1.0125) loss_bbox_0: 0.1803 (0.1900) loss_giou_0: 0.4592 (0.4176) loss_class_1: 0.8638 (0.8794) loss_bbox_1: 0.1843 (0.1915) loss_giou_1: 0.4572 (0.4163) loss_class_2: 0.8120 (0.8356) loss_bbox_2: 0.1887 (0.1899) loss_giou_2: 0.4532 (0.4140) loss_class_3: 0.7976 (0.8137) loss_bbox_3: 0.1902 (0.1905) loss_giou_3: 0.4364 (0.4131) loss_class_4: 0.7821 (0.8035) loss_bbox_4: 0.1903 (0.1911) loss_giou_4: 0.4437 (0.4136) loss_class_enc: 0.9013 (0.9379) loss_bbox_enc: 0.2138 (0.2306) loss_giou_enc: 0.5122 (0.4773) loss_class_dn: 0.4074 (0.4072) loss_bbox_dn: 0.2896 (0.3052) loss_giou_dn: 0.5165 (0.4875) loss_class_dn_0: 0.4870 (0.4902) loss_bbox_dn_0: 0.3756 (0.4089) loss_giou_dn_0: 0.6546 (0.6198) loss_class_dn_1: 0.4319 (0.4345) loss_bbox_dn_1: 0.3089 (0.3284) loss_giou_dn_1: 0.5442 (0.5168) loss_class_dn_2: 0.4142 (0.4139) loss_bbox_dn_2: 0.2936 (0.3090) loss_giou_dn_2: 0.5218 (0.4935) loss_class_dn_3: 0.4090 (0.4080) loss_bbox_dn_3: 0.2910 (0.3059) loss_giou_dn_3: 0.5173 (0.4885) loss_class_dn_4: 0.4084 (0.4064) loss_bbox_dn_4: 0.2895 (0.3051) loss_giou_dn_4: 0.5166 (0.4874) loss_class_hybrid: 0.7801 (0.8005) loss_bbox_hybrid: 0.2077 (0.2073) loss_giou_hybrid: 0.4677 (0.4481) loss_class_0_hybrid: 0.8315 (0.8724) loss_bbox_0_hybrid: 0.2089 (0.2168) loss_giou_0_hybrid: 0.4937 (0.4678) loss_class_1_hybrid: 0.8048 (0.8293) loss_bbox_1_hybrid: 0.2089 (0.2110) loss_giou_1_hybrid: 0.4810 (0.4557) loss_class_2_hybrid: 0.7925 (0.8141) loss_bbox_2_hybrid: 0.2039 (0.2074) loss_giou_2_hybrid: 0.4775 (0.4501) loss_class_3_hybrid: 0.7731 (0.8040) loss_bbox_3_hybrid: 0.2048 (0.2072) loss_giou_3_hybrid: 0.4702 (0.4486) loss_class_4_hybrid: 0.7838 (0.8004) loss_bbox_4_hybrid: 0.2030 (0.2073) loss_giou_4_hybrid: 0.4697 (0.4484) loss_class_enc_hybrid: 0.8059 (0.8243) loss_bbox_enc_hybrid: 0.2400 (0.2616) loss_giou_enc_hybrid: 0.5470 (0.5350) mem: 1032 max mem: 36965 [2024-01-15 04:36:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:37:02 det.util.engine] INFO: Epoch: [4] [6650/11727] eta: 1:32:07 lr: 0.000100 data_time: 0.0030 iter_time: 1.1023 loss: 27.5436 (28.5532) loss_class: 0.7748 (0.8014) loss_bbox: 0.1826 (0.1914) loss_giou: 0.3830 (0.4135) loss_class_0: 1.0076 (1.0124) loss_bbox_0: 0.1757 (0.1899) loss_giou_0: 0.3768 (0.4174) loss_class_1: 0.8391 (0.8794) loss_bbox_1: 0.1738 (0.1915) loss_giou_1: 0.3765 (0.4161) loss_class_2: 0.8029 (0.8356) loss_bbox_2: 0.1756 (0.1898) loss_giou_2: 0.3846 (0.4138) loss_class_3: 0.7997 (0.8137) loss_bbox_3: 0.1822 (0.1904) loss_giou_3: 0.3788 (0.4129) loss_class_4: 0.7712 (0.8034) loss_bbox_4: 0.1826 (0.1911) loss_giou_4: 0.3831 (0.4135) loss_class_enc: 0.9063 (0.9378) loss_bbox_enc: 0.2118 (0.2306) loss_giou_enc: 0.4573 (0.4771) loss_class_dn: 0.4007 (0.4072) loss_bbox_dn: 0.2915 (0.3051) loss_giou_dn: 0.4548 (0.4873) loss_class_dn_0: 0.4844 (0.4901) loss_bbox_dn_0: 0.4163 (0.4089) loss_giou_dn_0: 0.5947 (0.6197) loss_class_dn_1: 0.4331 (0.4345) loss_bbox_dn_1: 0.3198 (0.3284) loss_giou_dn_1: 0.4719 (0.5167) loss_class_dn_2: 0.4137 (0.4139) loss_bbox_dn_2: 0.2973 (0.3089) loss_giou_dn_2: 0.4584 (0.4933) loss_class_dn_3: 0.4050 (0.4079) loss_bbox_dn_3: 0.2924 (0.3058) loss_giou_dn_3: 0.4557 (0.4884) loss_class_dn_4: 0.4007 (0.4063) loss_bbox_dn_4: 0.2915 (0.3051) loss_giou_dn_4: 0.4549 (0.4872) loss_class_hybrid: 0.7773 (0.8005) loss_bbox_hybrid: 0.1918 (0.2072) loss_giou_hybrid: 0.4036 (0.4480) loss_class_0_hybrid: 0.8307 (0.8723) loss_bbox_0_hybrid: 0.2069 (0.2168) loss_giou_0_hybrid: 0.4174 (0.4676) loss_class_1_hybrid: 0.8020 (0.8293) loss_bbox_1_hybrid: 0.1976 (0.2110) loss_giou_1_hybrid: 0.4148 (0.4555) loss_class_2_hybrid: 0.7867 (0.8141) loss_bbox_2_hybrid: 0.1895 (0.2074) loss_giou_2_hybrid: 0.4068 (0.4499) loss_class_3_hybrid: 0.7648 (0.8040) loss_bbox_3_hybrid: 0.1904 (0.2072) loss_giou_3_hybrid: 0.3979 (0.4484) loss_class_4_hybrid: 0.7715 (0.8004) loss_bbox_4_hybrid: 0.1905 (0.2072) loss_giou_4_hybrid: 0.3988 (0.4482) loss_class_enc_hybrid: 0.8247 (0.8243) loss_bbox_enc_hybrid: 0.2515 (0.2616) loss_giou_enc_hybrid: 0.5088 (0.5348) mem: 1021 max mem: 36965 [2024-01-15 04:37:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:37:58 det.util.engine] INFO: Epoch: [4] [6700/11727] eta: 1:31:13 lr: 0.000100 data_time: 0.0030 iter_time: 1.1016 loss: 27.4025 (28.5507) loss_class: 0.7986 (0.8014) loss_bbox: 0.1696 (0.1914) loss_giou: 0.4072 (0.4135) loss_class_0: 0.9753 (1.0124) loss_bbox_0: 0.1721 (0.1899) loss_giou_0: 0.4208 (0.4174) loss_class_1: 0.8175 (0.8793) loss_bbox_1: 0.1739 (0.1914) loss_giou_1: 0.4148 (0.4160) loss_class_2: 0.8235 (0.8356) loss_bbox_2: 0.1696 (0.1898) loss_giou_2: 0.4083 (0.4138) loss_class_3: 0.8109 (0.8136) loss_bbox_3: 0.1762 (0.1904) loss_giou_3: 0.4146 (0.4129) loss_class_4: 0.7975 (0.8035) loss_bbox_4: 0.1705 (0.1910) loss_giou_4: 0.4133 (0.4134) loss_class_enc: 0.8847 (0.9378) loss_bbox_enc: 0.2117 (0.2305) loss_giou_enc: 0.4644 (0.4770) loss_class_dn: 0.4041 (0.4072) loss_bbox_dn: 0.2761 (0.3050) loss_giou_dn: 0.4653 (0.4873) loss_class_dn_0: 0.4808 (0.4901) loss_bbox_dn_0: 0.3826 (0.4088) loss_giou_dn_0: 0.5963 (0.6197) loss_class_dn_1: 0.4252 (0.4345) loss_bbox_dn_1: 0.2889 (0.3282) loss_giou_dn_1: 0.5005 (0.5166) loss_class_dn_2: 0.4080 (0.4139) loss_bbox_dn_2: 0.2761 (0.3088) loss_giou_dn_2: 0.4685 (0.4933) loss_class_dn_3: 0.4050 (0.4079) loss_bbox_dn_3: 0.2757 (0.3057) loss_giou_dn_3: 0.4662 (0.4883) loss_class_dn_4: 0.4028 (0.4063) loss_bbox_dn_4: 0.2759 (0.3050) loss_giou_dn_4: 0.4652 (0.4871) loss_class_hybrid: 0.7803 (0.8005) loss_bbox_hybrid: 0.1775 (0.2072) loss_giou_hybrid: 0.4427 (0.4479) loss_class_0_hybrid: 0.8509 (0.8723) loss_bbox_0_hybrid: 0.1908 (0.2168) loss_giou_0_hybrid: 0.4522 (0.4675) loss_class_1_hybrid: 0.7974 (0.8293) loss_bbox_1_hybrid: 0.1856 (0.2109) loss_giou_1_hybrid: 0.4463 (0.4554) loss_class_2_hybrid: 0.7904 (0.8141) loss_bbox_2_hybrid: 0.1812 (0.2073) loss_giou_2_hybrid: 0.4413 (0.4498) loss_class_3_hybrid: 0.7866 (0.8040) loss_bbox_3_hybrid: 0.1802 (0.2072) loss_giou_3_hybrid: 0.4427 (0.4483) loss_class_4_hybrid: 0.7694 (0.8004) loss_bbox_4_hybrid: 0.1762 (0.2072) loss_giou_4_hybrid: 0.4413 (0.4481) loss_class_enc_hybrid: 0.7997 (0.8243) loss_bbox_enc_hybrid: 0.2331 (0.2615) loss_giou_enc_hybrid: 0.5106 (0.5347) mem: 1021 max mem: 36965 [2024-01-15 04:37:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:38:52 det.util.engine] INFO: Epoch: [4] [6750/11727] eta: 1:30:19 lr: 0.000100 data_time: 0.0031 iter_time: 1.1117 loss: 28.8848 (28.5507) loss_class: 0.7704 (0.8013) loss_bbox: 0.2090 (0.1915) loss_giou: 0.4449 (0.4135) loss_class_0: 0.9712 (1.0124) loss_bbox_0: 0.2025 (0.1899) loss_giou_0: 0.4220 (0.4174) loss_class_1: 0.8296 (0.8792) loss_bbox_1: 0.2253 (0.1915) loss_giou_1: 0.4364 (0.4161) loss_class_2: 0.7939 (0.8355) loss_bbox_2: 0.2190 (0.1899) loss_giou_2: 0.4254 (0.4138) loss_class_3: 0.8121 (0.8136) loss_bbox_3: 0.2090 (0.1905) loss_giou_3: 0.4331 (0.4129) loss_class_4: 0.7841 (0.8034) loss_bbox_4: 0.2069 (0.1911) loss_giou_4: 0.4457 (0.4135) loss_class_enc: 0.9154 (0.9379) loss_bbox_enc: 0.2509 (0.2305) loss_giou_enc: 0.4676 (0.4770) loss_class_dn: 0.4093 (0.4072) loss_bbox_dn: 0.2939 (0.3050) loss_giou_dn: 0.5110 (0.4873) loss_class_dn_0: 0.4747 (0.4901) loss_bbox_dn_0: 0.3787 (0.4088) loss_giou_dn_0: 0.6453 (0.6197) loss_class_dn_1: 0.4335 (0.4344) loss_bbox_dn_1: 0.3172 (0.3283) loss_giou_dn_1: 0.5410 (0.5166) loss_class_dn_2: 0.4142 (0.4138) loss_bbox_dn_2: 0.2926 (0.3088) loss_giou_dn_2: 0.5206 (0.4933) loss_class_dn_3: 0.4089 (0.4079) loss_bbox_dn_3: 0.2927 (0.3057) loss_giou_dn_3: 0.5131 (0.4883) loss_class_dn_4: 0.4099 (0.4063) loss_bbox_dn_4: 0.2940 (0.3050) loss_giou_dn_4: 0.5109 (0.4871) loss_class_hybrid: 0.7765 (0.8005) loss_bbox_hybrid: 0.2030 (0.2072) loss_giou_hybrid: 0.4622 (0.4479) loss_class_0_hybrid: 0.8457 (0.8723) loss_bbox_0_hybrid: 0.2195 (0.2168) loss_giou_0_hybrid: 0.4719 (0.4675) loss_class_1_hybrid: 0.7998 (0.8293) loss_bbox_1_hybrid: 0.2136 (0.2110) loss_giou_1_hybrid: 0.4667 (0.4554) loss_class_2_hybrid: 0.7992 (0.8141) loss_bbox_2_hybrid: 0.2037 (0.2074) loss_giou_2_hybrid: 0.4618 (0.4498) loss_class_3_hybrid: 0.7846 (0.8040) loss_bbox_3_hybrid: 0.2008 (0.2072) loss_giou_3_hybrid: 0.4603 (0.4483) loss_class_4_hybrid: 0.7798 (0.8004) loss_bbox_4_hybrid: 0.2007 (0.2072) loss_giou_4_hybrid: 0.4623 (0.4481) loss_class_enc_hybrid: 0.7950 (0.8243) loss_bbox_enc_hybrid: 0.2694 (0.2615) loss_giou_enc_hybrid: 0.5498 (0.5347) mem: 1024 max mem: 36965 [2024-01-15 04:38:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:39:46 det.util.engine] INFO: Epoch: [4] [6800/11727] eta: 1:29:24 lr: 0.000100 data_time: 0.0032 iter_time: 1.0425 loss: 28.9304 (28.5529) loss_class: 0.7965 (0.8015) loss_bbox: 0.1914 (0.1916) loss_giou: 0.3952 (0.4135) loss_class_0: 0.9761 (1.0124) loss_bbox_0: 0.1935 (0.1900) loss_giou_0: 0.4028 (0.4174) loss_class_1: 0.8717 (0.8793) loss_bbox_1: 0.1864 (0.1916) loss_giou_1: 0.3942 (0.4160) loss_class_2: 0.8358 (0.8357) loss_bbox_2: 0.1922 (0.1899) loss_giou_2: 0.3868 (0.4137) loss_class_3: 0.7990 (0.8138) loss_bbox_3: 0.1920 (0.1905) loss_giou_3: 0.3933 (0.4129) loss_class_4: 0.7920 (0.8036) loss_bbox_4: 0.1886 (0.1912) loss_giou_4: 0.3948 (0.4134) loss_class_enc: 0.9187 (0.9379) loss_bbox_enc: 0.2187 (0.2306) loss_giou_enc: 0.4485 (0.4770) loss_class_dn: 0.4065 (0.4071) loss_bbox_dn: 0.3225 (0.3051) loss_giou_dn: 0.4962 (0.4872) loss_class_dn_0: 0.4899 (0.4901) loss_bbox_dn_0: 0.4255 (0.4089) loss_giou_dn_0: 0.6172 (0.6196) loss_class_dn_1: 0.4292 (0.4344) loss_bbox_dn_1: 0.3532 (0.3283) loss_giou_dn_1: 0.5212 (0.5166) loss_class_dn_2: 0.4074 (0.4138) loss_bbox_dn_2: 0.3258 (0.3089) loss_giou_dn_2: 0.4958 (0.4932) loss_class_dn_3: 0.4037 (0.4079) loss_bbox_dn_3: 0.3226 (0.3058) loss_giou_dn_3: 0.4960 (0.4883) loss_class_dn_4: 0.4038 (0.4063) loss_bbox_dn_4: 0.3226 (0.3051) loss_giou_dn_4: 0.4956 (0.4871) loss_class_hybrid: 0.7930 (0.8006) loss_bbox_hybrid: 0.2067 (0.2073) loss_giou_hybrid: 0.4148 (0.4478) loss_class_0_hybrid: 0.8854 (0.8724) loss_bbox_0_hybrid: 0.2129 (0.2169) loss_giou_0_hybrid: 0.4312 (0.4674) loss_class_1_hybrid: 0.8444 (0.8294) loss_bbox_1_hybrid: 0.2071 (0.2110) loss_giou_1_hybrid: 0.4175 (0.4553) loss_class_2_hybrid: 0.8089 (0.8142) loss_bbox_2_hybrid: 0.2006 (0.2074) loss_giou_2_hybrid: 0.4103 (0.4497) loss_class_3_hybrid: 0.7883 (0.8041) loss_bbox_3_hybrid: 0.2051 (0.2073) loss_giou_3_hybrid: 0.4169 (0.4482) loss_class_4_hybrid: 0.8021 (0.8006) loss_bbox_4_hybrid: 0.2050 (0.2073) loss_giou_4_hybrid: 0.4162 (0.4480) loss_class_enc_hybrid: 0.8129 (0.8244) loss_bbox_enc_hybrid: 0.2713 (0.2616) loss_giou_enc_hybrid: 0.5159 (0.5346) mem: 1030 max mem: 36965 [2024-01-15 04:39:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:40:45 det.util.engine] INFO: Epoch: [4] [6850/11727] eta: 1:28:33 lr: 0.000100 data_time: 0.0029 iter_time: 1.0629 loss: 28.0338 (28.5511) loss_class: 0.7966 (0.8013) loss_bbox: 0.1886 (0.1916) loss_giou: 0.3346 (0.4135) loss_class_0: 1.0286 (1.0124) loss_bbox_0: 0.1855 (0.1900) loss_giou_0: 0.3238 (0.4174) loss_class_1: 0.8588 (0.8792) loss_bbox_1: 0.1941 (0.1916) loss_giou_1: 0.3419 (0.4161) loss_class_2: 0.8445 (0.8357) loss_bbox_2: 0.1834 (0.1899) loss_giou_2: 0.3379 (0.4137) loss_class_3: 0.8114 (0.8137) loss_bbox_3: 0.1857 (0.1905) loss_giou_3: 0.3280 (0.4129) loss_class_4: 0.8081 (0.8035) loss_bbox_4: 0.1853 (0.1912) loss_giou_4: 0.3292 (0.4134) loss_class_enc: 0.9585 (0.9379) loss_bbox_enc: 0.2295 (0.2306) loss_giou_enc: 0.4259 (0.4770) loss_class_dn: 0.3972 (0.4071) loss_bbox_dn: 0.3034 (0.3050) loss_giou_dn: 0.4465 (0.4871) loss_class_dn_0: 0.4952 (0.4901) loss_bbox_dn_0: 0.4056 (0.4089) loss_giou_dn_0: 0.5823 (0.6195) loss_class_dn_1: 0.4312 (0.4344) loss_bbox_dn_1: 0.3373 (0.3283) loss_giou_dn_1: 0.4822 (0.5165) loss_class_dn_2: 0.4047 (0.4138) loss_bbox_dn_2: 0.3148 (0.3089) loss_giou_dn_2: 0.4506 (0.4931) loss_class_dn_3: 0.3952 (0.4078) loss_bbox_dn_3: 0.3078 (0.3057) loss_giou_dn_3: 0.4474 (0.4882) loss_class_dn_4: 0.3960 (0.4062) loss_bbox_dn_4: 0.3032 (0.3050) loss_giou_dn_4: 0.4466 (0.4870) loss_class_hybrid: 0.7897 (0.8005) loss_bbox_hybrid: 0.2118 (0.2073) loss_giou_hybrid: 0.3858 (0.4478) loss_class_0_hybrid: 0.8803 (0.8724) loss_bbox_0_hybrid: 0.2191 (0.2169) loss_giou_0_hybrid: 0.3980 (0.4675) loss_class_1_hybrid: 0.8093 (0.8293) loss_bbox_1_hybrid: 0.2126 (0.2110) loss_giou_1_hybrid: 0.3939 (0.4554) loss_class_2_hybrid: 0.8053 (0.8141) loss_bbox_2_hybrid: 0.2103 (0.2075) loss_giou_2_hybrid: 0.3944 (0.4497) loss_class_3_hybrid: 0.7935 (0.8040) loss_bbox_3_hybrid: 0.2109 (0.2073) loss_giou_3_hybrid: 0.3900 (0.4483) loss_class_4_hybrid: 0.7906 (0.8005) loss_bbox_4_hybrid: 0.2110 (0.2073) loss_giou_4_hybrid: 0.3890 (0.4481) loss_class_enc_hybrid: 0.8466 (0.8244) loss_bbox_enc_hybrid: 0.2713 (0.2616) loss_giou_enc_hybrid: 0.4654 (0.5346) mem: 1025 max mem: 36965 [2024-01-15 04:40:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:41:39 det.util.engine] INFO: Epoch: [4] [6900/11727] eta: 1:27:38 lr: 0.000100 data_time: 0.0033 iter_time: 1.0744 loss: 28.1476 (28.5521) loss_class: 0.8052 (0.8015) loss_bbox: 0.1613 (0.1915) loss_giou: 0.4437 (0.4136) loss_class_0: 0.9832 (1.0124) loss_bbox_0: 0.1531 (0.1900) loss_giou_0: 0.4242 (0.4174) loss_class_1: 0.8342 (0.8793) loss_bbox_1: 0.1639 (0.1915) loss_giou_1: 0.4397 (0.4161) loss_class_2: 0.8053 (0.8358) loss_bbox_2: 0.1624 (0.1899) loss_giou_2: 0.4445 (0.4138) loss_class_3: 0.8020 (0.8137) loss_bbox_3: 0.1595 (0.1905) loss_giou_3: 0.4421 (0.4130) loss_class_4: 0.7888 (0.8036) loss_bbox_4: 0.1619 (0.1911) loss_giou_4: 0.4424 (0.4135) loss_class_enc: 0.9138 (0.9379) loss_bbox_enc: 0.1993 (0.2306) loss_giou_enc: 0.4857 (0.4770) loss_class_dn: 0.3952 (0.4071) loss_bbox_dn: 0.2494 (0.3050) loss_giou_dn: 0.5115 (0.4872) loss_class_dn_0: 0.4838 (0.4901) loss_bbox_dn_0: 0.3542 (0.4088) loss_giou_dn_0: 0.6519 (0.6196) loss_class_dn_1: 0.4263 (0.4344) loss_bbox_dn_1: 0.2696 (0.3282) loss_giou_dn_1: 0.5385 (0.5166) loss_class_dn_2: 0.4027 (0.4138) loss_bbox_dn_2: 0.2525 (0.3088) loss_giou_dn_2: 0.5137 (0.4932) loss_class_dn_3: 0.3956 (0.4078) loss_bbox_dn_3: 0.2502 (0.3057) loss_giou_dn_3: 0.5123 (0.4883) loss_class_dn_4: 0.3989 (0.4062) loss_bbox_dn_4: 0.2495 (0.3050) loss_giou_dn_4: 0.5115 (0.4871) loss_class_hybrid: 0.7839 (0.8005) loss_bbox_hybrid: 0.1838 (0.2072) loss_giou_hybrid: 0.4737 (0.4479) loss_class_0_hybrid: 0.8592 (0.8724) loss_bbox_0_hybrid: 0.1991 (0.2168) loss_giou_0_hybrid: 0.4869 (0.4676) loss_class_1_hybrid: 0.8173 (0.8293) loss_bbox_1_hybrid: 0.1899 (0.2110) loss_giou_1_hybrid: 0.4763 (0.4555) loss_class_2_hybrid: 0.7826 (0.8141) loss_bbox_2_hybrid: 0.1867 (0.2074) loss_giou_2_hybrid: 0.4792 (0.4498) loss_class_3_hybrid: 0.7903 (0.8040) loss_bbox_3_hybrid: 0.1850 (0.2072) loss_giou_3_hybrid: 0.4754 (0.4484) loss_class_4_hybrid: 0.7717 (0.8005) loss_bbox_4_hybrid: 0.1866 (0.2072) loss_giou_4_hybrid: 0.4728 (0.4482) loss_class_enc_hybrid: 0.8097 (0.8243) loss_bbox_enc_hybrid: 0.2416 (0.2616) loss_giou_enc_hybrid: 0.5498 (0.5347) mem: 1031 max mem: 36965 [2024-01-15 04:41:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:42:34 det.util.engine] INFO: Epoch: [4] [6950/11727] eta: 1:26:44 lr: 0.000100 data_time: 0.0036 iter_time: 1.1057 loss: 28.7314 (28.5508) loss_class: 0.7603 (0.8014) loss_bbox: 0.1739 (0.1914) loss_giou: 0.4489 (0.4137) loss_class_0: 0.9397 (1.0123) loss_bbox_0: 0.1719 (0.1899) loss_giou_0: 0.4467 (0.4175) loss_class_1: 0.7912 (0.8792) loss_bbox_1: 0.1698 (0.1915) loss_giou_1: 0.4493 (0.4162) loss_class_2: 0.7697 (0.8356) loss_bbox_2: 0.1729 (0.1898) loss_giou_2: 0.4542 (0.4139) loss_class_3: 0.7760 (0.8136) loss_bbox_3: 0.1706 (0.1904) loss_giou_3: 0.4457 (0.4131) loss_class_4: 0.7531 (0.8035) loss_bbox_4: 0.1725 (0.1910) loss_giou_4: 0.4480 (0.4136) loss_class_enc: 0.8760 (0.9378) loss_bbox_enc: 0.2152 (0.2305) loss_giou_enc: 0.4974 (0.4771) loss_class_dn: 0.4068 (0.4071) loss_bbox_dn: 0.2749 (0.3049) loss_giou_dn: 0.5254 (0.4873) loss_class_dn_0: 0.4854 (0.4901) loss_bbox_dn_0: 0.3647 (0.4086) loss_giou_dn_0: 0.6427 (0.6197) loss_class_dn_1: 0.4310 (0.4344) loss_bbox_dn_1: 0.2910 (0.3281) loss_giou_dn_1: 0.5491 (0.5166) loss_class_dn_2: 0.4088 (0.4138) loss_bbox_dn_2: 0.2772 (0.3087) loss_giou_dn_2: 0.5306 (0.4933) loss_class_dn_3: 0.4045 (0.4078) loss_bbox_dn_3: 0.2772 (0.3056) loss_giou_dn_3: 0.5253 (0.4883) loss_class_dn_4: 0.4058 (0.4062) loss_bbox_dn_4: 0.2749 (0.3049) loss_giou_dn_4: 0.5253 (0.4872) loss_class_hybrid: 0.7650 (0.8004) loss_bbox_hybrid: 0.1915 (0.2072) loss_giou_hybrid: 0.4807 (0.4480) loss_class_0_hybrid: 0.8101 (0.8722) loss_bbox_0_hybrid: 0.2072 (0.2168) loss_giou_0_hybrid: 0.4886 (0.4677) loss_class_1_hybrid: 0.7965 (0.8292) loss_bbox_1_hybrid: 0.1965 (0.2109) loss_giou_1_hybrid: 0.4754 (0.4556) loss_class_2_hybrid: 0.7880 (0.8140) loss_bbox_2_hybrid: 0.1902 (0.2074) loss_giou_2_hybrid: 0.4781 (0.4499) loss_class_3_hybrid: 0.7611 (0.8039) loss_bbox_3_hybrid: 0.1925 (0.2072) loss_giou_3_hybrid: 0.4784 (0.4485) loss_class_4_hybrid: 0.7589 (0.8004) loss_bbox_4_hybrid: 0.1940 (0.2072) loss_giou_4_hybrid: 0.4780 (0.4483) loss_class_enc_hybrid: 0.7509 (0.8242) loss_bbox_enc_hybrid: 0.2511 (0.2615) loss_giou_enc_hybrid: 0.5480 (0.5348) mem: 1026 max mem: 36965 [2024-01-15 04:42:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:43:28 det.util.engine] INFO: Epoch: [4] [7000/11727] eta: 1:25:49 lr: 0.000100 data_time: 0.0035 iter_time: 1.0758 loss: 28.4801 (28.5529) loss_class: 0.8122 (0.8013) loss_bbox: 0.1903 (0.1915) loss_giou: 0.4392 (0.4139) loss_class_0: 1.0471 (1.0122) loss_bbox_0: 0.1878 (0.1899) loss_giou_0: 0.4486 (0.4177) loss_class_1: 0.8708 (0.8791) loss_bbox_1: 0.1843 (0.1915) loss_giou_1: 0.4445 (0.4164) loss_class_2: 0.8261 (0.8355) loss_bbox_2: 0.1940 (0.1899) loss_giou_2: 0.4379 (0.4141) loss_class_3: 0.7963 (0.8135) loss_bbox_3: 0.1915 (0.1905) loss_giou_3: 0.4305 (0.4133) loss_class_4: 0.8109 (0.8034) loss_bbox_4: 0.1905 (0.1911) loss_giou_4: 0.4373 (0.4139) loss_class_enc: 0.9106 (0.9377) loss_bbox_enc: 0.2179 (0.2305) loss_giou_enc: 0.4993 (0.4773) loss_class_dn: 0.4081 (0.4071) loss_bbox_dn: 0.2593 (0.3048) loss_giou_dn: 0.5218 (0.4875) loss_class_dn_0: 0.4777 (0.4900) loss_bbox_dn_0: 0.3498 (0.4084) loss_giou_dn_0: 0.6431 (0.6198) loss_class_dn_1: 0.4365 (0.4343) loss_bbox_dn_1: 0.2780 (0.3280) loss_giou_dn_1: 0.5491 (0.5168) loss_class_dn_2: 0.4131 (0.4137) loss_bbox_dn_2: 0.2600 (0.3086) loss_giou_dn_2: 0.5268 (0.4935) loss_class_dn_3: 0.4055 (0.4078) loss_bbox_dn_3: 0.2572 (0.3055) loss_giou_dn_3: 0.5232 (0.4885) loss_class_dn_4: 0.4055 (0.4062) loss_bbox_dn_4: 0.2593 (0.3048) loss_giou_dn_4: 0.5212 (0.4874) loss_class_hybrid: 0.7769 (0.8002) loss_bbox_hybrid: 0.2023 (0.2072) loss_giou_hybrid: 0.4792 (0.4483) loss_class_0_hybrid: 0.8234 (0.8721) loss_bbox_0_hybrid: 0.2211 (0.2168) loss_giou_0_hybrid: 0.5079 (0.4679) loss_class_1_hybrid: 0.8103 (0.8290) loss_bbox_1_hybrid: 0.2092 (0.2110) loss_giou_1_hybrid: 0.4930 (0.4558) loss_class_2_hybrid: 0.8003 (0.8139) loss_bbox_2_hybrid: 0.2044 (0.2074) loss_giou_2_hybrid: 0.4832 (0.4502) loss_class_3_hybrid: 0.7809 (0.8038) loss_bbox_3_hybrid: 0.2025 (0.2072) loss_giou_3_hybrid: 0.4798 (0.4487) loss_class_4_hybrid: 0.7772 (0.8002) loss_bbox_4_hybrid: 0.2021 (0.2072) loss_giou_4_hybrid: 0.4787 (0.4485) loss_class_enc_hybrid: 0.8064 (0.8241) loss_bbox_enc_hybrid: 0.2461 (0.2615) loss_giou_enc_hybrid: 0.5545 (0.5350) mem: 1027 max mem: 36965 [2024-01-15 04:43:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:44:23 det.util.engine] INFO: Epoch: [4] [7050/11727] eta: 1:24:55 lr: 0.000100 data_time: 0.0031 iter_time: 1.1107 loss: 27.0820 (28.5499) loss_class: 0.7843 (0.8014) loss_bbox: 0.1825 (0.1914) loss_giou: 0.3813 (0.4137) loss_class_0: 1.0150 (1.0123) loss_bbox_0: 0.1804 (0.1899) loss_giou_0: 0.3839 (0.4175) loss_class_1: 0.8884 (0.8792) loss_bbox_1: 0.1771 (0.1914) loss_giou_1: 0.3736 (0.4163) loss_class_2: 0.8446 (0.8356) loss_bbox_2: 0.1832 (0.1898) loss_giou_2: 0.3818 (0.4140) loss_class_3: 0.7834 (0.8135) loss_bbox_3: 0.1876 (0.1904) loss_giou_3: 0.3830 (0.4131) loss_class_4: 0.7919 (0.8036) loss_bbox_4: 0.1864 (0.1910) loss_giou_4: 0.3813 (0.4137) loss_class_enc: 0.9294 (0.9378) loss_bbox_enc: 0.2230 (0.2305) loss_giou_enc: 0.4355 (0.4771) loss_class_dn: 0.3978 (0.4070) loss_bbox_dn: 0.2950 (0.3047) loss_giou_dn: 0.4622 (0.4873) loss_class_dn_0: 0.4865 (0.4900) loss_bbox_dn_0: 0.4118 (0.4084) loss_giou_dn_0: 0.5871 (0.6196) loss_class_dn_1: 0.4281 (0.4343) loss_bbox_dn_1: 0.3171 (0.3280) loss_giou_dn_1: 0.4868 (0.5167) loss_class_dn_2: 0.4081 (0.4137) loss_bbox_dn_2: 0.3004 (0.3086) loss_giou_dn_2: 0.4630 (0.4933) loss_class_dn_3: 0.4011 (0.4077) loss_bbox_dn_3: 0.2979 (0.3055) loss_giou_dn_3: 0.4633 (0.4884) loss_class_dn_4: 0.3978 (0.4061) loss_bbox_dn_4: 0.2950 (0.3047) loss_giou_dn_4: 0.4619 (0.4872) loss_class_hybrid: 0.7937 (0.8003) loss_bbox_hybrid: 0.2080 (0.2072) loss_giou_hybrid: 0.4105 (0.4481) loss_class_0_hybrid: 0.8658 (0.8721) loss_bbox_0_hybrid: 0.2190 (0.2168) loss_giou_0_hybrid: 0.4247 (0.4678) loss_class_1_hybrid: 0.8390 (0.8291) loss_bbox_1_hybrid: 0.2110 (0.2110) loss_giou_1_hybrid: 0.4226 (0.4556) loss_class_2_hybrid: 0.8114 (0.8139) loss_bbox_2_hybrid: 0.2103 (0.2074) loss_giou_2_hybrid: 0.4084 (0.4500) loss_class_3_hybrid: 0.7811 (0.8038) loss_bbox_3_hybrid: 0.2109 (0.2072) loss_giou_3_hybrid: 0.4098 (0.4486) loss_class_4_hybrid: 0.7949 (0.8003) loss_bbox_4_hybrid: 0.2133 (0.2072) loss_giou_4_hybrid: 0.4095 (0.4484) loss_class_enc_hybrid: 0.8236 (0.8242) loss_bbox_enc_hybrid: 0.2540 (0.2615) loss_giou_enc_hybrid: 0.4859 (0.5348) mem: 1015 max mem: 36965 [2024-01-15 04:44:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:45:17 det.util.engine] INFO: Epoch: [4] [7100/11727] eta: 1:24:00 lr: 0.000100 data_time: 0.0037 iter_time: 1.0290 loss: 27.1732 (28.5494) loss_class: 0.7270 (0.8013) loss_bbox: 0.1780 (0.1914) loss_giou: 0.4345 (0.4138) loss_class_0: 0.9442 (1.0121) loss_bbox_0: 0.1753 (0.1899) loss_giou_0: 0.4264 (0.4176) loss_class_1: 0.7950 (0.8791) loss_bbox_1: 0.1613 (0.1914) loss_giou_1: 0.4346 (0.4163) loss_class_2: 0.7676 (0.8355) loss_bbox_2: 0.1639 (0.1898) loss_giou_2: 0.4304 (0.4140) loss_class_3: 0.7573 (0.8135) loss_bbox_3: 0.1716 (0.1904) loss_giou_3: 0.4344 (0.4132) loss_class_4: 0.7304 (0.8035) loss_bbox_4: 0.1650 (0.1910) loss_giou_4: 0.4331 (0.4138) loss_class_enc: 0.8509 (0.9376) loss_bbox_enc: 0.2013 (0.2305) loss_giou_enc: 0.4874 (0.4772) loss_class_dn: 0.3985 (0.4070) loss_bbox_dn: 0.2846 (0.3047) loss_giou_dn: 0.4825 (0.4874) loss_class_dn_0: 0.4801 (0.4900) loss_bbox_dn_0: 0.3647 (0.4083) loss_giou_dn_0: 0.6139 (0.6197) loss_class_dn_1: 0.4242 (0.4343) loss_bbox_dn_1: 0.3018 (0.3279) loss_giou_dn_1: 0.5042 (0.5168) loss_class_dn_2: 0.4047 (0.4137) loss_bbox_dn_2: 0.2870 (0.3085) loss_giou_dn_2: 0.4894 (0.4934) loss_class_dn_3: 0.3994 (0.4077) loss_bbox_dn_3: 0.2845 (0.3054) loss_giou_dn_3: 0.4839 (0.4885) loss_class_dn_4: 0.3975 (0.4061) loss_bbox_dn_4: 0.2846 (0.3047) loss_giou_dn_4: 0.4823 (0.4873) loss_class_hybrid: 0.7378 (0.8002) loss_bbox_hybrid: 0.1937 (0.2072) loss_giou_hybrid: 0.4471 (0.4482) loss_class_0_hybrid: 0.8119 (0.8720) loss_bbox_0_hybrid: 0.1967 (0.2168) loss_giou_0_hybrid: 0.4624 (0.4679) loss_class_1_hybrid: 0.7599 (0.8290) loss_bbox_1_hybrid: 0.1974 (0.2110) loss_giou_1_hybrid: 0.4625 (0.4557) loss_class_2_hybrid: 0.7445 (0.8138) loss_bbox_2_hybrid: 0.1955 (0.2074) loss_giou_2_hybrid: 0.4536 (0.4501) loss_class_3_hybrid: 0.7368 (0.8037) loss_bbox_3_hybrid: 0.1940 (0.2072) loss_giou_3_hybrid: 0.4492 (0.4487) loss_class_4_hybrid: 0.7440 (0.8002) loss_bbox_4_hybrid: 0.1941 (0.2072) loss_giou_4_hybrid: 0.4473 (0.4484) loss_class_enc_hybrid: 0.7738 (0.8241) loss_bbox_enc_hybrid: 0.2369 (0.2614) loss_giou_enc_hybrid: 0.5335 (0.5349) mem: 1023 max mem: 36965 [2024-01-15 04:45:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:46:12 det.util.engine] INFO: Epoch: [4] [7150/11727] eta: 1:23:06 lr: 0.000100 data_time: 0.0030 iter_time: 1.0846 loss: 26.9005 (28.5475) loss_class: 0.7691 (0.8012) loss_bbox: 0.1892 (0.1915) loss_giou: 0.3895 (0.4138) loss_class_0: 0.9515 (1.0120) loss_bbox_0: 0.1911 (0.1899) loss_giou_0: 0.4032 (0.4175) loss_class_1: 0.8018 (0.8790) loss_bbox_1: 0.1976 (0.1915) loss_giou_1: 0.4021 (0.4163) loss_class_2: 0.7903 (0.8354) loss_bbox_2: 0.1845 (0.1899) loss_giou_2: 0.3865 (0.4140) loss_class_3: 0.7717 (0.8134) loss_bbox_3: 0.1836 (0.1905) loss_giou_3: 0.3807 (0.4132) loss_class_4: 0.7703 (0.8034) loss_bbox_4: 0.1865 (0.1910) loss_giou_4: 0.3890 (0.4137) loss_class_enc: 0.8732 (0.9376) loss_bbox_enc: 0.2371 (0.2305) loss_giou_enc: 0.4412 (0.4771) loss_class_dn: 0.3862 (0.4070) loss_bbox_dn: 0.3147 (0.3047) loss_giou_dn: 0.4740 (0.4874) loss_class_dn_0: 0.4789 (0.4899) loss_bbox_dn_0: 0.4443 (0.4084) loss_giou_dn_0: 0.6168 (0.6196) loss_class_dn_1: 0.4197 (0.4342) loss_bbox_dn_1: 0.3466 (0.3279) loss_giou_dn_1: 0.5061 (0.5167) loss_class_dn_2: 0.4005 (0.4137) loss_bbox_dn_2: 0.3180 (0.3085) loss_giou_dn_2: 0.4811 (0.4933) loss_class_dn_3: 0.3916 (0.4077) loss_bbox_dn_3: 0.3160 (0.3054) loss_giou_dn_3: 0.4762 (0.4884) loss_class_dn_4: 0.3866 (0.4061) loss_bbox_dn_4: 0.3147 (0.3047) loss_giou_dn_4: 0.4738 (0.4872) loss_class_hybrid: 0.7506 (0.8002) loss_bbox_hybrid: 0.2021 (0.2072) loss_giou_hybrid: 0.4079 (0.4482) loss_class_0_hybrid: 0.8221 (0.8719) loss_bbox_0_hybrid: 0.2126 (0.2169) loss_giou_0_hybrid: 0.4232 (0.4678) loss_class_1_hybrid: 0.7620 (0.8288) loss_bbox_1_hybrid: 0.2129 (0.2110) loss_giou_1_hybrid: 0.4112 (0.4557) loss_class_2_hybrid: 0.7771 (0.8137) loss_bbox_2_hybrid: 0.2026 (0.2074) loss_giou_2_hybrid: 0.4030 (0.4501) loss_class_3_hybrid: 0.7647 (0.8037) loss_bbox_3_hybrid: 0.2001 (0.2072) loss_giou_3_hybrid: 0.4046 (0.4486) loss_class_4_hybrid: 0.7559 (0.8001) loss_bbox_4_hybrid: 0.2030 (0.2072) loss_giou_4_hybrid: 0.4076 (0.4484) loss_class_enc_hybrid: 0.7868 (0.8240) loss_bbox_enc_hybrid: 0.2612 (0.2615) loss_giou_enc_hybrid: 0.4858 (0.5349) mem: 1024 max mem: 36965 [2024-01-15 04:46:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:47:05 det.util.engine] INFO: Epoch: [4] [7200/11727] eta: 1:22:11 lr: 0.000100 data_time: 0.0030 iter_time: 1.0279 loss: 27.1354 (28.5429) loss_class: 0.7773 (0.8011) loss_bbox: 0.1611 (0.1915) loss_giou: 0.3647 (0.4137) loss_class_0: 0.9782 (1.0118) loss_bbox_0: 0.1681 (0.1899) loss_giou_0: 0.3701 (0.4174) loss_class_1: 0.8370 (0.8788) loss_bbox_1: 0.1663 (0.1915) loss_giou_1: 0.3584 (0.4162) loss_class_2: 0.8026 (0.8352) loss_bbox_2: 0.1645 (0.1899) loss_giou_2: 0.3718 (0.4139) loss_class_3: 0.7993 (0.8133) loss_bbox_3: 0.1604 (0.1905) loss_giou_3: 0.3613 (0.4131) loss_class_4: 0.7866 (0.8033) loss_bbox_4: 0.1611 (0.1910) loss_giou_4: 0.3649 (0.4136) loss_class_enc: 0.8966 (0.9374) loss_bbox_enc: 0.2055 (0.2305) loss_giou_enc: 0.4734 (0.4770) loss_class_dn: 0.3967 (0.4069) loss_bbox_dn: 0.2429 (0.3046) loss_giou_dn: 0.4564 (0.4872) loss_class_dn_0: 0.4815 (0.4899) loss_bbox_dn_0: 0.3475 (0.4083) loss_giou_dn_0: 0.5677 (0.6195) loss_class_dn_1: 0.4215 (0.4342) loss_bbox_dn_1: 0.2666 (0.3279) loss_giou_dn_1: 0.4734 (0.5166) loss_class_dn_2: 0.4041 (0.4136) loss_bbox_dn_2: 0.2486 (0.3084) loss_giou_dn_2: 0.4606 (0.4932) loss_class_dn_3: 0.3985 (0.4077) loss_bbox_dn_3: 0.2440 (0.3053) loss_giou_dn_3: 0.4565 (0.4883) loss_class_dn_4: 0.3948 (0.4061) loss_bbox_dn_4: 0.2429 (0.3046) loss_giou_dn_4: 0.4564 (0.4871) loss_class_hybrid: 0.7850 (0.8001) loss_bbox_hybrid: 0.1699 (0.2072) loss_giou_hybrid: 0.3726 (0.4480) loss_class_0_hybrid: 0.8410 (0.8718) loss_bbox_0_hybrid: 0.1784 (0.2169) loss_giou_0_hybrid: 0.4067 (0.4677) loss_class_1_hybrid: 0.8224 (0.8288) loss_bbox_1_hybrid: 0.1705 (0.2110) loss_giou_1_hybrid: 0.3849 (0.4555) loss_class_2_hybrid: 0.7981 (0.8137) loss_bbox_2_hybrid: 0.1719 (0.2074) loss_giou_2_hybrid: 0.3790 (0.4499) loss_class_3_hybrid: 0.7923 (0.8036) loss_bbox_3_hybrid: 0.1702 (0.2072) loss_giou_3_hybrid: 0.3755 (0.4484) loss_class_4_hybrid: 0.7896 (0.8000) loss_bbox_4_hybrid: 0.1692 (0.2072) loss_giou_4_hybrid: 0.3750 (0.4482) loss_class_enc_hybrid: 0.7987 (0.8239) loss_bbox_enc_hybrid: 0.2264 (0.2615) loss_giou_enc_hybrid: 0.4928 (0.5347) mem: 1025 max mem: 36965 [2024-01-15 04:47:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:47:59 det.util.engine] INFO: Epoch: [4] [7250/11727] eta: 1:21:16 lr: 0.000100 data_time: 0.0032 iter_time: 1.0720 loss: 27.4395 (28.5409) loss_class: 0.7315 (0.8010) loss_bbox: 0.1827 (0.1915) loss_giou: 0.3847 (0.4136) loss_class_0: 0.9578 (1.0118) loss_bbox_0: 0.1838 (0.1899) loss_giou_0: 0.4018 (0.4173) loss_class_1: 0.8394 (0.8788) loss_bbox_1: 0.1866 (0.1915) loss_giou_1: 0.3975 (0.4161) loss_class_2: 0.7587 (0.8352) loss_bbox_2: 0.1853 (0.1899) loss_giou_2: 0.3824 (0.4138) loss_class_3: 0.7587 (0.8132) loss_bbox_3: 0.1857 (0.1905) loss_giou_3: 0.3863 (0.4130) loss_class_4: 0.7451 (0.8033) loss_bbox_4: 0.1826 (0.1910) loss_giou_4: 0.3848 (0.4135) loss_class_enc: 0.8511 (0.9374) loss_bbox_enc: 0.2278 (0.2306) loss_giou_enc: 0.4510 (0.4769) loss_class_dn: 0.4031 (0.4069) loss_bbox_dn: 0.3047 (0.3046) loss_giou_dn: 0.4629 (0.4871) loss_class_dn_0: 0.4833 (0.4899) loss_bbox_dn_0: 0.4012 (0.4084) loss_giou_dn_0: 0.5912 (0.6194) loss_class_dn_1: 0.4337 (0.4342) loss_bbox_dn_1: 0.3387 (0.3279) loss_giou_dn_1: 0.4848 (0.5165) loss_class_dn_2: 0.4126 (0.4136) loss_bbox_dn_2: 0.3101 (0.3085) loss_giou_dn_2: 0.4686 (0.4931) loss_class_dn_3: 0.4049 (0.4076) loss_bbox_dn_3: 0.3092 (0.3054) loss_giou_dn_3: 0.4677 (0.4882) loss_class_dn_4: 0.4014 (0.4060) loss_bbox_dn_4: 0.3048 (0.3046) loss_giou_dn_4: 0.4630 (0.4870) loss_class_hybrid: 0.7668 (0.8000) loss_bbox_hybrid: 0.1906 (0.2072) loss_giou_hybrid: 0.4243 (0.4479) loss_class_0_hybrid: 0.8631 (0.8719) loss_bbox_0_hybrid: 0.2152 (0.2169) loss_giou_0_hybrid: 0.4392 (0.4676) loss_class_1_hybrid: 0.7970 (0.8287) loss_bbox_1_hybrid: 0.2020 (0.2110) loss_giou_1_hybrid: 0.4353 (0.4555) loss_class_2_hybrid: 0.7903 (0.8136) loss_bbox_2_hybrid: 0.1970 (0.2075) loss_giou_2_hybrid: 0.4270 (0.4498) loss_class_3_hybrid: 0.7852 (0.8036) loss_bbox_3_hybrid: 0.1924 (0.2072) loss_giou_3_hybrid: 0.4208 (0.4484) loss_class_4_hybrid: 0.7651 (0.8000) loss_bbox_4_hybrid: 0.1906 (0.2072) loss_giou_4_hybrid: 0.4241 (0.4481) loss_class_enc_hybrid: 0.7905 (0.8239) loss_bbox_enc_hybrid: 0.2525 (0.2615) loss_giou_enc_hybrid: 0.5167 (0.5346) mem: 1020 max mem: 36965 [2024-01-15 04:47:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:48:53 det.util.engine] INFO: Epoch: [4] [7300/11727] eta: 1:20:21 lr: 0.000100 data_time: 0.0034 iter_time: 1.0453 loss: 28.1551 (28.5396) loss_class: 0.8031 (0.8012) loss_bbox: 0.1580 (0.1914) loss_giou: 0.4213 (0.4134) loss_class_0: 0.9864 (1.0117) loss_bbox_0: 0.1639 (0.1899) loss_giou_0: 0.4235 (0.4172) loss_class_1: 0.8449 (0.8789) loss_bbox_1: 0.1666 (0.1915) loss_giou_1: 0.4381 (0.4160) loss_class_2: 0.8222 (0.8352) loss_bbox_2: 0.1545 (0.1899) loss_giou_2: 0.4233 (0.4137) loss_class_3: 0.8108 (0.8133) loss_bbox_3: 0.1575 (0.1905) loss_giou_3: 0.4335 (0.4129) loss_class_4: 0.8000 (0.8034) loss_bbox_4: 0.1581 (0.1910) loss_giou_4: 0.4229 (0.4134) loss_class_enc: 0.9345 (0.9374) loss_bbox_enc: 0.2051 (0.2306) loss_giou_enc: 0.4669 (0.4768) loss_class_dn: 0.3980 (0.4069) loss_bbox_dn: 0.2692 (0.3047) loss_giou_dn: 0.4887 (0.4871) loss_class_dn_0: 0.4850 (0.4899) loss_bbox_dn_0: 0.3854 (0.4085) loss_giou_dn_0: 0.6238 (0.6193) loss_class_dn_1: 0.4247 (0.4342) loss_bbox_dn_1: 0.2969 (0.3280) loss_giou_dn_1: 0.5246 (0.5164) loss_class_dn_2: 0.3998 (0.4136) loss_bbox_dn_2: 0.2785 (0.3086) loss_giou_dn_2: 0.4974 (0.4930) loss_class_dn_3: 0.3930 (0.4076) loss_bbox_dn_3: 0.2703 (0.3054) loss_giou_dn_3: 0.4904 (0.4881) loss_class_dn_4: 0.3972 (0.4060) loss_bbox_dn_4: 0.2690 (0.3047) loss_giou_dn_4: 0.4885 (0.4869) loss_class_hybrid: 0.7887 (0.8001) loss_bbox_hybrid: 0.1943 (0.2072) loss_giou_hybrid: 0.4315 (0.4478) loss_class_0_hybrid: 0.8783 (0.8720) loss_bbox_0_hybrid: 0.1908 (0.2169) loss_giou_0_hybrid: 0.4704 (0.4674) loss_class_1_hybrid: 0.8181 (0.8288) loss_bbox_1_hybrid: 0.1939 (0.2110) loss_giou_1_hybrid: 0.4514 (0.4553) loss_class_2_hybrid: 0.8045 (0.8137) loss_bbox_2_hybrid: 0.1979 (0.2074) loss_giou_2_hybrid: 0.4432 (0.4497) loss_class_3_hybrid: 0.7946 (0.8037) loss_bbox_3_hybrid: 0.1910 (0.2072) loss_giou_3_hybrid: 0.4355 (0.4482) loss_class_4_hybrid: 0.7899 (0.8001) loss_bbox_4_hybrid: 0.1957 (0.2072) loss_giou_4_hybrid: 0.4345 (0.4480) loss_class_enc_hybrid: 0.8182 (0.8239) loss_bbox_enc_hybrid: 0.2275 (0.2615) loss_giou_enc_hybrid: 0.5230 (0.5345) mem: 1026 max mem: 36965 [2024-01-15 04:48:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:49:48 det.util.engine] INFO: Epoch: [4] [7350/11727] eta: 1:19:27 lr: 0.000100 data_time: 0.0033 iter_time: 1.0964 loss: 28.3198 (28.5376) loss_class: 0.8245 (0.8012) loss_bbox: 0.1927 (0.1915) loss_giou: 0.3657 (0.4133) loss_class_0: 1.0230 (1.0118) loss_bbox_0: 0.1895 (0.1899) loss_giou_0: 0.3533 (0.4171) loss_class_1: 0.8822 (0.8789) loss_bbox_1: 0.1873 (0.1915) loss_giou_1: 0.3696 (0.4159) loss_class_2: 0.8551 (0.8352) loss_bbox_2: 0.1960 (0.1899) loss_giou_2: 0.3633 (0.4136) loss_class_3: 0.8325 (0.8133) loss_bbox_3: 0.1949 (0.1905) loss_giou_3: 0.3740 (0.4128) loss_class_4: 0.8307 (0.8034) loss_bbox_4: 0.1951 (0.1911) loss_giou_4: 0.3658 (0.4133) loss_class_enc: 0.9911 (0.9374) loss_bbox_enc: 0.2281 (0.2306) loss_giou_enc: 0.4344 (0.4767) loss_class_dn: 0.4068 (0.4068) loss_bbox_dn: 0.2862 (0.3047) loss_giou_dn: 0.4451 (0.4869) loss_class_dn_0: 0.5019 (0.4899) loss_bbox_dn_0: 0.3870 (0.4084) loss_giou_dn_0: 0.5840 (0.6192) loss_class_dn_1: 0.4276 (0.4342) loss_bbox_dn_1: 0.3170 (0.3280) loss_giou_dn_1: 0.4792 (0.5162) loss_class_dn_2: 0.4076 (0.4136) loss_bbox_dn_2: 0.2921 (0.3085) loss_giou_dn_2: 0.4498 (0.4929) loss_class_dn_3: 0.4045 (0.4076) loss_bbox_dn_3: 0.2870 (0.3054) loss_giou_dn_3: 0.4443 (0.4879) loss_class_dn_4: 0.4071 (0.4060) loss_bbox_dn_4: 0.2861 (0.3047) loss_giou_dn_4: 0.4444 (0.4867) loss_class_hybrid: 0.8229 (0.8002) loss_bbox_hybrid: 0.1797 (0.2072) loss_giou_hybrid: 0.3763 (0.4476) loss_class_0_hybrid: 0.9029 (0.8720) loss_bbox_0_hybrid: 0.2000 (0.2169) loss_giou_0_hybrid: 0.3899 (0.4673) loss_class_1_hybrid: 0.8339 (0.8288) loss_bbox_1_hybrid: 0.1969 (0.2110) loss_giou_1_hybrid: 0.3764 (0.4552) loss_class_2_hybrid: 0.8443 (0.8138) loss_bbox_2_hybrid: 0.1814 (0.2074) loss_giou_2_hybrid: 0.3775 (0.4495) loss_class_3_hybrid: 0.8297 (0.8038) loss_bbox_3_hybrid: 0.1807 (0.2072) loss_giou_3_hybrid: 0.3833 (0.4481) loss_class_4_hybrid: 0.8265 (0.8002) loss_bbox_4_hybrid: 0.1820 (0.2072) loss_giou_4_hybrid: 0.3761 (0.4479) loss_class_enc_hybrid: 0.8377 (0.8240) loss_bbox_enc_hybrid: 0.2489 (0.2615) loss_giou_enc_hybrid: 0.4769 (0.5343) mem: 1025 max mem: 36965 [2024-01-15 04:49:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:50:41 det.util.engine] INFO: Epoch: [4] [7400/11727] eta: 1:18:32 lr: 0.000100 data_time: 0.0031 iter_time: 1.0251 loss: 26.2134 (28.5316) loss_class: 0.7818 (0.8011) loss_bbox: 0.1821 (0.1914) loss_giou: 0.3637 (0.4133) loss_class_0: 0.9803 (1.0116) loss_bbox_0: 0.1833 (0.1899) loss_giou_0: 0.3844 (0.4171) loss_class_1: 0.8472 (0.8787) loss_bbox_1: 0.1790 (0.1914) loss_giou_1: 0.3721 (0.4158) loss_class_2: 0.7981 (0.8350) loss_bbox_2: 0.1778 (0.1899) loss_giou_2: 0.3702 (0.4135) loss_class_3: 0.7980 (0.8132) loss_bbox_3: 0.1719 (0.1904) loss_giou_3: 0.3716 (0.4127) loss_class_4: 0.7878 (0.8033) loss_bbox_4: 0.1818 (0.1910) loss_giou_4: 0.3717 (0.4132) loss_class_enc: 0.9192 (0.9373) loss_bbox_enc: 0.2247 (0.2305) loss_giou_enc: 0.4297 (0.4766) loss_class_dn: 0.3864 (0.4067) loss_bbox_dn: 0.2617 (0.3045) loss_giou_dn: 0.4455 (0.4867) loss_class_dn_0: 0.4907 (0.4899) loss_bbox_dn_0: 0.3803 (0.4082) loss_giou_dn_0: 0.5765 (0.6190) loss_class_dn_1: 0.4150 (0.4341) loss_bbox_dn_1: 0.2825 (0.3278) loss_giou_dn_1: 0.4804 (0.5160) loss_class_dn_2: 0.3971 (0.4135) loss_bbox_dn_2: 0.2651 (0.3083) loss_giou_dn_2: 0.4516 (0.4927) loss_class_dn_3: 0.3833 (0.4075) loss_bbox_dn_3: 0.2632 (0.3052) loss_giou_dn_3: 0.4480 (0.4877) loss_class_dn_4: 0.3842 (0.4059) loss_bbox_dn_4: 0.2615 (0.3045) loss_giou_dn_4: 0.4457 (0.4865) loss_class_hybrid: 0.7991 (0.8002) loss_bbox_hybrid: 0.1885 (0.2071) loss_giou_hybrid: 0.4105 (0.4475) loss_class_0_hybrid: 0.8893 (0.8721) loss_bbox_0_hybrid: 0.1999 (0.2168) loss_giou_0_hybrid: 0.4270 (0.4672) loss_class_1_hybrid: 0.8335 (0.8288) loss_bbox_1_hybrid: 0.2125 (0.2110) loss_giou_1_hybrid: 0.4131 (0.4551) loss_class_2_hybrid: 0.8173 (0.8137) loss_bbox_2_hybrid: 0.1901 (0.2074) loss_giou_2_hybrid: 0.4065 (0.4494) loss_class_3_hybrid: 0.8096 (0.8037) loss_bbox_3_hybrid: 0.2008 (0.2072) loss_giou_3_hybrid: 0.4044 (0.4480) loss_class_4_hybrid: 0.8115 (0.8002) loss_bbox_4_hybrid: 0.2002 (0.2071) loss_giou_4_hybrid: 0.4086 (0.4478) loss_class_enc_hybrid: 0.8418 (0.8240) loss_bbox_enc_hybrid: 0.2475 (0.2614) loss_giou_enc_hybrid: 0.4795 (0.5342) mem: 1022 max mem: 36965 [2024-01-15 04:50:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:51:35 det.util.engine] INFO: Epoch: [4] [7450/11727] eta: 1:17:37 lr: 0.000100 data_time: 0.0029 iter_time: 1.0836 loss: 28.1279 (28.5312) loss_class: 0.7434 (0.8010) loss_bbox: 0.1933 (0.1914) loss_giou: 0.4179 (0.4134) loss_class_0: 0.9768 (1.0115) loss_bbox_0: 0.1965 (0.1899) loss_giou_0: 0.4103 (0.4172) loss_class_1: 0.8550 (0.8786) loss_bbox_1: 0.1816 (0.1915) loss_giou_1: 0.4190 (0.4159) loss_class_2: 0.8022 (0.8349) loss_bbox_2: 0.1744 (0.1899) loss_giou_2: 0.4175 (0.4137) loss_class_3: 0.7597 (0.8131) loss_bbox_3: 0.1912 (0.1905) loss_giou_3: 0.4105 (0.4129) loss_class_4: 0.7550 (0.8032) loss_bbox_4: 0.1920 (0.1910) loss_giou_4: 0.4119 (0.4133) loss_class_enc: 0.8936 (0.9372) loss_bbox_enc: 0.2194 (0.2305) loss_giou_enc: 0.4714 (0.4768) loss_class_dn: 0.4001 (0.4067) loss_bbox_dn: 0.2651 (0.3044) loss_giou_dn: 0.5052 (0.4867) loss_class_dn_0: 0.4822 (0.4899) loss_bbox_dn_0: 0.3473 (0.4081) loss_giou_dn_0: 0.6237 (0.6189) loss_class_dn_1: 0.4257 (0.4341) loss_bbox_dn_1: 0.2752 (0.3277) loss_giou_dn_1: 0.5345 (0.5160) loss_class_dn_2: 0.4064 (0.4135) loss_bbox_dn_2: 0.2656 (0.3082) loss_giou_dn_2: 0.5109 (0.4927) loss_class_dn_3: 0.4035 (0.4075) loss_bbox_dn_3: 0.2660 (0.3051) loss_giou_dn_3: 0.5065 (0.4877) loss_class_dn_4: 0.4029 (0.4059) loss_bbox_dn_4: 0.2651 (0.3044) loss_giou_dn_4: 0.5051 (0.4866) loss_class_hybrid: 0.7512 (0.8001) loss_bbox_hybrid: 0.2120 (0.2072) loss_giou_hybrid: 0.4376 (0.4476) loss_class_0_hybrid: 0.8268 (0.8720) loss_bbox_0_hybrid: 0.2110 (0.2168) loss_giou_0_hybrid: 0.4571 (0.4672) loss_class_1_hybrid: 0.7813 (0.8287) loss_bbox_1_hybrid: 0.2109 (0.2110) loss_giou_1_hybrid: 0.4497 (0.4552) loss_class_2_hybrid: 0.7564 (0.8137) loss_bbox_2_hybrid: 0.2097 (0.2074) loss_giou_2_hybrid: 0.4409 (0.4495) loss_class_3_hybrid: 0.7604 (0.8036) loss_bbox_3_hybrid: 0.2034 (0.2072) loss_giou_3_hybrid: 0.4389 (0.4481) loss_class_4_hybrid: 0.7586 (0.8001) loss_bbox_4_hybrid: 0.2130 (0.2072) loss_giou_4_hybrid: 0.4369 (0.4479) loss_class_enc_hybrid: 0.7736 (0.8238) loss_bbox_enc_hybrid: 0.2535 (0.2614) loss_giou_enc_hybrid: 0.5152 (0.5343) mem: 1025 max mem: 36965 [2024-01-15 04:51:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:52:27 det.util.engine] INFO: Epoch: [4] [7500/11727] eta: 1:16:41 lr: 0.000100 data_time: 0.0033 iter_time: 1.0427 loss: 28.1171 (28.5301) loss_class: 0.7654 (0.8010) loss_bbox: 0.1779 (0.1914) loss_giou: 0.4084 (0.4133) loss_class_0: 0.9596 (1.0115) loss_bbox_0: 0.1993 (0.1899) loss_giou_0: 0.4201 (0.4171) loss_class_1: 0.8697 (0.8788) loss_bbox_1: 0.1819 (0.1914) loss_giou_1: 0.4119 (0.4158) loss_class_2: 0.7854 (0.8350) loss_bbox_2: 0.1894 (0.1899) loss_giou_2: 0.4182 (0.4136) loss_class_3: 0.7930 (0.8132) loss_bbox_3: 0.1741 (0.1904) loss_giou_3: 0.4115 (0.4127) loss_class_4: 0.7775 (0.8033) loss_bbox_4: 0.1775 (0.1910) loss_giou_4: 0.4122 (0.4132) loss_class_enc: 0.9334 (0.9373) loss_bbox_enc: 0.2204 (0.2305) loss_giou_enc: 0.4393 (0.4766) loss_class_dn: 0.4081 (0.4067) loss_bbox_dn: 0.2654 (0.3044) loss_giou_dn: 0.4617 (0.4866) loss_class_dn_0: 0.5015 (0.4900) loss_bbox_dn_0: 0.3656 (0.4081) loss_giou_dn_0: 0.6015 (0.6188) loss_class_dn_1: 0.4325 (0.4341) loss_bbox_dn_1: 0.2799 (0.3277) loss_giou_dn_1: 0.4985 (0.5159) loss_class_dn_2: 0.4131 (0.4135) loss_bbox_dn_2: 0.2686 (0.3082) loss_giou_dn_2: 0.4723 (0.4926) loss_class_dn_3: 0.4088 (0.4075) loss_bbox_dn_3: 0.2679 (0.3051) loss_giou_dn_3: 0.4644 (0.4876) loss_class_dn_4: 0.4092 (0.4059) loss_bbox_dn_4: 0.2652 (0.3044) loss_giou_dn_4: 0.4615 (0.4865) loss_class_hybrid: 0.7663 (0.8002) loss_bbox_hybrid: 0.1917 (0.2071) loss_giou_hybrid: 0.4317 (0.4475) loss_class_0_hybrid: 0.8470 (0.8721) loss_bbox_0_hybrid: 0.2096 (0.2168) loss_giou_0_hybrid: 0.4498 (0.4671) loss_class_1_hybrid: 0.7940 (0.8289) loss_bbox_1_hybrid: 0.2021 (0.2109) loss_giou_1_hybrid: 0.4406 (0.4550) loss_class_2_hybrid: 0.7721 (0.8138) loss_bbox_2_hybrid: 0.1944 (0.2074) loss_giou_2_hybrid: 0.4393 (0.4494) loss_class_3_hybrid: 0.7867 (0.8038) loss_bbox_3_hybrid: 0.1931 (0.2071) loss_giou_3_hybrid: 0.4333 (0.4479) loss_class_4_hybrid: 0.7753 (0.8002) loss_bbox_4_hybrid: 0.1912 (0.2071) loss_giou_4_hybrid: 0.4321 (0.4477) loss_class_enc_hybrid: 0.8174 (0.8240) loss_bbox_enc_hybrid: 0.2550 (0.2613) loss_giou_enc_hybrid: 0.5074 (0.5342) mem: 1024 max mem: 36965 [2024-01-15 04:52:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:53:22 det.util.engine] INFO: Epoch: [4] [7550/11727] eta: 1:15:47 lr: 0.000100 data_time: 0.0032 iter_time: 1.0997 loss: 27.8141 (28.5299) loss_class: 0.7515 (0.8011) loss_bbox: 0.1759 (0.1914) loss_giou: 0.4232 (0.4133) loss_class_0: 0.9566 (1.0115) loss_bbox_0: 0.1835 (0.1899) loss_giou_0: 0.4167 (0.4171) loss_class_1: 0.8201 (0.8787) loss_bbox_1: 0.1780 (0.1914) loss_giou_1: 0.4281 (0.4158) loss_class_2: 0.7994 (0.8350) loss_bbox_2: 0.1755 (0.1899) loss_giou_2: 0.4214 (0.4136) loss_class_3: 0.7608 (0.8133) loss_bbox_3: 0.1785 (0.1904) loss_giou_3: 0.4331 (0.4127) loss_class_4: 0.7644 (0.8033) loss_bbox_4: 0.1758 (0.1910) loss_giou_4: 0.4279 (0.4132) loss_class_enc: 0.8747 (0.9373) loss_bbox_enc: 0.2238 (0.2305) loss_giou_enc: 0.4868 (0.4766) loss_class_dn: 0.4024 (0.4068) loss_bbox_dn: 0.2786 (0.3043) loss_giou_dn: 0.4751 (0.4866) loss_class_dn_0: 0.4847 (0.4900) loss_bbox_dn_0: 0.3697 (0.4080) loss_giou_dn_0: 0.6046 (0.6188) loss_class_dn_1: 0.4252 (0.4341) loss_bbox_dn_1: 0.3059 (0.3276) loss_giou_dn_1: 0.5134 (0.5159) loss_class_dn_2: 0.4079 (0.4135) loss_bbox_dn_2: 0.2846 (0.3082) loss_giou_dn_2: 0.4850 (0.4926) loss_class_dn_3: 0.4020 (0.4075) loss_bbox_dn_3: 0.2777 (0.3051) loss_giou_dn_3: 0.4773 (0.4876) loss_class_dn_4: 0.4036 (0.4059) loss_bbox_dn_4: 0.2786 (0.3043) loss_giou_dn_4: 0.4751 (0.4865) loss_class_hybrid: 0.7663 (0.8003) loss_bbox_hybrid: 0.1854 (0.2071) loss_giou_hybrid: 0.4774 (0.4475) loss_class_0_hybrid: 0.8268 (0.8722) loss_bbox_0_hybrid: 0.2111 (0.2168) loss_giou_0_hybrid: 0.4745 (0.4671) loss_class_1_hybrid: 0.8026 (0.8289) loss_bbox_1_hybrid: 0.1952 (0.2109) loss_giou_1_hybrid: 0.4763 (0.4550) loss_class_2_hybrid: 0.7888 (0.8138) loss_bbox_2_hybrid: 0.1854 (0.2073) loss_giou_2_hybrid: 0.4710 (0.4494) loss_class_3_hybrid: 0.7656 (0.8038) loss_bbox_3_hybrid: 0.1842 (0.2071) loss_giou_3_hybrid: 0.4746 (0.4479) loss_class_4_hybrid: 0.7636 (0.8003) loss_bbox_4_hybrid: 0.1847 (0.2071) loss_giou_4_hybrid: 0.4749 (0.4477) loss_class_enc_hybrid: 0.7860 (0.8241) loss_bbox_enc_hybrid: 0.2616 (0.2613) loss_giou_enc_hybrid: 0.5415 (0.5341) mem: 1027 max mem: 36965 [2024-01-15 04:53:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:54:15 det.util.engine] INFO: Epoch: [4] [7600/11727] eta: 1:14:52 lr: 0.000100 data_time: 0.0031 iter_time: 1.0999 loss: 26.4688 (28.5249) loss_class: 0.8007 (0.8010) loss_bbox: 0.1786 (0.1913) loss_giou: 0.3394 (0.4131) loss_class_0: 0.9251 (1.0113) loss_bbox_0: 0.1885 (0.1898) loss_giou_0: 0.3569 (0.4170) loss_class_1: 0.8344 (0.8784) loss_bbox_1: 0.1817 (0.1914) loss_giou_1: 0.3477 (0.4157) loss_class_2: 0.8024 (0.8349) loss_bbox_2: 0.1754 (0.1898) loss_giou_2: 0.3501 (0.4134) loss_class_3: 0.8048 (0.8131) loss_bbox_3: 0.1773 (0.1904) loss_giou_3: 0.3389 (0.4126) loss_class_4: 0.7894 (0.8032) loss_bbox_4: 0.1787 (0.1910) loss_giou_4: 0.3405 (0.4131) loss_class_enc: 0.8941 (0.9372) loss_bbox_enc: 0.2222 (0.2304) loss_giou_enc: 0.4191 (0.4765) loss_class_dn: 0.4004 (0.4067) loss_bbox_dn: 0.3156 (0.3044) loss_giou_dn: 0.4454 (0.4865) loss_class_dn_0: 0.4826 (0.4900) loss_bbox_dn_0: 0.4090 (0.4081) loss_giou_dn_0: 0.5672 (0.6187) loss_class_dn_1: 0.4299 (0.4341) loss_bbox_dn_1: 0.3191 (0.3276) loss_giou_dn_1: 0.4594 (0.5158) loss_class_dn_2: 0.4094 (0.4135) loss_bbox_dn_2: 0.3144 (0.3082) loss_giou_dn_2: 0.4451 (0.4924) loss_class_dn_3: 0.3997 (0.4075) loss_bbox_dn_3: 0.3148 (0.3051) loss_giou_dn_3: 0.4454 (0.4875) loss_class_dn_4: 0.3972 (0.4059) loss_bbox_dn_4: 0.3155 (0.3044) loss_giou_dn_4: 0.4449 (0.4863) loss_class_hybrid: 0.7944 (0.8002) loss_bbox_hybrid: 0.1809 (0.2071) loss_giou_hybrid: 0.3710 (0.4473) loss_class_0_hybrid: 0.8583 (0.8721) loss_bbox_0_hybrid: 0.1941 (0.2167) loss_giou_0_hybrid: 0.3837 (0.4669) loss_class_1_hybrid: 0.8173 (0.8288) loss_bbox_1_hybrid: 0.1878 (0.2109) loss_giou_1_hybrid: 0.3771 (0.4548) loss_class_2_hybrid: 0.7863 (0.8138) loss_bbox_2_hybrid: 0.1833 (0.2073) loss_giou_2_hybrid: 0.3722 (0.4492) loss_class_3_hybrid: 0.7844 (0.8038) loss_bbox_3_hybrid: 0.1806 (0.2071) loss_giou_3_hybrid: 0.3684 (0.4477) loss_class_4_hybrid: 0.7970 (0.8002) loss_bbox_4_hybrid: 0.1809 (0.2071) loss_giou_4_hybrid: 0.3707 (0.4475) loss_class_enc_hybrid: 0.7910 (0.8241) loss_bbox_enc_hybrid: 0.2522 (0.2613) loss_giou_enc_hybrid: 0.4683 (0.5339) mem: 1017 max mem: 36965 [2024-01-15 04:54:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:55:10 det.util.engine] INFO: Epoch: [4] [7650/11727] eta: 1:13:58 lr: 0.000100 data_time: 0.0033 iter_time: 1.0818 loss: 28.2122 (28.5250) loss_class: 0.7986 (0.8010) loss_bbox: 0.1811 (0.1913) loss_giou: 0.4170 (0.4132) loss_class_0: 1.0136 (1.0112) loss_bbox_0: 0.1819 (0.1898) loss_giou_0: 0.4030 (0.4170) loss_class_1: 0.8285 (0.8784) loss_bbox_1: 0.1910 (0.1914) loss_giou_1: 0.4141 (0.4157) loss_class_2: 0.8282 (0.8349) loss_bbox_2: 0.1781 (0.1898) loss_giou_2: 0.4101 (0.4135) loss_class_3: 0.8091 (0.8131) loss_bbox_3: 0.1815 (0.1904) loss_giou_3: 0.4171 (0.4127) loss_class_4: 0.7800 (0.8032) loss_bbox_4: 0.1809 (0.1910) loss_giou_4: 0.4165 (0.4132) loss_class_enc: 0.9136 (0.9372) loss_bbox_enc: 0.2192 (0.2304) loss_giou_enc: 0.4757 (0.4765) loss_class_dn: 0.4055 (0.4067) loss_bbox_dn: 0.2781 (0.3043) loss_giou_dn: 0.4889 (0.4864) loss_class_dn_0: 0.4805 (0.4900) loss_bbox_dn_0: 0.3730 (0.4081) loss_giou_dn_0: 0.6024 (0.6186) loss_class_dn_1: 0.4228 (0.4341) loss_bbox_dn_1: 0.2974 (0.3276) loss_giou_dn_1: 0.5174 (0.5157) loss_class_dn_2: 0.4074 (0.4134) loss_bbox_dn_2: 0.2826 (0.3082) loss_giou_dn_2: 0.4936 (0.4924) loss_class_dn_3: 0.4036 (0.4074) loss_bbox_dn_3: 0.2807 (0.3051) loss_giou_dn_3: 0.4897 (0.4875) loss_class_dn_4: 0.4033 (0.4059) loss_bbox_dn_4: 0.2778 (0.3043) loss_giou_dn_4: 0.4887 (0.4863) loss_class_hybrid: 0.7954 (0.8003) loss_bbox_hybrid: 0.1924 (0.2070) loss_giou_hybrid: 0.4495 (0.4473) loss_class_0_hybrid: 0.8498 (0.8721) loss_bbox_0_hybrid: 0.2051 (0.2167) loss_giou_0_hybrid: 0.4661 (0.4669) loss_class_1_hybrid: 0.8048 (0.8289) loss_bbox_1_hybrid: 0.2005 (0.2109) loss_giou_1_hybrid: 0.4538 (0.4549) loss_class_2_hybrid: 0.8008 (0.8138) loss_bbox_2_hybrid: 0.1976 (0.2073) loss_giou_2_hybrid: 0.4562 (0.4492) loss_class_3_hybrid: 0.7958 (0.8038) loss_bbox_3_hybrid: 0.1937 (0.2071) loss_giou_3_hybrid: 0.4516 (0.4478) loss_class_4_hybrid: 0.7963 (0.8002) loss_bbox_4_hybrid: 0.1924 (0.2070) loss_giou_4_hybrid: 0.4501 (0.4476) loss_class_enc_hybrid: 0.8131 (0.8241) loss_bbox_enc_hybrid: 0.2523 (0.2612) loss_giou_enc_hybrid: 0.5275 (0.5340) mem: 1028 max mem: 36965 [2024-01-15 04:55:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:56:04 det.util.engine] INFO: Epoch: [4] [7700/11727] eta: 1:13:03 lr: 0.000100 data_time: 0.0030 iter_time: 1.0811 loss: 29.1128 (28.5206) loss_class: 0.8120 (0.8009) loss_bbox: 0.1900 (0.1913) loss_giou: 0.4161 (0.4131) loss_class_0: 1.0345 (1.0112) loss_bbox_0: 0.1945 (0.1898) loss_giou_0: 0.4423 (0.4169) loss_class_1: 0.8868 (0.8782) loss_bbox_1: 0.1937 (0.1914) loss_giou_1: 0.4196 (0.4157) loss_class_2: 0.8442 (0.8347) loss_bbox_2: 0.1923 (0.1898) loss_giou_2: 0.4201 (0.4134) loss_class_3: 0.8299 (0.8129) loss_bbox_3: 0.1887 (0.1904) loss_giou_3: 0.4231 (0.4126) loss_class_4: 0.8035 (0.8030) loss_bbox_4: 0.1901 (0.1910) loss_giou_4: 0.4203 (0.4131) loss_class_enc: 0.9341 (0.9370) loss_bbox_enc: 0.2570 (0.2304) loss_giou_enc: 0.5189 (0.4765) loss_class_dn: 0.4043 (0.4067) loss_bbox_dn: 0.3382 (0.3043) loss_giou_dn: 0.4851 (0.4864) loss_class_dn_0: 0.4872 (0.4899) loss_bbox_dn_0: 0.4137 (0.4080) loss_giou_dn_0: 0.6168 (0.6186) loss_class_dn_1: 0.4330 (0.4340) loss_bbox_dn_1: 0.3420 (0.3276) loss_giou_dn_1: 0.5193 (0.5157) loss_class_dn_2: 0.4113 (0.4134) loss_bbox_dn_2: 0.3395 (0.3081) loss_giou_dn_2: 0.4937 (0.4923) loss_class_dn_3: 0.4103 (0.4074) loss_bbox_dn_3: 0.3352 (0.3050) loss_giou_dn_3: 0.4860 (0.4874) loss_class_dn_4: 0.4045 (0.4058) loss_bbox_dn_4: 0.3384 (0.3043) loss_giou_dn_4: 0.4852 (0.4862) loss_class_hybrid: 0.7895 (0.8002) loss_bbox_hybrid: 0.2056 (0.2070) loss_giou_hybrid: 0.4362 (0.4472) loss_class_0_hybrid: 0.8585 (0.8720) loss_bbox_0_hybrid: 0.2128 (0.2167) loss_giou_0_hybrid: 0.4790 (0.4668) loss_class_1_hybrid: 0.8185 (0.8288) loss_bbox_1_hybrid: 0.2127 (0.2108) loss_giou_1_hybrid: 0.4428 (0.4547) loss_class_2_hybrid: 0.7970 (0.8137) loss_bbox_2_hybrid: 0.2060 (0.2073) loss_giou_2_hybrid: 0.4406 (0.4491) loss_class_3_hybrid: 0.7913 (0.8037) loss_bbox_3_hybrid: 0.2092 (0.2070) loss_giou_3_hybrid: 0.4400 (0.4477) loss_class_4_hybrid: 0.7888 (0.8002) loss_bbox_4_hybrid: 0.2051 (0.2070) loss_giou_4_hybrid: 0.4364 (0.4474) loss_class_enc_hybrid: 0.8022 (0.8239) loss_bbox_enc_hybrid: 0.2735 (0.2612) loss_giou_enc_hybrid: 0.5535 (0.5339) mem: 1017 max mem: 36965 [2024-01-15 04:56:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:56:59 det.util.engine] INFO: Epoch: [4] [7750/11727] eta: 1:12:09 lr: 0.000100 data_time: 0.0028 iter_time: 1.0907 loss: 28.4098 (28.5192) loss_class: 0.8180 (0.8008) loss_bbox: 0.1864 (0.1913) loss_giou: 0.3407 (0.4130) loss_class_0: 1.0760 (1.0112) loss_bbox_0: 0.1882 (0.1898) loss_giou_0: 0.3547 (0.4168) loss_class_1: 0.9330 (0.8782) loss_bbox_1: 0.1918 (0.1914) loss_giou_1: 0.3549 (0.4156) loss_class_2: 0.8890 (0.8347) loss_bbox_2: 0.1846 (0.1898) loss_giou_2: 0.3424 (0.4133) loss_class_3: 0.8441 (0.8129) loss_bbox_3: 0.1851 (0.1904) loss_giou_3: 0.3367 (0.4125) loss_class_4: 0.8487 (0.8030) loss_bbox_4: 0.1848 (0.1910) loss_giou_4: 0.3353 (0.4130) loss_class_enc: 0.9830 (0.9371) loss_bbox_enc: 0.2281 (0.2304) loss_giou_enc: 0.4073 (0.4764) loss_class_dn: 0.4008 (0.4066) loss_bbox_dn: 0.3438 (0.3043) loss_giou_dn: 0.4613 (0.4863) loss_class_dn_0: 0.4890 (0.4899) loss_bbox_dn_0: 0.4642 (0.4080) loss_giou_dn_0: 0.5981 (0.6185) loss_class_dn_1: 0.4312 (0.4340) loss_bbox_dn_1: 0.3769 (0.3276) loss_giou_dn_1: 0.4893 (0.5156) loss_class_dn_2: 0.4147 (0.4134) loss_bbox_dn_2: 0.3493 (0.3081) loss_giou_dn_2: 0.4668 (0.4923) loss_class_dn_3: 0.4061 (0.4074) loss_bbox_dn_3: 0.3461 (0.3050) loss_giou_dn_3: 0.4610 (0.4873) loss_class_dn_4: 0.4026 (0.4058) loss_bbox_dn_4: 0.3439 (0.3043) loss_giou_dn_4: 0.4609 (0.4862) loss_class_hybrid: 0.8040 (0.8001) loss_bbox_hybrid: 0.2011 (0.2071) loss_giou_hybrid: 0.3762 (0.4472) loss_class_0_hybrid: 0.9085 (0.8719) loss_bbox_0_hybrid: 0.2122 (0.2167) loss_giou_0_hybrid: 0.4135 (0.4668) loss_class_1_hybrid: 0.8805 (0.8287) loss_bbox_1_hybrid: 0.2059 (0.2109) loss_giou_1_hybrid: 0.3770 (0.4547) loss_class_2_hybrid: 0.8370 (0.8136) loss_bbox_2_hybrid: 0.1996 (0.2073) loss_giou_2_hybrid: 0.3747 (0.4491) loss_class_3_hybrid: 0.8090 (0.8036) loss_bbox_3_hybrid: 0.1996 (0.2071) loss_giou_3_hybrid: 0.3763 (0.4476) loss_class_4_hybrid: 0.8037 (0.8001) loss_bbox_4_hybrid: 0.1997 (0.2071) loss_giou_4_hybrid: 0.3758 (0.4474) loss_class_enc_hybrid: 0.8841 (0.8240) loss_bbox_enc_hybrid: 0.2614 (0.2613) loss_giou_enc_hybrid: 0.4718 (0.5338) mem: 1010 max mem: 36965 [2024-01-15 04:56:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:57:53 det.util.engine] INFO: Epoch: [4] [7800/11727] eta: 1:11:14 lr: 0.000100 data_time: 0.0029 iter_time: 1.0850 loss: 28.4084 (28.5164) loss_class: 0.7818 (0.8007) loss_bbox: 0.1770 (0.1913) loss_giou: 0.4422 (0.4131) loss_class_0: 0.9982 (1.0111) loss_bbox_0: 0.1738 (0.1898) loss_giou_0: 0.4460 (0.4168) loss_class_1: 0.8511 (0.8781) loss_bbox_1: 0.1761 (0.1914) loss_giou_1: 0.4460 (0.4156) loss_class_2: 0.8174 (0.8346) loss_bbox_2: 0.1816 (0.1898) loss_giou_2: 0.4327 (0.4133) loss_class_3: 0.7759 (0.8127) loss_bbox_3: 0.1735 (0.1904) loss_giou_3: 0.4356 (0.4125) loss_class_4: 0.7780 (0.8029) loss_bbox_4: 0.1804 (0.1909) loss_giou_4: 0.4272 (0.4130) loss_class_enc: 0.9009 (0.9371) loss_bbox_enc: 0.2155 (0.2304) loss_giou_enc: 0.4931 (0.4764) loss_class_dn: 0.3914 (0.4066) loss_bbox_dn: 0.2504 (0.3041) loss_giou_dn: 0.4892 (0.4862) loss_class_dn_0: 0.4770 (0.4899) loss_bbox_dn_0: 0.3517 (0.4079) loss_giou_dn_0: 0.6269 (0.6185) loss_class_dn_1: 0.4174 (0.4339) loss_bbox_dn_1: 0.2700 (0.3274) loss_giou_dn_1: 0.5238 (0.5156) loss_class_dn_2: 0.3979 (0.4133) loss_bbox_dn_2: 0.2555 (0.3080) loss_giou_dn_2: 0.4981 (0.4922) loss_class_dn_3: 0.3923 (0.4073) loss_bbox_dn_3: 0.2519 (0.3049) loss_giou_dn_3: 0.4918 (0.4873) loss_class_dn_4: 0.3899 (0.4057) loss_bbox_dn_4: 0.2503 (0.3041) loss_giou_dn_4: 0.4897 (0.4861) loss_class_hybrid: 0.7732 (0.8000) loss_bbox_hybrid: 0.2035 (0.2070) loss_giou_hybrid: 0.4619 (0.4473) loss_class_0_hybrid: 0.8457 (0.8718) loss_bbox_0_hybrid: 0.2103 (0.2167) loss_giou_0_hybrid: 0.4748 (0.4669) loss_class_1_hybrid: 0.7980 (0.8286) loss_bbox_1_hybrid: 0.2055 (0.2108) loss_giou_1_hybrid: 0.4686 (0.4548) loss_class_2_hybrid: 0.7866 (0.8135) loss_bbox_2_hybrid: 0.2002 (0.2072) loss_giou_2_hybrid: 0.4659 (0.4491) loss_class_3_hybrid: 0.7702 (0.8035) loss_bbox_3_hybrid: 0.2040 (0.2070) loss_giou_3_hybrid: 0.4637 (0.4477) loss_class_4_hybrid: 0.7691 (0.8000) loss_bbox_4_hybrid: 0.1987 (0.2070) loss_giou_4_hybrid: 0.4631 (0.4475) loss_class_enc_hybrid: 0.7958 (0.8239) loss_bbox_enc_hybrid: 0.2489 (0.2612) loss_giou_enc_hybrid: 0.5675 (0.5339) mem: 1009 max mem: 36965 [2024-01-15 04:57:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:58:47 det.util.engine] INFO: Epoch: [4] [7850/11727] eta: 1:10:20 lr: 0.000100 data_time: 0.0030 iter_time: 1.0785 loss: 27.6158 (28.5105) loss_class: 0.7846 (0.8005) loss_bbox: 0.1874 (0.1913) loss_giou: 0.3787 (0.4130) loss_class_0: 0.9633 (1.0109) loss_bbox_0: 0.1824 (0.1897) loss_giou_0: 0.3931 (0.4168) loss_class_1: 0.8416 (0.8779) loss_bbox_1: 0.1813 (0.1914) loss_giou_1: 0.3891 (0.4156) loss_class_2: 0.7998 (0.8344) loss_bbox_2: 0.1860 (0.1898) loss_giou_2: 0.3844 (0.4133) loss_class_3: 0.7813 (0.8125) loss_bbox_3: 0.1832 (0.1904) loss_giou_3: 0.3781 (0.4125) loss_class_4: 0.7851 (0.8027) loss_bbox_4: 0.1821 (0.1909) loss_giou_4: 0.3791 (0.4130) loss_class_enc: 0.8828 (0.9369) loss_bbox_enc: 0.2189 (0.2304) loss_giou_enc: 0.4564 (0.4763) loss_class_dn: 0.3992 (0.4065) loss_bbox_dn: 0.2933 (0.3040) loss_giou_dn: 0.4529 (0.4861) loss_class_dn_0: 0.4863 (0.4899) loss_bbox_dn_0: 0.3811 (0.4078) loss_giou_dn_0: 0.6048 (0.6183) loss_class_dn_1: 0.4308 (0.4339) loss_bbox_dn_1: 0.3090 (0.3273) loss_giou_dn_1: 0.4854 (0.5154) loss_class_dn_2: 0.4085 (0.4133) loss_bbox_dn_2: 0.2913 (0.3078) loss_giou_dn_2: 0.4591 (0.4920) loss_class_dn_3: 0.4042 (0.4073) loss_bbox_dn_3: 0.2906 (0.3047) loss_giou_dn_3: 0.4532 (0.4871) loss_class_dn_4: 0.3997 (0.4057) loss_bbox_dn_4: 0.2933 (0.3040) loss_giou_dn_4: 0.4528 (0.4859) loss_class_hybrid: 0.7537 (0.7998) loss_bbox_hybrid: 0.1914 (0.2070) loss_giou_hybrid: 0.4091 (0.4472) loss_class_0_hybrid: 0.8504 (0.8717) loss_bbox_0_hybrid: 0.2002 (0.2166) loss_giou_0_hybrid: 0.4213 (0.4668) loss_class_1_hybrid: 0.8088 (0.8284) loss_bbox_1_hybrid: 0.1977 (0.2108) loss_giou_1_hybrid: 0.4217 (0.4547) loss_class_2_hybrid: 0.7757 (0.8133) loss_bbox_2_hybrid: 0.1931 (0.2072) loss_giou_2_hybrid: 0.4121 (0.4491) loss_class_3_hybrid: 0.7789 (0.8033) loss_bbox_3_hybrid: 0.1921 (0.2070) loss_giou_3_hybrid: 0.4093 (0.4477) loss_class_4_hybrid: 0.7633 (0.7998) loss_bbox_4_hybrid: 0.1935 (0.2069) loss_giou_4_hybrid: 0.4077 (0.4474) loss_class_enc_hybrid: 0.7961 (0.8238) loss_bbox_enc_hybrid: 0.2538 (0.2612) loss_giou_enc_hybrid: 0.4942 (0.5339) mem: 1025 max mem: 36965 [2024-01-15 04:58:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 04:59:42 det.util.engine] INFO: Epoch: [4] [7900/11727] eta: 1:09:25 lr: 0.000100 data_time: 0.0033 iter_time: 1.1133 loss: 27.1394 (28.5104) loss_class: 0.7693 (0.8007) loss_bbox: 0.1804 (0.1913) loss_giou: 0.3691 (0.4129) loss_class_0: 0.9526 (1.0109) loss_bbox_0: 0.1852 (0.1898) loss_giou_0: 0.3701 (0.4167) loss_class_1: 0.8134 (0.8780) loss_bbox_1: 0.1870 (0.1914) loss_giou_1: 0.3673 (0.4155) loss_class_2: 0.8037 (0.8345) loss_bbox_2: 0.1749 (0.1898) loss_giou_2: 0.3680 (0.4132) loss_class_3: 0.7694 (0.8127) loss_bbox_3: 0.1798 (0.1904) loss_giou_3: 0.3692 (0.4124) loss_class_4: 0.7529 (0.8029) loss_bbox_4: 0.1803 (0.1909) loss_giou_4: 0.3690 (0.4129) loss_class_enc: 0.9626 (0.9370) loss_bbox_enc: 0.2171 (0.2304) loss_giou_enc: 0.4212 (0.4762) loss_class_dn: 0.3944 (0.4065) loss_bbox_dn: 0.2687 (0.3040) loss_giou_dn: 0.4443 (0.4860) loss_class_dn_0: 0.4898 (0.4899) loss_bbox_dn_0: 0.4006 (0.4078) loss_giou_dn_0: 0.5798 (0.6182) loss_class_dn_1: 0.4199 (0.4339) loss_bbox_dn_1: 0.3210 (0.3273) loss_giou_dn_1: 0.4766 (0.5154) loss_class_dn_2: 0.3988 (0.4133) loss_bbox_dn_2: 0.2770 (0.3079) loss_giou_dn_2: 0.4468 (0.4920) loss_class_dn_3: 0.3929 (0.4073) loss_bbox_dn_3: 0.2733 (0.3048) loss_giou_dn_3: 0.4443 (0.4871) loss_class_dn_4: 0.3918 (0.4057) loss_bbox_dn_4: 0.2687 (0.3040) loss_giou_dn_4: 0.4443 (0.4859) loss_class_hybrid: 0.7833 (0.7999) loss_bbox_hybrid: 0.1987 (0.2070) loss_giou_hybrid: 0.3976 (0.4471) loss_class_0_hybrid: 0.8699 (0.8718) loss_bbox_0_hybrid: 0.1987 (0.2166) loss_giou_0_hybrid: 0.4173 (0.4667) loss_class_1_hybrid: 0.8314 (0.8286) loss_bbox_1_hybrid: 0.1961 (0.2108) loss_giou_1_hybrid: 0.4013 (0.4546) loss_class_2_hybrid: 0.8119 (0.8134) loss_bbox_2_hybrid: 0.1983 (0.2072) loss_giou_2_hybrid: 0.3954 (0.4490) loss_class_3_hybrid: 0.7692 (0.8034) loss_bbox_3_hybrid: 0.1996 (0.2070) loss_giou_3_hybrid: 0.3994 (0.4475) loss_class_4_hybrid: 0.7810 (0.7999) loss_bbox_4_hybrid: 0.2056 (0.2070) loss_giou_4_hybrid: 0.3986 (0.4473) loss_class_enc_hybrid: 0.8361 (0.8238) loss_bbox_enc_hybrid: 0.2408 (0.2612) loss_giou_enc_hybrid: 0.4925 (0.5337) mem: 1023 max mem: 36965 [2024-01-15 04:59:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:00:36 det.util.engine] INFO: Epoch: [4] [7950/11727] eta: 1:08:31 lr: 0.000100 data_time: 0.0033 iter_time: 1.0935 loss: 27.0211 (28.5069) loss_class: 0.7809 (0.8006) loss_bbox: 0.1884 (0.1913) loss_giou: 0.3634 (0.4128) loss_class_0: 0.9640 (1.0107) loss_bbox_0: 0.1786 (0.1898) loss_giou_0: 0.3701 (0.4167) loss_class_1: 0.8380 (0.8779) loss_bbox_1: 0.1817 (0.1914) loss_giou_1: 0.3621 (0.4154) loss_class_2: 0.8072 (0.8344) loss_bbox_2: 0.1854 (0.1898) loss_giou_2: 0.3560 (0.4131) loss_class_3: 0.7814 (0.8126) loss_bbox_3: 0.1802 (0.1904) loss_giou_3: 0.3666 (0.4123) loss_class_4: 0.7586 (0.8028) loss_bbox_4: 0.1782 (0.1909) loss_giou_4: 0.3667 (0.4128) loss_class_enc: 0.9240 (0.9368) loss_bbox_enc: 0.2139 (0.2304) loss_giou_enc: 0.4377 (0.4762) loss_class_dn: 0.4019 (0.4065) loss_bbox_dn: 0.2643 (0.3039) loss_giou_dn: 0.4236 (0.4859) loss_class_dn_0: 0.4871 (0.4899) loss_bbox_dn_0: 0.3649 (0.4077) loss_giou_dn_0: 0.5921 (0.6181) loss_class_dn_1: 0.4321 (0.4339) loss_bbox_dn_1: 0.2909 (0.3272) loss_giou_dn_1: 0.4599 (0.5153) loss_class_dn_2: 0.4121 (0.4132) loss_bbox_dn_2: 0.2724 (0.3077) loss_giou_dn_2: 0.4321 (0.4919) loss_class_dn_3: 0.4060 (0.4072) loss_bbox_dn_3: 0.2660 (0.3046) loss_giou_dn_3: 0.4263 (0.4870) loss_class_dn_4: 0.4066 (0.4057) loss_bbox_dn_4: 0.2643 (0.3039) loss_giou_dn_4: 0.4234 (0.4858) loss_class_hybrid: 0.7775 (0.7998) loss_bbox_hybrid: 0.1853 (0.2069) loss_giou_hybrid: 0.3729 (0.4470) loss_class_0_hybrid: 0.8529 (0.8717) loss_bbox_0_hybrid: 0.1851 (0.2166) loss_giou_0_hybrid: 0.3991 (0.4666) loss_class_1_hybrid: 0.8190 (0.8285) loss_bbox_1_hybrid: 0.1825 (0.2108) loss_giou_1_hybrid: 0.3862 (0.4545) loss_class_2_hybrid: 0.7928 (0.8133) loss_bbox_2_hybrid: 0.1811 (0.2072) loss_giou_2_hybrid: 0.3810 (0.4489) loss_class_3_hybrid: 0.7776 (0.8033) loss_bbox_3_hybrid: 0.1789 (0.2070) loss_giou_3_hybrid: 0.3776 (0.4475) loss_class_4_hybrid: 0.7750 (0.7998) loss_bbox_4_hybrid: 0.1787 (0.2069) loss_giou_4_hybrid: 0.3732 (0.4473) loss_class_enc_hybrid: 0.8288 (0.8238) loss_bbox_enc_hybrid: 0.2351 (0.2612) loss_giou_enc_hybrid: 0.4687 (0.5337) mem: 1030 max mem: 36965 [2024-01-15 05:00:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:01:30 det.util.engine] INFO: Epoch: [4] [8000/11727] eta: 1:07:36 lr: 0.000100 data_time: 0.0034 iter_time: 1.0685 loss: 27.7767 (28.5046) loss_class: 0.7659 (0.8005) loss_bbox: 0.1874 (0.1912) loss_giou: 0.4136 (0.4129) loss_class_0: 0.9587 (1.0105) loss_bbox_0: 0.1886 (0.1898) loss_giou_0: 0.4402 (0.4167) loss_class_1: 0.7997 (0.8776) loss_bbox_1: 0.1788 (0.1914) loss_giou_1: 0.4216 (0.4155) loss_class_2: 0.7654 (0.8342) loss_bbox_2: 0.1854 (0.1898) loss_giou_2: 0.4138 (0.4132) loss_class_3: 0.7783 (0.8125) loss_bbox_3: 0.1823 (0.1903) loss_giou_3: 0.4189 (0.4124) loss_class_4: 0.7797 (0.8027) loss_bbox_4: 0.1875 (0.1909) loss_giou_4: 0.4226 (0.4128) loss_class_enc: 0.8735 (0.9366) loss_bbox_enc: 0.2188 (0.2303) loss_giou_enc: 0.4728 (0.4763) loss_class_dn: 0.3863 (0.4065) loss_bbox_dn: 0.2754 (0.3039) loss_giou_dn: 0.4793 (0.4860) loss_class_dn_0: 0.4756 (0.4899) loss_bbox_dn_0: 0.3607 (0.4076) loss_giou_dn_0: 0.6038 (0.6182) loss_class_dn_1: 0.4202 (0.4338) loss_bbox_dn_1: 0.2937 (0.3272) loss_giou_dn_1: 0.5005 (0.5153) loss_class_dn_2: 0.3977 (0.4132) loss_bbox_dn_2: 0.2761 (0.3077) loss_giou_dn_2: 0.4846 (0.4919) loss_class_dn_3: 0.3902 (0.4072) loss_bbox_dn_3: 0.2745 (0.3046) loss_giou_dn_3: 0.4811 (0.4870) loss_class_dn_4: 0.3868 (0.4056) loss_bbox_dn_4: 0.2755 (0.3039) loss_giou_dn_4: 0.4797 (0.4858) loss_class_hybrid: 0.7351 (0.7996) loss_bbox_hybrid: 0.1965 (0.2069) loss_giou_hybrid: 0.4520 (0.4471) loss_class_0_hybrid: 0.8002 (0.8715) loss_bbox_0_hybrid: 0.2078 (0.2166) loss_giou_0_hybrid: 0.4804 (0.4667) loss_class_1_hybrid: 0.7551 (0.8283) loss_bbox_1_hybrid: 0.2022 (0.2108) loss_giou_1_hybrid: 0.4694 (0.4546) loss_class_2_hybrid: 0.7401 (0.8131) loss_bbox_2_hybrid: 0.2038 (0.2072) loss_giou_2_hybrid: 0.4639 (0.4490) loss_class_3_hybrid: 0.7494 (0.8032) loss_bbox_3_hybrid: 0.2013 (0.2069) loss_giou_3_hybrid: 0.4510 (0.4476) loss_class_4_hybrid: 0.7442 (0.7996) loss_bbox_4_hybrid: 0.2062 (0.2069) loss_giou_4_hybrid: 0.4512 (0.4473) loss_class_enc_hybrid: 0.7726 (0.8235) loss_bbox_enc_hybrid: 0.2474 (0.2612) loss_giou_enc_hybrid: 0.5442 (0.5338) mem: 1018 max mem: 36965 [2024-01-15 05:01:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:02:23 det.util.engine] INFO: Epoch: [4] [8050/11727] eta: 1:06:41 lr: 0.000100 data_time: 0.0033 iter_time: 1.0491 loss: 28.7904 (28.5046) loss_class: 0.8019 (0.8006) loss_bbox: 0.1863 (0.1913) loss_giou: 0.3803 (0.4128) loss_class_0: 0.9926 (1.0104) loss_bbox_0: 0.1875 (0.1898) loss_giou_0: 0.4150 (0.4167) loss_class_1: 0.8565 (0.8777) loss_bbox_1: 0.1908 (0.1913) loss_giou_1: 0.3880 (0.4154) loss_class_2: 0.8353 (0.8343) loss_bbox_2: 0.1884 (0.1898) loss_giou_2: 0.3776 (0.4131) loss_class_3: 0.8042 (0.8125) loss_bbox_3: 0.1942 (0.1904) loss_giou_3: 0.3813 (0.4123) loss_class_4: 0.7932 (0.8027) loss_bbox_4: 0.1917 (0.1909) loss_giou_4: 0.3809 (0.4128) loss_class_enc: 0.9238 (0.9366) loss_bbox_enc: 0.2198 (0.2303) loss_giou_enc: 0.4818 (0.4762) loss_class_dn: 0.4004 (0.4064) loss_bbox_dn: 0.2745 (0.3039) loss_giou_dn: 0.4654 (0.4859) loss_class_dn_0: 0.4879 (0.4899) loss_bbox_dn_0: 0.3759 (0.4077) loss_giou_dn_0: 0.5990 (0.6181) loss_class_dn_1: 0.4355 (0.4338) loss_bbox_dn_1: 0.2995 (0.3272) loss_giou_dn_1: 0.4933 (0.5153) loss_class_dn_2: 0.4151 (0.4132) loss_bbox_dn_2: 0.2798 (0.3077) loss_giou_dn_2: 0.4673 (0.4919) loss_class_dn_3: 0.4065 (0.4072) loss_bbox_dn_3: 0.2760 (0.3046) loss_giou_dn_3: 0.4650 (0.4870) loss_class_dn_4: 0.4025 (0.4056) loss_bbox_dn_4: 0.2745 (0.3039) loss_giou_dn_4: 0.4651 (0.4858) loss_class_hybrid: 0.7901 (0.7997) loss_bbox_hybrid: 0.2037 (0.2069) loss_giou_hybrid: 0.4205 (0.4470) loss_class_0_hybrid: 0.8392 (0.8715) loss_bbox_0_hybrid: 0.2096 (0.2166) loss_giou_0_hybrid: 0.4433 (0.4666) loss_class_1_hybrid: 0.8135 (0.8284) loss_bbox_1_hybrid: 0.2014 (0.2108) loss_giou_1_hybrid: 0.4264 (0.4545) loss_class_2_hybrid: 0.7954 (0.8132) loss_bbox_2_hybrid: 0.2016 (0.2072) loss_giou_2_hybrid: 0.4144 (0.4489) loss_class_3_hybrid: 0.7871 (0.8032) loss_bbox_3_hybrid: 0.2040 (0.2070) loss_giou_3_hybrid: 0.4166 (0.4475) loss_class_4_hybrid: 0.7905 (0.7997) loss_bbox_4_hybrid: 0.2040 (0.2069) loss_giou_4_hybrid: 0.4159 (0.4473) loss_class_enc_hybrid: 0.8129 (0.8236) loss_bbox_enc_hybrid: 0.2438 (0.2612) loss_giou_enc_hybrid: 0.5370 (0.5337) mem: 1028 max mem: 36965 [2024-01-15 05:02:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:03:18 det.util.engine] INFO: Epoch: [4] [8100/11727] eta: 1:05:47 lr: 0.000100 data_time: 0.0034 iter_time: 1.1057 loss: 28.4023 (28.5042) loss_class: 0.7361 (0.8006) loss_bbox: 0.1974 (0.1913) loss_giou: 0.4159 (0.4127) loss_class_0: 0.9436 (1.0103) loss_bbox_0: 0.1949 (0.1898) loss_giou_0: 0.4226 (0.4167) loss_class_1: 0.8101 (0.8776) loss_bbox_1: 0.2086 (0.1914) loss_giou_1: 0.4215 (0.4154) loss_class_2: 0.7848 (0.8343) loss_bbox_2: 0.1971 (0.1898) loss_giou_2: 0.4085 (0.4130) loss_class_3: 0.7444 (0.8125) loss_bbox_3: 0.2001 (0.1904) loss_giou_3: 0.4240 (0.4122) loss_class_4: 0.7403 (0.8027) loss_bbox_4: 0.1994 (0.1910) loss_giou_4: 0.4154 (0.4127) loss_class_enc: 0.8697 (0.9365) loss_bbox_enc: 0.2303 (0.2304) loss_giou_enc: 0.4726 (0.4762) loss_class_dn: 0.3992 (0.4064) loss_bbox_dn: 0.2720 (0.3040) loss_giou_dn: 0.5033 (0.4858) loss_class_dn_0: 0.4805 (0.4899) loss_bbox_dn_0: 0.3730 (0.4078) loss_giou_dn_0: 0.5954 (0.6180) loss_class_dn_1: 0.4301 (0.4338) loss_bbox_dn_1: 0.3021 (0.3273) loss_giou_dn_1: 0.5175 (0.5152) loss_class_dn_2: 0.4075 (0.4132) loss_bbox_dn_2: 0.2754 (0.3079) loss_giou_dn_2: 0.5036 (0.4918) loss_class_dn_3: 0.3998 (0.4072) loss_bbox_dn_3: 0.2720 (0.3048) loss_giou_dn_3: 0.5048 (0.4869) loss_class_dn_4: 0.3969 (0.4056) loss_bbox_dn_4: 0.2720 (0.3040) loss_giou_dn_4: 0.5032 (0.4857) loss_class_hybrid: 0.7194 (0.7997) loss_bbox_hybrid: 0.2279 (0.2070) loss_giou_hybrid: 0.4437 (0.4470) loss_class_0_hybrid: 0.8183 (0.8715) loss_bbox_0_hybrid: 0.2381 (0.2167) loss_giou_0_hybrid: 0.4550 (0.4666) loss_class_1_hybrid: 0.7378 (0.8283) loss_bbox_1_hybrid: 0.2306 (0.2108) loss_giou_1_hybrid: 0.4491 (0.4545) loss_class_2_hybrid: 0.7379 (0.8131) loss_bbox_2_hybrid: 0.2276 (0.2072) loss_giou_2_hybrid: 0.4450 (0.4488) loss_class_3_hybrid: 0.7241 (0.8032) loss_bbox_3_hybrid: 0.2283 (0.2070) loss_giou_3_hybrid: 0.4494 (0.4474) loss_class_4_hybrid: 0.7301 (0.7997) loss_bbox_4_hybrid: 0.2283 (0.2070) loss_giou_4_hybrid: 0.4488 (0.4472) loss_class_enc_hybrid: 0.7918 (0.8236) loss_bbox_enc_hybrid: 0.2539 (0.2612) loss_giou_enc_hybrid: 0.5178 (0.5336) mem: 1015 max mem: 36965 [2024-01-15 05:03:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:04:13 det.util.engine] INFO: Epoch: [4] [8150/11727] eta: 1:04:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.1122 loss: 28.3162 (28.5020) loss_class: 0.7290 (0.8005) loss_bbox: 0.1774 (0.1913) loss_giou: 0.4598 (0.4127) loss_class_0: 0.9743 (1.0103) loss_bbox_0: 0.1788 (0.1898) loss_giou_0: 0.4576 (0.4167) loss_class_1: 0.8173 (0.8775) loss_bbox_1: 0.1853 (0.1914) loss_giou_1: 0.4605 (0.4154) loss_class_2: 0.7925 (0.8342) loss_bbox_2: 0.1810 (0.1898) loss_giou_2: 0.4561 (0.4130) loss_class_3: 0.7636 (0.8124) loss_bbox_3: 0.1767 (0.1904) loss_giou_3: 0.4614 (0.4122) loss_class_4: 0.7356 (0.8026) loss_bbox_4: 0.1772 (0.1909) loss_giou_4: 0.4591 (0.4127) loss_class_enc: 0.8798 (0.9364) loss_bbox_enc: 0.2235 (0.2304) loss_giou_enc: 0.5057 (0.4762) loss_class_dn: 0.4070 (0.4064) loss_bbox_dn: 0.2460 (0.3039) loss_giou_dn: 0.5038 (0.4858) loss_class_dn_0: 0.4810 (0.4899) loss_bbox_dn_0: 0.3367 (0.4077) loss_giou_dn_0: 0.6227 (0.6180) loss_class_dn_1: 0.4331 (0.4338) loss_bbox_dn_1: 0.2556 (0.3272) loss_giou_dn_1: 0.5320 (0.5152) loss_class_dn_2: 0.4147 (0.4132) loss_bbox_dn_2: 0.2473 (0.3078) loss_giou_dn_2: 0.5096 (0.4918) loss_class_dn_3: 0.4074 (0.4072) loss_bbox_dn_3: 0.2470 (0.3047) loss_giou_dn_3: 0.5042 (0.4869) loss_class_dn_4: 0.4062 (0.4056) loss_bbox_dn_4: 0.2460 (0.3039) loss_giou_dn_4: 0.5033 (0.4857) loss_class_hybrid: 0.7529 (0.7996) loss_bbox_hybrid: 0.1934 (0.2070) loss_giou_hybrid: 0.4868 (0.4470) loss_class_0_hybrid: 0.8388 (0.8714) loss_bbox_0_hybrid: 0.1985 (0.2167) loss_giou_0_hybrid: 0.5019 (0.4666) loss_class_1_hybrid: 0.7815 (0.8283) loss_bbox_1_hybrid: 0.1984 (0.2108) loss_giou_1_hybrid: 0.4928 (0.4545) loss_class_2_hybrid: 0.7662 (0.8130) loss_bbox_2_hybrid: 0.1945 (0.2072) loss_giou_2_hybrid: 0.4861 (0.4489) loss_class_3_hybrid: 0.7712 (0.8032) loss_bbox_3_hybrid: 0.1961 (0.2070) loss_giou_3_hybrid: 0.4872 (0.4474) loss_class_4_hybrid: 0.7491 (0.7996) loss_bbox_4_hybrid: 0.1936 (0.2070) loss_giou_4_hybrid: 0.4874 (0.4472) loss_class_enc_hybrid: 0.7778 (0.8235) loss_bbox_enc_hybrid: 0.2515 (0.2612) loss_giou_enc_hybrid: 0.5653 (0.5337) mem: 1018 max mem: 36965 [2024-01-15 05:04:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:05:07 det.util.engine] INFO: Epoch: [4] [8200/11727] eta: 1:03:58 lr: 0.000100 data_time: 0.0037 iter_time: 1.1137 loss: 27.7349 (28.4991) loss_class: 0.7782 (0.8004) loss_bbox: 0.1728 (0.1912) loss_giou: 0.4239 (0.4128) loss_class_0: 0.9978 (1.0101) loss_bbox_0: 0.1529 (0.1897) loss_giou_0: 0.4218 (0.4168) loss_class_1: 0.8872 (0.8774) loss_bbox_1: 0.1677 (0.1913) loss_giou_1: 0.4239 (0.4155) loss_class_2: 0.8321 (0.8341) loss_bbox_2: 0.1655 (0.1897) loss_giou_2: 0.4195 (0.4131) loss_class_3: 0.8084 (0.8124) loss_bbox_3: 0.1718 (0.1903) loss_giou_3: 0.4210 (0.4124) loss_class_4: 0.7879 (0.8026) loss_bbox_4: 0.1728 (0.1908) loss_giou_4: 0.4201 (0.4128) loss_class_enc: 0.8936 (0.9362) loss_bbox_enc: 0.1881 (0.2303) loss_giou_enc: 0.4654 (0.4763) loss_class_dn: 0.4102 (0.4064) loss_bbox_dn: 0.2518 (0.3037) loss_giou_dn: 0.5164 (0.4858) loss_class_dn_0: 0.4820 (0.4898) loss_bbox_dn_0: 0.3111 (0.4074) loss_giou_dn_0: 0.6432 (0.6180) loss_class_dn_1: 0.4306 (0.4338) loss_bbox_dn_1: 0.2697 (0.3270) loss_giou_dn_1: 0.5454 (0.5152) loss_class_dn_2: 0.4074 (0.4131) loss_bbox_dn_2: 0.2549 (0.3075) loss_giou_dn_2: 0.5250 (0.4918) loss_class_dn_3: 0.4084 (0.4072) loss_bbox_dn_3: 0.2527 (0.3044) loss_giou_dn_3: 0.5176 (0.4869) loss_class_dn_4: 0.4042 (0.4056) loss_bbox_dn_4: 0.2518 (0.3037) loss_giou_dn_4: 0.5164 (0.4857) loss_class_hybrid: 0.7579 (0.7995) loss_bbox_hybrid: 0.1783 (0.2069) loss_giou_hybrid: 0.4677 (0.4471) loss_class_0_hybrid: 0.8272 (0.8712) loss_bbox_0_hybrid: 0.1870 (0.2166) loss_giou_0_hybrid: 0.4866 (0.4667) loss_class_1_hybrid: 0.8069 (0.8281) loss_bbox_1_hybrid: 0.1793 (0.2107) loss_giou_1_hybrid: 0.4628 (0.4546) loss_class_2_hybrid: 0.7629 (0.8129) loss_bbox_2_hybrid: 0.1764 (0.2071) loss_giou_2_hybrid: 0.4685 (0.4490) loss_class_3_hybrid: 0.7518 (0.8030) loss_bbox_3_hybrid: 0.1795 (0.2069) loss_giou_3_hybrid: 0.4600 (0.4476) loss_class_4_hybrid: 0.7671 (0.7995) loss_bbox_4_hybrid: 0.1749 (0.2069) loss_giou_4_hybrid: 0.4636 (0.4473) loss_class_enc_hybrid: 0.7872 (0.8233) loss_bbox_enc_hybrid: 0.2321 (0.2611) loss_giou_enc_hybrid: 0.5437 (0.5338) mem: 1034 max mem: 36965 [2024-01-15 05:05:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:06:01 det.util.engine] INFO: Epoch: [4] [8250/11727] eta: 1:03:04 lr: 0.000100 data_time: 0.0031 iter_time: 1.0663 loss: 28.2512 (28.4974) loss_class: 0.7932 (0.8004) loss_bbox: 0.1721 (0.1912) loss_giou: 0.4012 (0.4128) loss_class_0: 1.0065 (1.0101) loss_bbox_0: 0.1872 (0.1897) loss_giou_0: 0.4198 (0.4167) loss_class_1: 0.8938 (0.8774) loss_bbox_1: 0.1788 (0.1913) loss_giou_1: 0.3930 (0.4155) loss_class_2: 0.8360 (0.8341) loss_bbox_2: 0.1720 (0.1897) loss_giou_2: 0.3948 (0.4131) loss_class_3: 0.8145 (0.8123) loss_bbox_3: 0.1701 (0.1903) loss_giou_3: 0.3960 (0.4123) loss_class_4: 0.7736 (0.8025) loss_bbox_4: 0.1768 (0.1908) loss_giou_4: 0.3943 (0.4128) loss_class_enc: 0.9137 (0.9361) loss_bbox_enc: 0.2196 (0.2303) loss_giou_enc: 0.4628 (0.4762) loss_class_dn: 0.3971 (0.4064) loss_bbox_dn: 0.2886 (0.3037) loss_giou_dn: 0.4752 (0.4858) loss_class_dn_0: 0.4790 (0.4898) loss_bbox_dn_0: 0.4015 (0.4075) loss_giou_dn_0: 0.6060 (0.6180) loss_class_dn_1: 0.4205 (0.4338) loss_bbox_dn_1: 0.3110 (0.3270) loss_giou_dn_1: 0.5099 (0.5151) loss_class_dn_2: 0.4035 (0.4131) loss_bbox_dn_2: 0.2920 (0.3075) loss_giou_dn_2: 0.4815 (0.4917) loss_class_dn_3: 0.4011 (0.4071) loss_bbox_dn_3: 0.2900 (0.3044) loss_giou_dn_3: 0.4764 (0.4868) loss_class_dn_4: 0.3968 (0.4055) loss_bbox_dn_4: 0.2887 (0.3037) loss_giou_dn_4: 0.4752 (0.4857) loss_class_hybrid: 0.7863 (0.7995) loss_bbox_hybrid: 0.1926 (0.2069) loss_giou_hybrid: 0.4313 (0.4471) loss_class_0_hybrid: 0.8745 (0.8712) loss_bbox_0_hybrid: 0.2102 (0.2166) loss_giou_0_hybrid: 0.4447 (0.4667) loss_class_1_hybrid: 0.8365 (0.8280) loss_bbox_1_hybrid: 0.1957 (0.2107) loss_giou_1_hybrid: 0.4395 (0.4546) loss_class_2_hybrid: 0.8098 (0.8128) loss_bbox_2_hybrid: 0.1910 (0.2071) loss_giou_2_hybrid: 0.4345 (0.4490) loss_class_3_hybrid: 0.8068 (0.8030) loss_bbox_3_hybrid: 0.1900 (0.2069) loss_giou_3_hybrid: 0.4314 (0.4475) loss_class_4_hybrid: 0.7859 (0.7995) loss_bbox_4_hybrid: 0.1910 (0.2069) loss_giou_4_hybrid: 0.4316 (0.4473) loss_class_enc_hybrid: 0.8131 (0.8233) loss_bbox_enc_hybrid: 0.2460 (0.2611) loss_giou_enc_hybrid: 0.5256 (0.5337) mem: 1018 max mem: 36965 [2024-01-15 05:06:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:06:56 det.util.engine] INFO: Epoch: [4] [8300/11727] eta: 1:02:10 lr: 0.000100 data_time: 0.0034 iter_time: 1.1030 loss: 28.0035 (28.4950) loss_class: 0.8378 (0.8005) loss_bbox: 0.1851 (0.1912) loss_giou: 0.3933 (0.4127) loss_class_0: 1.0082 (1.0102) loss_bbox_0: 0.1768 (0.1897) loss_giou_0: 0.4053 (0.4166) loss_class_1: 0.8930 (0.8775) loss_bbox_1: 0.1839 (0.1913) loss_giou_1: 0.3931 (0.4153) loss_class_2: 0.8483 (0.8342) loss_bbox_2: 0.1845 (0.1897) loss_giou_2: 0.3880 (0.4129) loss_class_3: 0.8485 (0.8124) loss_bbox_3: 0.1847 (0.1903) loss_giou_3: 0.3912 (0.4122) loss_class_4: 0.8388 (0.8026) loss_bbox_4: 0.1851 (0.1908) loss_giou_4: 0.3789 (0.4126) loss_class_enc: 0.9179 (0.9361) loss_bbox_enc: 0.2210 (0.2302) loss_giou_enc: 0.4542 (0.4761) loss_class_dn: 0.4003 (0.4064) loss_bbox_dn: 0.3260 (0.3037) loss_giou_dn: 0.4546 (0.4857) loss_class_dn_0: 0.4800 (0.4898) loss_bbox_dn_0: 0.4341 (0.4075) loss_giou_dn_0: 0.6060 (0.6179) loss_class_dn_1: 0.4274 (0.4338) loss_bbox_dn_1: 0.3596 (0.3270) loss_giou_dn_1: 0.4883 (0.5150) loss_class_dn_2: 0.4087 (0.4131) loss_bbox_dn_2: 0.3332 (0.3075) loss_giou_dn_2: 0.4601 (0.4916) loss_class_dn_3: 0.4022 (0.4071) loss_bbox_dn_3: 0.3273 (0.3044) loss_giou_dn_3: 0.4566 (0.4867) loss_class_dn_4: 0.4007 (0.4055) loss_bbox_dn_4: 0.3261 (0.3037) loss_giou_dn_4: 0.4546 (0.4855) loss_class_hybrid: 0.8198 (0.7995) loss_bbox_hybrid: 0.2068 (0.2068) loss_giou_hybrid: 0.4136 (0.4469) loss_class_0_hybrid: 0.8893 (0.8713) loss_bbox_0_hybrid: 0.2100 (0.2166) loss_giou_0_hybrid: 0.4341 (0.4665) loss_class_1_hybrid: 0.8428 (0.8281) loss_bbox_1_hybrid: 0.2086 (0.2107) loss_giou_1_hybrid: 0.4215 (0.4544) loss_class_2_hybrid: 0.8179 (0.8128) loss_bbox_2_hybrid: 0.2011 (0.2071) loss_giou_2_hybrid: 0.4189 (0.4488) loss_class_3_hybrid: 0.8095 (0.8030) loss_bbox_3_hybrid: 0.1993 (0.2069) loss_giou_3_hybrid: 0.4149 (0.4474) loss_class_4_hybrid: 0.8048 (0.7995) loss_bbox_4_hybrid: 0.2058 (0.2068) loss_giou_4_hybrid: 0.4134 (0.4471) loss_class_enc_hybrid: 0.8579 (0.8234) loss_bbox_enc_hybrid: 0.2487 (0.2610) loss_giou_enc_hybrid: 0.5007 (0.5336) mem: 1024 max mem: 36965 [2024-01-15 05:06:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:07:51 det.util.engine] INFO: Epoch: [4] [8350/11727] eta: 1:01:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0962 loss: 28.5988 (28.4954) loss_class: 0.8026 (0.8005) loss_bbox: 0.1906 (0.1912) loss_giou: 0.3857 (0.4127) loss_class_0: 1.0059 (1.0101) loss_bbox_0: 0.1893 (0.1897) loss_giou_0: 0.3842 (0.4166) loss_class_1: 0.8869 (0.8775) loss_bbox_1: 0.1833 (0.1913) loss_giou_1: 0.3867 (0.4153) loss_class_2: 0.8299 (0.8342) loss_bbox_2: 0.1850 (0.1897) loss_giou_2: 0.3828 (0.4129) loss_class_3: 0.8198 (0.8123) loss_bbox_3: 0.1893 (0.1903) loss_giou_3: 0.3887 (0.4122) loss_class_4: 0.7997 (0.8026) loss_bbox_4: 0.1910 (0.1908) loss_giou_4: 0.3883 (0.4126) loss_class_enc: 0.9384 (0.9361) loss_bbox_enc: 0.2214 (0.2302) loss_giou_enc: 0.4348 (0.4761) loss_class_dn: 0.4000 (0.4064) loss_bbox_dn: 0.3102 (0.3037) loss_giou_dn: 0.4598 (0.4857) loss_class_dn_0: 0.4842 (0.4898) loss_bbox_dn_0: 0.3972 (0.4075) loss_giou_dn_0: 0.6089 (0.6179) loss_class_dn_1: 0.4309 (0.4338) loss_bbox_dn_1: 0.3257 (0.3270) loss_giou_dn_1: 0.4852 (0.5150) loss_class_dn_2: 0.4039 (0.4131) loss_bbox_dn_2: 0.3108 (0.3075) loss_giou_dn_2: 0.4629 (0.4916) loss_class_dn_3: 0.4011 (0.4071) loss_bbox_dn_3: 0.3114 (0.3044) loss_giou_dn_3: 0.4607 (0.4867) loss_class_dn_4: 0.3984 (0.4055) loss_bbox_dn_4: 0.3102 (0.3037) loss_giou_dn_4: 0.4599 (0.4855) loss_class_hybrid: 0.7851 (0.7995) loss_bbox_hybrid: 0.2048 (0.2069) loss_giou_hybrid: 0.4110 (0.4469) loss_class_0_hybrid: 0.8465 (0.8713) loss_bbox_0_hybrid: 0.2119 (0.2166) loss_giou_0_hybrid: 0.4256 (0.4665) loss_class_1_hybrid: 0.8168 (0.8280) loss_bbox_1_hybrid: 0.2138 (0.2107) loss_giou_1_hybrid: 0.4198 (0.4544) loss_class_2_hybrid: 0.7956 (0.8128) loss_bbox_2_hybrid: 0.2079 (0.2072) loss_giou_2_hybrid: 0.4166 (0.4488) loss_class_3_hybrid: 0.7823 (0.8030) loss_bbox_3_hybrid: 0.2113 (0.2069) loss_giou_3_hybrid: 0.4125 (0.4474) loss_class_4_hybrid: 0.7840 (0.7995) loss_bbox_4_hybrid: 0.2097 (0.2069) loss_giou_4_hybrid: 0.4109 (0.4472) loss_class_enc_hybrid: 0.8154 (0.8234) loss_bbox_enc_hybrid: 0.2605 (0.2611) loss_giou_enc_hybrid: 0.4988 (0.5335) mem: 1027 max mem: 36965 [2024-01-15 05:07:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:08:46 det.util.engine] INFO: Epoch: [4] [8400/11727] eta: 1:00:21 lr: 0.000100 data_time: 0.0033 iter_time: 1.0903 loss: 27.2084 (28.4926) loss_class: 0.7320 (0.8003) loss_bbox: 0.1750 (0.1912) loss_giou: 0.4275 (0.4128) loss_class_0: 0.9668 (1.0100) loss_bbox_0: 0.1801 (0.1897) loss_giou_0: 0.4097 (0.4167) loss_class_1: 0.8181 (0.8772) loss_bbox_1: 0.1709 (0.1913) loss_giou_1: 0.4191 (0.4154) loss_class_2: 0.8031 (0.8340) loss_bbox_2: 0.1656 (0.1897) loss_giou_2: 0.4123 (0.4130) loss_class_3: 0.7655 (0.8122) loss_bbox_3: 0.1731 (0.1903) loss_giou_3: 0.4188 (0.4123) loss_class_4: 0.7417 (0.8025) loss_bbox_4: 0.1763 (0.1908) loss_giou_4: 0.4241 (0.4127) loss_class_enc: 0.8794 (0.9359) loss_bbox_enc: 0.2097 (0.2302) loss_giou_enc: 0.4750 (0.4762) loss_class_dn: 0.3956 (0.4063) loss_bbox_dn: 0.2532 (0.3035) loss_giou_dn: 0.4869 (0.4857) loss_class_dn_0: 0.4832 (0.4898) loss_bbox_dn_0: 0.3514 (0.4073) loss_giou_dn_0: 0.6222 (0.6179) loss_class_dn_1: 0.4278 (0.4337) loss_bbox_dn_1: 0.2680 (0.3268) loss_giou_dn_1: 0.5143 (0.5150) loss_class_dn_2: 0.4067 (0.4131) loss_bbox_dn_2: 0.2556 (0.3074) loss_giou_dn_2: 0.4949 (0.4917) loss_class_dn_3: 0.3982 (0.4071) loss_bbox_dn_3: 0.2552 (0.3043) loss_giou_dn_3: 0.4878 (0.4868) loss_class_dn_4: 0.3996 (0.4055) loss_bbox_dn_4: 0.2532 (0.3035) loss_giou_dn_4: 0.4868 (0.4856) loss_class_hybrid: 0.7761 (0.7994) loss_bbox_hybrid: 0.1898 (0.2068) loss_giou_hybrid: 0.4457 (0.4470) loss_class_0_hybrid: 0.8050 (0.8711) loss_bbox_0_hybrid: 0.1946 (0.2166) loss_giou_0_hybrid: 0.4593 (0.4666) loss_class_1_hybrid: 0.7650 (0.8278) loss_bbox_1_hybrid: 0.1941 (0.2107) loss_giou_1_hybrid: 0.4512 (0.4545) loss_class_2_hybrid: 0.7725 (0.8126) loss_bbox_2_hybrid: 0.1882 (0.2071) loss_giou_2_hybrid: 0.4481 (0.4489) loss_class_3_hybrid: 0.7774 (0.8028) loss_bbox_3_hybrid: 0.1874 (0.2069) loss_giou_3_hybrid: 0.4457 (0.4475) loss_class_4_hybrid: 0.7718 (0.7993) loss_bbox_4_hybrid: 0.1904 (0.2068) loss_giou_4_hybrid: 0.4454 (0.4472) loss_class_enc_hybrid: 0.7789 (0.8232) loss_bbox_enc_hybrid: 0.2354 (0.2610) loss_giou_enc_hybrid: 0.5298 (0.5336) mem: 1026 max mem: 36965 [2024-01-15 05:08:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:09:42 det.util.engine] INFO: Epoch: [4] [8450/11727] eta: 0:59:27 lr: 0.000100 data_time: 0.0032 iter_time: 1.1015 loss: 28.2791 (28.4907) loss_class: 0.8178 (0.8004) loss_bbox: 0.2049 (0.1912) loss_giou: 0.4038 (0.4126) loss_class_0: 1.0157 (1.0100) loss_bbox_0: 0.1942 (0.1897) loss_giou_0: 0.4040 (0.4166) loss_class_1: 0.9099 (0.8772) loss_bbox_1: 0.2007 (0.1913) loss_giou_1: 0.4082 (0.4153) loss_class_2: 0.8548 (0.8341) loss_bbox_2: 0.2031 (0.1897) loss_giou_2: 0.4042 (0.4129) loss_class_3: 0.8234 (0.8122) loss_bbox_3: 0.2045 (0.1903) loss_giou_3: 0.3995 (0.4122) loss_class_4: 0.8319 (0.8025) loss_bbox_4: 0.1954 (0.1908) loss_giou_4: 0.4010 (0.4126) loss_class_enc: 0.9215 (0.9359) loss_bbox_enc: 0.2263 (0.2302) loss_giou_enc: 0.4705 (0.4761) loss_class_dn: 0.4107 (0.4063) loss_bbox_dn: 0.3032 (0.3036) loss_giou_dn: 0.4742 (0.4856) loss_class_dn_0: 0.4891 (0.4898) loss_bbox_dn_0: 0.3902 (0.4073) loss_giou_dn_0: 0.5900 (0.6177) loss_class_dn_1: 0.4344 (0.4337) loss_bbox_dn_1: 0.3197 (0.3269) loss_giou_dn_1: 0.5068 (0.5149) loss_class_dn_2: 0.4149 (0.4130) loss_bbox_dn_2: 0.3006 (0.3074) loss_giou_dn_2: 0.4866 (0.4916) loss_class_dn_3: 0.4081 (0.4071) loss_bbox_dn_3: 0.3026 (0.3043) loss_giou_dn_3: 0.4756 (0.4866) loss_class_dn_4: 0.4074 (0.4055) loss_bbox_dn_4: 0.3033 (0.3035) loss_giou_dn_4: 0.4741 (0.4855) loss_class_hybrid: 0.8241 (0.7994) loss_bbox_hybrid: 0.2101 (0.2068) loss_giou_hybrid: 0.4266 (0.4469) loss_class_0_hybrid: 0.8963 (0.8711) loss_bbox_0_hybrid: 0.2228 (0.2165) loss_giou_0_hybrid: 0.4430 (0.4664) loss_class_1_hybrid: 0.8595 (0.8279) loss_bbox_1_hybrid: 0.2173 (0.2107) loss_giou_1_hybrid: 0.4279 (0.4544) loss_class_2_hybrid: 0.8437 (0.8127) loss_bbox_2_hybrid: 0.2128 (0.2071) loss_giou_2_hybrid: 0.4286 (0.4488) loss_class_3_hybrid: 0.8317 (0.8029) loss_bbox_3_hybrid: 0.2110 (0.2068) loss_giou_3_hybrid: 0.4298 (0.4473) loss_class_4_hybrid: 0.8270 (0.7994) loss_bbox_4_hybrid: 0.2102 (0.2068) loss_giou_4_hybrid: 0.4354 (0.4471) loss_class_enc_hybrid: 0.8329 (0.8232) loss_bbox_enc_hybrid: 0.2613 (0.2610) loss_giou_enc_hybrid: 0.5109 (0.5335) mem: 1032 max mem: 36965 [2024-01-15 05:09:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:10:38 det.util.engine] INFO: Epoch: [4] [8500/11727] eta: 0:58:33 lr: 0.000100 data_time: 0.0032 iter_time: 1.1227 loss: 27.5743 (28.4897) loss_class: 0.8028 (0.8004) loss_bbox: 0.1785 (0.1912) loss_giou: 0.4164 (0.4127) loss_class_0: 0.9638 (1.0098) loss_bbox_0: 0.1809 (0.1897) loss_giou_0: 0.4229 (0.4167) loss_class_1: 0.8610 (0.8771) loss_bbox_1: 0.1747 (0.1913) loss_giou_1: 0.4146 (0.4154) loss_class_2: 0.8306 (0.8340) loss_bbox_2: 0.1702 (0.1897) loss_giou_2: 0.4141 (0.4130) loss_class_3: 0.8139 (0.8122) loss_bbox_3: 0.1762 (0.1903) loss_giou_3: 0.4087 (0.4122) loss_class_4: 0.8035 (0.8025) loss_bbox_4: 0.1800 (0.1908) loss_giou_4: 0.4165 (0.4127) loss_class_enc: 0.9172 (0.9357) loss_bbox_enc: 0.2057 (0.2302) loss_giou_enc: 0.4742 (0.4762) loss_class_dn: 0.3938 (0.4063) loss_bbox_dn: 0.2404 (0.3034) loss_giou_dn: 0.4731 (0.4856) loss_class_dn_0: 0.4819 (0.4898) loss_bbox_dn_0: 0.3331 (0.4072) loss_giou_dn_0: 0.6067 (0.6177) loss_class_dn_1: 0.4235 (0.4337) loss_bbox_dn_1: 0.2554 (0.3267) loss_giou_dn_1: 0.5051 (0.5149) loss_class_dn_2: 0.4028 (0.4130) loss_bbox_dn_2: 0.2396 (0.3073) loss_giou_dn_2: 0.4779 (0.4916) loss_class_dn_3: 0.3962 (0.4070) loss_bbox_dn_3: 0.2402 (0.3042) loss_giou_dn_3: 0.4743 (0.4867) loss_class_dn_4: 0.3917 (0.4054) loss_bbox_dn_4: 0.2403 (0.3034) loss_giou_dn_4: 0.4731 (0.4855) loss_class_hybrid: 0.7876 (0.7994) loss_bbox_hybrid: 0.1887 (0.2068) loss_giou_hybrid: 0.4505 (0.4469) loss_class_0_hybrid: 0.8521 (0.8711) loss_bbox_0_hybrid: 0.2010 (0.2165) loss_giou_0_hybrid: 0.4832 (0.4665) loss_class_1_hybrid: 0.8237 (0.8278) loss_bbox_1_hybrid: 0.1939 (0.2107) loss_giou_1_hybrid: 0.4579 (0.4545) loss_class_2_hybrid: 0.7973 (0.8126) loss_bbox_2_hybrid: 0.1964 (0.2071) loss_giou_2_hybrid: 0.4520 (0.4488) loss_class_3_hybrid: 0.7853 (0.8028) loss_bbox_3_hybrid: 0.1928 (0.2068) loss_giou_3_hybrid: 0.4470 (0.4474) loss_class_4_hybrid: 0.7842 (0.7993) loss_bbox_4_hybrid: 0.1936 (0.2068) loss_giou_4_hybrid: 0.4500 (0.4472) loss_class_enc_hybrid: 0.8113 (0.8232) loss_bbox_enc_hybrid: 0.2308 (0.2609) loss_giou_enc_hybrid: 0.5232 (0.5335) mem: 1017 max mem: 36965 [2024-01-15 05:10:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:11:32 det.util.engine] INFO: Epoch: [4] [8550/11727] eta: 0:57:39 lr: 0.000100 data_time: 0.0030 iter_time: 1.0725 loss: 28.9605 (28.4884) loss_class: 0.7890 (0.8003) loss_bbox: 0.1785 (0.1912) loss_giou: 0.4085 (0.4127) loss_class_0: 0.9690 (1.0097) loss_bbox_0: 0.1680 (0.1896) loss_giou_0: 0.4041 (0.4167) loss_class_1: 0.8270 (0.8769) loss_bbox_1: 0.1788 (0.1913) loss_giou_1: 0.4095 (0.4155) loss_class_2: 0.7834 (0.8339) loss_bbox_2: 0.1818 (0.1897) loss_giou_2: 0.4043 (0.4130) loss_class_3: 0.7986 (0.8122) loss_bbox_3: 0.1841 (0.1903) loss_giou_3: 0.4049 (0.4122) loss_class_4: 0.7729 (0.8024) loss_bbox_4: 0.1785 (0.1908) loss_giou_4: 0.4045 (0.4127) loss_class_enc: 0.9350 (0.9357) loss_bbox_enc: 0.2100 (0.2301) loss_giou_enc: 0.4595 (0.4761) loss_class_dn: 0.4024 (0.4063) loss_bbox_dn: 0.3017 (0.3034) loss_giou_dn: 0.5087 (0.4856) loss_class_dn_0: 0.4821 (0.4897) loss_bbox_dn_0: 0.3864 (0.4072) loss_giou_dn_0: 0.6371 (0.6178) loss_class_dn_1: 0.4290 (0.4336) loss_bbox_dn_1: 0.3261 (0.3267) loss_giou_dn_1: 0.5386 (0.5149) loss_class_dn_2: 0.4116 (0.4130) loss_bbox_dn_2: 0.3032 (0.3073) loss_giou_dn_2: 0.5171 (0.4916) loss_class_dn_3: 0.4036 (0.4070) loss_bbox_dn_3: 0.3016 (0.3042) loss_giou_dn_3: 0.5103 (0.4867) loss_class_dn_4: 0.4022 (0.4054) loss_bbox_dn_4: 0.3017 (0.3034) loss_giou_dn_4: 0.5086 (0.4855) loss_class_hybrid: 0.7850 (0.7994) loss_bbox_hybrid: 0.1985 (0.2068) loss_giou_hybrid: 0.4247 (0.4469) loss_class_0_hybrid: 0.8445 (0.8710) loss_bbox_0_hybrid: 0.2033 (0.2165) loss_giou_0_hybrid: 0.4318 (0.4665) loss_class_1_hybrid: 0.7971 (0.8278) loss_bbox_1_hybrid: 0.2022 (0.2106) loss_giou_1_hybrid: 0.4295 (0.4545) loss_class_2_hybrid: 0.7951 (0.8126) loss_bbox_2_hybrid: 0.1976 (0.2070) loss_giou_2_hybrid: 0.4312 (0.4488) loss_class_3_hybrid: 0.7935 (0.8028) loss_bbox_3_hybrid: 0.1970 (0.2068) loss_giou_3_hybrid: 0.4253 (0.4474) loss_class_4_hybrid: 0.7788 (0.7993) loss_bbox_4_hybrid: 0.1981 (0.2068) loss_giou_4_hybrid: 0.4254 (0.4472) loss_class_enc_hybrid: 0.8158 (0.8232) loss_bbox_enc_hybrid: 0.2392 (0.2609) loss_giou_enc_hybrid: 0.5116 (0.5335) mem: 1016 max mem: 36965 [2024-01-15 05:11:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:12:27 det.util.engine] INFO: Epoch: [4] [8600/11727] eta: 0:56:45 lr: 0.000100 data_time: 0.0029 iter_time: 1.1100 loss: 27.6940 (28.4878) loss_class: 0.7854 (0.8003) loss_bbox: 0.1686 (0.1911) loss_giou: 0.4362 (0.4127) loss_class_0: 0.9700 (1.0096) loss_bbox_0: 0.1661 (0.1896) loss_giou_0: 0.4413 (0.4167) loss_class_1: 0.8483 (0.8769) loss_bbox_1: 0.1751 (0.1913) loss_giou_1: 0.4370 (0.4155) loss_class_2: 0.7732 (0.8338) loss_bbox_2: 0.1708 (0.1896) loss_giou_2: 0.4383 (0.4130) loss_class_3: 0.7987 (0.8122) loss_bbox_3: 0.1692 (0.1902) loss_giou_3: 0.4327 (0.4123) loss_class_4: 0.7865 (0.8024) loss_bbox_4: 0.1685 (0.1907) loss_giou_4: 0.4363 (0.4127) loss_class_enc: 0.9115 (0.9357) loss_bbox_enc: 0.1980 (0.2301) loss_giou_enc: 0.4935 (0.4762) loss_class_dn: 0.4084 (0.4063) loss_bbox_dn: 0.2479 (0.3034) loss_giou_dn: 0.4883 (0.4856) loss_class_dn_0: 0.4789 (0.4897) loss_bbox_dn_0: 0.3333 (0.4071) loss_giou_dn_0: 0.6197 (0.6178) loss_class_dn_1: 0.4353 (0.4336) loss_bbox_dn_1: 0.2685 (0.3266) loss_giou_dn_1: 0.5062 (0.5149) loss_class_dn_2: 0.4154 (0.4130) loss_bbox_dn_2: 0.2523 (0.3072) loss_giou_dn_2: 0.4901 (0.4916) loss_class_dn_3: 0.4122 (0.4070) loss_bbox_dn_3: 0.2491 (0.3041) loss_giou_dn_3: 0.4892 (0.4867) loss_class_dn_4: 0.4061 (0.4054) loss_bbox_dn_4: 0.2479 (0.3034) loss_giou_dn_4: 0.4880 (0.4855) loss_class_hybrid: 0.7645 (0.7993) loss_bbox_hybrid: 0.1847 (0.2068) loss_giou_hybrid: 0.4659 (0.4470) loss_class_0_hybrid: 0.8239 (0.8710) loss_bbox_0_hybrid: 0.1947 (0.2165) loss_giou_0_hybrid: 0.4919 (0.4666) loss_class_1_hybrid: 0.7863 (0.8277) loss_bbox_1_hybrid: 0.1862 (0.2106) loss_giou_1_hybrid: 0.4679 (0.4545) loss_class_2_hybrid: 0.7679 (0.8125) loss_bbox_2_hybrid: 0.1848 (0.2070) loss_giou_2_hybrid: 0.4624 (0.4489) loss_class_3_hybrid: 0.7613 (0.8028) loss_bbox_3_hybrid: 0.1846 (0.2068) loss_giou_3_hybrid: 0.4645 (0.4475) loss_class_4_hybrid: 0.7681 (0.7993) loss_bbox_4_hybrid: 0.1844 (0.2068) loss_giou_4_hybrid: 0.4658 (0.4472) loss_class_enc_hybrid: 0.8050 (0.8232) loss_bbox_enc_hybrid: 0.2370 (0.2609) loss_giou_enc_hybrid: 0.5615 (0.5336) mem: 1028 max mem: 36965 [2024-01-15 05:12:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:13:22 det.util.engine] INFO: Epoch: [4] [8650/11727] eta: 0:55:50 lr: 0.000100 data_time: 0.0035 iter_time: 1.1076 loss: 28.5526 (28.4842) loss_class: 0.7928 (0.8003) loss_bbox: 0.1925 (0.1911) loss_giou: 0.3427 (0.4126) loss_class_0: 1.0306 (1.0096) loss_bbox_0: 0.1967 (0.1896) loss_giou_0: 0.3634 (0.4166) loss_class_1: 0.8898 (0.8768) loss_bbox_1: 0.1772 (0.1912) loss_giou_1: 0.3525 (0.4154) loss_class_2: 0.8483 (0.8338) loss_bbox_2: 0.1932 (0.1896) loss_giou_2: 0.3498 (0.4129) loss_class_3: 0.8152 (0.8121) loss_bbox_3: 0.1939 (0.1902) loss_giou_3: 0.3478 (0.4121) loss_class_4: 0.8072 (0.8024) loss_bbox_4: 0.1926 (0.1907) loss_giou_4: 0.3516 (0.4125) loss_class_enc: 0.9288 (0.9357) loss_bbox_enc: 0.2279 (0.2301) loss_giou_enc: 0.4248 (0.4760) loss_class_dn: 0.3959 (0.4062) loss_bbox_dn: 0.3195 (0.3034) loss_giou_dn: 0.4643 (0.4855) loss_class_dn_0: 0.4888 (0.4897) loss_bbox_dn_0: 0.4260 (0.4071) loss_giou_dn_0: 0.5922 (0.6176) loss_class_dn_1: 0.4274 (0.4336) loss_bbox_dn_1: 0.3431 (0.3267) loss_giou_dn_1: 0.4974 (0.5148) loss_class_dn_2: 0.4055 (0.4129) loss_bbox_dn_2: 0.3230 (0.3072) loss_giou_dn_2: 0.4682 (0.4914) loss_class_dn_3: 0.3939 (0.4070) loss_bbox_dn_3: 0.3213 (0.3041) loss_giou_dn_3: 0.4669 (0.4865) loss_class_dn_4: 0.3956 (0.4054) loss_bbox_dn_4: 0.3195 (0.3034) loss_giou_dn_4: 0.4642 (0.4853) loss_class_hybrid: 0.8180 (0.7993) loss_bbox_hybrid: 0.1966 (0.2067) loss_giou_hybrid: 0.3588 (0.4468) loss_class_0_hybrid: 0.9360 (0.8710) loss_bbox_0_hybrid: 0.2082 (0.2165) loss_giou_0_hybrid: 0.3865 (0.4664) loss_class_1_hybrid: 0.8723 (0.8277) loss_bbox_1_hybrid: 0.2074 (0.2106) loss_giou_1_hybrid: 0.3674 (0.4543) loss_class_2_hybrid: 0.8639 (0.8125) loss_bbox_2_hybrid: 0.1981 (0.2070) loss_giou_2_hybrid: 0.3598 (0.4487) loss_class_3_hybrid: 0.8334 (0.8028) loss_bbox_3_hybrid: 0.2065 (0.2068) loss_giou_3_hybrid: 0.3666 (0.4473) loss_class_4_hybrid: 0.8165 (0.7993) loss_bbox_4_hybrid: 0.1994 (0.2067) loss_giou_4_hybrid: 0.3578 (0.4470) loss_class_enc_hybrid: 0.8838 (0.8232) loss_bbox_enc_hybrid: 0.2619 (0.2609) loss_giou_enc_hybrid: 0.4424 (0.5334) mem: 1022 max mem: 36965 [2024-01-15 05:13:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:14:18 det.util.engine] INFO: Epoch: [4] [8700/11727] eta: 0:54:56 lr: 0.000100 data_time: 0.0031 iter_time: 1.1570 loss: 28.7461 (28.4840) loss_class: 0.8217 (0.8003) loss_bbox: 0.1864 (0.1911) loss_giou: 0.4260 (0.4126) loss_class_0: 1.0325 (1.0095) loss_bbox_0: 0.1980 (0.1896) loss_giou_0: 0.4298 (0.4166) loss_class_1: 0.9055 (0.8768) loss_bbox_1: 0.1879 (0.1912) loss_giou_1: 0.4319 (0.4154) loss_class_2: 0.8404 (0.8337) loss_bbox_2: 0.1940 (0.1897) loss_giou_2: 0.4265 (0.4130) loss_class_3: 0.8121 (0.8121) loss_bbox_3: 0.1863 (0.1902) loss_giou_3: 0.4253 (0.4122) loss_class_4: 0.8203 (0.8024) loss_bbox_4: 0.1865 (0.1908) loss_giou_4: 0.4261 (0.4126) loss_class_enc: 0.9741 (0.9357) loss_bbox_enc: 0.2386 (0.2301) loss_giou_enc: 0.4827 (0.4760) loss_class_dn: 0.4061 (0.4062) loss_bbox_dn: 0.3045 (0.3033) loss_giou_dn: 0.4838 (0.4854) loss_class_dn_0: 0.4892 (0.4897) loss_bbox_dn_0: 0.3885 (0.4070) loss_giou_dn_0: 0.6281 (0.6176) loss_class_dn_1: 0.4360 (0.4336) loss_bbox_dn_1: 0.3279 (0.3266) loss_giou_dn_1: 0.5161 (0.5148) loss_class_dn_2: 0.4161 (0.4129) loss_bbox_dn_2: 0.3139 (0.3071) loss_giou_dn_2: 0.4900 (0.4914) loss_class_dn_3: 0.4099 (0.4070) loss_bbox_dn_3: 0.3091 (0.3040) loss_giou_dn_3: 0.4836 (0.4865) loss_class_dn_4: 0.4099 (0.4054) loss_bbox_dn_4: 0.3046 (0.3033) loss_giou_dn_4: 0.4837 (0.4853) loss_class_hybrid: 0.7978 (0.7993) loss_bbox_hybrid: 0.2049 (0.2067) loss_giou_hybrid: 0.4562 (0.4469) loss_class_0_hybrid: 0.8877 (0.8710) loss_bbox_0_hybrid: 0.2175 (0.2165) loss_giou_0_hybrid: 0.4747 (0.4664) loss_class_1_hybrid: 0.8551 (0.8278) loss_bbox_1_hybrid: 0.2102 (0.2106) loss_giou_1_hybrid: 0.4612 (0.4544) loss_class_2_hybrid: 0.8131 (0.8125) loss_bbox_2_hybrid: 0.2109 (0.2070) loss_giou_2_hybrid: 0.4553 (0.4488) loss_class_3_hybrid: 0.8323 (0.8028) loss_bbox_3_hybrid: 0.2049 (0.2068) loss_giou_3_hybrid: 0.4500 (0.4473) loss_class_4_hybrid: 0.8040 (0.7993) loss_bbox_4_hybrid: 0.2047 (0.2068) loss_giou_4_hybrid: 0.4501 (0.4471) loss_class_enc_hybrid: 0.8320 (0.8232) loss_bbox_enc_hybrid: 0.2542 (0.2609) loss_giou_enc_hybrid: 0.5460 (0.5334) mem: 1028 max mem: 36965 [2024-01-15 05:14:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:15:12 det.util.engine] INFO: Epoch: [4] [8750/11727] eta: 0:54:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.0756 loss: 27.9047 (28.4843) loss_class: 0.7697 (0.8003) loss_bbox: 0.1916 (0.1912) loss_giou: 0.3985 (0.4127) loss_class_0: 1.0128 (1.0096) loss_bbox_0: 0.1775 (0.1896) loss_giou_0: 0.3881 (0.4166) loss_class_1: 0.8874 (0.8769) loss_bbox_1: 0.1697 (0.1912) loss_giou_1: 0.3951 (0.4154) loss_class_2: 0.8075 (0.8337) loss_bbox_2: 0.1725 (0.1897) loss_giou_2: 0.3941 (0.4130) loss_class_3: 0.7938 (0.8122) loss_bbox_3: 0.1764 (0.1903) loss_giou_3: 0.3929 (0.4122) loss_class_4: 0.7828 (0.8024) loss_bbox_4: 0.1752 (0.1908) loss_giou_4: 0.3966 (0.4126) loss_class_enc: 0.9187 (0.9356) loss_bbox_enc: 0.2182 (0.2302) loss_giou_enc: 0.4616 (0.4760) loss_class_dn: 0.3880 (0.4062) loss_bbox_dn: 0.2637 (0.3032) loss_giou_dn: 0.4635 (0.4854) loss_class_dn_0: 0.4756 (0.4897) loss_bbox_dn_0: 0.3541 (0.4070) loss_giou_dn_0: 0.5904 (0.6175) loss_class_dn_1: 0.4189 (0.4336) loss_bbox_dn_1: 0.2857 (0.3265) loss_giou_dn_1: 0.4887 (0.5147) loss_class_dn_2: 0.3979 (0.4129) loss_bbox_dn_2: 0.2690 (0.3071) loss_giou_dn_2: 0.4640 (0.4913) loss_class_dn_3: 0.3874 (0.4069) loss_bbox_dn_3: 0.2645 (0.3040) loss_giou_dn_3: 0.4639 (0.4865) loss_class_dn_4: 0.3888 (0.4054) loss_bbox_dn_4: 0.2636 (0.3032) loss_giou_dn_4: 0.4634 (0.4853) loss_class_hybrid: 0.8003 (0.7994) loss_bbox_hybrid: 0.1857 (0.2067) loss_giou_hybrid: 0.4244 (0.4469) loss_class_0_hybrid: 0.8592 (0.8710) loss_bbox_0_hybrid: 0.1909 (0.2165) loss_giou_0_hybrid: 0.4303 (0.4664) loss_class_1_hybrid: 0.8431 (0.8278) loss_bbox_1_hybrid: 0.1900 (0.2106) loss_giou_1_hybrid: 0.4308 (0.4544) loss_class_2_hybrid: 0.8338 (0.8126) loss_bbox_2_hybrid: 0.1866 (0.2070) loss_giou_2_hybrid: 0.4278 (0.4488) loss_class_3_hybrid: 0.8179 (0.8028) loss_bbox_3_hybrid: 0.1865 (0.2068) loss_giou_3_hybrid: 0.4263 (0.4473) loss_class_4_hybrid: 0.8052 (0.7994) loss_bbox_4_hybrid: 0.1849 (0.2068) loss_giou_4_hybrid: 0.4279 (0.4471) loss_class_enc_hybrid: 0.8034 (0.8232) loss_bbox_enc_hybrid: 0.2383 (0.2608) loss_giou_enc_hybrid: 0.5053 (0.5334) mem: 1023 max mem: 36965 [2024-01-15 05:15:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:16:08 det.util.engine] INFO: Epoch: [4] [8800/11727] eta: 0:53:08 lr: 0.000100 data_time: 0.0034 iter_time: 1.1031 loss: 28.1837 (28.4823) loss_class: 0.8149 (0.8003) loss_bbox: 0.1897 (0.1912) loss_giou: 0.4037 (0.4126) loss_class_0: 1.0142 (1.0096) loss_bbox_0: 0.1924 (0.1896) loss_giou_0: 0.3905 (0.4165) loss_class_1: 0.8621 (0.8768) loss_bbox_1: 0.2047 (0.1912) loss_giou_1: 0.4083 (0.4153) loss_class_2: 0.8282 (0.8337) loss_bbox_2: 0.1791 (0.1897) loss_giou_2: 0.4028 (0.4129) loss_class_3: 0.8150 (0.8122) loss_bbox_3: 0.1841 (0.1903) loss_giou_3: 0.4057 (0.4121) loss_class_4: 0.8056 (0.8024) loss_bbox_4: 0.1897 (0.1908) loss_giou_4: 0.4035 (0.4125) loss_class_enc: 0.9009 (0.9356) loss_bbox_enc: 0.2391 (0.2302) loss_giou_enc: 0.4555 (0.4760) loss_class_dn: 0.4045 (0.4062) loss_bbox_dn: 0.3165 (0.3032) loss_giou_dn: 0.4784 (0.4853) loss_class_dn_0: 0.4889 (0.4897) loss_bbox_dn_0: 0.3948 (0.4069) loss_giou_dn_0: 0.5983 (0.6174) loss_class_dn_1: 0.4277 (0.4335) loss_bbox_dn_1: 0.3391 (0.3265) loss_giou_dn_1: 0.5025 (0.5146) loss_class_dn_2: 0.4051 (0.4129) loss_bbox_dn_2: 0.3218 (0.3070) loss_giou_dn_2: 0.4822 (0.4913) loss_class_dn_3: 0.4031 (0.4069) loss_bbox_dn_3: 0.3191 (0.3039) loss_giou_dn_3: 0.4801 (0.4864) loss_class_dn_4: 0.4013 (0.4053) loss_bbox_dn_4: 0.3165 (0.3032) loss_giou_dn_4: 0.4786 (0.4852) loss_class_hybrid: 0.7855 (0.7994) loss_bbox_hybrid: 0.2130 (0.2067) loss_giou_hybrid: 0.4408 (0.4468) loss_class_0_hybrid: 0.8683 (0.8711) loss_bbox_0_hybrid: 0.2228 (0.2165) loss_giou_0_hybrid: 0.4538 (0.4663) loss_class_1_hybrid: 0.8216 (0.8278) loss_bbox_1_hybrid: 0.2144 (0.2106) loss_giou_1_hybrid: 0.4435 (0.4543) loss_class_2_hybrid: 0.8036 (0.8126) loss_bbox_2_hybrid: 0.2095 (0.2070) loss_giou_2_hybrid: 0.4364 (0.4487) loss_class_3_hybrid: 0.7954 (0.8029) loss_bbox_3_hybrid: 0.2112 (0.2067) loss_giou_3_hybrid: 0.4402 (0.4472) loss_class_4_hybrid: 0.8036 (0.7994) loss_bbox_4_hybrid: 0.2085 (0.2067) loss_giou_4_hybrid: 0.4410 (0.4470) loss_class_enc_hybrid: 0.8238 (0.8232) loss_bbox_enc_hybrid: 0.2707 (0.2608) loss_giou_enc_hybrid: 0.5212 (0.5333) mem: 1021 max mem: 36965 [2024-01-15 05:16:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:17:03 det.util.engine] INFO: Epoch: [4] [8850/11727] eta: 0:52:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.1419 loss: 27.7025 (28.4801) loss_class: 0.8058 (0.8004) loss_bbox: 0.1667 (0.1911) loss_giou: 0.3826 (0.4126) loss_class_0: 1.0014 (1.0095) loss_bbox_0: 0.1794 (0.1896) loss_giou_0: 0.3981 (0.4165) loss_class_1: 0.8685 (0.8767) loss_bbox_1: 0.1838 (0.1912) loss_giou_1: 0.4090 (0.4153) loss_class_2: 0.8204 (0.8337) loss_bbox_2: 0.1811 (0.1897) loss_giou_2: 0.3938 (0.4129) loss_class_3: 0.7990 (0.8122) loss_bbox_3: 0.1743 (0.1902) loss_giou_3: 0.3904 (0.4121) loss_class_4: 0.8121 (0.8025) loss_bbox_4: 0.1690 (0.1907) loss_giou_4: 0.3940 (0.4125) loss_class_enc: 0.9016 (0.9355) loss_bbox_enc: 0.2216 (0.2302) loss_giou_enc: 0.4518 (0.4760) loss_class_dn: 0.4003 (0.4062) loss_bbox_dn: 0.2787 (0.3031) loss_giou_dn: 0.4915 (0.4853) loss_class_dn_0: 0.4834 (0.4897) loss_bbox_dn_0: 0.3884 (0.4068) loss_giou_dn_0: 0.6155 (0.6174) loss_class_dn_1: 0.4238 (0.4335) loss_bbox_dn_1: 0.2987 (0.3264) loss_giou_dn_1: 0.5213 (0.5146) loss_class_dn_2: 0.4012 (0.4128) loss_bbox_dn_2: 0.2840 (0.3069) loss_giou_dn_2: 0.4963 (0.4912) loss_class_dn_3: 0.4017 (0.4069) loss_bbox_dn_3: 0.2791 (0.3038) loss_giou_dn_3: 0.4938 (0.4863) loss_class_dn_4: 0.3976 (0.4053) loss_bbox_dn_4: 0.2787 (0.3031) loss_giou_dn_4: 0.4914 (0.4852) loss_class_hybrid: 0.7845 (0.7994) loss_bbox_hybrid: 0.1833 (0.2067) loss_giou_hybrid: 0.4213 (0.4468) loss_class_0_hybrid: 0.8594 (0.8710) loss_bbox_0_hybrid: 0.1964 (0.2165) loss_giou_0_hybrid: 0.4347 (0.4663) loss_class_1_hybrid: 0.8263 (0.8278) loss_bbox_1_hybrid: 0.1931 (0.2106) loss_giou_1_hybrid: 0.4286 (0.4543) loss_class_2_hybrid: 0.7897 (0.8126) loss_bbox_2_hybrid: 0.1864 (0.2070) loss_giou_2_hybrid: 0.4243 (0.4486) loss_class_3_hybrid: 0.7844 (0.8029) loss_bbox_3_hybrid: 0.1837 (0.2067) loss_giou_3_hybrid: 0.4265 (0.4472) loss_class_4_hybrid: 0.7752 (0.7994) loss_bbox_4_hybrid: 0.1840 (0.2067) loss_giou_4_hybrid: 0.4236 (0.4470) loss_class_enc_hybrid: 0.7689 (0.8231) loss_bbox_enc_hybrid: 0.2465 (0.2608) loss_giou_enc_hybrid: 0.5017 (0.5333) mem: 1022 max mem: 36965 [2024-01-15 05:17:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:17:59 det.util.engine] INFO: Epoch: [4] [8900/11727] eta: 0:51:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.1494 loss: 27.1617 (28.4765) loss_class: 0.7569 (0.8003) loss_bbox: 0.1789 (0.1911) loss_giou: 0.3902 (0.4124) loss_class_0: 0.9565 (1.0095) loss_bbox_0: 0.1767 (0.1896) loss_giou_0: 0.3845 (0.4164) loss_class_1: 0.8201 (0.8767) loss_bbox_1: 0.1744 (0.1912) loss_giou_1: 0.3800 (0.4151) loss_class_2: 0.7777 (0.8337) loss_bbox_2: 0.1778 (0.1896) loss_giou_2: 0.3856 (0.4127) loss_class_3: 0.7595 (0.8123) loss_bbox_3: 0.1777 (0.1902) loss_giou_3: 0.3872 (0.4119) loss_class_4: 0.7439 (0.8024) loss_bbox_4: 0.1772 (0.1907) loss_giou_4: 0.3877 (0.4124) loss_class_enc: 0.8592 (0.9354) loss_bbox_enc: 0.2148 (0.2301) loss_giou_enc: 0.4589 (0.4758) loss_class_dn: 0.4006 (0.4062) loss_bbox_dn: 0.2710 (0.3031) loss_giou_dn: 0.4301 (0.4851) loss_class_dn_0: 0.4899 (0.4897) loss_bbox_dn_0: 0.3590 (0.4068) loss_giou_dn_0: 0.5677 (0.6172) loss_class_dn_1: 0.4363 (0.4335) loss_bbox_dn_1: 0.2913 (0.3264) loss_giou_dn_1: 0.4650 (0.5145) loss_class_dn_2: 0.4105 (0.4128) loss_bbox_dn_2: 0.2736 (0.3069) loss_giou_dn_2: 0.4327 (0.4911) loss_class_dn_3: 0.4032 (0.4069) loss_bbox_dn_3: 0.2720 (0.3038) loss_giou_dn_3: 0.4316 (0.4862) loss_class_dn_4: 0.4018 (0.4053) loss_bbox_dn_4: 0.2710 (0.3031) loss_giou_dn_4: 0.4300 (0.4850) loss_class_hybrid: 0.7417 (0.7995) loss_bbox_hybrid: 0.1864 (0.2067) loss_giou_hybrid: 0.3883 (0.4466) loss_class_0_hybrid: 0.8406 (0.8711) loss_bbox_0_hybrid: 0.1880 (0.2164) loss_giou_0_hybrid: 0.3936 (0.4661) loss_class_1_hybrid: 0.7829 (0.8278) loss_bbox_1_hybrid: 0.1967 (0.2105) loss_giou_1_hybrid: 0.3900 (0.4541) loss_class_2_hybrid: 0.7696 (0.8127) loss_bbox_2_hybrid: 0.1863 (0.2069) loss_giou_2_hybrid: 0.3902 (0.4485) loss_class_3_hybrid: 0.7524 (0.8029) loss_bbox_3_hybrid: 0.1829 (0.2067) loss_giou_3_hybrid: 0.3857 (0.4470) loss_class_4_hybrid: 0.7428 (0.7995) loss_bbox_4_hybrid: 0.1883 (0.2067) loss_giou_4_hybrid: 0.3847 (0.4468) loss_class_enc_hybrid: 0.8010 (0.8232) loss_bbox_enc_hybrid: 0.2421 (0.2607) loss_giou_enc_hybrid: 0.4696 (0.5330) mem: 1015 max mem: 36965 [2024-01-15 05:17:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:18:54 det.util.engine] INFO: Epoch: [4] [8950/11727] eta: 0:50:25 lr: 0.000100 data_time: 0.0031 iter_time: 1.0764 loss: 29.2016 (28.4742) loss_class: 0.8068 (0.8002) loss_bbox: 0.2055 (0.1911) loss_giou: 0.4412 (0.4125) loss_class_0: 0.9741 (1.0092) loss_bbox_0: 0.2029 (0.1896) loss_giou_0: 0.4476 (0.4165) loss_class_1: 0.8740 (0.8765) loss_bbox_1: 0.1898 (0.1912) loss_giou_1: 0.4402 (0.4152) loss_class_2: 0.8349 (0.8336) loss_bbox_2: 0.2036 (0.1896) loss_giou_2: 0.4400 (0.4128) loss_class_3: 0.8121 (0.8121) loss_bbox_3: 0.2007 (0.1902) loss_giou_3: 0.4489 (0.4120) loss_class_4: 0.7974 (0.8023) loss_bbox_4: 0.2003 (0.1907) loss_giou_4: 0.4472 (0.4124) loss_class_enc: 0.8964 (0.9353) loss_bbox_enc: 0.2278 (0.2301) loss_giou_enc: 0.4971 (0.4759) loss_class_dn: 0.4095 (0.4062) loss_bbox_dn: 0.2818 (0.3029) loss_giou_dn: 0.4811 (0.4851) loss_class_dn_0: 0.4831 (0.4897) loss_bbox_dn_0: 0.3733 (0.4067) loss_giou_dn_0: 0.6110 (0.6172) loss_class_dn_1: 0.4306 (0.4335) loss_bbox_dn_1: 0.2938 (0.3263) loss_giou_dn_1: 0.5145 (0.5144) loss_class_dn_2: 0.4136 (0.4128) loss_bbox_dn_2: 0.2824 (0.3068) loss_giou_dn_2: 0.4875 (0.4910) loss_class_dn_3: 0.4115 (0.4069) loss_bbox_dn_3: 0.2802 (0.3037) loss_giou_dn_3: 0.4821 (0.4862) loss_class_dn_4: 0.4073 (0.4053) loss_bbox_dn_4: 0.2819 (0.3029) loss_giou_dn_4: 0.4807 (0.4850) loss_class_hybrid: 0.7940 (0.7994) loss_bbox_hybrid: 0.2025 (0.2066) loss_giou_hybrid: 0.4835 (0.4467) loss_class_0_hybrid: 0.8298 (0.8709) loss_bbox_0_hybrid: 0.2120 (0.2164) loss_giou_0_hybrid: 0.4871 (0.4662) loss_class_1_hybrid: 0.7982 (0.8277) loss_bbox_1_hybrid: 0.2023 (0.2105) loss_giou_1_hybrid: 0.4886 (0.4542) loss_class_2_hybrid: 0.7946 (0.8126) loss_bbox_2_hybrid: 0.2034 (0.2069) loss_giou_2_hybrid: 0.4835 (0.4486) loss_class_3_hybrid: 0.7792 (0.8028) loss_bbox_3_hybrid: 0.2047 (0.2067) loss_giou_3_hybrid: 0.4794 (0.4471) loss_class_4_hybrid: 0.7836 (0.7993) loss_bbox_4_hybrid: 0.2088 (0.2067) loss_giou_4_hybrid: 0.4866 (0.4469) loss_class_enc_hybrid: 0.7851 (0.8231) loss_bbox_enc_hybrid: 0.2529 (0.2607) loss_giou_enc_hybrid: 0.5563 (0.5331) mem: 1025 max mem: 36965 [2024-01-15 05:18:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:19:47 det.util.engine] INFO: Epoch: [4] [9000/11727] eta: 0:49:30 lr: 0.000100 data_time: 0.0032 iter_time: 1.0693 loss: 28.0597 (28.4738) loss_class: 0.7713 (0.8002) loss_bbox: 0.1873 (0.1911) loss_giou: 0.3862 (0.4125) loss_class_0: 0.9539 (1.0091) loss_bbox_0: 0.1910 (0.1896) loss_giou_0: 0.4073 (0.4165) loss_class_1: 0.8036 (0.8764) loss_bbox_1: 0.1860 (0.1912) loss_giou_1: 0.4083 (0.4152) loss_class_2: 0.7867 (0.8335) loss_bbox_2: 0.1950 (0.1896) loss_giou_2: 0.3867 (0.4128) loss_class_3: 0.7845 (0.8121) loss_bbox_3: 0.1855 (0.1902) loss_giou_3: 0.3852 (0.4120) loss_class_4: 0.7872 (0.8023) loss_bbox_4: 0.1853 (0.1907) loss_giou_4: 0.3862 (0.4124) loss_class_enc: 0.8910 (0.9353) loss_bbox_enc: 0.2307 (0.2301) loss_giou_enc: 0.4868 (0.4758) loss_class_dn: 0.4046 (0.4062) loss_bbox_dn: 0.2954 (0.3029) loss_giou_dn: 0.4862 (0.4851) loss_class_dn_0: 0.4834 (0.4897) loss_bbox_dn_0: 0.3860 (0.4067) loss_giou_dn_0: 0.6054 (0.6171) loss_class_dn_1: 0.4317 (0.4335) loss_bbox_dn_1: 0.3158 (0.3262) loss_giou_dn_1: 0.5093 (0.5144) loss_class_dn_2: 0.4130 (0.4128) loss_bbox_dn_2: 0.2984 (0.3068) loss_giou_dn_2: 0.4946 (0.4910) loss_class_dn_3: 0.4041 (0.4069) loss_bbox_dn_3: 0.2959 (0.3037) loss_giou_dn_3: 0.4891 (0.4862) loss_class_dn_4: 0.3981 (0.4053) loss_bbox_dn_4: 0.2953 (0.3029) loss_giou_dn_4: 0.4863 (0.4850) loss_class_hybrid: 0.7518 (0.7994) loss_bbox_hybrid: 0.1976 (0.2067) loss_giou_hybrid: 0.4261 (0.4466) loss_class_0_hybrid: 0.8361 (0.8710) loss_bbox_0_hybrid: 0.2038 (0.2164) loss_giou_0_hybrid: 0.4443 (0.4661) loss_class_1_hybrid: 0.7880 (0.8277) loss_bbox_1_hybrid: 0.2012 (0.2105) loss_giou_1_hybrid: 0.4297 (0.4541) loss_class_2_hybrid: 0.7599 (0.8126) loss_bbox_2_hybrid: 0.1997 (0.2069) loss_giou_2_hybrid: 0.4285 (0.4485) loss_class_3_hybrid: 0.7524 (0.8027) loss_bbox_3_hybrid: 0.2003 (0.2067) loss_giou_3_hybrid: 0.4272 (0.4471) loss_class_4_hybrid: 0.7459 (0.7993) loss_bbox_4_hybrid: 0.2033 (0.2067) loss_giou_4_hybrid: 0.4259 (0.4469) loss_class_enc_hybrid: 0.7851 (0.8231) loss_bbox_enc_hybrid: 0.2471 (0.2607) loss_giou_enc_hybrid: 0.5180 (0.5330) mem: 1024 max mem: 36965 [2024-01-15 05:19:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:20:43 det.util.engine] INFO: Epoch: [4] [9050/11727] eta: 0:48:36 lr: 0.000100 data_time: 0.0034 iter_time: 1.1423 loss: 28.6614 (28.4757) loss_class: 0.7937 (0.8002) loss_bbox: 0.1874 (0.1912) loss_giou: 0.3790 (0.4125) loss_class_0: 1.0826 (1.0092) loss_bbox_0: 0.2064 (0.1897) loss_giou_0: 0.3807 (0.4165) loss_class_1: 0.9097 (0.8764) loss_bbox_1: 0.1825 (0.1912) loss_giou_1: 0.3770 (0.4152) loss_class_2: 0.8327 (0.8336) loss_bbox_2: 0.1862 (0.1897) loss_giou_2: 0.3797 (0.4128) loss_class_3: 0.7842 (0.8121) loss_bbox_3: 0.1880 (0.1903) loss_giou_3: 0.3753 (0.4120) loss_class_4: 0.7999 (0.8023) loss_bbox_4: 0.1917 (0.1908) loss_giou_4: 0.3789 (0.4125) loss_class_enc: 0.9782 (0.9354) loss_bbox_enc: 0.2193 (0.2302) loss_giou_enc: 0.4357 (0.4758) loss_class_dn: 0.4100 (0.4061) loss_bbox_dn: 0.2989 (0.3030) loss_giou_dn: 0.4548 (0.4851) loss_class_dn_0: 0.4914 (0.4897) loss_bbox_dn_0: 0.4234 (0.4067) loss_giou_dn_0: 0.6026 (0.6172) loss_class_dn_1: 0.4392 (0.4335) loss_bbox_dn_1: 0.3253 (0.3263) loss_giou_dn_1: 0.4913 (0.5144) loss_class_dn_2: 0.4137 (0.4128) loss_bbox_dn_2: 0.3100 (0.3068) loss_giou_dn_2: 0.4641 (0.4911) loss_class_dn_3: 0.4092 (0.4069) loss_bbox_dn_3: 0.3004 (0.3037) loss_giou_dn_3: 0.4561 (0.4862) loss_class_dn_4: 0.4093 (0.4053) loss_bbox_dn_4: 0.2988 (0.3030) loss_giou_dn_4: 0.4550 (0.4850) loss_class_hybrid: 0.8551 (0.7994) loss_bbox_hybrid: 0.1900 (0.2067) loss_giou_hybrid: 0.4113 (0.4466) loss_class_0_hybrid: 0.9266 (0.8711) loss_bbox_0_hybrid: 0.2171 (0.2164) loss_giou_0_hybrid: 0.4278 (0.4661) loss_class_1_hybrid: 0.8827 (0.8278) loss_bbox_1_hybrid: 0.2023 (0.2105) loss_giou_1_hybrid: 0.4139 (0.4541) loss_class_2_hybrid: 0.8757 (0.8126) loss_bbox_2_hybrid: 0.1962 (0.2070) loss_giou_2_hybrid: 0.4122 (0.4485) loss_class_3_hybrid: 0.8377 (0.8028) loss_bbox_3_hybrid: 0.1987 (0.2067) loss_giou_3_hybrid: 0.4091 (0.4471) loss_class_4_hybrid: 0.8554 (0.7994) loss_bbox_4_hybrid: 0.1901 (0.2067) loss_giou_4_hybrid: 0.4129 (0.4469) loss_class_enc_hybrid: 0.8814 (0.8232) loss_bbox_enc_hybrid: 0.2534 (0.2607) loss_giou_enc_hybrid: 0.5047 (0.5331) mem: 1035 max mem: 36965 [2024-01-15 05:20:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:21:38 det.util.engine] INFO: Epoch: [4] [9100/11727] eta: 0:47:42 lr: 0.000100 data_time: 0.0032 iter_time: 1.0883 loss: 27.6774 (28.4721) loss_class: 0.7750 (0.8002) loss_bbox: 0.1782 (0.1911) loss_giou: 0.3824 (0.4125) loss_class_0: 0.9482 (1.0091) loss_bbox_0: 0.1856 (0.1896) loss_giou_0: 0.3951 (0.4164) loss_class_1: 0.8324 (0.8763) loss_bbox_1: 0.1830 (0.1912) loss_giou_1: 0.3962 (0.4152) loss_class_2: 0.8225 (0.8335) loss_bbox_2: 0.1801 (0.1896) loss_giou_2: 0.3735 (0.4127) loss_class_3: 0.7844 (0.8121) loss_bbox_3: 0.1749 (0.1902) loss_giou_3: 0.3787 (0.4120) loss_class_4: 0.7902 (0.8023) loss_bbox_4: 0.1772 (0.1907) loss_giou_4: 0.3824 (0.4124) loss_class_enc: 0.9340 (0.9354) loss_bbox_enc: 0.2096 (0.2301) loss_giou_enc: 0.4522 (0.4757) loss_class_dn: 0.3998 (0.4061) loss_bbox_dn: 0.2858 (0.3028) loss_giou_dn: 0.4362 (0.4850) loss_class_dn_0: 0.4763 (0.4897) loss_bbox_dn_0: 0.4009 (0.4066) loss_giou_dn_0: 0.5906 (0.6171) loss_class_dn_1: 0.4184 (0.4334) loss_bbox_dn_1: 0.3109 (0.3262) loss_giou_dn_1: 0.4682 (0.5143) loss_class_dn_2: 0.4046 (0.4128) loss_bbox_dn_2: 0.2908 (0.3067) loss_giou_dn_2: 0.4451 (0.4909) loss_class_dn_3: 0.3995 (0.4068) loss_bbox_dn_3: 0.2887 (0.3036) loss_giou_dn_3: 0.4364 (0.4860) loss_class_dn_4: 0.3958 (0.4052) loss_bbox_dn_4: 0.2859 (0.3028) loss_giou_dn_4: 0.4353 (0.4849) loss_class_hybrid: 0.7435 (0.7994) loss_bbox_hybrid: 0.2010 (0.2067) loss_giou_hybrid: 0.4079 (0.4466) loss_class_0_hybrid: 0.8310 (0.8711) loss_bbox_0_hybrid: 0.2080 (0.2164) loss_giou_0_hybrid: 0.4322 (0.4661) loss_class_1_hybrid: 0.7689 (0.8277) loss_bbox_1_hybrid: 0.2037 (0.2105) loss_giou_1_hybrid: 0.4148 (0.4541) loss_class_2_hybrid: 0.7694 (0.8126) loss_bbox_2_hybrid: 0.2034 (0.2069) loss_giou_2_hybrid: 0.4114 (0.4485) loss_class_3_hybrid: 0.7514 (0.8028) loss_bbox_3_hybrid: 0.2018 (0.2067) loss_giou_3_hybrid: 0.4074 (0.4471) loss_class_4_hybrid: 0.7533 (0.7994) loss_bbox_4_hybrid: 0.2017 (0.2067) loss_giou_4_hybrid: 0.4090 (0.4468) loss_class_enc_hybrid: 0.8002 (0.8232) loss_bbox_enc_hybrid: 0.2497 (0.2607) loss_giou_enc_hybrid: 0.4961 (0.5330) mem: 1021 max mem: 36965 [2024-01-15 05:21:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:22:33 det.util.engine] INFO: Epoch: [4] [9150/11727] eta: 0:46:48 lr: 0.000100 data_time: 0.0028 iter_time: 1.0835 loss: 27.6046 (28.4688) loss_class: 0.7940 (0.8001) loss_bbox: 0.1652 (0.1911) loss_giou: 0.3901 (0.4124) loss_class_0: 0.9587 (1.0089) loss_bbox_0: 0.1616 (0.1896) loss_giou_0: 0.4148 (0.4164) loss_class_1: 0.8397 (0.8762) loss_bbox_1: 0.1716 (0.1912) loss_giou_1: 0.4029 (0.4151) loss_class_2: 0.8133 (0.8334) loss_bbox_2: 0.1662 (0.1896) loss_giou_2: 0.3819 (0.4127) loss_class_3: 0.8157 (0.8120) loss_bbox_3: 0.1637 (0.1902) loss_giou_3: 0.3795 (0.4119) loss_class_4: 0.7950 (0.8022) loss_bbox_4: 0.1629 (0.1907) loss_giou_4: 0.3906 (0.4123) loss_class_enc: 0.8956 (0.9353) loss_bbox_enc: 0.1992 (0.2301) loss_giou_enc: 0.4647 (0.4756) loss_class_dn: 0.4001 (0.4061) loss_bbox_dn: 0.2605 (0.3028) loss_giou_dn: 0.4564 (0.4849) loss_class_dn_0: 0.4812 (0.4897) loss_bbox_dn_0: 0.3464 (0.4066) loss_giou_dn_0: 0.6046 (0.6170) loss_class_dn_1: 0.4275 (0.4334) loss_bbox_dn_1: 0.2772 (0.3261) loss_giou_dn_1: 0.4981 (0.5142) loss_class_dn_2: 0.4083 (0.4128) loss_bbox_dn_2: 0.2643 (0.3066) loss_giou_dn_2: 0.4638 (0.4908) loss_class_dn_3: 0.3974 (0.4068) loss_bbox_dn_3: 0.2611 (0.3035) loss_giou_dn_3: 0.4562 (0.4860) loss_class_dn_4: 0.3974 (0.4052) loss_bbox_dn_4: 0.2605 (0.3028) loss_giou_dn_4: 0.4560 (0.4848) loss_class_hybrid: 0.7651 (0.7993) loss_bbox_hybrid: 0.1843 (0.2067) loss_giou_hybrid: 0.4518 (0.4465) loss_class_0_hybrid: 0.8345 (0.8711) loss_bbox_0_hybrid: 0.1955 (0.2164) loss_giou_0_hybrid: 0.4833 (0.4660) loss_class_1_hybrid: 0.8033 (0.8277) loss_bbox_1_hybrid: 0.1924 (0.2105) loss_giou_1_hybrid: 0.4659 (0.4540) loss_class_2_hybrid: 0.7768 (0.8125) loss_bbox_2_hybrid: 0.1834 (0.2069) loss_giou_2_hybrid: 0.4607 (0.4484) loss_class_3_hybrid: 0.7606 (0.8028) loss_bbox_3_hybrid: 0.1856 (0.2067) loss_giou_3_hybrid: 0.4533 (0.4470) loss_class_4_hybrid: 0.7609 (0.7993) loss_bbox_4_hybrid: 0.1841 (0.2067) loss_giou_4_hybrid: 0.4538 (0.4467) loss_class_enc_hybrid: 0.7853 (0.8231) loss_bbox_enc_hybrid: 0.2311 (0.2607) loss_giou_enc_hybrid: 0.5599 (0.5329) mem: 1011 max mem: 36965 [2024-01-15 05:22:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:23:28 det.util.engine] INFO: Epoch: [4] [9200/11727] eta: 0:45:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.0392 loss: 28.4257 (28.4658) loss_class: 0.7951 (0.8001) loss_bbox: 0.1742 (0.1911) loss_giou: 0.3852 (0.4123) loss_class_0: 0.9693 (1.0089) loss_bbox_0: 0.1822 (0.1896) loss_giou_0: 0.3924 (0.4163) loss_class_1: 0.8579 (0.8761) loss_bbox_1: 0.1810 (0.1912) loss_giou_1: 0.3890 (0.4151) loss_class_2: 0.8215 (0.8334) loss_bbox_2: 0.1790 (0.1896) loss_giou_2: 0.3814 (0.4126) loss_class_3: 0.8168 (0.8119) loss_bbox_3: 0.1765 (0.1902) loss_giou_3: 0.3867 (0.4118) loss_class_4: 0.7986 (0.8021) loss_bbox_4: 0.1768 (0.1907) loss_giou_4: 0.3854 (0.4123) loss_class_enc: 0.9115 (0.9353) loss_bbox_enc: 0.2138 (0.2300) loss_giou_enc: 0.4476 (0.4755) loss_class_dn: 0.4097 (0.4061) loss_bbox_dn: 0.2971 (0.3027) loss_giou_dn: 0.4943 (0.4848) loss_class_dn_0: 0.4809 (0.4896) loss_bbox_dn_0: 0.3929 (0.4065) loss_giou_dn_0: 0.6357 (0.6169) loss_class_dn_1: 0.4337 (0.4334) loss_bbox_dn_1: 0.3115 (0.3260) loss_giou_dn_1: 0.5290 (0.5142) loss_class_dn_2: 0.4145 (0.4127) loss_bbox_dn_2: 0.2987 (0.3065) loss_giou_dn_2: 0.4958 (0.4908) loss_class_dn_3: 0.4072 (0.4068) loss_bbox_dn_3: 0.2962 (0.3035) loss_giou_dn_3: 0.4946 (0.4859) loss_class_dn_4: 0.4045 (0.4052) loss_bbox_dn_4: 0.2972 (0.3027) loss_giou_dn_4: 0.4942 (0.4847) loss_class_hybrid: 0.7911 (0.7993) loss_bbox_hybrid: 0.2051 (0.2066) loss_giou_hybrid: 0.4392 (0.4464) loss_class_0_hybrid: 0.8431 (0.8710) loss_bbox_0_hybrid: 0.2073 (0.2163) loss_giou_0_hybrid: 0.4419 (0.4659) loss_class_1_hybrid: 0.8000 (0.8276) loss_bbox_1_hybrid: 0.2018 (0.2105) loss_giou_1_hybrid: 0.4366 (0.4539) loss_class_2_hybrid: 0.7974 (0.8125) loss_bbox_2_hybrid: 0.2068 (0.2069) loss_giou_2_hybrid: 0.4387 (0.4483) loss_class_3_hybrid: 0.7849 (0.8027) loss_bbox_3_hybrid: 0.2053 (0.2067) loss_giou_3_hybrid: 0.4392 (0.4469) loss_class_4_hybrid: 0.7799 (0.7993) loss_bbox_4_hybrid: 0.2067 (0.2066) loss_giou_4_hybrid: 0.4356 (0.4467) loss_class_enc_hybrid: 0.7886 (0.8232) loss_bbox_enc_hybrid: 0.2486 (0.2606) loss_giou_enc_hybrid: 0.5171 (0.5328) mem: 1028 max mem: 36965 [2024-01-15 05:23:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:24:23 det.util.engine] INFO: Epoch: [4] [9250/11727] eta: 0:44:59 lr: 0.000100 data_time: 0.0030 iter_time: 1.1191 loss: 27.8117 (28.4625) loss_class: 0.8286 (0.8000) loss_bbox: 0.1747 (0.1911) loss_giou: 0.3734 (0.4122) loss_class_0: 1.0542 (1.0088) loss_bbox_0: 0.1712 (0.1896) loss_giou_0: 0.3983 (0.4162) loss_class_1: 0.8965 (0.8760) loss_bbox_1: 0.1855 (0.1912) loss_giou_1: 0.3875 (0.4150) loss_class_2: 0.8368 (0.8333) loss_bbox_2: 0.1802 (0.1896) loss_giou_2: 0.3818 (0.4125) loss_class_3: 0.8141 (0.8119) loss_bbox_3: 0.1758 (0.1902) loss_giou_3: 0.3794 (0.4117) loss_class_4: 0.8356 (0.8021) loss_bbox_4: 0.1748 (0.1907) loss_giou_4: 0.3723 (0.4122) loss_class_enc: 0.9362 (0.9352) loss_bbox_enc: 0.2162 (0.2300) loss_giou_enc: 0.4613 (0.4754) loss_class_dn: 0.4006 (0.4060) loss_bbox_dn: 0.2925 (0.3027) loss_giou_dn: 0.4783 (0.4848) loss_class_dn_0: 0.4851 (0.4896) loss_bbox_dn_0: 0.4042 (0.4064) loss_giou_dn_0: 0.6027 (0.6168) loss_class_dn_1: 0.4281 (0.4334) loss_bbox_dn_1: 0.3160 (0.3260) loss_giou_dn_1: 0.5028 (0.5141) loss_class_dn_2: 0.4116 (0.4127) loss_bbox_dn_2: 0.2936 (0.3065) loss_giou_dn_2: 0.4815 (0.4907) loss_class_dn_3: 0.4035 (0.4067) loss_bbox_dn_3: 0.2923 (0.3034) loss_giou_dn_3: 0.4766 (0.4858) loss_class_dn_4: 0.4016 (0.4051) loss_bbox_dn_4: 0.2923 (0.3027) loss_giou_dn_4: 0.4781 (0.4846) loss_class_hybrid: 0.8116 (0.7992) loss_bbox_hybrid: 0.1987 (0.2066) loss_giou_hybrid: 0.4179 (0.4464) loss_class_0_hybrid: 0.9019 (0.8709) loss_bbox_0_hybrid: 0.2076 (0.2163) loss_giou_0_hybrid: 0.4332 (0.4658) loss_class_1_hybrid: 0.8238 (0.8276) loss_bbox_1_hybrid: 0.2042 (0.2105) loss_giou_1_hybrid: 0.4283 (0.4538) loss_class_2_hybrid: 0.8024 (0.8124) loss_bbox_2_hybrid: 0.1970 (0.2069) loss_giou_2_hybrid: 0.4246 (0.4483) loss_class_3_hybrid: 0.7995 (0.8026) loss_bbox_3_hybrid: 0.1934 (0.2066) loss_giou_3_hybrid: 0.4208 (0.4468) loss_class_4_hybrid: 0.7949 (0.7992) loss_bbox_4_hybrid: 0.1973 (0.2066) loss_giou_4_hybrid: 0.4211 (0.4466) loss_class_enc_hybrid: 0.8289 (0.8231) loss_bbox_enc_hybrid: 0.2428 (0.2606) loss_giou_enc_hybrid: 0.4911 (0.5327) mem: 1028 max mem: 36965 [2024-01-15 05:24:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:25:19 det.util.engine] INFO: Epoch: [4] [9300/11727] eta: 0:44:05 lr: 0.000100 data_time: 0.0034 iter_time: 1.1033 loss: 27.8382 (28.4641) loss_class: 0.7733 (0.8001) loss_bbox: 0.1835 (0.1911) loss_giou: 0.3887 (0.4122) loss_class_0: 1.0098 (1.0089) loss_bbox_0: 0.1789 (0.1896) loss_giou_0: 0.3880 (0.4161) loss_class_1: 0.8689 (0.8761) loss_bbox_1: 0.1826 (0.1912) loss_giou_1: 0.3797 (0.4149) loss_class_2: 0.8136 (0.8335) loss_bbox_2: 0.1780 (0.1896) loss_giou_2: 0.3696 (0.4125) loss_class_3: 0.8073 (0.8120) loss_bbox_3: 0.1757 (0.1902) loss_giou_3: 0.3883 (0.4117) loss_class_4: 0.7801 (0.8022) loss_bbox_4: 0.1705 (0.1907) loss_giou_4: 0.3878 (0.4121) loss_class_enc: 0.9550 (0.9353) loss_bbox_enc: 0.2194 (0.2300) loss_giou_enc: 0.4540 (0.4754) loss_class_dn: 0.3966 (0.4060) loss_bbox_dn: 0.2733 (0.3028) loss_giou_dn: 0.4762 (0.4848) loss_class_dn_0: 0.4885 (0.4896) loss_bbox_dn_0: 0.3985 (0.4065) loss_giou_dn_0: 0.5922 (0.6168) loss_class_dn_1: 0.4262 (0.4334) loss_bbox_dn_1: 0.2887 (0.3260) loss_giou_dn_1: 0.5034 (0.5141) loss_class_dn_2: 0.4024 (0.4127) loss_bbox_dn_2: 0.2785 (0.3066) loss_giou_dn_2: 0.4833 (0.4907) loss_class_dn_3: 0.3988 (0.4067) loss_bbox_dn_3: 0.2746 (0.3035) loss_giou_dn_3: 0.4780 (0.4858) loss_class_dn_4: 0.3962 (0.4052) loss_bbox_dn_4: 0.2733 (0.3027) loss_giou_dn_4: 0.4762 (0.4846) loss_class_hybrid: 0.7742 (0.7993) loss_bbox_hybrid: 0.2043 (0.2066) loss_giou_hybrid: 0.4058 (0.4463) loss_class_0_hybrid: 0.8794 (0.8710) loss_bbox_0_hybrid: 0.2134 (0.2163) loss_giou_0_hybrid: 0.4195 (0.4657) loss_class_1_hybrid: 0.8123 (0.8277) loss_bbox_1_hybrid: 0.2058 (0.2105) loss_giou_1_hybrid: 0.4096 (0.4538) loss_class_2_hybrid: 0.7940 (0.8125) loss_bbox_2_hybrid: 0.2073 (0.2069) loss_giou_2_hybrid: 0.4024 (0.4482) loss_class_3_hybrid: 0.7904 (0.8028) loss_bbox_3_hybrid: 0.2049 (0.2066) loss_giou_3_hybrid: 0.4072 (0.4468) loss_class_4_hybrid: 0.7823 (0.7993) loss_bbox_4_hybrid: 0.2037 (0.2066) loss_giou_4_hybrid: 0.4052 (0.4465) loss_class_enc_hybrid: 0.8399 (0.8232) loss_bbox_enc_hybrid: 0.2455 (0.2606) loss_giou_enc_hybrid: 0.4993 (0.5326) mem: 1029 max mem: 36965 [2024-01-15 05:25:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:26:13 det.util.engine] INFO: Epoch: [4] [9350/11727] eta: 0:43:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.0739 loss: 29.6666 (28.4657) loss_class: 0.8689 (0.8003) loss_bbox: 0.1945 (0.1911) loss_giou: 0.4442 (0.4122) loss_class_0: 1.0585 (1.0090) loss_bbox_0: 0.1921 (0.1896) loss_giou_0: 0.4489 (0.4162) loss_class_1: 0.8759 (0.8762) loss_bbox_1: 0.2071 (0.1912) loss_giou_1: 0.4541 (0.4149) loss_class_2: 0.8617 (0.8336) loss_bbox_2: 0.2008 (0.1896) loss_giou_2: 0.4469 (0.4125) loss_class_3: 0.8616 (0.8121) loss_bbox_3: 0.1932 (0.1902) loss_giou_3: 0.4424 (0.4117) loss_class_4: 0.8439 (0.8024) loss_bbox_4: 0.1933 (0.1907) loss_giou_4: 0.4439 (0.4121) loss_class_enc: 0.9540 (0.9353) loss_bbox_enc: 0.2351 (0.2300) loss_giou_enc: 0.5056 (0.4754) loss_class_dn: 0.4161 (0.4060) loss_bbox_dn: 0.2835 (0.3027) loss_giou_dn: 0.5277 (0.4847) loss_class_dn_0: 0.4880 (0.4896) loss_bbox_dn_0: 0.3767 (0.4065) loss_giou_dn_0: 0.6537 (0.6168) loss_class_dn_1: 0.4368 (0.4334) loss_bbox_dn_1: 0.3002 (0.3261) loss_giou_dn_1: 0.5577 (0.5141) loss_class_dn_2: 0.4130 (0.4127) loss_bbox_dn_2: 0.2888 (0.3066) loss_giou_dn_2: 0.5307 (0.4907) loss_class_dn_3: 0.4095 (0.4067) loss_bbox_dn_3: 0.2847 (0.3035) loss_giou_dn_3: 0.5293 (0.4858) loss_class_dn_4: 0.4133 (0.4052) loss_bbox_dn_4: 0.2834 (0.3027) loss_giou_dn_4: 0.5276 (0.4846) loss_class_hybrid: 0.8145 (0.7994) loss_bbox_hybrid: 0.2217 (0.2067) loss_giou_hybrid: 0.4585 (0.4463) loss_class_0_hybrid: 0.9188 (0.8711) loss_bbox_0_hybrid: 0.2200 (0.2163) loss_giou_0_hybrid: 0.4748 (0.4658) loss_class_1_hybrid: 0.8336 (0.8278) loss_bbox_1_hybrid: 0.2216 (0.2105) loss_giou_1_hybrid: 0.4552 (0.4538) loss_class_2_hybrid: 0.8219 (0.8126) loss_bbox_2_hybrid: 0.2206 (0.2069) loss_giou_2_hybrid: 0.4494 (0.4482) loss_class_3_hybrid: 0.8311 (0.8028) loss_bbox_3_hybrid: 0.2216 (0.2067) loss_giou_3_hybrid: 0.4510 (0.4468) loss_class_4_hybrid: 0.8226 (0.7994) loss_bbox_4_hybrid: 0.2188 (0.2067) loss_giou_4_hybrid: 0.4539 (0.4466) loss_class_enc_hybrid: 0.8483 (0.8233) loss_bbox_enc_hybrid: 0.2697 (0.2606) loss_giou_enc_hybrid: 0.5608 (0.5326) mem: 1023 max mem: 36965 [2024-01-15 05:26:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:27:06 det.util.engine] INFO: Epoch: [4] [9400/11727] eta: 0:42:15 lr: 0.000100 data_time: 0.0031 iter_time: 1.0609 loss: 28.7004 (28.4651) loss_class: 0.8008 (0.8002) loss_bbox: 0.1938 (0.1912) loss_giou: 0.3883 (0.4122) loss_class_0: 0.9970 (1.0090) loss_bbox_0: 0.1974 (0.1896) loss_giou_0: 0.3948 (0.4161) loss_class_1: 0.8731 (0.8763) loss_bbox_1: 0.1917 (0.1912) loss_giou_1: 0.3875 (0.4149) loss_class_2: 0.8187 (0.8336) loss_bbox_2: 0.2015 (0.1897) loss_giou_2: 0.3862 (0.4124) loss_class_3: 0.8114 (0.8121) loss_bbox_3: 0.1901 (0.1902) loss_giou_3: 0.4009 (0.4117) loss_class_4: 0.7949 (0.8024) loss_bbox_4: 0.1986 (0.1907) loss_giou_4: 0.3883 (0.4121) loss_class_enc: 0.9171 (0.9353) loss_bbox_enc: 0.2384 (0.2301) loss_giou_enc: 0.4626 (0.4754) loss_class_dn: 0.3994 (0.4060) loss_bbox_dn: 0.2952 (0.3028) loss_giou_dn: 0.4810 (0.4847) loss_class_dn_0: 0.4906 (0.4896) loss_bbox_dn_0: 0.3997 (0.4066) loss_giou_dn_0: 0.6134 (0.6168) loss_class_dn_1: 0.4305 (0.4333) loss_bbox_dn_1: 0.3120 (0.3261) loss_giou_dn_1: 0.5057 (0.5140) loss_class_dn_2: 0.4078 (0.4127) loss_bbox_dn_2: 0.2972 (0.3066) loss_giou_dn_2: 0.4844 (0.4906) loss_class_dn_3: 0.4001 (0.4067) loss_bbox_dn_3: 0.2959 (0.3035) loss_giou_dn_3: 0.4820 (0.4858) loss_class_dn_4: 0.3994 (0.4051) loss_bbox_dn_4: 0.2952 (0.3028) loss_giou_dn_4: 0.4809 (0.4846) loss_class_hybrid: 0.8114 (0.7994) loss_bbox_hybrid: 0.2214 (0.2067) loss_giou_hybrid: 0.4345 (0.4462) loss_class_0_hybrid: 0.8717 (0.8711) loss_bbox_0_hybrid: 0.2184 (0.2164) loss_giou_0_hybrid: 0.4416 (0.4657) loss_class_1_hybrid: 0.8347 (0.8278) loss_bbox_1_hybrid: 0.2191 (0.2105) loss_giou_1_hybrid: 0.4475 (0.4537) loss_class_2_hybrid: 0.8291 (0.8127) loss_bbox_2_hybrid: 0.2216 (0.2070) loss_giou_2_hybrid: 0.4392 (0.4481) loss_class_3_hybrid: 0.8237 (0.8029) loss_bbox_3_hybrid: 0.2194 (0.2067) loss_giou_3_hybrid: 0.4378 (0.4467) loss_class_4_hybrid: 0.8200 (0.7994) loss_bbox_4_hybrid: 0.2191 (0.2067) loss_giou_4_hybrid: 0.4346 (0.4465) loss_class_enc_hybrid: 0.8126 (0.8233) loss_bbox_enc_hybrid: 0.2597 (0.2607) loss_giou_enc_hybrid: 0.5105 (0.5325) mem: 1027 max mem: 36965 [2024-01-15 05:27:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:27:59 det.util.engine] INFO: Epoch: [4] [9450/11727] eta: 0:41:21 lr: 0.000100 data_time: 0.0027 iter_time: 1.0821 loss: 27.7254 (28.4642) loss_class: 0.7670 (0.8002) loss_bbox: 0.1925 (0.1912) loss_giou: 0.4167 (0.4121) loss_class_0: 0.9503 (1.0089) loss_bbox_0: 0.1794 (0.1896) loss_giou_0: 0.4121 (0.4161) loss_class_1: 0.8709 (0.8762) loss_bbox_1: 0.1796 (0.1913) loss_giou_1: 0.4029 (0.4148) loss_class_2: 0.7733 (0.8335) loss_bbox_2: 0.1766 (0.1897) loss_giou_2: 0.4158 (0.4124) loss_class_3: 0.7801 (0.8121) loss_bbox_3: 0.1817 (0.1903) loss_giou_3: 0.4149 (0.4116) loss_class_4: 0.7676 (0.8023) loss_bbox_4: 0.1929 (0.1908) loss_giou_4: 0.4195 (0.4121) loss_class_enc: 0.8943 (0.9352) loss_bbox_enc: 0.2272 (0.2301) loss_giou_enc: 0.4678 (0.4753) loss_class_dn: 0.3945 (0.4060) loss_bbox_dn: 0.2873 (0.3028) loss_giou_dn: 0.4853 (0.4847) loss_class_dn_0: 0.4856 (0.4896) loss_bbox_dn_0: 0.3772 (0.4066) loss_giou_dn_0: 0.6102 (0.6167) loss_class_dn_1: 0.4269 (0.4333) loss_bbox_dn_1: 0.2910 (0.3261) loss_giou_dn_1: 0.5075 (0.5140) loss_class_dn_2: 0.4015 (0.4126) loss_bbox_dn_2: 0.2860 (0.3066) loss_giou_dn_2: 0.4915 (0.4906) loss_class_dn_3: 0.3935 (0.4067) loss_bbox_dn_3: 0.2873 (0.3035) loss_giou_dn_3: 0.4845 (0.4857) loss_class_dn_4: 0.3966 (0.4051) loss_bbox_dn_4: 0.2873 (0.3028) loss_giou_dn_4: 0.4852 (0.4845) loss_class_hybrid: 0.7516 (0.7994) loss_bbox_hybrid: 0.2032 (0.2067) loss_giou_hybrid: 0.4463 (0.4462) loss_class_0_hybrid: 0.8084 (0.8711) loss_bbox_0_hybrid: 0.2079 (0.2164) loss_giou_0_hybrid: 0.4576 (0.4656) loss_class_1_hybrid: 0.7766 (0.8278) loss_bbox_1_hybrid: 0.2072 (0.2106) loss_giou_1_hybrid: 0.4585 (0.4537) loss_class_2_hybrid: 0.7634 (0.8127) loss_bbox_2_hybrid: 0.2017 (0.2070) loss_giou_2_hybrid: 0.4520 (0.4481) loss_class_3_hybrid: 0.7542 (0.8029) loss_bbox_3_hybrid: 0.2007 (0.2067) loss_giou_3_hybrid: 0.4472 (0.4467) loss_class_4_hybrid: 0.7511 (0.7994) loss_bbox_4_hybrid: 0.2021 (0.2067) loss_giou_4_hybrid: 0.4461 (0.4464) loss_class_enc_hybrid: 0.7876 (0.8232) loss_bbox_enc_hybrid: 0.2556 (0.2607) loss_giou_enc_hybrid: 0.5199 (0.5325) mem: 1023 max mem: 36965 [2024-01-15 05:27:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:28:53 det.util.engine] INFO: Epoch: [4] [9500/11727] eta: 0:40:26 lr: 0.000100 data_time: 0.0032 iter_time: 1.0759 loss: 27.3880 (28.4611) loss_class: 0.7529 (0.8001) loss_bbox: 0.1801 (0.1911) loss_giou: 0.3817 (0.4122) loss_class_0: 0.9535 (1.0087) loss_bbox_0: 0.1663 (0.1896) loss_giou_0: 0.3807 (0.4161) loss_class_1: 0.8524 (0.8761) loss_bbox_1: 0.1624 (0.1912) loss_giou_1: 0.3788 (0.4149) loss_class_2: 0.7768 (0.8334) loss_bbox_2: 0.1794 (0.1896) loss_giou_2: 0.3813 (0.4124) loss_class_3: 0.7604 (0.8120) loss_bbox_3: 0.1787 (0.1902) loss_giou_3: 0.3820 (0.4116) loss_class_4: 0.7336 (0.8022) loss_bbox_4: 0.1801 (0.1907) loss_giou_4: 0.3813 (0.4121) loss_class_enc: 0.9114 (0.9351) loss_bbox_enc: 0.1954 (0.2301) loss_giou_enc: 0.4383 (0.4754) loss_class_dn: 0.3933 (0.4059) loss_bbox_dn: 0.2516 (0.3027) loss_giou_dn: 0.4788 (0.4846) loss_class_dn_0: 0.4891 (0.4896) loss_bbox_dn_0: 0.3475 (0.4065) loss_giou_dn_0: 0.5983 (0.6167) loss_class_dn_1: 0.4227 (0.4333) loss_bbox_dn_1: 0.2742 (0.3260) loss_giou_dn_1: 0.5026 (0.5140) loss_class_dn_2: 0.4066 (0.4126) loss_bbox_dn_2: 0.2582 (0.3065) loss_giou_dn_2: 0.4832 (0.4906) loss_class_dn_3: 0.3973 (0.4066) loss_bbox_dn_3: 0.2539 (0.3034) loss_giou_dn_3: 0.4812 (0.4857) loss_class_dn_4: 0.3906 (0.4050) loss_bbox_dn_4: 0.2516 (0.3027) loss_giou_dn_4: 0.4788 (0.4845) loss_class_hybrid: 0.7611 (0.7994) loss_bbox_hybrid: 0.1884 (0.2067) loss_giou_hybrid: 0.4184 (0.4462) loss_class_0_hybrid: 0.8652 (0.8710) loss_bbox_0_hybrid: 0.1949 (0.2163) loss_giou_0_hybrid: 0.4361 (0.4656) loss_class_1_hybrid: 0.8000 (0.8277) loss_bbox_1_hybrid: 0.1899 (0.2105) loss_giou_1_hybrid: 0.4214 (0.4537) loss_class_2_hybrid: 0.7708 (0.8126) loss_bbox_2_hybrid: 0.1887 (0.2069) loss_giou_2_hybrid: 0.4180 (0.4481) loss_class_3_hybrid: 0.7730 (0.8028) loss_bbox_3_hybrid: 0.1899 (0.2067) loss_giou_3_hybrid: 0.4144 (0.4467) loss_class_4_hybrid: 0.7572 (0.7994) loss_bbox_4_hybrid: 0.1885 (0.2067) loss_giou_4_hybrid: 0.4150 (0.4464) loss_class_enc_hybrid: 0.8073 (0.8232) loss_bbox_enc_hybrid: 0.2259 (0.2606) loss_giou_enc_hybrid: 0.5042 (0.5325) mem: 1009 max mem: 36965 [2024-01-15 05:28:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:29:46 det.util.engine] INFO: Epoch: [4] [9550/11727] eta: 0:39:31 lr: 0.000100 data_time: 0.0031 iter_time: 1.0638 loss: 28.5146 (28.4578) loss_class: 0.7841 (0.8000) loss_bbox: 0.1939 (0.1911) loss_giou: 0.3979 (0.4121) loss_class_0: 0.9719 (1.0087) loss_bbox_0: 0.1856 (0.1896) loss_giou_0: 0.4106 (0.4160) loss_class_1: 0.8504 (0.8759) loss_bbox_1: 0.1888 (0.1912) loss_giou_1: 0.4075 (0.4148) loss_class_2: 0.8059 (0.8333) loss_bbox_2: 0.1819 (0.1896) loss_giou_2: 0.3968 (0.4123) loss_class_3: 0.7874 (0.8119) loss_bbox_3: 0.1900 (0.1902) loss_giou_3: 0.3907 (0.4116) loss_class_4: 0.7906 (0.8021) loss_bbox_4: 0.1931 (0.1907) loss_giou_4: 0.3980 (0.4120) loss_class_enc: 0.9110 (0.9351) loss_bbox_enc: 0.2161 (0.2301) loss_giou_enc: 0.4326 (0.4753) loss_class_dn: 0.3977 (0.4059) loss_bbox_dn: 0.2743 (0.3026) loss_giou_dn: 0.4662 (0.4845) loss_class_dn_0: 0.4841 (0.4896) loss_bbox_dn_0: 0.3811 (0.4064) loss_giou_dn_0: 0.6117 (0.6166) loss_class_dn_1: 0.4352 (0.4332) loss_bbox_dn_1: 0.2999 (0.3259) loss_giou_dn_1: 0.5028 (0.5138) loss_class_dn_2: 0.4079 (0.4126) loss_bbox_dn_2: 0.2858 (0.3065) loss_giou_dn_2: 0.4777 (0.4905) loss_class_dn_3: 0.4037 (0.4066) loss_bbox_dn_3: 0.2770 (0.3034) loss_giou_dn_3: 0.4667 (0.4856) loss_class_dn_4: 0.3996 (0.4050) loss_bbox_dn_4: 0.2742 (0.3026) loss_giou_dn_4: 0.4660 (0.4844) loss_class_hybrid: 0.7873 (0.7994) loss_bbox_hybrid: 0.2136 (0.2066) loss_giou_hybrid: 0.4119 (0.4461) loss_class_0_hybrid: 0.8479 (0.8710) loss_bbox_0_hybrid: 0.2182 (0.2163) loss_giou_0_hybrid: 0.4426 (0.4655) loss_class_1_hybrid: 0.7950 (0.8277) loss_bbox_1_hybrid: 0.2156 (0.2105) loss_giou_1_hybrid: 0.4236 (0.4536) loss_class_2_hybrid: 0.7844 (0.8126) loss_bbox_2_hybrid: 0.2143 (0.2069) loss_giou_2_hybrid: 0.4136 (0.4480) loss_class_3_hybrid: 0.7861 (0.8028) loss_bbox_3_hybrid: 0.2149 (0.2066) loss_giou_3_hybrid: 0.4120 (0.4466) loss_class_4_hybrid: 0.7757 (0.7993) loss_bbox_4_hybrid: 0.2126 (0.2066) loss_giou_4_hybrid: 0.4115 (0.4463) loss_class_enc_hybrid: 0.7839 (0.8232) loss_bbox_enc_hybrid: 0.2565 (0.2606) loss_giou_enc_hybrid: 0.4944 (0.5324) mem: 1019 max mem: 36965 [2024-01-15 05:29:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:30:39 det.util.engine] INFO: Epoch: [4] [9600/11727] eta: 0:38:36 lr: 0.000100 data_time: 0.0029 iter_time: 1.0637 loss: 28.2573 (28.4584) loss_class: 0.7670 (0.7999) loss_bbox: 0.1896 (0.1912) loss_giou: 0.4264 (0.4122) loss_class_0: 0.9398 (1.0086) loss_bbox_0: 0.1838 (0.1896) loss_giou_0: 0.4352 (0.4160) loss_class_1: 0.8457 (0.8759) loss_bbox_1: 0.1756 (0.1912) loss_giou_1: 0.4234 (0.4149) loss_class_2: 0.7998 (0.8331) loss_bbox_2: 0.1824 (0.1897) loss_giou_2: 0.4442 (0.4124) loss_class_3: 0.7821 (0.8118) loss_bbox_3: 0.1836 (0.1902) loss_giou_3: 0.4279 (0.4117) loss_class_4: 0.7622 (0.8020) loss_bbox_4: 0.1880 (0.1907) loss_giou_4: 0.4331 (0.4121) loss_class_enc: 0.8774 (0.9350) loss_bbox_enc: 0.2045 (0.2301) loss_giou_enc: 0.4856 (0.4753) loss_class_dn: 0.4101 (0.4059) loss_bbox_dn: 0.2634 (0.3026) loss_giou_dn: 0.4848 (0.4846) loss_class_dn_0: 0.4926 (0.4896) loss_bbox_dn_0: 0.3420 (0.4063) loss_giou_dn_0: 0.6031 (0.6166) loss_class_dn_1: 0.4359 (0.4333) loss_bbox_dn_1: 0.2850 (0.3259) loss_giou_dn_1: 0.5057 (0.5139) loss_class_dn_2: 0.4194 (0.4126) loss_bbox_dn_2: 0.2678 (0.3064) loss_giou_dn_2: 0.4877 (0.4905) loss_class_dn_3: 0.4111 (0.4066) loss_bbox_dn_3: 0.2652 (0.3033) loss_giou_dn_3: 0.4848 (0.4856) loss_class_dn_4: 0.4098 (0.4050) loss_bbox_dn_4: 0.2634 (0.3026) loss_giou_dn_4: 0.4844 (0.4844) loss_class_hybrid: 0.7638 (0.7993) loss_bbox_hybrid: 0.1945 (0.2067) loss_giou_hybrid: 0.4666 (0.4462) loss_class_0_hybrid: 0.8412 (0.8710) loss_bbox_0_hybrid: 0.1914 (0.2164) loss_giou_0_hybrid: 0.4862 (0.4656) loss_class_1_hybrid: 0.8012 (0.8276) loss_bbox_1_hybrid: 0.1921 (0.2105) loss_giou_1_hybrid: 0.4776 (0.4537) loss_class_2_hybrid: 0.7805 (0.8125) loss_bbox_2_hybrid: 0.1918 (0.2070) loss_giou_2_hybrid: 0.4667 (0.4481) loss_class_3_hybrid: 0.7627 (0.8027) loss_bbox_3_hybrid: 0.1946 (0.2067) loss_giou_3_hybrid: 0.4665 (0.4467) loss_class_4_hybrid: 0.7571 (0.7993) loss_bbox_4_hybrid: 0.1914 (0.2067) loss_giou_4_hybrid: 0.4674 (0.4465) loss_class_enc_hybrid: 0.7676 (0.8231) loss_bbox_enc_hybrid: 0.2323 (0.2606) loss_giou_enc_hybrid: 0.5533 (0.5324) mem: 1019 max mem: 36965 [2024-01-15 05:30:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:31:33 det.util.engine] INFO: Epoch: [4] [9650/11727] eta: 0:37:42 lr: 0.000100 data_time: 0.0030 iter_time: 1.0698 loss: 28.9938 (28.4588) loss_class: 0.7640 (0.7999) loss_bbox: 0.1951 (0.1912) loss_giou: 0.4441 (0.4123) loss_class_0: 0.9474 (1.0085) loss_bbox_0: 0.1902 (0.1896) loss_giou_0: 0.4219 (0.4161) loss_class_1: 0.8258 (0.8757) loss_bbox_1: 0.1918 (0.1913) loss_giou_1: 0.4345 (0.4149) loss_class_2: 0.7801 (0.8330) loss_bbox_2: 0.1916 (0.1897) loss_giou_2: 0.4362 (0.4125) loss_class_3: 0.7541 (0.8117) loss_bbox_3: 0.1899 (0.1902) loss_giou_3: 0.4464 (0.4117) loss_class_4: 0.7698 (0.8020) loss_bbox_4: 0.1962 (0.1908) loss_giou_4: 0.4435 (0.4122) loss_class_enc: 0.9288 (0.9350) loss_bbox_enc: 0.2288 (0.2300) loss_giou_enc: 0.4801 (0.4753) loss_class_dn: 0.4019 (0.4059) loss_bbox_dn: 0.3226 (0.3025) loss_giou_dn: 0.5023 (0.4846) loss_class_dn_0: 0.4788 (0.4895) loss_bbox_dn_0: 0.4040 (0.4063) loss_giou_dn_0: 0.6340 (0.6166) loss_class_dn_1: 0.4276 (0.4332) loss_bbox_dn_1: 0.3375 (0.3258) loss_giou_dn_1: 0.5362 (0.5139) loss_class_dn_2: 0.4053 (0.4126) loss_bbox_dn_2: 0.3249 (0.3063) loss_giou_dn_2: 0.5037 (0.4905) loss_class_dn_3: 0.4007 (0.4066) loss_bbox_dn_3: 0.3241 (0.3033) loss_giou_dn_3: 0.5009 (0.4857) loss_class_dn_4: 0.3996 (0.4050) loss_bbox_dn_4: 0.3226 (0.3025) loss_giou_dn_4: 0.5018 (0.4845) loss_class_hybrid: 0.7860 (0.7992) loss_bbox_hybrid: 0.2217 (0.2067) loss_giou_hybrid: 0.4701 (0.4463) loss_class_0_hybrid: 0.8234 (0.8709) loss_bbox_0_hybrid: 0.2279 (0.2164) loss_giou_0_hybrid: 0.4925 (0.4657) loss_class_1_hybrid: 0.7854 (0.8275) loss_bbox_1_hybrid: 0.2243 (0.2106) loss_giou_1_hybrid: 0.4763 (0.4538) loss_class_2_hybrid: 0.7743 (0.8124) loss_bbox_2_hybrid: 0.2203 (0.2070) loss_giou_2_hybrid: 0.4737 (0.4482) loss_class_3_hybrid: 0.7769 (0.8027) loss_bbox_3_hybrid: 0.2168 (0.2067) loss_giou_3_hybrid: 0.4715 (0.4468) loss_class_4_hybrid: 0.7864 (0.7992) loss_bbox_4_hybrid: 0.2225 (0.2067) loss_giou_4_hybrid: 0.4711 (0.4466) loss_class_enc_hybrid: 0.7947 (0.8231) loss_bbox_enc_hybrid: 0.2617 (0.2606) loss_giou_enc_hybrid: 0.5463 (0.5325) mem: 1021 max mem: 36965 [2024-01-15 05:31:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:32:27 det.util.engine] INFO: Epoch: [4] [9700/11727] eta: 0:36:47 lr: 0.000100 data_time: 0.0033 iter_time: 1.0740 loss: 28.4689 (28.4571) loss_class: 0.8452 (0.7999) loss_bbox: 0.1959 (0.1912) loss_giou: 0.3863 (0.4122) loss_class_0: 1.0516 (1.0085) loss_bbox_0: 0.1857 (0.1896) loss_giou_0: 0.3862 (0.4160) loss_class_1: 0.9607 (0.8758) loss_bbox_1: 0.1842 (0.1912) loss_giou_1: 0.3886 (0.4149) loss_class_2: 0.8978 (0.8330) loss_bbox_2: 0.1853 (0.1897) loss_giou_2: 0.3954 (0.4125) loss_class_3: 0.8599 (0.8118) loss_bbox_3: 0.1910 (0.1902) loss_giou_3: 0.3839 (0.4117) loss_class_4: 0.8434 (0.8020) loss_bbox_4: 0.1943 (0.1908) loss_giou_4: 0.3875 (0.4121) loss_class_enc: 0.9508 (0.9350) loss_bbox_enc: 0.2404 (0.2300) loss_giou_enc: 0.4827 (0.4753) loss_class_dn: 0.4167 (0.4059) loss_bbox_dn: 0.2917 (0.3025) loss_giou_dn: 0.4624 (0.4845) loss_class_dn_0: 0.4818 (0.4895) loss_bbox_dn_0: 0.4158 (0.4063) loss_giou_dn_0: 0.6032 (0.6166) loss_class_dn_1: 0.4360 (0.4332) loss_bbox_dn_1: 0.3206 (0.3258) loss_giou_dn_1: 0.4909 (0.5138) loss_class_dn_2: 0.4212 (0.4126) loss_bbox_dn_2: 0.2986 (0.3063) loss_giou_dn_2: 0.4635 (0.4904) loss_class_dn_3: 0.4178 (0.4066) loss_bbox_dn_3: 0.2939 (0.3032) loss_giou_dn_3: 0.4651 (0.4856) loss_class_dn_4: 0.4163 (0.4050) loss_bbox_dn_4: 0.2919 (0.3025) loss_giou_dn_4: 0.4623 (0.4844) loss_class_hybrid: 0.8406 (0.7993) loss_bbox_hybrid: 0.2134 (0.2067) loss_giou_hybrid: 0.4031 (0.4462) loss_class_0_hybrid: 0.9133 (0.8710) loss_bbox_0_hybrid: 0.2155 (0.2163) loss_giou_0_hybrid: 0.4282 (0.4655) loss_class_1_hybrid: 0.8980 (0.8276) loss_bbox_1_hybrid: 0.2036 (0.2105) loss_giou_1_hybrid: 0.4216 (0.4536) loss_class_2_hybrid: 0.8638 (0.8125) loss_bbox_2_hybrid: 0.2071 (0.2070) loss_giou_2_hybrid: 0.4117 (0.4481) loss_class_3_hybrid: 0.8481 (0.8027) loss_bbox_3_hybrid: 0.2142 (0.2067) loss_giou_3_hybrid: 0.4072 (0.4467) loss_class_4_hybrid: 0.8430 (0.7993) loss_bbox_4_hybrid: 0.2153 (0.2067) loss_giou_4_hybrid: 0.4041 (0.4464) loss_class_enc_hybrid: 0.8447 (0.8231) loss_bbox_enc_hybrid: 0.2649 (0.2606) loss_giou_enc_hybrid: 0.5135 (0.5324) mem: 1020 max mem: 36965 [2024-01-15 05:32:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:33:20 det.util.engine] INFO: Epoch: [4] [9750/11727] eta: 0:35:52 lr: 0.000100 data_time: 0.0027 iter_time: 1.0577 loss: 27.9271 (28.4559) loss_class: 0.7892 (0.7998) loss_bbox: 0.1824 (0.1912) loss_giou: 0.3838 (0.4122) loss_class_0: 0.9796 (1.0083) loss_bbox_0: 0.1821 (0.1896) loss_giou_0: 0.4042 (0.4161) loss_class_1: 0.8997 (0.8757) loss_bbox_1: 0.1811 (0.1912) loss_giou_1: 0.4012 (0.4149) loss_class_2: 0.8286 (0.8330) loss_bbox_2: 0.1825 (0.1897) loss_giou_2: 0.3931 (0.4125) loss_class_3: 0.7984 (0.8117) loss_bbox_3: 0.1723 (0.1902) loss_giou_3: 0.3863 (0.4117) loss_class_4: 0.7840 (0.8019) loss_bbox_4: 0.1746 (0.1907) loss_giou_4: 0.3837 (0.4122) loss_class_enc: 0.9008 (0.9349) loss_bbox_enc: 0.2114 (0.2300) loss_giou_enc: 0.4579 (0.4753) loss_class_dn: 0.3977 (0.4058) loss_bbox_dn: 0.2783 (0.3024) loss_giou_dn: 0.4681 (0.4845) loss_class_dn_0: 0.4814 (0.4895) loss_bbox_dn_0: 0.3726 (0.4062) loss_giou_dn_0: 0.5864 (0.6165) loss_class_dn_1: 0.4272 (0.4332) loss_bbox_dn_1: 0.2862 (0.3257) loss_giou_dn_1: 0.4868 (0.5138) loss_class_dn_2: 0.4071 (0.4125) loss_bbox_dn_2: 0.2799 (0.3063) loss_giou_dn_2: 0.4728 (0.4904) loss_class_dn_3: 0.4010 (0.4065) loss_bbox_dn_3: 0.2782 (0.3032) loss_giou_dn_3: 0.4686 (0.4856) loss_class_dn_4: 0.3973 (0.4049) loss_bbox_dn_4: 0.2782 (0.3024) loss_giou_dn_4: 0.4680 (0.4844) loss_class_hybrid: 0.7998 (0.7992) loss_bbox_hybrid: 0.2002 (0.2067) loss_giou_hybrid: 0.4522 (0.4463) loss_class_0_hybrid: 0.8447 (0.8709) loss_bbox_0_hybrid: 0.2119 (0.2163) loss_giou_0_hybrid: 0.4766 (0.4656) loss_class_1_hybrid: 0.8421 (0.8275) loss_bbox_1_hybrid: 0.2080 (0.2105) loss_giou_1_hybrid: 0.4660 (0.4537) loss_class_2_hybrid: 0.8237 (0.8123) loss_bbox_2_hybrid: 0.2034 (0.2070) loss_giou_2_hybrid: 0.4549 (0.4482) loss_class_3_hybrid: 0.8221 (0.8026) loss_bbox_3_hybrid: 0.2014 (0.2067) loss_giou_3_hybrid: 0.4590 (0.4468) loss_class_4_hybrid: 0.8115 (0.7992) loss_bbox_4_hybrid: 0.2009 (0.2067) loss_giou_4_hybrid: 0.4520 (0.4465) loss_class_enc_hybrid: 0.8026 (0.8230) loss_bbox_enc_hybrid: 0.2572 (0.2606) loss_giou_enc_hybrid: 0.5391 (0.5325) mem: 1021 max mem: 36965 [2024-01-15 05:33:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:34:14 det.util.engine] INFO: Epoch: [4] [9800/11727] eta: 0:34:58 lr: 0.000100 data_time: 0.0032 iter_time: 1.0618 loss: 28.3095 (28.4572) loss_class: 0.7650 (0.7999) loss_bbox: 0.2000 (0.1912) loss_giou: 0.4102 (0.4122) loss_class_0: 0.9670 (1.0083) loss_bbox_0: 0.1942 (0.1896) loss_giou_0: 0.4143 (0.4161) loss_class_1: 0.8514 (0.8757) loss_bbox_1: 0.2052 (0.1913) loss_giou_1: 0.4137 (0.4149) loss_class_2: 0.8230 (0.8330) loss_bbox_2: 0.1985 (0.1897) loss_giou_2: 0.4075 (0.4125) loss_class_3: 0.7784 (0.8118) loss_bbox_3: 0.1984 (0.1902) loss_giou_3: 0.4046 (0.4117) loss_class_4: 0.7538 (0.8020) loss_bbox_4: 0.2001 (0.1908) loss_giou_4: 0.4071 (0.4122) loss_class_enc: 0.8936 (0.9349) loss_bbox_enc: 0.2298 (0.2300) loss_giou_enc: 0.4703 (0.4753) loss_class_dn: 0.4021 (0.4058) loss_bbox_dn: 0.3241 (0.3025) loss_giou_dn: 0.4848 (0.4845) loss_class_dn_0: 0.4815 (0.4895) loss_bbox_dn_0: 0.4169 (0.4062) loss_giou_dn_0: 0.6126 (0.6165) loss_class_dn_1: 0.4250 (0.4332) loss_bbox_dn_1: 0.3429 (0.3258) loss_giou_dn_1: 0.5105 (0.5138) loss_class_dn_2: 0.4051 (0.4125) loss_bbox_dn_2: 0.3269 (0.3063) loss_giou_dn_2: 0.4889 (0.4904) loss_class_dn_3: 0.4007 (0.4066) loss_bbox_dn_3: 0.3265 (0.3032) loss_giou_dn_3: 0.4836 (0.4856) loss_class_dn_4: 0.4002 (0.4050) loss_bbox_dn_4: 0.3244 (0.3025) loss_giou_dn_4: 0.4843 (0.4844) loss_class_hybrid: 0.7543 (0.7993) loss_bbox_hybrid: 0.2213 (0.2067) loss_giou_hybrid: 0.4473 (0.4463) loss_class_0_hybrid: 0.8504 (0.8709) loss_bbox_0_hybrid: 0.2244 (0.2164) loss_giou_0_hybrid: 0.4642 (0.4656) loss_class_1_hybrid: 0.8064 (0.8276) loss_bbox_1_hybrid: 0.2162 (0.2106) loss_giou_1_hybrid: 0.4488 (0.4537) loss_class_2_hybrid: 0.7857 (0.8124) loss_bbox_2_hybrid: 0.2192 (0.2070) loss_giou_2_hybrid: 0.4436 (0.4482) loss_class_3_hybrid: 0.7708 (0.8027) loss_bbox_3_hybrid: 0.2194 (0.2067) loss_giou_3_hybrid: 0.4403 (0.4468) loss_class_4_hybrid: 0.7584 (0.7992) loss_bbox_4_hybrid: 0.2224 (0.2068) loss_giou_4_hybrid: 0.4460 (0.4465) loss_class_enc_hybrid: 0.8075 (0.8231) loss_bbox_enc_hybrid: 0.2571 (0.2606) loss_giou_enc_hybrid: 0.5349 (0.5325) mem: 1048 max mem: 36965 [2024-01-15 05:34:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:35:09 det.util.engine] INFO: Epoch: [4] [9850/11727] eta: 0:34:04 lr: 0.000100 data_time: 0.0032 iter_time: 1.0769 loss: 27.9258 (28.4573) loss_class: 0.7575 (0.7999) loss_bbox: 0.1907 (0.1912) loss_giou: 0.4003 (0.4122) loss_class_0: 0.9710 (1.0083) loss_bbox_0: 0.1827 (0.1897) loss_giou_0: 0.3720 (0.4161) loss_class_1: 0.8407 (0.8757) loss_bbox_1: 0.1887 (0.1913) loss_giou_1: 0.4013 (0.4149) loss_class_2: 0.7850 (0.8330) loss_bbox_2: 0.1899 (0.1897) loss_giou_2: 0.4059 (0.4125) loss_class_3: 0.7817 (0.8118) loss_bbox_3: 0.1856 (0.1903) loss_giou_3: 0.3974 (0.4117) loss_class_4: 0.7571 (0.8020) loss_bbox_4: 0.1920 (0.1908) loss_giou_4: 0.4001 (0.4122) loss_class_enc: 0.9008 (0.9349) loss_bbox_enc: 0.2135 (0.2300) loss_giou_enc: 0.4368 (0.4753) loss_class_dn: 0.3892 (0.4058) loss_bbox_dn: 0.2772 (0.3025) loss_giou_dn: 0.4868 (0.4845) loss_class_dn_0: 0.4872 (0.4895) loss_bbox_dn_0: 0.4092 (0.4062) loss_giou_dn_0: 0.5988 (0.6165) loss_class_dn_1: 0.4197 (0.4332) loss_bbox_dn_1: 0.3308 (0.3258) loss_giou_dn_1: 0.5065 (0.5138) loss_class_dn_2: 0.4002 (0.4125) loss_bbox_dn_2: 0.2919 (0.3063) loss_giou_dn_2: 0.4907 (0.4904) loss_class_dn_3: 0.3952 (0.4065) loss_bbox_dn_3: 0.2759 (0.3032) loss_giou_dn_3: 0.4878 (0.4855) loss_class_dn_4: 0.3906 (0.4049) loss_bbox_dn_4: 0.2771 (0.3025) loss_giou_dn_4: 0.4867 (0.4843) loss_class_hybrid: 0.7731 (0.7992) loss_bbox_hybrid: 0.2113 (0.2068) loss_giou_hybrid: 0.4162 (0.4463) loss_class_0_hybrid: 0.8552 (0.8709) loss_bbox_0_hybrid: 0.2151 (0.2164) loss_giou_0_hybrid: 0.4325 (0.4656) loss_class_1_hybrid: 0.7911 (0.8275) loss_bbox_1_hybrid: 0.2136 (0.2106) loss_giou_1_hybrid: 0.4243 (0.4538) loss_class_2_hybrid: 0.7833 (0.8124) loss_bbox_2_hybrid: 0.2124 (0.2071) loss_giou_2_hybrid: 0.4175 (0.4482) loss_class_3_hybrid: 0.7698 (0.8027) loss_bbox_3_hybrid: 0.2102 (0.2068) loss_giou_3_hybrid: 0.4155 (0.4468) loss_class_4_hybrid: 0.7754 (0.7992) loss_bbox_4_hybrid: 0.2121 (0.2068) loss_giou_4_hybrid: 0.4178 (0.4466) loss_class_enc_hybrid: 0.8283 (0.8231) loss_bbox_enc_hybrid: 0.2622 (0.2606) loss_giou_enc_hybrid: 0.4855 (0.5325) mem: 1011 max mem: 36965 [2024-01-15 05:35:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:36:05 det.util.engine] INFO: Epoch: [4] [9900/11727] eta: 0:33:10 lr: 0.000100 data_time: 0.0030 iter_time: 1.1099 loss: 28.1492 (28.4578) loss_class: 0.7935 (0.7999) loss_bbox: 0.1840 (0.1913) loss_giou: 0.3846 (0.4122) loss_class_0: 0.9771 (1.0083) loss_bbox_0: 0.1813 (0.1897) loss_giou_0: 0.3924 (0.4161) loss_class_1: 0.8664 (0.8757) loss_bbox_1: 0.1816 (0.1914) loss_giou_1: 0.3807 (0.4148) loss_class_2: 0.8284 (0.8329) loss_bbox_2: 0.1797 (0.1898) loss_giou_2: 0.3866 (0.4125) loss_class_3: 0.7998 (0.8118) loss_bbox_3: 0.1840 (0.1904) loss_giou_3: 0.3854 (0.4117) loss_class_4: 0.8031 (0.8020) loss_bbox_4: 0.1838 (0.1909) loss_giou_4: 0.3858 (0.4121) loss_class_enc: 0.9361 (0.9349) loss_bbox_enc: 0.2178 (0.2301) loss_giou_enc: 0.4493 (0.4752) loss_class_dn: 0.3965 (0.4058) loss_bbox_dn: 0.2734 (0.3026) loss_giou_dn: 0.4631 (0.4844) loss_class_dn_0: 0.4763 (0.4895) loss_bbox_dn_0: 0.4051 (0.4064) loss_giou_dn_0: 0.6044 (0.6165) loss_class_dn_1: 0.4336 (0.4332) loss_bbox_dn_1: 0.2890 (0.3259) loss_giou_dn_1: 0.4867 (0.5137) loss_class_dn_2: 0.4078 (0.4125) loss_bbox_dn_2: 0.2783 (0.3064) loss_giou_dn_2: 0.4653 (0.4903) loss_class_dn_3: 0.4003 (0.4065) loss_bbox_dn_3: 0.2751 (0.3033) loss_giou_dn_3: 0.4628 (0.4855) loss_class_dn_4: 0.3940 (0.4049) loss_bbox_dn_4: 0.2734 (0.3026) loss_giou_dn_4: 0.4631 (0.4843) loss_class_hybrid: 0.7824 (0.7992) loss_bbox_hybrid: 0.1961 (0.2069) loss_giou_hybrid: 0.4161 (0.4463) loss_class_0_hybrid: 0.8546 (0.8709) loss_bbox_0_hybrid: 0.2083 (0.2165) loss_giou_0_hybrid: 0.4304 (0.4656) loss_class_1_hybrid: 0.8192 (0.8275) loss_bbox_1_hybrid: 0.2022 (0.2107) loss_giou_1_hybrid: 0.4191 (0.4537) loss_class_2_hybrid: 0.8047 (0.8124) loss_bbox_2_hybrid: 0.2005 (0.2071) loss_giou_2_hybrid: 0.4176 (0.4482) loss_class_3_hybrid: 0.7931 (0.8027) loss_bbox_3_hybrid: 0.2016 (0.2069) loss_giou_3_hybrid: 0.4151 (0.4467) loss_class_4_hybrid: 0.7905 (0.7992) loss_bbox_4_hybrid: 0.1964 (0.2069) loss_giou_4_hybrid: 0.4177 (0.4465) loss_class_enc_hybrid: 0.8052 (0.8231) loss_bbox_enc_hybrid: 0.2540 (0.2607) loss_giou_enc_hybrid: 0.5027 (0.5324) mem: 1037 max mem: 36965 [2024-01-15 05:36:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:37:03 det.util.engine] INFO: Epoch: [4] [9950/11727] eta: 0:32:16 lr: 0.000100 data_time: 0.0034 iter_time: 1.1485 loss: 28.4565 (28.4579) loss_class: 0.7823 (0.7998) loss_bbox: 0.1977 (0.1914) loss_giou: 0.3851 (0.4122) loss_class_0: 0.9662 (1.0082) loss_bbox_0: 0.1923 (0.1898) loss_giou_0: 0.3885 (0.4161) loss_class_1: 0.8369 (0.8755) loss_bbox_1: 0.2017 (0.1914) loss_giou_1: 0.3902 (0.4149) loss_class_2: 0.8030 (0.8328) loss_bbox_2: 0.1901 (0.1899) loss_giou_2: 0.3887 (0.4125) loss_class_3: 0.7588 (0.8116) loss_bbox_3: 0.1946 (0.1904) loss_giou_3: 0.3930 (0.4117) loss_class_4: 0.7620 (0.8019) loss_bbox_4: 0.1963 (0.1909) loss_giou_4: 0.3848 (0.4122) loss_class_enc: 0.9222 (0.9348) loss_bbox_enc: 0.2342 (0.2301) loss_giou_enc: 0.4410 (0.4753) loss_class_dn: 0.3907 (0.4057) loss_bbox_dn: 0.2830 (0.3026) loss_giou_dn: 0.5004 (0.4844) loss_class_dn_0: 0.4737 (0.4895) loss_bbox_dn_0: 0.3862 (0.4064) loss_giou_dn_0: 0.6217 (0.6165) loss_class_dn_1: 0.4179 (0.4331) loss_bbox_dn_1: 0.3025 (0.3259) loss_giou_dn_1: 0.5255 (0.5137) loss_class_dn_2: 0.3930 (0.4124) loss_bbox_dn_2: 0.2858 (0.3064) loss_giou_dn_2: 0.5031 (0.4904) loss_class_dn_3: 0.3877 (0.4065) loss_bbox_dn_3: 0.2837 (0.3033) loss_giou_dn_3: 0.5016 (0.4855) loss_class_dn_4: 0.3845 (0.4049) loss_bbox_dn_4: 0.2829 (0.3026) loss_giou_dn_4: 0.5004 (0.4843) loss_class_hybrid: 0.7756 (0.7991) loss_bbox_hybrid: 0.2089 (0.2069) loss_giou_hybrid: 0.4248 (0.4464) loss_class_0_hybrid: 0.8675 (0.8709) loss_bbox_0_hybrid: 0.2026 (0.2165) loss_giou_0_hybrid: 0.4259 (0.4656) loss_class_1_hybrid: 0.7830 (0.8274) loss_bbox_1_hybrid: 0.2100 (0.2107) loss_giou_1_hybrid: 0.4327 (0.4538) loss_class_2_hybrid: 0.7916 (0.8123) loss_bbox_2_hybrid: 0.2059 (0.2072) loss_giou_2_hybrid: 0.4268 (0.4482) loss_class_3_hybrid: 0.7799 (0.8026) loss_bbox_3_hybrid: 0.2080 (0.2069) loss_giou_3_hybrid: 0.4257 (0.4468) loss_class_4_hybrid: 0.7776 (0.7990) loss_bbox_4_hybrid: 0.2096 (0.2069) loss_giou_4_hybrid: 0.4221 (0.4466) loss_class_enc_hybrid: 0.8282 (0.8230) loss_bbox_enc_hybrid: 0.2485 (0.2607) loss_giou_enc_hybrid: 0.4763 (0.5324) mem: 1016 max mem: 36965 [2024-01-15 05:37:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:38:01 det.util.engine] INFO: Epoch: [4] [10000/11727] eta: 0:31:22 lr: 0.000100 data_time: 0.0032 iter_time: 1.1281 loss: 28.4412 (28.4571) loss_class: 0.7709 (0.7998) loss_bbox: 0.1953 (0.1914) loss_giou: 0.3790 (0.4122) loss_class_0: 1.0201 (1.0082) loss_bbox_0: 0.1943 (0.1898) loss_giou_0: 0.3959 (0.4160) loss_class_1: 0.8790 (0.8756) loss_bbox_1: 0.1907 (0.1914) loss_giou_1: 0.3863 (0.4148) loss_class_2: 0.8198 (0.8329) loss_bbox_2: 0.1885 (0.1899) loss_giou_2: 0.3865 (0.4125) loss_class_3: 0.7767 (0.8116) loss_bbox_3: 0.1928 (0.1904) loss_giou_3: 0.3793 (0.4117) loss_class_4: 0.7737 (0.8019) loss_bbox_4: 0.1939 (0.1910) loss_giou_4: 0.3782 (0.4121) loss_class_enc: 0.9604 (0.9349) loss_bbox_enc: 0.2573 (0.2301) loss_giou_enc: 0.4644 (0.4752) loss_class_dn: 0.3930 (0.4057) loss_bbox_dn: 0.3108 (0.3027) loss_giou_dn: 0.4740 (0.4844) loss_class_dn_0: 0.4863 (0.4894) loss_bbox_dn_0: 0.4271 (0.4065) loss_giou_dn_0: 0.6134 (0.6164) loss_class_dn_1: 0.4254 (0.4331) loss_bbox_dn_1: 0.3297 (0.3259) loss_giou_dn_1: 0.5100 (0.5137) loss_class_dn_2: 0.4035 (0.4124) loss_bbox_dn_2: 0.3189 (0.3065) loss_giou_dn_2: 0.4844 (0.4903) loss_class_dn_3: 0.3974 (0.4064) loss_bbox_dn_3: 0.3125 (0.3034) loss_giou_dn_3: 0.4774 (0.4855) loss_class_dn_4: 0.3931 (0.4048) loss_bbox_dn_4: 0.3108 (0.3027) loss_giou_dn_4: 0.4732 (0.4843) loss_class_hybrid: 0.7729 (0.7991) loss_bbox_hybrid: 0.2173 (0.2069) loss_giou_hybrid: 0.3973 (0.4463) loss_class_0_hybrid: 0.8608 (0.8709) loss_bbox_0_hybrid: 0.2101 (0.2165) loss_giou_0_hybrid: 0.4274 (0.4655) loss_class_1_hybrid: 0.7966 (0.8275) loss_bbox_1_hybrid: 0.2088 (0.2107) loss_giou_1_hybrid: 0.4132 (0.4537) loss_class_2_hybrid: 0.7841 (0.8123) loss_bbox_2_hybrid: 0.2109 (0.2072) loss_giou_2_hybrid: 0.4017 (0.4482) loss_class_3_hybrid: 0.7571 (0.8026) loss_bbox_3_hybrid: 0.2129 (0.2069) loss_giou_3_hybrid: 0.3959 (0.4467) loss_class_4_hybrid: 0.7725 (0.7991) loss_bbox_4_hybrid: 0.2117 (0.2069) loss_giou_4_hybrid: 0.3989 (0.4465) loss_class_enc_hybrid: 0.8146 (0.8231) loss_bbox_enc_hybrid: 0.2684 (0.2607) loss_giou_enc_hybrid: 0.5135 (0.5323) mem: 1025 max mem: 36965 [2024-01-15 05:38:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:38:55 det.util.engine] INFO: Epoch: [4] [10050/11727] eta: 0:30:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.0758 loss: 27.6889 (28.4551) loss_class: 0.8129 (0.7999) loss_bbox: 0.1739 (0.1913) loss_giou: 0.3494 (0.4121) loss_class_0: 0.9883 (1.0082) loss_bbox_0: 0.1819 (0.1897) loss_giou_0: 0.3683 (0.4159) loss_class_1: 0.9051 (0.8756) loss_bbox_1: 0.1787 (0.1914) loss_giou_1: 0.3553 (0.4147) loss_class_2: 0.8319 (0.8328) loss_bbox_2: 0.1676 (0.1899) loss_giou_2: 0.3554 (0.4124) loss_class_3: 0.8315 (0.8116) loss_bbox_3: 0.1709 (0.1904) loss_giou_3: 0.3589 (0.4116) loss_class_4: 0.8185 (0.8019) loss_bbox_4: 0.1749 (0.1909) loss_giou_4: 0.3469 (0.4120) loss_class_enc: 0.9718 (0.9350) loss_bbox_enc: 0.1933 (0.2301) loss_giou_enc: 0.4059 (0.4751) loss_class_dn: 0.4079 (0.4057) loss_bbox_dn: 0.2846 (0.3026) loss_giou_dn: 0.4512 (0.4843) loss_class_dn_0: 0.4856 (0.4894) loss_bbox_dn_0: 0.3662 (0.4065) loss_giou_dn_0: 0.5655 (0.6164) loss_class_dn_1: 0.4301 (0.4331) loss_bbox_dn_1: 0.3002 (0.3259) loss_giou_dn_1: 0.4674 (0.5136) loss_class_dn_2: 0.4080 (0.4124) loss_bbox_dn_2: 0.2858 (0.3064) loss_giou_dn_2: 0.4491 (0.4903) loss_class_dn_3: 0.4039 (0.4064) loss_bbox_dn_3: 0.2851 (0.3033) loss_giou_dn_3: 0.4492 (0.4854) loss_class_dn_4: 0.4038 (0.4048) loss_bbox_dn_4: 0.2845 (0.3026) loss_giou_dn_4: 0.4510 (0.4842) loss_class_hybrid: 0.8326 (0.7991) loss_bbox_hybrid: 0.1790 (0.2069) loss_giou_hybrid: 0.3999 (0.4462) loss_class_0_hybrid: 0.8924 (0.8709) loss_bbox_0_hybrid: 0.1895 (0.2165) loss_giou_0_hybrid: 0.4382 (0.4655) loss_class_1_hybrid: 0.8675 (0.8275) loss_bbox_1_hybrid: 0.1881 (0.2107) loss_giou_1_hybrid: 0.4113 (0.4536) loss_class_2_hybrid: 0.8311 (0.8124) loss_bbox_2_hybrid: 0.1794 (0.2071) loss_giou_2_hybrid: 0.4053 (0.4481) loss_class_3_hybrid: 0.8169 (0.8026) loss_bbox_3_hybrid: 0.1784 (0.2069) loss_giou_3_hybrid: 0.4037 (0.4466) loss_class_4_hybrid: 0.8221 (0.7991) loss_bbox_4_hybrid: 0.1789 (0.2069) loss_giou_4_hybrid: 0.4035 (0.4464) loss_class_enc_hybrid: 0.8434 (0.8231) loss_bbox_enc_hybrid: 0.2313 (0.2607) loss_giou_enc_hybrid: 0.4945 (0.5323) mem: 1030 max mem: 36965 [2024-01-15 05:38:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:39:49 det.util.engine] INFO: Epoch: [4] [10100/11727] eta: 0:29:33 lr: 0.000100 data_time: 0.0031 iter_time: 1.0764 loss: 27.5452 (28.4526) loss_class: 0.7165 (0.7997) loss_bbox: 0.1836 (0.1914) loss_giou: 0.4223 (0.4121) loss_class_0: 0.8998 (1.0079) loss_bbox_0: 0.1791 (0.1898) loss_giou_0: 0.4233 (0.4160) loss_class_1: 0.7765 (0.8753) loss_bbox_1: 0.1867 (0.1914) loss_giou_1: 0.4317 (0.4148) loss_class_2: 0.7420 (0.8326) loss_bbox_2: 0.1891 (0.1899) loss_giou_2: 0.4192 (0.4124) loss_class_3: 0.7124 (0.8114) loss_bbox_3: 0.1817 (0.1904) loss_giou_3: 0.4216 (0.4116) loss_class_4: 0.7123 (0.8017) loss_bbox_4: 0.1835 (0.1909) loss_giou_4: 0.4192 (0.4121) loss_class_enc: 0.8509 (0.9348) loss_bbox_enc: 0.2232 (0.2301) loss_giou_enc: 0.4818 (0.4752) loss_class_dn: 0.3806 (0.4056) loss_bbox_dn: 0.2559 (0.3026) loss_giou_dn: 0.4981 (0.4843) loss_class_dn_0: 0.4798 (0.4894) loss_bbox_dn_0: 0.3513 (0.4064) loss_giou_dn_0: 0.6288 (0.6164) loss_class_dn_1: 0.4132 (0.4330) loss_bbox_dn_1: 0.2758 (0.3259) loss_giou_dn_1: 0.5297 (0.5136) loss_class_dn_2: 0.3955 (0.4123) loss_bbox_dn_2: 0.2558 (0.3064) loss_giou_dn_2: 0.5056 (0.4903) loss_class_dn_3: 0.3858 (0.4064) loss_bbox_dn_3: 0.2566 (0.3033) loss_giou_dn_3: 0.4992 (0.4854) loss_class_dn_4: 0.3819 (0.4047) loss_bbox_dn_4: 0.2558 (0.3026) loss_giou_dn_4: 0.4981 (0.4842) loss_class_hybrid: 0.7302 (0.7990) loss_bbox_hybrid: 0.2014 (0.2069) loss_giou_hybrid: 0.4401 (0.4462) loss_class_0_hybrid: 0.7934 (0.8707) loss_bbox_0_hybrid: 0.2036 (0.2165) loss_giou_0_hybrid: 0.4491 (0.4655) loss_class_1_hybrid: 0.7559 (0.8273) loss_bbox_1_hybrid: 0.2017 (0.2107) loss_giou_1_hybrid: 0.4411 (0.4536) loss_class_2_hybrid: 0.7423 (0.8122) loss_bbox_2_hybrid: 0.2045 (0.2071) loss_giou_2_hybrid: 0.4396 (0.4481) loss_class_3_hybrid: 0.7289 (0.8025) loss_bbox_3_hybrid: 0.2012 (0.2069) loss_giou_3_hybrid: 0.4361 (0.4467) loss_class_4_hybrid: 0.7251 (0.7989) loss_bbox_4_hybrid: 0.2022 (0.2069) loss_giou_4_hybrid: 0.4368 (0.4465) loss_class_enc_hybrid: 0.7468 (0.8229) loss_bbox_enc_hybrid: 0.2520 (0.2607) loss_giou_enc_hybrid: 0.5232 (0.5323) mem: 1023 max mem: 36965 [2024-01-15 05:39:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:40:43 det.util.engine] INFO: Epoch: [4] [10150/11727] eta: 0:28:38 lr: 0.000100 data_time: 0.0031 iter_time: 1.0530 loss: 26.9319 (28.4525) loss_class: 0.7526 (0.7996) loss_bbox: 0.1890 (0.1914) loss_giou: 0.3867 (0.4122) loss_class_0: 0.9626 (1.0077) loss_bbox_0: 0.1895 (0.1898) loss_giou_0: 0.3951 (0.4161) loss_class_1: 0.8226 (0.8752) loss_bbox_1: 0.1988 (0.1914) loss_giou_1: 0.3871 (0.4149) loss_class_2: 0.7765 (0.8325) loss_bbox_2: 0.1859 (0.1899) loss_giou_2: 0.3735 (0.4125) loss_class_3: 0.7520 (0.8113) loss_bbox_3: 0.1876 (0.1904) loss_giou_3: 0.3789 (0.4117) loss_class_4: 0.7444 (0.8016) loss_bbox_4: 0.1888 (0.1909) loss_giou_4: 0.3861 (0.4121) loss_class_enc: 0.8988 (0.9347) loss_bbox_enc: 0.2373 (0.2301) loss_giou_enc: 0.4409 (0.4752) loss_class_dn: 0.3881 (0.4056) loss_bbox_dn: 0.3060 (0.3026) loss_giou_dn: 0.4449 (0.4844) loss_class_dn_0: 0.4768 (0.4894) loss_bbox_dn_0: 0.3926 (0.4064) loss_giou_dn_0: 0.5800 (0.6164) loss_class_dn_1: 0.4138 (0.4330) loss_bbox_dn_1: 0.3320 (0.3259) loss_giou_dn_1: 0.4825 (0.5137) loss_class_dn_2: 0.3979 (0.4123) loss_bbox_dn_2: 0.3094 (0.3064) loss_giou_dn_2: 0.4459 (0.4903) loss_class_dn_3: 0.3904 (0.4063) loss_bbox_dn_3: 0.3060 (0.3033) loss_giou_dn_3: 0.4442 (0.4855) loss_class_dn_4: 0.3894 (0.4047) loss_bbox_dn_4: 0.3059 (0.3026) loss_giou_dn_4: 0.4447 (0.4843) loss_class_hybrid: 0.7858 (0.7989) loss_bbox_hybrid: 0.2011 (0.2069) loss_giou_hybrid: 0.4021 (0.4463) loss_class_0_hybrid: 0.8508 (0.8706) loss_bbox_0_hybrid: 0.2059 (0.2165) loss_giou_0_hybrid: 0.4123 (0.4656) loss_class_1_hybrid: 0.8012 (0.8272) loss_bbox_1_hybrid: 0.2079 (0.2107) loss_giou_1_hybrid: 0.3991 (0.4537) loss_class_2_hybrid: 0.7907 (0.8121) loss_bbox_2_hybrid: 0.1999 (0.2071) loss_giou_2_hybrid: 0.4021 (0.4482) loss_class_3_hybrid: 0.7848 (0.8024) loss_bbox_3_hybrid: 0.2033 (0.2069) loss_giou_3_hybrid: 0.3998 (0.4467) loss_class_4_hybrid: 0.7859 (0.7989) loss_bbox_4_hybrid: 0.2027 (0.2069) loss_giou_4_hybrid: 0.3997 (0.4465) loss_class_enc_hybrid: 0.8127 (0.8229) loss_bbox_enc_hybrid: 0.2450 (0.2607) loss_giou_enc_hybrid: 0.4702 (0.5323) mem: 1018 max mem: 36965 [2024-01-15 05:40:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:41:36 det.util.engine] INFO: Epoch: [4] [10200/11727] eta: 0:27:43 lr: 0.000100 data_time: 0.0032 iter_time: 1.0785 loss: 27.9437 (28.4479) loss_class: 0.7471 (0.7994) loss_bbox: 0.1736 (0.1913) loss_giou: 0.4096 (0.4121) loss_class_0: 0.9257 (1.0075) loss_bbox_0: 0.1647 (0.1898) loss_giou_0: 0.4196 (0.4160) loss_class_1: 0.8400 (0.8750) loss_bbox_1: 0.1628 (0.1914) loss_giou_1: 0.4121 (0.4148) loss_class_2: 0.7729 (0.8324) loss_bbox_2: 0.1704 (0.1899) loss_giou_2: 0.4125 (0.4125) loss_class_3: 0.7718 (0.8112) loss_bbox_3: 0.1737 (0.1904) loss_giou_3: 0.4101 (0.4116) loss_class_4: 0.7495 (0.8015) loss_bbox_4: 0.1736 (0.1909) loss_giou_4: 0.4139 (0.4121) loss_class_enc: 0.8740 (0.9345) loss_bbox_enc: 0.2098 (0.2301) loss_giou_enc: 0.4796 (0.4751) loss_class_dn: 0.3939 (0.4055) loss_bbox_dn: 0.2581 (0.3026) loss_giou_dn: 0.4679 (0.4843) loss_class_dn_0: 0.4799 (0.4893) loss_bbox_dn_0: 0.3906 (0.4064) loss_giou_dn_0: 0.6090 (0.6164) loss_class_dn_1: 0.4180 (0.4329) loss_bbox_dn_1: 0.2921 (0.3258) loss_giou_dn_1: 0.4985 (0.5136) loss_class_dn_2: 0.4005 (0.4123) loss_bbox_dn_2: 0.2628 (0.3064) loss_giou_dn_2: 0.4701 (0.4902) loss_class_dn_3: 0.3962 (0.4063) loss_bbox_dn_3: 0.2574 (0.3033) loss_giou_dn_3: 0.4699 (0.4854) loss_class_dn_4: 0.3953 (0.4047) loss_bbox_dn_4: 0.2583 (0.3026) loss_giou_dn_4: 0.4684 (0.4842) loss_class_hybrid: 0.7425 (0.7988) loss_bbox_hybrid: 0.1809 (0.2068) loss_giou_hybrid: 0.4421 (0.4462) loss_class_0_hybrid: 0.8061 (0.8705) loss_bbox_0_hybrid: 0.1938 (0.2165) loss_giou_0_hybrid: 0.4682 (0.4655) loss_class_1_hybrid: 0.7865 (0.8271) loss_bbox_1_hybrid: 0.1865 (0.2107) loss_giou_1_hybrid: 0.4544 (0.4536) loss_class_2_hybrid: 0.7550 (0.8120) loss_bbox_2_hybrid: 0.1835 (0.2071) loss_giou_2_hybrid: 0.4464 (0.4481) loss_class_3_hybrid: 0.7501 (0.8023) loss_bbox_3_hybrid: 0.1819 (0.2068) loss_giou_3_hybrid: 0.4410 (0.4466) loss_class_4_hybrid: 0.7419 (0.7988) loss_bbox_4_hybrid: 0.1814 (0.2069) loss_giou_4_hybrid: 0.4417 (0.4464) loss_class_enc_hybrid: 0.7544 (0.8227) loss_bbox_enc_hybrid: 0.2294 (0.2606) loss_giou_enc_hybrid: 0.5270 (0.5322) mem: 1015 max mem: 36965 [2024-01-15 05:41:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:42:30 det.util.engine] INFO: Epoch: [4] [10250/11727] eta: 0:26:49 lr: 0.000100 data_time: 0.0034 iter_time: 1.0588 loss: 26.8041 (28.4433) loss_class: 0.7373 (0.7994) loss_bbox: 0.1601 (0.1913) loss_giou: 0.4172 (0.4120) loss_class_0: 0.9364 (1.0074) loss_bbox_0: 0.1606 (0.1897) loss_giou_0: 0.4075 (0.4160) loss_class_1: 0.7874 (0.8749) loss_bbox_1: 0.1653 (0.1914) loss_giou_1: 0.4124 (0.4147) loss_class_2: 0.7678 (0.8322) loss_bbox_2: 0.1605 (0.1898) loss_giou_2: 0.4157 (0.4124) loss_class_3: 0.7522 (0.8111) loss_bbox_3: 0.1623 (0.1903) loss_giou_3: 0.4223 (0.4116) loss_class_4: 0.7257 (0.8014) loss_bbox_4: 0.1615 (0.1908) loss_giou_4: 0.4233 (0.4120) loss_class_enc: 0.8902 (0.9344) loss_bbox_enc: 0.2028 (0.2301) loss_giou_enc: 0.4640 (0.4751) loss_class_dn: 0.3882 (0.4055) loss_bbox_dn: 0.2662 (0.3025) loss_giou_dn: 0.4700 (0.4842) loss_class_dn_0: 0.4730 (0.4893) loss_bbox_dn_0: 0.3497 (0.4063) loss_giou_dn_0: 0.5899 (0.6162) loss_class_dn_1: 0.4152 (0.4329) loss_bbox_dn_1: 0.2823 (0.3257) loss_giou_dn_1: 0.4905 (0.5135) loss_class_dn_2: 0.3975 (0.4122) loss_bbox_dn_2: 0.2701 (0.3063) loss_giou_dn_2: 0.4739 (0.4901) loss_class_dn_3: 0.3909 (0.4062) loss_bbox_dn_3: 0.2664 (0.3032) loss_giou_dn_3: 0.4702 (0.4853) loss_class_dn_4: 0.3891 (0.4046) loss_bbox_dn_4: 0.2661 (0.3025) loss_giou_dn_4: 0.4704 (0.4841) loss_class_hybrid: 0.7423 (0.7988) loss_bbox_hybrid: 0.1836 (0.2068) loss_giou_hybrid: 0.4566 (0.4461) loss_class_0_hybrid: 0.8047 (0.8704) loss_bbox_0_hybrid: 0.2006 (0.2164) loss_giou_0_hybrid: 0.4631 (0.4654) loss_class_1_hybrid: 0.7590 (0.8270) loss_bbox_1_hybrid: 0.1913 (0.2106) loss_giou_1_hybrid: 0.4611 (0.4535) loss_class_2_hybrid: 0.7322 (0.8119) loss_bbox_2_hybrid: 0.1927 (0.2070) loss_giou_2_hybrid: 0.4601 (0.4480) loss_class_3_hybrid: 0.7488 (0.8023) loss_bbox_3_hybrid: 0.1834 (0.2067) loss_giou_3_hybrid: 0.4590 (0.4465) loss_class_4_hybrid: 0.7435 (0.7987) loss_bbox_4_hybrid: 0.1843 (0.2068) loss_giou_4_hybrid: 0.4565 (0.4463) loss_class_enc_hybrid: 0.7615 (0.8227) loss_bbox_enc_hybrid: 0.2416 (0.2606) loss_giou_enc_hybrid: 0.5257 (0.5322) mem: 1020 max mem: 36965 [2024-01-15 05:42:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:43:25 det.util.engine] INFO: Epoch: [4] [10300/11727] eta: 0:25:54 lr: 0.000100 data_time: 0.0028 iter_time: 1.0913 loss: 28.6147 (28.4412) loss_class: 0.7675 (0.7994) loss_bbox: 0.2018 (0.1913) loss_giou: 0.3930 (0.4120) loss_class_0: 0.9476 (1.0074) loss_bbox_0: 0.2030 (0.1897) loss_giou_0: 0.3985 (0.4159) loss_class_1: 0.8395 (0.8748) loss_bbox_1: 0.2111 (0.1914) loss_giou_1: 0.3973 (0.4146) loss_class_2: 0.7970 (0.8322) loss_bbox_2: 0.2042 (0.1898) loss_giou_2: 0.4028 (0.4123) loss_class_3: 0.7769 (0.8110) loss_bbox_3: 0.2015 (0.1903) loss_giou_3: 0.4024 (0.4115) loss_class_4: 0.7641 (0.8014) loss_bbox_4: 0.2028 (0.1909) loss_giou_4: 0.3998 (0.4119) loss_class_enc: 0.8980 (0.9344) loss_bbox_enc: 0.2468 (0.2301) loss_giou_enc: 0.4610 (0.4750) loss_class_dn: 0.3941 (0.4054) loss_bbox_dn: 0.3062 (0.3025) loss_giou_dn: 0.4813 (0.4841) loss_class_dn_0: 0.4828 (0.4893) loss_bbox_dn_0: 0.3963 (0.4064) loss_giou_dn_0: 0.6110 (0.6161) loss_class_dn_1: 0.4225 (0.4328) loss_bbox_dn_1: 0.3284 (0.3258) loss_giou_dn_1: 0.5097 (0.5134) loss_class_dn_2: 0.4038 (0.4122) loss_bbox_dn_2: 0.3094 (0.3063) loss_giou_dn_2: 0.4860 (0.4900) loss_class_dn_3: 0.3940 (0.4062) loss_bbox_dn_3: 0.3076 (0.3032) loss_giou_dn_3: 0.4826 (0.4852) loss_class_dn_4: 0.3913 (0.4046) loss_bbox_dn_4: 0.3062 (0.3025) loss_giou_dn_4: 0.4815 (0.4840) loss_class_hybrid: 0.7891 (0.7988) loss_bbox_hybrid: 0.2120 (0.2068) loss_giou_hybrid: 0.4249 (0.4460) loss_class_0_hybrid: 0.8514 (0.8704) loss_bbox_0_hybrid: 0.2300 (0.2164) loss_giou_0_hybrid: 0.4490 (0.4653) loss_class_1_hybrid: 0.8103 (0.8270) loss_bbox_1_hybrid: 0.2197 (0.2106) loss_giou_1_hybrid: 0.4401 (0.4534) loss_class_2_hybrid: 0.8025 (0.8119) loss_bbox_2_hybrid: 0.2156 (0.2070) loss_giou_2_hybrid: 0.4297 (0.4479) loss_class_3_hybrid: 0.7953 (0.8022) loss_bbox_3_hybrid: 0.2203 (0.2068) loss_giou_3_hybrid: 0.4260 (0.4464) loss_class_4_hybrid: 0.7818 (0.7987) loss_bbox_4_hybrid: 0.2159 (0.2068) loss_giou_4_hybrid: 0.4246 (0.4462) loss_class_enc_hybrid: 0.8159 (0.8227) loss_bbox_enc_hybrid: 0.2719 (0.2606) loss_giou_enc_hybrid: 0.5096 (0.5321) mem: 1022 max mem: 36965 [2024-01-15 05:43:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:44:20 det.util.engine] INFO: Epoch: [4] [10350/11727] eta: 0:25:00 lr: 0.000100 data_time: 0.0034 iter_time: 1.0723 loss: 28.3734 (28.4409) loss_class: 0.8480 (0.7995) loss_bbox: 0.1833 (0.1912) loss_giou: 0.3504 (0.4119) loss_class_0: 1.0478 (1.0074) loss_bbox_0: 0.1825 (0.1897) loss_giou_0: 0.3672 (0.4159) loss_class_1: 0.9095 (0.8748) loss_bbox_1: 0.1873 (0.1914) loss_giou_1: 0.3571 (0.4147) loss_class_2: 0.8515 (0.8322) loss_bbox_2: 0.1792 (0.1898) loss_giou_2: 0.3520 (0.4123) loss_class_3: 0.8348 (0.8111) loss_bbox_3: 0.1834 (0.1903) loss_giou_3: 0.3499 (0.4115) loss_class_4: 0.8414 (0.8015) loss_bbox_4: 0.1832 (0.1908) loss_giou_4: 0.3505 (0.4119) loss_class_enc: 0.9714 (0.9344) loss_bbox_enc: 0.2253 (0.2301) loss_giou_enc: 0.4163 (0.4750) loss_class_dn: 0.4051 (0.4054) loss_bbox_dn: 0.2998 (0.3025) loss_giou_dn: 0.4744 (0.4841) loss_class_dn_0: 0.4942 (0.4893) loss_bbox_dn_0: 0.3954 (0.4063) loss_giou_dn_0: 0.6042 (0.6161) loss_class_dn_1: 0.4268 (0.4328) loss_bbox_dn_1: 0.3241 (0.3257) loss_giou_dn_1: 0.5054 (0.5134) loss_class_dn_2: 0.4107 (0.4122) loss_bbox_dn_2: 0.3038 (0.3063) loss_giou_dn_2: 0.4806 (0.4900) loss_class_dn_3: 0.4054 (0.4062) loss_bbox_dn_3: 0.3006 (0.3032) loss_giou_dn_3: 0.4744 (0.4851) loss_class_dn_4: 0.4005 (0.4046) loss_bbox_dn_4: 0.2999 (0.3025) loss_giou_dn_4: 0.4743 (0.4839) loss_class_hybrid: 0.8017 (0.7988) loss_bbox_hybrid: 0.2151 (0.2067) loss_giou_hybrid: 0.3936 (0.4460) loss_class_0_hybrid: 0.8876 (0.8704) loss_bbox_0_hybrid: 0.2147 (0.2164) loss_giou_0_hybrid: 0.4112 (0.4653) loss_class_1_hybrid: 0.8230 (0.8270) loss_bbox_1_hybrid: 0.2185 (0.2106) loss_giou_1_hybrid: 0.4021 (0.4534) loss_class_2_hybrid: 0.8224 (0.8119) loss_bbox_2_hybrid: 0.2157 (0.2070) loss_giou_2_hybrid: 0.3976 (0.4479) loss_class_3_hybrid: 0.8080 (0.8022) loss_bbox_3_hybrid: 0.2138 (0.2067) loss_giou_3_hybrid: 0.3921 (0.4464) loss_class_4_hybrid: 0.8211 (0.7987) loss_bbox_4_hybrid: 0.2141 (0.2068) loss_giou_4_hybrid: 0.3947 (0.4462) loss_class_enc_hybrid: 0.8414 (0.8227) loss_bbox_enc_hybrid: 0.2518 (0.2606) loss_giou_enc_hybrid: 0.4762 (0.5321) mem: 1023 max mem: 36965 [2024-01-15 05:44:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:45:14 det.util.engine] INFO: Epoch: [4] [10400/11727] eta: 0:24:05 lr: 0.000100 data_time: 0.0032 iter_time: 1.0428 loss: 28.1113 (28.4407) loss_class: 0.7856 (0.7995) loss_bbox: 0.1827 (0.1912) loss_giou: 0.4089 (0.4119) loss_class_0: 1.0236 (1.0074) loss_bbox_0: 0.1686 (0.1897) loss_giou_0: 0.4084 (0.4159) loss_class_1: 0.8593 (0.8748) loss_bbox_1: 0.1781 (0.1914) loss_giou_1: 0.4151 (0.4146) loss_class_2: 0.8166 (0.8323) loss_bbox_2: 0.1831 (0.1898) loss_giou_2: 0.4128 (0.4123) loss_class_3: 0.7816 (0.8112) loss_bbox_3: 0.1807 (0.1903) loss_giou_3: 0.4108 (0.4115) loss_class_4: 0.7893 (0.8016) loss_bbox_4: 0.1835 (0.1908) loss_giou_4: 0.4134 (0.4119) loss_class_enc: 0.9355 (0.9344) loss_bbox_enc: 0.2245 (0.2300) loss_giou_enc: 0.4751 (0.4750) loss_class_dn: 0.4086 (0.4054) loss_bbox_dn: 0.2704 (0.3024) loss_giou_dn: 0.5037 (0.4841) loss_class_dn_0: 0.4817 (0.4893) loss_bbox_dn_0: 0.3654 (0.4062) loss_giou_dn_0: 0.6224 (0.6161) loss_class_dn_1: 0.4306 (0.4328) loss_bbox_dn_1: 0.2912 (0.3257) loss_giou_dn_1: 0.5311 (0.5134) loss_class_dn_2: 0.4160 (0.4122) loss_bbox_dn_2: 0.2741 (0.3062) loss_giou_dn_2: 0.5096 (0.4900) loss_class_dn_3: 0.4112 (0.4062) loss_bbox_dn_3: 0.2723 (0.3032) loss_giou_dn_3: 0.5056 (0.4851) loss_class_dn_4: 0.4116 (0.4046) loss_bbox_dn_4: 0.2704 (0.3024) loss_giou_dn_4: 0.5037 (0.4839) loss_class_hybrid: 0.8157 (0.7988) loss_bbox_hybrid: 0.1911 (0.2067) loss_giou_hybrid: 0.4315 (0.4460) loss_class_0_hybrid: 0.8769 (0.8705) loss_bbox_0_hybrid: 0.1990 (0.2164) loss_giou_0_hybrid: 0.4530 (0.4653) loss_class_1_hybrid: 0.8494 (0.8270) loss_bbox_1_hybrid: 0.1956 (0.2106) loss_giou_1_hybrid: 0.4360 (0.4534) loss_class_2_hybrid: 0.8344 (0.8120) loss_bbox_2_hybrid: 0.1940 (0.2070) loss_giou_2_hybrid: 0.4345 (0.4479) loss_class_3_hybrid: 0.8150 (0.8023) loss_bbox_3_hybrid: 0.1916 (0.2067) loss_giou_3_hybrid: 0.4300 (0.4464) loss_class_4_hybrid: 0.8068 (0.7988) loss_bbox_4_hybrid: 0.1901 (0.2068) loss_giou_4_hybrid: 0.4291 (0.4462) loss_class_enc_hybrid: 0.8192 (0.8227) loss_bbox_enc_hybrid: 0.2514 (0.2606) loss_giou_enc_hybrid: 0.5277 (0.5320) mem: 1010 max mem: 36965 [2024-01-15 05:45:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:46:08 det.util.engine] INFO: Epoch: [4] [10450/11727] eta: 0:23:11 lr: 0.000100 data_time: 0.0033 iter_time: 1.0797 loss: 27.1566 (28.4353) loss_class: 0.7905 (0.7995) loss_bbox: 0.1859 (0.1912) loss_giou: 0.3674 (0.4118) loss_class_0: 1.0142 (1.0073) loss_bbox_0: 0.1716 (0.1897) loss_giou_0: 0.3747 (0.4157) loss_class_1: 0.8572 (0.8747) loss_bbox_1: 0.1696 (0.1913) loss_giou_1: 0.3649 (0.4145) loss_class_2: 0.8275 (0.8322) loss_bbox_2: 0.1701 (0.1897) loss_giou_2: 0.3682 (0.4121) loss_class_3: 0.7740 (0.8111) loss_bbox_3: 0.1862 (0.1902) loss_giou_3: 0.3691 (0.4113) loss_class_4: 0.7921 (0.8015) loss_bbox_4: 0.1897 (0.1908) loss_giou_4: 0.3672 (0.4117) loss_class_enc: 0.9532 (0.9343) loss_bbox_enc: 0.2142 (0.2300) loss_giou_enc: 0.4498 (0.4748) loss_class_dn: 0.3887 (0.4054) loss_bbox_dn: 0.2842 (0.3024) loss_giou_dn: 0.4176 (0.4839) loss_class_dn_0: 0.4806 (0.4893) loss_bbox_dn_0: 0.3830 (0.4062) loss_giou_dn_0: 0.5662 (0.6159) loss_class_dn_1: 0.4158 (0.4328) loss_bbox_dn_1: 0.3142 (0.3256) loss_giou_dn_1: 0.4501 (0.5132) loss_class_dn_2: 0.3973 (0.4121) loss_bbox_dn_2: 0.2897 (0.3062) loss_giou_dn_2: 0.4247 (0.4898) loss_class_dn_3: 0.3917 (0.4061) loss_bbox_dn_3: 0.2872 (0.3031) loss_giou_dn_3: 0.4177 (0.4850) loss_class_dn_4: 0.3902 (0.4045) loss_bbox_dn_4: 0.2841 (0.3023) loss_giou_dn_4: 0.4175 (0.4838) loss_class_hybrid: 0.7802 (0.7987) loss_bbox_hybrid: 0.1986 (0.2067) loss_giou_hybrid: 0.3853 (0.4458) loss_class_0_hybrid: 0.8581 (0.8704) loss_bbox_0_hybrid: 0.2075 (0.2163) loss_giou_0_hybrid: 0.4069 (0.4651) loss_class_1_hybrid: 0.8036 (0.8270) loss_bbox_1_hybrid: 0.2051 (0.2105) loss_giou_1_hybrid: 0.3932 (0.4533) loss_class_2_hybrid: 0.8194 (0.8119) loss_bbox_2_hybrid: 0.2002 (0.2070) loss_giou_2_hybrid: 0.3889 (0.4477) loss_class_3_hybrid: 0.7940 (0.8022) loss_bbox_3_hybrid: 0.1968 (0.2067) loss_giou_3_hybrid: 0.3889 (0.4463) loss_class_4_hybrid: 0.7809 (0.7987) loss_bbox_4_hybrid: 0.2020 (0.2067) loss_giou_4_hybrid: 0.3861 (0.4461) loss_class_enc_hybrid: 0.8283 (0.8227) loss_bbox_enc_hybrid: 0.2443 (0.2605) loss_giou_enc_hybrid: 0.4792 (0.5318) mem: 1024 max mem: 36965 [2024-01-15 05:46:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:47:02 det.util.engine] INFO: Epoch: [4] [10500/11727] eta: 0:22:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.0645 loss: 27.6779 (28.4305) loss_class: 0.7616 (0.7993) loss_bbox: 0.1801 (0.1911) loss_giou: 0.4138 (0.4117) loss_class_0: 0.9420 (1.0071) loss_bbox_0: 0.1796 (0.1896) loss_giou_0: 0.4122 (0.4157) loss_class_1: 0.7885 (0.8745) loss_bbox_1: 0.1807 (0.1913) loss_giou_1: 0.4012 (0.4145) loss_class_2: 0.7542 (0.8320) loss_bbox_2: 0.1819 (0.1897) loss_giou_2: 0.4213 (0.4121) loss_class_3: 0.7567 (0.8110) loss_bbox_3: 0.1817 (0.1902) loss_giou_3: 0.4165 (0.4113) loss_class_4: 0.7558 (0.8013) loss_bbox_4: 0.1800 (0.1907) loss_giou_4: 0.4335 (0.4117) loss_class_enc: 0.8599 (0.9342) loss_bbox_enc: 0.2046 (0.2299) loss_giou_enc: 0.4788 (0.4747) loss_class_dn: 0.4025 (0.4053) loss_bbox_dn: 0.2595 (0.3023) loss_giou_dn: 0.4840 (0.4838) loss_class_dn_0: 0.4882 (0.4892) loss_bbox_dn_0: 0.3650 (0.4060) loss_giou_dn_0: 0.6012 (0.6158) loss_class_dn_1: 0.4289 (0.4327) loss_bbox_dn_1: 0.2786 (0.3255) loss_giou_dn_1: 0.5135 (0.5131) loss_class_dn_2: 0.4074 (0.4121) loss_bbox_dn_2: 0.2621 (0.3061) loss_giou_dn_2: 0.4902 (0.4897) loss_class_dn_3: 0.3990 (0.4061) loss_bbox_dn_3: 0.2594 (0.3030) loss_giou_dn_3: 0.4854 (0.4849) loss_class_dn_4: 0.4008 (0.4045) loss_bbox_dn_4: 0.2594 (0.3023) loss_giou_dn_4: 0.4839 (0.4837) loss_class_hybrid: 0.7726 (0.7986) loss_bbox_hybrid: 0.1895 (0.2067) loss_giou_hybrid: 0.4468 (0.4458) loss_class_0_hybrid: 0.8019 (0.8703) loss_bbox_0_hybrid: 0.1941 (0.2163) loss_giou_0_hybrid: 0.4492 (0.4650) loss_class_1_hybrid: 0.7571 (0.8269) loss_bbox_1_hybrid: 0.1934 (0.2105) loss_giou_1_hybrid: 0.4443 (0.4532) loss_class_2_hybrid: 0.7370 (0.8118) loss_bbox_2_hybrid: 0.1959 (0.2069) loss_giou_2_hybrid: 0.4548 (0.4477) loss_class_3_hybrid: 0.7419 (0.8021) loss_bbox_3_hybrid: 0.1916 (0.2066) loss_giou_3_hybrid: 0.4468 (0.4462) loss_class_4_hybrid: 0.7619 (0.7986) loss_bbox_4_hybrid: 0.1900 (0.2067) loss_giou_4_hybrid: 0.4465 (0.4460) loss_class_enc_hybrid: 0.7563 (0.8226) loss_bbox_enc_hybrid: 0.2306 (0.2604) loss_giou_enc_hybrid: 0.5243 (0.5318) mem: 1030 max mem: 36965 [2024-01-15 05:47:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:47:57 det.util.engine] INFO: Epoch: [4] [10550/11727] eta: 0:21:22 lr: 0.000100 data_time: 0.0033 iter_time: 1.0872 loss: 27.3501 (28.4308) loss_class: 0.8165 (0.7994) loss_bbox: 0.1991 (0.1911) loss_giou: 0.4314 (0.4117) loss_class_0: 1.0127 (1.0072) loss_bbox_0: 0.1943 (0.1896) loss_giou_0: 0.4293 (0.4156) loss_class_1: 0.8582 (0.8745) loss_bbox_1: 0.1992 (0.1913) loss_giou_1: 0.4186 (0.4144) loss_class_2: 0.8229 (0.8321) loss_bbox_2: 0.2001 (0.1897) loss_giou_2: 0.4328 (0.4121) loss_class_3: 0.8186 (0.8111) loss_bbox_3: 0.1995 (0.1902) loss_giou_3: 0.4336 (0.4112) loss_class_4: 0.8171 (0.8014) loss_bbox_4: 0.1954 (0.1907) loss_giou_4: 0.4306 (0.4116) loss_class_enc: 0.9499 (0.9343) loss_bbox_enc: 0.2251 (0.2299) loss_giou_enc: 0.4899 (0.4747) loss_class_dn: 0.4113 (0.4053) loss_bbox_dn: 0.2773 (0.3023) loss_giou_dn: 0.4911 (0.4838) loss_class_dn_0: 0.4924 (0.4892) loss_bbox_dn_0: 0.3737 (0.4061) loss_giou_dn_0: 0.6114 (0.6158) loss_class_dn_1: 0.4314 (0.4328) loss_bbox_dn_1: 0.2965 (0.3256) loss_giou_dn_1: 0.5105 (0.5131) loss_class_dn_2: 0.4149 (0.4121) loss_bbox_dn_2: 0.2851 (0.3061) loss_giou_dn_2: 0.4973 (0.4897) loss_class_dn_3: 0.4131 (0.4061) loss_bbox_dn_3: 0.2787 (0.3030) loss_giou_dn_3: 0.4915 (0.4849) loss_class_dn_4: 0.4114 (0.4045) loss_bbox_dn_4: 0.2772 (0.3023) loss_giou_dn_4: 0.4909 (0.4837) loss_class_hybrid: 0.8101 (0.7988) loss_bbox_hybrid: 0.2022 (0.2066) loss_giou_hybrid: 0.4687 (0.4457) loss_class_0_hybrid: 0.9042 (0.8704) loss_bbox_0_hybrid: 0.2065 (0.2162) loss_giou_0_hybrid: 0.4810 (0.4649) loss_class_1_hybrid: 0.8163 (0.8270) loss_bbox_1_hybrid: 0.1961 (0.2105) loss_giou_1_hybrid: 0.4730 (0.4531) loss_class_2_hybrid: 0.8077 (0.8119) loss_bbox_2_hybrid: 0.1951 (0.2069) loss_giou_2_hybrid: 0.4681 (0.4476) loss_class_3_hybrid: 0.8128 (0.8023) loss_bbox_3_hybrid: 0.2011 (0.2066) loss_giou_3_hybrid: 0.4697 (0.4461) loss_class_4_hybrid: 0.8099 (0.7988) loss_bbox_4_hybrid: 0.1999 (0.2067) loss_giou_4_hybrid: 0.4716 (0.4459) loss_class_enc_hybrid: 0.8465 (0.8227) loss_bbox_enc_hybrid: 0.2577 (0.2604) loss_giou_enc_hybrid: 0.5341 (0.5317) mem: 1022 max mem: 36965 [2024-01-15 05:47:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:48:49 det.util.engine] INFO: Epoch: [4] [10600/11727] eta: 0:20:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.0597 loss: 28.7901 (28.4310) loss_class: 0.8114 (0.7995) loss_bbox: 0.2061 (0.1912) loss_giou: 0.3720 (0.4116) loss_class_0: 1.0206 (1.0071) loss_bbox_0: 0.2011 (0.1897) loss_giou_0: 0.3822 (0.4156) loss_class_1: 0.8968 (0.8745) loss_bbox_1: 0.2093 (0.1913) loss_giou_1: 0.3779 (0.4144) loss_class_2: 0.8567 (0.8321) loss_bbox_2: 0.1969 (0.1897) loss_giou_2: 0.3628 (0.4120) loss_class_3: 0.8442 (0.8111) loss_bbox_3: 0.2010 (0.1903) loss_giou_3: 0.3536 (0.4112) loss_class_4: 0.8299 (0.8015) loss_bbox_4: 0.2025 (0.1908) loss_giou_4: 0.3674 (0.4116) loss_class_enc: 0.9608 (0.9343) loss_bbox_enc: 0.2400 (0.2300) loss_giou_enc: 0.4388 (0.4746) loss_class_dn: 0.4005 (0.4053) loss_bbox_dn: 0.2772 (0.3023) loss_giou_dn: 0.4646 (0.4837) loss_class_dn_0: 0.4831 (0.4892) loss_bbox_dn_0: 0.3858 (0.4061) loss_giou_dn_0: 0.6042 (0.6157) loss_class_dn_1: 0.4243 (0.4327) loss_bbox_dn_1: 0.3011 (0.3256) loss_giou_dn_1: 0.4938 (0.5130) loss_class_dn_2: 0.4026 (0.4121) loss_bbox_dn_2: 0.2833 (0.3061) loss_giou_dn_2: 0.4719 (0.4896) loss_class_dn_3: 0.4004 (0.4061) loss_bbox_dn_3: 0.2770 (0.3030) loss_giou_dn_3: 0.4659 (0.4848) loss_class_dn_4: 0.4016 (0.4045) loss_bbox_dn_4: 0.2772 (0.3023) loss_giou_dn_4: 0.4644 (0.4836) loss_class_hybrid: 0.8415 (0.7989) loss_bbox_hybrid: 0.2077 (0.2067) loss_giou_hybrid: 0.3762 (0.4456) loss_class_0_hybrid: 0.8924 (0.8705) loss_bbox_0_hybrid: 0.2176 (0.2163) loss_giou_0_hybrid: 0.4056 (0.4649) loss_class_1_hybrid: 0.8482 (0.8271) loss_bbox_1_hybrid: 0.2098 (0.2105) loss_giou_1_hybrid: 0.3888 (0.4530) loss_class_2_hybrid: 0.8597 (0.8120) loss_bbox_2_hybrid: 0.2080 (0.2069) loss_giou_2_hybrid: 0.3803 (0.4475) loss_class_3_hybrid: 0.8530 (0.8024) loss_bbox_3_hybrid: 0.2101 (0.2067) loss_giou_3_hybrid: 0.3782 (0.4461) loss_class_4_hybrid: 0.8495 (0.7989) loss_bbox_4_hybrid: 0.2081 (0.2067) loss_giou_4_hybrid: 0.3780 (0.4458) loss_class_enc_hybrid: 0.8699 (0.8228) loss_bbox_enc_hybrid: 0.2650 (0.2605) loss_giou_enc_hybrid: 0.4886 (0.5316) mem: 1029 max mem: 36965 [2024-01-15 05:48:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:49:43 det.util.engine] INFO: Epoch: [4] [10650/11727] eta: 0:19:33 lr: 0.000100 data_time: 0.0033 iter_time: 1.0776 loss: 28.5568 (28.4313) loss_class: 0.7842 (0.7995) loss_bbox: 0.1958 (0.1912) loss_giou: 0.4318 (0.4117) loss_class_0: 0.9622 (1.0070) loss_bbox_0: 0.1786 (0.1897) loss_giou_0: 0.4330 (0.4156) loss_class_1: 0.8615 (0.8745) loss_bbox_1: 0.1888 (0.1913) loss_giou_1: 0.4369 (0.4144) loss_class_2: 0.8147 (0.8320) loss_bbox_2: 0.1972 (0.1897) loss_giou_2: 0.4317 (0.4121) loss_class_3: 0.8023 (0.8111) loss_bbox_3: 0.1951 (0.1902) loss_giou_3: 0.4335 (0.4112) loss_class_4: 0.7932 (0.8015) loss_bbox_4: 0.1933 (0.1908) loss_giou_4: 0.4315 (0.4116) loss_class_enc: 0.8926 (0.9342) loss_bbox_enc: 0.2225 (0.2300) loss_giou_enc: 0.4995 (0.4747) loss_class_dn: 0.4012 (0.4053) loss_bbox_dn: 0.2701 (0.3023) loss_giou_dn: 0.5131 (0.4838) loss_class_dn_0: 0.4839 (0.4893) loss_bbox_dn_0: 0.3587 (0.4060) loss_giou_dn_0: 0.6483 (0.6157) loss_class_dn_1: 0.4275 (0.4328) loss_bbox_dn_1: 0.2890 (0.3255) loss_giou_dn_1: 0.5490 (0.5131) loss_class_dn_2: 0.4089 (0.4121) loss_bbox_dn_2: 0.2738 (0.3061) loss_giou_dn_2: 0.5181 (0.4897) loss_class_dn_3: 0.4025 (0.4061) loss_bbox_dn_3: 0.2712 (0.3030) loss_giou_dn_3: 0.5135 (0.4848) loss_class_dn_4: 0.4014 (0.4045) loss_bbox_dn_4: 0.2700 (0.3023) loss_giou_dn_4: 0.5128 (0.4837) loss_class_hybrid: 0.7754 (0.7988) loss_bbox_hybrid: 0.2189 (0.2067) loss_giou_hybrid: 0.4678 (0.4457) loss_class_0_hybrid: 0.8445 (0.8704) loss_bbox_0_hybrid: 0.2111 (0.2163) loss_giou_0_hybrid: 0.4819 (0.4650) loss_class_1_hybrid: 0.8121 (0.8270) loss_bbox_1_hybrid: 0.2062 (0.2105) loss_giou_1_hybrid: 0.4721 (0.4532) loss_class_2_hybrid: 0.7774 (0.8119) loss_bbox_2_hybrid: 0.2127 (0.2069) loss_giou_2_hybrid: 0.4743 (0.4476) loss_class_3_hybrid: 0.7753 (0.8023) loss_bbox_3_hybrid: 0.2197 (0.2067) loss_giou_3_hybrid: 0.4733 (0.4462) loss_class_4_hybrid: 0.7692 (0.7988) loss_bbox_4_hybrid: 0.2213 (0.2067) loss_giou_4_hybrid: 0.4675 (0.4459) loss_class_enc_hybrid: 0.7880 (0.8227) loss_bbox_enc_hybrid: 0.2623 (0.2605) loss_giou_enc_hybrid: 0.5358 (0.5317) mem: 1026 max mem: 36965 [2024-01-15 05:49:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:50:37 det.util.engine] INFO: Epoch: [4] [10700/11727] eta: 0:18:38 lr: 0.000100 data_time: 0.0034 iter_time: 1.0688 loss: 27.4026 (28.4309) loss_class: 0.8160 (0.7996) loss_bbox: 0.1839 (0.1912) loss_giou: 0.3806 (0.4116) loss_class_0: 0.9809 (1.0070) loss_bbox_0: 0.1835 (0.1896) loss_giou_0: 0.3922 (0.4156) loss_class_1: 0.8527 (0.8746) loss_bbox_1: 0.1858 (0.1913) loss_giou_1: 0.3763 (0.4143) loss_class_2: 0.8013 (0.8322) loss_bbox_2: 0.1872 (0.1897) loss_giou_2: 0.3743 (0.4120) loss_class_3: 0.7822 (0.8112) loss_bbox_3: 0.1827 (0.1902) loss_giou_3: 0.3749 (0.4112) loss_class_4: 0.7721 (0.8016) loss_bbox_4: 0.1876 (0.1908) loss_giou_4: 0.3774 (0.4116) loss_class_enc: 0.9216 (0.9343) loss_bbox_enc: 0.2280 (0.2300) loss_giou_enc: 0.4200 (0.4746) loss_class_dn: 0.3959 (0.4053) loss_bbox_dn: 0.2855 (0.3023) loss_giou_dn: 0.4740 (0.4837) loss_class_dn_0: 0.4799 (0.4892) loss_bbox_dn_0: 0.3651 (0.4060) loss_giou_dn_0: 0.6105 (0.6157) loss_class_dn_1: 0.4188 (0.4327) loss_bbox_dn_1: 0.3010 (0.3255) loss_giou_dn_1: 0.5029 (0.5130) loss_class_dn_2: 0.4008 (0.4121) loss_bbox_dn_2: 0.2863 (0.3061) loss_giou_dn_2: 0.4782 (0.4896) loss_class_dn_3: 0.3966 (0.4061) loss_bbox_dn_3: 0.2845 (0.3030) loss_giou_dn_3: 0.4741 (0.4848) loss_class_dn_4: 0.3957 (0.4045) loss_bbox_dn_4: 0.2854 (0.3023) loss_giou_dn_4: 0.4738 (0.4836) loss_class_hybrid: 0.7834 (0.7988) loss_bbox_hybrid: 0.1907 (0.2067) loss_giou_hybrid: 0.4173 (0.4457) loss_class_0_hybrid: 0.8567 (0.8704) loss_bbox_0_hybrid: 0.1987 (0.2163) loss_giou_0_hybrid: 0.4388 (0.4649) loss_class_1_hybrid: 0.8280 (0.8271) loss_bbox_1_hybrid: 0.1906 (0.2105) loss_giou_1_hybrid: 0.4301 (0.4531) loss_class_2_hybrid: 0.7886 (0.8120) loss_bbox_2_hybrid: 0.1872 (0.2070) loss_giou_2_hybrid: 0.4236 (0.4475) loss_class_3_hybrid: 0.7818 (0.8024) loss_bbox_3_hybrid: 0.1902 (0.2067) loss_giou_3_hybrid: 0.4204 (0.4461) loss_class_4_hybrid: 0.7764 (0.7988) loss_bbox_4_hybrid: 0.1932 (0.2067) loss_giou_4_hybrid: 0.4165 (0.4459) loss_class_enc_hybrid: 0.7991 (0.8228) loss_bbox_enc_hybrid: 0.2440 (0.2605) loss_giou_enc_hybrid: 0.4929 (0.5316) mem: 1018 max mem: 36965 [2024-01-15 05:50:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:51:30 det.util.engine] INFO: Epoch: [4] [10750/11727] eta: 0:17:44 lr: 0.000100 data_time: 0.0035 iter_time: 1.0528 loss: 25.1585 (28.4252) loss_class: 0.7728 (0.7995) loss_bbox: 0.1739 (0.1912) loss_giou: 0.3324 (0.4114) loss_class_0: 0.9525 (1.0068) loss_bbox_0: 0.1833 (0.1897) loss_giou_0: 0.3485 (0.4154) loss_class_1: 0.8295 (0.8745) loss_bbox_1: 0.1831 (0.1913) loss_giou_1: 0.3420 (0.4141) loss_class_2: 0.8031 (0.8321) loss_bbox_2: 0.1717 (0.1897) loss_giou_2: 0.3327 (0.4118) loss_class_3: 0.7947 (0.8111) loss_bbox_3: 0.1740 (0.1902) loss_giou_3: 0.3396 (0.4110) loss_class_4: 0.7759 (0.8015) loss_bbox_4: 0.1709 (0.1907) loss_giou_4: 0.3378 (0.4114) loss_class_enc: 0.9210 (0.9342) loss_bbox_enc: 0.2209 (0.2300) loss_giou_enc: 0.4061 (0.4744) loss_class_dn: 0.3819 (0.4053) loss_bbox_dn: 0.2624 (0.3022) loss_giou_dn: 0.3992 (0.4836) loss_class_dn_0: 0.4882 (0.4892) loss_bbox_dn_0: 0.3724 (0.4060) loss_giou_dn_0: 0.5447 (0.6155) loss_class_dn_1: 0.4187 (0.4327) loss_bbox_dn_1: 0.2927 (0.3255) loss_giou_dn_1: 0.4367 (0.5128) loss_class_dn_2: 0.3881 (0.4120) loss_bbox_dn_2: 0.2661 (0.3060) loss_giou_dn_2: 0.4069 (0.4895) loss_class_dn_3: 0.3832 (0.4060) loss_bbox_dn_3: 0.2626 (0.3029) loss_giou_dn_3: 0.4021 (0.4846) loss_class_dn_4: 0.3813 (0.4044) loss_bbox_dn_4: 0.2623 (0.3022) loss_giou_dn_4: 0.3990 (0.4834) loss_class_hybrid: 0.7836 (0.7988) loss_bbox_hybrid: 0.1731 (0.2066) loss_giou_hybrid: 0.3651 (0.4454) loss_class_0_hybrid: 0.8510 (0.8704) loss_bbox_0_hybrid: 0.1934 (0.2163) loss_giou_0_hybrid: 0.3898 (0.4647) loss_class_1_hybrid: 0.8284 (0.8270) loss_bbox_1_hybrid: 0.1862 (0.2105) loss_giou_1_hybrid: 0.3758 (0.4529) loss_class_2_hybrid: 0.8101 (0.8119) loss_bbox_2_hybrid: 0.1785 (0.2069) loss_giou_2_hybrid: 0.3629 (0.4473) loss_class_3_hybrid: 0.7787 (0.8023) loss_bbox_3_hybrid: 0.1780 (0.2066) loss_giou_3_hybrid: 0.3742 (0.4459) loss_class_4_hybrid: 0.7827 (0.7988) loss_bbox_4_hybrid: 0.1730 (0.2066) loss_giou_4_hybrid: 0.3642 (0.4457) loss_class_enc_hybrid: 0.8118 (0.8227) loss_bbox_enc_hybrid: 0.2366 (0.2605) loss_giou_enc_hybrid: 0.4494 (0.5315) mem: 1030 max mem: 36965 [2024-01-15 05:51:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:52:23 det.util.engine] INFO: Epoch: [4] [10800/11727] eta: 0:16:49 lr: 0.000100 data_time: 0.0033 iter_time: 1.0751 loss: 28.9190 (28.4228) loss_class: 0.7973 (0.7995) loss_bbox: 0.1890 (0.1911) loss_giou: 0.3965 (0.4115) loss_class_0: 0.9663 (1.0066) loss_bbox_0: 0.1832 (0.1896) loss_giou_0: 0.4139 (0.4154) loss_class_1: 0.8766 (0.8743) loss_bbox_1: 0.1864 (0.1912) loss_giou_1: 0.3969 (0.4142) loss_class_2: 0.8264 (0.8320) loss_bbox_2: 0.1859 (0.1896) loss_giou_2: 0.3843 (0.4118) loss_class_3: 0.8112 (0.8111) loss_bbox_3: 0.1868 (0.1901) loss_giou_3: 0.3989 (0.4110) loss_class_4: 0.7985 (0.8015) loss_bbox_4: 0.1897 (0.1907) loss_giou_4: 0.4008 (0.4114) loss_class_enc: 0.9199 (0.9341) loss_bbox_enc: 0.2101 (0.2299) loss_giou_enc: 0.4560 (0.4745) loss_class_dn: 0.4053 (0.4053) loss_bbox_dn: 0.2735 (0.3021) loss_giou_dn: 0.5191 (0.4835) loss_class_dn_0: 0.4848 (0.4892) loss_bbox_dn_0: 0.3749 (0.4058) loss_giou_dn_0: 0.6336 (0.6155) loss_class_dn_1: 0.4338 (0.4327) loss_bbox_dn_1: 0.2902 (0.3254) loss_giou_dn_1: 0.5393 (0.5128) loss_class_dn_2: 0.4102 (0.4120) loss_bbox_dn_2: 0.2804 (0.3059) loss_giou_dn_2: 0.5208 (0.4894) loss_class_dn_3: 0.4070 (0.4060) loss_bbox_dn_3: 0.2738 (0.3028) loss_giou_dn_3: 0.5206 (0.4846) loss_class_dn_4: 0.4060 (0.4044) loss_bbox_dn_4: 0.2734 (0.3021) loss_giou_dn_4: 0.5189 (0.4834) loss_class_hybrid: 0.7889 (0.7988) loss_bbox_hybrid: 0.1973 (0.2066) loss_giou_hybrid: 0.4447 (0.4455) loss_class_0_hybrid: 0.8565 (0.8703) loss_bbox_0_hybrid: 0.2048 (0.2162) loss_giou_0_hybrid: 0.4556 (0.4647) loss_class_1_hybrid: 0.7957 (0.8270) loss_bbox_1_hybrid: 0.2060 (0.2104) loss_giou_1_hybrid: 0.4522 (0.4529) loss_class_2_hybrid: 0.7753 (0.8119) loss_bbox_2_hybrid: 0.2019 (0.2068) loss_giou_2_hybrid: 0.4443 (0.4474) loss_class_3_hybrid: 0.7786 (0.8023) loss_bbox_3_hybrid: 0.1958 (0.2065) loss_giou_3_hybrid: 0.4417 (0.4459) loss_class_4_hybrid: 0.7945 (0.7988) loss_bbox_4_hybrid: 0.1932 (0.2066) loss_giou_4_hybrid: 0.4459 (0.4457) loss_class_enc_hybrid: 0.8200 (0.8227) loss_bbox_enc_hybrid: 0.2429 (0.2603) loss_giou_enc_hybrid: 0.5237 (0.5315) mem: 1024 max mem: 36965 [2024-01-15 05:52:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:53:18 det.util.engine] INFO: Epoch: [4] [10850/11727] eta: 0:15:55 lr: 0.000100 data_time: 0.0031 iter_time: 1.0693 loss: 28.7597 (28.4212) loss_class: 0.8279 (0.7995) loss_bbox: 0.1950 (0.1911) loss_giou: 0.3747 (0.4114) loss_class_0: 1.0322 (1.0065) loss_bbox_0: 0.1927 (0.1896) loss_giou_0: 0.3799 (0.4154) loss_class_1: 0.9201 (0.8743) loss_bbox_1: 0.1966 (0.1912) loss_giou_1: 0.3551 (0.4142) loss_class_2: 0.8765 (0.8320) loss_bbox_2: 0.1972 (0.1896) loss_giou_2: 0.3723 (0.4118) loss_class_3: 0.8374 (0.8111) loss_bbox_3: 0.1990 (0.1901) loss_giou_3: 0.3548 (0.4110) loss_class_4: 0.8417 (0.8015) loss_bbox_4: 0.1991 (0.1907) loss_giou_4: 0.3613 (0.4114) loss_class_enc: 0.9581 (0.9340) loss_bbox_enc: 0.2166 (0.2299) loss_giou_enc: 0.4280 (0.4744) loss_class_dn: 0.4000 (0.4052) loss_bbox_dn: 0.3103 (0.3021) loss_giou_dn: 0.4920 (0.4835) loss_class_dn_0: 0.4738 (0.4892) loss_bbox_dn_0: 0.4105 (0.4058) loss_giou_dn_0: 0.6153 (0.6154) loss_class_dn_1: 0.4267 (0.4327) loss_bbox_dn_1: 0.3333 (0.3253) loss_giou_dn_1: 0.5151 (0.5128) loss_class_dn_2: 0.4071 (0.4120) loss_bbox_dn_2: 0.3128 (0.3059) loss_giou_dn_2: 0.4953 (0.4894) loss_class_dn_3: 0.4019 (0.4060) loss_bbox_dn_3: 0.3098 (0.3028) loss_giou_dn_3: 0.4925 (0.4846) loss_class_dn_4: 0.4025 (0.4044) loss_bbox_dn_4: 0.3103 (0.3021) loss_giou_dn_4: 0.4916 (0.4834) loss_class_hybrid: 0.8496 (0.7988) loss_bbox_hybrid: 0.2105 (0.2066) loss_giou_hybrid: 0.4078 (0.4454) loss_class_0_hybrid: 0.8989 (0.8703) loss_bbox_0_hybrid: 0.2192 (0.2162) loss_giou_0_hybrid: 0.4282 (0.4646) loss_class_1_hybrid: 0.8494 (0.8269) loss_bbox_1_hybrid: 0.2115 (0.2104) loss_giou_1_hybrid: 0.4088 (0.4528) loss_class_2_hybrid: 0.8550 (0.8118) loss_bbox_2_hybrid: 0.2140 (0.2068) loss_giou_2_hybrid: 0.4132 (0.4473) loss_class_3_hybrid: 0.8572 (0.8023) loss_bbox_3_hybrid: 0.2081 (0.2065) loss_giou_3_hybrid: 0.4095 (0.4458) loss_class_4_hybrid: 0.8549 (0.7988) loss_bbox_4_hybrid: 0.2107 (0.2066) loss_giou_4_hybrid: 0.4090 (0.4456) loss_class_enc_hybrid: 0.8487 (0.8227) loss_bbox_enc_hybrid: 0.2548 (0.2603) loss_giou_enc_hybrid: 0.5123 (0.5314) mem: 1029 max mem: 36965 [2024-01-15 05:53:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:54:12 det.util.engine] INFO: Epoch: [4] [10900/11727] eta: 0:15:00 lr: 0.000100 data_time: 0.0033 iter_time: 1.0902 loss: 27.2210 (28.4200) loss_class: 0.7611 (0.7995) loss_bbox: 0.1598 (0.1911) loss_giou: 0.4162 (0.4114) loss_class_0: 0.9808 (1.0066) loss_bbox_0: 0.1592 (0.1896) loss_giou_0: 0.4135 (0.4154) loss_class_1: 0.8320 (0.8742) loss_bbox_1: 0.1595 (0.1912) loss_giou_1: 0.4156 (0.4141) loss_class_2: 0.8211 (0.8320) loss_bbox_2: 0.1524 (0.1896) loss_giou_2: 0.4182 (0.4118) loss_class_3: 0.7810 (0.8111) loss_bbox_3: 0.1605 (0.1901) loss_giou_3: 0.4155 (0.4109) loss_class_4: 0.7635 (0.8015) loss_bbox_4: 0.1618 (0.1906) loss_giou_4: 0.4162 (0.4113) loss_class_enc: 0.9233 (0.9341) loss_bbox_enc: 0.1899 (0.2298) loss_giou_enc: 0.4750 (0.4744) loss_class_dn: 0.4065 (0.4052) loss_bbox_dn: 0.2311 (0.3021) loss_giou_dn: 0.4729 (0.4835) loss_class_dn_0: 0.4881 (0.4892) loss_bbox_dn_0: 0.3429 (0.4058) loss_giou_dn_0: 0.6117 (0.6154) loss_class_dn_1: 0.4298 (0.4327) loss_bbox_dn_1: 0.2604 (0.3253) loss_giou_dn_1: 0.5068 (0.5127) loss_class_dn_2: 0.4167 (0.4120) loss_bbox_dn_2: 0.2340 (0.3059) loss_giou_dn_2: 0.4781 (0.4894) loss_class_dn_3: 0.4062 (0.4060) loss_bbox_dn_3: 0.2319 (0.3028) loss_giou_dn_3: 0.4742 (0.4846) loss_class_dn_4: 0.4040 (0.4044) loss_bbox_dn_4: 0.2312 (0.3021) loss_giou_dn_4: 0.4730 (0.4834) loss_class_hybrid: 0.7865 (0.7988) loss_bbox_hybrid: 0.1721 (0.2065) loss_giou_hybrid: 0.4510 (0.4454) loss_class_0_hybrid: 0.8629 (0.8704) loss_bbox_0_hybrid: 0.1857 (0.2161) loss_giou_0_hybrid: 0.4588 (0.4646) loss_class_1_hybrid: 0.8004 (0.8269) loss_bbox_1_hybrid: 0.1702 (0.2103) loss_giou_1_hybrid: 0.4609 (0.4528) loss_class_2_hybrid: 0.7849 (0.8118) loss_bbox_2_hybrid: 0.1711 (0.2068) loss_giou_2_hybrid: 0.4494 (0.4473) loss_class_3_hybrid: 0.7875 (0.8023) loss_bbox_3_hybrid: 0.1746 (0.2065) loss_giou_3_hybrid: 0.4486 (0.4458) loss_class_4_hybrid: 0.7753 (0.7988) loss_bbox_4_hybrid: 0.1724 (0.2065) loss_giou_4_hybrid: 0.4526 (0.4456) loss_class_enc_hybrid: 0.8412 (0.8227) loss_bbox_enc_hybrid: 0.2165 (0.2603) loss_giou_enc_hybrid: 0.5193 (0.5313) mem: 1022 max mem: 36965 [2024-01-15 05:54:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:55:06 det.util.engine] INFO: Epoch: [4] [10950/11727] eta: 0:14:06 lr: 0.000100 data_time: 0.0034 iter_time: 1.1097 loss: 26.8980 (28.4184) loss_class: 0.7231 (0.7994) loss_bbox: 0.1842 (0.1911) loss_giou: 0.3832 (0.4114) loss_class_0: 0.9066 (1.0064) loss_bbox_0: 0.1813 (0.1896) loss_giou_0: 0.4115 (0.4154) loss_class_1: 0.8341 (0.8742) loss_bbox_1: 0.1690 (0.1912) loss_giou_1: 0.3938 (0.4142) loss_class_2: 0.7859 (0.8319) loss_bbox_2: 0.1794 (0.1896) loss_giou_2: 0.3810 (0.4118) loss_class_3: 0.7482 (0.8111) loss_bbox_3: 0.1837 (0.1901) loss_giou_3: 0.3789 (0.4110) loss_class_4: 0.7252 (0.8014) loss_bbox_4: 0.1841 (0.1907) loss_giou_4: 0.3836 (0.4114) loss_class_enc: 0.8743 (0.9339) loss_bbox_enc: 0.2206 (0.2298) loss_giou_enc: 0.4497 (0.4744) loss_class_dn: 0.3927 (0.4052) loss_bbox_dn: 0.2633 (0.3020) loss_giou_dn: 0.4626 (0.4834) loss_class_dn_0: 0.4787 (0.4892) loss_bbox_dn_0: 0.3619 (0.4057) loss_giou_dn_0: 0.5759 (0.6153) loss_class_dn_1: 0.4154 (0.4326) loss_bbox_dn_1: 0.2813 (0.3252) loss_giou_dn_1: 0.4800 (0.5127) loss_class_dn_2: 0.3986 (0.4120) loss_bbox_dn_2: 0.2703 (0.3058) loss_giou_dn_2: 0.4604 (0.4893) loss_class_dn_3: 0.3947 (0.4060) loss_bbox_dn_3: 0.2644 (0.3027) loss_giou_dn_3: 0.4590 (0.4845) loss_class_dn_4: 0.3941 (0.4044) loss_bbox_dn_4: 0.2632 (0.3020) loss_giou_dn_4: 0.4616 (0.4833) loss_class_hybrid: 0.7188 (0.7987) loss_bbox_hybrid: 0.1961 (0.2065) loss_giou_hybrid: 0.4185 (0.4454) loss_class_0_hybrid: 0.7849 (0.8702) loss_bbox_0_hybrid: 0.1946 (0.2161) loss_giou_0_hybrid: 0.4622 (0.4646) loss_class_1_hybrid: 0.7655 (0.8269) loss_bbox_1_hybrid: 0.1874 (0.2103) loss_giou_1_hybrid: 0.4352 (0.4528) loss_class_2_hybrid: 0.7329 (0.8118) loss_bbox_2_hybrid: 0.1944 (0.2068) loss_giou_2_hybrid: 0.4232 (0.4473) loss_class_3_hybrid: 0.7336 (0.8022) loss_bbox_3_hybrid: 0.1896 (0.2065) loss_giou_3_hybrid: 0.4178 (0.4458) loss_class_4_hybrid: 0.7225 (0.7987) loss_bbox_4_hybrid: 0.1974 (0.2065) loss_giou_4_hybrid: 0.4179 (0.4456) loss_class_enc_hybrid: 0.7642 (0.8226) loss_bbox_enc_hybrid: 0.2456 (0.2603) loss_giou_enc_hybrid: 0.5147 (0.5314) mem: 1027 max mem: 36965 [2024-01-15 05:55:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:56:00 det.util.engine] INFO: Epoch: [4] [11000/11727] eta: 0:13:11 lr: 0.000100 data_time: 0.0032 iter_time: 1.0453 loss: 27.4088 (28.4161) loss_class: 0.7799 (0.7993) loss_bbox: 0.1937 (0.1911) loss_giou: 0.3684 (0.4114) loss_class_0: 1.0136 (1.0063) loss_bbox_0: 0.1881 (0.1896) loss_giou_0: 0.3703 (0.4154) loss_class_1: 0.8628 (0.8741) loss_bbox_1: 0.1863 (0.1912) loss_giou_1: 0.3742 (0.4141) loss_class_2: 0.8413 (0.8319) loss_bbox_2: 0.1888 (0.1896) loss_giou_2: 0.3652 (0.4118) loss_class_3: 0.7918 (0.8110) loss_bbox_3: 0.1932 (0.1901) loss_giou_3: 0.3670 (0.4109) loss_class_4: 0.7942 (0.8013) loss_bbox_4: 0.1890 (0.1907) loss_giou_4: 0.3671 (0.4113) loss_class_enc: 0.9498 (0.9339) loss_bbox_enc: 0.2296 (0.2298) loss_giou_enc: 0.4522 (0.4744) loss_class_dn: 0.3976 (0.4052) loss_bbox_dn: 0.2851 (0.3020) loss_giou_dn: 0.4690 (0.4834) loss_class_dn_0: 0.4835 (0.4891) loss_bbox_dn_0: 0.3824 (0.4056) loss_giou_dn_0: 0.5866 (0.6153) loss_class_dn_1: 0.4263 (0.4326) loss_bbox_dn_1: 0.3096 (0.3252) loss_giou_dn_1: 0.4896 (0.5127) loss_class_dn_2: 0.4058 (0.4119) loss_bbox_dn_2: 0.2880 (0.3057) loss_giou_dn_2: 0.4729 (0.4893) loss_class_dn_3: 0.3952 (0.4059) loss_bbox_dn_3: 0.2852 (0.3027) loss_giou_dn_3: 0.4704 (0.4845) loss_class_dn_4: 0.3965 (0.4043) loss_bbox_dn_4: 0.2850 (0.3019) loss_giou_dn_4: 0.4691 (0.4833) loss_class_hybrid: 0.7765 (0.7986) loss_bbox_hybrid: 0.2081 (0.2065) loss_giou_hybrid: 0.3889 (0.4454) loss_class_0_hybrid: 0.8709 (0.8702) loss_bbox_0_hybrid: 0.2099 (0.2161) loss_giou_0_hybrid: 0.3991 (0.4646) loss_class_1_hybrid: 0.8049 (0.8268) loss_bbox_1_hybrid: 0.2089 (0.2103) loss_giou_1_hybrid: 0.3896 (0.4528) loss_class_2_hybrid: 0.7932 (0.8117) loss_bbox_2_hybrid: 0.2072 (0.2068) loss_giou_2_hybrid: 0.3835 (0.4473) loss_class_3_hybrid: 0.7819 (0.8022) loss_bbox_3_hybrid: 0.2088 (0.2065) loss_giou_3_hybrid: 0.3887 (0.4458) loss_class_4_hybrid: 0.7770 (0.7986) loss_bbox_4_hybrid: 0.2090 (0.2065) loss_giou_4_hybrid: 0.3892 (0.4456) loss_class_enc_hybrid: 0.8231 (0.8226) loss_bbox_enc_hybrid: 0.2513 (0.2602) loss_giou_enc_hybrid: 0.4728 (0.5313) mem: 1028 max mem: 36965 [2024-01-15 05:56:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:56:53 det.util.engine] INFO: Epoch: [4] [11050/11727] eta: 0:12:17 lr: 0.000100 data_time: 0.0035 iter_time: 1.0467 loss: 28.4326 (28.4162) loss_class: 0.8323 (0.7994) loss_bbox: 0.1849 (0.1911) loss_giou: 0.3966 (0.4114) loss_class_0: 1.0280 (1.0063) loss_bbox_0: 0.1899 (0.1895) loss_giou_0: 0.3924 (0.4154) loss_class_1: 0.9104 (0.8742) loss_bbox_1: 0.1959 (0.1912) loss_giou_1: 0.3969 (0.4141) loss_class_2: 0.8436 (0.8319) loss_bbox_2: 0.1954 (0.1896) loss_giou_2: 0.4068 (0.4118) loss_class_3: 0.8008 (0.8110) loss_bbox_3: 0.1892 (0.1901) loss_giou_3: 0.3991 (0.4109) loss_class_4: 0.8061 (0.8014) loss_bbox_4: 0.1878 (0.1906) loss_giou_4: 0.4008 (0.4113) loss_class_enc: 0.9209 (0.9339) loss_bbox_enc: 0.2234 (0.2298) loss_giou_enc: 0.4579 (0.4744) loss_class_dn: 0.3927 (0.4052) loss_bbox_dn: 0.2821 (0.3020) loss_giou_dn: 0.4940 (0.4834) loss_class_dn_0: 0.4771 (0.4891) loss_bbox_dn_0: 0.3753 (0.4056) loss_giou_dn_0: 0.6183 (0.6153) loss_class_dn_1: 0.4229 (0.4326) loss_bbox_dn_1: 0.3031 (0.3252) loss_giou_dn_1: 0.5289 (0.5126) loss_class_dn_2: 0.4025 (0.4119) loss_bbox_dn_2: 0.2814 (0.3058) loss_giou_dn_2: 0.5046 (0.4893) loss_class_dn_3: 0.3948 (0.4059) loss_bbox_dn_3: 0.2828 (0.3027) loss_giou_dn_3: 0.4958 (0.4845) loss_class_dn_4: 0.3930 (0.4043) loss_bbox_dn_4: 0.2821 (0.3020) loss_giou_dn_4: 0.4941 (0.4833) loss_class_hybrid: 0.8181 (0.7987) loss_bbox_hybrid: 0.2050 (0.2065) loss_giou_hybrid: 0.4184 (0.4454) loss_class_0_hybrid: 0.8715 (0.8702) loss_bbox_0_hybrid: 0.2173 (0.2161) loss_giou_0_hybrid: 0.4472 (0.4646) loss_class_1_hybrid: 0.8600 (0.8268) loss_bbox_1_hybrid: 0.2161 (0.2103) loss_giou_1_hybrid: 0.4332 (0.4528) loss_class_2_hybrid: 0.8088 (0.8117) loss_bbox_2_hybrid: 0.2065 (0.2068) loss_giou_2_hybrid: 0.4195 (0.4473) loss_class_3_hybrid: 0.8221 (0.8022) loss_bbox_3_hybrid: 0.2095 (0.2065) loss_giou_3_hybrid: 0.4167 (0.4458) loss_class_4_hybrid: 0.8046 (0.7987) loss_bbox_4_hybrid: 0.2102 (0.2065) loss_giou_4_hybrid: 0.4173 (0.4456) loss_class_enc_hybrid: 0.8299 (0.8226) loss_bbox_enc_hybrid: 0.2495 (0.2602) loss_giou_enc_hybrid: 0.5140 (0.5313) mem: 1025 max mem: 36965 [2024-01-15 05:56:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:57:47 det.util.engine] INFO: Epoch: [4] [11100/11727] eta: 0:11:22 lr: 0.000100 data_time: 0.0031 iter_time: 1.0443 loss: 28.2039 (28.4132) loss_class: 0.8085 (0.7993) loss_bbox: 0.1659 (0.1910) loss_giou: 0.4112 (0.4113) loss_class_0: 0.9742 (1.0062) loss_bbox_0: 0.1679 (0.1895) loss_giou_0: 0.3963 (0.4153) loss_class_1: 0.8556 (0.8741) loss_bbox_1: 0.1888 (0.1911) loss_giou_1: 0.3998 (0.4141) loss_class_2: 0.8329 (0.8319) loss_bbox_2: 0.1882 (0.1895) loss_giou_2: 0.4017 (0.4117) loss_class_3: 0.8333 (0.8110) loss_bbox_3: 0.1706 (0.1900) loss_giou_3: 0.4174 (0.4109) loss_class_4: 0.8157 (0.8014) loss_bbox_4: 0.1547 (0.1906) loss_giou_4: 0.4085 (0.4113) loss_class_enc: 0.9151 (0.9338) loss_bbox_enc: 0.2026 (0.2298) loss_giou_enc: 0.4594 (0.4743) loss_class_dn: 0.4060 (0.4051) loss_bbox_dn: 0.2711 (0.3019) loss_giou_dn: 0.4728 (0.4833) loss_class_dn_0: 0.4888 (0.4891) loss_bbox_dn_0: 0.3921 (0.4055) loss_giou_dn_0: 0.5961 (0.6152) loss_class_dn_1: 0.4316 (0.4326) loss_bbox_dn_1: 0.3001 (0.3251) loss_giou_dn_1: 0.4999 (0.5126) loss_class_dn_2: 0.4188 (0.4119) loss_bbox_dn_2: 0.2725 (0.3057) loss_giou_dn_2: 0.4795 (0.4892) loss_class_dn_3: 0.4086 (0.4059) loss_bbox_dn_3: 0.2718 (0.3026) loss_giou_dn_3: 0.4744 (0.4844) loss_class_dn_4: 0.4054 (0.4043) loss_bbox_dn_4: 0.2711 (0.3019) loss_giou_dn_4: 0.4725 (0.4832) loss_class_hybrid: 0.7912 (0.7987) loss_bbox_hybrid: 0.1912 (0.2065) loss_giou_hybrid: 0.4274 (0.4453) loss_class_0_hybrid: 0.8574 (0.8702) loss_bbox_0_hybrid: 0.2143 (0.2160) loss_giou_0_hybrid: 0.4328 (0.4645) loss_class_1_hybrid: 0.8235 (0.8268) loss_bbox_1_hybrid: 0.1970 (0.2102) loss_giou_1_hybrid: 0.4224 (0.4527) loss_class_2_hybrid: 0.8095 (0.8118) loss_bbox_2_hybrid: 0.1926 (0.2067) loss_giou_2_hybrid: 0.4267 (0.4472) loss_class_3_hybrid: 0.8019 (0.8022) loss_bbox_3_hybrid: 0.1902 (0.2064) loss_giou_3_hybrid: 0.4221 (0.4457) loss_class_4_hybrid: 0.7865 (0.7987) loss_bbox_4_hybrid: 0.1899 (0.2065) loss_giou_4_hybrid: 0.4249 (0.4455) loss_class_enc_hybrid: 0.8176 (0.8226) loss_bbox_enc_hybrid: 0.2463 (0.2601) loss_giou_enc_hybrid: 0.4836 (0.5312) mem: 1026 max mem: 36965 [2024-01-15 05:57:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:58:40 det.util.engine] INFO: Epoch: [4] [11150/11727] eta: 0:10:28 lr: 0.000100 data_time: 0.0035 iter_time: 1.0952 loss: 27.8122 (28.4099) loss_class: 0.7705 (0.7992) loss_bbox: 0.1912 (0.1910) loss_giou: 0.3727 (0.4113) loss_class_0: 0.9597 (1.0061) loss_bbox_0: 0.1823 (0.1895) loss_giou_0: 0.3780 (0.4153) loss_class_1: 0.8275 (0.8739) loss_bbox_1: 0.1858 (0.1911) loss_giou_1: 0.3745 (0.4140) loss_class_2: 0.8060 (0.8317) loss_bbox_2: 0.1866 (0.1895) loss_giou_2: 0.3766 (0.4117) loss_class_3: 0.7878 (0.8109) loss_bbox_3: 0.1825 (0.1900) loss_giou_3: 0.3723 (0.4108) loss_class_4: 0.7745 (0.8013) loss_bbox_4: 0.1859 (0.1906) loss_giou_4: 0.3703 (0.4113) loss_class_enc: 0.9221 (0.9338) loss_bbox_enc: 0.2305 (0.2297) loss_giou_enc: 0.4261 (0.4743) loss_class_dn: 0.3994 (0.4051) loss_bbox_dn: 0.2680 (0.3018) loss_giou_dn: 0.4470 (0.4832) loss_class_dn_0: 0.4810 (0.4891) loss_bbox_dn_0: 0.3758 (0.4055) loss_giou_dn_0: 0.5872 (0.6152) loss_class_dn_1: 0.4274 (0.4325) loss_bbox_dn_1: 0.2984 (0.3250) loss_giou_dn_1: 0.4748 (0.5125) loss_class_dn_2: 0.4070 (0.4119) loss_bbox_dn_2: 0.2763 (0.3056) loss_giou_dn_2: 0.4559 (0.4891) loss_class_dn_3: 0.3992 (0.4059) loss_bbox_dn_3: 0.2691 (0.3025) loss_giou_dn_3: 0.4484 (0.4843) loss_class_dn_4: 0.3972 (0.4042) loss_bbox_dn_4: 0.2680 (0.3018) loss_giou_dn_4: 0.4469 (0.4831) loss_class_hybrid: 0.7651 (0.7986) loss_bbox_hybrid: 0.2060 (0.2064) loss_giou_hybrid: 0.4116 (0.4453) loss_class_0_hybrid: 0.8438 (0.8701) loss_bbox_0_hybrid: 0.2079 (0.2160) loss_giou_0_hybrid: 0.4202 (0.4645) loss_class_1_hybrid: 0.7948 (0.8267) loss_bbox_1_hybrid: 0.2088 (0.2102) loss_giou_1_hybrid: 0.4111 (0.4527) loss_class_2_hybrid: 0.7828 (0.8116) loss_bbox_2_hybrid: 0.2094 (0.2067) loss_giou_2_hybrid: 0.4107 (0.4472) loss_class_3_hybrid: 0.7737 (0.8021) loss_bbox_3_hybrid: 0.2057 (0.2064) loss_giou_3_hybrid: 0.4109 (0.4457) loss_class_4_hybrid: 0.7666 (0.7986) loss_bbox_4_hybrid: 0.2069 (0.2065) loss_giou_4_hybrid: 0.4111 (0.4455) loss_class_enc_hybrid: 0.8176 (0.8225) loss_bbox_enc_hybrid: 0.2580 (0.2601) loss_giou_enc_hybrid: 0.4778 (0.5312) mem: 1034 max mem: 36965 [2024-01-15 05:58:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 05:59:33 det.util.engine] INFO: Epoch: [4] [11200/11727] eta: 0:09:33 lr: 0.000100 data_time: 0.0033 iter_time: 1.0410 loss: 27.6204 (28.4105) loss_class: 0.7816 (0.7993) loss_bbox: 0.1780 (0.1910) loss_giou: 0.4072 (0.4114) loss_class_0: 0.9720 (1.0060) loss_bbox_0: 0.1759 (0.1895) loss_giou_0: 0.4064 (0.4154) loss_class_1: 0.8295 (0.8739) loss_bbox_1: 0.1844 (0.1911) loss_giou_1: 0.4150 (0.4141) loss_class_2: 0.8076 (0.8317) loss_bbox_2: 0.1816 (0.1895) loss_giou_2: 0.3950 (0.4117) loss_class_3: 0.7731 (0.8109) loss_bbox_3: 0.1803 (0.1900) loss_giou_3: 0.4066 (0.4109) loss_class_4: 0.7815 (0.8013) loss_bbox_4: 0.1788 (0.1906) loss_giou_4: 0.4070 (0.4113) loss_class_enc: 0.9121 (0.9338) loss_bbox_enc: 0.2096 (0.2297) loss_giou_enc: 0.4523 (0.4743) loss_class_dn: 0.3993 (0.4051) loss_bbox_dn: 0.2666 (0.3018) loss_giou_dn: 0.4692 (0.4833) loss_class_dn_0: 0.4837 (0.4891) loss_bbox_dn_0: 0.3489 (0.4054) loss_giou_dn_0: 0.6342 (0.6152) loss_class_dn_1: 0.4275 (0.4325) loss_bbox_dn_1: 0.2781 (0.3250) loss_giou_dn_1: 0.5121 (0.5125) loss_class_dn_2: 0.4051 (0.4118) loss_bbox_dn_2: 0.2667 (0.3056) loss_giou_dn_2: 0.4786 (0.4892) loss_class_dn_3: 0.4026 (0.4059) loss_bbox_dn_3: 0.2674 (0.3025) loss_giou_dn_3: 0.4705 (0.4843) loss_class_dn_4: 0.3987 (0.4042) loss_bbox_dn_4: 0.2666 (0.3018) loss_giou_dn_4: 0.4690 (0.4832) loss_class_hybrid: 0.7780 (0.7986) loss_bbox_hybrid: 0.1884 (0.2064) loss_giou_hybrid: 0.4420 (0.4453) loss_class_0_hybrid: 0.8325 (0.8700) loss_bbox_0_hybrid: 0.1997 (0.2160) loss_giou_0_hybrid: 0.4451 (0.4645) loss_class_1_hybrid: 0.8004 (0.8267) loss_bbox_1_hybrid: 0.1918 (0.2102) loss_giou_1_hybrid: 0.4389 (0.4527) loss_class_2_hybrid: 0.7863 (0.8116) loss_bbox_2_hybrid: 0.1918 (0.2067) loss_giou_2_hybrid: 0.4354 (0.4472) loss_class_3_hybrid: 0.7730 (0.8021) loss_bbox_3_hybrid: 0.1929 (0.2064) loss_giou_3_hybrid: 0.4415 (0.4458) loss_class_4_hybrid: 0.7704 (0.7986) loss_bbox_4_hybrid: 0.1902 (0.2064) loss_giou_4_hybrid: 0.4405 (0.4456) loss_class_enc_hybrid: 0.7954 (0.8226) loss_bbox_enc_hybrid: 0.2225 (0.2601) loss_giou_enc_hybrid: 0.5004 (0.5312) mem: 1011 max mem: 36965 [2024-01-15 05:59:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:00:25 det.util.engine] INFO: Epoch: [4] [11250/11727] eta: 0:08:39 lr: 0.000100 data_time: 0.0032 iter_time: 1.0453 loss: 28.6172 (28.4080) loss_class: 0.8611 (0.7993) loss_bbox: 0.1801 (0.1909) loss_giou: 0.4002 (0.4113) loss_class_0: 1.0161 (1.0060) loss_bbox_0: 0.1849 (0.1894) loss_giou_0: 0.3935 (0.4153) loss_class_1: 0.8981 (0.8739) loss_bbox_1: 0.1862 (0.1910) loss_giou_1: 0.4066 (0.4140) loss_class_2: 0.8618 (0.8317) loss_bbox_2: 0.1877 (0.1894) loss_giou_2: 0.3953 (0.4117) loss_class_3: 0.8467 (0.8109) loss_bbox_3: 0.1860 (0.1899) loss_giou_3: 0.4001 (0.4108) loss_class_4: 0.8388 (0.8013) loss_bbox_4: 0.1857 (0.1905) loss_giou_4: 0.4039 (0.4113) loss_class_enc: 0.9424 (0.9337) loss_bbox_enc: 0.2239 (0.2296) loss_giou_enc: 0.4505 (0.4743) loss_class_dn: 0.4027 (0.4051) loss_bbox_dn: 0.2653 (0.3016) loss_giou_dn: 0.4789 (0.4832) loss_class_dn_0: 0.4851 (0.4891) loss_bbox_dn_0: 0.3764 (0.4053) loss_giou_dn_0: 0.6189 (0.6151) loss_class_dn_1: 0.4324 (0.4325) loss_bbox_dn_1: 0.2936 (0.3249) loss_giou_dn_1: 0.5170 (0.5125) loss_class_dn_2: 0.4102 (0.4118) loss_bbox_dn_2: 0.2721 (0.3054) loss_giou_dn_2: 0.4853 (0.4891) loss_class_dn_3: 0.4022 (0.4058) loss_bbox_dn_3: 0.2666 (0.3024) loss_giou_dn_3: 0.4789 (0.4843) loss_class_dn_4: 0.4021 (0.4042) loss_bbox_dn_4: 0.2651 (0.3016) loss_giou_dn_4: 0.4790 (0.4831) loss_class_hybrid: 0.8062 (0.7986) loss_bbox_hybrid: 0.2009 (0.2064) loss_giou_hybrid: 0.4102 (0.4453) loss_class_0_hybrid: 0.8825 (0.8701) loss_bbox_0_hybrid: 0.2139 (0.2159) loss_giou_0_hybrid: 0.4457 (0.4645) loss_class_1_hybrid: 0.8137 (0.8267) loss_bbox_1_hybrid: 0.2034 (0.2102) loss_giou_1_hybrid: 0.4207 (0.4527) loss_class_2_hybrid: 0.8282 (0.8116) loss_bbox_2_hybrid: 0.2045 (0.2066) loss_giou_2_hybrid: 0.4106 (0.4472) loss_class_3_hybrid: 0.8010 (0.8021) loss_bbox_3_hybrid: 0.2059 (0.2063) loss_giou_3_hybrid: 0.4132 (0.4457) loss_class_4_hybrid: 0.8014 (0.7986) loss_bbox_4_hybrid: 0.2029 (0.2064) loss_giou_4_hybrid: 0.4106 (0.4455) loss_class_enc_hybrid: 0.8210 (0.8226) loss_bbox_enc_hybrid: 0.2553 (0.2600) loss_giou_enc_hybrid: 0.5075 (0.5312) mem: 1028 max mem: 36965 [2024-01-15 06:00:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:01:19 det.util.engine] INFO: Epoch: [4] [11300/11727] eta: 0:07:44 lr: 0.000100 data_time: 0.0030 iter_time: 1.0578 loss: 26.7989 (28.4070) loss_class: 0.8297 (0.7994) loss_bbox: 0.1701 (0.1909) loss_giou: 0.3876 (0.4112) loss_class_0: 0.9778 (1.0060) loss_bbox_0: 0.1702 (0.1894) loss_giou_0: 0.3874 (0.4152) loss_class_1: 0.8502 (0.8739) loss_bbox_1: 0.1721 (0.1911) loss_giou_1: 0.3890 (0.4140) loss_class_2: 0.8388 (0.8318) loss_bbox_2: 0.1783 (0.1894) loss_giou_2: 0.3852 (0.4116) loss_class_3: 0.8200 (0.8110) loss_bbox_3: 0.1755 (0.1899) loss_giou_3: 0.3899 (0.4108) loss_class_4: 0.8281 (0.8014) loss_bbox_4: 0.1662 (0.1905) loss_giou_4: 0.3849 (0.4112) loss_class_enc: 0.8833 (0.9337) loss_bbox_enc: 0.2135 (0.2297) loss_giou_enc: 0.4711 (0.4742) loss_class_dn: 0.3837 (0.4050) loss_bbox_dn: 0.2687 (0.3017) loss_giou_dn: 0.4580 (0.4832) loss_class_dn_0: 0.4784 (0.4890) loss_bbox_dn_0: 0.3847 (0.4053) loss_giou_dn_0: 0.5896 (0.6150) loss_class_dn_1: 0.4169 (0.4325) loss_bbox_dn_1: 0.2837 (0.3249) loss_giou_dn_1: 0.4869 (0.5124) loss_class_dn_2: 0.3941 (0.4118) loss_bbox_dn_2: 0.2677 (0.3054) loss_giou_dn_2: 0.4644 (0.4890) loss_class_dn_3: 0.3867 (0.4058) loss_bbox_dn_3: 0.2684 (0.3024) loss_giou_dn_3: 0.4595 (0.4842) loss_class_dn_4: 0.3867 (0.4042) loss_bbox_dn_4: 0.2688 (0.3017) loss_giou_dn_4: 0.4580 (0.4830) loss_class_hybrid: 0.7884 (0.7986) loss_bbox_hybrid: 0.1887 (0.2064) loss_giou_hybrid: 0.4192 (0.4452) loss_class_0_hybrid: 0.8504 (0.8701) loss_bbox_0_hybrid: 0.1977 (0.2159) loss_giou_0_hybrid: 0.4329 (0.4644) loss_class_1_hybrid: 0.7995 (0.8267) loss_bbox_1_hybrid: 0.1876 (0.2102) loss_giou_1_hybrid: 0.4266 (0.4526) loss_class_2_hybrid: 0.7901 (0.8116) loss_bbox_2_hybrid: 0.1879 (0.2066) loss_giou_2_hybrid: 0.4233 (0.4471) loss_class_3_hybrid: 0.7961 (0.8021) loss_bbox_3_hybrid: 0.1886 (0.2064) loss_giou_3_hybrid: 0.4232 (0.4457) loss_class_4_hybrid: 0.7920 (0.7986) loss_bbox_4_hybrid: 0.1887 (0.2064) loss_giou_4_hybrid: 0.4198 (0.4455) loss_class_enc_hybrid: 0.8084 (0.8226) loss_bbox_enc_hybrid: 0.2455 (0.2601) loss_giou_enc_hybrid: 0.5397 (0.5311) mem: 1031 max mem: 36965 [2024-01-15 06:01:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:02:13 det.util.engine] INFO: Epoch: [4] [11350/11727] eta: 0:06:50 lr: 0.000100 data_time: 0.0033 iter_time: 1.0640 loss: 27.5169 (28.4050) loss_class: 0.7907 (0.7993) loss_bbox: 0.1955 (0.1909) loss_giou: 0.3923 (0.4112) loss_class_0: 0.9631 (1.0059) loss_bbox_0: 0.1935 (0.1895) loss_giou_0: 0.3959 (0.4152) loss_class_1: 0.8632 (0.8738) loss_bbox_1: 0.1856 (0.1911) loss_giou_1: 0.3947 (0.4140) loss_class_2: 0.8311 (0.8317) loss_bbox_2: 0.1967 (0.1895) loss_giou_2: 0.3998 (0.4116) loss_class_3: 0.7886 (0.8109) loss_bbox_3: 0.1968 (0.1899) loss_giou_3: 0.3893 (0.4107) loss_class_4: 0.7916 (0.8014) loss_bbox_4: 0.1964 (0.1905) loss_giou_4: 0.3944 (0.4112) loss_class_enc: 0.9345 (0.9336) loss_bbox_enc: 0.2278 (0.2297) loss_giou_enc: 0.4470 (0.4742) loss_class_dn: 0.3946 (0.4050) loss_bbox_dn: 0.3122 (0.3017) loss_giou_dn: 0.4712 (0.4831) loss_class_dn_0: 0.4900 (0.4890) loss_bbox_dn_0: 0.4121 (0.4053) loss_giou_dn_0: 0.5966 (0.6150) loss_class_dn_1: 0.4256 (0.4324) loss_bbox_dn_1: 0.3391 (0.3249) loss_giou_dn_1: 0.4955 (0.5124) loss_class_dn_2: 0.4054 (0.4118) loss_bbox_dn_2: 0.3182 (0.3054) loss_giou_dn_2: 0.4840 (0.4890) loss_class_dn_3: 0.3982 (0.4058) loss_bbox_dn_3: 0.3134 (0.3024) loss_giou_dn_3: 0.4750 (0.4842) loss_class_dn_4: 0.3953 (0.4042) loss_bbox_dn_4: 0.3123 (0.3017) loss_giou_dn_4: 0.4714 (0.4830) loss_class_hybrid: 0.7754 (0.7986) loss_bbox_hybrid: 0.2040 (0.2064) loss_giou_hybrid: 0.4219 (0.4452) loss_class_0_hybrid: 0.8385 (0.8700) loss_bbox_0_hybrid: 0.2099 (0.2159) loss_giou_0_hybrid: 0.4500 (0.4644) loss_class_1_hybrid: 0.8010 (0.8266) loss_bbox_1_hybrid: 0.2027 (0.2102) loss_giou_1_hybrid: 0.4303 (0.4526) loss_class_2_hybrid: 0.7889 (0.8115) loss_bbox_2_hybrid: 0.2030 (0.2066) loss_giou_2_hybrid: 0.4257 (0.4471) loss_class_3_hybrid: 0.7728 (0.8020) loss_bbox_3_hybrid: 0.2018 (0.2063) loss_giou_3_hybrid: 0.4236 (0.4457) loss_class_4_hybrid: 0.7802 (0.7985) loss_bbox_4_hybrid: 0.2080 (0.2064) loss_giou_4_hybrid: 0.4219 (0.4454) loss_class_enc_hybrid: 0.8178 (0.8226) loss_bbox_enc_hybrid: 0.2522 (0.2600) loss_giou_enc_hybrid: 0.5058 (0.5311) mem: 1025 max mem: 36965 [2024-01-15 06:02:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:03:08 det.util.engine] INFO: Epoch: [4] [11400/11727] eta: 0:05:55 lr: 0.000100 data_time: 0.0035 iter_time: 1.0977 loss: 28.8185 (28.4046) loss_class: 0.8161 (0.7993) loss_bbox: 0.2004 (0.1909) loss_giou: 0.4009 (0.4112) loss_class_0: 0.9959 (1.0058) loss_bbox_0: 0.2048 (0.1895) loss_giou_0: 0.4178 (0.4152) loss_class_1: 0.8740 (0.8737) loss_bbox_1: 0.2089 (0.1911) loss_giou_1: 0.4024 (0.4139) loss_class_2: 0.8609 (0.8316) loss_bbox_2: 0.1963 (0.1895) loss_giou_2: 0.4047 (0.4116) loss_class_3: 0.8228 (0.8109) loss_bbox_3: 0.1997 (0.1900) loss_giou_3: 0.4008 (0.4107) loss_class_4: 0.8178 (0.8013) loss_bbox_4: 0.2005 (0.1905) loss_giou_4: 0.4020 (0.4111) loss_class_enc: 0.9129 (0.9336) loss_bbox_enc: 0.2406 (0.2297) loss_giou_enc: 0.4671 (0.4742) loss_class_dn: 0.4018 (0.4050) loss_bbox_dn: 0.3134 (0.3017) loss_giou_dn: 0.4803 (0.4831) loss_class_dn_0: 0.4806 (0.4890) loss_bbox_dn_0: 0.4182 (0.4054) loss_giou_dn_0: 0.6064 (0.6150) loss_class_dn_1: 0.4273 (0.4324) loss_bbox_dn_1: 0.3376 (0.3249) loss_giou_dn_1: 0.5131 (0.5124) loss_class_dn_2: 0.4104 (0.4118) loss_bbox_dn_2: 0.3188 (0.3055) loss_giou_dn_2: 0.4852 (0.4890) loss_class_dn_3: 0.4027 (0.4058) loss_bbox_dn_3: 0.3177 (0.3024) loss_giou_dn_3: 0.4811 (0.4842) loss_class_dn_4: 0.3994 (0.4042) loss_bbox_dn_4: 0.3135 (0.3017) loss_giou_dn_4: 0.4800 (0.4830) loss_class_hybrid: 0.8156 (0.7985) loss_bbox_hybrid: 0.2126 (0.2064) loss_giou_hybrid: 0.4293 (0.4452) loss_class_0_hybrid: 0.8843 (0.8700) loss_bbox_0_hybrid: 0.2227 (0.2160) loss_giou_0_hybrid: 0.4469 (0.4644) loss_class_1_hybrid: 0.8256 (0.8266) loss_bbox_1_hybrid: 0.2186 (0.2102) loss_giou_1_hybrid: 0.4319 (0.4526) loss_class_2_hybrid: 0.8305 (0.8115) loss_bbox_2_hybrid: 0.2175 (0.2067) loss_giou_2_hybrid: 0.4361 (0.4471) loss_class_3_hybrid: 0.8145 (0.8020) loss_bbox_3_hybrid: 0.2181 (0.2064) loss_giou_3_hybrid: 0.4321 (0.4456) loss_class_4_hybrid: 0.8186 (0.7985) loss_bbox_4_hybrid: 0.2174 (0.2064) loss_giou_4_hybrid: 0.4282 (0.4454) loss_class_enc_hybrid: 0.8413 (0.8226) loss_bbox_enc_hybrid: 0.2540 (0.2601) loss_giou_enc_hybrid: 0.5090 (0.5311) mem: 1026 max mem: 36965 [2024-01-15 06:03:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:04:02 det.util.engine] INFO: Epoch: [4] [11450/11727] eta: 0:05:01 lr: 0.000100 data_time: 0.0032 iter_time: 1.0707 loss: 27.9653 (28.4016) loss_class: 0.8156 (0.7993) loss_bbox: 0.1982 (0.1909) loss_giou: 0.3867 (0.4111) loss_class_0: 1.0108 (1.0057) loss_bbox_0: 0.1936 (0.1895) loss_giou_0: 0.3833 (0.4151) loss_class_1: 0.8758 (0.8737) loss_bbox_1: 0.1991 (0.1911) loss_giou_1: 0.3869 (0.4139) loss_class_2: 0.8342 (0.8316) loss_bbox_2: 0.1969 (0.1895) loss_giou_2: 0.3874 (0.4115) loss_class_3: 0.8144 (0.8108) loss_bbox_3: 0.1914 (0.1899) loss_giou_3: 0.3874 (0.4107) loss_class_4: 0.8106 (0.8013) loss_bbox_4: 0.1975 (0.1905) loss_giou_4: 0.3867 (0.4111) loss_class_enc: 0.9283 (0.9335) loss_bbox_enc: 0.2278 (0.2296) loss_giou_enc: 0.4342 (0.4741) loss_class_dn: 0.4031 (0.4050) loss_bbox_dn: 0.2831 (0.3016) loss_giou_dn: 0.4522 (0.4830) loss_class_dn_0: 0.4884 (0.4890) loss_bbox_dn_0: 0.3838 (0.4053) loss_giou_dn_0: 0.6018 (0.6149) loss_class_dn_1: 0.4335 (0.4324) loss_bbox_dn_1: 0.3021 (0.3248) loss_giou_dn_1: 0.4764 (0.5122) loss_class_dn_2: 0.4065 (0.4117) loss_bbox_dn_2: 0.2855 (0.3054) loss_giou_dn_2: 0.4583 (0.4889) loss_class_dn_3: 0.4027 (0.4057) loss_bbox_dn_3: 0.2845 (0.3023) loss_giou_dn_3: 0.4513 (0.4840) loss_class_dn_4: 0.3992 (0.4041) loss_bbox_dn_4: 0.2831 (0.3016) loss_giou_dn_4: 0.4516 (0.4828) loss_class_hybrid: 0.7971 (0.7986) loss_bbox_hybrid: 0.2230 (0.2064) loss_giou_hybrid: 0.4344 (0.4451) loss_class_0_hybrid: 0.8897 (0.8700) loss_bbox_0_hybrid: 0.2271 (0.2159) loss_giou_0_hybrid: 0.4418 (0.4643) loss_class_1_hybrid: 0.8288 (0.8266) loss_bbox_1_hybrid: 0.2262 (0.2102) loss_giou_1_hybrid: 0.4369 (0.4525) loss_class_2_hybrid: 0.8030 (0.8115) loss_bbox_2_hybrid: 0.2229 (0.2066) loss_giou_2_hybrid: 0.4352 (0.4470) loss_class_3_hybrid: 0.8001 (0.8020) loss_bbox_3_hybrid: 0.2262 (0.2063) loss_giou_3_hybrid: 0.4321 (0.4455) loss_class_4_hybrid: 0.8061 (0.7985) loss_bbox_4_hybrid: 0.2254 (0.2064) loss_giou_4_hybrid: 0.4338 (0.4453) loss_class_enc_hybrid: 0.8236 (0.8226) loss_bbox_enc_hybrid: 0.2577 (0.2600) loss_giou_enc_hybrid: 0.4790 (0.5309) mem: 1018 max mem: 36965 [2024-01-15 06:04:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:04:59 det.util.engine] INFO: Epoch: [4] [11500/11727] eta: 0:04:07 lr: 0.000100 data_time: 0.0036 iter_time: 1.2988 loss: 28.1777 (28.3989) loss_class: 0.7895 (0.7992) loss_bbox: 0.1745 (0.1909) loss_giou: 0.3873 (0.4111) loss_class_0: 0.9942 (1.0056) loss_bbox_0: 0.1614 (0.1894) loss_giou_0: 0.3934 (0.4151) loss_class_1: 0.8633 (0.8736) loss_bbox_1: 0.1702 (0.1910) loss_giou_1: 0.3900 (0.4138) loss_class_2: 0.8176 (0.8315) loss_bbox_2: 0.1832 (0.1894) loss_giou_2: 0.3914 (0.4115) loss_class_3: 0.7936 (0.8107) loss_bbox_3: 0.1763 (0.1899) loss_giou_3: 0.4039 (0.4107) loss_class_4: 0.7857 (0.8012) loss_bbox_4: 0.1768 (0.1905) loss_giou_4: 0.4029 (0.4111) loss_class_enc: 0.9133 (0.9335) loss_bbox_enc: 0.2071 (0.2296) loss_giou_enc: 0.4349 (0.4740) loss_class_dn: 0.4154 (0.4050) loss_bbox_dn: 0.2649 (0.3015) loss_giou_dn: 0.4588 (0.4829) loss_class_dn_0: 0.4856 (0.4890) loss_bbox_dn_0: 0.3633 (0.4052) loss_giou_dn_0: 0.5858 (0.6148) loss_class_dn_1: 0.4324 (0.4324) loss_bbox_dn_1: 0.2764 (0.3247) loss_giou_dn_1: 0.4877 (0.5122) loss_class_dn_2: 0.4134 (0.4117) loss_bbox_dn_2: 0.2669 (0.3053) loss_giou_dn_2: 0.4639 (0.4888) loss_class_dn_3: 0.4156 (0.4057) loss_bbox_dn_3: 0.2667 (0.3022) loss_giou_dn_3: 0.4607 (0.4840) loss_class_dn_4: 0.4144 (0.4041) loss_bbox_dn_4: 0.2649 (0.3015) loss_giou_dn_4: 0.4586 (0.4828) loss_class_hybrid: 0.7963 (0.7985) loss_bbox_hybrid: 0.1897 (0.2063) loss_giou_hybrid: 0.4240 (0.4451) loss_class_0_hybrid: 0.8806 (0.8700) loss_bbox_0_hybrid: 0.1951 (0.2159) loss_giou_0_hybrid: 0.4462 (0.4642) loss_class_1_hybrid: 0.8492 (0.8265) loss_bbox_1_hybrid: 0.1915 (0.2101) loss_giou_1_hybrid: 0.4298 (0.4524) loss_class_2_hybrid: 0.8275 (0.8115) loss_bbox_2_hybrid: 0.1931 (0.2066) loss_giou_2_hybrid: 0.4289 (0.4469) loss_class_3_hybrid: 0.8077 (0.8020) loss_bbox_3_hybrid: 0.1927 (0.2063) loss_giou_3_hybrid: 0.4296 (0.4455) loss_class_4_hybrid: 0.8048 (0.7985) loss_bbox_4_hybrid: 0.1894 (0.2063) loss_giou_4_hybrid: 0.4283 (0.4453) loss_class_enc_hybrid: 0.8460 (0.8226) loss_bbox_enc_hybrid: 0.2337 (0.2600) loss_giou_enc_hybrid: 0.5066 (0.5309) mem: 1024 max mem: 36965 [2024-01-15 06:04:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:05:54 det.util.engine] INFO: Epoch: [4] [11550/11727] eta: 0:03:12 lr: 0.000100 data_time: 0.0034 iter_time: 1.1122 loss: 28.2613 (28.3999) loss_class: 0.8033 (0.7993) loss_bbox: 0.1691 (0.1909) loss_giou: 0.3903 (0.4111) loss_class_0: 0.9835 (1.0057) loss_bbox_0: 0.1751 (0.1894) loss_giou_0: 0.4062 (0.4151) loss_class_1: 0.8713 (0.8737) loss_bbox_1: 0.1739 (0.1910) loss_giou_1: 0.4071 (0.4138) loss_class_2: 0.8050 (0.8316) loss_bbox_2: 0.1697 (0.1894) loss_giou_2: 0.3907 (0.4115) loss_class_3: 0.7964 (0.8108) loss_bbox_3: 0.1716 (0.1899) loss_giou_3: 0.3892 (0.4107) loss_class_4: 0.7889 (0.8013) loss_bbox_4: 0.1692 (0.1905) loss_giou_4: 0.3773 (0.4111) loss_class_enc: 0.9016 (0.9335) loss_bbox_enc: 0.2060 (0.2296) loss_giou_enc: 0.4776 (0.4740) loss_class_dn: 0.4234 (0.4050) loss_bbox_dn: 0.2560 (0.3015) loss_giou_dn: 0.4833 (0.4830) loss_class_dn_0: 0.4922 (0.4890) loss_bbox_dn_0: 0.3233 (0.4052) loss_giou_dn_0: 0.6112 (0.6148) loss_class_dn_1: 0.4392 (0.4324) loss_bbox_dn_1: 0.2722 (0.3247) loss_giou_dn_1: 0.5129 (0.5122) loss_class_dn_2: 0.4185 (0.4117) loss_bbox_dn_2: 0.2572 (0.3053) loss_giou_dn_2: 0.4900 (0.4888) loss_class_dn_3: 0.4205 (0.4058) loss_bbox_dn_3: 0.2572 (0.3022) loss_giou_dn_3: 0.4844 (0.4840) loss_class_dn_4: 0.4253 (0.4041) loss_bbox_dn_4: 0.2560 (0.3015) loss_giou_dn_4: 0.4829 (0.4828) loss_class_hybrid: 0.8058 (0.7986) loss_bbox_hybrid: 0.1877 (0.2063) loss_giou_hybrid: 0.4318 (0.4451) loss_class_0_hybrid: 0.8534 (0.8700) loss_bbox_0_hybrid: 0.2023 (0.2159) loss_giou_0_hybrid: 0.4516 (0.4642) loss_class_1_hybrid: 0.8090 (0.8266) loss_bbox_1_hybrid: 0.2026 (0.2102) loss_giou_1_hybrid: 0.4407 (0.4525) loss_class_2_hybrid: 0.8064 (0.8115) loss_bbox_2_hybrid: 0.1928 (0.2066) loss_giou_2_hybrid: 0.4301 (0.4470) loss_class_3_hybrid: 0.7977 (0.8020) loss_bbox_3_hybrid: 0.1938 (0.2063) loss_giou_3_hybrid: 0.4327 (0.4455) loss_class_4_hybrid: 0.8007 (0.7985) loss_bbox_4_hybrid: 0.1921 (0.2063) loss_giou_4_hybrid: 0.4341 (0.4453) loss_class_enc_hybrid: 0.8065 (0.8226) loss_bbox_enc_hybrid: 0.2421 (0.2599) loss_giou_enc_hybrid: 0.5093 (0.5309) mem: 1021 max mem: 36965 [2024-01-15 06:05:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:06:47 det.util.engine] INFO: Epoch: [4] [11600/11727] eta: 0:02:18 lr: 0.000100 data_time: 0.0034 iter_time: 1.0483 loss: 28.2015 (28.3958) loss_class: 0.7797 (0.7993) loss_bbox: 0.1869 (0.1908) loss_giou: 0.4221 (0.4110) loss_class_0: 0.9180 (1.0056) loss_bbox_0: 0.1874 (0.1894) loss_giou_0: 0.4366 (0.4150) loss_class_1: 0.8235 (0.8737) loss_bbox_1: 0.1920 (0.1910) loss_giou_1: 0.4264 (0.4137) loss_class_2: 0.7919 (0.8315) loss_bbox_2: 0.1948 (0.1894) loss_giou_2: 0.4299 (0.4114) loss_class_3: 0.7862 (0.8108) loss_bbox_3: 0.1875 (0.1899) loss_giou_3: 0.4161 (0.4106) loss_class_4: 0.7772 (0.8013) loss_bbox_4: 0.1912 (0.1904) loss_giou_4: 0.4307 (0.4110) loss_class_enc: 0.8920 (0.9334) loss_bbox_enc: 0.2201 (0.2295) loss_giou_enc: 0.4927 (0.4739) loss_class_dn: 0.4080 (0.4049) loss_bbox_dn: 0.2744 (0.3014) loss_giou_dn: 0.4682 (0.4828) loss_class_dn_0: 0.4770 (0.4890) loss_bbox_dn_0: 0.4012 (0.4051) loss_giou_dn_0: 0.6068 (0.6147) loss_class_dn_1: 0.4151 (0.4324) loss_bbox_dn_1: 0.3079 (0.3246) loss_giou_dn_1: 0.5028 (0.5121) loss_class_dn_2: 0.4091 (0.4117) loss_bbox_dn_2: 0.2784 (0.3052) loss_giou_dn_2: 0.4742 (0.4887) loss_class_dn_3: 0.4076 (0.4057) loss_bbox_dn_3: 0.2764 (0.3021) loss_giou_dn_3: 0.4696 (0.4839) loss_class_dn_4: 0.4078 (0.4041) loss_bbox_dn_4: 0.2742 (0.3014) loss_giou_dn_4: 0.4680 (0.4827) loss_class_hybrid: 0.7657 (0.7985) loss_bbox_hybrid: 0.2120 (0.2063) loss_giou_hybrid: 0.4625 (0.4450) loss_class_0_hybrid: 0.8094 (0.8700) loss_bbox_0_hybrid: 0.2246 (0.2158) loss_giou_0_hybrid: 0.4822 (0.4641) loss_class_1_hybrid: 0.7688 (0.8265) loss_bbox_1_hybrid: 0.2296 (0.2101) loss_giou_1_hybrid: 0.4636 (0.4524) loss_class_2_hybrid: 0.7647 (0.8114) loss_bbox_2_hybrid: 0.2158 (0.2066) loss_giou_2_hybrid: 0.4633 (0.4468) loss_class_3_hybrid: 0.7608 (0.8020) loss_bbox_3_hybrid: 0.2169 (0.2063) loss_giou_3_hybrid: 0.4637 (0.4454) loss_class_4_hybrid: 0.7574 (0.7985) loss_bbox_4_hybrid: 0.2084 (0.2063) loss_giou_4_hybrid: 0.4624 (0.4452) loss_class_enc_hybrid: 0.7911 (0.8225) loss_bbox_enc_hybrid: 0.2581 (0.2599) loss_giou_enc_hybrid: 0.5354 (0.5308) mem: 1020 max mem: 36965 [2024-01-15 06:06:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:07:41 det.util.engine] INFO: Epoch: [4] [11650/11727] eta: 0:01:23 lr: 0.000100 data_time: 0.0034 iter_time: 1.0257 loss: 26.7623 (28.3928) loss_class: 0.7612 (0.7993) loss_bbox: 0.1559 (0.1908) loss_giou: 0.4132 (0.4109) loss_class_0: 0.9694 (1.0056) loss_bbox_0: 0.1813 (0.1893) loss_giou_0: 0.4043 (0.4149) loss_class_1: 0.8145 (0.8737) loss_bbox_1: 0.1565 (0.1909) loss_giou_1: 0.4270 (0.4136) loss_class_2: 0.7613 (0.8314) loss_bbox_2: 0.1626 (0.1894) loss_giou_2: 0.4323 (0.4113) loss_class_3: 0.7662 (0.8107) loss_bbox_3: 0.1607 (0.1898) loss_giou_3: 0.4205 (0.4105) loss_class_4: 0.7633 (0.8013) loss_bbox_4: 0.1555 (0.1904) loss_giou_4: 0.4130 (0.4109) loss_class_enc: 0.8930 (0.9334) loss_bbox_enc: 0.2103 (0.2295) loss_giou_enc: 0.4680 (0.4738) loss_class_dn: 0.3988 (0.4049) loss_bbox_dn: 0.2598 (0.3014) loss_giou_dn: 0.4663 (0.4827) loss_class_dn_0: 0.4847 (0.4890) loss_bbox_dn_0: 0.3553 (0.4051) loss_giou_dn_0: 0.5966 (0.6146) loss_class_dn_1: 0.4280 (0.4324) loss_bbox_dn_1: 0.2877 (0.3246) loss_giou_dn_1: 0.5001 (0.5120) loss_class_dn_2: 0.4112 (0.4117) loss_bbox_dn_2: 0.2695 (0.3052) loss_giou_dn_2: 0.4720 (0.4886) loss_class_dn_3: 0.4014 (0.4057) loss_bbox_dn_3: 0.2618 (0.3021) loss_giou_dn_3: 0.4697 (0.4838) loss_class_dn_4: 0.4016 (0.4041) loss_bbox_dn_4: 0.2597 (0.3014) loss_giou_dn_4: 0.4653 (0.4826) loss_class_hybrid: 0.7523 (0.7986) loss_bbox_hybrid: 0.1812 (0.2062) loss_giou_hybrid: 0.4454 (0.4448) loss_class_0_hybrid: 0.8099 (0.8700) loss_bbox_0_hybrid: 0.1918 (0.2158) loss_giou_0_hybrid: 0.4701 (0.4640) loss_class_1_hybrid: 0.7783 (0.8266) loss_bbox_1_hybrid: 0.1811 (0.2100) loss_giou_1_hybrid: 0.4538 (0.4522) loss_class_2_hybrid: 0.7695 (0.8115) loss_bbox_2_hybrid: 0.1841 (0.2065) loss_giou_2_hybrid: 0.4484 (0.4467) loss_class_3_hybrid: 0.7537 (0.8020) loss_bbox_3_hybrid: 0.1802 (0.2062) loss_giou_3_hybrid: 0.4475 (0.4453) loss_class_4_hybrid: 0.7540 (0.7986) loss_bbox_4_hybrid: 0.1811 (0.2062) loss_giou_4_hybrid: 0.4450 (0.4451) loss_class_enc_hybrid: 0.7708 (0.8226) loss_bbox_enc_hybrid: 0.2244 (0.2598) loss_giou_enc_hybrid: 0.5404 (0.5306) mem: 1035 max mem: 36965 [2024-01-15 06:07:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:08:35 det.util.engine] INFO: Epoch: [4] [11700/11727] eta: 0:00:29 lr: 0.000100 data_time: 0.0034 iter_time: 1.0417 loss: 27.3240 (28.3931) loss_class: 0.8140 (0.7993) loss_bbox: 0.1681 (0.1908) loss_giou: 0.3808 (0.4108) loss_class_0: 1.0135 (1.0057) loss_bbox_0: 0.1705 (0.1893) loss_giou_0: 0.3884 (0.4148) loss_class_1: 0.9024 (0.8737) loss_bbox_1: 0.1822 (0.1909) loss_giou_1: 0.3830 (0.4136) loss_class_2: 0.8565 (0.8315) loss_bbox_2: 0.1807 (0.1894) loss_giou_2: 0.3834 (0.4113) loss_class_3: 0.8159 (0.8108) loss_bbox_3: 0.1737 (0.1899) loss_giou_3: 0.3903 (0.4104) loss_class_4: 0.8206 (0.8014) loss_bbox_4: 0.1653 (0.1904) loss_giou_4: 0.3788 (0.4108) loss_class_enc: 0.9270 (0.9335) loss_bbox_enc: 0.2164 (0.2295) loss_giou_enc: 0.4616 (0.4738) loss_class_dn: 0.3961 (0.4049) loss_bbox_dn: 0.2703 (0.3015) loss_giou_dn: 0.4611 (0.4827) loss_class_dn_0: 0.4831 (0.4890) loss_bbox_dn_0: 0.3737 (0.4051) loss_giou_dn_0: 0.5930 (0.6146) loss_class_dn_1: 0.4276 (0.4324) loss_bbox_dn_1: 0.2939 (0.3247) loss_giou_dn_1: 0.4889 (0.5120) loss_class_dn_2: 0.4086 (0.4117) loss_bbox_dn_2: 0.2750 (0.3052) loss_giou_dn_2: 0.4657 (0.4886) loss_class_dn_3: 0.3989 (0.4057) loss_bbox_dn_3: 0.2710 (0.3022) loss_giou_dn_3: 0.4629 (0.4838) loss_class_dn_4: 0.4019 (0.4041) loss_bbox_dn_4: 0.2702 (0.3015) loss_giou_dn_4: 0.4608 (0.4826) loss_class_hybrid: 0.8108 (0.7986) loss_bbox_hybrid: 0.1714 (0.2062) loss_giou_hybrid: 0.4107 (0.4448) loss_class_0_hybrid: 0.8905 (0.8700) loss_bbox_0_hybrid: 0.1894 (0.2158) loss_giou_0_hybrid: 0.4345 (0.4639) loss_class_1_hybrid: 0.8331 (0.8267) loss_bbox_1_hybrid: 0.1813 (0.2101) loss_giou_1_hybrid: 0.4207 (0.4522) loss_class_2_hybrid: 0.8030 (0.8116) loss_bbox_2_hybrid: 0.1743 (0.2065) loss_giou_2_hybrid: 0.4103 (0.4466) loss_class_3_hybrid: 0.7975 (0.8021) loss_bbox_3_hybrid: 0.1718 (0.2062) loss_giou_3_hybrid: 0.4129 (0.4452) loss_class_4_hybrid: 0.8016 (0.7986) loss_bbox_4_hybrid: 0.1714 (0.2063) loss_giou_4_hybrid: 0.4145 (0.4450) loss_class_enc_hybrid: 0.8585 (0.8227) loss_bbox_enc_hybrid: 0.2400 (0.2598) loss_giou_enc_hybrid: 0.4932 (0.5306) mem: 1028 max mem: 36965 [2024-01-15 06:08:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:09:03 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0027 iter_time: 1.0669 loss: 28.2958 (28.3911) loss_class: 0.7718 (0.7993) loss_bbox: 0.1628 (0.1908) loss_giou: 0.4061 (0.4108) loss_class_0: 0.9534 (1.0057) loss_bbox_0: 0.1629 (0.1893) loss_giou_0: 0.4033 (0.4148) loss_class_1: 0.8659 (0.8738) loss_bbox_1: 0.1608 (0.1909) loss_giou_1: 0.4125 (0.4135) loss_class_2: 0.8065 (0.8315) loss_bbox_2: 0.1622 (0.1893) loss_giou_2: 0.4135 (0.4112) loss_class_3: 0.8107 (0.8108) loss_bbox_3: 0.1609 (0.1898) loss_giou_3: 0.4076 (0.4104) loss_class_4: 0.7719 (0.8014) loss_bbox_4: 0.1628 (0.1904) loss_giou_4: 0.4061 (0.4108) loss_class_enc: 0.8661 (0.9335) loss_bbox_enc: 0.2104 (0.2295) loss_giou_enc: 0.4569 (0.4737) loss_class_dn: 0.4078 (0.4049) loss_bbox_dn: 0.2688 (0.3014) loss_giou_dn: 0.4616 (0.4826) loss_class_dn_0: 0.4948 (0.4890) loss_bbox_dn_0: 0.3588 (0.4050) loss_giou_dn_0: 0.5965 (0.6145) loss_class_dn_1: 0.4386 (0.4323) loss_bbox_dn_1: 0.2897 (0.3246) loss_giou_dn_1: 0.4910 (0.5119) loss_class_dn_2: 0.4128 (0.4117) loss_bbox_dn_2: 0.2746 (0.3052) loss_giou_dn_2: 0.4658 (0.4885) loss_class_dn_3: 0.4082 (0.4057) loss_bbox_dn_3: 0.2700 (0.3021) loss_giou_dn_3: 0.4630 (0.4837) loss_class_dn_4: 0.4080 (0.4041) loss_bbox_dn_4: 0.2687 (0.3014) loss_giou_dn_4: 0.4613 (0.4825) loss_class_hybrid: 0.7486 (0.7987) loss_bbox_hybrid: 0.1834 (0.2062) loss_giou_hybrid: 0.4185 (0.4447) loss_class_0_hybrid: 0.8252 (0.8701) loss_bbox_0_hybrid: 0.1941 (0.2157) loss_giou_0_hybrid: 0.4233 (0.4639) loss_class_1_hybrid: 0.7856 (0.8267) loss_bbox_1_hybrid: 0.1806 (0.2100) loss_giou_1_hybrid: 0.4199 (0.4521) loss_class_2_hybrid: 0.7568 (0.8116) loss_bbox_2_hybrid: 0.1818 (0.2065) loss_giou_2_hybrid: 0.4218 (0.4466) loss_class_3_hybrid: 0.7603 (0.8021) loss_bbox_3_hybrid: 0.1822 (0.2062) loss_giou_3_hybrid: 0.4166 (0.4452) loss_class_4_hybrid: 0.7402 (0.7986) loss_bbox_4_hybrid: 0.1819 (0.2062) loss_giou_4_hybrid: 0.4176 (0.4450) loss_class_enc_hybrid: 0.8123 (0.8227) loss_bbox_enc_hybrid: 0.2333 (0.2598) loss_giou_enc_hybrid: 0.4886 (0.5305) [2024-01-15 06:09:03 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_4 [2024-01-15 06:09:04 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_4/model.safetensors [2024-01-15 06:09:05 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_4/optimizer.bin [2024-01-15 06:09:05 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_4/scheduler.bin [2024-01-15 06:09:05 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_4/sampler.bin [2024-01-15 06:09:05 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_4/sampler_1.bin [2024-01-15 06:09:05 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_4/random_states_0.pkl [2024-01-15 06:09:05 det.__main__] INFO: Start evaluation [2024-01-15 06:09:07 det.util.utils] INFO: Test: [ 0/2500] eta: 0:25:26 model_time: 0.4288 (0.4288) evaluator_time: 0.0311 (0.0311) time: 0.6105 data: 0.1491 mem: 961 max mem: 36965 [2024-01-15 06:09:09 det.util.utils] INFO: Test: [ 10/2500] eta: 0:10:52 model_time: 0.1454 (0.2223) evaluator_time: 0.0209 (0.0233) time: 0.2619 data: 0.0142 mem: 961 max mem: 36965 [2024-01-15 06:09:11 det.util.utils] INFO: Test: [ 20/2500] eta: 0:09:43 model_time: 0.1454 (0.2051) evaluator_time: 0.0175 (0.0206) time: 0.2166 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:09:13 det.util.utils] INFO: Test: [ 30/2500] eta: 0:09:04 model_time: 0.1429 (0.1917) evaluator_time: 0.0173 (0.0214) time: 0.1975 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:09:15 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:53 model_time: 0.1429 (0.1892) evaluator_time: 0.0200 (0.0214) time: 0.1973 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:09:17 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:38 model_time: 0.1441 (0.1851) evaluator_time: 0.0174 (0.0212) time: 0.1982 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:09:19 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:18 model_time: 0.1308 (0.1783) evaluator_time: 0.0172 (0.0209) time: 0.1781 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:09:21 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:06 model_time: 0.1301 (0.1746) evaluator_time: 0.0172 (0.0209) time: 0.1706 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:09:22 det.util.utils] INFO: Test: [ 80/2500] eta: 0:07:57 model_time: 0.1308 (0.1722) evaluator_time: 0.0179 (0.0207) time: 0.1764 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:09:24 det.util.utils] INFO: Test: [ 90/2500] eta: 0:07:55 model_time: 0.1384 (0.1718) evaluator_time: 0.0179 (0.0213) time: 0.1871 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:09:26 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:48 model_time: 0.1384 (0.1701) evaluator_time: 0.0177 (0.0212) time: 0.1870 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:09:28 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:41 model_time: 0.1415 (0.1682) evaluator_time: 0.0172 (0.0210) time: 0.1736 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:09:30 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:34 model_time: 0.1415 (0.1659) evaluator_time: 0.0177 (0.0211) time: 0.1684 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:09:31 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:28 model_time: 0.1332 (0.1644) evaluator_time: 0.0189 (0.0210) time: 0.1675 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:09:33 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:24 model_time: 0.1332 (0.1638) evaluator_time: 0.0190 (0.0210) time: 0.1742 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:09:35 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:19 model_time: 0.1420 (0.1623) evaluator_time: 0.0214 (0.0213) time: 0.1739 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:09:37 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:16 model_time: 0.1445 (0.1617) evaluator_time: 0.0208 (0.0213) time: 0.1719 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:09:38 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:13 model_time: 0.1436 (0.1614) evaluator_time: 0.0172 (0.0214) time: 0.1795 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:09:40 det.util.utils] INFO: Test: [ 180/2500] eta: 0:07:09 model_time: 0.1313 (0.1602) evaluator_time: 0.0172 (0.0216) time: 0.1758 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:09:42 det.util.utils] INFO: Test: [ 190/2500] eta: 0:07:05 model_time: 0.1352 (0.1591) evaluator_time: 0.0202 (0.0217) time: 0.1670 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:09:43 det.util.utils] INFO: Test: [ 200/2500] eta: 0:07:02 model_time: 0.1368 (0.1589) evaluator_time: 0.0173 (0.0214) time: 0.1692 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:09:45 det.util.utils] INFO: Test: [ 210/2500] eta: 0:06:57 model_time: 0.1388 (0.1579) evaluator_time: 0.0158 (0.0212) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:09:47 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:54 model_time: 0.1392 (0.1575) evaluator_time: 0.0162 (0.0210) time: 0.1633 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:09:48 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:50 model_time: 0.1449 (0.1568) evaluator_time: 0.0152 (0.0208) time: 0.1655 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:09:50 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:46 model_time: 0.1367 (0.1559) evaluator_time: 0.0155 (0.0209) time: 0.1611 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:09:52 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:44 model_time: 0.1334 (0.1555) evaluator_time: 0.0187 (0.0210) time: 0.1658 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:09:53 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:42 model_time: 0.1436 (0.1552) evaluator_time: 0.0164 (0.0211) time: 0.1728 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:09:55 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:41 model_time: 0.1434 (0.1555) evaluator_time: 0.0176 (0.0213) time: 0.1843 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:09:57 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:40 model_time: 0.1481 (0.1561) evaluator_time: 0.0193 (0.0212) time: 0.1924 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:09:59 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:36 model_time: 0.1380 (0.1554) evaluator_time: 0.0140 (0.0211) time: 0.1736 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:10:01 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:34 model_time: 0.1380 (0.1555) evaluator_time: 0.0140 (0.0210) time: 0.1664 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:10:02 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:31 model_time: 0.1411 (0.1549) evaluator_time: 0.0170 (0.0209) time: 0.1689 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:04 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:29 model_time: 0.1359 (0.1543) evaluator_time: 0.0172 (0.0211) time: 0.1623 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:10:05 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:26 model_time: 0.1359 (0.1538) evaluator_time: 0.0194 (0.0212) time: 0.1650 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:07 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:24 model_time: 0.1352 (0.1538) evaluator_time: 0.0169 (0.0213) time: 0.1717 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:09 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:21 model_time: 0.1328 (0.1533) evaluator_time: 0.0150 (0.0212) time: 0.1687 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:10:11 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:19 model_time: 0.1309 (0.1530) evaluator_time: 0.0163 (0.0212) time: 0.1626 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:12 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:17 model_time: 0.1359 (0.1528) evaluator_time: 0.0219 (0.0213) time: 0.1688 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:10:14 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:15 model_time: 0.1490 (0.1529) evaluator_time: 0.0200 (0.0213) time: 0.1777 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:16 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:14 model_time: 0.1360 (0.1531) evaluator_time: 0.0167 (0.0212) time: 0.1812 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:17 det.util.utils] INFO: Test: [ 400/2500] eta: 0:06:11 model_time: 0.1278 (0.1527) evaluator_time: 0.0149 (0.0212) time: 0.1686 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:19 det.util.utils] INFO: Test: [ 410/2500] eta: 0:06:08 model_time: 0.1367 (0.1524) evaluator_time: 0.0161 (0.0211) time: 0.1613 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:10:21 det.util.utils] INFO: Test: [ 420/2500] eta: 0:06:07 model_time: 0.1399 (0.1527) evaluator_time: 0.0161 (0.0211) time: 0.1746 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:10:23 det.util.utils] INFO: Test: [ 430/2500] eta: 0:06:05 model_time: 0.1349 (0.1523) evaluator_time: 0.0180 (0.0211) time: 0.1733 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:24 det.util.utils] INFO: Test: [ 440/2500] eta: 0:06:02 model_time: 0.1400 (0.1522) evaluator_time: 0.0167 (0.0210) time: 0.1642 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:26 det.util.utils] INFO: Test: [ 450/2500] eta: 0:06:00 model_time: 0.1349 (0.1518) evaluator_time: 0.0154 (0.0210) time: 0.1604 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:10:27 det.util.utils] INFO: Test: [ 460/2500] eta: 0:05:57 model_time: 0.1316 (0.1516) evaluator_time: 0.0142 (0.0209) time: 0.1579 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:10:29 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:55 model_time: 0.1454 (0.1515) evaluator_time: 0.0152 (0.0209) time: 0.1678 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:10:31 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:52 model_time: 0.1353 (0.1511) evaluator_time: 0.0170 (0.0208) time: 0.1614 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:32 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:50 model_time: 0.1298 (0.1509) evaluator_time: 0.0157 (0.0208) time: 0.1577 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:34 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:48 model_time: 0.1304 (0.1508) evaluator_time: 0.0162 (0.0208) time: 0.1663 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:10:36 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:47 model_time: 0.1323 (0.1510) evaluator_time: 0.0163 (0.0208) time: 0.1783 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:10:37 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:45 model_time: 0.1434 (0.1509) evaluator_time: 0.0166 (0.0208) time: 0.1774 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:39 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:43 model_time: 0.1434 (0.1508) evaluator_time: 0.0145 (0.0207) time: 0.1655 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:41 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:41 model_time: 0.1389 (0.1506) evaluator_time: 0.0141 (0.0207) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:43 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:39 model_time: 0.1379 (0.1506) evaluator_time: 0.0173 (0.0207) time: 0.1670 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:44 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:37 model_time: 0.1333 (0.1504) evaluator_time: 0.0167 (0.0206) time: 0.1666 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:10:46 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:35 model_time: 0.1439 (0.1505) evaluator_time: 0.0158 (0.0207) time: 0.1710 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:48 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:33 model_time: 0.1451 (0.1504) evaluator_time: 0.0158 (0.0207) time: 0.1755 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:49 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:31 model_time: 0.1408 (0.1502) evaluator_time: 0.0151 (0.0207) time: 0.1625 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:51 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:29 model_time: 0.1346 (0.1499) evaluator_time: 0.0193 (0.0207) time: 0.1616 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:10:52 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:27 model_time: 0.1310 (0.1497) evaluator_time: 0.0224 (0.0208) time: 0.1616 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:54 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:25 model_time: 0.1292 (0.1495) evaluator_time: 0.0191 (0.0208) time: 0.1600 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:10:56 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:23 model_time: 0.1307 (0.1493) evaluator_time: 0.0168 (0.0207) time: 0.1576 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:10:57 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:20 model_time: 0.1307 (0.1490) evaluator_time: 0.0175 (0.0207) time: 0.1554 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:10:59 det.util.utils] INFO: Test: 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(0.0208) time: 0.1566 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:11:08 det.util.utils] INFO: Test: [ 710/2500] eta: 0:05:06 model_time: 0.1249 (0.1476) evaluator_time: 0.0151 (0.0207) time: 0.1503 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:11:10 det.util.utils] INFO: Test: [ 720/2500] eta: 0:05:04 model_time: 0.1261 (0.1474) evaluator_time: 0.0172 (0.0209) time: 0.1583 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:11:11 det.util.utils] INFO: Test: [ 730/2500] eta: 0:05:02 model_time: 0.1304 (0.1472) evaluator_time: 0.0186 (0.0209) time: 0.1614 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:13 det.util.utils] INFO: Test: [ 740/2500] eta: 0:05:00 model_time: 0.1304 (0.1471) evaluator_time: 0.0177 (0.0209) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:11:15 det.util.utils] INFO: Test: [ 750/2500] eta: 0:04:58 model_time: 0.1375 (0.1470) evaluator_time: 0.0151 (0.0208) time: 0.1612 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:16 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:56 model_time: 0.1324 (0.1469) evaluator_time: 0.0161 (0.0209) time: 0.1613 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:18 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:54 model_time: 0.1295 (0.1467) evaluator_time: 0.0152 (0.0208) time: 0.1601 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:19 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:52 model_time: 0.1326 (0.1466) evaluator_time: 0.0152 (0.0208) time: 0.1580 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:21 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:50 model_time: 0.1327 (0.1465) evaluator_time: 0.0165 (0.0208) time: 0.1585 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:23 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:48 model_time: 0.1328 (0.1464) evaluator_time: 0.0151 (0.0208) time: 0.1621 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:11:24 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:47 model_time: 0.1328 (0.1465) evaluator_time: 0.0140 (0.0208) time: 0.1718 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:11:26 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:45 model_time: 0.1319 (0.1463) evaluator_time: 0.0142 (0.0208) time: 0.1652 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:11:28 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:43 model_time: 0.1288 (0.1462) evaluator_time: 0.0172 (0.0208) time: 0.1575 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:29 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:41 model_time: 0.1335 (0.1462) evaluator_time: 0.0172 (0.0208) time: 0.1630 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:31 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:40 model_time: 0.1347 (0.1463) evaluator_time: 0.0154 (0.0209) time: 0.1743 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:33 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:38 model_time: 0.1347 (0.1461) evaluator_time: 0.0154 (0.0209) time: 0.1699 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:11:34 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:36 model_time: 0.1290 (0.1460) evaluator_time: 0.0168 (0.0208) time: 0.1554 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:36 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:34 model_time: 0.1290 (0.1459) evaluator_time: 0.0150 (0.0208) time: 0.1551 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:37 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:32 model_time: 0.1335 (0.1457) evaluator_time: 0.0153 (0.0208) time: 0.1542 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:39 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:30 model_time: 0.1306 (0.1457) evaluator_time: 0.0177 (0.0207) time: 0.1583 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:41 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:28 model_time: 0.1429 (0.1456) evaluator_time: 0.0174 (0.0208) time: 0.1663 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:11:42 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:26 model_time: 0.1388 (0.1455) evaluator_time: 0.0199 (0.0208) time: 0.1638 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:11:44 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:25 model_time: 0.1309 (0.1455) evaluator_time: 0.0180 (0.0208) time: 0.1617 data: 0.0009 mem: 962 max mem: 36965 [2024-01-15 06:11:46 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:23 model_time: 0.1369 (0.1454) evaluator_time: 0.0172 (0.0208) time: 0.1656 data: 0.0010 mem: 962 max mem: 36965 [2024-01-15 06:11:47 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:21 model_time: 0.1347 (0.1454) evaluator_time: 0.0148 (0.0207) time: 0.1617 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:49 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:19 model_time: 0.1408 (0.1454) evaluator_time: 0.0137 (0.0207) time: 0.1618 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:50 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:18 model_time: 0.1401 (0.1453) evaluator_time: 0.0149 (0.0207) time: 0.1644 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:11:52 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:16 model_time: 0.1265 (0.1452) evaluator_time: 0.0175 (0.0207) time: 0.1582 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:11:54 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:14 model_time: 0.1256 (0.1451) evaluator_time: 0.0205 (0.0207) time: 0.1557 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:11:55 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:12 model_time: 0.1287 (0.1450) evaluator_time: 0.0173 (0.0207) time: 0.1593 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:11:57 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:10 model_time: 0.1287 (0.1448) evaluator_time: 0.0170 (0.0207) time: 0.1565 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:11:58 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:08 model_time: 0.1236 (0.1447) evaluator_time: 0.0174 (0.0207) time: 0.1536 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:12:00 det.util.utils] INFO: Test: 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(0.0206) time: 0.1620 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:12:10 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:56 model_time: 0.1278 (0.1444) evaluator_time: 0.0138 (0.0206) time: 0.1559 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:11 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:54 model_time: 0.1322 (0.1444) evaluator_time: 0.0127 (0.0205) time: 0.1542 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:13 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:52 model_time: 0.1279 (0.1442) evaluator_time: 0.0139 (0.0205) time: 0.1540 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:12:14 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:51 model_time: 0.1346 (0.1442) evaluator_time: 0.0220 (0.0206) time: 0.1643 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:12:16 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:49 model_time: 0.1421 (0.1442) evaluator_time: 0.0191 (0.0206) time: 0.1685 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:18 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:47 model_time: 0.1288 (0.1441) evaluator_time: 0.0151 (0.0206) time: 0.1616 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:12:19 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:45 model_time: 0.1316 (0.1441) evaluator_time: 0.0147 (0.0205) time: 0.1577 data: 0.0009 mem: 961 max mem: 36965 [2024-01-15 06:12:21 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:44 model_time: 0.1345 (0.1441) evaluator_time: 0.0166 (0.0206) time: 0.1646 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:12:22 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:42 model_time: 0.1370 (0.1440) evaluator_time: 0.0166 (0.0205) time: 0.1652 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:12:24 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:40 model_time: 0.1361 (0.1440) evaluator_time: 0.0147 (0.0205) time: 0.1600 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:26 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:39 model_time: 0.1428 (0.1440) evaluator_time: 0.0158 (0.0206) time: 0.1673 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:27 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:37 model_time: 0.1398 (0.1439) evaluator_time: 0.0149 (0.0205) time: 0.1640 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:12:29 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:35 model_time: 0.1371 (0.1439) evaluator_time: 0.0168 (0.0206) time: 0.1614 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:12:31 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:33 model_time: 0.1388 (0.1439) evaluator_time: 0.0168 (0.0206) time: 0.1639 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:32 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:32 model_time: 0.1381 (0.1438) evaluator_time: 0.0146 (0.0206) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:12:34 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:30 model_time: 0.1377 (0.1438) evaluator_time: 0.0173 (0.0205) time: 0.1629 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:12:35 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:28 model_time: 0.1377 (0.1438) evaluator_time: 0.0183 (0.0205) time: 0.1612 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:12:37 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:26 model_time: 0.1332 (0.1437) evaluator_time: 0.0183 (0.0206) time: 0.1613 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:39 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:25 model_time: 0.1312 (0.1436) evaluator_time: 0.0152 (0.0205) time: 0.1594 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:40 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:23 model_time: 0.1301 (0.1436) evaluator_time: 0.0162 (0.0205) time: 0.1585 data: 0.0009 mem: 962 max mem: 36965 [2024-01-15 06:12:42 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:21 model_time: 0.1301 (0.1435) evaluator_time: 0.0194 (0.0206) time: 0.1593 data: 0.0009 mem: 962 max mem: 36965 [2024-01-15 06:12:43 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:19 model_time: 0.1263 (0.1434) evaluator_time: 0.0152 (0.0206) time: 0.1568 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:45 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:18 model_time: 0.1334 (0.1434) evaluator_time: 0.0172 (0.0206) time: 0.1619 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:47 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:16 model_time: 0.1344 (0.1434) evaluator_time: 0.0178 (0.0206) time: 0.1664 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:48 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:14 model_time: 0.1337 (0.1433) evaluator_time: 0.0175 (0.0206) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:50 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:13 model_time: 0.1324 (0.1433) evaluator_time: 0.0161 (0.0206) time: 0.1597 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:52 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:11 model_time: 0.1345 (0.1434) evaluator_time: 0.0153 (0.0206) time: 0.1674 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:53 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:09 model_time: 0.1359 (0.1433) evaluator_time: 0.0156 (0.0206) time: 0.1661 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:12:55 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:08 model_time: 0.1427 (0.1434) evaluator_time: 0.0173 (0.0206) time: 0.1675 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:12:57 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:06 model_time: 0.1362 (0.1433) evaluator_time: 0.0192 (0.0206) time: 0.1658 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:12:58 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:04 model_time: 0.1280 (0.1433) evaluator_time: 0.0192 (0.0206) time: 0.1614 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:13:00 det.util.utils] INFO: Test: [1400/2500] eta: 0:03:03 model_time: 0.1462 (0.1433) evaluator_time: 0.0177 (0.0206) time: 0.1712 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:02 det.util.utils] INFO: Test: 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(0.0206) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:12 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:51 model_time: 0.1391 (0.1433) evaluator_time: 0.0176 (0.0206) time: 0.1625 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:13 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:49 model_time: 0.1363 (0.1433) evaluator_time: 0.0184 (0.0206) time: 0.1612 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:15 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:48 model_time: 0.1324 (0.1432) evaluator_time: 0.0165 (0.0206) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:13:16 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:46 model_time: 0.1400 (0.1432) evaluator_time: 0.0148 (0.0206) time: 0.1552 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:13:18 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:44 model_time: 0.1358 (0.1431) evaluator_time: 0.0141 (0.0205) time: 0.1522 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:13:20 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:42 model_time: 0.1344 (0.1431) evaluator_time: 0.0144 (0.0205) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:21 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:41 model_time: 0.1344 (0.1431) evaluator_time: 0.0167 (0.0205) time: 0.1614 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:13:23 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:39 model_time: 0.1345 (0.1430) evaluator_time: 0.0175 (0.0205) time: 0.1583 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:13:24 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:37 model_time: 0.1402 (0.1431) evaluator_time: 0.0171 (0.0205) time: 0.1642 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:26 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:36 model_time: 0.1397 (0.1431) evaluator_time: 0.0155 (0.0205) time: 0.1655 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:28 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:34 model_time: 0.1300 (0.1430) evaluator_time: 0.0160 (0.0205) time: 0.1578 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:13:29 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:32 model_time: 0.1233 (0.1429) evaluator_time: 0.0161 (0.0205) time: 0.1534 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:31 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:31 model_time: 0.1392 (0.1429) evaluator_time: 0.0159 (0.0205) time: 0.1574 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:13:32 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:29 model_time: 0.1398 (0.1429) evaluator_time: 0.0166 (0.0204) time: 0.1607 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:34 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:27 model_time: 0.1340 (0.1428) evaluator_time: 0.0166 (0.0205) time: 0.1595 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:13:36 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:25 model_time: 0.1394 (0.1428) evaluator_time: 0.0182 (0.0205) time: 0.1647 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:13:37 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:24 model_time: 0.1497 (0.1429) evaluator_time: 0.0180 (0.0205) time: 0.1734 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 06:13:39 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:22 model_time: 0.1388 (0.1428) evaluator_time: 0.0156 (0.0205) time: 0.1663 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:41 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:21 model_time: 0.1288 (0.1428) evaluator_time: 0.0164 (0.0205) time: 0.1590 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:42 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:19 model_time: 0.1354 (0.1428) evaluator_time: 0.0164 (0.0205) time: 0.1655 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:13:44 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:17 model_time: 0.1354 (0.1427) evaluator_time: 0.0165 (0.0205) time: 0.1639 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:13:46 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:16 model_time: 0.1309 (0.1427) evaluator_time: 0.0192 (0.0205) time: 0.1622 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:13:47 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:14 model_time: 0.1402 (0.1427) evaluator_time: 0.0221 (0.0206) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:49 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:12 model_time: 0.1346 (0.1427) evaluator_time: 0.0193 (0.0205) time: 0.1612 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:50 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:10 model_time: 0.1373 (0.1427) evaluator_time: 0.0174 (0.0206) time: 0.1617 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:13:52 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:09 model_time: 0.1415 (0.1426) evaluator_time: 0.0188 (0.0206) time: 0.1671 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:54 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:07 model_time: 0.1392 (0.1426) evaluator_time: 0.0188 (0.0206) time: 0.1669 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:13:55 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:05 model_time: 0.1360 (0.1426) evaluator_time: 0.0174 (0.0206) time: 0.1631 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:13:57 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:04 model_time: 0.1306 (0.1426) evaluator_time: 0.0137 (0.0205) time: 0.1544 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:13:58 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:02 model_time: 0.1279 (0.1425) evaluator_time: 0.0134 (0.0205) time: 0.1533 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:14:00 det.util.utils] INFO: Test: [1770/2500] eta: 0:02:00 model_time: 0.1348 (0.1425) evaluator_time: 0.0153 (0.0205) time: 0.1580 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:02 det.util.utils] INFO: Test: [1780/2500] eta: 0:01:59 model_time: 0.1348 (0.1425) evaluator_time: 0.0178 (0.0205) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:14:03 det.util.utils] INFO: Test: 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(0.0205) time: 0.1623 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:13 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:47 model_time: 0.1285 (0.1423) evaluator_time: 0.0150 (0.0205) time: 0.1580 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:14:14 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:45 model_time: 0.1295 (0.1423) evaluator_time: 0.0143 (0.0205) time: 0.1544 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:14:16 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:44 model_time: 0.1374 (0.1422) evaluator_time: 0.0155 (0.0205) time: 0.1590 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:14:18 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:42 model_time: 0.1395 (0.1422) evaluator_time: 0.0187 (0.0205) time: 0.1650 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:14:19 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:40 model_time: 0.1344 (0.1422) evaluator_time: 0.0214 (0.0205) time: 0.1647 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:21 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:39 model_time: 0.1379 (0.1422) evaluator_time: 0.0213 (0.0206) time: 0.1679 data: 0.0009 mem: 962 max mem: 36965 [2024-01-15 06:14:23 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:37 model_time: 0.1416 (0.1422) evaluator_time: 0.0154 (0.0205) time: 0.1627 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:14:24 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:35 model_time: 0.1344 (0.1421) evaluator_time: 0.0141 (0.0205) time: 0.1540 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:14:26 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:34 model_time: 0.1344 (0.1421) evaluator_time: 0.0138 (0.0205) time: 0.1552 data: 0.0009 mem: 961 max mem: 36965 [2024-01-15 06:14:27 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:32 model_time: 0.1398 (0.1421) evaluator_time: 0.0150 (0.0205) time: 0.1584 data: 0.0009 mem: 961 max mem: 36965 [2024-01-15 06:14:29 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:30 model_time: 0.1398 (0.1421) evaluator_time: 0.0150 (0.0205) time: 0.1627 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:31 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:29 model_time: 0.1296 (0.1420) evaluator_time: 0.0168 (0.0205) time: 0.1600 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:32 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:27 model_time: 0.1296 (0.1420) evaluator_time: 0.0168 (0.0205) time: 0.1595 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:34 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:25 model_time: 0.1310 (0.1420) evaluator_time: 0.0175 (0.0205) time: 0.1636 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:36 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:24 model_time: 0.1310 (0.1420) evaluator_time: 0.0170 (0.0205) time: 0.1655 data: 0.0009 mem: 961 max mem: 36965 [2024-01-15 06:14:37 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:22 model_time: 0.1445 (0.1420) evaluator_time: 0.0184 (0.0205) time: 0.1656 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:14:44 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:22 model_time: 0.1356 (0.1419) evaluator_time: 0.0215 (0.0230) time: 0.4096 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:45 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:20 model_time: 0.1342 (0.1419) evaluator_time: 0.0189 (0.0230) time: 0.4109 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:14:47 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:18 model_time: 0.1338 (0.1419) evaluator_time: 0.0184 (0.0230) time: 0.1606 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:48 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:17 model_time: 0.1293 (0.1419) evaluator_time: 0.0173 (0.0230) time: 0.1559 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:50 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:15 model_time: 0.1289 (0.1418) evaluator_time: 0.0153 (0.0230) time: 0.1567 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:52 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:13 model_time: 0.1286 (0.1418) evaluator_time: 0.0151 (0.0229) time: 0.1565 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:53 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:11 model_time: 0.1356 (0.1418) evaluator_time: 0.0184 (0.0229) time: 0.1641 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:14:55 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:10 model_time: 0.1395 (0.1418) evaluator_time: 0.0191 (0.0229) time: 0.1692 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:14:57 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:08 model_time: 0.1366 (0.1418) evaluator_time: 0.0177 (0.0229) time: 0.1626 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:14:58 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:06 model_time: 0.1395 (0.1418) evaluator_time: 0.0158 (0.0229) time: 0.1678 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:15:00 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:05 model_time: 0.1401 (0.1418) evaluator_time: 0.0162 (0.0229) time: 0.1674 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:01 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:03 model_time: 0.1294 (0.1418) evaluator_time: 0.0138 (0.0229) time: 0.1552 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:15:03 det.util.utils] INFO: Test: [2130/2500] eta: 0:01:01 model_time: 0.1354 (0.1418) evaluator_time: 0.0172 (0.0229) time: 0.1622 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:05 det.util.utils] INFO: Test: [2140/2500] eta: 0:01:00 model_time: 0.1369 (0.1418) evaluator_time: 0.0182 (0.0228) time: 0.1674 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:06 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:58 model_time: 0.1362 (0.1418) evaluator_time: 0.0176 (0.0228) time: 0.1634 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:08 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:56 model_time: 0.1353 (0.1418) evaluator_time: 0.0173 (0.0228) time: 0.1615 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:10 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:55 model_time: 0.1329 (0.1417) evaluator_time: 0.0163 (0.0228) time: 0.1605 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:11 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:53 model_time: 0.1388 (0.1418) evaluator_time: 0.0177 (0.0228) time: 0.1637 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:13 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:51 model_time: 0.1387 (0.1418) evaluator_time: 0.0181 (0.0228) time: 0.1678 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:15 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:50 model_time: 0.1372 (0.1417) evaluator_time: 0.0192 (0.0228) time: 0.1651 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:16 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:48 model_time: 0.1294 (0.1417) evaluator_time: 0.0143 (0.0228) time: 0.1578 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:18 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:46 model_time: 0.1286 (0.1417) evaluator_time: 0.0140 (0.0228) time: 0.1588 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:20 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:45 model_time: 0.1426 (0.1417) evaluator_time: 0.0196 (0.0228) time: 0.1666 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:21 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:43 model_time: 0.1438 (0.1417) evaluator_time: 0.0158 (0.0227) time: 0.1669 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:23 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:41 model_time: 0.1385 (0.1417) evaluator_time: 0.0158 (0.0227) time: 0.1653 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:15:24 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:40 model_time: 0.1384 (0.1417) evaluator_time: 0.0161 (0.0227) time: 0.1643 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:15:26 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:38 model_time: 0.1384 (0.1417) evaluator_time: 0.0147 (0.0227) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:28 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:36 model_time: 0.1406 (0.1417) evaluator_time: 0.0193 (0.0227) time: 0.1643 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:15:29 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:35 model_time: 0.1334 (0.1417) evaluator_time: 0.0193 (0.0226) time: 0.1620 data: 0.0009 mem: 962 max mem: 36965 [2024-01-15 06:15:31 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:33 model_time: 0.1360 (0.1417) evaluator_time: 0.0157 (0.0226) time: 0.1624 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:15:33 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:31 model_time: 0.1431 (0.1417) evaluator_time: 0.0169 (0.0226) time: 0.1682 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:34 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:30 model_time: 0.1420 (0.1417) evaluator_time: 0.0211 (0.0226) time: 0.1655 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:36 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:28 model_time: 0.1313 (0.1417) evaluator_time: 0.0183 (0.0226) time: 0.1610 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:38 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:26 model_time: 0.1298 (0.1417) evaluator_time: 0.0167 (0.0226) time: 0.1604 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 06:15:39 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:25 model_time: 0.1311 (0.1417) evaluator_time: 0.0153 (0.0226) time: 0.1627 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 06:15:41 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:23 model_time: 0.1367 (0.1416) evaluator_time: 0.0153 (0.0226) time: 0.1633 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:42 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1322 (0.1416) evaluator_time: 0.0185 (0.0226) time: 0.1613 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:44 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:20 model_time: 0.1308 (0.1416) evaluator_time: 0.0185 (0.0226) time: 0.1596 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:46 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:18 model_time: 0.1310 (0.1416) evaluator_time: 0.0152 (0.0226) time: 0.1564 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:47 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1375 (0.1416) evaluator_time: 0.0155 (0.0226) time: 0.1583 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:49 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:14 model_time: 0.1261 (0.1415) evaluator_time: 0.0155 (0.0225) time: 0.1543 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:50 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1350 (0.1415) evaluator_time: 0.0170 (0.0226) time: 0.1618 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:52 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1461 (0.1416) evaluator_time: 0.0186 (0.0226) time: 0.1746 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:54 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:10 model_time: 0.1367 (0.1415) evaluator_time: 0.0178 (0.0225) time: 0.1635 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:15:55 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1341 (0.1415) evaluator_time: 0.0169 (0.0225) time: 0.1595 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 06:15:57 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1310 (0.1415) evaluator_time: 0.0169 (0.0225) time: 0.1584 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:15:58 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:04 model_time: 0.1318 (0.1415) evaluator_time: 0.0146 (0.0225) time: 0.1569 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 06:16:00 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1356 (0.1415) evaluator_time: 0.0145 (0.0225) time: 0.1577 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 06:16:01 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1261 (0.1414) evaluator_time: 0.0145 (0.0225) time: 0.1493 data: 0.0005 mem: 961 max mem: 36965 [2024-01-15 06:16:03 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1285 (0.1414) evaluator_time: 0.0176 (0.0224) time: 0.1520 data: 0.0005 mem: 962 max mem: 36965 [2024-01-15 06:16:03 det.util.engine] INFO: Averaged stats: model_time: 0.1285 (0.1360) evaluator_time: 0.0176 (0.0218) [2024-01-15 06:16:42 det.util.engine] INFO: Accumulating evaluation results... DONE (t=20.51s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.461 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.630 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.501 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.311 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.501 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.594 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.363 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.622 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [2024-01-15 06:16:42 det.util.engine] INFO: +----------------+------+-------+-------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+-------+--------+-------+ | person | 2693 | 11004 | 89296 | 0.945 | 0.833 | | bicycle | 149 | 316 | 5769 | 0.882 | 0.574 | | car | 535 | 1932 | 76024 | 0.929 | 0.689 | | motorcycle | 159 | 371 | 5412 | 0.943 | 0.736 | | airplane | 97 | 143 | 3041 | 0.979 | 0.869 | | bus | 189 | 285 | 8542 | 0.961 | 0.822 | | train | 157 | 190 | 7158 | 0.979 | 0.855 | | truck | 250 | 415 | 26782 | 0.964 | 0.541 | | boat | 121 | 430 | 9370 | 0.880 | 0.529 | | traffic light | 191 | 637 | 12201 | 0.830 | 0.575 | | fire hydrant | 86 | 101 | 2423 | 0.970 | 0.868 | | stop sign | 69 | 75 | 3786 | 0.947 | 0.724 | | parking meter | 37 | 60 | 3034 | 0.883 | 0.698 | | bench | 235 | 413 | 50589 | 0.783 | 0.360 | | bird | 125 | 440 | 8052 | 0.768 | 0.637 | | cat | 184 | 202 | 1898 | 0.980 | 0.910 | | dog | 177 | 218 | 10231 | 0.950 | 0.851 | | horse | 128 | 273 | 3079 | 0.941 | 0.799 | | sheep | 65 | 361 | 7718 | 0.966 | 0.808 | | cow | 87 | 380 | 4841 | 0.949 | 0.835 | | elephant | 89 | 255 | 5523 | 0.988 | 0.883 | | bear | 49 | 71 | 8839 | 0.986 | 0.890 | | zebra | 85 | 268 | 4042 | 0.989 | 0.920 | | giraffe | 101 | 232 | 6729 | 0.991 | 0.905 | | backpack | 228 | 371 | 15773 | 0.852 | 0.311 | | umbrella | 174 | 413 | 7093 | 0.887 | 0.643 | | handbag | 292 | 540 | 19836 | 0.835 | 0.302 | | tie | 145 | 254 | 5062 | 0.821 | 0.583 | | suitcase | 105 | 303 | 8326 | 0.920 | 0.654 | | frisbee | 84 | 115 | 2543 | 0.983 | 0.883 | | skis | 120 | 241 | 8190 | 0.846 | 0.499 | | snowboard | 49 | 69 | 9718 | 0.855 | 0.556 | | sports ball | 169 | 263 | 4834 | 0.819 | 0.708 | | kite | 91 | 336 | 3813 | 0.887 | 0.692 | | baseball bat | 97 | 146 | 4017 | 0.890 | 0.616 | | baseball glove | 100 | 148 | 3223 | 0.899 | 0.636 | | skateboard | 127 | 179 | 4265 | 0.905 | 0.797 | | surfboard | 149 | 269 | 11778 | 0.820 | 0.611 | | tennis racket | 167 | 225 | 4545 | 0.907 | 0.781 | | bottle | 379 | 1025 | 21459 | 0.919 | 0.616 | | wine glass | 110 | 343 | 3681 | 0.830 | 0.603 | | cup | 390 | 899 | 16048 | 0.927 | 0.635 | | fork | 155 | 215 | 3642 | 0.870 | 0.571 | | knife | 181 | 326 | 6015 | 0.748 | 0.376 | | spoon | 153 | 253 | 10200 | 0.838 | 0.310 | | bowl | 314 | 626 | 12980 | 0.931 | 0.573 | | banana | 103 | 379 | 5144 | 0.854 | 0.423 | | apple | 76 | 239 | 2989 | 0.771 | 0.358 | | sandwich | 98 | 177 | 2390 | 0.904 | 0.542 | | orange | 85 | 287 | 1923 | 0.856 | 0.481 | | broccoli | 71 | 316 | 3464 | 0.859 | 0.406 | | carrot | 3 | 2303 | 76024 | 0.868 | 0.382 | | hot dog | 0 | 345 | 10231 | 0.856 | 0.601 | | pizza | 153 | 285 | 3345 | 0.926 | 0.762 | | donut | 62 | 338 | 2090 | 0.909 | 0.665 | | cake | 124 | 316 | 3921 | 0.903 | 0.568 | | chair | 580 | 1791 | 35211 | 0.855 | 0.493 | | couch | 195 | 261 | 12491 | 0.958 | 0.557 | | potted plant | 172 | 343 | 14806 | 0.883 | 0.466 | | bed | 149 | 163 | 12420 | 0.951 | 0.647 | | dining table | 501 | 697 | 25714 | 0.852 | 0.396 | | toilet | 149 | 179 | 5404 | 0.966 | 0.775 | | tv | 207 | 288 | 6376 | 0.951 | 0.785 | | laptop | 183 | 231 | 4516 | 0.944 | 0.750 | | mouse | 88 | 106 | 856 | 0.906 | 0.810 | | remote | 145 | 283 | 6594 | 0.908 | 0.583 | | keyboard | 106 | 153 | 1594 | 0.922 | 0.720 | | cell phone | 214 | 262 | 7611 | 0.866 | 0.600 | | microwave | 54 | 55 | 1536 | 0.982 | 0.776 | | oven | 115 | 143 | 6382 | 0.923 | 0.559 | | toaster | 8 | 9 | 284 | 0.778 | 0.560 | | sink | 187 | 225 | 9084 | 0.933 | 0.588 | | refrigerator | 101 | 126 | 9740 | 0.960 | 0.738 | | book | 230 | 1161 | 30184 | 0.824 | 0.346 | | clock | 204 | 267 | 6777 | 0.925 | 0.777 | | vase | 137 | 277 | 6600 | 0.891 | 0.572 | | scissors | 28 | 36 | 2525 | 0.722 | 0.445 | | teddy bear | 0 | 262 | 8839 | 0.916 | 0.669 | | hair drier | 9 | 11 | 2187 | 0.818 | 0.202 | | toothbrush | 34 | 57 | 5397 | 0.719 | 0.359 | +----------------+------+-------+-------+--------+-------+ | mean results | | | | 0.895 | 0.630 | +----------------+------+-------+-------+--------+-------+ [2024-01-15 06:16:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:16:45 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-15 06:16:45 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-15 06:16:48 det.util.engine] INFO: Epoch: [5] [0/11727] eta: 3:43:02 lr: 0.000100 data_time: 0.0045 iter_time: 1.1412 loss: 31.5926 (31.5926) loss_class: 0.9572 (0.9572) loss_bbox: 0.1924 (0.1924) loss_giou: 0.4937 (0.4937) loss_class_0: 1.1006 (1.1006) loss_bbox_0: 0.1901 (0.1901) loss_giou_0: 0.5076 (0.5076) loss_class_1: 1.0140 (1.0140) loss_bbox_1: 0.1785 (0.1785) loss_giou_1: 0.4916 (0.4916) loss_class_2: 0.9832 (0.9832) loss_bbox_2: 0.1744 (0.1744) loss_giou_2: 0.4853 (0.4853) loss_class_3: 0.9310 (0.9310) loss_bbox_3: 0.2101 (0.2101) loss_giou_3: 0.4997 (0.4997) loss_class_4: 0.9571 (0.9571) loss_bbox_4: 0.1866 (0.1866) loss_giou_4: 0.4913 (0.4913) loss_class_enc: 1.0037 (1.0037) loss_bbox_enc: 0.2175 (0.2175) loss_giou_enc: 0.5567 (0.5567) loss_class_dn: 0.4076 (0.4076) loss_bbox_dn: 0.3119 (0.3119) loss_giou_dn: 0.5425 (0.5425) loss_class_dn_0: 0.4839 (0.4839) loss_bbox_dn_0: 0.3759 (0.3759) loss_giou_dn_0: 0.6607 (0.6607) loss_class_dn_1: 0.4356 (0.4356) loss_bbox_dn_1: 0.3245 (0.3245) loss_giou_dn_1: 0.5662 (0.5662) loss_class_dn_2: 0.4168 (0.4168) loss_bbox_dn_2: 0.3134 (0.3134) loss_giou_dn_2: 0.5490 (0.5490) loss_class_dn_3: 0.4056 (0.4056) loss_bbox_dn_3: 0.3121 (0.3121) loss_giou_dn_3: 0.5435 (0.5435) loss_class_dn_4: 0.4039 (0.4039) loss_bbox_dn_4: 0.3117 (0.3117) loss_giou_dn_4: 0.5425 (0.5425) loss_class_hybrid: 0.9019 (0.9019) loss_bbox_hybrid: 0.2167 (0.2167) loss_giou_hybrid: 0.5602 (0.5602) loss_class_0_hybrid: 0.9241 (0.9241) loss_bbox_0_hybrid: 0.2197 (0.2197) loss_giou_0_hybrid: 0.5699 (0.5699) loss_class_1_hybrid: 0.9162 (0.9162) loss_bbox_1_hybrid: 0.2108 (0.2108) loss_giou_1_hybrid: 0.5593 (0.5593) loss_class_2_hybrid: 0.9015 (0.9015) loss_bbox_2_hybrid: 0.2096 (0.2096) loss_giou_2_hybrid: 0.5558 (0.5558) loss_class_3_hybrid: 0.8903 (0.8903) loss_bbox_3_hybrid: 0.2197 (0.2197) loss_giou_3_hybrid: 0.5601 (0.5601) loss_class_4_hybrid: 0.9104 (0.9104) loss_bbox_4_hybrid: 0.2118 (0.2118) loss_giou_4_hybrid: 0.5573 (0.5573) loss_class_enc_hybrid: 0.8768 (0.8768) loss_bbox_enc_hybrid: 0.2562 (0.2562) loss_giou_enc_hybrid: 0.6348 (0.6348) mem: 1021 max mem: 36965 [2024-01-15 06:16:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:17:40 det.util.engine] INFO: Epoch: [5] [50/11727] eta: 3:25:34 lr: 0.000100 data_time: 0.0035 iter_time: 1.0313 loss: 26.1339 (27.4962) loss_class: 0.7422 (0.7652) loss_bbox: 0.1685 (0.1824) loss_giou: 0.3973 (0.4047) loss_class_0: 0.9808 (0.9774) loss_bbox_0: 0.1671 (0.1805) loss_giou_0: 0.3963 (0.4080) loss_class_1: 0.8234 (0.8521) loss_bbox_1: 0.1773 (0.1811) loss_giou_1: 0.3998 (0.4052) loss_class_2: 0.7665 (0.8042) loss_bbox_2: 0.1691 (0.1810) loss_giou_2: 0.3948 (0.4040) loss_class_3: 0.7387 (0.7762) loss_bbox_3: 0.1684 (0.1833) loss_giou_3: 0.4025 (0.4053) loss_class_4: 0.7268 (0.7660) loss_bbox_4: 0.1735 (0.1831) loss_giou_4: 0.4012 (0.4055) loss_class_enc: 0.8885 (0.9006) loss_bbox_enc: 0.2089 (0.2200) loss_giou_enc: 0.4600 (0.4694) loss_class_dn: 0.3903 (0.3947) loss_bbox_dn: 0.2669 (0.2746) loss_giou_dn: 0.4354 (0.4738) loss_class_dn_0: 0.4839 (0.4848) loss_bbox_dn_0: 0.3553 (0.3800) loss_giou_dn_0: 0.5981 (0.5999) loss_class_dn_1: 0.4218 (0.4250) loss_bbox_dn_1: 0.2874 (0.2976) loss_giou_dn_1: 0.4685 (0.5002) loss_class_dn_2: 0.4016 (0.4034) loss_bbox_dn_2: 0.2710 (0.2785) loss_giou_dn_2: 0.4406 (0.4790) loss_class_dn_3: 0.3903 (0.3965) loss_bbox_dn_3: 0.2679 (0.2755) loss_giou_dn_3: 0.4365 (0.4748) loss_class_dn_4: 0.3871 (0.3946) loss_bbox_dn_4: 0.2669 (0.2746) loss_giou_dn_4: 0.4349 (0.4737) loss_class_hybrid: 0.7294 (0.7769) loss_bbox_hybrid: 0.1747 (0.1938) loss_giou_hybrid: 0.4130 (0.4346) loss_class_0_hybrid: 0.8346 (0.8465) loss_bbox_0_hybrid: 0.1806 (0.2030) loss_giou_0_hybrid: 0.4338 (0.4531) loss_class_1_hybrid: 0.8007 (0.8144) loss_bbox_1_hybrid: 0.1786 (0.1950) loss_giou_1_hybrid: 0.4103 (0.4409) loss_class_2_hybrid: 0.7528 (0.7944) loss_bbox_2_hybrid: 0.1727 (0.1936) loss_giou_2_hybrid: 0.4110 (0.4363) loss_class_3_hybrid: 0.7533 (0.7817) loss_bbox_3_hybrid: 0.1754 (0.1943) loss_giou_3_hybrid: 0.4147 (0.4357) loss_class_4_hybrid: 0.7399 (0.7756) loss_bbox_4_hybrid: 0.1794 (0.1940) loss_giou_4_hybrid: 0.4112 (0.4351) loss_class_enc_hybrid: 0.7903 (0.7974) loss_bbox_enc_hybrid: 0.2238 (0.2441) loss_giou_enc_hybrid: 0.4967 (0.5197) mem: 1017 max mem: 36965 [2024-01-15 06:17:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:18:35 det.util.engine] INFO: Epoch: [5] [100/11727] eta: 3:27:11 lr: 0.000100 data_time: 0.0032 iter_time: 1.1020 loss: 28.1325 (27.6075) loss_class: 0.7888 (0.7683) loss_bbox: 0.1896 (0.1849) loss_giou: 0.4073 (0.4071) loss_class_0: 0.9457 (0.9748) loss_bbox_0: 0.1761 (0.1830) loss_giou_0: 0.4234 (0.4114) loss_class_1: 0.8508 (0.8498) loss_bbox_1: 0.1737 (0.1841) loss_giou_1: 0.4073 (0.4090) loss_class_2: 0.7918 (0.8050) loss_bbox_2: 0.1798 (0.1827) loss_giou_2: 0.3973 (0.4065) loss_class_3: 0.7912 (0.7805) loss_bbox_3: 0.1813 (0.1851) loss_giou_3: 0.4073 (0.4078) loss_class_4: 0.7784 (0.7711) loss_bbox_4: 0.1899 (0.1852) loss_giou_4: 0.4097 (0.4076) loss_class_enc: 0.8825 (0.8933) loss_bbox_enc: 0.2121 (0.2254) loss_giou_enc: 0.4706 (0.4715) loss_class_dn: 0.3840 (0.3954) loss_bbox_dn: 0.2866 (0.2773) loss_giou_dn: 0.4739 (0.4726) loss_class_dn_0: 0.4777 (0.4853) loss_bbox_dn_0: 0.3779 (0.3796) loss_giou_dn_0: 0.5941 (0.6003) loss_class_dn_1: 0.4115 (0.4248) loss_bbox_dn_1: 0.3021 (0.3004) loss_giou_dn_1: 0.4911 (0.5000) loss_class_dn_2: 0.3912 (0.4035) loss_bbox_dn_2: 0.2859 (0.2811) loss_giou_dn_2: 0.4768 (0.4781) loss_class_dn_3: 0.3840 (0.3973) loss_bbox_dn_3: 0.2887 (0.2782) loss_giou_dn_3: 0.4737 (0.4738) loss_class_dn_4: 0.3815 (0.3949) loss_bbox_dn_4: 0.2865 (0.2773) loss_giou_dn_4: 0.4738 (0.4725) loss_class_hybrid: 0.7805 (0.7808) loss_bbox_hybrid: 0.2031 (0.1977) loss_giou_hybrid: 0.4517 (0.4386) loss_class_0_hybrid: 0.8226 (0.8460) loss_bbox_0_hybrid: 0.2133 (0.2069) loss_giou_0_hybrid: 0.4589 (0.4560) loss_class_1_hybrid: 0.7934 (0.8109) loss_bbox_1_hybrid: 0.2091 (0.2002) loss_giou_1_hybrid: 0.4579 (0.4451) loss_class_2_hybrid: 0.7712 (0.7934) loss_bbox_2_hybrid: 0.2073 (0.1979) loss_giou_2_hybrid: 0.4504 (0.4403) loss_class_3_hybrid: 0.7720 (0.7830) loss_bbox_3_hybrid: 0.2063 (0.1981) loss_giou_3_hybrid: 0.4502 (0.4395) loss_class_4_hybrid: 0.7647 (0.7792) loss_bbox_4_hybrid: 0.2067 (0.1979) loss_giou_4_hybrid: 0.4561 (0.4386) loss_class_enc_hybrid: 0.7869 (0.8013) loss_bbox_enc_hybrid: 0.2454 (0.2485) loss_giou_enc_hybrid: 0.5096 (0.5208) mem: 1021 max mem: 36965 [2024-01-15 06:18:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:19:29 det.util.engine] INFO: Epoch: [5] [150/11727] eta: 3:27:34 lr: 0.000100 data_time: 0.0034 iter_time: 1.0345 loss: 28.1475 (27.6175) loss_class: 0.7984 (0.7706) loss_bbox: 0.1877 (0.1888) loss_giou: 0.3796 (0.4003) loss_class_0: 0.9656 (0.9769) loss_bbox_0: 0.1773 (0.1867) loss_giou_0: 0.3829 (0.4046) loss_class_1: 0.9010 (0.8456) loss_bbox_1: 0.1811 (0.1880) loss_giou_1: 0.3862 (0.4037) loss_class_2: 0.8267 (0.8035) loss_bbox_2: 0.1784 (0.1874) loss_giou_2: 0.3780 (0.4004) loss_class_3: 0.8264 (0.7797) loss_bbox_3: 0.1870 (0.1889) loss_giou_3: 0.3792 (0.4015) loss_class_4: 0.7906 (0.7732) loss_bbox_4: 0.1874 (0.1883) loss_giou_4: 0.3798 (0.4004) loss_class_enc: 0.9344 (0.8985) loss_bbox_enc: 0.2278 (0.2308) loss_giou_enc: 0.4311 (0.4649) loss_class_dn: 0.3958 (0.3934) loss_bbox_dn: 0.2883 (0.2891) loss_giou_dn: 0.4670 (0.4677) loss_class_dn_0: 0.4886 (0.4831) loss_bbox_dn_0: 0.4043 (0.3940) loss_giou_dn_0: 0.5877 (0.5962) loss_class_dn_1: 0.4187 (0.4228) loss_bbox_dn_1: 0.3124 (0.3130) loss_giou_dn_1: 0.5022 (0.4957) loss_class_dn_2: 0.3990 (0.4013) loss_bbox_dn_2: 0.2929 (0.2930) loss_giou_dn_2: 0.4733 (0.4734) loss_class_dn_3: 0.3907 (0.3949) loss_bbox_dn_3: 0.2892 (0.2900) loss_giou_dn_3: 0.4675 (0.4689) loss_class_dn_4: 0.3940 (0.3926) loss_bbox_dn_4: 0.2882 (0.2891) loss_giou_dn_4: 0.4666 (0.4676) loss_class_hybrid: 0.8012 (0.7800) loss_bbox_hybrid: 0.2111 (0.2020) loss_giou_hybrid: 0.4139 (0.4307) loss_class_0_hybrid: 0.8717 (0.8504) loss_bbox_0_hybrid: 0.2249 (0.2113) loss_giou_0_hybrid: 0.4264 (0.4481) loss_class_1_hybrid: 0.8662 (0.8124) loss_bbox_1_hybrid: 0.2091 (0.2046) loss_giou_1_hybrid: 0.4147 (0.4371) loss_class_2_hybrid: 0.8505 (0.7935) loss_bbox_2_hybrid: 0.2143 (0.2025) loss_giou_2_hybrid: 0.4098 (0.4324) loss_class_3_hybrid: 0.8203 (0.7830) loss_bbox_3_hybrid: 0.2114 (0.2025) loss_giou_3_hybrid: 0.4088 (0.4316) loss_class_4_hybrid: 0.8107 (0.7793) loss_bbox_4_hybrid: 0.2116 (0.2022) loss_giou_4_hybrid: 0.4110 (0.4306) loss_class_enc_hybrid: 0.8147 (0.8054) loss_bbox_enc_hybrid: 0.2728 (0.2555) loss_giou_enc_hybrid: 0.5013 (0.5140) mem: 1028 max mem: 36965 [2024-01-15 06:19:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:20:24 det.util.engine] INFO: Epoch: [5] [200/11727] eta: 3:27:45 lr: 0.000100 data_time: 0.0034 iter_time: 1.0582 loss: 27.1310 (27.7050) loss_class: 0.7926 (0.7804) loss_bbox: 0.1666 (0.1861) loss_giou: 0.3494 (0.4009) loss_class_0: 0.9510 (0.9879) loss_bbox_0: 0.1559 (0.1834) loss_giou_0: 0.3680 (0.4049) loss_class_1: 0.8461 (0.8561) loss_bbox_1: 0.1562 (0.1845) loss_giou_1: 0.3531 (0.4036) loss_class_2: 0.7899 (0.8120) loss_bbox_2: 0.1602 (0.1848) loss_giou_2: 0.3411 (0.4010) loss_class_3: 0.7847 (0.7880) loss_bbox_3: 0.1670 (0.1865) loss_giou_3: 0.3479 (0.4020) loss_class_4: 0.7865 (0.7821) loss_bbox_4: 0.1667 (0.1858) loss_giou_4: 0.3496 (0.4011) loss_class_enc: 0.9251 (0.9098) loss_bbox_enc: 0.1912 (0.2259) loss_giou_enc: 0.4085 (0.4647) loss_class_dn: 0.3937 (0.3957) loss_bbox_dn: 0.2828 (0.2862) loss_giou_dn: 0.4396 (0.4686) loss_class_dn_0: 0.4797 (0.4843) loss_bbox_dn_0: 0.3744 (0.3897) loss_giou_dn_0: 0.5624 (0.5977) loss_class_dn_1: 0.4216 (0.4243) loss_bbox_dn_1: 0.3049 (0.3096) loss_giou_dn_1: 0.4719 (0.4966) loss_class_dn_2: 0.4033 (0.4034) loss_bbox_dn_2: 0.2823 (0.2901) loss_giou_dn_2: 0.4495 (0.4743) loss_class_dn_3: 0.3974 (0.3970) loss_bbox_dn_3: 0.2824 (0.2871) loss_giou_dn_3: 0.4410 (0.4698) loss_class_dn_4: 0.3964 (0.3949) loss_bbox_dn_4: 0.2830 (0.2862) loss_giou_dn_4: 0.4392 (0.4685) loss_class_hybrid: 0.7751 (0.7855) loss_bbox_hybrid: 0.1769 (0.1994) loss_giou_hybrid: 0.3890 (0.4337) loss_class_0_hybrid: 0.8372 (0.8572) loss_bbox_0_hybrid: 0.1858 (0.2084) loss_giou_0_hybrid: 0.4030 (0.4511) loss_class_1_hybrid: 0.8012 (0.8174) loss_bbox_1_hybrid: 0.1820 (0.2021) loss_giou_1_hybrid: 0.3917 (0.4402) loss_class_2_hybrid: 0.7870 (0.7991) loss_bbox_2_hybrid: 0.1750 (0.2000) loss_giou_2_hybrid: 0.3880 (0.4354) loss_class_3_hybrid: 0.7704 (0.7877) loss_bbox_3_hybrid: 0.1782 (0.2000) loss_giou_3_hybrid: 0.3874 (0.4347) loss_class_4_hybrid: 0.7817 (0.7849) loss_bbox_4_hybrid: 0.1768 (0.1996) loss_giou_4_hybrid: 0.3857 (0.4337) loss_class_enc_hybrid: 0.7915 (0.8100) loss_bbox_enc_hybrid: 0.2312 (0.2520) loss_giou_enc_hybrid: 0.4694 (0.5172) mem: 1036 max mem: 36965 [2024-01-15 06:20:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:21:17 det.util.engine] INFO: Epoch: [5] [250/11727] eta: 3:26:12 lr: 0.000100 data_time: 0.0028 iter_time: 1.0877 loss: 27.9783 (27.6780) loss_class: 0.8273 (0.7829) loss_bbox: 0.1685 (0.1844) loss_giou: 0.3832 (0.4007) loss_class_0: 0.9882 (0.9867) loss_bbox_0: 0.1732 (0.1827) loss_giou_0: 0.3977 (0.4045) loss_class_1: 0.8594 (0.8549) loss_bbox_1: 0.1700 (0.1839) loss_giou_1: 0.4026 (0.4041) loss_class_2: 0.8362 (0.8122) loss_bbox_2: 0.1694 (0.1834) loss_giou_2: 0.3896 (0.4011) loss_class_3: 0.8454 (0.7893) loss_bbox_3: 0.1692 (0.1847) loss_giou_3: 0.3967 (0.4019) loss_class_4: 0.8668 (0.7849) loss_bbox_4: 0.1685 (0.1840) loss_giou_4: 0.3865 (0.4009) loss_class_enc: 0.9358 (0.9106) loss_bbox_enc: 0.2194 (0.2247) loss_giou_enc: 0.4600 (0.4646) loss_class_dn: 0.4053 (0.3963) loss_bbox_dn: 0.2840 (0.2845) loss_giou_dn: 0.4415 (0.4672) loss_class_dn_0: 0.4985 (0.4850) loss_bbox_dn_0: 0.4403 (0.3884) loss_giou_dn_0: 0.5768 (0.5968) loss_class_dn_1: 0.4306 (0.4244) loss_bbox_dn_1: 0.3104 (0.3077) loss_giou_dn_1: 0.4713 (0.4952) loss_class_dn_2: 0.4097 (0.4033) loss_bbox_dn_2: 0.2848 (0.2884) loss_giou_dn_2: 0.4461 (0.4728) loss_class_dn_3: 0.4069 (0.3972) loss_bbox_dn_3: 0.2841 (0.2854) loss_giou_dn_3: 0.4414 (0.4683) loss_class_dn_4: 0.4065 (0.3954) loss_bbox_dn_4: 0.2839 (0.2845) loss_giou_dn_4: 0.4414 (0.4670) loss_class_hybrid: 0.8140 (0.7855) loss_bbox_hybrid: 0.1824 (0.1984) loss_giou_hybrid: 0.4152 (0.4338) loss_class_0_hybrid: 0.8589 (0.8566) loss_bbox_0_hybrid: 0.1992 (0.2074) loss_giou_0_hybrid: 0.4279 (0.4511) loss_class_1_hybrid: 0.8271 (0.8164) loss_bbox_1_hybrid: 0.1886 (0.2014) loss_giou_1_hybrid: 0.4218 (0.4403) loss_class_2_hybrid: 0.8335 (0.7991) loss_bbox_2_hybrid: 0.1796 (0.1988) loss_giou_2_hybrid: 0.4130 (0.4352) loss_class_3_hybrid: 0.8298 (0.7885) loss_bbox_3_hybrid: 0.1850 (0.1988) loss_giou_3_hybrid: 0.4135 (0.4344) loss_class_4_hybrid: 0.8108 (0.7850) loss_bbox_4_hybrid: 0.1837 (0.1986) loss_giou_4_hybrid: 0.4165 (0.4338) loss_class_enc_hybrid: 0.8376 (0.8110) loss_bbox_enc_hybrid: 0.2506 (0.2514) loss_giou_enc_hybrid: 0.5021 (0.5176) mem: 1024 max mem: 36965 [2024-01-15 06:21:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:22:12 det.util.engine] INFO: Epoch: [5] [300/11727] eta: 3:25:44 lr: 0.000100 data_time: 0.0031 iter_time: 1.0613 loss: 27.2483 (27.7277) loss_class: 0.7517 (0.7813) loss_bbox: 0.1978 (0.1867) loss_giou: 0.4216 (0.4012) loss_class_0: 0.9427 (0.9846) loss_bbox_0: 0.1782 (0.1852) loss_giou_0: 0.4222 (0.4051) loss_class_1: 0.8151 (0.8540) loss_bbox_1: 0.1830 (0.1863) loss_giou_1: 0.4155 (0.4043) loss_class_2: 0.7851 (0.8107) loss_bbox_2: 0.1839 (0.1857) loss_giou_2: 0.4152 (0.4019) loss_class_3: 0.7571 (0.7888) loss_bbox_3: 0.1940 (0.1867) loss_giou_3: 0.4149 (0.4024) loss_class_4: 0.7606 (0.7829) loss_bbox_4: 0.1936 (0.1863) loss_giou_4: 0.4150 (0.4016) loss_class_enc: 0.9300 (0.9092) loss_bbox_enc: 0.2161 (0.2271) loss_giou_enc: 0.4708 (0.4651) loss_class_dn: 0.3886 (0.3961) loss_bbox_dn: 0.2969 (0.2880) loss_giou_dn: 0.4567 (0.4673) loss_class_dn_0: 0.4730 (0.4847) loss_bbox_dn_0: 0.3774 (0.3928) loss_giou_dn_0: 0.5889 (0.5983) loss_class_dn_1: 0.4242 (0.4244) loss_bbox_dn_1: 0.3084 (0.3112) loss_giou_dn_1: 0.4811 (0.4956) loss_class_dn_2: 0.3967 (0.4030) loss_bbox_dn_2: 0.2970 (0.2918) loss_giou_dn_2: 0.4620 (0.4731) loss_class_dn_3: 0.3876 (0.3969) loss_bbox_dn_3: 0.2952 (0.2889) loss_giou_dn_3: 0.4565 (0.4685) loss_class_dn_4: 0.3882 (0.3952) loss_bbox_dn_4: 0.2971 (0.2880) loss_giou_dn_4: 0.4567 (0.4672) loss_class_hybrid: 0.7320 (0.7835) loss_bbox_hybrid: 0.2052 (0.2010) loss_giou_hybrid: 0.4450 (0.4352) loss_class_0_hybrid: 0.8438 (0.8548) loss_bbox_0_hybrid: 0.2153 (0.2104) loss_giou_0_hybrid: 0.4695 (0.4525) loss_class_1_hybrid: 0.7724 (0.8141) loss_bbox_1_hybrid: 0.2126 (0.2044) loss_giou_1_hybrid: 0.4606 (0.4421) loss_class_2_hybrid: 0.7567 (0.7966) loss_bbox_2_hybrid: 0.2104 (0.2017) loss_giou_2_hybrid: 0.4567 (0.4369) loss_class_3_hybrid: 0.7335 (0.7865) loss_bbox_3_hybrid: 0.2060 (0.2015) loss_giou_3_hybrid: 0.4487 (0.4359) loss_class_4_hybrid: 0.7296 (0.7830) loss_bbox_4_hybrid: 0.2050 (0.2013) loss_giou_4_hybrid: 0.4446 (0.4352) loss_class_enc_hybrid: 0.8099 (0.8102) loss_bbox_enc_hybrid: 0.2517 (0.2541) loss_giou_enc_hybrid: 0.5294 (0.5188) mem: 1019 max mem: 36965 [2024-01-15 06:22:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:23:05 det.util.engine] INFO: Epoch: [5] [350/11727] eta: 3:24:34 lr: 0.000100 data_time: 0.0034 iter_time: 1.0639 loss: 27.7146 (27.7856) loss_class: 0.8009 (0.7844) loss_bbox: 0.1833 (0.1857) loss_giou: 0.3718 (0.4025) loss_class_0: 0.9826 (0.9849) loss_bbox_0: 0.1770 (0.1851) loss_giou_0: 0.3843 (0.4068) loss_class_1: 0.8529 (0.8551) loss_bbox_1: 0.1825 (0.1859) loss_giou_1: 0.3775 (0.4057) loss_class_2: 0.8108 (0.8132) loss_bbox_2: 0.1825 (0.1851) loss_giou_2: 0.3756 (0.4035) loss_class_3: 0.8076 (0.7916) loss_bbox_3: 0.1798 (0.1858) loss_giou_3: 0.3733 (0.4036) loss_class_4: 0.8034 (0.7857) loss_bbox_4: 0.1832 (0.1854) loss_giou_4: 0.3718 (0.4029) loss_class_enc: 0.8898 (0.9114) loss_bbox_enc: 0.2188 (0.2250) loss_giou_enc: 0.4475 (0.4657) loss_class_dn: 0.4014 (0.3974) loss_bbox_dn: 0.3126 (0.2891) loss_giou_dn: 0.4539 (0.4689) loss_class_dn_0: 0.4915 (0.4855) loss_bbox_dn_0: 0.4324 (0.3927) loss_giou_dn_0: 0.5897 (0.5999) loss_class_dn_1: 0.4374 (0.4255) loss_bbox_dn_1: 0.3550 (0.3120) loss_giou_dn_1: 0.4864 (0.4972) loss_class_dn_2: 0.4062 (0.4041) loss_bbox_dn_2: 0.3196 (0.2928) loss_giou_dn_2: 0.4606 (0.4747) loss_class_dn_3: 0.4056 (0.3981) loss_bbox_dn_3: 0.3129 (0.2899) loss_giou_dn_3: 0.4548 (0.4700) loss_class_dn_4: 0.4029 (0.3964) loss_bbox_dn_4: 0.3125 (0.2891) loss_giou_dn_4: 0.4540 (0.4687) loss_class_hybrid: 0.7843 (0.7852) loss_bbox_hybrid: 0.1954 (0.2006) loss_giou_hybrid: 0.4187 (0.4371) loss_class_0_hybrid: 0.8575 (0.8555) loss_bbox_0_hybrid: 0.2082 (0.2103) loss_giou_0_hybrid: 0.4260 (0.4549) loss_class_1_hybrid: 0.8171 (0.8143) loss_bbox_1_hybrid: 0.1960 (0.2043) loss_giou_1_hybrid: 0.4232 (0.4442) loss_class_2_hybrid: 0.8063 (0.7982) loss_bbox_2_hybrid: 0.1939 (0.2014) loss_giou_2_hybrid: 0.4161 (0.4388) loss_class_3_hybrid: 0.7844 (0.7879) loss_bbox_3_hybrid: 0.1980 (0.2011) loss_giou_3_hybrid: 0.4145 (0.4377) loss_class_4_hybrid: 0.7871 (0.7844) loss_bbox_4_hybrid: 0.1958 (0.2010) loss_giou_4_hybrid: 0.4177 (0.4372) loss_class_enc_hybrid: 0.8255 (0.8101) loss_bbox_enc_hybrid: 0.2537 (0.2532) loss_giou_enc_hybrid: 0.4919 (0.5211) mem: 1028 max mem: 36965 [2024-01-15 06:23:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:23:58 det.util.engine] INFO: Epoch: [5] [400/11727] eta: 3:23:09 lr: 0.000100 data_time: 0.0031 iter_time: 1.0802 loss: 27.5508 (27.7669) loss_class: 0.7670 (0.7822) loss_bbox: 0.1721 (0.1856) loss_giou: 0.4035 (0.4029) loss_class_0: 0.9582 (0.9837) loss_bbox_0: 0.1728 (0.1849) loss_giou_0: 0.4079 (0.4067) loss_class_1: 0.8315 (0.8541) loss_bbox_1: 0.1737 (0.1857) loss_giou_1: 0.4051 (0.4057) loss_class_2: 0.7836 (0.8117) loss_bbox_2: 0.1692 (0.1849) loss_giou_2: 0.4018 (0.4035) loss_class_3: 0.7594 (0.7908) loss_bbox_3: 0.1676 (0.1856) loss_giou_3: 0.4146 (0.4036) loss_class_4: 0.7581 (0.7840) loss_bbox_4: 0.1731 (0.1854) loss_giou_4: 0.4106 (0.4032) loss_class_enc: 0.8617 (0.9104) loss_bbox_enc: 0.2010 (0.2244) loss_giou_enc: 0.4709 (0.4657) loss_class_dn: 0.4021 (0.3973) loss_bbox_dn: 0.2490 (0.2882) loss_giou_dn: 0.4671 (0.4697) loss_class_dn_0: 0.4881 (0.4853) loss_bbox_dn_0: 0.3467 (0.3910) loss_giou_dn_0: 0.5893 (0.6002) loss_class_dn_1: 0.4242 (0.4255) loss_bbox_dn_1: 0.2713 (0.3109) loss_giou_dn_1: 0.4907 (0.4981) loss_class_dn_2: 0.4123 (0.4044) loss_bbox_dn_2: 0.2508 (0.2919) loss_giou_dn_2: 0.4746 (0.4754) loss_class_dn_3: 0.4007 (0.3982) loss_bbox_dn_3: 0.2487 (0.2890) loss_giou_dn_3: 0.4686 (0.4709) loss_class_dn_4: 0.4014 (0.3964) loss_bbox_dn_4: 0.2491 (0.2882) loss_giou_dn_4: 0.4669 (0.4695) loss_class_hybrid: 0.7574 (0.7845) loss_bbox_hybrid: 0.1878 (0.2004) loss_giou_hybrid: 0.4340 (0.4371) loss_class_0_hybrid: 0.8360 (0.8554) loss_bbox_0_hybrid: 0.2062 (0.2100) loss_giou_0_hybrid: 0.4327 (0.4547) loss_class_1_hybrid: 0.7891 (0.8136) loss_bbox_1_hybrid: 0.2024 (0.2040) loss_giou_1_hybrid: 0.4353 (0.4440) loss_class_2_hybrid: 0.7742 (0.7983) loss_bbox_2_hybrid: 0.1871 (0.2009) loss_giou_2_hybrid: 0.4360 (0.4385) loss_class_3_hybrid: 0.7595 (0.7877) loss_bbox_3_hybrid: 0.1838 (0.2007) loss_giou_3_hybrid: 0.4380 (0.4375) loss_class_4_hybrid: 0.7448 (0.7840) loss_bbox_4_hybrid: 0.1863 (0.2007) loss_giou_4_hybrid: 0.4360 (0.4371) loss_class_enc_hybrid: 0.7784 (0.8099) loss_bbox_enc_hybrid: 0.2487 (0.2523) loss_giou_enc_hybrid: 0.5121 (0.5207) mem: 1025 max mem: 36965 [2024-01-15 06:23:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:24:52 det.util.engine] INFO: Epoch: [5] [450/11727] eta: 3:22:22 lr: 0.000100 data_time: 0.0032 iter_time: 1.0735 loss: 27.3162 (27.7866) loss_class: 0.7663 (0.7819) loss_bbox: 0.1868 (0.1863) loss_giou: 0.4054 (0.4041) loss_class_0: 0.9500 (0.9843) loss_bbox_0: 0.1743 (0.1855) loss_giou_0: 0.4087 (0.4074) loss_class_1: 0.8293 (0.8531) loss_bbox_1: 0.1729 (0.1863) loss_giou_1: 0.4055 (0.4065) loss_class_2: 0.7883 (0.8103) loss_bbox_2: 0.1742 (0.1858) loss_giou_2: 0.4074 (0.4049) loss_class_3: 0.7709 (0.7890) loss_bbox_3: 0.1809 (0.1865) loss_giou_3: 0.4033 (0.4050) loss_class_4: 0.7698 (0.7830) loss_bbox_4: 0.1934 (0.1863) loss_giou_4: 0.4044 (0.4047) loss_class_enc: 0.9212 (0.9110) loss_bbox_enc: 0.1948 (0.2243) loss_giou_enc: 0.4465 (0.4662) loss_class_dn: 0.3969 (0.3972) loss_bbox_dn: 0.2820 (0.2884) loss_giou_dn: 0.4915 (0.4708) loss_class_dn_0: 0.4786 (0.4851) loss_bbox_dn_0: 0.3635 (0.3910) loss_giou_dn_0: 0.6247 (0.6011) loss_class_dn_1: 0.4250 (0.4255) loss_bbox_dn_1: 0.2967 (0.3110) loss_giou_dn_1: 0.5187 (0.4992) loss_class_dn_2: 0.4062 (0.4044) loss_bbox_dn_2: 0.2850 (0.2920) loss_giou_dn_2: 0.4944 (0.4765) loss_class_dn_3: 0.3989 (0.3982) loss_bbox_dn_3: 0.2824 (0.2891) loss_giou_dn_3: 0.4925 (0.4720) loss_class_dn_4: 0.3983 (0.3965) loss_bbox_dn_4: 0.2820 (0.2884) loss_giou_dn_4: 0.4915 (0.4706) loss_class_hybrid: 0.7706 (0.7841) loss_bbox_hybrid: 0.1936 (0.2009) loss_giou_hybrid: 0.4252 (0.4375) loss_class_0_hybrid: 0.8169 (0.8558) loss_bbox_0_hybrid: 0.1989 (0.2104) loss_giou_0_hybrid: 0.4374 (0.4550) loss_class_1_hybrid: 0.8015 (0.8135) loss_bbox_1_hybrid: 0.1975 (0.2047) loss_giou_1_hybrid: 0.4252 (0.4445) loss_class_2_hybrid: 0.7847 (0.7978) loss_bbox_2_hybrid: 0.1889 (0.2016) loss_giou_2_hybrid: 0.4203 (0.4390) loss_class_3_hybrid: 0.7844 (0.7873) loss_bbox_3_hybrid: 0.1939 (0.2014) loss_giou_3_hybrid: 0.4242 (0.4380) loss_class_4_hybrid: 0.7732 (0.7837) loss_bbox_4_hybrid: 0.1943 (0.2014) loss_giou_4_hybrid: 0.4250 (0.4377) loss_class_enc_hybrid: 0.7769 (0.8093) loss_bbox_enc_hybrid: 0.2393 (0.2524) loss_giou_enc_hybrid: 0.4906 (0.5211) mem: 1016 max mem: 36965 [2024-01-15 06:24:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:25:47 det.util.engine] INFO: Epoch: [5] [500/11727] eta: 3:21:55 lr: 0.000100 data_time: 0.0029 iter_time: 1.0488 loss: 27.0715 (27.7874) loss_class: 0.7257 (0.7799) loss_bbox: 0.1763 (0.1870) loss_giou: 0.3739 (0.4049) loss_class_0: 0.9806 (0.9853) loss_bbox_0: 0.1780 (0.1859) loss_giou_0: 0.3848 (0.4079) loss_class_1: 0.8291 (0.8521) loss_bbox_1: 0.1779 (0.1870) loss_giou_1: 0.3860 (0.4072) loss_class_2: 0.7632 (0.8086) loss_bbox_2: 0.1854 (0.1866) loss_giou_2: 0.3740 (0.4057) loss_class_3: 0.7472 (0.7874) loss_bbox_3: 0.1829 (0.1873) loss_giou_3: 0.3735 (0.4057) loss_class_4: 0.7390 (0.7809) loss_bbox_4: 0.1795 (0.1871) loss_giou_4: 0.3691 (0.4054) loss_class_enc: 0.8912 (0.9117) loss_bbox_enc: 0.2344 (0.2249) loss_giou_enc: 0.4460 (0.4663) loss_class_dn: 0.3987 (0.3973) loss_bbox_dn: 0.2652 (0.2887) loss_giou_dn: 0.4306 (0.4707) loss_class_dn_0: 0.4895 (0.4853) loss_bbox_dn_0: 0.3801 (0.3910) loss_giou_dn_0: 0.5650 (0.6008) loss_class_dn_1: 0.4259 (0.4258) loss_bbox_dn_1: 0.2840 (0.3113) loss_giou_dn_1: 0.4600 (0.4991) loss_class_dn_2: 0.4087 (0.4045) loss_bbox_dn_2: 0.2701 (0.2923) loss_giou_dn_2: 0.4399 (0.4765) loss_class_dn_3: 0.3994 (0.3984) loss_bbox_dn_3: 0.2686 (0.2894) loss_giou_dn_3: 0.4321 (0.4719) loss_class_dn_4: 0.3958 (0.3966) loss_bbox_dn_4: 0.2652 (0.2887) loss_giou_dn_4: 0.4300 (0.4706) loss_class_hybrid: 0.7247 (0.7829) loss_bbox_hybrid: 0.1912 (0.2017) loss_giou_hybrid: 0.3929 (0.4373) loss_class_0_hybrid: 0.8133 (0.8556) loss_bbox_0_hybrid: 0.2069 (0.2109) loss_giou_0_hybrid: 0.4106 (0.4545) loss_class_1_hybrid: 0.7841 (0.8124) loss_bbox_1_hybrid: 0.1985 (0.2053) loss_giou_1_hybrid: 0.4042 (0.4441) loss_class_2_hybrid: 0.7733 (0.7968) loss_bbox_2_hybrid: 0.1926 (0.2022) loss_giou_2_hybrid: 0.3928 (0.4387) loss_class_3_hybrid: 0.7350 (0.7862) loss_bbox_3_hybrid: 0.1942 (0.2021) loss_giou_3_hybrid: 0.3886 (0.4377) loss_class_4_hybrid: 0.7428 (0.7823) loss_bbox_4_hybrid: 0.1931 (0.2021) loss_giou_4_hybrid: 0.3930 (0.4375) loss_class_enc_hybrid: 0.7948 (0.8101) loss_bbox_enc_hybrid: 0.2567 (0.2529) loss_giou_enc_hybrid: 0.4805 (0.5204) mem: 1040 max mem: 36965 [2024-01-15 06:25:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:26:41 det.util.engine] INFO: Epoch: [5] [550/11727] eta: 3:20:54 lr: 0.000100 data_time: 0.0032 iter_time: 1.0693 loss: 28.3541 (27.8072) loss_class: 0.7732 (0.7794) loss_bbox: 0.1889 (0.1879) loss_giou: 0.4230 (0.4046) loss_class_0: 0.9619 (0.9875) loss_bbox_0: 0.1619 (0.1861) loss_giou_0: 0.4073 (0.4068) loss_class_1: 0.8343 (0.8531) loss_bbox_1: 0.1663 (0.1874) loss_giou_1: 0.4203 (0.4062) loss_class_2: 0.8046 (0.8086) loss_bbox_2: 0.1635 (0.1870) loss_giou_2: 0.4219 (0.4050) loss_class_3: 0.7770 (0.7873) loss_bbox_3: 0.1711 (0.1879) loss_giou_3: 0.4120 (0.4052) loss_class_4: 0.7695 (0.7809) loss_bbox_4: 0.1743 (0.1878) loss_giou_4: 0.4121 (0.4050) loss_class_enc: 0.8994 (0.9144) loss_bbox_enc: 0.2134 (0.2251) loss_giou_enc: 0.4707 (0.4650) loss_class_dn: 0.3839 (0.3968) loss_bbox_dn: 0.2693 (0.2907) loss_giou_dn: 0.4492 (0.4709) loss_class_dn_0: 0.4809 (0.4851) loss_bbox_dn_0: 0.3642 (0.3936) loss_giou_dn_0: 0.6028 (0.6009) loss_class_dn_1: 0.4196 (0.4254) loss_bbox_dn_1: 0.2944 (0.3135) loss_giou_dn_1: 0.4836 (0.4995) loss_class_dn_2: 0.3948 (0.4042) loss_bbox_dn_2: 0.2731 (0.2944) loss_giou_dn_2: 0.4596 (0.4767) loss_class_dn_3: 0.3873 (0.3979) loss_bbox_dn_3: 0.2690 (0.2915) loss_giou_dn_3: 0.4504 (0.4721) loss_class_dn_4: 0.3832 (0.3961) loss_bbox_dn_4: 0.2694 (0.2907) loss_giou_dn_4: 0.4495 (0.4708) loss_class_hybrid: 0.7536 (0.7832) loss_bbox_hybrid: 0.1916 (0.2023) loss_giou_hybrid: 0.4296 (0.4368) loss_class_0_hybrid: 0.8644 (0.8574) loss_bbox_0_hybrid: 0.2027 (0.2114) loss_giou_0_hybrid: 0.4638 (0.4539) loss_class_1_hybrid: 0.7904 (0.8127) loss_bbox_1_hybrid: 0.1981 (0.2059) loss_giou_1_hybrid: 0.4424 (0.4435) loss_class_2_hybrid: 0.7668 (0.7972) loss_bbox_2_hybrid: 0.1911 (0.2027) loss_giou_2_hybrid: 0.4314 (0.4381) loss_class_3_hybrid: 0.7639 (0.7867) loss_bbox_3_hybrid: 0.1913 (0.2026) loss_giou_3_hybrid: 0.4300 (0.4371) loss_class_4_hybrid: 0.7467 (0.7825) loss_bbox_4_hybrid: 0.1930 (0.2026) loss_giou_4_hybrid: 0.4310 (0.4370) loss_class_enc_hybrid: 0.8048 (0.8118) loss_bbox_enc_hybrid: 0.2423 (0.2535) loss_giou_enc_hybrid: 0.5312 (0.5197) mem: 1013 max mem: 36965 [2024-01-15 06:26:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:27:35 det.util.engine] INFO: Epoch: [5] [600/11727] eta: 3:20:10 lr: 0.000100 data_time: 0.0032 iter_time: 1.0743 loss: 28.8220 (27.8332) loss_class: 0.7496 (0.7794) loss_bbox: 0.1917 (0.1885) loss_giou: 0.3999 (0.4050) loss_class_0: 0.9553 (0.9881) loss_bbox_0: 0.1911 (0.1868) loss_giou_0: 0.3837 (0.4072) loss_class_1: 0.8275 (0.8529) loss_bbox_1: 0.1932 (0.1880) loss_giou_1: 0.4040 (0.4066) loss_class_2: 0.7746 (0.8086) loss_bbox_2: 0.1979 (0.1876) loss_giou_2: 0.4058 (0.4055) loss_class_3: 0.7503 (0.7866) loss_bbox_3: 0.1936 (0.1887) loss_giou_3: 0.4057 (0.4059) loss_class_4: 0.7494 (0.7806) loss_bbox_4: 0.1863 (0.1883) loss_giou_4: 0.4077 (0.4055) loss_class_enc: 0.9031 (0.9144) loss_bbox_enc: 0.2319 (0.2259) loss_giou_enc: 0.4612 (0.4656) loss_class_dn: 0.3923 (0.3967) loss_bbox_dn: 0.2611 (0.2918) loss_giou_dn: 0.4561 (0.4714) loss_class_dn_0: 0.4813 (0.4849) loss_bbox_dn_0: 0.3762 (0.3950) loss_giou_dn_0: 0.5946 (0.6016) loss_class_dn_1: 0.4195 (0.4252) loss_bbox_dn_1: 0.2856 (0.3147) loss_giou_dn_1: 0.4832 (0.5000) loss_class_dn_2: 0.4022 (0.4040) loss_bbox_dn_2: 0.2651 (0.2956) loss_giou_dn_2: 0.4591 (0.4772) loss_class_dn_3: 0.3940 (0.3978) loss_bbox_dn_3: 0.2613 (0.2926) loss_giou_dn_3: 0.4558 (0.4726) loss_class_dn_4: 0.3922 (0.3961) loss_bbox_dn_4: 0.2612 (0.2918) loss_giou_dn_4: 0.4556 (0.4713) loss_class_hybrid: 0.7382 (0.7830) loss_bbox_hybrid: 0.2067 (0.2028) loss_giou_hybrid: 0.4341 (0.4377) loss_class_0_hybrid: 0.8056 (0.8572) loss_bbox_0_hybrid: 0.2056 (0.2119) loss_giou_0_hybrid: 0.4506 (0.4549) loss_class_1_hybrid: 0.7679 (0.8126) loss_bbox_1_hybrid: 0.2012 (0.2064) loss_giou_1_hybrid: 0.4407 (0.4445) loss_class_2_hybrid: 0.7402 (0.7966) loss_bbox_2_hybrid: 0.2030 (0.2033) loss_giou_2_hybrid: 0.4390 (0.4391) loss_class_3_hybrid: 0.7334 (0.7861) loss_bbox_3_hybrid: 0.2066 (0.2032) loss_giou_3_hybrid: 0.4357 (0.4381) loss_class_4_hybrid: 0.7302 (0.7823) loss_bbox_4_hybrid: 0.2045 (0.2031) loss_giou_4_hybrid: 0.4345 (0.4379) loss_class_enc_hybrid: 0.7897 (0.8116) loss_bbox_enc_hybrid: 0.2520 (0.2543) loss_giou_enc_hybrid: 0.5131 (0.5207) mem: 1015 max mem: 36965 [2024-01-15 06:27:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:28:29 det.util.engine] INFO: Epoch: [5] [650/11727] eta: 3:19:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0665 loss: 27.4263 (27.8138) loss_class: 0.8098 (0.7789) loss_bbox: 0.1817 (0.1887) loss_giou: 0.3976 (0.4048) loss_class_0: 0.9931 (0.9877) loss_bbox_0: 0.1750 (0.1868) loss_giou_0: 0.3947 (0.4071) loss_class_1: 0.8422 (0.8522) loss_bbox_1: 0.1736 (0.1882) loss_giou_1: 0.3979 (0.4066) loss_class_2: 0.8102 (0.8088) loss_bbox_2: 0.1889 (0.1876) loss_giou_2: 0.3907 (0.4052) loss_class_3: 0.8040 (0.7871) loss_bbox_3: 0.1827 (0.1886) loss_giou_3: 0.3909 (0.4056) loss_class_4: 0.8247 (0.7805) loss_bbox_4: 0.1817 (0.1884) loss_giou_4: 0.3834 (0.4052) loss_class_enc: 0.9549 (0.9133) loss_bbox_enc: 0.2090 (0.2259) loss_giou_enc: 0.4543 (0.4655) loss_class_dn: 0.3908 (0.3967) loss_bbox_dn: 0.2920 (0.2911) loss_giou_dn: 0.4609 (0.4704) loss_class_dn_0: 0.4780 (0.4849) loss_bbox_dn_0: 0.3850 (0.3941) loss_giou_dn_0: 0.6111 (0.6007) loss_class_dn_1: 0.4211 (0.4251) loss_bbox_dn_1: 0.3163 (0.3139) loss_giou_dn_1: 0.4975 (0.4991) loss_class_dn_2: 0.4012 (0.4040) loss_bbox_dn_2: 0.2990 (0.2948) loss_giou_dn_2: 0.4666 (0.4762) loss_class_dn_3: 0.3942 (0.3978) loss_bbox_dn_3: 0.2923 (0.2919) loss_giou_dn_3: 0.4632 (0.4716) loss_class_dn_4: 0.3932 (0.3961) loss_bbox_dn_4: 0.2921 (0.2911) loss_giou_dn_4: 0.4614 (0.4703) loss_class_hybrid: 0.7680 (0.7829) loss_bbox_hybrid: 0.1913 (0.2029) loss_giou_hybrid: 0.4211 (0.4371) loss_class_0_hybrid: 0.8644 (0.8570) loss_bbox_0_hybrid: 0.2128 (0.2119) loss_giou_0_hybrid: 0.4434 (0.4543) loss_class_1_hybrid: 0.8123 (0.8119) loss_bbox_1_hybrid: 0.2035 (0.2066) loss_giou_1_hybrid: 0.4253 (0.4440) loss_class_2_hybrid: 0.8119 (0.7964) loss_bbox_2_hybrid: 0.1933 (0.2034) loss_giou_2_hybrid: 0.4207 (0.4385) loss_class_3_hybrid: 0.7915 (0.7860) loss_bbox_3_hybrid: 0.1905 (0.2032) loss_giou_3_hybrid: 0.4202 (0.4375) loss_class_4_hybrid: 0.7844 (0.7824) loss_bbox_4_hybrid: 0.1857 (0.2031) loss_giou_4_hybrid: 0.4187 (0.4372) loss_class_enc_hybrid: 0.8082 (0.8107) loss_bbox_enc_hybrid: 0.2406 (0.2542) loss_giou_enc_hybrid: 0.4989 (0.5201) mem: 1016 max mem: 36965 [2024-01-15 06:28:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:29:24 det.util.engine] INFO: Epoch: [5] [700/11727] eta: 3:18:35 lr: 0.000100 data_time: 0.0029 iter_time: 1.1074 loss: 27.8011 (27.8025) loss_class: 0.7274 (0.7776) loss_bbox: 0.1924 (0.1880) loss_giou: 0.4502 (0.4059) loss_class_0: 0.9282 (0.9862) loss_bbox_0: 0.1813 (0.1862) loss_giou_0: 0.4400 (0.4080) loss_class_1: 0.8129 (0.8515) loss_bbox_1: 0.1839 (0.1874) loss_giou_1: 0.4384 (0.4073) loss_class_2: 0.7549 (0.8077) loss_bbox_2: 0.1812 (0.1870) loss_giou_2: 0.4404 (0.4061) loss_class_3: 0.7329 (0.7859) loss_bbox_3: 0.1945 (0.1880) loss_giou_3: 0.4559 (0.4066) loss_class_4: 0.7214 (0.7793) loss_bbox_4: 0.1944 (0.1877) loss_giou_4: 0.4545 (0.4062) loss_class_enc: 0.8692 (0.9121) loss_bbox_enc: 0.2072 (0.2251) loss_giou_enc: 0.4841 (0.4663) loss_class_dn: 0.4010 (0.3968) loss_bbox_dn: 0.2743 (0.2906) loss_giou_dn: 0.4886 (0.4709) loss_class_dn_0: 0.4819 (0.4848) loss_bbox_dn_0: 0.3509 (0.3932) loss_giou_dn_0: 0.6104 (0.6009) loss_class_dn_1: 0.4271 (0.4252) loss_bbox_dn_1: 0.2888 (0.3134) loss_giou_dn_1: 0.5118 (0.4995) loss_class_dn_2: 0.4025 (0.4041) loss_bbox_dn_2: 0.2769 (0.2944) loss_giou_dn_2: 0.4931 (0.4767) loss_class_dn_3: 0.4031 (0.3979) loss_bbox_dn_3: 0.2756 (0.2914) loss_giou_dn_3: 0.4894 (0.4720) loss_class_dn_4: 0.4015 (0.3962) loss_bbox_dn_4: 0.2743 (0.2906) loss_giou_dn_4: 0.4882 (0.4707) loss_class_hybrid: 0.7500 (0.7819) loss_bbox_hybrid: 0.2002 (0.2023) loss_giou_hybrid: 0.4786 (0.4381) loss_class_0_hybrid: 0.8251 (0.8559) loss_bbox_0_hybrid: 0.2101 (0.2114) loss_giou_0_hybrid: 0.4959 (0.4553) loss_class_1_hybrid: 0.7667 (0.8113) loss_bbox_1_hybrid: 0.1982 (0.2060) loss_giou_1_hybrid: 0.4814 (0.4449) loss_class_2_hybrid: 0.7533 (0.7950) loss_bbox_2_hybrid: 0.2021 (0.2029) loss_giou_2_hybrid: 0.4785 (0.4396) loss_class_3_hybrid: 0.7465 (0.7850) loss_bbox_3_hybrid: 0.2034 (0.2027) loss_giou_3_hybrid: 0.4790 (0.4386) loss_class_4_hybrid: 0.7440 (0.7813) loss_bbox_4_hybrid: 0.2025 (0.2026) loss_giou_4_hybrid: 0.4809 (0.4383) loss_class_enc_hybrid: 0.7734 (0.8099) loss_bbox_enc_hybrid: 0.2477 (0.2535) loss_giou_enc_hybrid: 0.5557 (0.5210) mem: 1024 max mem: 36965 [2024-01-15 06:29:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:30:17 det.util.engine] INFO: Epoch: [5] [750/11727] eta: 3:17:23 lr: 0.000100 data_time: 0.0028 iter_time: 1.0437 loss: 27.7917 (27.7988) loss_class: 0.7667 (0.7774) loss_bbox: 0.1815 (0.1878) loss_giou: 0.3935 (0.4059) loss_class_0: 0.9754 (0.9863) loss_bbox_0: 0.1838 (0.1859) loss_giou_0: 0.4037 (0.4079) loss_class_1: 0.8374 (0.8520) loss_bbox_1: 0.1841 (0.1870) loss_giou_1: 0.3995 (0.4069) loss_class_2: 0.7915 (0.8075) loss_bbox_2: 0.1791 (0.1866) loss_giou_2: 0.3966 (0.4060) loss_class_3: 0.7740 (0.7859) loss_bbox_3: 0.1817 (0.1876) loss_giou_3: 0.3991 (0.4065) loss_class_4: 0.7735 (0.7794) loss_bbox_4: 0.1793 (0.1873) loss_giou_4: 0.3936 (0.4061) loss_class_enc: 0.9130 (0.9119) loss_bbox_enc: 0.2279 (0.2246) loss_giou_enc: 0.4515 (0.4660) loss_class_dn: 0.4035 (0.3969) loss_bbox_dn: 0.2999 (0.2908) loss_giou_dn: 0.4581 (0.4713) loss_class_dn_0: 0.4946 (0.4849) loss_bbox_dn_0: 0.4200 (0.3935) loss_giou_dn_0: 0.6059 (0.6014) loss_class_dn_1: 0.4329 (0.4253) loss_bbox_dn_1: 0.3292 (0.3138) loss_giou_dn_1: 0.4972 (0.4999) loss_class_dn_2: 0.4165 (0.4043) loss_bbox_dn_2: 0.3059 (0.2946) loss_giou_dn_2: 0.4657 (0.4771) loss_class_dn_3: 0.4047 (0.3980) loss_bbox_dn_3: 0.3007 (0.2916) loss_giou_dn_3: 0.4567 (0.4724) loss_class_dn_4: 0.4038 (0.3963) loss_bbox_dn_4: 0.2999 (0.2908) loss_giou_dn_4: 0.4573 (0.4711) loss_class_hybrid: 0.7713 (0.7815) loss_bbox_hybrid: 0.2002 (0.2022) loss_giou_hybrid: 0.4131 (0.4379) loss_class_0_hybrid: 0.8288 (0.8553) loss_bbox_0_hybrid: 0.2210 (0.2113) loss_giou_0_hybrid: 0.4490 (0.4552) loss_class_1_hybrid: 0.8088 (0.8111) loss_bbox_1_hybrid: 0.2013 (0.2058) loss_giou_1_hybrid: 0.4414 (0.4446) loss_class_2_hybrid: 0.7767 (0.7949) loss_bbox_2_hybrid: 0.2024 (0.2026) loss_giou_2_hybrid: 0.4201 (0.4394) loss_class_3_hybrid: 0.7782 (0.7849) loss_bbox_3_hybrid: 0.2021 (0.2024) loss_giou_3_hybrid: 0.4185 (0.4383) loss_class_4_hybrid: 0.7748 (0.7812) loss_bbox_4_hybrid: 0.2016 (0.2023) loss_giou_4_hybrid: 0.4165 (0.4380) loss_class_enc_hybrid: 0.8106 (0.8097) loss_bbox_enc_hybrid: 0.2602 (0.2531) loss_giou_enc_hybrid: 0.5199 (0.5208) mem: 1026 max mem: 36965 [2024-01-15 06:30:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:31:11 det.util.engine] INFO: Epoch: [5] [800/11727] eta: 3:16:34 lr: 0.000100 data_time: 0.0029 iter_time: 1.0576 loss: 27.1476 (27.7931) loss_class: 0.7984 (0.7785) loss_bbox: 0.1776 (0.1876) loss_giou: 0.3930 (0.4048) loss_class_0: 0.9964 (0.9873) loss_bbox_0: 0.1628 (0.1859) loss_giou_0: 0.3867 (0.4068) loss_class_1: 0.8368 (0.8533) loss_bbox_1: 0.1727 (0.1869) loss_giou_1: 0.3912 (0.4058) loss_class_2: 0.7977 (0.8085) loss_bbox_2: 0.1832 (0.1866) loss_giou_2: 0.3986 (0.4049) loss_class_3: 0.8017 (0.7871) loss_bbox_3: 0.1729 (0.1875) loss_giou_3: 0.3959 (0.4054) loss_class_4: 0.7871 (0.7803) loss_bbox_4: 0.1774 (0.1872) loss_giou_4: 0.3920 (0.4050) loss_class_enc: 0.9203 (0.9134) loss_bbox_enc: 0.2059 (0.2245) loss_giou_enc: 0.4446 (0.4651) loss_class_dn: 0.3943 (0.3970) loss_bbox_dn: 0.2456 (0.2910) loss_giou_dn: 0.4580 (0.4702) loss_class_dn_0: 0.4789 (0.4849) loss_bbox_dn_0: 0.3435 (0.3937) loss_giou_dn_0: 0.5984 (0.6004) loss_class_dn_1: 0.4240 (0.4254) loss_bbox_dn_1: 0.2629 (0.3140) loss_giou_dn_1: 0.4871 (0.4989) loss_class_dn_2: 0.3973 (0.4044) loss_bbox_dn_2: 0.2444 (0.2947) loss_giou_dn_2: 0.4696 (0.4761) loss_class_dn_3: 0.3930 (0.3981) loss_bbox_dn_3: 0.2446 (0.2917) loss_giou_dn_3: 0.4587 (0.4714) loss_class_dn_4: 0.3918 (0.3964) loss_bbox_dn_4: 0.2455 (0.2910) loss_giou_dn_4: 0.4581 (0.4701) loss_class_hybrid: 0.7860 (0.7827) loss_bbox_hybrid: 0.1909 (0.2021) loss_giou_hybrid: 0.4311 (0.4366) loss_class_0_hybrid: 0.8666 (0.8563) loss_bbox_0_hybrid: 0.1904 (0.2111) loss_giou_0_hybrid: 0.4360 (0.4539) loss_class_1_hybrid: 0.8248 (0.8122) loss_bbox_1_hybrid: 0.1952 (0.2057) loss_giou_1_hybrid: 0.4285 (0.4434) loss_class_2_hybrid: 0.7950 (0.7959) loss_bbox_2_hybrid: 0.1889 (0.2026) loss_giou_2_hybrid: 0.4286 (0.4382) loss_class_3_hybrid: 0.7869 (0.7859) loss_bbox_3_hybrid: 0.1910 (0.2023) loss_giou_3_hybrid: 0.4241 (0.4371) loss_class_4_hybrid: 0.7855 (0.7823) loss_bbox_4_hybrid: 0.1926 (0.2022) loss_giou_4_hybrid: 0.4274 (0.4368) loss_class_enc_hybrid: 0.8139 (0.8113) loss_bbox_enc_hybrid: 0.2274 (0.2530) loss_giou_enc_hybrid: 0.5008 (0.5195) mem: 1029 max mem: 36965 [2024-01-15 06:31:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:32:05 det.util.engine] INFO: Epoch: [5] [850/11727] eta: 3:15:44 lr: 0.000100 data_time: 0.0030 iter_time: 1.0595 loss: 27.8475 (27.7950) loss_class: 0.8292 (0.7793) loss_bbox: 0.1866 (0.1879) loss_giou: 0.3766 (0.4038) loss_class_0: 1.0351 (0.9881) loss_bbox_0: 0.1796 (0.1859) loss_giou_0: 0.3784 (0.4057) loss_class_1: 0.9094 (0.8542) loss_bbox_1: 0.1842 (0.1871) loss_giou_1: 0.3738 (0.4049) loss_class_2: 0.8501 (0.8098) loss_bbox_2: 0.1824 (0.1867) loss_giou_2: 0.3765 (0.4038) loss_class_3: 0.8364 (0.7882) loss_bbox_3: 0.1829 (0.1877) loss_giou_3: 0.3761 (0.4043) loss_class_4: 0.8337 (0.7812) loss_bbox_4: 0.1865 (0.1875) loss_giou_4: 0.3840 (0.4040) loss_class_enc: 0.9481 (0.9149) loss_bbox_enc: 0.2098 (0.2245) loss_giou_enc: 0.4318 (0.4640) loss_class_dn: 0.4008 (0.3971) loss_bbox_dn: 0.2593 (0.2914) loss_giou_dn: 0.4802 (0.4699) loss_class_dn_0: 0.4865 (0.4850) loss_bbox_dn_0: 0.3620 (0.3944) loss_giou_dn_0: 0.5933 (0.6003) loss_class_dn_1: 0.4264 (0.4255) loss_bbox_dn_1: 0.2868 (0.3145) loss_giou_dn_1: 0.5071 (0.4987) loss_class_dn_2: 0.4129 (0.4047) loss_bbox_dn_2: 0.2646 (0.2952) loss_giou_dn_2: 0.4861 (0.4758) loss_class_dn_3: 0.4015 (0.3982) loss_bbox_dn_3: 0.2595 (0.2922) loss_giou_dn_3: 0.4803 (0.4711) loss_class_dn_4: 0.4013 (0.3966) loss_bbox_dn_4: 0.2593 (0.2914) loss_giou_dn_4: 0.4803 (0.4698) loss_class_hybrid: 0.8041 (0.7836) loss_bbox_hybrid: 0.1938 (0.2022) loss_giou_hybrid: 0.4039 (0.4354) loss_class_0_hybrid: 0.8982 (0.8575) loss_bbox_0_hybrid: 0.2061 (0.2113) loss_giou_0_hybrid: 0.4250 (0.4527) loss_class_1_hybrid: 0.8344 (0.8131) loss_bbox_1_hybrid: 0.1977 (0.2057) loss_giou_1_hybrid: 0.4153 (0.4420) loss_class_2_hybrid: 0.8236 (0.7970) loss_bbox_2_hybrid: 0.1950 (0.2026) loss_giou_2_hybrid: 0.4051 (0.4369) loss_class_3_hybrid: 0.8019 (0.7868) loss_bbox_3_hybrid: 0.1913 (0.2024) loss_giou_3_hybrid: 0.4004 (0.4358) loss_class_4_hybrid: 0.8098 (0.7833) loss_bbox_4_hybrid: 0.1936 (0.2023) loss_giou_4_hybrid: 0.4027 (0.4355) loss_class_enc_hybrid: 0.8552 (0.8120) loss_bbox_enc_hybrid: 0.2354 (0.2532) loss_giou_enc_hybrid: 0.4835 (0.5183) mem: 1022 max mem: 36965 [2024-01-15 06:32:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:33:01 det.util.engine] INFO: Epoch: [5] [900/11727] eta: 3:15:10 lr: 0.000100 data_time: 0.0028 iter_time: 1.1095 loss: 28.2325 (27.7945) loss_class: 0.8109 (0.7797) loss_bbox: 0.1673 (0.1875) loss_giou: 0.3812 (0.4036) loss_class_0: 0.9857 (0.9887) loss_bbox_0: 0.1733 (0.1857) loss_giou_0: 0.4104 (0.4057) loss_class_1: 0.8616 (0.8549) loss_bbox_1: 0.1684 (0.1866) loss_giou_1: 0.3792 (0.4047) loss_class_2: 0.8340 (0.8105) loss_bbox_2: 0.1651 (0.1862) loss_giou_2: 0.3790 (0.4036) loss_class_3: 0.8152 (0.7887) loss_bbox_3: 0.1663 (0.1873) loss_giou_3: 0.3842 (0.4040) loss_class_4: 0.8097 (0.7816) loss_bbox_4: 0.1654 (0.1870) loss_giou_4: 0.3811 (0.4037) loss_class_enc: 0.9114 (0.9157) loss_bbox_enc: 0.2144 (0.2242) loss_giou_enc: 0.4370 (0.4637) loss_class_dn: 0.3947 (0.3972) loss_bbox_dn: 0.2677 (0.2913) loss_giou_dn: 0.4572 (0.4700) loss_class_dn_0: 0.4746 (0.4850) loss_bbox_dn_0: 0.3668 (0.3942) loss_giou_dn_0: 0.5974 (0.6005) loss_class_dn_1: 0.4264 (0.4257) loss_bbox_dn_1: 0.2945 (0.3144) loss_giou_dn_1: 0.4812 (0.4989) loss_class_dn_2: 0.4045 (0.4048) loss_bbox_dn_2: 0.2763 (0.2951) loss_giou_dn_2: 0.4610 (0.4759) loss_class_dn_3: 0.3918 (0.3984) loss_bbox_dn_3: 0.2681 (0.2920) loss_giou_dn_3: 0.4580 (0.4712) loss_class_dn_4: 0.3902 (0.3967) loss_bbox_dn_4: 0.2678 (0.2913) loss_giou_dn_4: 0.4565 (0.4699) loss_class_hybrid: 0.7857 (0.7838) loss_bbox_hybrid: 0.1866 (0.2018) loss_giou_hybrid: 0.3976 (0.4353) loss_class_0_hybrid: 0.8678 (0.8581) loss_bbox_0_hybrid: 0.2074 (0.2110) loss_giou_0_hybrid: 0.4302 (0.4527) loss_class_1_hybrid: 0.8050 (0.8135) loss_bbox_1_hybrid: 0.1895 (0.2053) loss_giou_1_hybrid: 0.4156 (0.4421) loss_class_2_hybrid: 0.8023 (0.7973) loss_bbox_2_hybrid: 0.1781 (0.2021) loss_giou_2_hybrid: 0.4065 (0.4368) loss_class_3_hybrid: 0.7896 (0.7871) loss_bbox_3_hybrid: 0.1801 (0.2020) loss_giou_3_hybrid: 0.4009 (0.4357) loss_class_4_hybrid: 0.7860 (0.7834) loss_bbox_4_hybrid: 0.1827 (0.2019) loss_giou_4_hybrid: 0.4018 (0.4355) loss_class_enc_hybrid: 0.8020 (0.8122) loss_bbox_enc_hybrid: 0.2464 (0.2529) loss_giou_enc_hybrid: 0.4857 (0.5183) mem: 1023 max mem: 36965 [2024-01-15 06:33:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:33:54 det.util.engine] INFO: Epoch: [5] [950/11727] eta: 3:14:08 lr: 0.000100 data_time: 0.0030 iter_time: 1.0824 loss: 27.9145 (27.7915) loss_class: 0.7792 (0.7798) loss_bbox: 0.1714 (0.1879) loss_giou: 0.3961 (0.4032) loss_class_0: 0.9428 (0.9885) loss_bbox_0: 0.1697 (0.1861) loss_giou_0: 0.4010 (0.4052) loss_class_1: 0.8310 (0.8547) loss_bbox_1: 0.1823 (0.1870) loss_giou_1: 0.3954 (0.4042) loss_class_2: 0.8050 (0.8101) loss_bbox_2: 0.1739 (0.1866) loss_giou_2: 0.3906 (0.4032) loss_class_3: 0.7896 (0.7885) loss_bbox_3: 0.1708 (0.1877) loss_giou_3: 0.3939 (0.4035) loss_class_4: 0.7807 (0.7817) loss_bbox_4: 0.1678 (0.1874) loss_giou_4: 0.3961 (0.4033) loss_class_enc: 0.9061 (0.9161) loss_bbox_enc: 0.2185 (0.2243) loss_giou_enc: 0.4583 (0.4629) loss_class_dn: 0.3956 (0.3972) loss_bbox_dn: 0.3112 (0.2918) loss_giou_dn: 0.4461 (0.4696) loss_class_dn_0: 0.4818 (0.4850) loss_bbox_dn_0: 0.3845 (0.3946) loss_giou_dn_0: 0.5721 (0.5998) loss_class_dn_1: 0.4214 (0.4256) loss_bbox_dn_1: 0.3430 (0.3149) loss_giou_dn_1: 0.4841 (0.4984) loss_class_dn_2: 0.3990 (0.4048) loss_bbox_dn_2: 0.3185 (0.2956) loss_giou_dn_2: 0.4582 (0.4755) loss_class_dn_3: 0.3915 (0.3984) loss_bbox_dn_3: 0.3132 (0.2925) loss_giou_dn_3: 0.4485 (0.4708) loss_class_dn_4: 0.3900 (0.3967) loss_bbox_dn_4: 0.3112 (0.2918) loss_giou_dn_4: 0.4459 (0.4695) loss_class_hybrid: 0.7759 (0.7843) loss_bbox_hybrid: 0.1901 (0.2020) loss_giou_hybrid: 0.4136 (0.4345) loss_class_0_hybrid: 0.8225 (0.8586) loss_bbox_0_hybrid: 0.2007 (0.2111) loss_giou_0_hybrid: 0.4337 (0.4518) loss_class_1_hybrid: 0.7910 (0.8139) loss_bbox_1_hybrid: 0.1941 (0.2055) loss_giou_1_hybrid: 0.4216 (0.4412) loss_class_2_hybrid: 0.7761 (0.7977) loss_bbox_2_hybrid: 0.1948 (0.2023) loss_giou_2_hybrid: 0.4174 (0.4360) loss_class_3_hybrid: 0.7750 (0.7875) loss_bbox_3_hybrid: 0.1898 (0.2022) loss_giou_3_hybrid: 0.4120 (0.4349) loss_class_4_hybrid: 0.7755 (0.7841) loss_bbox_4_hybrid: 0.1902 (0.2021) loss_giou_4_hybrid: 0.4180 (0.4347) loss_class_enc_hybrid: 0.8012 (0.8126) loss_bbox_enc_hybrid: 0.2437 (0.2530) loss_giou_enc_hybrid: 0.5068 (0.5172) mem: 1031 max mem: 36965 [2024-01-15 06:33:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:34:50 det.util.engine] INFO: Epoch: [5] [1000/11727] eta: 3:13:28 lr: 0.000100 data_time: 0.0033 iter_time: 1.0899 loss: 28.0021 (27.7768) loss_class: 0.7782 (0.7797) loss_bbox: 0.1714 (0.1873) loss_giou: 0.4065 (0.4033) loss_class_0: 0.9558 (0.9876) loss_bbox_0: 0.1687 (0.1855) loss_giou_0: 0.4109 (0.4054) loss_class_1: 0.8544 (0.8545) loss_bbox_1: 0.1687 (0.1863) loss_giou_1: 0.4146 (0.4043) loss_class_2: 0.8233 (0.8104) loss_bbox_2: 0.1688 (0.1859) loss_giou_2: 0.4048 (0.4034) loss_class_3: 0.7918 (0.7888) loss_bbox_3: 0.1683 (0.1871) loss_giou_3: 0.4071 (0.4036) loss_class_4: 0.7945 (0.7817) loss_bbox_4: 0.1699 (0.1868) loss_giou_4: 0.4070 (0.4034) loss_class_enc: 0.9183 (0.9153) loss_bbox_enc: 0.1980 (0.2238) loss_giou_enc: 0.4756 (0.4632) loss_class_dn: 0.3990 (0.3970) loss_bbox_dn: 0.2265 (0.2907) loss_giou_dn: 0.4785 (0.4697) loss_class_dn_0: 0.4817 (0.4849) loss_bbox_dn_0: 0.3329 (0.3934) loss_giou_dn_0: 0.6030 (0.6000) loss_class_dn_1: 0.4312 (0.4255) loss_bbox_dn_1: 0.2509 (0.3138) loss_giou_dn_1: 0.5105 (0.4985) loss_class_dn_2: 0.4076 (0.4046) loss_bbox_dn_2: 0.2311 (0.2944) loss_giou_dn_2: 0.4860 (0.4756) loss_class_dn_3: 0.4056 (0.3982) loss_bbox_dn_3: 0.2270 (0.2914) loss_giou_dn_3: 0.4780 (0.4709) loss_class_dn_4: 0.4006 (0.3966) loss_bbox_dn_4: 0.2265 (0.2907) loss_giou_dn_4: 0.4787 (0.4696) loss_class_hybrid: 0.7762 (0.7835) loss_bbox_hybrid: 0.1944 (0.2017) loss_giou_hybrid: 0.4482 (0.4352) loss_class_0_hybrid: 0.8293 (0.8575) loss_bbox_0_hybrid: 0.2012 (0.2107) loss_giou_0_hybrid: 0.4660 (0.4526) loss_class_1_hybrid: 0.8042 (0.8131) loss_bbox_1_hybrid: 0.1943 (0.2050) loss_giou_1_hybrid: 0.4608 (0.4418) loss_class_2_hybrid: 0.7864 (0.7971) loss_bbox_2_hybrid: 0.1961 (0.2019) loss_giou_2_hybrid: 0.4545 (0.4367) loss_class_3_hybrid: 0.7960 (0.7868) loss_bbox_3_hybrid: 0.1945 (0.2018) loss_giou_3_hybrid: 0.4501 (0.4356) loss_class_4_hybrid: 0.7824 (0.7832) loss_bbox_4_hybrid: 0.1940 (0.2018) loss_giou_4_hybrid: 0.4446 (0.4354) loss_class_enc_hybrid: 0.7966 (0.8120) loss_bbox_enc_hybrid: 0.2289 (0.2526) loss_giou_enc_hybrid: 0.5420 (0.5180) mem: 1030 max mem: 36965 [2024-01-15 06:34:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:35:45 det.util.engine] INFO: Epoch: [5] [1050/11727] eta: 3:12:41 lr: 0.000100 data_time: 0.0031 iter_time: 1.0776 loss: 28.3088 (27.7925) loss_class: 0.7988 (0.7807) loss_bbox: 0.1667 (0.1875) loss_giou: 0.3889 (0.4032) loss_class_0: 1.0052 (0.9885) loss_bbox_0: 0.1715 (0.1857) loss_giou_0: 0.4080 (0.4053) loss_class_1: 0.8833 (0.8547) loss_bbox_1: 0.1751 (0.1867) loss_giou_1: 0.4137 (0.4044) loss_class_2: 0.8363 (0.8108) loss_bbox_2: 0.1671 (0.1861) loss_giou_2: 0.4031 (0.4032) loss_class_3: 0.8204 (0.7896) loss_bbox_3: 0.1693 (0.1873) loss_giou_3: 0.3985 (0.4035) loss_class_4: 0.8115 (0.7827) loss_bbox_4: 0.1658 (0.1870) loss_giou_4: 0.3892 (0.4032) loss_class_enc: 0.9118 (0.9155) loss_bbox_enc: 0.2114 (0.2240) loss_giou_enc: 0.4500 (0.4631) loss_class_dn: 0.4012 (0.3971) loss_bbox_dn: 0.2496 (0.2910) loss_giou_dn: 0.4656 (0.4698) loss_class_dn_0: 0.4850 (0.4849) loss_bbox_dn_0: 0.3912 (0.3942) loss_giou_dn_0: 0.6215 (0.6005) loss_class_dn_1: 0.4245 (0.4255) loss_bbox_dn_1: 0.2821 (0.3142) loss_giou_dn_1: 0.5051 (0.4988) loss_class_dn_2: 0.4033 (0.4046) loss_bbox_dn_2: 0.2513 (0.2947) loss_giou_dn_2: 0.4796 (0.4757) loss_class_dn_3: 0.4000 (0.3982) loss_bbox_dn_3: 0.2493 (0.2917) loss_giou_dn_3: 0.4676 (0.4710) loss_class_dn_4: 0.3987 (0.3966) loss_bbox_dn_4: 0.2496 (0.2910) loss_giou_dn_4: 0.4655 (0.4697) loss_class_hybrid: 0.8016 (0.7841) loss_bbox_hybrid: 0.1857 (0.2021) loss_giou_hybrid: 0.4207 (0.4353) loss_class_0_hybrid: 0.8448 (0.8576) loss_bbox_0_hybrid: 0.1968 (0.2112) loss_giou_0_hybrid: 0.4563 (0.4528) loss_class_1_hybrid: 0.8071 (0.8131) loss_bbox_1_hybrid: 0.1936 (0.2056) loss_giou_1_hybrid: 0.4371 (0.4421) loss_class_2_hybrid: 0.8026 (0.7972) loss_bbox_2_hybrid: 0.1889 (0.2024) loss_giou_2_hybrid: 0.4416 (0.4369) loss_class_3_hybrid: 0.7912 (0.7874) loss_bbox_3_hybrid: 0.1850 (0.2022) loss_giou_3_hybrid: 0.4209 (0.4357) loss_class_4_hybrid: 0.8008 (0.7839) loss_bbox_4_hybrid: 0.1858 (0.2021) loss_giou_4_hybrid: 0.4190 (0.4354) loss_class_enc_hybrid: 0.8008 (0.8123) loss_bbox_enc_hybrid: 0.2343 (0.2530) loss_giou_enc_hybrid: 0.5032 (0.5181) mem: 1020 max mem: 36965 [2024-01-15 06:35:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:36:39 det.util.engine] INFO: Epoch: [5] [1100/11727] eta: 3:11:45 lr: 0.000100 data_time: 0.0029 iter_time: 1.0694 loss: 27.6928 (27.7851) loss_class: 0.7787 (0.7805) loss_bbox: 0.1951 (0.1875) loss_giou: 0.4342 (0.4033) loss_class_0: 0.9456 (0.9876) loss_bbox_0: 0.1794 (0.1859) loss_giou_0: 0.4469 (0.4057) loss_class_1: 0.8151 (0.8532) loss_bbox_1: 0.1750 (0.1869) loss_giou_1: 0.4329 (0.4049) loss_class_2: 0.8151 (0.8105) loss_bbox_2: 0.1983 (0.1862) loss_giou_2: 0.4338 (0.4036) loss_class_3: 0.7853 (0.7894) loss_bbox_3: 0.1964 (0.1874) loss_giou_3: 0.4346 (0.4037) loss_class_4: 0.7693 (0.7826) loss_bbox_4: 0.1951 (0.1870) loss_giou_4: 0.4343 (0.4034) loss_class_enc: 0.8770 (0.9147) loss_bbox_enc: 0.2261 (0.2243) loss_giou_enc: 0.4963 (0.4635) loss_class_dn: 0.3922 (0.3969) loss_bbox_dn: 0.2761 (0.2904) loss_giou_dn: 0.4549 (0.4696) loss_class_dn_0: 0.4798 (0.4848) loss_bbox_dn_0: 0.3708 (0.3938) loss_giou_dn_0: 0.5850 (0.6004) loss_class_dn_1: 0.4241 (0.4253) loss_bbox_dn_1: 0.2937 (0.3137) loss_giou_dn_1: 0.4767 (0.4986) loss_class_dn_2: 0.3995 (0.4044) loss_bbox_dn_2: 0.2807 (0.2942) loss_giou_dn_2: 0.4585 (0.4754) loss_class_dn_3: 0.3945 (0.3981) loss_bbox_dn_3: 0.2766 (0.2911) loss_giou_dn_3: 0.4561 (0.4708) loss_class_dn_4: 0.3931 (0.3964) loss_bbox_dn_4: 0.2759 (0.2904) loss_giou_dn_4: 0.4544 (0.4695) loss_class_hybrid: 0.7269 (0.7833) loss_bbox_hybrid: 0.2218 (0.2021) loss_giou_hybrid: 0.4538 (0.4357) loss_class_0_hybrid: 0.8063 (0.8568) loss_bbox_0_hybrid: 0.2227 (0.2114) loss_giou_0_hybrid: 0.4621 (0.4533) loss_class_1_hybrid: 0.7840 (0.8124) loss_bbox_1_hybrid: 0.2211 (0.2057) loss_giou_1_hybrid: 0.4516 (0.4425) loss_class_2_hybrid: 0.7470 (0.7963) loss_bbox_2_hybrid: 0.2186 (0.2026) loss_giou_2_hybrid: 0.4560 (0.4374) loss_class_3_hybrid: 0.7424 (0.7869) loss_bbox_3_hybrid: 0.2220 (0.2023) loss_giou_3_hybrid: 0.4513 (0.4361) loss_class_4_hybrid: 0.7362 (0.7831) loss_bbox_4_hybrid: 0.2222 (0.2023) loss_giou_4_hybrid: 0.4574 (0.4359) loss_class_enc_hybrid: 0.7775 (0.8115) loss_bbox_enc_hybrid: 0.2641 (0.2532) loss_giou_enc_hybrid: 0.5240 (0.5186) mem: 1020 max mem: 36965 [2024-01-15 06:36:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:37:33 det.util.engine] INFO: Epoch: [5] [1150/11727] eta: 3:10:52 lr: 0.000100 data_time: 0.0029 iter_time: 1.0827 loss: 26.4417 (27.7638) loss_class: 0.7438 (0.7802) loss_bbox: 0.1823 (0.1874) loss_giou: 0.3353 (0.4026) loss_class_0: 0.9879 (0.9874) loss_bbox_0: 0.1675 (0.1857) loss_giou_0: 0.3421 (0.4050) loss_class_1: 0.7914 (0.8522) loss_bbox_1: 0.1748 (0.1869) loss_giou_1: 0.3396 (0.4044) loss_class_2: 0.7947 (0.8098) loss_bbox_2: 0.1823 (0.1862) loss_giou_2: 0.3516 (0.4030) loss_class_3: 0.7573 (0.7890) loss_bbox_3: 0.1824 (0.1873) loss_giou_3: 0.3529 (0.4030) loss_class_4: 0.7409 (0.7822) loss_bbox_4: 0.1823 (0.1869) loss_giou_4: 0.3372 (0.4027) loss_class_enc: 0.8548 (0.9142) loss_bbox_enc: 0.2194 (0.2243) loss_giou_enc: 0.4219 (0.4629) loss_class_dn: 0.3930 (0.3968) loss_bbox_dn: 0.2603 (0.2902) loss_giou_dn: 0.4316 (0.4689) loss_class_dn_0: 0.4814 (0.4846) loss_bbox_dn_0: 0.3646 (0.3938) loss_giou_dn_0: 0.5784 (0.5998) loss_class_dn_1: 0.4196 (0.4252) loss_bbox_dn_1: 0.2922 (0.3136) loss_giou_dn_1: 0.4676 (0.4979) loss_class_dn_2: 0.3972 (0.4043) loss_bbox_dn_2: 0.2692 (0.2940) loss_giou_dn_2: 0.4412 (0.4747) loss_class_dn_3: 0.3900 (0.3979) loss_bbox_dn_3: 0.2608 (0.2909) loss_giou_dn_3: 0.4331 (0.4700) loss_class_dn_4: 0.3935 (0.3962) loss_bbox_dn_4: 0.2603 (0.2902) loss_giou_dn_4: 0.4316 (0.4687) loss_class_hybrid: 0.7617 (0.7833) loss_bbox_hybrid: 0.1831 (0.2021) loss_giou_hybrid: 0.3665 (0.4349) loss_class_0_hybrid: 0.8329 (0.8566) loss_bbox_0_hybrid: 0.1918 (0.2113) loss_giou_0_hybrid: 0.3615 (0.4525) loss_class_1_hybrid: 0.7758 (0.8120) loss_bbox_1_hybrid: 0.1789 (0.2056) loss_giou_1_hybrid: 0.3720 (0.4417) loss_class_2_hybrid: 0.7588 (0.7961) loss_bbox_2_hybrid: 0.1837 (0.2025) loss_giou_2_hybrid: 0.3661 (0.4366) loss_class_3_hybrid: 0.7782 (0.7868) loss_bbox_3_hybrid: 0.1830 (0.2022) loss_giou_3_hybrid: 0.3591 (0.4353) loss_class_4_hybrid: 0.7707 (0.7831) loss_bbox_4_hybrid: 0.1844 (0.2022) loss_giou_4_hybrid: 0.3643 (0.4351) loss_class_enc_hybrid: 0.7640 (0.8114) loss_bbox_enc_hybrid: 0.2378 (0.2533) loss_giou_enc_hybrid: 0.4580 (0.5178) mem: 1023 max mem: 36965 [2024-01-15 06:37:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:38:27 det.util.engine] INFO: Epoch: [5] [1200/11727] eta: 3:09:57 lr: 0.000100 data_time: 0.0036 iter_time: 1.0832 loss: 28.0047 (27.7507) loss_class: 0.8057 (0.7801) loss_bbox: 0.1625 (0.1871) loss_giou: 0.3679 (0.4026) loss_class_0: 1.0120 (0.9872) loss_bbox_0: 0.1797 (0.1854) loss_giou_0: 0.3689 (0.4049) loss_class_1: 0.8776 (0.8520) loss_bbox_1: 0.1653 (0.1866) loss_giou_1: 0.3741 (0.4044) loss_class_2: 0.8363 (0.8099) loss_bbox_2: 0.1711 (0.1858) loss_giou_2: 0.3714 (0.4028) loss_class_3: 0.8088 (0.7889) loss_bbox_3: 0.1732 (0.1869) loss_giou_3: 0.3716 (0.4028) loss_class_4: 0.8156 (0.7823) loss_bbox_4: 0.1566 (0.1866) loss_giou_4: 0.3643 (0.4026) loss_class_enc: 0.9262 (0.9139) loss_bbox_enc: 0.2108 (0.2239) loss_giou_enc: 0.4402 (0.4630) loss_class_dn: 0.4010 (0.3968) loss_bbox_dn: 0.2800 (0.2897) loss_giou_dn: 0.4719 (0.4687) loss_class_dn_0: 0.4846 (0.4846) loss_bbox_dn_0: 0.3891 (0.3933) loss_giou_dn_0: 0.6139 (0.5998) loss_class_dn_1: 0.4306 (0.4252) loss_bbox_dn_1: 0.3020 (0.3131) loss_giou_dn_1: 0.5030 (0.4977) loss_class_dn_2: 0.4112 (0.4043) loss_bbox_dn_2: 0.2847 (0.2935) loss_giou_dn_2: 0.4718 (0.4745) loss_class_dn_3: 0.4054 (0.3980) loss_bbox_dn_3: 0.2818 (0.2904) loss_giou_dn_3: 0.4719 (0.4699) loss_class_dn_4: 0.4024 (0.3963) loss_bbox_dn_4: 0.2801 (0.2897) loss_giou_dn_4: 0.4718 (0.4686) loss_class_hybrid: 0.7726 (0.7832) loss_bbox_hybrid: 0.1931 (0.2017) loss_giou_hybrid: 0.4309 (0.4347) loss_class_0_hybrid: 0.8426 (0.8563) loss_bbox_0_hybrid: 0.1942 (0.2108) loss_giou_0_hybrid: 0.4396 (0.4523) loss_class_1_hybrid: 0.8079 (0.8118) loss_bbox_1_hybrid: 0.1883 (0.2052) loss_giou_1_hybrid: 0.4401 (0.4416) loss_class_2_hybrid: 0.7991 (0.7960) loss_bbox_2_hybrid: 0.1924 (0.2021) loss_giou_2_hybrid: 0.4343 (0.4363) loss_class_3_hybrid: 0.7817 (0.7867) loss_bbox_3_hybrid: 0.1903 (0.2018) loss_giou_3_hybrid: 0.4308 (0.4351) loss_class_4_hybrid: 0.7857 (0.7830) loss_bbox_4_hybrid: 0.1927 (0.2017) loss_giou_4_hybrid: 0.4301 (0.4348) loss_class_enc_hybrid: 0.8083 (0.8110) loss_bbox_enc_hybrid: 0.2375 (0.2529) loss_giou_enc_hybrid: 0.5076 (0.5177) mem: 1029 max mem: 36965 [2024-01-15 06:38:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:39:21 det.util.engine] INFO: Epoch: [5] [1250/11727] eta: 3:09:01 lr: 0.000100 data_time: 0.0031 iter_time: 1.0839 loss: 27.6125 (27.7302) loss_class: 0.7573 (0.7795) loss_bbox: 0.1719 (0.1869) loss_giou: 0.4032 (0.4022) loss_class_0: 0.9566 (0.9869) loss_bbox_0: 0.1729 (0.1851) loss_giou_0: 0.4057 (0.4045) loss_class_1: 0.8345 (0.8512) loss_bbox_1: 0.1837 (0.1864) loss_giou_1: 0.4155 (0.4042) loss_class_2: 0.7794 (0.8093) loss_bbox_2: 0.1788 (0.1857) loss_giou_2: 0.3910 (0.4025) loss_class_3: 0.7746 (0.7885) loss_bbox_3: 0.1810 (0.1868) loss_giou_3: 0.4060 (0.4025) loss_class_4: 0.7481 (0.7815) loss_bbox_4: 0.1802 (0.1865) loss_giou_4: 0.4101 (0.4023) loss_class_enc: 0.8871 (0.9130) loss_bbox_enc: 0.2146 (0.2237) loss_giou_enc: 0.4635 (0.4626) loss_class_dn: 0.4089 (0.3969) loss_bbox_dn: 0.2611 (0.2893) loss_giou_dn: 0.4664 (0.4682) loss_class_dn_0: 0.4837 (0.4846) loss_bbox_dn_0: 0.3353 (0.3928) loss_giou_dn_0: 0.6052 (0.5993) loss_class_dn_1: 0.4336 (0.4252) loss_bbox_dn_1: 0.2797 (0.3127) loss_giou_dn_1: 0.4964 (0.4972) loss_class_dn_2: 0.4103 (0.4044) loss_bbox_dn_2: 0.2637 (0.2931) loss_giou_dn_2: 0.4700 (0.4740) loss_class_dn_3: 0.4064 (0.3981) loss_bbox_dn_3: 0.2601 (0.2900) loss_giou_dn_3: 0.4682 (0.4694) loss_class_dn_4: 0.4093 (0.3964) loss_bbox_dn_4: 0.2609 (0.2893) loss_giou_dn_4: 0.4663 (0.4681) loss_class_hybrid: 0.7769 (0.7828) loss_bbox_hybrid: 0.1913 (0.2015) loss_giou_hybrid: 0.4290 (0.4343) loss_class_0_hybrid: 0.8295 (0.8558) loss_bbox_0_hybrid: 0.2033 (0.2107) loss_giou_0_hybrid: 0.4439 (0.4520) loss_class_1_hybrid: 0.8007 (0.8114) loss_bbox_1_hybrid: 0.2020 (0.2050) loss_giou_1_hybrid: 0.4368 (0.4412) loss_class_2_hybrid: 0.8099 (0.7956) loss_bbox_2_hybrid: 0.2052 (0.2019) loss_giou_2_hybrid: 0.4345 (0.4360) loss_class_3_hybrid: 0.8008 (0.7863) loss_bbox_3_hybrid: 0.2000 (0.2016) loss_giou_3_hybrid: 0.4378 (0.4347) loss_class_4_hybrid: 0.7974 (0.7827) loss_bbox_4_hybrid: 0.1979 (0.2016) loss_giou_4_hybrid: 0.4360 (0.4345) loss_class_enc_hybrid: 0.7978 (0.8105) loss_bbox_enc_hybrid: 0.2400 (0.2526) loss_giou_enc_hybrid: 0.5043 (0.5172) mem: 1027 max mem: 36965 [2024-01-15 06:39:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:40:15 det.util.engine] INFO: Epoch: [5] [1300/11727] eta: 3:08:06 lr: 0.000100 data_time: 0.0029 iter_time: 1.0893 loss: 26.7268 (27.7242) loss_class: 0.7520 (0.7792) loss_bbox: 0.1866 (0.1868) loss_giou: 0.3851 (0.4021) loss_class_0: 0.9735 (0.9867) loss_bbox_0: 0.1821 (0.1852) loss_giou_0: 0.3910 (0.4045) loss_class_1: 0.8305 (0.8508) loss_bbox_1: 0.1922 (0.1864) loss_giou_1: 0.3973 (0.4042) loss_class_2: 0.8007 (0.8092) loss_bbox_2: 0.1863 (0.1856) loss_giou_2: 0.3876 (0.4024) loss_class_3: 0.7633 (0.7883) loss_bbox_3: 0.1869 (0.1865) loss_giou_3: 0.3905 (0.4024) loss_class_4: 0.7684 (0.7811) loss_bbox_4: 0.1866 (0.1864) loss_giou_4: 0.3847 (0.4023) loss_class_enc: 0.8927 (0.9132) loss_bbox_enc: 0.2224 (0.2238) loss_giou_enc: 0.4616 (0.4626) loss_class_dn: 0.3905 (0.3969) loss_bbox_dn: 0.2796 (0.2892) loss_giou_dn: 0.4603 (0.4682) loss_class_dn_0: 0.4778 (0.4845) loss_bbox_dn_0: 0.3718 (0.3928) loss_giou_dn_0: 0.6008 (0.5993) loss_class_dn_1: 0.4213 (0.4252) loss_bbox_dn_1: 0.2976 (0.3127) loss_giou_dn_1: 0.4889 (0.4973) loss_class_dn_2: 0.3994 (0.4044) loss_bbox_dn_2: 0.2822 (0.2930) loss_giou_dn_2: 0.4684 (0.4740) loss_class_dn_3: 0.3940 (0.3981) loss_bbox_dn_3: 0.2796 (0.2899) loss_giou_dn_3: 0.4616 (0.4694) loss_class_dn_4: 0.3888 (0.3964) loss_bbox_dn_4: 0.2796 (0.2892) loss_giou_dn_4: 0.4602 (0.4681) loss_class_hybrid: 0.7557 (0.7822) loss_bbox_hybrid: 0.2011 (0.2014) loss_giou_hybrid: 0.4254 (0.4343) loss_class_0_hybrid: 0.8520 (0.8553) loss_bbox_0_hybrid: 0.2143 (0.2106) loss_giou_0_hybrid: 0.4462 (0.4520) loss_class_1_hybrid: 0.8067 (0.8109) loss_bbox_1_hybrid: 0.2071 (0.2049) loss_giou_1_hybrid: 0.4282 (0.4412) loss_class_2_hybrid: 0.7757 (0.7950) loss_bbox_2_hybrid: 0.2017 (0.2018) loss_giou_2_hybrid: 0.4272 (0.4359) loss_class_3_hybrid: 0.7607 (0.7857) loss_bbox_3_hybrid: 0.2004 (0.2015) loss_giou_3_hybrid: 0.4263 (0.4347) loss_class_4_hybrid: 0.7622 (0.7822) loss_bbox_4_hybrid: 0.1973 (0.2014) loss_giou_4_hybrid: 0.4239 (0.4344) loss_class_enc_hybrid: 0.7643 (0.8100) loss_bbox_enc_hybrid: 0.2579 (0.2527) loss_giou_enc_hybrid: 0.5340 (0.5173) mem: 1015 max mem: 36965 [2024-01-15 06:40:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:41:09 det.util.engine] INFO: Epoch: [5] [1350/11727] eta: 3:07:13 lr: 0.000100 data_time: 0.0032 iter_time: 1.0657 loss: 27.3306 (27.7267) loss_class: 0.7770 (0.7790) loss_bbox: 0.1790 (0.1870) loss_giou: 0.3940 (0.4020) loss_class_0: 0.9742 (0.9869) loss_bbox_0: 0.1762 (0.1854) loss_giou_0: 0.3914 (0.4043) loss_class_1: 0.8261 (0.8505) loss_bbox_1: 0.1854 (0.1868) loss_giou_1: 0.4066 (0.4042) loss_class_2: 0.8150 (0.8093) loss_bbox_2: 0.1680 (0.1858) loss_giou_2: 0.3917 (0.4023) loss_class_3: 0.7672 (0.7884) loss_bbox_3: 0.1755 (0.1868) loss_giou_3: 0.3875 (0.4022) loss_class_4: 0.7611 (0.7810) loss_bbox_4: 0.1813 (0.1866) loss_giou_4: 0.3961 (0.4022) loss_class_enc: 0.9068 (0.9135) loss_bbox_enc: 0.2123 (0.2243) loss_giou_enc: 0.4489 (0.4624) loss_class_dn: 0.4044 (0.3969) loss_bbox_dn: 0.2934 (0.2894) loss_giou_dn: 0.4647 (0.4680) loss_class_dn_0: 0.4918 (0.4847) loss_bbox_dn_0: 0.4041 (0.3932) loss_giou_dn_0: 0.5985 (0.5991) loss_class_dn_1: 0.4288 (0.4252) loss_bbox_dn_1: 0.3291 (0.3129) loss_giou_dn_1: 0.5004 (0.4970) loss_class_dn_2: 0.4125 (0.4045) loss_bbox_dn_2: 0.2965 (0.2932) loss_giou_dn_2: 0.4678 (0.4738) loss_class_dn_3: 0.4048 (0.3981) loss_bbox_dn_3: 0.2953 (0.2900) loss_giou_dn_3: 0.4649 (0.4691) loss_class_dn_4: 0.4023 (0.3964) loss_bbox_dn_4: 0.2932 (0.2894) loss_giou_dn_4: 0.4648 (0.4678) loss_class_hybrid: 0.7813 (0.7823) loss_bbox_hybrid: 0.1903 (0.2017) loss_giou_hybrid: 0.4192 (0.4340) loss_class_0_hybrid: 0.8484 (0.8558) loss_bbox_0_hybrid: 0.2066 (0.2110) loss_giou_0_hybrid: 0.4486 (0.4517) loss_class_1_hybrid: 0.8101 (0.8110) loss_bbox_1_hybrid: 0.2004 (0.2052) loss_giou_1_hybrid: 0.4373 (0.4409) loss_class_2_hybrid: 0.8054 (0.7955) loss_bbox_2_hybrid: 0.1913 (0.2020) loss_giou_2_hybrid: 0.4231 (0.4356) loss_class_3_hybrid: 0.7831 (0.7858) loss_bbox_3_hybrid: 0.1894 (0.2018) loss_giou_3_hybrid: 0.4179 (0.4344) loss_class_4_hybrid: 0.7737 (0.7823) loss_bbox_4_hybrid: 0.1902 (0.2017) loss_giou_4_hybrid: 0.4207 (0.4341) loss_class_enc_hybrid: 0.8408 (0.8102) loss_bbox_enc_hybrid: 0.2454 (0.2531) loss_giou_enc_hybrid: 0.5086 (0.5170) mem: 1016 max mem: 36965 [2024-01-15 06:41:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:42:04 det.util.engine] INFO: Epoch: [5] [1400/11727] eta: 3:06:26 lr: 0.000100 data_time: 0.0026 iter_time: 1.0911 loss: 28.4841 (27.7313) loss_class: 0.7794 (0.7788) loss_bbox: 0.1982 (0.1869) loss_giou: 0.3898 (0.4024) loss_class_0: 0.9662 (0.9864) loss_bbox_0: 0.1904 (0.1854) loss_giou_0: 0.3927 (0.4047) loss_class_1: 0.8568 (0.8507) loss_bbox_1: 0.1976 (0.1866) loss_giou_1: 0.3807 (0.4044) loss_class_2: 0.8222 (0.8095) loss_bbox_2: 0.1874 (0.1857) loss_giou_2: 0.3805 (0.4026) loss_class_3: 0.7855 (0.7882) loss_bbox_3: 0.2082 (0.1867) loss_giou_3: 0.3840 (0.4027) loss_class_4: 0.7896 (0.7809) loss_bbox_4: 0.2085 (0.1866) loss_giou_4: 0.3854 (0.4027) loss_class_enc: 0.8917 (0.9135) loss_bbox_enc: 0.2365 (0.2243) loss_giou_enc: 0.4662 (0.4629) loss_class_dn: 0.3909 (0.3969) loss_bbox_dn: 0.3042 (0.2893) loss_giou_dn: 0.4640 (0.4682) loss_class_dn_0: 0.4781 (0.4848) loss_bbox_dn_0: 0.4227 (0.3931) loss_giou_dn_0: 0.5960 (0.5994) loss_class_dn_1: 0.4206 (0.4252) loss_bbox_dn_1: 0.3282 (0.3128) loss_giou_dn_1: 0.4948 (0.4973) loss_class_dn_2: 0.4001 (0.4045) loss_bbox_dn_2: 0.3045 (0.2931) loss_giou_dn_2: 0.4690 (0.4740) loss_class_dn_3: 0.3937 (0.3981) loss_bbox_dn_3: 0.3065 (0.2900) loss_giou_dn_3: 0.4649 (0.4693) loss_class_dn_4: 0.3903 (0.3964) loss_bbox_dn_4: 0.3042 (0.2893) loss_giou_dn_4: 0.4637 (0.4681) loss_class_hybrid: 0.7798 (0.7822) loss_bbox_hybrid: 0.2085 (0.2017) loss_giou_hybrid: 0.4348 (0.4344) loss_class_0_hybrid: 0.8440 (0.8551) loss_bbox_0_hybrid: 0.2191 (0.2110) loss_giou_0_hybrid: 0.4590 (0.4522) loss_class_1_hybrid: 0.8192 (0.8108) loss_bbox_1_hybrid: 0.2212 (0.2052) loss_giou_1_hybrid: 0.4431 (0.4413) loss_class_2_hybrid: 0.8200 (0.7951) loss_bbox_2_hybrid: 0.2096 (0.2020) loss_giou_2_hybrid: 0.4390 (0.4359) loss_class_3_hybrid: 0.7973 (0.7857) loss_bbox_3_hybrid: 0.2054 (0.2018) loss_giou_3_hybrid: 0.4332 (0.4348) loss_class_4_hybrid: 0.7880 (0.7822) loss_bbox_4_hybrid: 0.2066 (0.2017) loss_giou_4_hybrid: 0.4327 (0.4345) loss_class_enc_hybrid: 0.8215 (0.8099) loss_bbox_enc_hybrid: 0.2680 (0.2533) loss_giou_enc_hybrid: 0.5159 (0.5176) mem: 1032 max mem: 36965 [2024-01-15 06:42:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:42:59 det.util.engine] INFO: Epoch: [5] [1450/11727] eta: 3:05:39 lr: 0.000100 data_time: 0.0028 iter_time: 1.1110 loss: 28.5925 (27.7467) loss_class: 0.7779 (0.7791) loss_bbox: 0.1912 (0.1872) loss_giou: 0.4027 (0.4030) loss_class_0: 1.0007 (0.9863) loss_bbox_0: 0.1907 (0.1856) loss_giou_0: 0.3975 (0.4051) loss_class_1: 0.9153 (0.8509) loss_bbox_1: 0.1964 (0.1869) loss_giou_1: 0.3980 (0.4049) loss_class_2: 0.8208 (0.8097) loss_bbox_2: 0.1924 (0.1860) loss_giou_2: 0.3978 (0.4031) loss_class_3: 0.8084 (0.7887) loss_bbox_3: 0.1914 (0.1870) loss_giou_3: 0.3966 (0.4032) loss_class_4: 0.7987 (0.7811) loss_bbox_4: 0.1918 (0.1869) loss_giou_4: 0.4022 (0.4032) loss_class_enc: 0.9217 (0.9134) loss_bbox_enc: 0.2400 (0.2246) loss_giou_enc: 0.4613 (0.4634) loss_class_dn: 0.4091 (0.3970) loss_bbox_dn: 0.3147 (0.2894) loss_giou_dn: 0.4887 (0.4685) loss_class_dn_0: 0.4904 (0.4848) loss_bbox_dn_0: 0.4249 (0.3934) loss_giou_dn_0: 0.6228 (0.5998) loss_class_dn_1: 0.4351 (0.4254) loss_bbox_dn_1: 0.3336 (0.3129) loss_giou_dn_1: 0.5168 (0.4976) loss_class_dn_2: 0.4130 (0.4046) loss_bbox_dn_2: 0.3191 (0.2932) loss_giou_dn_2: 0.4930 (0.4744) loss_class_dn_3: 0.4077 (0.3982) loss_bbox_dn_3: 0.3141 (0.2901) loss_giou_dn_3: 0.4884 (0.4697) loss_class_dn_4: 0.4074 (0.3965) loss_bbox_dn_4: 0.3149 (0.2894) loss_giou_dn_4: 0.4885 (0.4684) loss_class_hybrid: 0.7825 (0.7824) loss_bbox_hybrid: 0.2131 (0.2020) loss_giou_hybrid: 0.4386 (0.4349) loss_class_0_hybrid: 0.8720 (0.8550) loss_bbox_0_hybrid: 0.2253 (0.2112) loss_giou_0_hybrid: 0.4373 (0.4528) loss_class_1_hybrid: 0.8197 (0.8108) loss_bbox_1_hybrid: 0.2149 (0.2054) loss_giou_1_hybrid: 0.4359 (0.4418) loss_class_2_hybrid: 0.8187 (0.7951) loss_bbox_2_hybrid: 0.2130 (0.2023) loss_giou_2_hybrid: 0.4307 (0.4365) loss_class_3_hybrid: 0.7936 (0.7859) loss_bbox_3_hybrid: 0.2095 (0.2020) loss_giou_3_hybrid: 0.4322 (0.4353) loss_class_4_hybrid: 0.7892 (0.7824) loss_bbox_4_hybrid: 0.2090 (0.2020) loss_giou_4_hybrid: 0.4359 (0.4350) loss_class_enc_hybrid: 0.8404 (0.8098) loss_bbox_enc_hybrid: 0.2561 (0.2535) loss_giou_enc_hybrid: 0.5168 (0.5180) mem: 1027 max mem: 36965 [2024-01-15 06:42:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:43:53 det.util.engine] INFO: Epoch: [5] [1500/11727] eta: 3:04:44 lr: 0.000100 data_time: 0.0034 iter_time: 1.0767 loss: 27.4762 (27.7564) loss_class: 0.7597 (0.7796) loss_bbox: 0.1775 (0.1872) loss_giou: 0.4065 (0.4030) loss_class_0: 0.9696 (0.9872) loss_bbox_0: 0.1681 (0.1856) loss_giou_0: 0.4039 (0.4050) loss_class_1: 0.8273 (0.8514) loss_bbox_1: 0.1740 (0.1868) loss_giou_1: 0.4124 (0.4049) loss_class_2: 0.7787 (0.8105) loss_bbox_2: 0.1740 (0.1859) loss_giou_2: 0.4065 (0.4031) loss_class_3: 0.7515 (0.7890) loss_bbox_3: 0.1742 (0.1870) loss_giou_3: 0.4077 (0.4032) loss_class_4: 0.7583 (0.7815) loss_bbox_4: 0.1713 (0.1869) loss_giou_4: 0.3996 (0.4032) loss_class_enc: 0.9159 (0.9139) loss_bbox_enc: 0.2068 (0.2246) loss_giou_enc: 0.4504 (0.4632) loss_class_dn: 0.3879 (0.3971) loss_bbox_dn: 0.2788 (0.2897) loss_giou_dn: 0.4659 (0.4686) loss_class_dn_0: 0.4880 (0.4849) loss_bbox_dn_0: 0.3679 (0.3937) loss_giou_dn_0: 0.5917 (0.5998) loss_class_dn_1: 0.4159 (0.4254) loss_bbox_dn_1: 0.2992 (0.3131) loss_giou_dn_1: 0.4940 (0.4976) loss_class_dn_2: 0.3972 (0.4047) loss_bbox_dn_2: 0.2774 (0.2935) loss_giou_dn_2: 0.4727 (0.4744) loss_class_dn_3: 0.3927 (0.3984) loss_bbox_dn_3: 0.2785 (0.2904) loss_giou_dn_3: 0.4658 (0.4697) loss_class_dn_4: 0.3906 (0.3966) loss_bbox_dn_4: 0.2789 (0.2897) loss_giou_dn_4: 0.4647 (0.4684) loss_class_hybrid: 0.7678 (0.7831) loss_bbox_hybrid: 0.1854 (0.2019) loss_giou_hybrid: 0.4318 (0.4348) loss_class_0_hybrid: 0.8572 (0.8557) loss_bbox_0_hybrid: 0.1897 (0.2112) loss_giou_0_hybrid: 0.4371 (0.4527) loss_class_1_hybrid: 0.8181 (0.8117) loss_bbox_1_hybrid: 0.1852 (0.2053) loss_giou_1_hybrid: 0.4303 (0.4416) loss_class_2_hybrid: 0.7830 (0.7960) loss_bbox_2_hybrid: 0.1845 (0.2022) loss_giou_2_hybrid: 0.4196 (0.4363) loss_class_3_hybrid: 0.7729 (0.7866) loss_bbox_3_hybrid: 0.1822 (0.2020) loss_giou_3_hybrid: 0.4308 (0.4352) loss_class_4_hybrid: 0.7622 (0.7831) loss_bbox_4_hybrid: 0.1825 (0.2019) loss_giou_4_hybrid: 0.4286 (0.4349) loss_class_enc_hybrid: 0.8324 (0.8105) loss_bbox_enc_hybrid: 0.2386 (0.2535) loss_giou_enc_hybrid: 0.5116 (0.5179) mem: 1034 max mem: 36965 [2024-01-15 06:43:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:44:49 det.util.engine] INFO: Epoch: [5] [1550/11727] eta: 3:03:57 lr: 0.000100 data_time: 0.0029 iter_time: 1.0934 loss: 27.0881 (27.7563) loss_class: 0.7814 (0.7800) loss_bbox: 0.1654 (0.1872) loss_giou: 0.4017 (0.4029) loss_class_0: 0.9707 (0.9875) loss_bbox_0: 0.1740 (0.1854) loss_giou_0: 0.3944 (0.4047) loss_class_1: 0.8329 (0.8516) loss_bbox_1: 0.1710 (0.1867) loss_giou_1: 0.3886 (0.4047) loss_class_2: 0.8135 (0.8111) loss_bbox_2: 0.1706 (0.1857) loss_giou_2: 0.3924 (0.4028) loss_class_3: 0.8029 (0.7896) loss_bbox_3: 0.1692 (0.1868) loss_giou_3: 0.3995 (0.4030) loss_class_4: 0.7813 (0.7821) loss_bbox_4: 0.1733 (0.1869) loss_giou_4: 0.4030 (0.4030) loss_class_enc: 0.8731 (0.9141) loss_bbox_enc: 0.2138 (0.2245) loss_giou_enc: 0.4476 (0.4631) loss_class_dn: 0.3897 (0.3970) loss_bbox_dn: 0.2402 (0.2898) loss_giou_dn: 0.4588 (0.4685) loss_class_dn_0: 0.4816 (0.4848) loss_bbox_dn_0: 0.3539 (0.3941) loss_giou_dn_0: 0.6114 (0.6000) loss_class_dn_1: 0.4190 (0.4254) loss_bbox_dn_1: 0.2662 (0.3134) loss_giou_dn_1: 0.4904 (0.4976) loss_class_dn_2: 0.3987 (0.4046) loss_bbox_dn_2: 0.2441 (0.2936) loss_giou_dn_2: 0.4631 (0.4743) loss_class_dn_3: 0.3880 (0.3982) loss_bbox_dn_3: 0.2426 (0.2905) loss_giou_dn_3: 0.4594 (0.4696) loss_class_dn_4: 0.3918 (0.3965) loss_bbox_dn_4: 0.2403 (0.2898) loss_giou_dn_4: 0.4585 (0.4683) loss_class_hybrid: 0.7820 (0.7830) loss_bbox_hybrid: 0.1883 (0.2019) loss_giou_hybrid: 0.4302 (0.4348) loss_class_0_hybrid: 0.8424 (0.8555) loss_bbox_0_hybrid: 0.1945 (0.2111) loss_giou_0_hybrid: 0.4421 (0.4526) loss_class_1_hybrid: 0.7850 (0.8117) loss_bbox_1_hybrid: 0.1955 (0.2052) loss_giou_1_hybrid: 0.4295 (0.4416) loss_class_2_hybrid: 0.7860 (0.7960) loss_bbox_2_hybrid: 0.1925 (0.2021) loss_giou_2_hybrid: 0.4303 (0.4363) loss_class_3_hybrid: 0.7769 (0.7865) loss_bbox_3_hybrid: 0.1881 (0.2019) loss_giou_3_hybrid: 0.4290 (0.4352) loss_class_4_hybrid: 0.7785 (0.7830) loss_bbox_4_hybrid: 0.1905 (0.2019) loss_giou_4_hybrid: 0.4315 (0.4349) loss_class_enc_hybrid: 0.7963 (0.8105) loss_bbox_enc_hybrid: 0.2391 (0.2534) loss_giou_enc_hybrid: 0.5038 (0.5178) mem: 1019 max mem: 36965 [2024-01-15 06:44:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:45:43 det.util.engine] INFO: Epoch: [5] [1600/11727] eta: 3:03:03 lr: 0.000100 data_time: 0.0027 iter_time: 1.0694 loss: 26.5793 (27.7557) loss_class: 0.7648 (0.7805) loss_bbox: 0.1707 (0.1869) loss_giou: 0.3923 (0.4029) loss_class_0: 0.9450 (0.9876) loss_bbox_0: 0.1768 (0.1852) loss_giou_0: 0.3997 (0.4048) loss_class_1: 0.8325 (0.8518) loss_bbox_1: 0.1796 (0.1865) loss_giou_1: 0.3957 (0.4049) loss_class_2: 0.7946 (0.8116) loss_bbox_2: 0.1735 (0.1855) loss_giou_2: 0.3879 (0.4029) loss_class_3: 0.7775 (0.7902) loss_bbox_3: 0.1730 (0.1866) loss_giou_3: 0.3886 (0.4030) loss_class_4: 0.7562 (0.7825) loss_bbox_4: 0.1706 (0.1866) loss_giou_4: 0.3908 (0.4031) loss_class_enc: 0.8881 (0.9144) loss_bbox_enc: 0.2083 (0.2242) loss_giou_enc: 0.4508 (0.4630) loss_class_dn: 0.3950 (0.3970) loss_bbox_dn: 0.2255 (0.2895) loss_giou_dn: 0.4487 (0.4686) loss_class_dn_0: 0.4771 (0.4847) loss_bbox_dn_0: 0.3096 (0.3936) loss_giou_dn_0: 0.5759 (0.6000) loss_class_dn_1: 0.4174 (0.4254) loss_bbox_dn_1: 0.2314 (0.3130) loss_giou_dn_1: 0.4828 (0.4977) loss_class_dn_2: 0.3977 (0.4047) loss_bbox_dn_2: 0.2255 (0.2933) loss_giou_dn_2: 0.4565 (0.4744) loss_class_dn_3: 0.3953 (0.3982) loss_bbox_dn_3: 0.2251 (0.2902) loss_giou_dn_3: 0.4516 (0.4698) loss_class_dn_4: 0.3959 (0.3965) loss_bbox_dn_4: 0.2256 (0.2895) loss_giou_dn_4: 0.4485 (0.4685) loss_class_hybrid: 0.7501 (0.7830) loss_bbox_hybrid: 0.1870 (0.2018) loss_giou_hybrid: 0.4091 (0.4350) loss_class_0_hybrid: 0.8122 (0.8552) loss_bbox_0_hybrid: 0.1959 (0.2110) loss_giou_0_hybrid: 0.4286 (0.4527) loss_class_1_hybrid: 0.7906 (0.8118) loss_bbox_1_hybrid: 0.1872 (0.2050) loss_giou_1_hybrid: 0.4163 (0.4417) loss_class_2_hybrid: 0.7695 (0.7961) loss_bbox_2_hybrid: 0.1855 (0.2020) loss_giou_2_hybrid: 0.4104 (0.4365) loss_class_3_hybrid: 0.7725 (0.7866) loss_bbox_3_hybrid: 0.1883 (0.2017) loss_giou_3_hybrid: 0.4143 (0.4353) loss_class_4_hybrid: 0.7566 (0.7831) loss_bbox_4_hybrid: 0.1857 (0.2017) loss_giou_4_hybrid: 0.4111 (0.4351) loss_class_enc_hybrid: 0.8099 (0.8105) loss_bbox_enc_hybrid: 0.2308 (0.2531) loss_giou_enc_hybrid: 0.4906 (0.5178) mem: 1018 max mem: 36965 [2024-01-15 06:45:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:46:36 det.util.engine] INFO: Epoch: [5] [1650/11727] eta: 3:02:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0491 loss: 26.0552 (27.7418) loss_class: 0.7335 (0.7801) loss_bbox: 0.1672 (0.1867) loss_giou: 0.3665 (0.4026) loss_class_0: 0.9102 (0.9870) loss_bbox_0: 0.1677 (0.1851) loss_giou_0: 0.3704 (0.4046) loss_class_1: 0.8192 (0.8517) loss_bbox_1: 0.1629 (0.1863) loss_giou_1: 0.3725 (0.4045) loss_class_2: 0.7887 (0.8110) loss_bbox_2: 0.1605 (0.1854) loss_giou_2: 0.3641 (0.4026) loss_class_3: 0.7373 (0.7896) loss_bbox_3: 0.1588 (0.1864) loss_giou_3: 0.3705 (0.4028) loss_class_4: 0.7285 (0.7821) loss_bbox_4: 0.1627 (0.1864) loss_giou_4: 0.3695 (0.4029) loss_class_enc: 0.8825 (0.9138) loss_bbox_enc: 0.2001 (0.2241) loss_giou_enc: 0.4322 (0.4628) loss_class_dn: 0.3879 (0.3970) loss_bbox_dn: 0.2667 (0.2895) loss_giou_dn: 0.4067 (0.4685) loss_class_dn_0: 0.4786 (0.4847) loss_bbox_dn_0: 0.3534 (0.3935) loss_giou_dn_0: 0.5605 (0.5997) loss_class_dn_1: 0.4210 (0.4253) loss_bbox_dn_1: 0.2835 (0.3129) loss_giou_dn_1: 0.4452 (0.4976) loss_class_dn_2: 0.4011 (0.4046) loss_bbox_dn_2: 0.2641 (0.2932) loss_giou_dn_2: 0.4170 (0.4743) loss_class_dn_3: 0.3887 (0.3982) loss_bbox_dn_3: 0.2675 (0.2902) loss_giou_dn_3: 0.4114 (0.4696) loss_class_dn_4: 0.3895 (0.3965) loss_bbox_dn_4: 0.2666 (0.2895) loss_giou_dn_4: 0.4068 (0.4683) loss_class_hybrid: 0.7461 (0.7825) loss_bbox_hybrid: 0.1817 (0.2015) loss_giou_hybrid: 0.3934 (0.4348) loss_class_0_hybrid: 0.8143 (0.8547) loss_bbox_0_hybrid: 0.1920 (0.2108) loss_giou_0_hybrid: 0.3972 (0.4525) loss_class_1_hybrid: 0.7853 (0.8114) loss_bbox_1_hybrid: 0.1886 (0.2047) loss_giou_1_hybrid: 0.3930 (0.4415) loss_class_2_hybrid: 0.7611 (0.7956) loss_bbox_2_hybrid: 0.1804 (0.2017) loss_giou_2_hybrid: 0.3929 (0.4363) loss_class_3_hybrid: 0.7374 (0.7863) loss_bbox_3_hybrid: 0.1817 (0.2015) loss_giou_3_hybrid: 0.3929 (0.4351) loss_class_4_hybrid: 0.7475 (0.7827) loss_bbox_4_hybrid: 0.1807 (0.2015) loss_giou_4_hybrid: 0.3931 (0.4349) loss_class_enc_hybrid: 0.7758 (0.8100) loss_bbox_enc_hybrid: 0.2352 (0.2529) loss_giou_enc_hybrid: 0.4505 (0.5176) mem: 1024 max mem: 36965 [2024-01-15 06:46:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:47:30 det.util.engine] INFO: Epoch: [5] [1700/11727] eta: 3:01:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0498 loss: 27.5833 (27.7432) loss_class: 0.7380 (0.7803) loss_bbox: 0.1891 (0.1867) loss_giou: 0.3841 (0.4024) loss_class_0: 0.9158 (0.9874) loss_bbox_0: 0.2071 (0.1851) loss_giou_0: 0.3707 (0.4044) loss_class_1: 0.8185 (0.8518) loss_bbox_1: 0.1911 (0.1863) loss_giou_1: 0.3723 (0.4043) loss_class_2: 0.7865 (0.8115) loss_bbox_2: 0.1975 (0.1853) loss_giou_2: 0.3803 (0.4023) loss_class_3: 0.7418 (0.7899) loss_bbox_3: 0.1886 (0.1864) loss_giou_3: 0.3836 (0.4025) loss_class_4: 0.7379 (0.7823) loss_bbox_4: 0.1853 (0.1864) loss_giou_4: 0.3833 (0.4026) loss_class_enc: 0.9063 (0.9137) loss_bbox_enc: 0.2336 (0.2241) loss_giou_enc: 0.4337 (0.4626) loss_class_dn: 0.4126 (0.3971) loss_bbox_dn: 0.2992 (0.2898) loss_giou_dn: 0.4733 (0.4686) loss_class_dn_0: 0.4908 (0.4848) loss_bbox_dn_0: 0.3967 (0.3936) loss_giou_dn_0: 0.6056 (0.5997) loss_class_dn_1: 0.4349 (0.4254) loss_bbox_dn_1: 0.3197 (0.3132) loss_giou_dn_1: 0.5107 (0.4977) loss_class_dn_2: 0.4197 (0.4048) loss_bbox_dn_2: 0.2992 (0.2935) loss_giou_dn_2: 0.4790 (0.4743) loss_class_dn_3: 0.4146 (0.3984) loss_bbox_dn_3: 0.2981 (0.2905) loss_giou_dn_3: 0.4750 (0.4697) loss_class_dn_4: 0.4111 (0.3966) loss_bbox_dn_4: 0.2992 (0.2898) loss_giou_dn_4: 0.4734 (0.4684) loss_class_hybrid: 0.7685 (0.7828) loss_bbox_hybrid: 0.2042 (0.2014) loss_giou_hybrid: 0.4034 (0.4344) loss_class_0_hybrid: 0.8264 (0.8547) loss_bbox_0_hybrid: 0.2159 (0.2107) loss_giou_0_hybrid: 0.4143 (0.4522) loss_class_1_hybrid: 0.8045 (0.8116) loss_bbox_1_hybrid: 0.2088 (0.2047) loss_giou_1_hybrid: 0.4053 (0.4411) loss_class_2_hybrid: 0.7713 (0.7958) loss_bbox_2_hybrid: 0.2039 (0.2017) loss_giou_2_hybrid: 0.4079 (0.4360) loss_class_3_hybrid: 0.7733 (0.7865) loss_bbox_3_hybrid: 0.2028 (0.2014) loss_giou_3_hybrid: 0.4059 (0.4348) loss_class_4_hybrid: 0.7689 (0.7830) loss_bbox_4_hybrid: 0.2029 (0.2014) loss_giou_4_hybrid: 0.4035 (0.4346) loss_class_enc_hybrid: 0.7872 (0.8101) loss_bbox_enc_hybrid: 0.2506 (0.2529) loss_giou_enc_hybrid: 0.4787 (0.5173) mem: 1031 max mem: 36965 [2024-01-15 06:47:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:48:22 det.util.engine] INFO: Epoch: [5] [1750/11727] eta: 3:00:01 lr: 0.000100 data_time: 0.0028 iter_time: 1.0524 loss: 28.2690 (27.7630) loss_class: 0.7828 (0.7808) loss_bbox: 0.1812 (0.1869) loss_giou: 0.4179 (0.4028) loss_class_0: 0.9772 (0.9874) loss_bbox_0: 0.1778 (0.1853) loss_giou_0: 0.4181 (0.4049) loss_class_1: 0.8692 (0.8520) loss_bbox_1: 0.1776 (0.1865) loss_giou_1: 0.4188 (0.4048) loss_class_2: 0.8228 (0.8116) loss_bbox_2: 0.1850 (0.1855) loss_giou_2: 0.4403 (0.4028) loss_class_3: 0.7870 (0.7902) loss_bbox_3: 0.1848 (0.1867) loss_giou_3: 0.4310 (0.4030) loss_class_4: 0.7862 (0.7828) loss_bbox_4: 0.1812 (0.1866) loss_giou_4: 0.4179 (0.4031) loss_class_enc: 0.9437 (0.9140) loss_bbox_enc: 0.2223 (0.2243) loss_giou_enc: 0.4549 (0.4630) loss_class_dn: 0.4102 (0.3973) loss_bbox_dn: 0.2773 (0.2901) loss_giou_dn: 0.4652 (0.4691) loss_class_dn_0: 0.4887 (0.4849) loss_bbox_dn_0: 0.3665 (0.3940) loss_giou_dn_0: 0.5984 (0.6005) loss_class_dn_1: 0.4313 (0.4256) loss_bbox_dn_1: 0.2918 (0.3135) loss_giou_dn_1: 0.4954 (0.4982) loss_class_dn_2: 0.4090 (0.4049) loss_bbox_dn_2: 0.2790 (0.2938) loss_giou_dn_2: 0.4733 (0.4749) loss_class_dn_3: 0.4081 (0.3986) loss_bbox_dn_3: 0.2777 (0.2908) loss_giou_dn_3: 0.4656 (0.4703) loss_class_dn_4: 0.4047 (0.3969) loss_bbox_dn_4: 0.2773 (0.2901) loss_giou_dn_4: 0.4653 (0.4690) loss_class_hybrid: 0.7791 (0.7828) loss_bbox_hybrid: 0.1978 (0.2017) loss_giou_hybrid: 0.4809 (0.4352) loss_class_0_hybrid: 0.8407 (0.8545) loss_bbox_0_hybrid: 0.2093 (0.2110) loss_giou_0_hybrid: 0.4693 (0.4530) loss_class_1_hybrid: 0.8057 (0.8114) loss_bbox_1_hybrid: 0.2000 (0.2049) loss_giou_1_hybrid: 0.4653 (0.4419) loss_class_2_hybrid: 0.7940 (0.7957) loss_bbox_2_hybrid: 0.1994 (0.2019) loss_giou_2_hybrid: 0.4694 (0.4367) loss_class_3_hybrid: 0.7764 (0.7864) loss_bbox_3_hybrid: 0.1930 (0.2017) loss_giou_3_hybrid: 0.4637 (0.4356) loss_class_4_hybrid: 0.7788 (0.7830) loss_bbox_4_hybrid: 0.1958 (0.2016) loss_giou_4_hybrid: 0.4810 (0.4354) loss_class_enc_hybrid: 0.7959 (0.8100) loss_bbox_enc_hybrid: 0.2539 (0.2531) loss_giou_enc_hybrid: 0.5171 (0.5180) mem: 1021 max mem: 36965 [2024-01-15 06:48:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:49:16 det.util.engine] INFO: Epoch: [5] [1800/11727] eta: 2:59:07 lr: 0.000100 data_time: 0.0031 iter_time: 1.0745 loss: 27.3646 (27.7656) loss_class: 0.8017 (0.7812) loss_bbox: 0.1799 (0.1868) loss_giou: 0.4062 (0.4030) loss_class_0: 0.9478 (0.9870) loss_bbox_0: 0.1940 (0.1853) loss_giou_0: 0.4149 (0.4052) loss_class_1: 0.8493 (0.8522) loss_bbox_1: 0.1992 (0.1863) loss_giou_1: 0.4095 (0.4050) loss_class_2: 0.8236 (0.8117) loss_bbox_2: 0.1890 (0.1855) loss_giou_2: 0.3996 (0.4030) loss_class_3: 0.7836 (0.7904) loss_bbox_3: 0.1871 (0.1866) loss_giou_3: 0.4044 (0.4032) loss_class_4: 0.7838 (0.7829) loss_bbox_4: 0.1860 (0.1866) loss_giou_4: 0.4046 (0.4033) loss_class_enc: 0.9052 (0.9141) loss_bbox_enc: 0.2400 (0.2244) loss_giou_enc: 0.4671 (0.4632) loss_class_dn: 0.4008 (0.3973) loss_bbox_dn: 0.2721 (0.2898) loss_giou_dn: 0.4684 (0.4693) loss_class_dn_0: 0.4826 (0.4849) loss_bbox_dn_0: 0.3800 (0.3938) loss_giou_dn_0: 0.6081 (0.6006) loss_class_dn_1: 0.4282 (0.4256) loss_bbox_dn_1: 0.2986 (0.3132) loss_giou_dn_1: 0.5009 (0.4984) loss_class_dn_2: 0.4093 (0.4050) loss_bbox_dn_2: 0.2750 (0.2936) loss_giou_dn_2: 0.4759 (0.4750) loss_class_dn_3: 0.4048 (0.3986) loss_bbox_dn_3: 0.2723 (0.2905) loss_giou_dn_3: 0.4680 (0.4704) loss_class_dn_4: 0.4016 (0.3969) loss_bbox_dn_4: 0.2720 (0.2898) loss_giou_dn_4: 0.4682 (0.4691) loss_class_hybrid: 0.7632 (0.7828) loss_bbox_hybrid: 0.1966 (0.2016) loss_giou_hybrid: 0.4205 (0.4354) loss_class_0_hybrid: 0.8454 (0.8546) loss_bbox_0_hybrid: 0.1941 (0.2109) loss_giou_0_hybrid: 0.4478 (0.4532) loss_class_1_hybrid: 0.7885 (0.8115) loss_bbox_1_hybrid: 0.1997 (0.2048) loss_giou_1_hybrid: 0.4313 (0.4421) loss_class_2_hybrid: 0.7844 (0.7960) loss_bbox_2_hybrid: 0.1993 (0.2018) loss_giou_2_hybrid: 0.4233 (0.4369) loss_class_3_hybrid: 0.7732 (0.7865) loss_bbox_3_hybrid: 0.2002 (0.2016) loss_giou_3_hybrid: 0.4218 (0.4357) loss_class_4_hybrid: 0.7537 (0.7830) loss_bbox_4_hybrid: 0.1944 (0.2015) loss_giou_4_hybrid: 0.4202 (0.4355) loss_class_enc_hybrid: 0.7920 (0.8103) loss_bbox_enc_hybrid: 0.2477 (0.2530) loss_giou_enc_hybrid: 0.5042 (0.5181) mem: 1026 max mem: 36965 [2024-01-15 06:49:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:50:09 det.util.engine] INFO: Epoch: [5] [1850/11727] eta: 2:58:02 lr: 0.000100 data_time: 0.0029 iter_time: 1.0349 loss: 26.8402 (27.7685) loss_class: 0.7624 (0.7814) loss_bbox: 0.1646 (0.1867) loss_giou: 0.3854 (0.4030) loss_class_0: 0.9574 (0.9872) loss_bbox_0: 0.1673 (0.1852) loss_giou_0: 0.3911 (0.4053) loss_class_1: 0.8239 (0.8524) loss_bbox_1: 0.1712 (0.1861) loss_giou_1: 0.3887 (0.4051) loss_class_2: 0.8027 (0.8120) loss_bbox_2: 0.1633 (0.1853) loss_giou_2: 0.3897 (0.4030) loss_class_3: 0.7739 (0.7907) loss_bbox_3: 0.1680 (0.1865) loss_giou_3: 0.3873 (0.4032) loss_class_4: 0.7651 (0.7832) loss_bbox_4: 0.1620 (0.1865) loss_giou_4: 0.3874 (0.4033) loss_class_enc: 0.8836 (0.9144) loss_bbox_enc: 0.2004 (0.2243) loss_giou_enc: 0.4369 (0.4631) loss_class_dn: 0.4071 (0.3976) loss_bbox_dn: 0.2878 (0.2898) loss_giou_dn: 0.4638 (0.4693) loss_class_dn_0: 0.4873 (0.4850) loss_bbox_dn_0: 0.3928 (0.3939) loss_giou_dn_0: 0.6015 (0.6007) loss_class_dn_1: 0.4377 (0.4258) loss_bbox_dn_1: 0.3116 (0.3133) loss_giou_dn_1: 0.4957 (0.4984) loss_class_dn_2: 0.4101 (0.4052) loss_bbox_dn_2: 0.2875 (0.2936) loss_giou_dn_2: 0.4713 (0.4751) loss_class_dn_3: 0.4028 (0.3988) loss_bbox_dn_3: 0.2893 (0.2905) loss_giou_dn_3: 0.4652 (0.4705) loss_class_dn_4: 0.4065 (0.3971) loss_bbox_dn_4: 0.2877 (0.2898) loss_giou_dn_4: 0.4633 (0.4692) loss_class_hybrid: 0.7743 (0.7829) loss_bbox_hybrid: 0.1874 (0.2015) loss_giou_hybrid: 0.4184 (0.4354) loss_class_0_hybrid: 0.8264 (0.8549) loss_bbox_0_hybrid: 0.1978 (0.2108) loss_giou_0_hybrid: 0.4387 (0.4532) loss_class_1_hybrid: 0.7960 (0.8116) loss_bbox_1_hybrid: 0.1887 (0.2047) loss_giou_1_hybrid: 0.4243 (0.4421) loss_class_2_hybrid: 0.7890 (0.7961) loss_bbox_2_hybrid: 0.1878 (0.2017) loss_giou_2_hybrid: 0.4196 (0.4369) loss_class_3_hybrid: 0.7803 (0.7867) loss_bbox_3_hybrid: 0.1862 (0.2015) loss_giou_3_hybrid: 0.4153 (0.4357) loss_class_4_hybrid: 0.7808 (0.7830) loss_bbox_4_hybrid: 0.1874 (0.2015) loss_giou_4_hybrid: 0.4190 (0.4356) loss_class_enc_hybrid: 0.8081 (0.8104) loss_bbox_enc_hybrid: 0.2299 (0.2528) loss_giou_enc_hybrid: 0.4896 (0.5179) mem: 1019 max mem: 36965 [2024-01-15 06:50:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:51:03 det.util.engine] INFO: Epoch: [5] [1900/11727] eta: 2:57:10 lr: 0.000100 data_time: 0.0028 iter_time: 1.0888 loss: 27.9582 (27.7789) loss_class: 0.7970 (0.7821) loss_bbox: 0.1747 (0.1866) loss_giou: 0.4108 (0.4030) loss_class_0: 0.9932 (0.9879) loss_bbox_0: 0.1816 (0.1851) loss_giou_0: 0.4161 (0.4053) loss_class_1: 0.8369 (0.8531) loss_bbox_1: 0.1767 (0.1861) loss_giou_1: 0.4032 (0.4051) loss_class_2: 0.8436 (0.8127) loss_bbox_2: 0.1765 (0.1852) loss_giou_2: 0.4281 (0.4031) loss_class_3: 0.8140 (0.7916) loss_bbox_3: 0.1615 (0.1862) loss_giou_3: 0.4103 (0.4032) loss_class_4: 0.8167 (0.7840) loss_bbox_4: 0.1747 (0.1863) loss_giou_4: 0.4084 (0.4033) loss_class_enc: 0.9321 (0.9155) loss_bbox_enc: 0.2138 (0.2241) loss_giou_enc: 0.4643 (0.4630) loss_class_dn: 0.4045 (0.3976) loss_bbox_dn: 0.2910 (0.2900) loss_giou_dn: 0.4828 (0.4695) loss_class_dn_0: 0.4873 (0.4851) loss_bbox_dn_0: 0.3836 (0.3940) loss_giou_dn_0: 0.6105 (0.6008) loss_class_dn_1: 0.4370 (0.4259) loss_bbox_dn_1: 0.3072 (0.3134) loss_giou_dn_1: 0.5121 (0.4985) loss_class_dn_2: 0.4153 (0.4052) loss_bbox_dn_2: 0.2947 (0.2937) loss_giou_dn_2: 0.4874 (0.4752) loss_class_dn_3: 0.4100 (0.3989) loss_bbox_dn_3: 0.2921 (0.2907) loss_giou_dn_3: 0.4829 (0.4706) loss_class_dn_4: 0.4066 (0.3971) loss_bbox_dn_4: 0.2909 (0.2900) loss_giou_dn_4: 0.4824 (0.4693) loss_class_hybrid: 0.8021 (0.7835) loss_bbox_hybrid: 0.1888 (0.2015) loss_giou_hybrid: 0.4251 (0.4355) loss_class_0_hybrid: 0.8564 (0.8553) loss_bbox_0_hybrid: 0.2002 (0.2108) loss_giou_0_hybrid: 0.4510 (0.4533) loss_class_1_hybrid: 0.8339 (0.8121) loss_bbox_1_hybrid: 0.1922 (0.2047) loss_giou_1_hybrid: 0.4335 (0.4422) loss_class_2_hybrid: 0.8126 (0.7967) loss_bbox_2_hybrid: 0.1873 (0.2017) loss_giou_2_hybrid: 0.4321 (0.4370) loss_class_3_hybrid: 0.8111 (0.7873) loss_bbox_3_hybrid: 0.1829 (0.2014) loss_giou_3_hybrid: 0.4224 (0.4358) loss_class_4_hybrid: 0.7993 (0.7837) loss_bbox_4_hybrid: 0.1882 (0.2014) loss_giou_4_hybrid: 0.4234 (0.4356) loss_class_enc_hybrid: 0.8083 (0.8110) loss_bbox_enc_hybrid: 0.2367 (0.2528) loss_giou_enc_hybrid: 0.5225 (0.5180) mem: 1023 max mem: 36965 [2024-01-15 06:51:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:51:56 det.util.engine] INFO: Epoch: [5] [1950/11727] eta: 2:56:12 lr: 0.000100 data_time: 0.0029 iter_time: 1.0595 loss: 26.6507 (27.7786) loss_class: 0.6997 (0.7822) loss_bbox: 0.1817 (0.1863) loss_giou: 0.3766 (0.4032) loss_class_0: 0.9328 (0.9877) loss_bbox_0: 0.1730 (0.1850) loss_giou_0: 0.3927 (0.4055) loss_class_1: 0.8108 (0.8530) loss_bbox_1: 0.1803 (0.1859) loss_giou_1: 0.3938 (0.4053) loss_class_2: 0.7273 (0.8125) loss_bbox_2: 0.1764 (0.1850) loss_giou_2: 0.3830 (0.4033) loss_class_3: 0.7550 (0.7918) loss_bbox_3: 0.1796 (0.1860) loss_giou_3: 0.3707 (0.4033) loss_class_4: 0.7059 (0.7841) loss_bbox_4: 0.1795 (0.1861) loss_giou_4: 0.3740 (0.4034) loss_class_enc: 0.9173 (0.9156) loss_bbox_enc: 0.2098 (0.2239) loss_giou_enc: 0.4429 (0.4632) loss_class_dn: 0.3876 (0.3975) loss_bbox_dn: 0.2787 (0.2899) loss_giou_dn: 0.4465 (0.4697) loss_class_dn_0: 0.4858 (0.4850) loss_bbox_dn_0: 0.3798 (0.3938) loss_giou_dn_0: 0.5781 (0.6009) loss_class_dn_1: 0.4202 (0.4259) loss_bbox_dn_1: 0.3070 (0.3132) loss_giou_dn_1: 0.4826 (0.4987) loss_class_dn_2: 0.3991 (0.4051) loss_bbox_dn_2: 0.2814 (0.2936) loss_giou_dn_2: 0.4555 (0.4754) loss_class_dn_3: 0.3943 (0.3988) loss_bbox_dn_3: 0.2780 (0.2906) loss_giou_dn_3: 0.4474 (0.4708) loss_class_dn_4: 0.3910 (0.3970) loss_bbox_dn_4: 0.2788 (0.2898) loss_giou_dn_4: 0.4465 (0.4696) loss_class_hybrid: 0.7297 (0.7833) loss_bbox_hybrid: 0.1843 (0.2013) loss_giou_hybrid: 0.4191 (0.4358) loss_class_0_hybrid: 0.8160 (0.8551) loss_bbox_0_hybrid: 0.1871 (0.2107) loss_giou_0_hybrid: 0.4253 (0.4537) loss_class_1_hybrid: 0.7819 (0.8118) loss_bbox_1_hybrid: 0.1904 (0.2046) loss_giou_1_hybrid: 0.4264 (0.4425) loss_class_2_hybrid: 0.7564 (0.7963) loss_bbox_2_hybrid: 0.1856 (0.2016) loss_giou_2_hybrid: 0.4215 (0.4373) loss_class_3_hybrid: 0.7337 (0.7871) loss_bbox_3_hybrid: 0.1862 (0.2013) loss_giou_3_hybrid: 0.4201 (0.4361) loss_class_4_hybrid: 0.7344 (0.7834) loss_bbox_4_hybrid: 0.1859 (0.2013) loss_giou_4_hybrid: 0.4198 (0.4359) loss_class_enc_hybrid: 0.7843 (0.8110) loss_bbox_enc_hybrid: 0.2364 (0.2526) loss_giou_enc_hybrid: 0.5006 (0.5182) mem: 1014 max mem: 36965 [2024-01-15 06:51:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:52:50 det.util.engine] INFO: Epoch: [5] [2000/11727] eta: 2:55:17 lr: 0.000100 data_time: 0.0028 iter_time: 1.0510 loss: 26.5905 (27.7829) loss_class: 0.7460 (0.7822) loss_bbox: 0.1701 (0.1864) loss_giou: 0.4005 (0.4033) loss_class_0: 0.9353 (0.9881) loss_bbox_0: 0.1708 (0.1850) loss_giou_0: 0.3768 (0.4056) loss_class_1: 0.8178 (0.8532) loss_bbox_1: 0.1659 (0.1859) loss_giou_1: 0.3926 (0.4054) loss_class_2: 0.7763 (0.8127) loss_bbox_2: 0.1754 (0.1851) loss_giou_2: 0.3982 (0.4034) loss_class_3: 0.7704 (0.7920) loss_bbox_3: 0.1724 (0.1860) loss_giou_3: 0.4032 (0.4034) loss_class_4: 0.7512 (0.7841) loss_bbox_4: 0.1753 (0.1861) loss_giou_4: 0.4006 (0.4036) loss_class_enc: 0.9151 (0.9158) loss_bbox_enc: 0.2262 (0.2240) loss_giou_enc: 0.4415 (0.4633) loss_class_dn: 0.3969 (0.3975) loss_bbox_dn: 0.2675 (0.2899) loss_giou_dn: 0.4645 (0.4698) loss_class_dn_0: 0.4872 (0.4850) loss_bbox_dn_0: 0.3639 (0.3939) loss_giou_dn_0: 0.5989 (0.6011) loss_class_dn_1: 0.4257 (0.4259) loss_bbox_dn_1: 0.2768 (0.3133) loss_giou_dn_1: 0.4939 (0.4988) loss_class_dn_2: 0.4064 (0.4051) loss_bbox_dn_2: 0.2681 (0.2936) loss_giou_dn_2: 0.4731 (0.4755) loss_class_dn_3: 0.4010 (0.3988) loss_bbox_dn_3: 0.2680 (0.2906) loss_giou_dn_3: 0.4670 (0.4709) loss_class_dn_4: 0.3972 (0.3970) loss_bbox_dn_4: 0.2675 (0.2899) loss_giou_dn_4: 0.4645 (0.4696) loss_class_hybrid: 0.7397 (0.7832) loss_bbox_hybrid: 0.1928 (0.2014) loss_giou_hybrid: 0.4145 (0.4358) loss_class_0_hybrid: 0.8469 (0.8553) loss_bbox_0_hybrid: 0.2060 (0.2108) loss_giou_0_hybrid: 0.4220 (0.4537) loss_class_1_hybrid: 0.7795 (0.8118) loss_bbox_1_hybrid: 0.2035 (0.2047) loss_giou_1_hybrid: 0.4179 (0.4426) loss_class_2_hybrid: 0.7623 (0.7964) loss_bbox_2_hybrid: 0.2018 (0.2017) loss_giou_2_hybrid: 0.4148 (0.4374) loss_class_3_hybrid: 0.7491 (0.7872) loss_bbox_3_hybrid: 0.2008 (0.2013) loss_giou_3_hybrid: 0.4128 (0.4361) loss_class_4_hybrid: 0.7424 (0.7834) loss_bbox_4_hybrid: 0.1941 (0.2014) loss_giou_4_hybrid: 0.4126 (0.4360) loss_class_enc_hybrid: 0.7990 (0.8111) loss_bbox_enc_hybrid: 0.2497 (0.2527) loss_giou_enc_hybrid: 0.4848 (0.5183) mem: 1016 max mem: 36965 [2024-01-15 06:52:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:53:45 det.util.engine] INFO: Epoch: [5] [2050/11727] eta: 2:54:25 lr: 0.000100 data_time: 0.0031 iter_time: 1.0776 loss: 26.8789 (27.7978) loss_class: 0.7378 (0.7825) loss_bbox: 0.1667 (0.1864) loss_giou: 0.4221 (0.4038) loss_class_0: 0.9124 (0.9882) loss_bbox_0: 0.1747 (0.1850) loss_giou_0: 0.4125 (0.4061) loss_class_1: 0.8017 (0.8535) loss_bbox_1: 0.1686 (0.1859) loss_giou_1: 0.4157 (0.4060) loss_class_2: 0.7713 (0.8131) loss_bbox_2: 0.1683 (0.1850) loss_giou_2: 0.4165 (0.4039) loss_class_3: 0.7599 (0.7924) loss_bbox_3: 0.1657 (0.1859) loss_giou_3: 0.4209 (0.4039) loss_class_4: 0.7406 (0.7842) loss_bbox_4: 0.1667 (0.1861) loss_giou_4: 0.4208 (0.4041) loss_class_enc: 0.8316 (0.9158) loss_bbox_enc: 0.2156 (0.2240) loss_giou_enc: 0.4732 (0.4637) loss_class_dn: 0.3942 (0.3976) loss_bbox_dn: 0.2757 (0.2901) loss_giou_dn: 0.4658 (0.4702) loss_class_dn_0: 0.4789 (0.4850) loss_bbox_dn_0: 0.3385 (0.3941) loss_giou_dn_0: 0.5744 (0.6014) loss_class_dn_1: 0.4183 (0.4259) loss_bbox_dn_1: 0.2872 (0.3135) loss_giou_dn_1: 0.4836 (0.4992) loss_class_dn_2: 0.4021 (0.4052) loss_bbox_dn_2: 0.2781 (0.2939) loss_giou_dn_2: 0.4645 (0.4759) loss_class_dn_3: 0.3977 (0.3989) loss_bbox_dn_3: 0.2773 (0.2908) loss_giou_dn_3: 0.4633 (0.4713) loss_class_dn_4: 0.3949 (0.3971) loss_bbox_dn_4: 0.2757 (0.2901) loss_giou_dn_4: 0.4640 (0.4701) loss_class_hybrid: 0.7423 (0.7831) loss_bbox_hybrid: 0.1935 (0.2016) loss_giou_hybrid: 0.4548 (0.4366) loss_class_0_hybrid: 0.8061 (0.8553) loss_bbox_0_hybrid: 0.2029 (0.2109) loss_giou_0_hybrid: 0.4543 (0.4544) loss_class_1_hybrid: 0.7755 (0.8118) loss_bbox_1_hybrid: 0.1968 (0.2048) loss_giou_1_hybrid: 0.4472 (0.4433) loss_class_2_hybrid: 0.7638 (0.7964) loss_bbox_2_hybrid: 0.1920 (0.2018) loss_giou_2_hybrid: 0.4509 (0.4381) loss_class_3_hybrid: 0.7414 (0.7871) loss_bbox_3_hybrid: 0.1922 (0.2015) loss_giou_3_hybrid: 0.4540 (0.4368) loss_class_4_hybrid: 0.7411 (0.7833) loss_bbox_4_hybrid: 0.1951 (0.2015) loss_giou_4_hybrid: 0.4548 (0.4367) loss_class_enc_hybrid: 0.7609 (0.8107) loss_bbox_enc_hybrid: 0.2405 (0.2529) loss_giou_enc_hybrid: 0.5233 (0.5190) mem: 1018 max mem: 36965 [2024-01-15 06:53:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:54:39 det.util.engine] INFO: Epoch: [5] [2100/11727] eta: 2:53:33 lr: 0.000100 data_time: 0.0028 iter_time: 1.0758 loss: 28.3924 (27.8127) loss_class: 0.8267 (0.7830) loss_bbox: 0.1728 (0.1864) loss_giou: 0.3885 (0.4040) loss_class_0: 0.9911 (0.9886) loss_bbox_0: 0.1850 (0.1851) loss_giou_0: 0.3973 (0.4064) loss_class_1: 0.8572 (0.8539) loss_bbox_1: 0.1829 (0.1859) loss_giou_1: 0.3922 (0.4063) loss_class_2: 0.8595 (0.8135) loss_bbox_2: 0.1772 (0.1851) loss_giou_2: 0.3953 (0.4042) loss_class_3: 0.8193 (0.7929) loss_bbox_3: 0.1723 (0.1859) loss_giou_3: 0.3917 (0.4042) loss_class_4: 0.8080 (0.7847) loss_bbox_4: 0.1756 (0.1862) loss_giou_4: 0.3948 (0.4043) loss_class_enc: 0.8983 (0.9160) loss_bbox_enc: 0.2331 (0.2242) loss_giou_enc: 0.4500 (0.4640) loss_class_dn: 0.3965 (0.3977) loss_bbox_dn: 0.2864 (0.2906) loss_giou_dn: 0.4689 (0.4705) loss_class_dn_0: 0.4789 (0.4851) loss_bbox_dn_0: 0.3835 (0.3946) loss_giou_dn_0: 0.6004 (0.6016) loss_class_dn_1: 0.4165 (0.4260) loss_bbox_dn_1: 0.3047 (0.3140) loss_giou_dn_1: 0.4960 (0.4995) loss_class_dn_2: 0.4009 (0.4053) loss_bbox_dn_2: 0.2914 (0.2943) loss_giou_dn_2: 0.4745 (0.4762) loss_class_dn_3: 0.3960 (0.3990) loss_bbox_dn_3: 0.2870 (0.2913) loss_giou_dn_3: 0.4699 (0.4716) loss_class_dn_4: 0.3961 (0.3972) loss_bbox_dn_4: 0.2864 (0.2906) loss_giou_dn_4: 0.4688 (0.4703) loss_class_hybrid: 0.7966 (0.7834) loss_bbox_hybrid: 0.2039 (0.2017) loss_giou_hybrid: 0.4260 (0.4369) loss_class_0_hybrid: 0.8464 (0.8554) loss_bbox_0_hybrid: 0.2158 (0.2110) loss_giou_0_hybrid: 0.4450 (0.4548) loss_class_1_hybrid: 0.8052 (0.8121) loss_bbox_1_hybrid: 0.2089 (0.2050) loss_giou_1_hybrid: 0.4438 (0.4437) loss_class_2_hybrid: 0.7952 (0.7965) loss_bbox_2_hybrid: 0.2067 (0.2020) loss_giou_2_hybrid: 0.4290 (0.4385) loss_class_3_hybrid: 0.7813 (0.7873) loss_bbox_3_hybrid: 0.2057 (0.2016) loss_giou_3_hybrid: 0.4250 (0.4372) loss_class_4_hybrid: 0.7888 (0.7835) loss_bbox_4_hybrid: 0.2044 (0.2017) loss_giou_4_hybrid: 0.4313 (0.4371) loss_class_enc_hybrid: 0.8182 (0.8109) loss_bbox_enc_hybrid: 0.2578 (0.2531) loss_giou_enc_hybrid: 0.5234 (0.5194) mem: 1023 max mem: 36965 [2024-01-15 06:54:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:55:34 det.util.engine] INFO: Epoch: [5] [2150/11727] eta: 2:52:41 lr: 0.000100 data_time: 0.0031 iter_time: 1.1086 loss: 27.3164 (27.8193) loss_class: 0.7673 (0.7837) loss_bbox: 0.1768 (0.1866) loss_giou: 0.3768 (0.4033) loss_class_0: 0.9632 (0.9890) loss_bbox_0: 0.1817 (0.1853) loss_giou_0: 0.3693 (0.4059) loss_class_1: 0.8570 (0.8540) loss_bbox_1: 0.1800 (0.1862) loss_giou_1: 0.3734 (0.4057) loss_class_2: 0.8092 (0.8138) loss_bbox_2: 0.1761 (0.1853) loss_giou_2: 0.3775 (0.4037) loss_class_3: 0.7946 (0.7936) loss_bbox_3: 0.1708 (0.1861) loss_giou_3: 0.3703 (0.4035) loss_class_4: 0.7765 (0.7854) loss_bbox_4: 0.1703 (0.1864) loss_giou_4: 0.3712 (0.4037) loss_class_enc: 0.8677 (0.9162) loss_bbox_enc: 0.2249 (0.2245) loss_giou_enc: 0.4490 (0.4637) loss_class_dn: 0.3931 (0.3978) loss_bbox_dn: 0.2841 (0.2914) loss_giou_dn: 0.4639 (0.4703) loss_class_dn_0: 0.4804 (0.4852) loss_bbox_dn_0: 0.4090 (0.3955) loss_giou_dn_0: 0.5884 (0.6014) loss_class_dn_1: 0.4207 (0.4261) loss_bbox_dn_1: 0.3029 (0.3149) loss_giou_dn_1: 0.4943 (0.4994) loss_class_dn_2: 0.4042 (0.4054) loss_bbox_dn_2: 0.2828 (0.2952) loss_giou_dn_2: 0.4683 (0.4761) loss_class_dn_3: 0.3950 (0.3991) loss_bbox_dn_3: 0.2832 (0.2921) loss_giou_dn_3: 0.4655 (0.4714) loss_class_dn_4: 0.3942 (0.3973) loss_bbox_dn_4: 0.2840 (0.2914) loss_giou_dn_4: 0.4637 (0.4702) loss_class_hybrid: 0.7818 (0.7840) loss_bbox_hybrid: 0.1863 (0.2019) loss_giou_hybrid: 0.3822 (0.4361) loss_class_0_hybrid: 0.8631 (0.8562) loss_bbox_0_hybrid: 0.1972 (0.2113) loss_giou_0_hybrid: 0.4019 (0.4541) loss_class_1_hybrid: 0.8328 (0.8128) loss_bbox_1_hybrid: 0.1945 (0.2052) loss_giou_1_hybrid: 0.3907 (0.4429) loss_class_2_hybrid: 0.7901 (0.7971) loss_bbox_2_hybrid: 0.1853 (0.2022) loss_giou_2_hybrid: 0.3799 (0.4377) loss_class_3_hybrid: 0.7905 (0.7879) loss_bbox_3_hybrid: 0.1847 (0.2018) loss_giou_3_hybrid: 0.3794 (0.4365) loss_class_4_hybrid: 0.7843 (0.7841) loss_bbox_4_hybrid: 0.1869 (0.2019) loss_giou_4_hybrid: 0.3809 (0.4363) loss_class_enc_hybrid: 0.7962 (0.8114) loss_bbox_enc_hybrid: 0.2371 (0.2534) loss_giou_enc_hybrid: 0.4662 (0.5187) mem: 1025 max mem: 36965 [2024-01-15 06:55:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:56:27 det.util.engine] INFO: Epoch: [5] [2200/11727] eta: 2:51:42 lr: 0.000100 data_time: 0.0031 iter_time: 1.0481 loss: 27.9428 (27.8208) loss_class: 0.8243 (0.7842) loss_bbox: 0.1811 (0.1867) loss_giou: 0.3715 (0.4029) loss_class_0: 1.0045 (0.9890) loss_bbox_0: 0.1874 (0.1856) loss_giou_0: 0.3977 (0.4058) loss_class_1: 0.8990 (0.8546) loss_bbox_1: 0.1806 (0.1863) loss_giou_1: 0.3943 (0.4055) loss_class_2: 0.8748 (0.8144) loss_bbox_2: 0.1780 (0.1854) loss_giou_2: 0.3867 (0.4034) loss_class_3: 0.8386 (0.7941) loss_bbox_3: 0.1741 (0.1862) loss_giou_3: 0.3802 (0.4031) loss_class_4: 0.8318 (0.7860) loss_bbox_4: 0.1796 (0.1865) loss_giou_4: 0.3735 (0.4033) loss_class_enc: 0.9022 (0.9163) loss_bbox_enc: 0.2434 (0.2247) loss_giou_enc: 0.4608 (0.4636) loss_class_dn: 0.3941 (0.3977) loss_bbox_dn: 0.2852 (0.2915) loss_giou_dn: 0.4697 (0.4699) loss_class_dn_0: 0.4822 (0.4852) loss_bbox_dn_0: 0.4016 (0.3957) loss_giou_dn_0: 0.6046 (0.6011) loss_class_dn_1: 0.4219 (0.4261) loss_bbox_dn_1: 0.3225 (0.3150) loss_giou_dn_1: 0.5005 (0.4991) loss_class_dn_2: 0.4002 (0.4053) loss_bbox_dn_2: 0.2950 (0.2953) loss_giou_dn_2: 0.4760 (0.4757) loss_class_dn_3: 0.3923 (0.3990) loss_bbox_dn_3: 0.2862 (0.2922) loss_giou_dn_3: 0.4715 (0.4711) loss_class_dn_4: 0.3917 (0.3972) loss_bbox_dn_4: 0.2853 (0.2915) loss_giou_dn_4: 0.4700 (0.4698) loss_class_hybrid: 0.8090 (0.7843) loss_bbox_hybrid: 0.1968 (0.2021) loss_giou_hybrid: 0.4294 (0.4359) loss_class_0_hybrid: 0.8747 (0.8562) loss_bbox_0_hybrid: 0.2077 (0.2116) loss_giou_0_hybrid: 0.4437 (0.4539) loss_class_1_hybrid: 0.8690 (0.8130) loss_bbox_1_hybrid: 0.1999 (0.2054) loss_giou_1_hybrid: 0.4296 (0.4427) loss_class_2_hybrid: 0.8276 (0.7974) loss_bbox_2_hybrid: 0.1961 (0.2023) loss_giou_2_hybrid: 0.4263 (0.4375) loss_class_3_hybrid: 0.8190 (0.7882) loss_bbox_3_hybrid: 0.1969 (0.2020) loss_giou_3_hybrid: 0.4246 (0.4362) loss_class_4_hybrid: 0.8117 (0.7844) loss_bbox_4_hybrid: 0.1953 (0.2021) loss_giou_4_hybrid: 0.4247 (0.4361) loss_class_enc_hybrid: 0.8240 (0.8114) loss_bbox_enc_hybrid: 0.2562 (0.2537) loss_giou_enc_hybrid: 0.5153 (0.5185) mem: 1023 max mem: 36965 [2024-01-15 06:56:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:57:21 det.util.engine] INFO: Epoch: [5] [2250/11727] eta: 2:50:51 lr: 0.000100 data_time: 0.0029 iter_time: 1.0991 loss: 27.3266 (27.8069) loss_class: 0.7699 (0.7839) loss_bbox: 0.1550 (0.1865) loss_giou: 0.4152 (0.4026) loss_class_0: 0.9712 (0.9886) loss_bbox_0: 0.1629 (0.1855) loss_giou_0: 0.4156 (0.4056) loss_class_1: 0.8601 (0.8544) loss_bbox_1: 0.1660 (0.1862) loss_giou_1: 0.4196 (0.4052) loss_class_2: 0.8485 (0.8143) loss_bbox_2: 0.1616 (0.1853) loss_giou_2: 0.4150 (0.4030) loss_class_3: 0.8182 (0.7939) loss_bbox_3: 0.1526 (0.1860) loss_giou_3: 0.4155 (0.4028) loss_class_4: 0.7875 (0.7857) loss_bbox_4: 0.1548 (0.1863) loss_giou_4: 0.4180 (0.4029) loss_class_enc: 0.8924 (0.9160) loss_bbox_enc: 0.2033 (0.2246) loss_giou_enc: 0.4555 (0.4633) loss_class_dn: 0.3915 (0.3976) loss_bbox_dn: 0.2772 (0.2913) loss_giou_dn: 0.4863 (0.4698) loss_class_dn_0: 0.4805 (0.4851) loss_bbox_dn_0: 0.3413 (0.3954) loss_giou_dn_0: 0.5966 (0.6008) loss_class_dn_1: 0.4182 (0.4259) loss_bbox_dn_1: 0.2831 (0.3148) loss_giou_dn_1: 0.5075 (0.4989) loss_class_dn_2: 0.4011 (0.4052) loss_bbox_dn_2: 0.2752 (0.2951) loss_giou_dn_2: 0.4916 (0.4756) loss_class_dn_3: 0.3936 (0.3988) loss_bbox_dn_3: 0.2767 (0.2920) loss_giou_dn_3: 0.4879 (0.4710) loss_class_dn_4: 0.3929 (0.3971) loss_bbox_dn_4: 0.2773 (0.2913) loss_giou_dn_4: 0.4863 (0.4697) loss_class_hybrid: 0.7672 (0.7839) loss_bbox_hybrid: 0.1714 (0.2019) loss_giou_hybrid: 0.4338 (0.4355) loss_class_0_hybrid: 0.8330 (0.8559) loss_bbox_0_hybrid: 0.1895 (0.2114) loss_giou_0_hybrid: 0.4578 (0.4537) loss_class_1_hybrid: 0.8104 (0.8127) loss_bbox_1_hybrid: 0.1785 (0.2053) loss_giou_1_hybrid: 0.4442 (0.4424) loss_class_2_hybrid: 0.7868 (0.7971) loss_bbox_2_hybrid: 0.1717 (0.2022) loss_giou_2_hybrid: 0.4354 (0.4371) loss_class_3_hybrid: 0.7793 (0.7878) loss_bbox_3_hybrid: 0.1697 (0.2018) loss_giou_3_hybrid: 0.4342 (0.4358) loss_class_4_hybrid: 0.7694 (0.7840) loss_bbox_4_hybrid: 0.1684 (0.2019) loss_giou_4_hybrid: 0.4331 (0.4357) loss_class_enc_hybrid: 0.7864 (0.8109) loss_bbox_enc_hybrid: 0.2298 (0.2535) loss_giou_enc_hybrid: 0.5273 (0.5183) mem: 1028 max mem: 36965 [2024-01-15 06:57:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:58:16 det.util.engine] INFO: Epoch: [5] [2300/11727] eta: 2:50:00 lr: 0.000100 data_time: 0.0030 iter_time: 1.0690 loss: 27.8722 (27.8135) loss_class: 0.7727 (0.7840) loss_bbox: 0.1764 (0.1867) loss_giou: 0.3562 (0.4026) loss_class_0: 0.9718 (0.9888) loss_bbox_0: 0.1754 (0.1857) loss_giou_0: 0.3539 (0.4055) loss_class_1: 0.8393 (0.8546) loss_bbox_1: 0.1712 (0.1864) loss_giou_1: 0.3672 (0.4051) loss_class_2: 0.7894 (0.8144) loss_bbox_2: 0.1672 (0.1854) loss_giou_2: 0.3517 (0.4030) loss_class_3: 0.7845 (0.7941) loss_bbox_3: 0.1758 (0.1861) loss_giou_3: 0.3498 (0.4027) loss_class_4: 0.7777 (0.7858) loss_bbox_4: 0.1754 (0.1865) loss_giou_4: 0.3559 (0.4029) loss_class_enc: 0.9024 (0.9163) loss_bbox_enc: 0.1992 (0.2247) loss_giou_enc: 0.4262 (0.4632) loss_class_dn: 0.3925 (0.3976) loss_bbox_dn: 0.2961 (0.2917) loss_giou_dn: 0.4429 (0.4698) loss_class_dn_0: 0.4750 (0.4851) loss_bbox_dn_0: 0.4050 (0.3959) loss_giou_dn_0: 0.5842 (0.6007) loss_class_dn_1: 0.4260 (0.4259) loss_bbox_dn_1: 0.3211 (0.3152) loss_giou_dn_1: 0.4744 (0.4989) loss_class_dn_2: 0.4005 (0.4051) loss_bbox_dn_2: 0.2992 (0.2955) loss_giou_dn_2: 0.4489 (0.4755) loss_class_dn_3: 0.3978 (0.3988) loss_bbox_dn_3: 0.2960 (0.2924) loss_giou_dn_3: 0.4435 (0.4709) loss_class_dn_4: 0.3932 (0.3971) loss_bbox_dn_4: 0.2961 (0.2917) loss_giou_dn_4: 0.4426 (0.4696) loss_class_hybrid: 0.7881 (0.7841) loss_bbox_hybrid: 0.1843 (0.2021) loss_giou_hybrid: 0.3899 (0.4355) loss_class_0_hybrid: 0.8553 (0.8561) loss_bbox_0_hybrid: 0.2037 (0.2116) loss_giou_0_hybrid: 0.4066 (0.4537) loss_class_1_hybrid: 0.8166 (0.8129) loss_bbox_1_hybrid: 0.1885 (0.2054) loss_giou_1_hybrid: 0.3933 (0.4423) loss_class_2_hybrid: 0.7896 (0.7973) loss_bbox_2_hybrid: 0.1841 (0.2024) loss_giou_2_hybrid: 0.3922 (0.4371) loss_class_3_hybrid: 0.7876 (0.7880) loss_bbox_3_hybrid: 0.1856 (0.2020) loss_giou_3_hybrid: 0.3916 (0.4358) loss_class_4_hybrid: 0.7864 (0.7843) loss_bbox_4_hybrid: 0.1837 (0.2020) loss_giou_4_hybrid: 0.3886 (0.4357) loss_class_enc_hybrid: 0.8074 (0.8113) loss_bbox_enc_hybrid: 0.2497 (0.2537) loss_giou_enc_hybrid: 0.4605 (0.5182) mem: 1033 max mem: 36965 [2024-01-15 06:58:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 06:59:11 det.util.engine] INFO: Epoch: [5] [2350/11727] eta: 2:49:07 lr: 0.000100 data_time: 0.0030 iter_time: 1.0900 loss: 27.4109 (27.8101) loss_class: 0.8105 (0.7838) loss_bbox: 0.1753 (0.1867) loss_giou: 0.3881 (0.4027) loss_class_0: 0.9748 (0.9888) loss_bbox_0: 0.1826 (0.1856) loss_giou_0: 0.3952 (0.4055) loss_class_1: 0.8347 (0.8545) loss_bbox_1: 0.1722 (0.1863) loss_giou_1: 0.3917 (0.4051) loss_class_2: 0.7951 (0.8142) loss_bbox_2: 0.1751 (0.1854) loss_giou_2: 0.3789 (0.4030) loss_class_3: 0.8054 (0.7939) loss_bbox_3: 0.1700 (0.1861) loss_giou_3: 0.3790 (0.4028) loss_class_4: 0.7936 (0.7855) loss_bbox_4: 0.1722 (0.1864) loss_giou_4: 0.3755 (0.4030) loss_class_enc: 0.8895 (0.9162) loss_bbox_enc: 0.2186 (0.2247) loss_giou_enc: 0.4533 (0.4633) loss_class_dn: 0.3929 (0.3976) loss_bbox_dn: 0.2791 (0.2916) loss_giou_dn: 0.4474 (0.4697) loss_class_dn_0: 0.4835 (0.4851) loss_bbox_dn_0: 0.3924 (0.3958) loss_giou_dn_0: 0.6025 (0.6010) loss_class_dn_1: 0.4213 (0.4259) loss_bbox_dn_1: 0.2978 (0.3151) loss_giou_dn_1: 0.4775 (0.4989) loss_class_dn_2: 0.3993 (0.4051) loss_bbox_dn_2: 0.2810 (0.2954) loss_giou_dn_2: 0.4497 (0.4755) loss_class_dn_3: 0.3964 (0.3988) loss_bbox_dn_3: 0.2789 (0.2923) loss_giou_dn_3: 0.4474 (0.4709) loss_class_dn_4: 0.3934 (0.3970) loss_bbox_dn_4: 0.2792 (0.2916) loss_giou_dn_4: 0.4462 (0.4696) loss_class_hybrid: 0.7863 (0.7843) loss_bbox_hybrid: 0.1831 (0.2019) loss_giou_hybrid: 0.4042 (0.4354) loss_class_0_hybrid: 0.8608 (0.8560) loss_bbox_0_hybrid: 0.1926 (0.2114) loss_giou_0_hybrid: 0.4262 (0.4536) loss_class_1_hybrid: 0.8118 (0.8129) loss_bbox_1_hybrid: 0.1865 (0.2053) loss_giou_1_hybrid: 0.4085 (0.4423) loss_class_2_hybrid: 0.8064 (0.7973) loss_bbox_2_hybrid: 0.1839 (0.2022) loss_giou_2_hybrid: 0.4039 (0.4370) loss_class_3_hybrid: 0.7786 (0.7880) loss_bbox_3_hybrid: 0.1813 (0.2018) loss_giou_3_hybrid: 0.4033 (0.4357) loss_class_4_hybrid: 0.7903 (0.7844) loss_bbox_4_hybrid: 0.1852 (0.2019) loss_giou_4_hybrid: 0.4056 (0.4356) loss_class_enc_hybrid: 0.7921 (0.8112) loss_bbox_enc_hybrid: 0.2404 (0.2536) loss_giou_enc_hybrid: 0.4951 (0.5182) mem: 1034 max mem: 36965 [2024-01-15 06:59:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:00:03 det.util.engine] INFO: Epoch: [5] [2400/11727] eta: 2:48:07 lr: 0.000100 data_time: 0.0028 iter_time: 1.0638 loss: 27.2708 (27.8068) loss_class: 0.7546 (0.7834) loss_bbox: 0.1782 (0.1867) loss_giou: 0.4112 (0.4030) loss_class_0: 0.9434 (0.9885) loss_bbox_0: 0.1765 (0.1855) loss_giou_0: 0.4019 (0.4057) loss_class_1: 0.8132 (0.8542) loss_bbox_1: 0.1819 (0.1862) loss_giou_1: 0.4034 (0.4054) loss_class_2: 0.7764 (0.8137) loss_bbox_2: 0.1769 (0.1854) loss_giou_2: 0.4093 (0.4033) loss_class_3: 0.7731 (0.7935) loss_bbox_3: 0.1748 (0.1862) loss_giou_3: 0.4090 (0.4031) loss_class_4: 0.7537 (0.7850) loss_bbox_4: 0.1745 (0.1865) loss_giou_4: 0.4111 (0.4033) loss_class_enc: 0.8691 (0.9161) loss_bbox_enc: 0.2064 (0.2245) loss_giou_enc: 0.4481 (0.4634) loss_class_dn: 0.4023 (0.3975) loss_bbox_dn: 0.2626 (0.2913) loss_giou_dn: 0.4885 (0.4700) loss_class_dn_0: 0.4779 (0.4850) loss_bbox_dn_0: 0.3375 (0.3953) loss_giou_dn_0: 0.6165 (0.6012) loss_class_dn_1: 0.4282 (0.4258) loss_bbox_dn_1: 0.2720 (0.3147) loss_giou_dn_1: 0.5089 (0.4991) loss_class_dn_2: 0.4096 (0.4050) loss_bbox_dn_2: 0.2618 (0.2950) loss_giou_dn_2: 0.4897 (0.4758) loss_class_dn_3: 0.4059 (0.3987) loss_bbox_dn_3: 0.2625 (0.2919) loss_giou_dn_3: 0.4875 (0.4711) loss_class_dn_4: 0.4020 (0.3969) loss_bbox_dn_4: 0.2625 (0.2913) loss_giou_dn_4: 0.4886 (0.4699) loss_class_hybrid: 0.7427 (0.7840) loss_bbox_hybrid: 0.1872 (0.2018) loss_giou_hybrid: 0.4456 (0.4356) loss_class_0_hybrid: 0.8224 (0.8557) loss_bbox_0_hybrid: 0.1973 (0.2112) loss_giou_0_hybrid: 0.4474 (0.4537) loss_class_1_hybrid: 0.7910 (0.8126) loss_bbox_1_hybrid: 0.1920 (0.2051) loss_giou_1_hybrid: 0.4439 (0.4424) loss_class_2_hybrid: 0.7603 (0.7971) loss_bbox_2_hybrid: 0.1908 (0.2021) loss_giou_2_hybrid: 0.4471 (0.4372) loss_class_3_hybrid: 0.7503 (0.7879) loss_bbox_3_hybrid: 0.1859 (0.2017) loss_giou_3_hybrid: 0.4461 (0.4359) loss_class_4_hybrid: 0.7477 (0.7842) loss_bbox_4_hybrid: 0.1871 (0.2018) loss_giou_4_hybrid: 0.4459 (0.4358) loss_class_enc_hybrid: 0.7896 (0.8110) loss_bbox_enc_hybrid: 0.2306 (0.2534) loss_giou_enc_hybrid: 0.5077 (0.5183) mem: 1029 max mem: 36965 [2024-01-15 07:00:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:00:57 det.util.engine] INFO: Epoch: [5] [2450/11727] eta: 2:47:10 lr: 0.000100 data_time: 0.0030 iter_time: 1.0566 loss: 27.4451 (27.8005) loss_class: 0.7680 (0.7831) loss_bbox: 0.1720 (0.1866) loss_giou: 0.4009 (0.4033) loss_class_0: 0.9689 (0.9882) loss_bbox_0: 0.1703 (0.1853) loss_giou_0: 0.4100 (0.4060) loss_class_1: 0.8330 (0.8538) loss_bbox_1: 0.1720 (0.1860) loss_giou_1: 0.4056 (0.4056) loss_class_2: 0.8111 (0.8134) loss_bbox_2: 0.1710 (0.1853) loss_giou_2: 0.3986 (0.4036) loss_class_3: 0.7795 (0.7933) loss_bbox_3: 0.1703 (0.1860) loss_giou_3: 0.4015 (0.4034) loss_class_4: 0.7717 (0.7847) loss_bbox_4: 0.1700 (0.1863) loss_giou_4: 0.4008 (0.4037) loss_class_enc: 0.9008 (0.9158) loss_bbox_enc: 0.2186 (0.2242) loss_giou_enc: 0.4612 (0.4636) loss_class_dn: 0.3876 (0.3975) loss_bbox_dn: 0.2508 (0.2907) loss_giou_dn: 0.4760 (0.4701) loss_class_dn_0: 0.4771 (0.4850) loss_bbox_dn_0: 0.3430 (0.3946) loss_giou_dn_0: 0.6042 (0.6012) loss_class_dn_1: 0.4137 (0.4258) loss_bbox_dn_1: 0.2821 (0.3141) loss_giou_dn_1: 0.4999 (0.4992) loss_class_dn_2: 0.3945 (0.4050) loss_bbox_dn_2: 0.2556 (0.2945) loss_giou_dn_2: 0.4806 (0.4758) loss_class_dn_3: 0.3883 (0.3987) loss_bbox_dn_3: 0.2530 (0.2914) loss_giou_dn_3: 0.4782 (0.4712) loss_class_dn_4: 0.3880 (0.3969) loss_bbox_dn_4: 0.2509 (0.2907) loss_giou_dn_4: 0.4760 (0.4700) loss_class_hybrid: 0.7614 (0.7836) loss_bbox_hybrid: 0.1838 (0.2017) loss_giou_hybrid: 0.4375 (0.4359) loss_class_0_hybrid: 0.8247 (0.8554) loss_bbox_0_hybrid: 0.1954 (0.2110) loss_giou_0_hybrid: 0.4451 (0.4539) loss_class_1_hybrid: 0.7888 (0.8123) loss_bbox_1_hybrid: 0.1836 (0.2050) loss_giou_1_hybrid: 0.4439 (0.4427) loss_class_2_hybrid: 0.7700 (0.7967) loss_bbox_2_hybrid: 0.1861 (0.2019) loss_giou_2_hybrid: 0.4388 (0.4375) loss_class_3_hybrid: 0.7557 (0.7875) loss_bbox_3_hybrid: 0.1845 (0.2015) loss_giou_3_hybrid: 0.4415 (0.4362) loss_class_4_hybrid: 0.7611 (0.7837) loss_bbox_4_hybrid: 0.1853 (0.2016) loss_giou_4_hybrid: 0.4412 (0.4361) loss_class_enc_hybrid: 0.7918 (0.8108) loss_bbox_enc_hybrid: 0.2380 (0.2531) loss_giou_enc_hybrid: 0.5008 (0.5186) mem: 1030 max mem: 36965 [2024-01-15 07:00:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:01:49 det.util.engine] INFO: Epoch: [5] [2500/11727] eta: 2:46:08 lr: 0.000100 data_time: 0.0030 iter_time: 1.0416 loss: 28.4545 (27.8072) loss_class: 0.7726 (0.7835) loss_bbox: 0.1683 (0.1865) loss_giou: 0.4540 (0.4037) loss_class_0: 0.9422 (0.9881) loss_bbox_0: 0.1655 (0.1852) loss_giou_0: 0.4535 (0.4063) loss_class_1: 0.8221 (0.8538) loss_bbox_1: 0.1645 (0.1860) loss_giou_1: 0.4526 (0.4061) loss_class_2: 0.8161 (0.8136) loss_bbox_2: 0.1654 (0.1853) loss_giou_2: 0.4439 (0.4041) loss_class_3: 0.8063 (0.7936) loss_bbox_3: 0.1657 (0.1859) loss_giou_3: 0.4407 (0.4038) loss_class_4: 0.7761 (0.7851) loss_bbox_4: 0.1680 (0.1863) loss_giou_4: 0.4533 (0.4040) loss_class_enc: 0.8715 (0.9158) loss_bbox_enc: 0.1989 (0.2241) loss_giou_enc: 0.5203 (0.4639) loss_class_dn: 0.4072 (0.3976) loss_bbox_dn: 0.2446 (0.2905) loss_giou_dn: 0.4995 (0.4704) loss_class_dn_0: 0.4865 (0.4850) loss_bbox_dn_0: 0.3260 (0.3941) loss_giou_dn_0: 0.6357 (0.6013) loss_class_dn_1: 0.4339 (0.4258) loss_bbox_dn_1: 0.2635 (0.3138) loss_giou_dn_1: 0.5365 (0.4995) loss_class_dn_2: 0.4141 (0.4051) loss_bbox_dn_2: 0.2463 (0.2942) loss_giou_dn_2: 0.5059 (0.4761) loss_class_dn_3: 0.4068 (0.3988) loss_bbox_dn_3: 0.2445 (0.2912) loss_giou_dn_3: 0.5034 (0.4715) loss_class_dn_4: 0.4051 (0.3970) loss_bbox_dn_4: 0.2448 (0.2905) loss_giou_dn_4: 0.4995 (0.4702) loss_class_hybrid: 0.7676 (0.7836) loss_bbox_hybrid: 0.1828 (0.2017) loss_giou_hybrid: 0.4891 (0.4364) loss_class_0_hybrid: 0.8190 (0.8555) loss_bbox_0_hybrid: 0.1880 (0.2109) loss_giou_0_hybrid: 0.4952 (0.4544) loss_class_1_hybrid: 0.7916 (0.8122) loss_bbox_1_hybrid: 0.1868 (0.2050) loss_giou_1_hybrid: 0.4947 (0.4432) loss_class_2_hybrid: 0.7720 (0.7966) loss_bbox_2_hybrid: 0.1813 (0.2019) loss_giou_2_hybrid: 0.4869 (0.4380) loss_class_3_hybrid: 0.7648 (0.7875) loss_bbox_3_hybrid: 0.1794 (0.2015) loss_giou_3_hybrid: 0.4916 (0.4368) loss_class_4_hybrid: 0.7545 (0.7837) loss_bbox_4_hybrid: 0.1810 (0.2016) loss_giou_4_hybrid: 0.4877 (0.4366) loss_class_enc_hybrid: 0.7737 (0.8108) loss_bbox_enc_hybrid: 0.2251 (0.2530) loss_giou_enc_hybrid: 0.5714 (0.5189) mem: 1017 max mem: 36965 [2024-01-15 07:01:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:02:42 det.util.engine] INFO: Epoch: [5] [2550/11727] eta: 2:45:11 lr: 0.000100 data_time: 0.0028 iter_time: 1.0803 loss: 27.7536 (27.8183) loss_class: 0.7965 (0.7845) loss_bbox: 0.1806 (0.1864) loss_giou: 0.3998 (0.4034) loss_class_0: 0.9993 (0.9891) loss_bbox_0: 0.1825 (0.1851) loss_giou_0: 0.4079 (0.4062) loss_class_1: 0.8409 (0.8549) loss_bbox_1: 0.1836 (0.1859) loss_giou_1: 0.4212 (0.4058) loss_class_2: 0.8432 (0.8148) loss_bbox_2: 0.1775 (0.1851) loss_giou_2: 0.4047 (0.4038) loss_class_3: 0.8131 (0.7946) loss_bbox_3: 0.1817 (0.1858) loss_giou_3: 0.4003 (0.4035) loss_class_4: 0.8071 (0.7862) loss_bbox_4: 0.1808 (0.1862) loss_giou_4: 0.3996 (0.4037) loss_class_enc: 0.9386 (0.9164) loss_bbox_enc: 0.2211 (0.2241) loss_giou_enc: 0.4617 (0.4638) loss_class_dn: 0.4070 (0.3976) loss_bbox_dn: 0.3071 (0.2907) loss_giou_dn: 0.4845 (0.4704) loss_class_dn_0: 0.4919 (0.4851) loss_bbox_dn_0: 0.4186 (0.3944) loss_giou_dn_0: 0.6168 (0.6012) loss_class_dn_1: 0.4302 (0.4259) loss_bbox_dn_1: 0.3419 (0.3140) loss_giou_dn_1: 0.5095 (0.4994) loss_class_dn_2: 0.4109 (0.4052) loss_bbox_dn_2: 0.3162 (0.2944) loss_giou_dn_2: 0.4895 (0.4761) loss_class_dn_3: 0.4051 (0.3989) loss_bbox_dn_3: 0.3097 (0.2914) loss_giou_dn_3: 0.4843 (0.4715) loss_class_dn_4: 0.4026 (0.3971) loss_bbox_dn_4: 0.3070 (0.2907) loss_giou_dn_4: 0.4845 (0.4702) loss_class_hybrid: 0.8082 (0.7846) loss_bbox_hybrid: 0.2009 (0.2016) loss_giou_hybrid: 0.4355 (0.4363) loss_class_0_hybrid: 0.8630 (0.8563) loss_bbox_0_hybrid: 0.2170 (0.2109) loss_giou_0_hybrid: 0.4555 (0.4543) loss_class_1_hybrid: 0.8311 (0.8132) loss_bbox_1_hybrid: 0.2063 (0.2049) loss_giou_1_hybrid: 0.4461 (0.4431) loss_class_2_hybrid: 0.8054 (0.7975) loss_bbox_2_hybrid: 0.1987 (0.2018) loss_giou_2_hybrid: 0.4322 (0.4379) loss_class_3_hybrid: 0.8010 (0.7884) loss_bbox_3_hybrid: 0.2007 (0.2015) loss_giou_3_hybrid: 0.4348 (0.4366) loss_class_4_hybrid: 0.7859 (0.7846) loss_bbox_4_hybrid: 0.2026 (0.2015) loss_giou_4_hybrid: 0.4358 (0.4365) loss_class_enc_hybrid: 0.8491 (0.8114) loss_bbox_enc_hybrid: 0.2645 (0.2530) loss_giou_enc_hybrid: 0.5220 (0.5188) mem: 1028 max mem: 36965 [2024-01-15 07:02:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:03:36 det.util.engine] INFO: Epoch: [5] [2600/11727] eta: 2:44:16 lr: 0.000100 data_time: 0.0032 iter_time: 1.0459 loss: 27.6160 (27.8132) loss_class: 0.7647 (0.7842) loss_bbox: 0.1784 (0.1864) loss_giou: 0.3931 (0.4034) loss_class_0: 0.9461 (0.9886) loss_bbox_0: 0.1916 (0.1851) loss_giou_0: 0.3962 (0.4061) loss_class_1: 0.8397 (0.8545) loss_bbox_1: 0.1870 (0.1859) loss_giou_1: 0.3963 (0.4058) loss_class_2: 0.7950 (0.8144) loss_bbox_2: 0.1788 (0.1851) loss_giou_2: 0.3894 (0.4037) loss_class_3: 0.7747 (0.7943) loss_bbox_3: 0.1794 (0.1858) loss_giou_3: 0.3850 (0.4035) loss_class_4: 0.7662 (0.7859) loss_bbox_4: 0.1839 (0.1861) loss_giou_4: 0.3933 (0.4037) loss_class_enc: 0.9081 (0.9161) loss_bbox_enc: 0.2216 (0.2241) loss_giou_enc: 0.4421 (0.4637) loss_class_dn: 0.3918 (0.3975) loss_bbox_dn: 0.3013 (0.2909) loss_giou_dn: 0.4775 (0.4704) loss_class_dn_0: 0.4768 (0.4850) loss_bbox_dn_0: 0.4082 (0.3945) loss_giou_dn_0: 0.5965 (0.6012) loss_class_dn_1: 0.4140 (0.4258) loss_bbox_dn_1: 0.3328 (0.3142) loss_giou_dn_1: 0.5053 (0.4994) loss_class_dn_2: 0.4017 (0.4050) loss_bbox_dn_2: 0.2990 (0.2946) loss_giou_dn_2: 0.4889 (0.4761) loss_class_dn_3: 0.3964 (0.3988) loss_bbox_dn_3: 0.3020 (0.2916) loss_giou_dn_3: 0.4782 (0.4715) loss_class_dn_4: 0.3931 (0.3970) loss_bbox_dn_4: 0.3015 (0.2909) loss_giou_dn_4: 0.4775 (0.4702) loss_class_hybrid: 0.7813 (0.7843) loss_bbox_hybrid: 0.1941 (0.2015) loss_giou_hybrid: 0.3969 (0.4362) loss_class_0_hybrid: 0.8329 (0.8561) loss_bbox_0_hybrid: 0.2059 (0.2109) loss_giou_0_hybrid: 0.4332 (0.4542) loss_class_1_hybrid: 0.8035 (0.8130) loss_bbox_1_hybrid: 0.2019 (0.2049) loss_giou_1_hybrid: 0.4056 (0.4430) loss_class_2_hybrid: 0.7840 (0.7973) loss_bbox_2_hybrid: 0.1961 (0.2018) loss_giou_2_hybrid: 0.4001 (0.4377) loss_class_3_hybrid: 0.7865 (0.7882) loss_bbox_3_hybrid: 0.1959 (0.2014) loss_giou_3_hybrid: 0.3949 (0.4365) loss_class_4_hybrid: 0.7772 (0.7844) loss_bbox_4_hybrid: 0.1948 (0.2015) loss_giou_4_hybrid: 0.3954 (0.4363) loss_class_enc_hybrid: 0.7975 (0.8113) loss_bbox_enc_hybrid: 0.2565 (0.2531) loss_giou_enc_hybrid: 0.4951 (0.5187) mem: 1025 max mem: 36965 [2024-01-15 07:03:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:04:29 det.util.engine] INFO: Epoch: [5] [2650/11727] eta: 2:43:19 lr: 0.000100 data_time: 0.0029 iter_time: 1.0943 loss: 27.8229 (27.8080) loss_class: 0.7675 (0.7838) loss_bbox: 0.1773 (0.1864) loss_giou: 0.4080 (0.4036) loss_class_0: 0.9628 (0.9883) loss_bbox_0: 0.1651 (0.1850) loss_giou_0: 0.4144 (0.4062) loss_class_1: 0.8168 (0.8541) loss_bbox_1: 0.1687 (0.1859) loss_giou_1: 0.4239 (0.4059) loss_class_2: 0.8067 (0.8139) loss_bbox_2: 0.1765 (0.1851) loss_giou_2: 0.4107 (0.4039) loss_class_3: 0.7570 (0.7939) loss_bbox_3: 0.1765 (0.1858) loss_giou_3: 0.4160 (0.4037) loss_class_4: 0.7666 (0.7855) loss_bbox_4: 0.1772 (0.1861) loss_giou_4: 0.4081 (0.4039) loss_class_enc: 0.8834 (0.9156) loss_bbox_enc: 0.2129 (0.2241) loss_giou_enc: 0.4600 (0.4638) loss_class_dn: 0.3999 (0.3974) loss_bbox_dn: 0.2785 (0.2907) loss_giou_dn: 0.4687 (0.4703) loss_class_dn_0: 0.4773 (0.4850) loss_bbox_dn_0: 0.3791 (0.3943) loss_giou_dn_0: 0.6099 (0.6012) loss_class_dn_1: 0.4255 (0.4257) loss_bbox_dn_1: 0.3016 (0.3140) loss_giou_dn_1: 0.5137 (0.4994) loss_class_dn_2: 0.4056 (0.4050) loss_bbox_dn_2: 0.2848 (0.2944) loss_giou_dn_2: 0.4779 (0.4761) loss_class_dn_3: 0.3976 (0.3987) loss_bbox_dn_3: 0.2796 (0.2914) loss_giou_dn_3: 0.4690 (0.4715) loss_class_dn_4: 0.3972 (0.3969) loss_bbox_dn_4: 0.2785 (0.2907) loss_giou_dn_4: 0.4681 (0.4702) loss_class_hybrid: 0.7503 (0.7841) loss_bbox_hybrid: 0.1889 (0.2015) loss_giou_hybrid: 0.4405 (0.4363) loss_class_0_hybrid: 0.8188 (0.8558) loss_bbox_0_hybrid: 0.1949 (0.2108) loss_giou_0_hybrid: 0.4571 (0.4542) loss_class_1_hybrid: 0.7839 (0.8127) loss_bbox_1_hybrid: 0.1922 (0.2048) loss_giou_1_hybrid: 0.4490 (0.4431) loss_class_2_hybrid: 0.7716 (0.7970) loss_bbox_2_hybrid: 0.1991 (0.2018) loss_giou_2_hybrid: 0.4517 (0.4379) loss_class_3_hybrid: 0.7476 (0.7880) loss_bbox_3_hybrid: 0.1900 (0.2014) loss_giou_3_hybrid: 0.4430 (0.4366) loss_class_4_hybrid: 0.7534 (0.7842) loss_bbox_4_hybrid: 0.1871 (0.2015) loss_giou_4_hybrid: 0.4412 (0.4364) loss_class_enc_hybrid: 0.7836 (0.8111) loss_bbox_enc_hybrid: 0.2396 (0.2529) loss_giou_enc_hybrid: 0.5172 (0.5188) mem: 1034 max mem: 36965 [2024-01-15 07:04:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:05:23 det.util.engine] INFO: Epoch: [5] [2700/11727] eta: 2:42:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.1024 loss: 28.7296 (27.8009) loss_class: 0.7600 (0.7829) loss_bbox: 0.1833 (0.1864) loss_giou: 0.3895 (0.4039) loss_class_0: 0.9620 (0.9876) loss_bbox_0: 0.1820 (0.1850) loss_giou_0: 0.3968 (0.4065) loss_class_1: 0.8409 (0.8535) loss_bbox_1: 0.1822 (0.1859) loss_giou_1: 0.4096 (0.4062) loss_class_2: 0.7850 (0.8131) loss_bbox_2: 0.1764 (0.1851) loss_giou_2: 0.3935 (0.4041) loss_class_3: 0.7484 (0.7931) loss_bbox_3: 0.1805 (0.1858) loss_giou_3: 0.3867 (0.4040) loss_class_4: 0.7533 (0.7847) loss_bbox_4: 0.1795 (0.1862) loss_giou_4: 0.3914 (0.4042) loss_class_enc: 0.8974 (0.9151) loss_bbox_enc: 0.2205 (0.2240) loss_giou_enc: 0.4592 (0.4639) loss_class_dn: 0.3973 (0.3974) loss_bbox_dn: 0.2930 (0.2904) loss_giou_dn: 0.4776 (0.4703) loss_class_dn_0: 0.4755 (0.4850) loss_bbox_dn_0: 0.3828 (0.3940) loss_giou_dn_0: 0.6176 (0.6011) loss_class_dn_1: 0.4266 (0.4256) loss_bbox_dn_1: 0.3139 (0.3138) loss_giou_dn_1: 0.5048 (0.4994) loss_class_dn_2: 0.4101 (0.4049) loss_bbox_dn_2: 0.2927 (0.2942) loss_giou_dn_2: 0.4787 (0.4760) loss_class_dn_3: 0.4018 (0.3987) loss_bbox_dn_3: 0.2937 (0.2911) loss_giou_dn_3: 0.4797 (0.4714) loss_class_dn_4: 0.4007 (0.3969) loss_bbox_dn_4: 0.2930 (0.2904) loss_giou_dn_4: 0.4777 (0.4701) loss_class_hybrid: 0.7750 (0.7836) loss_bbox_hybrid: 0.2041 (0.2015) loss_giou_hybrid: 0.4248 (0.4364) loss_class_0_hybrid: 0.8429 (0.8554) loss_bbox_0_hybrid: 0.2201 (0.2108) loss_giou_0_hybrid: 0.4579 (0.4544) loss_class_1_hybrid: 0.7811 (0.8122) loss_bbox_1_hybrid: 0.2120 (0.2049) loss_giou_1_hybrid: 0.4317 (0.4432) loss_class_2_hybrid: 0.7797 (0.7965) loss_bbox_2_hybrid: 0.2042 (0.2018) loss_giou_2_hybrid: 0.4233 (0.4380) loss_class_3_hybrid: 0.7728 (0.7875) loss_bbox_3_hybrid: 0.1998 (0.2014) loss_giou_3_hybrid: 0.4263 (0.4368) loss_class_4_hybrid: 0.7745 (0.7837) loss_bbox_4_hybrid: 0.1998 (0.2015) loss_giou_4_hybrid: 0.4233 (0.4366) loss_class_enc_hybrid: 0.7604 (0.8107) loss_bbox_enc_hybrid: 0.2593 (0.2529) loss_giou_enc_hybrid: 0.5042 (0.5188) mem: 1033 max mem: 36965 [2024-01-15 07:05:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:06:17 det.util.engine] INFO: Epoch: [5] [2750/11727] eta: 2:41:32 lr: 0.000100 data_time: 0.0028 iter_time: 1.0758 loss: 27.1853 (27.7981) loss_class: 0.8073 (0.7832) loss_bbox: 0.1606 (0.1861) loss_giou: 0.3901 (0.4040) loss_class_0: 0.9612 (0.9876) loss_bbox_0: 0.1667 (0.1848) loss_giou_0: 0.3843 (0.4065) loss_class_1: 0.8182 (0.8537) loss_bbox_1: 0.1781 (0.1857) loss_giou_1: 0.3879 (0.4063) loss_class_2: 0.8068 (0.8134) loss_bbox_2: 0.1602 (0.1848) loss_giou_2: 0.3924 (0.4042) loss_class_3: 0.7906 (0.7932) loss_bbox_3: 0.1673 (0.1855) loss_giou_3: 0.3892 (0.4041) loss_class_4: 0.7704 (0.7850) loss_bbox_4: 0.1605 (0.1859) loss_giou_4: 0.3989 (0.4042) loss_class_enc: 0.9178 (0.9151) loss_bbox_enc: 0.2026 (0.2236) loss_giou_enc: 0.4573 (0.4640) loss_class_dn: 0.4085 (0.3975) loss_bbox_dn: 0.2509 (0.2901) loss_giou_dn: 0.4466 (0.4704) loss_class_dn_0: 0.4870 (0.4850) loss_bbox_dn_0: 0.3858 (0.3937) loss_giou_dn_0: 0.5988 (0.6012) loss_class_dn_1: 0.4317 (0.4257) loss_bbox_dn_1: 0.2791 (0.3135) loss_giou_dn_1: 0.4808 (0.4995) loss_class_dn_2: 0.4052 (0.4050) loss_bbox_dn_2: 0.2545 (0.2939) loss_giou_dn_2: 0.4541 (0.4761) loss_class_dn_3: 0.3988 (0.3987) loss_bbox_dn_3: 0.2529 (0.2908) loss_giou_dn_3: 0.4466 (0.4715) loss_class_dn_4: 0.4025 (0.3969) loss_bbox_dn_4: 0.2510 (0.2901) loss_giou_dn_4: 0.4466 (0.4702) loss_class_hybrid: 0.7872 (0.7837) loss_bbox_hybrid: 0.1728 (0.2012) loss_giou_hybrid: 0.4312 (0.4364) loss_class_0_hybrid: 0.8669 (0.8554) loss_bbox_0_hybrid: 0.1919 (0.2105) loss_giou_0_hybrid: 0.4538 (0.4544) loss_class_1_hybrid: 0.7946 (0.8124) loss_bbox_1_hybrid: 0.1813 (0.2045) loss_giou_1_hybrid: 0.4387 (0.4432) loss_class_2_hybrid: 0.7949 (0.7966) loss_bbox_2_hybrid: 0.1752 (0.2015) loss_giou_2_hybrid: 0.4357 (0.4380) loss_class_3_hybrid: 0.7995 (0.7876) loss_bbox_3_hybrid: 0.1742 (0.2011) loss_giou_3_hybrid: 0.4316 (0.4368) loss_class_4_hybrid: 0.7809 (0.7838) loss_bbox_4_hybrid: 0.1727 (0.2012) loss_giou_4_hybrid: 0.4317 (0.4366) loss_class_enc_hybrid: 0.8056 (0.8109) loss_bbox_enc_hybrid: 0.2399 (0.2525) loss_giou_enc_hybrid: 0.5210 (0.5188) mem: 1020 max mem: 36965 [2024-01-15 07:06:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:07:11 det.util.engine] INFO: Epoch: [5] [2800/11727] eta: 2:40:38 lr: 0.000100 data_time: 0.0029 iter_time: 1.0700 loss: 27.3991 (27.8021) loss_class: 0.7836 (0.7833) loss_bbox: 0.1612 (0.1860) loss_giou: 0.3888 (0.4042) loss_class_0: 0.9939 (0.9877) loss_bbox_0: 0.1656 (0.1847) loss_giou_0: 0.3966 (0.4068) loss_class_1: 0.8548 (0.8539) loss_bbox_1: 0.1643 (0.1856) loss_giou_1: 0.3842 (0.4065) loss_class_2: 0.8041 (0.8135) loss_bbox_2: 0.1663 (0.1847) loss_giou_2: 0.3887 (0.4044) loss_class_3: 0.7746 (0.7932) loss_bbox_3: 0.1695 (0.1854) loss_giou_3: 0.3831 (0.4043) loss_class_4: 0.7931 (0.7850) loss_bbox_4: 0.1613 (0.1858) loss_giou_4: 0.3884 (0.4045) loss_class_enc: 0.9283 (0.9152) loss_bbox_enc: 0.1939 (0.2235) loss_giou_enc: 0.4438 (0.4642) loss_class_dn: 0.3897 (0.3975) loss_bbox_dn: 0.2614 (0.2901) loss_giou_dn: 0.4563 (0.4705) loss_class_dn_0: 0.4897 (0.4850) loss_bbox_dn_0: 0.3453 (0.3936) loss_giou_dn_0: 0.5716 (0.6013) loss_class_dn_1: 0.4237 (0.4258) loss_bbox_dn_1: 0.2757 (0.3135) loss_giou_dn_1: 0.4914 (0.4996) loss_class_dn_2: 0.3962 (0.4051) loss_bbox_dn_2: 0.2627 (0.2939) loss_giou_dn_2: 0.4677 (0.4762) loss_class_dn_3: 0.3927 (0.3988) loss_bbox_dn_3: 0.2620 (0.2908) loss_giou_dn_3: 0.4588 (0.4716) loss_class_dn_4: 0.3903 (0.3970) loss_bbox_dn_4: 0.2614 (0.2901) loss_giou_dn_4: 0.4564 (0.4704) loss_class_hybrid: 0.7841 (0.7837) loss_bbox_hybrid: 0.1811 (0.2011) loss_giou_hybrid: 0.4010 (0.4368) loss_class_0_hybrid: 0.8528 (0.8554) loss_bbox_0_hybrid: 0.1989 (0.2104) loss_giou_0_hybrid: 0.4111 (0.4548) loss_class_1_hybrid: 0.8309 (0.8123) loss_bbox_1_hybrid: 0.1928 (0.2044) loss_giou_1_hybrid: 0.4147 (0.4436) loss_class_2_hybrid: 0.7909 (0.7966) loss_bbox_2_hybrid: 0.1894 (0.2014) loss_giou_2_hybrid: 0.4032 (0.4384) loss_class_3_hybrid: 0.7947 (0.7875) loss_bbox_3_hybrid: 0.1858 (0.2010) loss_giou_3_hybrid: 0.4030 (0.4372) loss_class_4_hybrid: 0.7868 (0.7838) loss_bbox_4_hybrid: 0.1888 (0.2011) loss_giou_4_hybrid: 0.4009 (0.4370) loss_class_enc_hybrid: 0.8002 (0.8109) loss_bbox_enc_hybrid: 0.2412 (0.2524) loss_giou_enc_hybrid: 0.4827 (0.5192) mem: 1024 max mem: 36965 [2024-01-15 07:07:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:08:04 det.util.engine] INFO: Epoch: [5] [2850/11727] eta: 2:39:41 lr: 0.000100 data_time: 0.0027 iter_time: 1.0525 loss: 26.2613 (27.7852) loss_class: 0.7133 (0.7828) loss_bbox: 0.1585 (0.1858) loss_giou: 0.3686 (0.4042) loss_class_0: 0.9020 (0.9870) loss_bbox_0: 0.1459 (0.1844) loss_giou_0: 0.3702 (0.4067) loss_class_1: 0.8118 (0.8534) loss_bbox_1: 0.1459 (0.1853) loss_giou_1: 0.3548 (0.4064) loss_class_2: 0.7723 (0.8131) loss_bbox_2: 0.1465 (0.1845) loss_giou_2: 0.3606 (0.4044) loss_class_3: 0.7296 (0.7927) loss_bbox_3: 0.1535 (0.1853) loss_giou_3: 0.3698 (0.4043) loss_class_4: 0.7186 (0.7845) loss_bbox_4: 0.1555 (0.1856) loss_giou_4: 0.3571 (0.4044) loss_class_enc: 0.8393 (0.9146) loss_bbox_enc: 0.1879 (0.2233) loss_giou_enc: 0.4400 (0.4641) loss_class_dn: 0.4013 (0.3976) loss_bbox_dn: 0.2240 (0.2895) loss_giou_dn: 0.4224 (0.4701) loss_class_dn_0: 0.4797 (0.4851) loss_bbox_dn_0: 0.3336 (0.3929) loss_giou_dn_0: 0.5640 (0.6010) loss_class_dn_1: 0.4227 (0.4258) loss_bbox_dn_1: 0.2439 (0.3128) loss_giou_dn_1: 0.4521 (0.4993) loss_class_dn_2: 0.4077 (0.4051) loss_bbox_dn_2: 0.2232 (0.2932) loss_giou_dn_2: 0.4306 (0.4759) loss_class_dn_3: 0.4007 (0.3988) loss_bbox_dn_3: 0.2237 (0.2902) loss_giou_dn_3: 0.4253 (0.4713) loss_class_dn_4: 0.3982 (0.3970) loss_bbox_dn_4: 0.2240 (0.2895) loss_giou_dn_4: 0.4221 (0.4700) loss_class_hybrid: 0.7311 (0.7834) loss_bbox_hybrid: 0.1615 (0.2008) loss_giou_hybrid: 0.3754 (0.4367) loss_class_0_hybrid: 0.7884 (0.8550) loss_bbox_0_hybrid: 0.1696 (0.2101) loss_giou_0_hybrid: 0.3980 (0.4546) loss_class_1_hybrid: 0.7328 (0.8119) loss_bbox_1_hybrid: 0.1670 (0.2041) loss_giou_1_hybrid: 0.3799 (0.4435) loss_class_2_hybrid: 0.7079 (0.7962) loss_bbox_2_hybrid: 0.1646 (0.2011) loss_giou_2_hybrid: 0.3830 (0.4383) loss_class_3_hybrid: 0.7145 (0.7871) loss_bbox_3_hybrid: 0.1630 (0.2008) loss_giou_3_hybrid: 0.3722 (0.4371) loss_class_4_hybrid: 0.7104 (0.7834) loss_bbox_4_hybrid: 0.1629 (0.2008) loss_giou_4_hybrid: 0.3794 (0.4369) loss_class_enc_hybrid: 0.7323 (0.8105) loss_bbox_enc_hybrid: 0.2136 (0.2521) loss_giou_enc_hybrid: 0.4645 (0.5191) mem: 1028 max mem: 36965 [2024-01-15 07:08:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:08:56 det.util.engine] INFO: Epoch: [5] [2900/11727] eta: 2:38:42 lr: 0.000100 data_time: 0.0035 iter_time: 1.0252 loss: 27.0787 (27.7751) loss_class: 0.7250 (0.7826) loss_bbox: 0.1847 (0.1859) loss_giou: 0.3640 (0.4037) loss_class_0: 0.9293 (0.9871) loss_bbox_0: 0.1813 (0.1845) loss_giou_0: 0.3702 (0.4062) loss_class_1: 0.8425 (0.8533) loss_bbox_1: 0.1785 (0.1854) loss_giou_1: 0.3562 (0.4059) loss_class_2: 0.7612 (0.8129) loss_bbox_2: 0.1810 (0.1846) loss_giou_2: 0.3573 (0.4039) loss_class_3: 0.7463 (0.7925) loss_bbox_3: 0.1787 (0.1854) loss_giou_3: 0.3572 (0.4038) loss_class_4: 0.7310 (0.7843) loss_bbox_4: 0.1845 (0.1857) loss_giou_4: 0.3637 (0.4039) loss_class_enc: 0.8822 (0.9147) loss_bbox_enc: 0.2279 (0.2233) loss_giou_enc: 0.4215 (0.4636) loss_class_dn: 0.3834 (0.3974) loss_bbox_dn: 0.2621 (0.2897) loss_giou_dn: 0.4353 (0.4697) loss_class_dn_0: 0.4794 (0.4851) loss_bbox_dn_0: 0.3901 (0.3932) loss_giou_dn_0: 0.5966 (0.6006) loss_class_dn_1: 0.4137 (0.4256) loss_bbox_dn_1: 0.2842 (0.3130) loss_giou_dn_1: 0.4731 (0.4988) loss_class_dn_2: 0.3927 (0.4049) loss_bbox_dn_2: 0.2627 (0.2934) loss_giou_dn_2: 0.4419 (0.4754) loss_class_dn_3: 0.3859 (0.3986) loss_bbox_dn_3: 0.2624 (0.2904) loss_giou_dn_3: 0.4370 (0.4708) loss_class_dn_4: 0.3835 (0.3968) loss_bbox_dn_4: 0.2622 (0.2897) loss_giou_dn_4: 0.4350 (0.4695) loss_class_hybrid: 0.7387 (0.7835) loss_bbox_hybrid: 0.1970 (0.2008) loss_giou_hybrid: 0.3837 (0.4360) loss_class_0_hybrid: 0.8381 (0.8552) loss_bbox_0_hybrid: 0.2074 (0.2101) loss_giou_0_hybrid: 0.3938 (0.4539) loss_class_1_hybrid: 0.7857 (0.8120) loss_bbox_1_hybrid: 0.2023 (0.2041) loss_giou_1_hybrid: 0.3903 (0.4428) loss_class_2_hybrid: 0.7495 (0.7963) loss_bbox_2_hybrid: 0.1972 (0.2011) loss_giou_2_hybrid: 0.3894 (0.4376) loss_class_3_hybrid: 0.7318 (0.7872) loss_bbox_3_hybrid: 0.1964 (0.2008) loss_giou_3_hybrid: 0.3838 (0.4364) loss_class_4_hybrid: 0.7240 (0.7836) loss_bbox_4_hybrid: 0.1970 (0.2008) loss_giou_4_hybrid: 0.3852 (0.4362) loss_class_enc_hybrid: 0.8038 (0.8107) loss_bbox_enc_hybrid: 0.2520 (0.2521) loss_giou_enc_hybrid: 0.4668 (0.5183) mem: 1012 max mem: 36965 [2024-01-15 07:08:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:09:50 det.util.engine] INFO: Epoch: [5] [2950/11727] eta: 2:37:49 lr: 0.000100 data_time: 0.0028 iter_time: 1.0641 loss: 27.9447 (27.7704) loss_class: 0.7729 (0.7826) loss_bbox: 0.1901 (0.1859) loss_giou: 0.3766 (0.4035) loss_class_0: 0.9611 (0.9866) loss_bbox_0: 0.1928 (0.1846) loss_giou_0: 0.3979 (0.4061) loss_class_1: 0.8048 (0.8531) loss_bbox_1: 0.1980 (0.1854) loss_giou_1: 0.3878 (0.4057) loss_class_2: 0.7769 (0.8130) loss_bbox_2: 0.1943 (0.1846) loss_giou_2: 0.3753 (0.4037) loss_class_3: 0.7766 (0.7925) loss_bbox_3: 0.1897 (0.1854) loss_giou_3: 0.3774 (0.4036) loss_class_4: 0.7746 (0.7842) loss_bbox_4: 0.1914 (0.1857) loss_giou_4: 0.3756 (0.4037) loss_class_enc: 0.8688 (0.9144) loss_bbox_enc: 0.2375 (0.2234) loss_giou_enc: 0.4514 (0.4635) loss_class_dn: 0.3952 (0.3973) loss_bbox_dn: 0.2945 (0.2898) loss_giou_dn: 0.4676 (0.4695) loss_class_dn_0: 0.4785 (0.4851) loss_bbox_dn_0: 0.3696 (0.3932) loss_giou_dn_0: 0.5900 (0.6004) loss_class_dn_1: 0.4219 (0.4256) loss_bbox_dn_1: 0.3175 (0.3131) loss_giou_dn_1: 0.4993 (0.4986) loss_class_dn_2: 0.3981 (0.4049) loss_bbox_dn_2: 0.2938 (0.2935) loss_giou_dn_2: 0.4729 (0.4752) loss_class_dn_3: 0.3949 (0.3986) loss_bbox_dn_3: 0.2934 (0.2904) loss_giou_dn_3: 0.4695 (0.4706) loss_class_dn_4: 0.3960 (0.3968) loss_bbox_dn_4: 0.2945 (0.2898) loss_giou_dn_4: 0.4675 (0.4694) loss_class_hybrid: 0.7590 (0.7835) loss_bbox_hybrid: 0.2093 (0.2009) loss_giou_hybrid: 0.4152 (0.4358) loss_class_0_hybrid: 0.8201 (0.8550) loss_bbox_0_hybrid: 0.2166 (0.2101) loss_giou_0_hybrid: 0.4363 (0.4537) loss_class_1_hybrid: 0.7934 (0.8119) loss_bbox_1_hybrid: 0.2165 (0.2042) loss_giou_1_hybrid: 0.4191 (0.4425) loss_class_2_hybrid: 0.7647 (0.7962) loss_bbox_2_hybrid: 0.2048 (0.2011) loss_giou_2_hybrid: 0.4184 (0.4374) loss_class_3_hybrid: 0.7545 (0.7871) loss_bbox_3_hybrid: 0.2055 (0.2008) loss_giou_3_hybrid: 0.4144 (0.4362) loss_class_4_hybrid: 0.7598 (0.7835) loss_bbox_4_hybrid: 0.2091 (0.2008) loss_giou_4_hybrid: 0.4142 (0.4360) loss_class_enc_hybrid: 0.7885 (0.8107) loss_bbox_enc_hybrid: 0.2653 (0.2521) loss_giou_enc_hybrid: 0.4788 (0.5181) mem: 1022 max mem: 36965 [2024-01-15 07:09:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:10:43 det.util.engine] INFO: Epoch: [5] [3000/11727] eta: 2:36:52 lr: 0.000100 data_time: 0.0030 iter_time: 1.0417 loss: 27.8909 (27.7740) loss_class: 0.7752 (0.7829) loss_bbox: 0.1691 (0.1860) loss_giou: 0.4161 (0.4035) loss_class_0: 0.9727 (0.9866) loss_bbox_0: 0.1706 (0.1847) loss_giou_0: 0.4126 (0.4062) loss_class_1: 0.8436 (0.8533) loss_bbox_1: 0.1734 (0.1855) loss_giou_1: 0.4086 (0.4057) loss_class_2: 0.8368 (0.8134) loss_bbox_2: 0.1692 (0.1846) loss_giou_2: 0.3998 (0.4036) loss_class_3: 0.8182 (0.7929) loss_bbox_3: 0.1678 (0.1854) loss_giou_3: 0.4053 (0.4035) loss_class_4: 0.7787 (0.7846) loss_bbox_4: 0.1691 (0.1857) loss_giou_4: 0.4164 (0.4037) loss_class_enc: 0.8796 (0.9147) loss_bbox_enc: 0.2236 (0.2234) loss_giou_enc: 0.4656 (0.4635) loss_class_dn: 0.3920 (0.3973) loss_bbox_dn: 0.2797 (0.2898) loss_giou_dn: 0.4763 (0.4695) loss_class_dn_0: 0.4790 (0.4851) loss_bbox_dn_0: 0.3701 (0.3932) loss_giou_dn_0: 0.6143 (0.6003) loss_class_dn_1: 0.4179 (0.4256) loss_bbox_dn_1: 0.3032 (0.3131) loss_giou_dn_1: 0.5101 (0.4986) loss_class_dn_2: 0.4039 (0.4049) loss_bbox_dn_2: 0.2780 (0.2935) loss_giou_dn_2: 0.4803 (0.4752) loss_class_dn_3: 0.3958 (0.3986) loss_bbox_dn_3: 0.2785 (0.2905) loss_giou_dn_3: 0.4774 (0.4706) loss_class_dn_4: 0.3914 (0.3968) loss_bbox_dn_4: 0.2796 (0.2898) loss_giou_dn_4: 0.4763 (0.4694) loss_class_hybrid: 0.8088 (0.7837) loss_bbox_hybrid: 0.1815 (0.2009) loss_giou_hybrid: 0.4461 (0.4357) loss_class_0_hybrid: 0.8789 (0.8552) loss_bbox_0_hybrid: 0.1954 (0.2101) loss_giou_0_hybrid: 0.4798 (0.4536) loss_class_1_hybrid: 0.8289 (0.8122) loss_bbox_1_hybrid: 0.1843 (0.2042) loss_giou_1_hybrid: 0.4590 (0.4424) loss_class_2_hybrid: 0.8231 (0.7965) loss_bbox_2_hybrid: 0.1806 (0.2011) loss_giou_2_hybrid: 0.4525 (0.4373) loss_class_3_hybrid: 0.8128 (0.7874) loss_bbox_3_hybrid: 0.1788 (0.2008) loss_giou_3_hybrid: 0.4483 (0.4361) loss_class_4_hybrid: 0.8057 (0.7838) loss_bbox_4_hybrid: 0.1805 (0.2008) loss_giou_4_hybrid: 0.4487 (0.4359) loss_class_enc_hybrid: 0.8244 (0.8110) loss_bbox_enc_hybrid: 0.2345 (0.2521) loss_giou_enc_hybrid: 0.5382 (0.5181) mem: 1016 max mem: 36965 [2024-01-15 07:10:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:11:38 det.util.engine] INFO: Epoch: [5] [3050/11727] eta: 2:36:01 lr: 0.000100 data_time: 0.0031 iter_time: 1.1089 loss: 26.7323 (27.7616) loss_class: 0.7537 (0.7824) loss_bbox: 0.1864 (0.1859) loss_giou: 0.3997 (0.4034) loss_class_0: 0.9358 (0.9861) loss_bbox_0: 0.1752 (0.1845) loss_giou_0: 0.3901 (0.4061) loss_class_1: 0.7921 (0.8527) loss_bbox_1: 0.1895 (0.1855) loss_giou_1: 0.3996 (0.4057) loss_class_2: 0.7731 (0.8129) loss_bbox_2: 0.1827 (0.1845) loss_giou_2: 0.4033 (0.4035) loss_class_3: 0.7614 (0.7926) loss_bbox_3: 0.1865 (0.1853) loss_giou_3: 0.3995 (0.4034) loss_class_4: 0.7583 (0.7841) loss_bbox_4: 0.1865 (0.1856) loss_giou_4: 0.3992 (0.4036) loss_class_enc: 0.9143 (0.9146) loss_bbox_enc: 0.2027 (0.2232) loss_giou_enc: 0.4338 (0.4634) loss_class_dn: 0.3845 (0.3972) loss_bbox_dn: 0.2580 (0.2895) loss_giou_dn: 0.4626 (0.4694) loss_class_dn_0: 0.4743 (0.4851) loss_bbox_dn_0: 0.3779 (0.3928) loss_giou_dn_0: 0.6043 (0.6003) loss_class_dn_1: 0.4117 (0.4254) loss_bbox_dn_1: 0.2808 (0.3128) loss_giou_dn_1: 0.4858 (0.4985) loss_class_dn_2: 0.3918 (0.4047) loss_bbox_dn_2: 0.2628 (0.2932) loss_giou_dn_2: 0.4653 (0.4751) loss_class_dn_3: 0.3880 (0.3985) loss_bbox_dn_3: 0.2596 (0.2902) loss_giou_dn_3: 0.4639 (0.4705) loss_class_dn_4: 0.3859 (0.3967) loss_bbox_dn_4: 0.2582 (0.2895) loss_giou_dn_4: 0.4627 (0.4692) loss_class_hybrid: 0.7345 (0.7834) loss_bbox_hybrid: 0.1877 (0.2007) loss_giou_hybrid: 0.4269 (0.4356) loss_class_0_hybrid: 0.8057 (0.8548) loss_bbox_0_hybrid: 0.1954 (0.2099) loss_giou_0_hybrid: 0.4460 (0.4535) loss_class_1_hybrid: 0.7495 (0.8117) loss_bbox_1_hybrid: 0.1913 (0.2040) loss_giou_1_hybrid: 0.4335 (0.4424) loss_class_2_hybrid: 0.7454 (0.7960) loss_bbox_2_hybrid: 0.1956 (0.2010) loss_giou_2_hybrid: 0.4327 (0.4373) loss_class_3_hybrid: 0.7420 (0.7870) loss_bbox_3_hybrid: 0.1877 (0.2007) loss_giou_3_hybrid: 0.4299 (0.4360) loss_class_4_hybrid: 0.7331 (0.7834) loss_bbox_4_hybrid: 0.1883 (0.2007) loss_giou_4_hybrid: 0.4320 (0.4358) loss_class_enc_hybrid: 0.7652 (0.8106) loss_bbox_enc_hybrid: 0.2527 (0.2519) loss_giou_enc_hybrid: 0.5018 (0.5180) mem: 1021 max mem: 36965 [2024-01-15 07:11:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:12:32 det.util.engine] INFO: Epoch: [5] [3100/11727] eta: 2:35:06 lr: 0.000100 data_time: 0.0029 iter_time: 1.0889 loss: 28.5865 (27.7691) loss_class: 0.7823 (0.7824) loss_bbox: 0.1942 (0.1859) loss_giou: 0.4331 (0.4038) loss_class_0: 0.9542 (0.9861) loss_bbox_0: 0.1988 (0.1845) loss_giou_0: 0.4415 (0.4064) loss_class_1: 0.8350 (0.8529) loss_bbox_1: 0.2043 (0.1856) loss_giou_1: 0.4502 (0.4061) loss_class_2: 0.8076 (0.8129) loss_bbox_2: 0.2052 (0.1845) loss_giou_2: 0.4405 (0.4039) loss_class_3: 0.8026 (0.7926) loss_bbox_3: 0.1928 (0.1853) loss_giou_3: 0.4306 (0.4037) loss_class_4: 0.7748 (0.7842) loss_bbox_4: 0.1921 (0.1856) loss_giou_4: 0.4287 (0.4039) loss_class_enc: 0.9134 (0.9146) loss_bbox_enc: 0.2298 (0.2232) loss_giou_enc: 0.4831 (0.4637) loss_class_dn: 0.3930 (0.3972) loss_bbox_dn: 0.2796 (0.2894) loss_giou_dn: 0.4942 (0.4696) loss_class_dn_0: 0.4791 (0.4850) loss_bbox_dn_0: 0.3763 (0.3927) loss_giou_dn_0: 0.6219 (0.6004) loss_class_dn_1: 0.4204 (0.4255) loss_bbox_dn_1: 0.2961 (0.3127) loss_giou_dn_1: 0.5243 (0.4987) loss_class_dn_2: 0.4022 (0.4048) loss_bbox_dn_2: 0.2830 (0.2931) loss_giou_dn_2: 0.4992 (0.4753) loss_class_dn_3: 0.3971 (0.3985) loss_bbox_dn_3: 0.2788 (0.2901) loss_giou_dn_3: 0.4954 (0.4707) loss_class_dn_4: 0.3922 (0.3967) loss_bbox_dn_4: 0.2796 (0.2894) loss_giou_dn_4: 0.4935 (0.4694) loss_class_hybrid: 0.7752 (0.7833) loss_bbox_hybrid: 0.2141 (0.2009) loss_giou_hybrid: 0.4503 (0.4361) loss_class_0_hybrid: 0.8242 (0.8547) loss_bbox_0_hybrid: 0.2290 (0.2101) loss_giou_0_hybrid: 0.4730 (0.4539) loss_class_1_hybrid: 0.7967 (0.8117) loss_bbox_1_hybrid: 0.2138 (0.2042) loss_giou_1_hybrid: 0.4572 (0.4428) loss_class_2_hybrid: 0.7801 (0.7959) loss_bbox_2_hybrid: 0.2108 (0.2011) loss_giou_2_hybrid: 0.4533 (0.4377) loss_class_3_hybrid: 0.7835 (0.7869) loss_bbox_3_hybrid: 0.2139 (0.2008) loss_giou_3_hybrid: 0.4559 (0.4365) loss_class_4_hybrid: 0.7855 (0.7833) loss_bbox_4_hybrid: 0.2160 (0.2008) loss_giou_4_hybrid: 0.4518 (0.4363) loss_class_enc_hybrid: 0.8278 (0.8106) loss_bbox_enc_hybrid: 0.2612 (0.2520) loss_giou_enc_hybrid: 0.5258 (0.5184) mem: 1031 max mem: 36965 [2024-01-15 07:12:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:13:26 det.util.engine] INFO: Epoch: [5] [3150/11727] eta: 2:34:12 lr: 0.000100 data_time: 0.0028 iter_time: 1.0911 loss: 27.4678 (27.7653) loss_class: 0.7474 (0.7820) loss_bbox: 0.1959 (0.1860) loss_giou: 0.4205 (0.4039) loss_class_0: 0.9568 (0.9858) loss_bbox_0: 0.1857 (0.1846) loss_giou_0: 0.3961 (0.4065) loss_class_1: 0.8321 (0.8524) loss_bbox_1: 0.1885 (0.1856) loss_giou_1: 0.4312 (0.4061) loss_class_2: 0.7907 (0.8127) loss_bbox_2: 0.1843 (0.1846) loss_giou_2: 0.4146 (0.4039) loss_class_3: 0.7595 (0.7923) loss_bbox_3: 0.1957 (0.1854) loss_giou_3: 0.4170 (0.4038) loss_class_4: 0.7698 (0.7838) loss_bbox_4: 0.1942 (0.1857) loss_giou_4: 0.4168 (0.4040) loss_class_enc: 0.9226 (0.9144) loss_bbox_enc: 0.2275 (0.2233) loss_giou_enc: 0.4783 (0.4637) loss_class_dn: 0.3947 (0.3971) loss_bbox_dn: 0.2739 (0.2893) loss_giou_dn: 0.4868 (0.4694) loss_class_dn_0: 0.4817 (0.4850) loss_bbox_dn_0: 0.3692 (0.3926) loss_giou_dn_0: 0.5974 (0.6003) loss_class_dn_1: 0.4157 (0.4254) loss_bbox_dn_1: 0.2855 (0.3125) loss_giou_dn_1: 0.5053 (0.4985) loss_class_dn_2: 0.3987 (0.4047) loss_bbox_dn_2: 0.2734 (0.2930) loss_giou_dn_2: 0.4918 (0.4751) loss_class_dn_3: 0.3947 (0.3985) loss_bbox_dn_3: 0.2704 (0.2899) loss_giou_dn_3: 0.4864 (0.4705) loss_class_dn_4: 0.3939 (0.3967) loss_bbox_dn_4: 0.2739 (0.2893) loss_giou_dn_4: 0.4864 (0.4693) loss_class_hybrid: 0.7812 (0.7830) loss_bbox_hybrid: 0.2095 (0.2010) loss_giou_hybrid: 0.4446 (0.4362) loss_class_0_hybrid: 0.8303 (0.8545) loss_bbox_0_hybrid: 0.2138 (0.2101) loss_giou_0_hybrid: 0.4523 (0.4540) loss_class_1_hybrid: 0.7965 (0.8115) loss_bbox_1_hybrid: 0.2067 (0.2042) loss_giou_1_hybrid: 0.4565 (0.4429) loss_class_2_hybrid: 0.7960 (0.7957) loss_bbox_2_hybrid: 0.2066 (0.2012) loss_giou_2_hybrid: 0.4474 (0.4378) loss_class_3_hybrid: 0.7853 (0.7866) loss_bbox_3_hybrid: 0.2064 (0.2009) loss_giou_3_hybrid: 0.4429 (0.4366) loss_class_4_hybrid: 0.7758 (0.7831) loss_bbox_4_hybrid: 0.2071 (0.2009) loss_giou_4_hybrid: 0.4457 (0.4364) loss_class_enc_hybrid: 0.7877 (0.8104) loss_bbox_enc_hybrid: 0.2477 (0.2521) loss_giou_enc_hybrid: 0.5170 (0.5185) mem: 1022 max mem: 36965 [2024-01-15 07:13:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:14:19 det.util.engine] INFO: Epoch: [5] [3200/11727] eta: 2:33:16 lr: 0.000100 data_time: 0.0027 iter_time: 1.0363 loss: 28.7187 (27.7646) loss_class: 0.7826 (0.7820) loss_bbox: 0.1904 (0.1860) loss_giou: 0.3994 (0.4039) loss_class_0: 0.9690 (0.9857) loss_bbox_0: 0.1829 (0.1846) loss_giou_0: 0.4088 (0.4065) loss_class_1: 0.8495 (0.8525) loss_bbox_1: 0.1780 (0.1856) loss_giou_1: 0.4006 (0.4061) loss_class_2: 0.8122 (0.8128) loss_bbox_2: 0.1833 (0.1845) loss_giou_2: 0.3987 (0.4039) loss_class_3: 0.8379 (0.7924) loss_bbox_3: 0.1792 (0.1853) loss_giou_3: 0.3981 (0.4038) loss_class_4: 0.8148 (0.7837) loss_bbox_4: 0.1955 (0.1857) loss_giou_4: 0.3993 (0.4040) loss_class_enc: 0.9203 (0.9147) loss_bbox_enc: 0.2110 (0.2232) loss_giou_enc: 0.4620 (0.4637) loss_class_dn: 0.3959 (0.3972) loss_bbox_dn: 0.2742 (0.2892) loss_giou_dn: 0.4723 (0.4694) loss_class_dn_0: 0.4847 (0.4850) loss_bbox_dn_0: 0.3613 (0.3925) loss_giou_dn_0: 0.6033 (0.6002) loss_class_dn_1: 0.4328 (0.4254) loss_bbox_dn_1: 0.3015 (0.3125) loss_giou_dn_1: 0.5059 (0.4985) loss_class_dn_2: 0.4075 (0.4047) loss_bbox_dn_2: 0.2771 (0.2929) loss_giou_dn_2: 0.4793 (0.4751) loss_class_dn_3: 0.3981 (0.3985) loss_bbox_dn_3: 0.2762 (0.2899) loss_giou_dn_3: 0.4750 (0.4705) loss_class_dn_4: 0.3976 (0.3967) loss_bbox_dn_4: 0.2741 (0.2892) loss_giou_dn_4: 0.4720 (0.4692) loss_class_hybrid: 0.7865 (0.7832) loss_bbox_hybrid: 0.1946 (0.2008) loss_giou_hybrid: 0.4395 (0.4362) loss_class_0_hybrid: 0.8601 (0.8544) loss_bbox_0_hybrid: 0.1958 (0.2100) loss_giou_0_hybrid: 0.4498 (0.4540) loss_class_1_hybrid: 0.8508 (0.8115) loss_bbox_1_hybrid: 0.1899 (0.2041) loss_giou_1_hybrid: 0.4437 (0.4429) loss_class_2_hybrid: 0.8006 (0.7958) loss_bbox_2_hybrid: 0.1933 (0.2011) loss_giou_2_hybrid: 0.4441 (0.4378) loss_class_3_hybrid: 0.8130 (0.7868) loss_bbox_3_hybrid: 0.1915 (0.2008) loss_giou_3_hybrid: 0.4441 (0.4366) loss_class_4_hybrid: 0.7955 (0.7832) loss_bbox_4_hybrid: 0.1948 (0.2008) loss_giou_4_hybrid: 0.4452 (0.4364) loss_class_enc_hybrid: 0.8298 (0.8105) loss_bbox_enc_hybrid: 0.2387 (0.2520) loss_giou_enc_hybrid: 0.5024 (0.5185) mem: 1018 max mem: 36965 [2024-01-15 07:14:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:15:14 det.util.engine] INFO: Epoch: [5] [3250/11727] eta: 2:32:24 lr: 0.000100 data_time: 0.0031 iter_time: 1.0641 loss: 26.3679 (27.7587) loss_class: 0.7231 (0.7817) loss_bbox: 0.1641 (0.1860) loss_giou: 0.3990 (0.4037) loss_class_0: 0.9162 (0.9856) loss_bbox_0: 0.1684 (0.1846) loss_giou_0: 0.4142 (0.4063) loss_class_1: 0.8051 (0.8522) loss_bbox_1: 0.1755 (0.1857) loss_giou_1: 0.3841 (0.4060) loss_class_2: 0.7540 (0.8126) loss_bbox_2: 0.1682 (0.1846) loss_giou_2: 0.4018 (0.4037) loss_class_3: 0.7289 (0.7922) loss_bbox_3: 0.1673 (0.1854) loss_giou_3: 0.3970 (0.4035) loss_class_4: 0.7213 (0.7835) loss_bbox_4: 0.1632 (0.1858) loss_giou_4: 0.3979 (0.4038) loss_class_enc: 0.8138 (0.9147) loss_bbox_enc: 0.2054 (0.2231) loss_giou_enc: 0.4658 (0.4635) loss_class_dn: 0.3879 (0.3971) loss_bbox_dn: 0.2066 (0.2893) loss_giou_dn: 0.4467 (0.4692) loss_class_dn_0: 0.4861 (0.4850) loss_bbox_dn_0: 0.3366 (0.3927) loss_giou_dn_0: 0.5893 (0.6001) loss_class_dn_1: 0.4209 (0.4253) loss_bbox_dn_1: 0.2347 (0.3126) loss_giou_dn_1: 0.4949 (0.4983) loss_class_dn_2: 0.4047 (0.4047) loss_bbox_dn_2: 0.2078 (0.2930) loss_giou_dn_2: 0.4603 (0.4749) loss_class_dn_3: 0.3931 (0.3984) loss_bbox_dn_3: 0.2059 (0.2900) loss_giou_dn_3: 0.4492 (0.4703) loss_class_dn_4: 0.3888 (0.3966) loss_bbox_dn_4: 0.2065 (0.2893) loss_giou_dn_4: 0.4467 (0.4690) loss_class_hybrid: 0.7113 (0.7830) loss_bbox_hybrid: 0.1768 (0.2008) loss_giou_hybrid: 0.4539 (0.4359) loss_class_0_hybrid: 0.7802 (0.8544) loss_bbox_0_hybrid: 0.1853 (0.2100) loss_giou_0_hybrid: 0.4574 (0.4538) loss_class_1_hybrid: 0.7455 (0.8115) loss_bbox_1_hybrid: 0.1809 (0.2041) loss_giou_1_hybrid: 0.4561 (0.4427) loss_class_2_hybrid: 0.7110 (0.7957) loss_bbox_2_hybrid: 0.1768 (0.2011) loss_giou_2_hybrid: 0.4530 (0.4376) loss_class_3_hybrid: 0.7084 (0.7867) loss_bbox_3_hybrid: 0.1783 (0.2008) loss_giou_3_hybrid: 0.4521 (0.4363) loss_class_4_hybrid: 0.7101 (0.7831) loss_bbox_4_hybrid: 0.1770 (0.2008) loss_giou_4_hybrid: 0.4507 (0.4361) loss_class_enc_hybrid: 0.7234 (0.8106) loss_bbox_enc_hybrid: 0.2200 (0.2519) loss_giou_enc_hybrid: 0.5207 (0.5182) mem: 1016 max mem: 36965 [2024-01-15 07:15:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:16:07 det.util.engine] INFO: Epoch: [5] [3300/11727] eta: 2:31:28 lr: 0.000100 data_time: 0.0027 iter_time: 1.0397 loss: 27.5537 (27.7612) loss_class: 0.7875 (0.7815) loss_bbox: 0.2137 (0.1862) loss_giou: 0.4075 (0.4040) loss_class_0: 1.0046 (0.9855) loss_bbox_0: 0.2023 (0.1846) loss_giou_0: 0.3738 (0.4064) loss_class_1: 0.8520 (0.8520) loss_bbox_1: 0.2104 (0.1858) loss_giou_1: 0.3835 (0.4062) loss_class_2: 0.8245 (0.8126) loss_bbox_2: 0.2074 (0.1846) loss_giou_2: 0.3826 (0.4039) loss_class_3: 0.8075 (0.7921) loss_bbox_3: 0.2099 (0.1855) loss_giou_3: 0.3974 (0.4038) loss_class_4: 0.7814 (0.7834) loss_bbox_4: 0.2093 (0.1859) loss_giou_4: 0.4075 (0.4041) loss_class_enc: 0.9415 (0.9147) loss_bbox_enc: 0.2424 (0.2232) loss_giou_enc: 0.4482 (0.4636) loss_class_dn: 0.3927 (0.3971) loss_bbox_dn: 0.2949 (0.2892) loss_giou_dn: 0.4493 (0.4692) loss_class_dn_0: 0.4842 (0.4851) loss_bbox_dn_0: 0.3903 (0.3925) loss_giou_dn_0: 0.5948 (0.6001) loss_class_dn_1: 0.4222 (0.4254) loss_bbox_dn_1: 0.3113 (0.3124) loss_giou_dn_1: 0.4818 (0.4983) loss_class_dn_2: 0.4009 (0.4047) loss_bbox_dn_2: 0.2998 (0.2929) loss_giou_dn_2: 0.4559 (0.4749) loss_class_dn_3: 0.3948 (0.3984) loss_bbox_dn_3: 0.2956 (0.2898) loss_giou_dn_3: 0.4502 (0.4703) loss_class_dn_4: 0.3926 (0.3966) loss_bbox_dn_4: 0.2948 (0.2892) loss_giou_dn_4: 0.4493 (0.4691) loss_class_hybrid: 0.8034 (0.7831) loss_bbox_hybrid: 0.2115 (0.2008) loss_giou_hybrid: 0.4034 (0.4361) loss_class_0_hybrid: 0.8841 (0.8543) loss_bbox_0_hybrid: 0.2253 (0.2101) loss_giou_0_hybrid: 0.4273 (0.4539) loss_class_1_hybrid: 0.8353 (0.8115) loss_bbox_1_hybrid: 0.2228 (0.2041) loss_giou_1_hybrid: 0.4127 (0.4428) loss_class_2_hybrid: 0.8088 (0.7958) loss_bbox_2_hybrid: 0.2162 (0.2011) loss_giou_2_hybrid: 0.4022 (0.4377) loss_class_3_hybrid: 0.8041 (0.7867) loss_bbox_3_hybrid: 0.2148 (0.2008) loss_giou_3_hybrid: 0.4082 (0.4365) loss_class_4_hybrid: 0.8071 (0.7831) loss_bbox_4_hybrid: 0.2144 (0.2008) loss_giou_4_hybrid: 0.4073 (0.4363) loss_class_enc_hybrid: 0.8587 (0.8106) loss_bbox_enc_hybrid: 0.2768 (0.2519) loss_giou_enc_hybrid: 0.4721 (0.5183) mem: 1014 max mem: 36965 [2024-01-15 07:16:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:17:00 det.util.engine] INFO: Epoch: [5] [3350/11727] eta: 2:30:33 lr: 0.000100 data_time: 0.0033 iter_time: 1.0771 loss: 28.0962 (27.7572) loss_class: 0.7886 (0.7816) loss_bbox: 0.1727 (0.1861) loss_giou: 0.3898 (0.4037) loss_class_0: 0.9365 (0.9856) loss_bbox_0: 0.1729 (0.1845) loss_giou_0: 0.3969 (0.4062) loss_class_1: 0.8436 (0.8522) loss_bbox_1: 0.1775 (0.1857) loss_giou_1: 0.4010 (0.4059) loss_class_2: 0.8541 (0.8129) loss_bbox_2: 0.1644 (0.1845) loss_giou_2: 0.3927 (0.4036) loss_class_3: 0.8016 (0.7923) loss_bbox_3: 0.1711 (0.1854) loss_giou_3: 0.3887 (0.4035) loss_class_4: 0.7974 (0.7835) loss_bbox_4: 0.1725 (0.1858) loss_giou_4: 0.3919 (0.4038) loss_class_enc: 0.9228 (0.9148) loss_bbox_enc: 0.2121 (0.2232) loss_giou_enc: 0.4488 (0.4634) loss_class_dn: 0.3902 (0.3970) loss_bbox_dn: 0.2784 (0.2890) loss_giou_dn: 0.4872 (0.4690) loss_class_dn_0: 0.4782 (0.4851) loss_bbox_dn_0: 0.3555 (0.3925) loss_giou_dn_0: 0.6039 (0.6000) loss_class_dn_1: 0.4251 (0.4254) loss_bbox_dn_1: 0.2956 (0.3123) loss_giou_dn_1: 0.5100 (0.4981) loss_class_dn_2: 0.3997 (0.4046) loss_bbox_dn_2: 0.2805 (0.2927) loss_giou_dn_2: 0.4890 (0.4747) loss_class_dn_3: 0.3936 (0.3984) loss_bbox_dn_3: 0.2790 (0.2897) loss_giou_dn_3: 0.4884 (0.4701) loss_class_dn_4: 0.3896 (0.3966) loss_bbox_dn_4: 0.2783 (0.2890) loss_giou_dn_4: 0.4870 (0.4688) loss_class_hybrid: 0.7813 (0.7835) loss_bbox_hybrid: 0.1930 (0.2007) loss_giou_hybrid: 0.4327 (0.4358) loss_class_0_hybrid: 0.8587 (0.8546) loss_bbox_0_hybrid: 0.2023 (0.2099) loss_giou_0_hybrid: 0.4495 (0.4537) loss_class_1_hybrid: 0.8174 (0.8119) loss_bbox_1_hybrid: 0.2004 (0.2040) loss_giou_1_hybrid: 0.4368 (0.4426) loss_class_2_hybrid: 0.7993 (0.7961) loss_bbox_2_hybrid: 0.1973 (0.2010) loss_giou_2_hybrid: 0.4289 (0.4374) loss_class_3_hybrid: 0.7767 (0.7871) loss_bbox_3_hybrid: 0.1982 (0.2006) loss_giou_3_hybrid: 0.4294 (0.4362) loss_class_4_hybrid: 0.7822 (0.7835) loss_bbox_4_hybrid: 0.1942 (0.2007) loss_giou_4_hybrid: 0.4315 (0.4360) loss_class_enc_hybrid: 0.8186 (0.8110) loss_bbox_enc_hybrid: 0.2394 (0.2518) loss_giou_enc_hybrid: 0.5098 (0.5181) mem: 1027 max mem: 36965 [2024-01-15 07:17:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:17:53 det.util.engine] INFO: Epoch: [5] [3400/11727] eta: 2:29:38 lr: 0.000100 data_time: 0.0027 iter_time: 1.0903 loss: 27.4209 (27.7546) loss_class: 0.7752 (0.7815) loss_bbox: 0.1842 (0.1861) loss_giou: 0.3669 (0.4036) loss_class_0: 0.9712 (0.9854) loss_bbox_0: 0.1816 (0.1846) loss_giou_0: 0.3761 (0.4061) loss_class_1: 0.8394 (0.8523) loss_bbox_1: 0.1840 (0.1857) loss_giou_1: 0.3670 (0.4058) loss_class_2: 0.7841 (0.8128) loss_bbox_2: 0.1896 (0.1845) loss_giou_2: 0.3633 (0.4034) loss_class_3: 0.8007 (0.7924) loss_bbox_3: 0.1848 (0.1854) loss_giou_3: 0.3571 (0.4033) loss_class_4: 0.7886 (0.7836) loss_bbox_4: 0.1842 (0.1858) loss_giou_4: 0.3668 (0.4036) loss_class_enc: 0.9009 (0.9146) loss_bbox_enc: 0.2280 (0.2233) loss_giou_enc: 0.4358 (0.4633) loss_class_dn: 0.3980 (0.3970) loss_bbox_dn: 0.2696 (0.2891) loss_giou_dn: 0.4466 (0.4689) loss_class_dn_0: 0.4827 (0.4851) loss_bbox_dn_0: 0.3830 (0.3926) loss_giou_dn_0: 0.5796 (0.5999) loss_class_dn_1: 0.4242 (0.4254) loss_bbox_dn_1: 0.2982 (0.3124) loss_giou_dn_1: 0.4808 (0.4980) loss_class_dn_2: 0.4081 (0.4046) loss_bbox_dn_2: 0.2754 (0.2929) loss_giou_dn_2: 0.4529 (0.4746) loss_class_dn_3: 0.4013 (0.3984) loss_bbox_dn_3: 0.2733 (0.2898) loss_giou_dn_3: 0.4467 (0.4700) loss_class_dn_4: 0.3988 (0.3966) loss_bbox_dn_4: 0.2697 (0.2891) loss_giou_dn_4: 0.4464 (0.4687) loss_class_hybrid: 0.7726 (0.7834) loss_bbox_hybrid: 0.1997 (0.2007) loss_giou_hybrid: 0.3901 (0.4356) loss_class_0_hybrid: 0.8486 (0.8545) loss_bbox_0_hybrid: 0.2082 (0.2100) loss_giou_0_hybrid: 0.4152 (0.4535) loss_class_1_hybrid: 0.7927 (0.8119) loss_bbox_1_hybrid: 0.2036 (0.2040) loss_giou_1_hybrid: 0.4062 (0.4423) loss_class_2_hybrid: 0.7773 (0.7962) loss_bbox_2_hybrid: 0.1969 (0.2009) loss_giou_2_hybrid: 0.3944 (0.4372) loss_class_3_hybrid: 0.7760 (0.7871) loss_bbox_3_hybrid: 0.1984 (0.2006) loss_giou_3_hybrid: 0.3872 (0.4360) loss_class_4_hybrid: 0.7650 (0.7835) loss_bbox_4_hybrid: 0.1997 (0.2006) loss_giou_4_hybrid: 0.3860 (0.4358) loss_class_enc_hybrid: 0.8009 (0.8110) loss_bbox_enc_hybrid: 0.2577 (0.2519) loss_giou_enc_hybrid: 0.4733 (0.5179) mem: 1025 max mem: 36965 [2024-01-15 07:17:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:18:46 det.util.engine] INFO: Epoch: [5] [3450/11727] eta: 2:28:40 lr: 0.000100 data_time: 0.0029 iter_time: 1.0591 loss: 27.0503 (27.7554) loss_class: 0.7670 (0.7816) loss_bbox: 0.1641 (0.1862) loss_giou: 0.4002 (0.4035) loss_class_0: 0.9749 (0.9855) loss_bbox_0: 0.1764 (0.1846) loss_giou_0: 0.3597 (0.4060) loss_class_1: 0.8462 (0.8523) loss_bbox_1: 0.1733 (0.1857) loss_giou_1: 0.3719 (0.4057) loss_class_2: 0.8185 (0.8129) loss_bbox_2: 0.1683 (0.1845) loss_giou_2: 0.3767 (0.4034) loss_class_3: 0.7853 (0.7926) loss_bbox_3: 0.1640 (0.1854) loss_giou_3: 0.3795 (0.4033) loss_class_4: 0.7664 (0.7837) loss_bbox_4: 0.1731 (0.1858) loss_giou_4: 0.3803 (0.4035) loss_class_enc: 0.8961 (0.9146) loss_bbox_enc: 0.2087 (0.2233) loss_giou_enc: 0.4486 (0.4633) loss_class_dn: 0.3964 (0.3971) loss_bbox_dn: 0.2753 (0.2893) loss_giou_dn: 0.4381 (0.4689) loss_class_dn_0: 0.4858 (0.4851) loss_bbox_dn_0: 0.3709 (0.3927) loss_giou_dn_0: 0.5701 (0.5999) loss_class_dn_1: 0.4217 (0.4254) loss_bbox_dn_1: 0.2977 (0.3126) loss_giou_dn_1: 0.4644 (0.4981) loss_class_dn_2: 0.4060 (0.4047) loss_bbox_dn_2: 0.2818 (0.2930) loss_giou_dn_2: 0.4398 (0.4747) loss_class_dn_3: 0.3975 (0.3984) loss_bbox_dn_3: 0.2750 (0.2900) loss_giou_dn_3: 0.4390 (0.4701) loss_class_dn_4: 0.3965 (0.3966) loss_bbox_dn_4: 0.2753 (0.2893) loss_giou_dn_4: 0.4380 (0.4688) loss_class_hybrid: 0.7782 (0.7834) loss_bbox_hybrid: 0.1890 (0.2007) loss_giou_hybrid: 0.4111 (0.4355) loss_class_0_hybrid: 0.8446 (0.8543) loss_bbox_0_hybrid: 0.1999 (0.2100) loss_giou_0_hybrid: 0.4215 (0.4535) loss_class_1_hybrid: 0.7972 (0.8117) loss_bbox_1_hybrid: 0.1965 (0.2040) loss_giou_1_hybrid: 0.4150 (0.4423) loss_class_2_hybrid: 0.7900 (0.7961) loss_bbox_2_hybrid: 0.1919 (0.2010) loss_giou_2_hybrid: 0.4089 (0.4371) loss_class_3_hybrid: 0.7854 (0.7871) loss_bbox_3_hybrid: 0.1912 (0.2006) loss_giou_3_hybrid: 0.4106 (0.4359) loss_class_4_hybrid: 0.7839 (0.7835) loss_bbox_4_hybrid: 0.1894 (0.2006) loss_giou_4_hybrid: 0.4122 (0.4357) loss_class_enc_hybrid: 0.7858 (0.8107) loss_bbox_enc_hybrid: 0.2374 (0.2519) loss_giou_enc_hybrid: 0.4857 (0.5178) mem: 1027 max mem: 36965 [2024-01-15 07:18:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:19:39 det.util.engine] INFO: Epoch: [5] [3500/11727] eta: 2:27:45 lr: 0.000100 data_time: 0.0029 iter_time: 1.0409 loss: 28.4099 (27.7646) loss_class: 0.7803 (0.7819) loss_bbox: 0.1718 (0.1862) loss_giou: 0.4161 (0.4036) loss_class_0: 1.0310 (0.9856) loss_bbox_0: 0.1742 (0.1847) loss_giou_0: 0.4253 (0.4061) loss_class_1: 0.8973 (0.8527) loss_bbox_1: 0.1792 (0.1858) loss_giou_1: 0.4266 (0.4059) loss_class_2: 0.8812 (0.8132) loss_bbox_2: 0.1667 (0.1846) loss_giou_2: 0.4189 (0.4035) loss_class_3: 0.8456 (0.7930) loss_bbox_3: 0.1667 (0.1854) loss_giou_3: 0.4084 (0.4033) loss_class_4: 0.8337 (0.7840) loss_bbox_4: 0.1699 (0.1858) loss_giou_4: 0.4127 (0.4036) loss_class_enc: 0.9369 (0.9147) loss_bbox_enc: 0.2194 (0.2234) loss_giou_enc: 0.4759 (0.4634) loss_class_dn: 0.4034 (0.3971) loss_bbox_dn: 0.2857 (0.2896) loss_giou_dn: 0.4864 (0.4692) loss_class_dn_0: 0.4933 (0.4851) loss_bbox_dn_0: 0.3897 (0.3931) loss_giou_dn_0: 0.6091 (0.6002) loss_class_dn_1: 0.4297 (0.4254) loss_bbox_dn_1: 0.3200 (0.3129) loss_giou_dn_1: 0.5194 (0.4984) loss_class_dn_2: 0.4121 (0.4047) loss_bbox_dn_2: 0.2910 (0.2933) loss_giou_dn_2: 0.4932 (0.4750) loss_class_dn_3: 0.4039 (0.3984) loss_bbox_dn_3: 0.2860 (0.2903) loss_giou_dn_3: 0.4870 (0.4704) loss_class_dn_4: 0.4033 (0.3966) loss_bbox_dn_4: 0.2857 (0.2896) loss_giou_dn_4: 0.4862 (0.4691) loss_class_hybrid: 0.7796 (0.7835) loss_bbox_hybrid: 0.1852 (0.2007) loss_giou_hybrid: 0.4400 (0.4357) loss_class_0_hybrid: 0.8908 (0.8543) loss_bbox_0_hybrid: 0.2013 (0.2101) loss_giou_0_hybrid: 0.4708 (0.4536) loss_class_1_hybrid: 0.8126 (0.8117) loss_bbox_1_hybrid: 0.1929 (0.2041) loss_giou_1_hybrid: 0.4536 (0.4424) loss_class_2_hybrid: 0.8092 (0.7962) loss_bbox_2_hybrid: 0.1901 (0.2010) loss_giou_2_hybrid: 0.4455 (0.4373) loss_class_3_hybrid: 0.8033 (0.7872) loss_bbox_3_hybrid: 0.1880 (0.2007) loss_giou_3_hybrid: 0.4418 (0.4360) loss_class_4_hybrid: 0.7837 (0.7836) loss_bbox_4_hybrid: 0.1882 (0.2007) loss_giou_4_hybrid: 0.4420 (0.4359) loss_class_enc_hybrid: 0.8162 (0.8107) loss_bbox_enc_hybrid: 0.2434 (0.2520) loss_giou_enc_hybrid: 0.5396 (0.5180) mem: 1016 max mem: 36965 [2024-01-15 07:19:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:20:32 det.util.engine] INFO: Epoch: [5] [3550/11727] eta: 2:26:48 lr: 0.000100 data_time: 0.0028 iter_time: 1.0714 loss: 27.9369 (27.7589) loss_class: 0.7443 (0.7817) loss_bbox: 0.1720 (0.1861) loss_giou: 0.4304 (0.4035) loss_class_0: 0.9605 (0.9853) loss_bbox_0: 0.1678 (0.1846) loss_giou_0: 0.4278 (0.4060) loss_class_1: 0.8164 (0.8525) loss_bbox_1: 0.1744 (0.1857) loss_giou_1: 0.4243 (0.4057) loss_class_2: 0.7702 (0.8130) loss_bbox_2: 0.1717 (0.1845) loss_giou_2: 0.4299 (0.4034) loss_class_3: 0.7531 (0.7928) loss_bbox_3: 0.1675 (0.1853) loss_giou_3: 0.4232 (0.4032) loss_class_4: 0.7458 (0.7838) loss_bbox_4: 0.1703 (0.1858) loss_giou_4: 0.4363 (0.4035) loss_class_enc: 0.8817 (0.9146) loss_bbox_enc: 0.2112 (0.2233) loss_giou_enc: 0.4915 (0.4632) loss_class_dn: 0.3983 (0.3970) loss_bbox_dn: 0.2841 (0.2896) loss_giou_dn: 0.4920 (0.4692) loss_class_dn_0: 0.4767 (0.4850) loss_bbox_dn_0: 0.4015 (0.3930) loss_giou_dn_0: 0.6278 (0.6000) loss_class_dn_1: 0.4212 (0.4253) loss_bbox_dn_1: 0.3085 (0.3129) loss_giou_dn_1: 0.5201 (0.4983) loss_class_dn_2: 0.4043 (0.4046) loss_bbox_dn_2: 0.2879 (0.2933) loss_giou_dn_2: 0.4936 (0.4749) loss_class_dn_3: 0.3974 (0.3984) loss_bbox_dn_3: 0.2842 (0.2903) loss_giou_dn_3: 0.4910 (0.4703) loss_class_dn_4: 0.3982 (0.3965) loss_bbox_dn_4: 0.2841 (0.2896) loss_giou_dn_4: 0.4919 (0.4690) loss_class_hybrid: 0.7526 (0.7833) loss_bbox_hybrid: 0.1833 (0.2007) loss_giou_hybrid: 0.4599 (0.4356) loss_class_0_hybrid: 0.7930 (0.8540) loss_bbox_0_hybrid: 0.2045 (0.2101) loss_giou_0_hybrid: 0.4662 (0.4535) loss_class_1_hybrid: 0.7801 (0.8115) loss_bbox_1_hybrid: 0.1950 (0.2042) loss_giou_1_hybrid: 0.4674 (0.4424) loss_class_2_hybrid: 0.7856 (0.7961) loss_bbox_2_hybrid: 0.1878 (0.2010) loss_giou_2_hybrid: 0.4617 (0.4372) loss_class_3_hybrid: 0.7526 (0.7870) loss_bbox_3_hybrid: 0.1835 (0.2007) loss_giou_3_hybrid: 0.4615 (0.4360) loss_class_4_hybrid: 0.7620 (0.7835) loss_bbox_4_hybrid: 0.1834 (0.2007) loss_giou_4_hybrid: 0.4604 (0.4358) loss_class_enc_hybrid: 0.7700 (0.8104) loss_bbox_enc_hybrid: 0.2473 (0.2520) loss_giou_enc_hybrid: 0.5417 (0.5179) mem: 1032 max mem: 36965 [2024-01-15 07:20:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:21:25 det.util.engine] INFO: Epoch: [5] [3600/11727] eta: 2:25:52 lr: 0.000100 data_time: 0.0030 iter_time: 1.0782 loss: 27.1567 (27.7607) loss_class: 0.7781 (0.7816) loss_bbox: 0.1959 (0.1862) loss_giou: 0.4076 (0.4037) loss_class_0: 0.9547 (0.9853) loss_bbox_0: 0.1840 (0.1847) loss_giou_0: 0.4004 (0.4061) loss_class_1: 0.8108 (0.8523) loss_bbox_1: 0.1909 (0.1858) loss_giou_1: 0.4060 (0.4059) loss_class_2: 0.7941 (0.8129) loss_bbox_2: 0.1927 (0.1846) loss_giou_2: 0.4099 (0.4035) loss_class_3: 0.7682 (0.7928) loss_bbox_3: 0.1941 (0.1854) loss_giou_3: 0.4085 (0.4033) loss_class_4: 0.7648 (0.7837) loss_bbox_4: 0.1959 (0.1858) loss_giou_4: 0.4074 (0.4036) loss_class_enc: 0.8777 (0.9146) loss_bbox_enc: 0.2313 (0.2233) loss_giou_enc: 0.4669 (0.4633) loss_class_dn: 0.3888 (0.3971) loss_bbox_dn: 0.3064 (0.2896) loss_giou_dn: 0.4845 (0.4693) loss_class_dn_0: 0.4755 (0.4850) loss_bbox_dn_0: 0.4119 (0.3930) loss_giou_dn_0: 0.6041 (0.6001) loss_class_dn_1: 0.4198 (0.4253) loss_bbox_dn_1: 0.3215 (0.3129) loss_giou_dn_1: 0.5066 (0.4984) loss_class_dn_2: 0.3997 (0.4046) loss_bbox_dn_2: 0.3104 (0.2933) loss_giou_dn_2: 0.4887 (0.4750) loss_class_dn_3: 0.3939 (0.3984) loss_bbox_dn_3: 0.3078 (0.2903) loss_giou_dn_3: 0.4854 (0.4704) loss_class_dn_4: 0.3911 (0.3966) loss_bbox_dn_4: 0.3064 (0.2896) loss_giou_dn_4: 0.4844 (0.4692) loss_class_hybrid: 0.7659 (0.7833) loss_bbox_hybrid: 0.2111 (0.2008) loss_giou_hybrid: 0.4365 (0.4357) loss_class_0_hybrid: 0.8363 (0.8538) loss_bbox_0_hybrid: 0.2225 (0.2102) loss_giou_0_hybrid: 0.4580 (0.4536) loss_class_1_hybrid: 0.8033 (0.8114) loss_bbox_1_hybrid: 0.2164 (0.2042) loss_giou_1_hybrid: 0.4482 (0.4425) loss_class_2_hybrid: 0.7665 (0.7960) loss_bbox_2_hybrid: 0.2150 (0.2011) loss_giou_2_hybrid: 0.4401 (0.4373) loss_class_3_hybrid: 0.7616 (0.7869) loss_bbox_3_hybrid: 0.2114 (0.2008) loss_giou_3_hybrid: 0.4386 (0.4361) loss_class_4_hybrid: 0.7560 (0.7834) loss_bbox_4_hybrid: 0.2113 (0.2008) loss_giou_4_hybrid: 0.4371 (0.4359) loss_class_enc_hybrid: 0.7751 (0.8103) loss_bbox_enc_hybrid: 0.2692 (0.2520) loss_giou_enc_hybrid: 0.5210 (0.5180) mem: 1023 max mem: 36965 [2024-01-15 07:21:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:22:18 det.util.engine] INFO: Epoch: [5] [3650/11727] eta: 2:24:57 lr: 0.000100 data_time: 0.0035 iter_time: 1.0521 loss: 28.6965 (27.7621) loss_class: 0.7689 (0.7816) loss_bbox: 0.1864 (0.1862) loss_giou: 0.4163 (0.4039) loss_class_0: 0.9801 (0.9852) loss_bbox_0: 0.1979 (0.1847) loss_giou_0: 0.4192 (0.4063) loss_class_1: 0.8099 (0.8522) loss_bbox_1: 0.1934 (0.1859) loss_giou_1: 0.4082 (0.4061) loss_class_2: 0.7991 (0.8127) loss_bbox_2: 0.1841 (0.1846) loss_giou_2: 0.4017 (0.4038) loss_class_3: 0.7868 (0.7927) loss_bbox_3: 0.1768 (0.1854) loss_giou_3: 0.4066 (0.4035) loss_class_4: 0.7698 (0.7837) loss_bbox_4: 0.1864 (0.1858) loss_giou_4: 0.4162 (0.4039) loss_class_enc: 0.9124 (0.9146) loss_bbox_enc: 0.2243 (0.2233) loss_giou_enc: 0.4501 (0.4635) loss_class_dn: 0.4065 (0.3970) loss_bbox_dn: 0.2814 (0.2895) loss_giou_dn: 0.4804 (0.4693) loss_class_dn_0: 0.4786 (0.4849) loss_bbox_dn_0: 0.3815 (0.3929) loss_giou_dn_0: 0.6033 (0.6002) loss_class_dn_1: 0.4318 (0.4253) loss_bbox_dn_1: 0.2973 (0.3128) loss_giou_dn_1: 0.5179 (0.4984) loss_class_dn_2: 0.4162 (0.4046) loss_bbox_dn_2: 0.2848 (0.2932) loss_giou_dn_2: 0.4849 (0.4750) loss_class_dn_3: 0.4106 (0.3984) loss_bbox_dn_3: 0.2820 (0.2902) loss_giou_dn_3: 0.4812 (0.4704) loss_class_dn_4: 0.4071 (0.3965) loss_bbox_dn_4: 0.2814 (0.2895) loss_giou_dn_4: 0.4802 (0.4692) loss_class_hybrid: 0.7667 (0.7831) loss_bbox_hybrid: 0.2048 (0.2008) loss_giou_hybrid: 0.4220 (0.4360) loss_class_0_hybrid: 0.8308 (0.8536) loss_bbox_0_hybrid: 0.2220 (0.2102) loss_giou_0_hybrid: 0.4269 (0.4539) loss_class_1_hybrid: 0.7964 (0.8112) loss_bbox_1_hybrid: 0.2057 (0.2043) loss_giou_1_hybrid: 0.4210 (0.4428) loss_class_2_hybrid: 0.7726 (0.7959) loss_bbox_2_hybrid: 0.1987 (0.2011) loss_giou_2_hybrid: 0.4216 (0.4376) loss_class_3_hybrid: 0.7728 (0.7867) loss_bbox_3_hybrid: 0.2007 (0.2008) loss_giou_3_hybrid: 0.4185 (0.4364) loss_class_4_hybrid: 0.7632 (0.7833) loss_bbox_4_hybrid: 0.2025 (0.2008) loss_giou_4_hybrid: 0.4176 (0.4362) loss_class_enc_hybrid: 0.7789 (0.8103) loss_bbox_enc_hybrid: 0.2541 (0.2521) loss_giou_enc_hybrid: 0.5028 (0.5183) mem: 1026 max mem: 36965 [2024-01-15 07:22:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:23:11 det.util.engine] INFO: Epoch: [5] [3700/11727] eta: 2:24:01 lr: 0.000100 data_time: 0.0031 iter_time: 1.0447 loss: 27.1357 (27.7577) loss_class: 0.7652 (0.7814) loss_bbox: 0.1805 (0.1862) loss_giou: 0.3868 (0.4037) loss_class_0: 0.9553 (0.9850) loss_bbox_0: 0.1754 (0.1847) loss_giou_0: 0.3861 (0.4062) loss_class_1: 0.8238 (0.8520) loss_bbox_1: 0.1786 (0.1858) loss_giou_1: 0.3861 (0.4060) loss_class_2: 0.8097 (0.8126) loss_bbox_2: 0.1782 (0.1846) loss_giou_2: 0.3913 (0.4037) loss_class_3: 0.7845 (0.7926) loss_bbox_3: 0.1803 (0.1853) loss_giou_3: 0.3902 (0.4034) loss_class_4: 0.7582 (0.7835) loss_bbox_4: 0.1780 (0.1858) loss_giou_4: 0.3894 (0.4037) loss_class_enc: 0.8966 (0.9144) loss_bbox_enc: 0.2118 (0.2233) loss_giou_enc: 0.4380 (0.4634) loss_class_dn: 0.4013 (0.3971) loss_bbox_dn: 0.2819 (0.2894) loss_giou_dn: 0.4727 (0.4693) loss_class_dn_0: 0.4916 (0.4849) loss_bbox_dn_0: 0.3788 (0.3929) loss_giou_dn_0: 0.5962 (0.6002) loss_class_dn_1: 0.4326 (0.4253) loss_bbox_dn_1: 0.3057 (0.3127) loss_giou_dn_1: 0.5096 (0.4985) loss_class_dn_2: 0.4110 (0.4046) loss_bbox_dn_2: 0.2832 (0.2931) loss_giou_dn_2: 0.4844 (0.4750) loss_class_dn_3: 0.4005 (0.3984) loss_bbox_dn_3: 0.2841 (0.2901) loss_giou_dn_3: 0.4737 (0.4704) loss_class_dn_4: 0.4046 (0.3966) loss_bbox_dn_4: 0.2818 (0.2894) loss_giou_dn_4: 0.4728 (0.4691) loss_class_hybrid: 0.7916 (0.7831) loss_bbox_hybrid: 0.1998 (0.2007) loss_giou_hybrid: 0.4036 (0.4358) loss_class_0_hybrid: 0.8380 (0.8536) loss_bbox_0_hybrid: 0.2089 (0.2102) loss_giou_0_hybrid: 0.4293 (0.4538) loss_class_1_hybrid: 0.7937 (0.8111) loss_bbox_1_hybrid: 0.2057 (0.2042) loss_giou_1_hybrid: 0.4204 (0.4426) loss_class_2_hybrid: 0.7985 (0.7959) loss_bbox_2_hybrid: 0.2010 (0.2010) loss_giou_2_hybrid: 0.4062 (0.4374) loss_class_3_hybrid: 0.7896 (0.7868) loss_bbox_3_hybrid: 0.2018 (0.2007) loss_giou_3_hybrid: 0.4034 (0.4362) loss_class_4_hybrid: 0.7800 (0.7833) loss_bbox_4_hybrid: 0.2011 (0.2007) loss_giou_4_hybrid: 0.4028 (0.4360) loss_class_enc_hybrid: 0.8124 (0.8101) loss_bbox_enc_hybrid: 0.2501 (0.2521) loss_giou_enc_hybrid: 0.4859 (0.5182) mem: 1014 max mem: 36965 [2024-01-15 07:23:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:24:04 det.util.engine] INFO: Epoch: [5] [3750/11727] eta: 2:23:06 lr: 0.000100 data_time: 0.0033 iter_time: 1.0614 loss: 26.9372 (27.7538) loss_class: 0.7443 (0.7813) loss_bbox: 0.1713 (0.1861) loss_giou: 0.4041 (0.4037) loss_class_0: 0.9411 (0.9850) loss_bbox_0: 0.1710 (0.1846) loss_giou_0: 0.3862 (0.4061) loss_class_1: 0.8033 (0.8520) loss_bbox_1: 0.1674 (0.1857) loss_giou_1: 0.3844 (0.4060) loss_class_2: 0.7664 (0.8126) loss_bbox_2: 0.1716 (0.1845) loss_giou_2: 0.3902 (0.4036) loss_class_3: 0.7534 (0.7925) loss_bbox_3: 0.1686 (0.1852) loss_giou_3: 0.3959 (0.4034) loss_class_4: 0.7256 (0.7834) loss_bbox_4: 0.1715 (0.1857) loss_giou_4: 0.3998 (0.4038) loss_class_enc: 0.8801 (0.9144) loss_bbox_enc: 0.1975 (0.2231) loss_giou_enc: 0.4479 (0.4633) loss_class_dn: 0.3892 (0.3970) loss_bbox_dn: 0.2845 (0.2893) loss_giou_dn: 0.4933 (0.4693) loss_class_dn_0: 0.4813 (0.4849) loss_bbox_dn_0: 0.3898 (0.3926) loss_giou_dn_0: 0.6107 (0.6002) loss_class_dn_1: 0.4159 (0.4253) loss_bbox_dn_1: 0.3148 (0.3125) loss_giou_dn_1: 0.5233 (0.4985) loss_class_dn_2: 0.4003 (0.4046) loss_bbox_dn_2: 0.2885 (0.2930) loss_giou_dn_2: 0.4995 (0.4750) loss_class_dn_3: 0.3922 (0.3983) loss_bbox_dn_3: 0.2848 (0.2900) loss_giou_dn_3: 0.4941 (0.4704) loss_class_dn_4: 0.3875 (0.3965) loss_bbox_dn_4: 0.2845 (0.2893) loss_giou_dn_4: 0.4929 (0.4692) loss_class_hybrid: 0.7423 (0.7831) loss_bbox_hybrid: 0.1981 (0.2006) loss_giou_hybrid: 0.4147 (0.4358) loss_class_0_hybrid: 0.7867 (0.8535) loss_bbox_0_hybrid: 0.1973 (0.2100) loss_giou_0_hybrid: 0.4329 (0.4537) loss_class_1_hybrid: 0.7569 (0.8111) loss_bbox_1_hybrid: 0.1909 (0.2041) loss_giou_1_hybrid: 0.4209 (0.4426) loss_class_2_hybrid: 0.7605 (0.7959) loss_bbox_2_hybrid: 0.1954 (0.2009) loss_giou_2_hybrid: 0.4225 (0.4374) loss_class_3_hybrid: 0.7421 (0.7868) loss_bbox_3_hybrid: 0.1985 (0.2006) loss_giou_3_hybrid: 0.4171 (0.4362) loss_class_4_hybrid: 0.7455 (0.7833) loss_bbox_4_hybrid: 0.2024 (0.2006) loss_giou_4_hybrid: 0.4129 (0.4360) loss_class_enc_hybrid: 0.7619 (0.8100) loss_bbox_enc_hybrid: 0.2404 (0.2519) loss_giou_enc_hybrid: 0.4944 (0.5182) mem: 1021 max mem: 36965 [2024-01-15 07:24:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:24:57 det.util.engine] INFO: Epoch: [5] [3800/11727] eta: 2:22:11 lr: 0.000100 data_time: 0.0037 iter_time: 1.0297 loss: 27.6107 (27.7566) loss_class: 0.7383 (0.7813) loss_bbox: 0.1861 (0.1861) loss_giou: 0.4095 (0.4038) loss_class_0: 0.9316 (0.9848) loss_bbox_0: 0.1878 (0.1847) loss_giou_0: 0.3946 (0.4062) loss_class_1: 0.8120 (0.8519) loss_bbox_1: 0.1857 (0.1858) loss_giou_1: 0.3999 (0.4060) loss_class_2: 0.7815 (0.8127) loss_bbox_2: 0.1866 (0.1845) loss_giou_2: 0.3985 (0.4037) loss_class_3: 0.7531 (0.7926) loss_bbox_3: 0.1856 (0.1853) loss_giou_3: 0.4107 (0.4034) loss_class_4: 0.7518 (0.7834) loss_bbox_4: 0.1862 (0.1858) loss_giou_4: 0.4096 (0.4038) loss_class_enc: 0.9143 (0.9144) loss_bbox_enc: 0.2130 (0.2231) loss_giou_enc: 0.4386 (0.4634) loss_class_dn: 0.3944 (0.3970) loss_bbox_dn: 0.2893 (0.2893) loss_giou_dn: 0.4743 (0.4694) loss_class_dn_0: 0.4818 (0.4849) loss_bbox_dn_0: 0.3715 (0.3928) loss_giou_dn_0: 0.6124 (0.6003) loss_class_dn_1: 0.4165 (0.4253) loss_bbox_dn_1: 0.3082 (0.3126) loss_giou_dn_1: 0.4933 (0.4985) loss_class_dn_2: 0.3952 (0.4046) loss_bbox_dn_2: 0.2918 (0.2931) loss_giou_dn_2: 0.4811 (0.4751) loss_class_dn_3: 0.3940 (0.3984) loss_bbox_dn_3: 0.2902 (0.2900) loss_giou_dn_3: 0.4754 (0.4705) loss_class_dn_4: 0.3917 (0.3965) loss_bbox_dn_4: 0.2894 (0.2893) loss_giou_dn_4: 0.4742 (0.4692) loss_class_hybrid: 0.7577 (0.7831) loss_bbox_hybrid: 0.2027 (0.2007) loss_giou_hybrid: 0.4319 (0.4359) loss_class_0_hybrid: 0.8187 (0.8534) loss_bbox_0_hybrid: 0.2100 (0.2101) loss_giou_0_hybrid: 0.4478 (0.4538) loss_class_1_hybrid: 0.8000 (0.8112) loss_bbox_1_hybrid: 0.1987 (0.2041) loss_giou_1_hybrid: 0.4401 (0.4427) loss_class_2_hybrid: 0.7753 (0.7959) loss_bbox_2_hybrid: 0.2002 (0.2009) loss_giou_2_hybrid: 0.4360 (0.4374) loss_class_3_hybrid: 0.7559 (0.7868) loss_bbox_3_hybrid: 0.2008 (0.2006) loss_giou_3_hybrid: 0.4301 (0.4362) loss_class_4_hybrid: 0.7611 (0.7833) loss_bbox_4_hybrid: 0.2012 (0.2006) loss_giou_4_hybrid: 0.4338 (0.4360) loss_class_enc_hybrid: 0.8022 (0.8100) loss_bbox_enc_hybrid: 0.2440 (0.2520) loss_giou_enc_hybrid: 0.5049 (0.5183) mem: 1032 max mem: 36965 [2024-01-15 07:24:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:25:51 det.util.engine] INFO: Epoch: [5] [3850/11727] eta: 2:21:18 lr: 0.000100 data_time: 0.0034 iter_time: 1.0706 loss: 27.3529 (27.7525) loss_class: 0.7691 (0.7815) loss_bbox: 0.1584 (0.1860) loss_giou: 0.3671 (0.4037) loss_class_0: 0.9244 (0.9849) loss_bbox_0: 0.1566 (0.1845) loss_giou_0: 0.3733 (0.4061) loss_class_1: 0.8098 (0.8522) loss_bbox_1: 0.1584 (0.1856) loss_giou_1: 0.3807 (0.4058) loss_class_2: 0.7839 (0.8129) loss_bbox_2: 0.1593 (0.1844) loss_giou_2: 0.3592 (0.4035) loss_class_3: 0.7725 (0.7928) loss_bbox_3: 0.1577 (0.1851) loss_giou_3: 0.3659 (0.4032) loss_class_4: 0.7645 (0.7836) loss_bbox_4: 0.1578 (0.1856) loss_giou_4: 0.3670 (0.4036) loss_class_enc: 0.8684 (0.9144) loss_bbox_enc: 0.1821 (0.2230) loss_giou_enc: 0.4391 (0.4632) loss_class_dn: 0.3895 (0.3970) loss_bbox_dn: 0.2426 (0.2891) loss_giou_dn: 0.4443 (0.4693) loss_class_dn_0: 0.4719 (0.4849) loss_bbox_dn_0: 0.3122 (0.3926) loss_giou_dn_0: 0.6001 (0.6003) loss_class_dn_1: 0.4205 (0.4253) loss_bbox_dn_1: 0.2566 (0.3124) loss_giou_dn_1: 0.4779 (0.4985) loss_class_dn_2: 0.4023 (0.4045) loss_bbox_dn_2: 0.2419 (0.2929) loss_giou_dn_2: 0.4498 (0.4751) loss_class_dn_3: 0.3943 (0.3983) loss_bbox_dn_3: 0.2423 (0.2898) loss_giou_dn_3: 0.4448 (0.4705) loss_class_dn_4: 0.3909 (0.3965) loss_bbox_dn_4: 0.2424 (0.2891) loss_giou_dn_4: 0.4443 (0.4692) loss_class_hybrid: 0.7334 (0.7832) loss_bbox_hybrid: 0.1764 (0.2005) loss_giou_hybrid: 0.3923 (0.4357) loss_class_0_hybrid: 0.8037 (0.8535) loss_bbox_0_hybrid: 0.1885 (0.2099) loss_giou_0_hybrid: 0.4216 (0.4537) loss_class_1_hybrid: 0.7497 (0.8112) loss_bbox_1_hybrid: 0.1875 (0.2040) loss_giou_1_hybrid: 0.4044 (0.4425) loss_class_2_hybrid: 0.7554 (0.7960) loss_bbox_2_hybrid: 0.1827 (0.2008) loss_giou_2_hybrid: 0.3961 (0.4373) loss_class_3_hybrid: 0.7185 (0.7869) loss_bbox_3_hybrid: 0.1750 (0.2005) loss_giou_3_hybrid: 0.3989 (0.4361) loss_class_4_hybrid: 0.7373 (0.7834) loss_bbox_4_hybrid: 0.1793 (0.2005) loss_giou_4_hybrid: 0.3950 (0.4359) loss_class_enc_hybrid: 0.7517 (0.8101) loss_bbox_enc_hybrid: 0.2184 (0.2518) loss_giou_enc_hybrid: 0.4953 (0.5182) mem: 1026 max mem: 36965 [2024-01-15 07:25:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:26:44 det.util.engine] INFO: Epoch: [5] [3900/11727] eta: 2:20:22 lr: 0.000100 data_time: 0.0033 iter_time: 1.0303 loss: 26.8503 (27.7462) loss_class: 0.7042 (0.7815) loss_bbox: 0.1673 (0.1858) loss_giou: 0.3791 (0.4036) loss_class_0: 0.8989 (0.9847) loss_bbox_0: 0.1783 (0.1844) loss_giou_0: 0.3832 (0.4061) loss_class_1: 0.7836 (0.8520) loss_bbox_1: 0.1761 (0.1854) loss_giou_1: 0.3740 (0.4058) loss_class_2: 0.7527 (0.8128) loss_bbox_2: 0.1730 (0.1842) loss_giou_2: 0.3802 (0.4035) loss_class_3: 0.7226 (0.7927) loss_bbox_3: 0.1710 (0.1850) loss_giou_3: 0.3764 (0.4032) loss_class_4: 0.7118 (0.7836) loss_bbox_4: 0.1673 (0.1855) loss_giou_4: 0.3835 (0.4036) loss_class_enc: 0.8509 (0.9143) loss_bbox_enc: 0.2164 (0.2229) loss_giou_enc: 0.4396 (0.4632) loss_class_dn: 0.3912 (0.3969) loss_bbox_dn: 0.2513 (0.2889) loss_giou_dn: 0.4321 (0.4692) loss_class_dn_0: 0.4690 (0.4848) loss_bbox_dn_0: 0.3447 (0.3923) loss_giou_dn_0: 0.5849 (0.6003) loss_class_dn_1: 0.4128 (0.4252) loss_bbox_dn_1: 0.2677 (0.3122) loss_giou_dn_1: 0.4625 (0.4984) loss_class_dn_2: 0.3939 (0.4045) loss_bbox_dn_2: 0.2544 (0.2926) loss_giou_dn_2: 0.4389 (0.4750) loss_class_dn_3: 0.3923 (0.3983) loss_bbox_dn_3: 0.2508 (0.2896) loss_giou_dn_3: 0.4332 (0.4703) loss_class_dn_4: 0.3916 (0.3965) loss_bbox_dn_4: 0.2514 (0.2889) loss_giou_dn_4: 0.4319 (0.4691) loss_class_hybrid: 0.7483 (0.7830) loss_bbox_hybrid: 0.1842 (0.2004) loss_giou_hybrid: 0.3965 (0.4357) loss_class_0_hybrid: 0.8075 (0.8533) loss_bbox_0_hybrid: 0.1888 (0.2098) loss_giou_0_hybrid: 0.4158 (0.4537) loss_class_1_hybrid: 0.7736 (0.8109) loss_bbox_1_hybrid: 0.1844 (0.2039) loss_giou_1_hybrid: 0.4073 (0.4425) loss_class_2_hybrid: 0.7594 (0.7957) loss_bbox_2_hybrid: 0.1848 (0.2007) loss_giou_2_hybrid: 0.3972 (0.4373) loss_class_3_hybrid: 0.7519 (0.7867) loss_bbox_3_hybrid: 0.1823 (0.2004) loss_giou_3_hybrid: 0.3968 (0.4361) loss_class_4_hybrid: 0.7489 (0.7832) loss_bbox_4_hybrid: 0.1840 (0.2004) loss_giou_4_hybrid: 0.3960 (0.4359) loss_class_enc_hybrid: 0.8015 (0.8100) loss_bbox_enc_hybrid: 0.2325 (0.2516) loss_giou_enc_hybrid: 0.4915 (0.5181) mem: 1021 max mem: 36965 [2024-01-15 07:26:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:27:37 det.util.engine] INFO: Epoch: [5] [3950/11727] eta: 2:19:26 lr: 0.000100 data_time: 0.0035 iter_time: 1.0311 loss: 28.1986 (27.7448) loss_class: 0.7842 (0.7817) loss_bbox: 0.1629 (0.1857) loss_giou: 0.4109 (0.4035) loss_class_0: 0.9539 (0.9845) loss_bbox_0: 0.1740 (0.1844) loss_giou_0: 0.4154 (0.4060) loss_class_1: 0.8508 (0.8521) loss_bbox_1: 0.1674 (0.1854) loss_giou_1: 0.4014 (0.4057) loss_class_2: 0.7882 (0.8130) loss_bbox_2: 0.1713 (0.1841) loss_giou_2: 0.3958 (0.4033) loss_class_3: 0.7718 (0.7929) loss_bbox_3: 0.1631 (0.1849) loss_giou_3: 0.3989 (0.4031) loss_class_4: 0.7797 (0.7838) loss_bbox_4: 0.1633 (0.1854) loss_giou_4: 0.3968 (0.4035) loss_class_enc: 0.8481 (0.9141) loss_bbox_enc: 0.2185 (0.2228) loss_giou_enc: 0.4637 (0.4632) loss_class_dn: 0.4047 (0.3970) loss_bbox_dn: 0.2728 (0.2890) loss_giou_dn: 0.4728 (0.4692) loss_class_dn_0: 0.4959 (0.4848) loss_bbox_dn_0: 0.3540 (0.3924) loss_giou_dn_0: 0.5878 (0.6001) loss_class_dn_1: 0.4259 (0.4252) loss_bbox_dn_1: 0.2888 (0.3122) loss_giou_dn_1: 0.4990 (0.4983) loss_class_dn_2: 0.4113 (0.4045) loss_bbox_dn_2: 0.2713 (0.2927) loss_giou_dn_2: 0.4754 (0.4749) loss_class_dn_3: 0.4009 (0.3983) loss_bbox_dn_3: 0.2720 (0.2897) loss_giou_dn_3: 0.4735 (0.4703) loss_class_dn_4: 0.4069 (0.3965) loss_bbox_dn_4: 0.2729 (0.2890) loss_giou_dn_4: 0.4730 (0.4690) loss_class_hybrid: 0.7804 (0.7830) loss_bbox_hybrid: 0.1900 (0.2003) loss_giou_hybrid: 0.4368 (0.4356) loss_class_0_hybrid: 0.8440 (0.8531) loss_bbox_0_hybrid: 0.2117 (0.2098) loss_giou_0_hybrid: 0.4597 (0.4537) loss_class_1_hybrid: 0.8264 (0.8110) loss_bbox_1_hybrid: 0.2004 (0.2039) loss_giou_1_hybrid: 0.4397 (0.4425) loss_class_2_hybrid: 0.7970 (0.7958) loss_bbox_2_hybrid: 0.1969 (0.2006) loss_giou_2_hybrid: 0.4356 (0.4372) loss_class_3_hybrid: 0.7770 (0.7867) loss_bbox_3_hybrid: 0.1956 (0.2003) loss_giou_3_hybrid: 0.4370 (0.4360) loss_class_4_hybrid: 0.7746 (0.7832) loss_bbox_4_hybrid: 0.1949 (0.2003) loss_giou_4_hybrid: 0.4356 (0.4358) loss_class_enc_hybrid: 0.7782 (0.8099) loss_bbox_enc_hybrid: 0.2454 (0.2516) loss_giou_enc_hybrid: 0.5166 (0.5181) mem: 1022 max mem: 36965 [2024-01-15 07:27:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:28:31 det.util.engine] INFO: Epoch: [5] [4000/11727] eta: 2:18:33 lr: 0.000100 data_time: 0.0033 iter_time: 1.0878 loss: 26.6818 (27.7365) loss_class: 0.7584 (0.7815) loss_bbox: 0.1837 (0.1857) loss_giou: 0.3664 (0.4033) loss_class_0: 0.9391 (0.9842) loss_bbox_0: 0.1856 (0.1844) loss_giou_0: 0.3788 (0.4059) loss_class_1: 0.8252 (0.8518) loss_bbox_1: 0.1695 (0.1854) loss_giou_1: 0.3777 (0.4055) loss_class_2: 0.7796 (0.8129) loss_bbox_2: 0.1736 (0.1841) loss_giou_2: 0.3680 (0.4032) loss_class_3: 0.7580 (0.7927) loss_bbox_3: 0.1720 (0.1848) loss_giou_3: 0.3675 (0.4029) loss_class_4: 0.7546 (0.7836) loss_bbox_4: 0.1742 (0.1854) loss_giou_4: 0.3683 (0.4033) loss_class_enc: 0.8951 (0.9139) loss_bbox_enc: 0.2183 (0.2228) loss_giou_enc: 0.4368 (0.4630) loss_class_dn: 0.3873 (0.3969) loss_bbox_dn: 0.2728 (0.2889) loss_giou_dn: 0.4537 (0.4690) loss_class_dn_0: 0.4758 (0.4848) loss_bbox_dn_0: 0.3919 (0.3923) loss_giou_dn_0: 0.5896 (0.6000) loss_class_dn_1: 0.4185 (0.4251) loss_bbox_dn_1: 0.3042 (0.3121) loss_giou_dn_1: 0.4880 (0.4981) loss_class_dn_2: 0.3925 (0.4044) loss_bbox_dn_2: 0.2725 (0.2926) loss_giou_dn_2: 0.4620 (0.4747) loss_class_dn_3: 0.3850 (0.3982) loss_bbox_dn_3: 0.2730 (0.2896) loss_giou_dn_3: 0.4574 (0.4701) loss_class_dn_4: 0.3851 (0.3964) loss_bbox_dn_4: 0.2728 (0.2889) loss_giou_dn_4: 0.4535 (0.4688) loss_class_hybrid: 0.7209 (0.7827) loss_bbox_hybrid: 0.1987 (0.2003) loss_giou_hybrid: 0.4116 (0.4355) loss_class_0_hybrid: 0.7950 (0.8529) loss_bbox_0_hybrid: 0.2076 (0.2097) loss_giou_0_hybrid: 0.4351 (0.4535) loss_class_1_hybrid: 0.7491 (0.8106) loss_bbox_1_hybrid: 0.2072 (0.2038) loss_giou_1_hybrid: 0.4133 (0.4423) loss_class_2_hybrid: 0.7292 (0.7955) loss_bbox_2_hybrid: 0.1983 (0.2006) loss_giou_2_hybrid: 0.4086 (0.4370) loss_class_3_hybrid: 0.7181 (0.7864) loss_bbox_3_hybrid: 0.1964 (0.2003) loss_giou_3_hybrid: 0.4098 (0.4359) loss_class_4_hybrid: 0.7139 (0.7829) loss_bbox_4_hybrid: 0.1961 (0.2003) loss_giou_4_hybrid: 0.4106 (0.4357) loss_class_enc_hybrid: 0.7811 (0.8096) loss_bbox_enc_hybrid: 0.2390 (0.2516) loss_giou_enc_hybrid: 0.5148 (0.5179) mem: 1015 max mem: 36965 [2024-01-15 07:28:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:29:24 det.util.engine] INFO: Epoch: [5] [4050/11727] eta: 2:17:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0260 loss: 27.6596 (27.7424) loss_class: 0.7753 (0.7818) loss_bbox: 0.1838 (0.1858) loss_giou: 0.3736 (0.4033) loss_class_0: 1.0077 (0.9846) loss_bbox_0: 0.1735 (0.1844) loss_giou_0: 0.3614 (0.4058) loss_class_1: 0.8466 (0.8522) loss_bbox_1: 0.1842 (0.1854) loss_giou_1: 0.3747 (0.4054) loss_class_2: 0.8387 (0.8132) loss_bbox_2: 0.1774 (0.1842) loss_giou_2: 0.3814 (0.4031) loss_class_3: 0.7812 (0.7931) loss_bbox_3: 0.1794 (0.1849) loss_giou_3: 0.3684 (0.4028) loss_class_4: 0.7673 (0.7839) loss_bbox_4: 0.1838 (0.1854) loss_giou_4: 0.3738 (0.4033) loss_class_enc: 0.9129 (0.9141) loss_bbox_enc: 0.2051 (0.2229) loss_giou_enc: 0.4363 (0.4630) loss_class_dn: 0.3932 (0.3970) loss_bbox_dn: 0.2715 (0.2891) loss_giou_dn: 0.4522 (0.4689) loss_class_dn_0: 0.4820 (0.4848) loss_bbox_dn_0: 0.3798 (0.3926) loss_giou_dn_0: 0.5880 (0.6001) loss_class_dn_1: 0.4224 (0.4252) loss_bbox_dn_1: 0.3012 (0.3124) loss_giou_dn_1: 0.4830 (0.4982) loss_class_dn_2: 0.3999 (0.4045) loss_bbox_dn_2: 0.2788 (0.2928) loss_giou_dn_2: 0.4577 (0.4747) loss_class_dn_3: 0.3926 (0.3983) loss_bbox_dn_3: 0.2701 (0.2898) loss_giou_dn_3: 0.4532 (0.4700) loss_class_dn_4: 0.3908 (0.3965) loss_bbox_dn_4: 0.2714 (0.2891) loss_giou_dn_4: 0.4524 (0.4688) loss_class_hybrid: 0.7935 (0.7831) loss_bbox_hybrid: 0.2041 (0.2004) loss_giou_hybrid: 0.4086 (0.4354) loss_class_0_hybrid: 0.8647 (0.8532) loss_bbox_0_hybrid: 0.2070 (0.2098) loss_giou_0_hybrid: 0.4195 (0.4534) loss_class_1_hybrid: 0.8111 (0.8110) loss_bbox_1_hybrid: 0.2059 (0.2039) loss_giou_1_hybrid: 0.4090 (0.4422) loss_class_2_hybrid: 0.7981 (0.7958) loss_bbox_2_hybrid: 0.2005 (0.2007) loss_giou_2_hybrid: 0.4067 (0.4369) loss_class_3_hybrid: 0.7918 (0.7867) loss_bbox_3_hybrid: 0.2031 (0.2004) loss_giou_3_hybrid: 0.4081 (0.4357) loss_class_4_hybrid: 0.7798 (0.7832) loss_bbox_4_hybrid: 0.2037 (0.2004) loss_giou_4_hybrid: 0.4075 (0.4356) loss_class_enc_hybrid: 0.8256 (0.8100) loss_bbox_enc_hybrid: 0.2530 (0.2517) loss_giou_enc_hybrid: 0.4834 (0.5178) mem: 1029 max mem: 36965 [2024-01-15 07:29:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:30:17 det.util.engine] INFO: Epoch: [5] [4100/11727] eta: 2:16:42 lr: 0.000100 data_time: 0.0035 iter_time: 1.0588 loss: 27.3475 (27.7436) loss_class: 0.7518 (0.7819) loss_bbox: 0.1751 (0.1857) loss_giou: 0.4342 (0.4034) loss_class_0: 0.9328 (0.9845) loss_bbox_0: 0.1664 (0.1843) loss_giou_0: 0.4332 (0.4060) loss_class_1: 0.8311 (0.8521) loss_bbox_1: 0.1676 (0.1854) loss_giou_1: 0.4259 (0.4056) loss_class_2: 0.7832 (0.8133) loss_bbox_2: 0.1715 (0.1841) loss_giou_2: 0.4248 (0.4033) loss_class_3: 0.7699 (0.7931) loss_bbox_3: 0.1686 (0.1848) loss_giou_3: 0.4297 (0.4030) loss_class_4: 0.7440 (0.7839) loss_bbox_4: 0.1730 (0.1854) loss_giou_4: 0.4313 (0.4034) loss_class_enc: 0.8644 (0.9140) loss_bbox_enc: 0.2054 (0.2228) loss_giou_enc: 0.4942 (0.4632) loss_class_dn: 0.3899 (0.3970) loss_bbox_dn: 0.2603 (0.2889) loss_giou_dn: 0.4925 (0.4691) loss_class_dn_0: 0.4769 (0.4848) loss_bbox_dn_0: 0.3626 (0.3923) loss_giou_dn_0: 0.6225 (0.6002) loss_class_dn_1: 0.4156 (0.4252) loss_bbox_dn_1: 0.2846 (0.3122) loss_giou_dn_1: 0.5158 (0.4983) loss_class_dn_2: 0.3979 (0.4045) loss_bbox_dn_2: 0.2688 (0.2926) loss_giou_dn_2: 0.4985 (0.4748) loss_class_dn_3: 0.3906 (0.3983) loss_bbox_dn_3: 0.2624 (0.2896) loss_giou_dn_3: 0.4928 (0.4702) loss_class_dn_4: 0.3889 (0.3965) loss_bbox_dn_4: 0.2603 (0.2889) loss_giou_dn_4: 0.4922 (0.4689) loss_class_hybrid: 0.7419 (0.7830) loss_bbox_hybrid: 0.1803 (0.2003) loss_giou_hybrid: 0.4591 (0.4356) loss_class_0_hybrid: 0.8092 (0.8531) loss_bbox_0_hybrid: 0.1909 (0.2097) loss_giou_0_hybrid: 0.4747 (0.4536) loss_class_1_hybrid: 0.7666 (0.8109) loss_bbox_1_hybrid: 0.1921 (0.2039) loss_giou_1_hybrid: 0.4681 (0.4424) loss_class_2_hybrid: 0.7401 (0.7958) loss_bbox_2_hybrid: 0.1876 (0.2006) loss_giou_2_hybrid: 0.4596 (0.4372) loss_class_3_hybrid: 0.7465 (0.7867) loss_bbox_3_hybrid: 0.1806 (0.2004) loss_giou_3_hybrid: 0.4591 (0.4360) loss_class_4_hybrid: 0.7406 (0.7831) loss_bbox_4_hybrid: 0.1825 (0.2004) loss_giou_4_hybrid: 0.4577 (0.4358) loss_class_enc_hybrid: 0.7839 (0.8100) loss_bbox_enc_hybrid: 0.2322 (0.2516) loss_giou_enc_hybrid: 0.5417 (0.5181) mem: 1035 max mem: 36965 [2024-01-15 07:30:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:31:10 det.util.engine] INFO: Epoch: [5] [4150/11727] eta: 2:15:47 lr: 0.000100 data_time: 0.0037 iter_time: 1.0891 loss: 27.6978 (27.7454) loss_class: 0.7531 (0.7820) loss_bbox: 0.1953 (0.1858) loss_giou: 0.3925 (0.4033) loss_class_0: 1.0027 (0.9846) loss_bbox_0: 0.1933 (0.1844) loss_giou_0: 0.4035 (0.4060) loss_class_1: 0.8378 (0.8522) loss_bbox_1: 0.1976 (0.1855) loss_giou_1: 0.3963 (0.4056) loss_class_2: 0.8068 (0.8133) loss_bbox_2: 0.1968 (0.1843) loss_giou_2: 0.3977 (0.4032) loss_class_3: 0.7898 (0.7933) loss_bbox_3: 0.1942 (0.1849) loss_giou_3: 0.3929 (0.4029) loss_class_4: 0.7707 (0.7840) loss_bbox_4: 0.1908 (0.1855) loss_giou_4: 0.3922 (0.4033) loss_class_enc: 0.9059 (0.9141) loss_bbox_enc: 0.2327 (0.2229) loss_giou_enc: 0.4654 (0.4631) loss_class_dn: 0.3932 (0.3970) loss_bbox_dn: 0.3032 (0.2891) loss_giou_dn: 0.4434 (0.4689) loss_class_dn_0: 0.4833 (0.4848) loss_bbox_dn_0: 0.4200 (0.3925) loss_giou_dn_0: 0.5673 (0.6001) loss_class_dn_1: 0.4291 (0.4252) loss_bbox_dn_1: 0.3307 (0.3123) loss_giou_dn_1: 0.4790 (0.4982) loss_class_dn_2: 0.4044 (0.4045) loss_bbox_dn_2: 0.3129 (0.2928) loss_giou_dn_2: 0.4479 (0.4747) loss_class_dn_3: 0.3979 (0.3983) loss_bbox_dn_3: 0.3038 (0.2897) loss_giou_dn_3: 0.4450 (0.4701) loss_class_dn_4: 0.3945 (0.3965) loss_bbox_dn_4: 0.3031 (0.2891) loss_giou_dn_4: 0.4434 (0.4688) loss_class_hybrid: 0.7858 (0.7831) loss_bbox_hybrid: 0.2115 (0.2004) loss_giou_hybrid: 0.4253 (0.4355) loss_class_0_hybrid: 0.8890 (0.8534) loss_bbox_0_hybrid: 0.2193 (0.2098) loss_giou_0_hybrid: 0.4324 (0.4535) loss_class_1_hybrid: 0.8356 (0.8110) loss_bbox_1_hybrid: 0.2124 (0.2040) loss_giou_1_hybrid: 0.4282 (0.4423) loss_class_2_hybrid: 0.8230 (0.7960) loss_bbox_2_hybrid: 0.2139 (0.2007) loss_giou_2_hybrid: 0.4215 (0.4371) loss_class_3_hybrid: 0.8082 (0.7868) loss_bbox_3_hybrid: 0.2080 (0.2004) loss_giou_3_hybrid: 0.4261 (0.4359) loss_class_4_hybrid: 0.7864 (0.7832) loss_bbox_4_hybrid: 0.2092 (0.2004) loss_giou_4_hybrid: 0.4227 (0.4357) loss_class_enc_hybrid: 0.8264 (0.8102) loss_bbox_enc_hybrid: 0.2629 (0.2517) loss_giou_enc_hybrid: 0.4920 (0.5179) mem: 1033 max mem: 36965 [2024-01-15 07:31:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:32:03 det.util.engine] INFO: Epoch: [5] [4200/11727] eta: 2:14:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0908 loss: 27.7689 (27.7487) loss_class: 0.7768 (0.7823) loss_bbox: 0.1855 (0.1858) loss_giou: 0.4031 (0.4033) loss_class_0: 0.9997 (0.9848) loss_bbox_0: 0.1808 (0.1844) loss_giou_0: 0.3991 (0.4059) loss_class_1: 0.8656 (0.8522) loss_bbox_1: 0.1879 (0.1855) loss_giou_1: 0.3977 (0.4056) loss_class_2: 0.8030 (0.8135) loss_bbox_2: 0.1780 (0.1843) loss_giou_2: 0.3916 (0.4031) loss_class_3: 0.8077 (0.7935) loss_bbox_3: 0.1862 (0.1849) loss_giou_3: 0.4000 (0.4028) loss_class_4: 0.7780 (0.7843) loss_bbox_4: 0.1840 (0.1855) loss_giou_4: 0.3985 (0.4033) loss_class_enc: 0.8723 (0.9142) loss_bbox_enc: 0.2154 (0.2229) loss_giou_enc: 0.4555 (0.4631) loss_class_dn: 0.4022 (0.3970) loss_bbox_dn: 0.2846 (0.2891) loss_giou_dn: 0.4868 (0.4690) loss_class_dn_0: 0.4804 (0.4849) loss_bbox_dn_0: 0.3883 (0.3927) loss_giou_dn_0: 0.6066 (0.6001) loss_class_dn_1: 0.4276 (0.4252) loss_bbox_dn_1: 0.3075 (0.3124) loss_giou_dn_1: 0.5171 (0.4982) loss_class_dn_2: 0.4063 (0.4045) loss_bbox_dn_2: 0.2895 (0.2928) loss_giou_dn_2: 0.4896 (0.4747) loss_class_dn_3: 0.3980 (0.3983) loss_bbox_dn_3: 0.2880 (0.2898) loss_giou_dn_3: 0.4864 (0.4701) loss_class_dn_4: 0.3952 (0.3965) loss_bbox_dn_4: 0.2846 (0.2891) loss_giou_dn_4: 0.4868 (0.4688) loss_class_hybrid: 0.8012 (0.7833) loss_bbox_hybrid: 0.1940 (0.2005) loss_giou_hybrid: 0.4017 (0.4354) loss_class_0_hybrid: 0.8502 (0.8536) loss_bbox_0_hybrid: 0.1993 (0.2098) loss_giou_0_hybrid: 0.4257 (0.4534) loss_class_1_hybrid: 0.8004 (0.8112) loss_bbox_1_hybrid: 0.1959 (0.2040) loss_giou_1_hybrid: 0.4077 (0.4423) loss_class_2_hybrid: 0.8036 (0.7961) loss_bbox_2_hybrid: 0.1898 (0.2008) loss_giou_2_hybrid: 0.4002 (0.4370) loss_class_3_hybrid: 0.7975 (0.7870) loss_bbox_3_hybrid: 0.1907 (0.2005) loss_giou_3_hybrid: 0.4011 (0.4358) loss_class_4_hybrid: 0.7998 (0.7834) loss_bbox_4_hybrid: 0.1909 (0.2005) loss_giou_4_hybrid: 0.4013 (0.4356) loss_class_enc_hybrid: 0.7898 (0.8103) loss_bbox_enc_hybrid: 0.2392 (0.2517) loss_giou_enc_hybrid: 0.5169 (0.5179) mem: 1036 max mem: 36965 [2024-01-15 07:32:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:32:57 det.util.engine] INFO: Epoch: [5] [4250/11727] eta: 2:13:58 lr: 0.000100 data_time: 0.0028 iter_time: 1.0414 loss: 27.3794 (27.7452) loss_class: 0.7282 (0.7821) loss_bbox: 0.1860 (0.1858) loss_giou: 0.3898 (0.4034) loss_class_0: 0.8975 (0.9846) loss_bbox_0: 0.1806 (0.1843) loss_giou_0: 0.3993 (0.4060) loss_class_1: 0.7909 (0.8520) loss_bbox_1: 0.1802 (0.1855) loss_giou_1: 0.3989 (0.4057) loss_class_2: 0.7721 (0.8134) loss_bbox_2: 0.1834 (0.1843) loss_giou_2: 0.4001 (0.4032) loss_class_3: 0.7471 (0.7935) loss_bbox_3: 0.1831 (0.1848) loss_giou_3: 0.3936 (0.4029) loss_class_4: 0.7522 (0.7842) loss_bbox_4: 0.1858 (0.1854) loss_giou_4: 0.3890 (0.4033) loss_class_enc: 0.8293 (0.9140) loss_bbox_enc: 0.2121 (0.2229) loss_giou_enc: 0.4549 (0.4632) loss_class_dn: 0.3877 (0.3969) loss_bbox_dn: 0.2658 (0.2888) loss_giou_dn: 0.4471 (0.4689) loss_class_dn_0: 0.4801 (0.4848) loss_bbox_dn_0: 0.3390 (0.3923) loss_giou_dn_0: 0.5761 (0.5999) loss_class_dn_1: 0.4102 (0.4252) loss_bbox_dn_1: 0.2781 (0.3122) loss_giou_dn_1: 0.4857 (0.4981) loss_class_dn_2: 0.3916 (0.4045) loss_bbox_dn_2: 0.2681 (0.2925) loss_giou_dn_2: 0.4536 (0.4746) loss_class_dn_3: 0.3879 (0.3983) loss_bbox_dn_3: 0.2653 (0.2895) loss_giou_dn_3: 0.4471 (0.4700) loss_class_dn_4: 0.3880 (0.3964) loss_bbox_dn_4: 0.2656 (0.2888) loss_giou_dn_4: 0.4469 (0.4687) loss_class_hybrid: 0.7487 (0.7832) loss_bbox_hybrid: 0.1972 (0.2004) loss_giou_hybrid: 0.4293 (0.4356) loss_class_0_hybrid: 0.7849 (0.8535) loss_bbox_0_hybrid: 0.2021 (0.2098) loss_giou_0_hybrid: 0.4505 (0.4536) loss_class_1_hybrid: 0.7696 (0.8111) loss_bbox_1_hybrid: 0.1965 (0.2039) loss_giou_1_hybrid: 0.4351 (0.4424) loss_class_2_hybrid: 0.7447 (0.7961) loss_bbox_2_hybrid: 0.1938 (0.2007) loss_giou_2_hybrid: 0.4308 (0.4372) loss_class_3_hybrid: 0.7440 (0.7869) loss_bbox_3_hybrid: 0.1936 (0.2004) loss_giou_3_hybrid: 0.4310 (0.4360) loss_class_4_hybrid: 0.7479 (0.7834) loss_bbox_4_hybrid: 0.1936 (0.2004) loss_giou_4_hybrid: 0.4325 (0.4358) loss_class_enc_hybrid: 0.7712 (0.8102) loss_bbox_enc_hybrid: 0.2217 (0.2516) loss_giou_enc_hybrid: 0.5071 (0.5180) mem: 1032 max mem: 36965 [2024-01-15 07:32:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:33:49 det.util.engine] INFO: Epoch: [5] [4300/11727] eta: 2:13:02 lr: 0.000100 data_time: 0.0030 iter_time: 1.0239 loss: 27.9690 (27.7441) loss_class: 0.8069 (0.7822) loss_bbox: 0.1722 (0.1857) loss_giou: 0.3717 (0.4033) loss_class_0: 0.9976 (0.9846) loss_bbox_0: 0.1736 (0.1843) loss_giou_0: 0.3769 (0.4059) loss_class_1: 0.8918 (0.8520) loss_bbox_1: 0.1755 (0.1855) loss_giou_1: 0.3661 (0.4056) loss_class_2: 0.8419 (0.8134) loss_bbox_2: 0.1752 (0.1842) loss_giou_2: 0.3665 (0.4032) loss_class_3: 0.8299 (0.7937) loss_bbox_3: 0.1726 (0.1848) loss_giou_3: 0.3661 (0.4028) loss_class_4: 0.8192 (0.7843) loss_bbox_4: 0.1722 (0.1854) loss_giou_4: 0.3633 (0.4033) loss_class_enc: 0.9236 (0.9140) loss_bbox_enc: 0.2104 (0.2229) loss_giou_enc: 0.4498 (0.4632) loss_class_dn: 0.4004 (0.3969) loss_bbox_dn: 0.2781 (0.2888) loss_giou_dn: 0.4582 (0.4688) loss_class_dn_0: 0.4922 (0.4849) loss_bbox_dn_0: 0.3852 (0.3924) loss_giou_dn_0: 0.5884 (0.5998) loss_class_dn_1: 0.4337 (0.4252) loss_bbox_dn_1: 0.3097 (0.3122) loss_giou_dn_1: 0.4847 (0.4981) loss_class_dn_2: 0.4118 (0.4045) loss_bbox_dn_2: 0.2833 (0.2925) loss_giou_dn_2: 0.4609 (0.4746) loss_class_dn_3: 0.4036 (0.3983) loss_bbox_dn_3: 0.2772 (0.2895) loss_giou_dn_3: 0.4598 (0.4699) loss_class_dn_4: 0.4025 (0.3965) loss_bbox_dn_4: 0.2783 (0.2888) loss_giou_dn_4: 0.4580 (0.4687) loss_class_hybrid: 0.8106 (0.7832) loss_bbox_hybrid: 0.1870 (0.2003) loss_giou_hybrid: 0.4062 (0.4355) loss_class_0_hybrid: 0.8563 (0.8535) loss_bbox_0_hybrid: 0.2053 (0.2098) loss_giou_0_hybrid: 0.4193 (0.4535) loss_class_1_hybrid: 0.8250 (0.8111) loss_bbox_1_hybrid: 0.1943 (0.2039) loss_giou_1_hybrid: 0.4093 (0.4424) loss_class_2_hybrid: 0.8180 (0.7961) loss_bbox_2_hybrid: 0.1855 (0.2007) loss_giou_2_hybrid: 0.4027 (0.4371) loss_class_3_hybrid: 0.8002 (0.7870) loss_bbox_3_hybrid: 0.1864 (0.2004) loss_giou_3_hybrid: 0.4066 (0.4359) loss_class_4_hybrid: 0.8135 (0.7835) loss_bbox_4_hybrid: 0.1865 (0.2004) loss_giou_4_hybrid: 0.4073 (0.4357) loss_class_enc_hybrid: 0.8273 (0.8103) loss_bbox_enc_hybrid: 0.2515 (0.2516) loss_giou_enc_hybrid: 0.4817 (0.5179) mem: 1030 max mem: 36965 [2024-01-15 07:33:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:34:41 det.util.engine] INFO: Epoch: [5] [4350/11727] eta: 2:12:06 lr: 0.000100 data_time: 0.0029 iter_time: 1.0095 loss: 27.2996 (27.7437) loss_class: 0.7546 (0.7823) loss_bbox: 0.1749 (0.1857) loss_giou: 0.3938 (0.4033) loss_class_0: 0.9287 (0.9844) loss_bbox_0: 0.1806 (0.1843) loss_giou_0: 0.4136 (0.4061) loss_class_1: 0.8191 (0.8519) loss_bbox_1: 0.1782 (0.1855) loss_giou_1: 0.3996 (0.4058) loss_class_2: 0.7748 (0.8134) loss_bbox_2: 0.1814 (0.1842) loss_giou_2: 0.4117 (0.4033) loss_class_3: 0.7517 (0.7936) loss_bbox_3: 0.1758 (0.1848) loss_giou_3: 0.4003 (0.4029) loss_class_4: 0.7503 (0.7843) loss_bbox_4: 0.1731 (0.1854) loss_giou_4: 0.4015 (0.4034) loss_class_enc: 0.8827 (0.9139) loss_bbox_enc: 0.2071 (0.2228) loss_giou_enc: 0.4694 (0.4633) loss_class_dn: 0.3914 (0.3969) loss_bbox_dn: 0.2413 (0.2887) loss_giou_dn: 0.4882 (0.4689) loss_class_dn_0: 0.4745 (0.4848) loss_bbox_dn_0: 0.3203 (0.3922) loss_giou_dn_0: 0.6172 (0.5999) loss_class_dn_1: 0.4144 (0.4251) loss_bbox_dn_1: 0.2602 (0.3121) loss_giou_dn_1: 0.5186 (0.4981) loss_class_dn_2: 0.3987 (0.4044) loss_bbox_dn_2: 0.2441 (0.2924) loss_giou_dn_2: 0.4936 (0.4746) loss_class_dn_3: 0.3932 (0.3982) loss_bbox_dn_3: 0.2415 (0.2894) loss_giou_dn_3: 0.4891 (0.4700) loss_class_dn_4: 0.3917 (0.3964) loss_bbox_dn_4: 0.2413 (0.2887) loss_giou_dn_4: 0.4881 (0.4687) loss_class_hybrid: 0.7462 (0.7832) loss_bbox_hybrid: 0.1951 (0.2004) loss_giou_hybrid: 0.4391 (0.4356) loss_class_0_hybrid: 0.7828 (0.8534) loss_bbox_0_hybrid: 0.2095 (0.2097) loss_giou_0_hybrid: 0.4682 (0.4536) loss_class_1_hybrid: 0.7701 (0.8110) loss_bbox_1_hybrid: 0.1986 (0.2039) loss_giou_1_hybrid: 0.4483 (0.4425) loss_class_2_hybrid: 0.7501 (0.7960) loss_bbox_2_hybrid: 0.1970 (0.2007) loss_giou_2_hybrid: 0.4449 (0.4372) loss_class_3_hybrid: 0.7423 (0.7869) loss_bbox_3_hybrid: 0.1951 (0.2004) loss_giou_3_hybrid: 0.4370 (0.4360) loss_class_4_hybrid: 0.7423 (0.7834) loss_bbox_4_hybrid: 0.1918 (0.2004) loss_giou_4_hybrid: 0.4417 (0.4358) loss_class_enc_hybrid: 0.7767 (0.8102) loss_bbox_enc_hybrid: 0.2421 (0.2515) loss_giou_enc_hybrid: 0.5267 (0.5180) mem: 1027 max mem: 36965 [2024-01-15 07:34:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:35:34 det.util.engine] INFO: Epoch: [5] [4400/11727] eta: 2:11:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.0218 loss: 27.5591 (27.7409) loss_class: 0.7752 (0.7822) loss_bbox: 0.1777 (0.1857) loss_giou: 0.4081 (0.4033) loss_class_0: 0.9559 (0.9840) loss_bbox_0: 0.1843 (0.1843) loss_giou_0: 0.3909 (0.4061) loss_class_1: 0.8076 (0.8516) loss_bbox_1: 0.1848 (0.1856) loss_giou_1: 0.4129 (0.4058) loss_class_2: 0.7670 (0.8132) loss_bbox_2: 0.1915 (0.1843) loss_giou_2: 0.4032 (0.4033) loss_class_3: 0.7958 (0.7935) loss_bbox_3: 0.1830 (0.1848) loss_giou_3: 0.3989 (0.4029) loss_class_4: 0.7761 (0.7842) loss_bbox_4: 0.1853 (0.1854) loss_giou_4: 0.4038 (0.4034) loss_class_enc: 0.8894 (0.9135) loss_bbox_enc: 0.2234 (0.2229) loss_giou_enc: 0.4475 (0.4633) loss_class_dn: 0.3998 (0.3969) loss_bbox_dn: 0.2704 (0.2886) loss_giou_dn: 0.4486 (0.4688) loss_class_dn_0: 0.4835 (0.4848) loss_bbox_dn_0: 0.3786 (0.3921) loss_giou_dn_0: 0.5823 (0.5999) loss_class_dn_1: 0.4288 (0.4251) loss_bbox_dn_1: 0.2891 (0.3119) loss_giou_dn_1: 0.4809 (0.4981) loss_class_dn_2: 0.4122 (0.4044) loss_bbox_dn_2: 0.2726 (0.2923) loss_giou_dn_2: 0.4540 (0.4745) loss_class_dn_3: 0.3992 (0.3982) loss_bbox_dn_3: 0.2704 (0.2893) loss_giou_dn_3: 0.4496 (0.4699) loss_class_dn_4: 0.3999 (0.3964) loss_bbox_dn_4: 0.2704 (0.2886) loss_giou_dn_4: 0.4486 (0.4686) loss_class_hybrid: 0.7621 (0.7830) loss_bbox_hybrid: 0.2062 (0.2004) loss_giou_hybrid: 0.4390 (0.4356) loss_class_0_hybrid: 0.8379 (0.8532) loss_bbox_0_hybrid: 0.2075 (0.2098) loss_giou_0_hybrid: 0.4440 (0.4536) loss_class_1_hybrid: 0.7831 (0.8108) loss_bbox_1_hybrid: 0.2030 (0.2040) loss_giou_1_hybrid: 0.4269 (0.4425) loss_class_2_hybrid: 0.7774 (0.7958) loss_bbox_2_hybrid: 0.2078 (0.2007) loss_giou_2_hybrid: 0.4241 (0.4372) loss_class_3_hybrid: 0.7712 (0.7868) loss_bbox_3_hybrid: 0.2067 (0.2004) loss_giou_3_hybrid: 0.4396 (0.4360) loss_class_4_hybrid: 0.7718 (0.7832) loss_bbox_4_hybrid: 0.2067 (0.2005) loss_giou_4_hybrid: 0.4395 (0.4358) loss_class_enc_hybrid: 0.7888 (0.8100) loss_bbox_enc_hybrid: 0.2437 (0.2516) loss_giou_enc_hybrid: 0.5061 (0.5180) mem: 1019 max mem: 36965 [2024-01-15 07:35:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:36:27 det.util.engine] INFO: Epoch: [5] [4450/11727] eta: 2:10:16 lr: 0.000100 data_time: 0.0033 iter_time: 1.0810 loss: 27.1199 (27.7379) loss_class: 0.7594 (0.7823) loss_bbox: 0.1818 (0.1856) loss_giou: 0.3852 (0.4032) loss_class_0: 0.9422 (0.9840) loss_bbox_0: 0.1779 (0.1843) loss_giou_0: 0.3981 (0.4061) loss_class_1: 0.7997 (0.8516) loss_bbox_1: 0.1727 (0.1856) loss_giou_1: 0.3930 (0.4057) loss_class_2: 0.7899 (0.8132) loss_bbox_2: 0.1810 (0.1842) loss_giou_2: 0.3844 (0.4032) loss_class_3: 0.7698 (0.7936) loss_bbox_3: 0.1806 (0.1847) loss_giou_3: 0.3873 (0.4028) loss_class_4: 0.7511 (0.7843) loss_bbox_4: 0.1842 (0.1853) loss_giou_4: 0.3851 (0.4033) loss_class_enc: 0.8968 (0.9135) loss_bbox_enc: 0.2097 (0.2228) loss_giou_enc: 0.4571 (0.4633) loss_class_dn: 0.4035 (0.3969) loss_bbox_dn: 0.2677 (0.2884) loss_giou_dn: 0.4670 (0.4687) loss_class_dn_0: 0.4908 (0.4849) loss_bbox_dn_0: 0.3634 (0.3919) loss_giou_dn_0: 0.5820 (0.5998) loss_class_dn_1: 0.4291 (0.4251) loss_bbox_dn_1: 0.2948 (0.3118) loss_giou_dn_1: 0.4964 (0.4980) loss_class_dn_2: 0.4129 (0.4044) loss_bbox_dn_2: 0.2749 (0.2922) loss_giou_dn_2: 0.4674 (0.4745) loss_class_dn_3: 0.4049 (0.3982) loss_bbox_dn_3: 0.2696 (0.2891) loss_giou_dn_3: 0.4665 (0.4698) loss_class_dn_4: 0.4025 (0.3964) loss_bbox_dn_4: 0.2677 (0.2884) loss_giou_dn_4: 0.4667 (0.4686) loss_class_hybrid: 0.7603 (0.7830) loss_bbox_hybrid: 0.1858 (0.2004) loss_giou_hybrid: 0.4318 (0.4356) loss_class_0_hybrid: 0.8298 (0.8533) loss_bbox_0_hybrid: 0.1918 (0.2097) loss_giou_0_hybrid: 0.4554 (0.4535) loss_class_1_hybrid: 0.7888 (0.8108) loss_bbox_1_hybrid: 0.1950 (0.2039) loss_giou_1_hybrid: 0.4364 (0.4424) loss_class_2_hybrid: 0.7725 (0.7958) loss_bbox_2_hybrid: 0.1872 (0.2007) loss_giou_2_hybrid: 0.4308 (0.4371) loss_class_3_hybrid: 0.7591 (0.7867) loss_bbox_3_hybrid: 0.1879 (0.2004) loss_giou_3_hybrid: 0.4306 (0.4359) loss_class_4_hybrid: 0.7604 (0.7832) loss_bbox_4_hybrid: 0.1874 (0.2004) loss_giou_4_hybrid: 0.4304 (0.4358) loss_class_enc_hybrid: 0.7886 (0.8101) loss_bbox_enc_hybrid: 0.2343 (0.2515) loss_giou_enc_hybrid: 0.5115 (0.5179) mem: 1034 max mem: 36965 [2024-01-15 07:36:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:37:21 det.util.engine] INFO: Epoch: [5] [4500/11727] eta: 2:09:22 lr: 0.000100 data_time: 0.0030 iter_time: 1.0780 loss: 27.4972 (27.7344) loss_class: 0.7714 (0.7825) loss_bbox: 0.1693 (0.1856) loss_giou: 0.3810 (0.4030) loss_class_0: 0.9619 (0.9840) loss_bbox_0: 0.1740 (0.1843) loss_giou_0: 0.3903 (0.4059) loss_class_1: 0.8470 (0.8518) loss_bbox_1: 0.1652 (0.1855) loss_giou_1: 0.3836 (0.4055) loss_class_2: 0.7744 (0.8132) loss_bbox_2: 0.1735 (0.1842) loss_giou_2: 0.3820 (0.4030) loss_class_3: 0.7918 (0.7938) loss_bbox_3: 0.1661 (0.1847) loss_giou_3: 0.3778 (0.4026) loss_class_4: 0.7497 (0.7844) loss_bbox_4: 0.1711 (0.1852) loss_giou_4: 0.3800 (0.4030) loss_class_enc: 0.8775 (0.9136) loss_bbox_enc: 0.2058 (0.2227) loss_giou_enc: 0.4506 (0.4631) loss_class_dn: 0.3997 (0.3969) loss_bbox_dn: 0.2603 (0.2883) loss_giou_dn: 0.4499 (0.4685) loss_class_dn_0: 0.4898 (0.4849) loss_bbox_dn_0: 0.3539 (0.3918) loss_giou_dn_0: 0.5845 (0.5996) loss_class_dn_1: 0.4242 (0.4251) loss_bbox_dn_1: 0.2719 (0.3116) loss_giou_dn_1: 0.4831 (0.4978) loss_class_dn_2: 0.4018 (0.4045) loss_bbox_dn_2: 0.2623 (0.2920) loss_giou_dn_2: 0.4513 (0.4743) loss_class_dn_3: 0.3975 (0.3983) loss_bbox_dn_3: 0.2612 (0.2890) loss_giou_dn_3: 0.4510 (0.4696) loss_class_dn_4: 0.3971 (0.3965) loss_bbox_dn_4: 0.2604 (0.2883) loss_giou_dn_4: 0.4499 (0.4684) loss_class_hybrid: 0.7741 (0.7832) loss_bbox_hybrid: 0.1913 (0.2003) loss_giou_hybrid: 0.4243 (0.4354) loss_class_0_hybrid: 0.8352 (0.8534) loss_bbox_0_hybrid: 0.2025 (0.2097) loss_giou_0_hybrid: 0.4535 (0.4534) loss_class_1_hybrid: 0.7871 (0.8109) loss_bbox_1_hybrid: 0.1946 (0.2039) loss_giou_1_hybrid: 0.4342 (0.4422) loss_class_2_hybrid: 0.7834 (0.7960) loss_bbox_2_hybrid: 0.1888 (0.2006) loss_giou_2_hybrid: 0.4275 (0.4369) loss_class_3_hybrid: 0.7812 (0.7869) loss_bbox_3_hybrid: 0.1895 (0.2003) loss_giou_3_hybrid: 0.4245 (0.4358) loss_class_4_hybrid: 0.7670 (0.7833) loss_bbox_4_hybrid: 0.1899 (0.2004) loss_giou_4_hybrid: 0.4266 (0.4356) loss_class_enc_hybrid: 0.7813 (0.8103) loss_bbox_enc_hybrid: 0.2337 (0.2514) loss_giou_enc_hybrid: 0.5065 (0.5177) mem: 1031 max mem: 36965 [2024-01-15 07:37:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:38:15 det.util.engine] INFO: Epoch: [5] [4550/11727] eta: 2:08:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.0685 loss: 28.1764 (27.7340) loss_class: 0.7900 (0.7825) loss_bbox: 0.1774 (0.1856) loss_giou: 0.3810 (0.4029) loss_class_0: 0.9846 (0.9839) loss_bbox_0: 0.1750 (0.1843) loss_giou_0: 0.3863 (0.4059) loss_class_1: 0.8810 (0.8518) loss_bbox_1: 0.1823 (0.1855) loss_giou_1: 0.3864 (0.4055) loss_class_2: 0.8352 (0.8133) loss_bbox_2: 0.1811 (0.1842) loss_giou_2: 0.3869 (0.4030) loss_class_3: 0.8045 (0.7938) loss_bbox_3: 0.1833 (0.1847) loss_giou_3: 0.3819 (0.4026) loss_class_4: 0.7938 (0.7844) loss_bbox_4: 0.1781 (0.1853) loss_giou_4: 0.3818 (0.4030) loss_class_enc: 0.9064 (0.9137) loss_bbox_enc: 0.2198 (0.2228) loss_giou_enc: 0.4399 (0.4631) loss_class_dn: 0.3900 (0.3969) loss_bbox_dn: 0.2748 (0.2882) loss_giou_dn: 0.4602 (0.4685) loss_class_dn_0: 0.4955 (0.4850) loss_bbox_dn_0: 0.3795 (0.3917) loss_giou_dn_0: 0.5848 (0.5995) loss_class_dn_1: 0.4255 (0.4251) loss_bbox_dn_1: 0.2880 (0.3116) loss_giou_dn_1: 0.4851 (0.4977) loss_class_dn_2: 0.4048 (0.4045) loss_bbox_dn_2: 0.2743 (0.2920) loss_giou_dn_2: 0.4601 (0.4742) loss_class_dn_3: 0.3929 (0.3983) loss_bbox_dn_3: 0.2742 (0.2889) loss_giou_dn_3: 0.4598 (0.4696) loss_class_dn_4: 0.3893 (0.3965) loss_bbox_dn_4: 0.2748 (0.2882) loss_giou_dn_4: 0.4597 (0.4683) loss_class_hybrid: 0.7863 (0.7831) loss_bbox_hybrid: 0.1901 (0.2004) loss_giou_hybrid: 0.4202 (0.4354) loss_class_0_hybrid: 0.8782 (0.8534) loss_bbox_0_hybrid: 0.1893 (0.2097) loss_giou_0_hybrid: 0.4373 (0.4533) loss_class_1_hybrid: 0.8440 (0.8109) loss_bbox_1_hybrid: 0.1894 (0.2039) loss_giou_1_hybrid: 0.4197 (0.4422) loss_class_2_hybrid: 0.8145 (0.7959) loss_bbox_2_hybrid: 0.1861 (0.2007) loss_giou_2_hybrid: 0.4208 (0.4369) loss_class_3_hybrid: 0.7949 (0.7868) loss_bbox_3_hybrid: 0.1883 (0.2004) loss_giou_3_hybrid: 0.4186 (0.4357) loss_class_4_hybrid: 0.7963 (0.7833) loss_bbox_4_hybrid: 0.1862 (0.2004) loss_giou_4_hybrid: 0.4194 (0.4356) loss_class_enc_hybrid: 0.8381 (0.8103) loss_bbox_enc_hybrid: 0.2637 (0.2515) loss_giou_enc_hybrid: 0.4958 (0.5177) mem: 1026 max mem: 36965 [2024-01-15 07:38:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:39:08 det.util.engine] INFO: Epoch: [5] [4600/11727] eta: 2:07:35 lr: 0.000100 data_time: 0.0028 iter_time: 1.0547 loss: 28.5214 (27.7353) loss_class: 0.7682 (0.7826) loss_bbox: 0.1734 (0.1855) loss_giou: 0.4150 (0.4031) loss_class_0: 0.9734 (0.9838) loss_bbox_0: 0.1720 (0.1843) loss_giou_0: 0.4176 (0.4060) loss_class_1: 0.8555 (0.8518) loss_bbox_1: 0.1712 (0.1855) loss_giou_1: 0.4205 (0.4056) loss_class_2: 0.7987 (0.8133) loss_bbox_2: 0.1777 (0.1842) loss_giou_2: 0.4248 (0.4031) loss_class_3: 0.7874 (0.7938) loss_bbox_3: 0.1709 (0.1847) loss_giou_3: 0.4142 (0.4027) loss_class_4: 0.7812 (0.7844) loss_bbox_4: 0.1759 (0.1852) loss_giou_4: 0.4183 (0.4031) loss_class_enc: 0.9225 (0.9137) loss_bbox_enc: 0.2120 (0.2228) loss_giou_enc: 0.4915 (0.4631) loss_class_dn: 0.4045 (0.3969) loss_bbox_dn: 0.3084 (0.2882) loss_giou_dn: 0.4913 (0.4685) loss_class_dn_0: 0.4870 (0.4850) loss_bbox_dn_0: 0.3774 (0.3916) loss_giou_dn_0: 0.6319 (0.5995) loss_class_dn_1: 0.4302 (0.4251) loss_bbox_dn_1: 0.3262 (0.3115) loss_giou_dn_1: 0.5243 (0.4978) loss_class_dn_2: 0.4116 (0.4045) loss_bbox_dn_2: 0.3164 (0.2919) loss_giou_dn_2: 0.4984 (0.4743) loss_class_dn_3: 0.4066 (0.3983) loss_bbox_dn_3: 0.3121 (0.2889) loss_giou_dn_3: 0.4920 (0.4696) loss_class_dn_4: 0.4033 (0.3965) loss_bbox_dn_4: 0.3082 (0.2882) loss_giou_dn_4: 0.4902 (0.4684) loss_class_hybrid: 0.7864 (0.7831) loss_bbox_hybrid: 0.1872 (0.2003) loss_giou_hybrid: 0.4506 (0.4355) loss_class_0_hybrid: 0.8431 (0.8535) loss_bbox_0_hybrid: 0.1980 (0.2097) loss_giou_0_hybrid: 0.4604 (0.4534) loss_class_1_hybrid: 0.8158 (0.8109) loss_bbox_1_hybrid: 0.1934 (0.2039) loss_giou_1_hybrid: 0.4537 (0.4423) loss_class_2_hybrid: 0.7912 (0.7960) loss_bbox_2_hybrid: 0.1866 (0.2006) loss_giou_2_hybrid: 0.4434 (0.4370) loss_class_3_hybrid: 0.7873 (0.7869) loss_bbox_3_hybrid: 0.1880 (0.2003) loss_giou_3_hybrid: 0.4464 (0.4359) loss_class_4_hybrid: 0.7852 (0.7833) loss_bbox_4_hybrid: 0.1876 (0.2004) loss_giou_4_hybrid: 0.4499 (0.4357) loss_class_enc_hybrid: 0.7906 (0.8103) loss_bbox_enc_hybrid: 0.2423 (0.2515) loss_giou_enc_hybrid: 0.5289 (0.5179) mem: 1037 max mem: 36965 [2024-01-15 07:39:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:40:02 det.util.engine] INFO: Epoch: [5] [4650/11727] eta: 2:06:40 lr: 0.000100 data_time: 0.0030 iter_time: 1.0615 loss: 27.7915 (27.7302) loss_class: 0.7817 (0.7824) loss_bbox: 0.1822 (0.1855) loss_giou: 0.4134 (0.4030) loss_class_0: 0.9600 (0.9836) loss_bbox_0: 0.1856 (0.1842) loss_giou_0: 0.4180 (0.4060) loss_class_1: 0.8494 (0.8516) loss_bbox_1: 0.1860 (0.1854) loss_giou_1: 0.4155 (0.4055) loss_class_2: 0.8378 (0.8132) loss_bbox_2: 0.1740 (0.1842) loss_giou_2: 0.4151 (0.4031) loss_class_3: 0.8137 (0.7936) loss_bbox_3: 0.1779 (0.1846) loss_giou_3: 0.4114 (0.4026) loss_class_4: 0.7952 (0.7843) loss_bbox_4: 0.1821 (0.1852) loss_giou_4: 0.4142 (0.4031) loss_class_enc: 0.9076 (0.9135) loss_bbox_enc: 0.2117 (0.2227) loss_giou_enc: 0.4980 (0.4631) loss_class_dn: 0.3939 (0.3968) loss_bbox_dn: 0.2621 (0.2880) loss_giou_dn: 0.4323 (0.4684) loss_class_dn_0: 0.4879 (0.4849) loss_bbox_dn_0: 0.3560 (0.3915) loss_giou_dn_0: 0.5722 (0.5994) loss_class_dn_1: 0.4278 (0.4250) loss_bbox_dn_1: 0.2823 (0.3114) loss_giou_dn_1: 0.4527 (0.4977) loss_class_dn_2: 0.4055 (0.4044) loss_bbox_dn_2: 0.2675 (0.2917) loss_giou_dn_2: 0.4409 (0.4742) loss_class_dn_3: 0.3993 (0.3982) loss_bbox_dn_3: 0.2627 (0.2887) loss_giou_dn_3: 0.4337 (0.4695) loss_class_dn_4: 0.3941 (0.3964) loss_bbox_dn_4: 0.2621 (0.2880) loss_giou_dn_4: 0.4320 (0.4683) loss_class_hybrid: 0.7848 (0.7831) loss_bbox_hybrid: 0.1882 (0.2003) loss_giou_hybrid: 0.4559 (0.4354) loss_class_0_hybrid: 0.8807 (0.8535) loss_bbox_0_hybrid: 0.2018 (0.2096) loss_giou_0_hybrid: 0.4862 (0.4534) loss_class_1_hybrid: 0.8161 (0.8107) loss_bbox_1_hybrid: 0.1953 (0.2039) loss_giou_1_hybrid: 0.4674 (0.4423) loss_class_2_hybrid: 0.8003 (0.7958) loss_bbox_2_hybrid: 0.1884 (0.2006) loss_giou_2_hybrid: 0.4589 (0.4370) loss_class_3_hybrid: 0.7919 (0.7867) loss_bbox_3_hybrid: 0.1898 (0.2003) loss_giou_3_hybrid: 0.4596 (0.4358) loss_class_4_hybrid: 0.7759 (0.7832) loss_bbox_4_hybrid: 0.1891 (0.2004) loss_giou_4_hybrid: 0.4565 (0.4356) loss_class_enc_hybrid: 0.8354 (0.8102) loss_bbox_enc_hybrid: 0.2432 (0.2514) loss_giou_enc_hybrid: 0.5309 (0.5179) mem: 1031 max mem: 36965 [2024-01-15 07:40:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:40:55 det.util.engine] INFO: Epoch: [5] [4700/11727] eta: 2:05:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0892 loss: 28.0901 (27.7303) loss_class: 0.7796 (0.7824) loss_bbox: 0.2000 (0.1855) loss_giou: 0.3927 (0.4030) loss_class_0: 0.9636 (0.9833) loss_bbox_0: 0.1858 (0.1843) loss_giou_0: 0.4228 (0.4060) loss_class_1: 0.8233 (0.8516) loss_bbox_1: 0.1915 (0.1855) loss_giou_1: 0.4112 (0.4055) loss_class_2: 0.7771 (0.8132) loss_bbox_2: 0.1982 (0.1842) loss_giou_2: 0.3975 (0.4030) loss_class_3: 0.7739 (0.7936) loss_bbox_3: 0.1970 (0.1847) loss_giou_3: 0.3925 (0.4026) loss_class_4: 0.7797 (0.7843) loss_bbox_4: 0.1971 (0.1852) loss_giou_4: 0.3926 (0.4031) loss_class_enc: 0.8918 (0.9136) loss_bbox_enc: 0.2232 (0.2227) loss_giou_enc: 0.4731 (0.4630) loss_class_dn: 0.3959 (0.3968) loss_bbox_dn: 0.2867 (0.2881) loss_giou_dn: 0.4718 (0.4684) loss_class_dn_0: 0.4753 (0.4849) loss_bbox_dn_0: 0.3875 (0.3915) loss_giou_dn_0: 0.5975 (0.5993) loss_class_dn_1: 0.4217 (0.4250) loss_bbox_dn_1: 0.3059 (0.3114) loss_giou_dn_1: 0.4974 (0.4977) loss_class_dn_2: 0.4061 (0.4044) loss_bbox_dn_2: 0.2932 (0.2918) loss_giou_dn_2: 0.4774 (0.4742) loss_class_dn_3: 0.3979 (0.3981) loss_bbox_dn_3: 0.2913 (0.2888) loss_giou_dn_3: 0.4725 (0.4695) loss_class_dn_4: 0.3977 (0.3963) loss_bbox_dn_4: 0.2867 (0.2881) loss_giou_dn_4: 0.4720 (0.4683) loss_class_hybrid: 0.7645 (0.7831) loss_bbox_hybrid: 0.2080 (0.2003) loss_giou_hybrid: 0.4288 (0.4354) loss_class_0_hybrid: 0.8211 (0.8534) loss_bbox_0_hybrid: 0.2155 (0.2097) loss_giou_0_hybrid: 0.4593 (0.4534) loss_class_1_hybrid: 0.7845 (0.8107) loss_bbox_1_hybrid: 0.2099 (0.2039) loss_giou_1_hybrid: 0.4355 (0.4423) loss_class_2_hybrid: 0.7735 (0.7959) loss_bbox_2_hybrid: 0.2071 (0.2007) loss_giou_2_hybrid: 0.4303 (0.4370) loss_class_3_hybrid: 0.7658 (0.7868) loss_bbox_3_hybrid: 0.2056 (0.2004) loss_giou_3_hybrid: 0.4310 (0.4358) loss_class_4_hybrid: 0.7658 (0.7833) loss_bbox_4_hybrid: 0.2082 (0.2004) loss_giou_4_hybrid: 0.4317 (0.4356) loss_class_enc_hybrid: 0.7869 (0.8102) loss_bbox_enc_hybrid: 0.2594 (0.2515) loss_giou_enc_hybrid: 0.5036 (0.5178) mem: 1045 max mem: 36965 [2024-01-15 07:40:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:41:49 det.util.engine] INFO: Epoch: [5] [4750/11727] eta: 2:04:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0583 loss: 27.8857 (27.7288) loss_class: 0.7850 (0.7825) loss_bbox: 0.1887 (0.1854) loss_giou: 0.4077 (0.4029) loss_class_0: 0.9464 (0.9832) loss_bbox_0: 0.1795 (0.1842) loss_giou_0: 0.4060 (0.4059) loss_class_1: 0.8580 (0.8516) loss_bbox_1: 0.2025 (0.1854) loss_giou_1: 0.4035 (0.4054) loss_class_2: 0.8207 (0.8133) loss_bbox_2: 0.1854 (0.1841) loss_giou_2: 0.4003 (0.4030) loss_class_3: 0.8064 (0.7937) loss_bbox_3: 0.1890 (0.1846) loss_giou_3: 0.4050 (0.4025) loss_class_4: 0.7781 (0.7843) loss_bbox_4: 0.1890 (0.1852) loss_giou_4: 0.4049 (0.4030) loss_class_enc: 0.9201 (0.9138) loss_bbox_enc: 0.2140 (0.2226) loss_giou_enc: 0.4679 (0.4629) loss_class_dn: 0.3981 (0.3968) loss_bbox_dn: 0.2930 (0.2880) loss_giou_dn: 0.4889 (0.4683) loss_class_dn_0: 0.4818 (0.4849) loss_bbox_dn_0: 0.3739 (0.3914) loss_giou_dn_0: 0.6098 (0.5993) loss_class_dn_1: 0.4282 (0.4250) loss_bbox_dn_1: 0.3065 (0.3113) loss_giou_dn_1: 0.5136 (0.4976) loss_class_dn_2: 0.4079 (0.4044) loss_bbox_dn_2: 0.2951 (0.2917) loss_giou_dn_2: 0.4913 (0.4741) loss_class_dn_3: 0.3969 (0.3981) loss_bbox_dn_3: 0.2914 (0.2887) loss_giou_dn_3: 0.4887 (0.4695) loss_class_dn_4: 0.3967 (0.3963) loss_bbox_dn_4: 0.2932 (0.2880) loss_giou_dn_4: 0.4888 (0.4682) loss_class_hybrid: 0.7829 (0.7832) loss_bbox_hybrid: 0.1984 (0.2003) loss_giou_hybrid: 0.4430 (0.4354) loss_class_0_hybrid: 0.8542 (0.8535) loss_bbox_0_hybrid: 0.2145 (0.2096) loss_giou_0_hybrid: 0.4534 (0.4534) loss_class_1_hybrid: 0.8066 (0.8108) loss_bbox_1_hybrid: 0.2034 (0.2039) loss_giou_1_hybrid: 0.4387 (0.4423) loss_class_2_hybrid: 0.8024 (0.7959) loss_bbox_2_hybrid: 0.1957 (0.2006) loss_giou_2_hybrid: 0.4367 (0.4370) loss_class_3_hybrid: 0.7979 (0.7868) loss_bbox_3_hybrid: 0.2001 (0.2003) loss_giou_3_hybrid: 0.4407 (0.4358) loss_class_4_hybrid: 0.7871 (0.7833) loss_bbox_4_hybrid: 0.1995 (0.2003) loss_giou_4_hybrid: 0.4418 (0.4357) loss_class_enc_hybrid: 0.8053 (0.8103) loss_bbox_enc_hybrid: 0.2497 (0.2514) loss_giou_enc_hybrid: 0.5339 (0.5178) mem: 1024 max mem: 36965 [2024-01-15 07:41:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:42:42 det.util.engine] INFO: Epoch: [5] [4800/11727] eta: 2:03:58 lr: 0.000100 data_time: 0.0031 iter_time: 1.0488 loss: 27.5856 (27.7284) loss_class: 0.7974 (0.7826) loss_bbox: 0.1997 (0.1855) loss_giou: 0.3834 (0.4029) loss_class_0: 1.0178 (0.9831) loss_bbox_0: 0.1920 (0.1843) loss_giou_0: 0.3895 (0.4059) loss_class_1: 0.8421 (0.8515) loss_bbox_1: 0.2035 (0.1855) loss_giou_1: 0.3885 (0.4054) loss_class_2: 0.8242 (0.8132) loss_bbox_2: 0.1999 (0.1842) loss_giou_2: 0.3806 (0.4030) loss_class_3: 0.8066 (0.7937) loss_bbox_3: 0.1969 (0.1847) loss_giou_3: 0.3845 (0.4025) loss_class_4: 0.8092 (0.7844) loss_bbox_4: 0.1997 (0.1852) loss_giou_4: 0.3834 (0.4030) loss_class_enc: 0.9133 (0.9137) loss_bbox_enc: 0.2213 (0.2226) loss_giou_enc: 0.4315 (0.4629) loss_class_dn: 0.3981 (0.3967) loss_bbox_dn: 0.3027 (0.2880) loss_giou_dn: 0.4567 (0.4684) loss_class_dn_0: 0.4849 (0.4848) loss_bbox_dn_0: 0.4044 (0.3913) loss_giou_dn_0: 0.5891 (0.5992) loss_class_dn_1: 0.4236 (0.4249) loss_bbox_dn_1: 0.3279 (0.3113) loss_giou_dn_1: 0.4793 (0.4976) loss_class_dn_2: 0.4041 (0.4043) loss_bbox_dn_2: 0.3052 (0.2917) loss_giou_dn_2: 0.4677 (0.4741) loss_class_dn_3: 0.3960 (0.3981) loss_bbox_dn_3: 0.3022 (0.2887) loss_giou_dn_3: 0.4588 (0.4695) loss_class_dn_4: 0.3951 (0.3963) loss_bbox_dn_4: 0.3029 (0.2880) loss_giou_dn_4: 0.4564 (0.4682) loss_class_hybrid: 0.7949 (0.7831) loss_bbox_hybrid: 0.1933 (0.2003) loss_giou_hybrid: 0.4120 (0.4354) loss_class_0_hybrid: 0.8674 (0.8535) loss_bbox_0_hybrid: 0.2036 (0.2096) loss_giou_0_hybrid: 0.4305 (0.4534) loss_class_1_hybrid: 0.8319 (0.8108) loss_bbox_1_hybrid: 0.1911 (0.2039) loss_giou_1_hybrid: 0.4110 (0.4423) loss_class_2_hybrid: 0.8030 (0.7959) loss_bbox_2_hybrid: 0.1897 (0.2006) loss_giou_2_hybrid: 0.4089 (0.4370) loss_class_3_hybrid: 0.7925 (0.7867) loss_bbox_3_hybrid: 0.1920 (0.2003) loss_giou_3_hybrid: 0.4120 (0.4358) loss_class_4_hybrid: 0.7945 (0.7832) loss_bbox_4_hybrid: 0.1931 (0.2004) loss_giou_4_hybrid: 0.4127 (0.4357) loss_class_enc_hybrid: 0.8186 (0.8102) loss_bbox_enc_hybrid: 0.2531 (0.2513) loss_giou_enc_hybrid: 0.4798 (0.5178) mem: 1028 max mem: 36965 [2024-01-15 07:42:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:43:35 det.util.engine] INFO: Epoch: [5] [4850/11727] eta: 2:03:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0509 loss: 27.2401 (27.7235) loss_class: 0.7484 (0.7823) loss_bbox: 0.1749 (0.1854) loss_giou: 0.4163 (0.4030) loss_class_0: 0.9049 (0.9828) loss_bbox_0: 0.1773 (0.1842) loss_giou_0: 0.4111 (0.4060) loss_class_1: 0.7848 (0.8513) loss_bbox_1: 0.1693 (0.1854) loss_giou_1: 0.4133 (0.4055) loss_class_2: 0.7468 (0.8130) loss_bbox_2: 0.1792 (0.1841) loss_giou_2: 0.4019 (0.4030) loss_class_3: 0.7555 (0.7935) loss_bbox_3: 0.1714 (0.1846) loss_giou_3: 0.4012 (0.4026) loss_class_4: 0.7274 (0.7841) loss_bbox_4: 0.1771 (0.1851) loss_giou_4: 0.4159 (0.4031) loss_class_enc: 0.8912 (0.9135) loss_bbox_enc: 0.2110 (0.2225) loss_giou_enc: 0.4456 (0.4630) loss_class_dn: 0.3914 (0.3967) loss_bbox_dn: 0.2484 (0.2879) loss_giou_dn: 0.4635 (0.4684) loss_class_dn_0: 0.4732 (0.4848) loss_bbox_dn_0: 0.3598 (0.3912) loss_giou_dn_0: 0.6008 (0.5992) loss_class_dn_1: 0.4213 (0.4249) loss_bbox_dn_1: 0.2869 (0.3112) loss_giou_dn_1: 0.4960 (0.4976) loss_class_dn_2: 0.3992 (0.4043) loss_bbox_dn_2: 0.2632 (0.2916) loss_giou_dn_2: 0.4649 (0.4741) loss_class_dn_3: 0.3909 (0.3981) loss_bbox_dn_3: 0.2536 (0.2886) loss_giou_dn_3: 0.4646 (0.4695) loss_class_dn_4: 0.3910 (0.3962) loss_bbox_dn_4: 0.2484 (0.2879) loss_giou_dn_4: 0.4634 (0.4682) loss_class_hybrid: 0.7366 (0.7829) loss_bbox_hybrid: 0.1885 (0.2002) loss_giou_hybrid: 0.4238 (0.4355) loss_class_0_hybrid: 0.7996 (0.8532) loss_bbox_0_hybrid: 0.1968 (0.2095) loss_giou_0_hybrid: 0.4469 (0.4535) loss_class_1_hybrid: 0.7418 (0.8105) loss_bbox_1_hybrid: 0.1902 (0.2038) loss_giou_1_hybrid: 0.4320 (0.4424) loss_class_2_hybrid: 0.7528 (0.7956) loss_bbox_2_hybrid: 0.1875 (0.2005) loss_giou_2_hybrid: 0.4259 (0.4371) loss_class_3_hybrid: 0.7314 (0.7865) loss_bbox_3_hybrid: 0.1885 (0.2002) loss_giou_3_hybrid: 0.4245 (0.4359) loss_class_4_hybrid: 0.7383 (0.7830) loss_bbox_4_hybrid: 0.1885 (0.2003) loss_giou_4_hybrid: 0.4267 (0.4358) loss_class_enc_hybrid: 0.7766 (0.8100) loss_bbox_enc_hybrid: 0.2426 (0.2512) loss_giou_enc_hybrid: 0.4991 (0.5178) mem: 1028 max mem: 36965 [2024-01-15 07:43:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:44:27 det.util.engine] INFO: Epoch: [5] [4900/11727] eta: 2:02:08 lr: 0.000100 data_time: 0.0033 iter_time: 1.0318 loss: 27.8504 (27.7248) loss_class: 0.7884 (0.7824) loss_bbox: 0.1586 (0.1854) loss_giou: 0.3954 (0.4030) loss_class_0: 0.9361 (0.9826) loss_bbox_0: 0.1638 (0.1841) loss_giou_0: 0.3946 (0.4061) loss_class_1: 0.8832 (0.8514) loss_bbox_1: 0.1608 (0.1854) loss_giou_1: 0.4161 (0.4055) loss_class_2: 0.7934 (0.8131) loss_bbox_2: 0.1621 (0.1840) loss_giou_2: 0.4042 (0.4031) loss_class_3: 0.7873 (0.7936) loss_bbox_3: 0.1580 (0.1845) loss_giou_3: 0.3903 (0.4026) loss_class_4: 0.7963 (0.7842) loss_bbox_4: 0.1598 (0.1851) loss_giou_4: 0.3876 (0.4031) loss_class_enc: 0.8583 (0.9136) loss_bbox_enc: 0.1985 (0.2224) loss_giou_enc: 0.4476 (0.4630) loss_class_dn: 0.3937 (0.3967) loss_bbox_dn: 0.2509 (0.2878) loss_giou_dn: 0.4763 (0.4685) loss_class_dn_0: 0.4740 (0.4847) loss_bbox_dn_0: 0.3400 (0.3910) loss_giou_dn_0: 0.5891 (0.5993) loss_class_dn_1: 0.4168 (0.4249) loss_bbox_dn_1: 0.2722 (0.3111) loss_giou_dn_1: 0.4984 (0.4977) loss_class_dn_2: 0.4012 (0.4042) loss_bbox_dn_2: 0.2531 (0.2915) loss_giou_dn_2: 0.4808 (0.4742) loss_class_dn_3: 0.3955 (0.3980) loss_bbox_dn_3: 0.2509 (0.2885) loss_giou_dn_3: 0.4757 (0.4696) loss_class_dn_4: 0.3927 (0.3962) loss_bbox_dn_4: 0.2510 (0.2878) loss_giou_dn_4: 0.4757 (0.4684) loss_class_hybrid: 0.8050 (0.7830) loss_bbox_hybrid: 0.1731 (0.2002) loss_giou_hybrid: 0.4196 (0.4356) loss_class_0_hybrid: 0.8511 (0.8532) loss_bbox_0_hybrid: 0.1829 (0.2095) loss_giou_0_hybrid: 0.4402 (0.4536) loss_class_1_hybrid: 0.8238 (0.8105) loss_bbox_1_hybrid: 0.1734 (0.2038) loss_giou_1_hybrid: 0.4266 (0.4424) loss_class_2_hybrid: 0.7975 (0.7957) loss_bbox_2_hybrid: 0.1724 (0.2005) loss_giou_2_hybrid: 0.4212 (0.4371) loss_class_3_hybrid: 0.8013 (0.7866) loss_bbox_3_hybrid: 0.1715 (0.2002) loss_giou_3_hybrid: 0.4177 (0.4360) loss_class_4_hybrid: 0.7972 (0.7831) loss_bbox_4_hybrid: 0.1718 (0.2002) loss_giou_4_hybrid: 0.4207 (0.4358) loss_class_enc_hybrid: 0.8094 (0.8101) loss_bbox_enc_hybrid: 0.2249 (0.2511) loss_giou_enc_hybrid: 0.4903 (0.5179) mem: 1022 max mem: 36965 [2024-01-15 07:44:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:45:19 det.util.engine] INFO: Epoch: [5] [4950/11727] eta: 2:01:12 lr: 0.000100 data_time: 0.0034 iter_time: 1.0309 loss: 27.5548 (27.7245) loss_class: 0.7589 (0.7826) loss_bbox: 0.1947 (0.1854) loss_giou: 0.3978 (0.4029) loss_class_0: 0.9337 (0.9827) loss_bbox_0: 0.1742 (0.1842) loss_giou_0: 0.3978 (0.4060) loss_class_1: 0.8708 (0.8515) loss_bbox_1: 0.1787 (0.1854) loss_giou_1: 0.3972 (0.4054) loss_class_2: 0.7993 (0.8132) loss_bbox_2: 0.1866 (0.1840) loss_giou_2: 0.3960 (0.4030) loss_class_3: 0.7804 (0.7938) loss_bbox_3: 0.1837 (0.1845) loss_giou_3: 0.3951 (0.4025) loss_class_4: 0.7441 (0.7843) loss_bbox_4: 0.1865 (0.1851) loss_giou_4: 0.3978 (0.4030) loss_class_enc: 0.8939 (0.9137) loss_bbox_enc: 0.2196 (0.2224) loss_giou_enc: 0.4508 (0.4629) loss_class_dn: 0.3906 (0.3967) loss_bbox_dn: 0.2957 (0.2878) loss_giou_dn: 0.4694 (0.4684) loss_class_dn_0: 0.4823 (0.4848) loss_bbox_dn_0: 0.3960 (0.3912) loss_giou_dn_0: 0.6037 (0.5992) loss_class_dn_1: 0.4179 (0.4249) loss_bbox_dn_1: 0.3224 (0.3111) loss_giou_dn_1: 0.4963 (0.4977) loss_class_dn_2: 0.4013 (0.4042) loss_bbox_dn_2: 0.2968 (0.2915) loss_giou_dn_2: 0.4735 (0.4741) loss_class_dn_3: 0.3949 (0.3980) loss_bbox_dn_3: 0.2969 (0.2885) loss_giou_dn_3: 0.4690 (0.4695) loss_class_dn_4: 0.3922 (0.3962) loss_bbox_dn_4: 0.2958 (0.2878) loss_giou_dn_4: 0.4694 (0.4683) loss_class_hybrid: 0.7490 (0.7831) loss_bbox_hybrid: 0.2048 (0.2002) loss_giou_hybrid: 0.4099 (0.4355) loss_class_0_hybrid: 0.8157 (0.8533) loss_bbox_0_hybrid: 0.2097 (0.2095) loss_giou_0_hybrid: 0.4307 (0.4535) loss_class_1_hybrid: 0.7961 (0.8106) loss_bbox_1_hybrid: 0.2035 (0.2038) loss_giou_1_hybrid: 0.4169 (0.4423) loss_class_2_hybrid: 0.7560 (0.7958) loss_bbox_2_hybrid: 0.2033 (0.2005) loss_giou_2_hybrid: 0.4086 (0.4370) loss_class_3_hybrid: 0.7505 (0.7866) loss_bbox_3_hybrid: 0.2053 (0.2002) loss_giou_3_hybrid: 0.4081 (0.4359) loss_class_4_hybrid: 0.7521 (0.7831) loss_bbox_4_hybrid: 0.2049 (0.2002) loss_giou_4_hybrid: 0.4090 (0.4357) loss_class_enc_hybrid: 0.8203 (0.8102) loss_bbox_enc_hybrid: 0.2482 (0.2512) loss_giou_enc_hybrid: 0.4885 (0.5177) mem: 1021 max mem: 36965 [2024-01-15 07:45:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:46:12 det.util.engine] INFO: Epoch: [5] [5000/11727] eta: 2:00:17 lr: 0.000100 data_time: 0.0034 iter_time: 1.0494 loss: 27.7608 (27.7256) loss_class: 0.7644 (0.7826) loss_bbox: 0.1778 (0.1853) loss_giou: 0.4250 (0.4030) loss_class_0: 0.9557 (0.9826) loss_bbox_0: 0.1748 (0.1841) loss_giou_0: 0.4281 (0.4061) loss_class_1: 0.8341 (0.8515) loss_bbox_1: 0.1842 (0.1853) loss_giou_1: 0.4382 (0.4055) loss_class_2: 0.7832 (0.8132) loss_bbox_2: 0.1810 (0.1840) loss_giou_2: 0.4242 (0.4031) loss_class_3: 0.7743 (0.7938) loss_bbox_3: 0.1764 (0.1844) loss_giou_3: 0.4241 (0.4026) loss_class_4: 0.7715 (0.7844) loss_bbox_4: 0.1761 (0.1850) loss_giou_4: 0.4251 (0.4031) loss_class_enc: 0.8881 (0.9137) loss_bbox_enc: 0.2155 (0.2224) loss_giou_enc: 0.4747 (0.4630) loss_class_dn: 0.3953 (0.3967) loss_bbox_dn: 0.2316 (0.2878) loss_giou_dn: 0.4885 (0.4685) loss_class_dn_0: 0.4811 (0.4848) loss_bbox_dn_0: 0.3526 (0.3911) loss_giou_dn_0: 0.6171 (0.5993) loss_class_dn_1: 0.4275 (0.4248) loss_bbox_dn_1: 0.2518 (0.3111) loss_giou_dn_1: 0.5208 (0.4978) loss_class_dn_2: 0.4063 (0.4042) loss_bbox_dn_2: 0.2379 (0.2915) loss_giou_dn_2: 0.4985 (0.4743) loss_class_dn_3: 0.4010 (0.3981) loss_bbox_dn_3: 0.2321 (0.2885) loss_giou_dn_3: 0.4897 (0.4696) loss_class_dn_4: 0.3999 (0.3962) loss_bbox_dn_4: 0.2316 (0.2878) loss_giou_dn_4: 0.4888 (0.4684) loss_class_hybrid: 0.7275 (0.7829) loss_bbox_hybrid: 0.1935 (0.2002) loss_giou_hybrid: 0.4599 (0.4357) loss_class_0_hybrid: 0.7753 (0.8532) loss_bbox_0_hybrid: 0.2075 (0.2095) loss_giou_0_hybrid: 0.4785 (0.4537) loss_class_1_hybrid: 0.7672 (0.8105) loss_bbox_1_hybrid: 0.2047 (0.2038) loss_giou_1_hybrid: 0.4627 (0.4425) loss_class_2_hybrid: 0.7554 (0.7957) loss_bbox_2_hybrid: 0.1997 (0.2005) loss_giou_2_hybrid: 0.4627 (0.4372) loss_class_3_hybrid: 0.7427 (0.7865) loss_bbox_3_hybrid: 0.1951 (0.2002) loss_giou_3_hybrid: 0.4636 (0.4361) loss_class_4_hybrid: 0.7249 (0.7830) loss_bbox_4_hybrid: 0.1946 (0.2002) loss_giou_4_hybrid: 0.4651 (0.4359) loss_class_enc_hybrid: 0.7622 (0.8100) loss_bbox_enc_hybrid: 0.2546 (0.2512) loss_giou_enc_hybrid: 0.5369 (0.5180) mem: 1024 max mem: 36965 [2024-01-15 07:46:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:47:04 det.util.engine] INFO: Epoch: [5] [5050/11727] eta: 1:59:20 lr: 0.000100 data_time: 0.0031 iter_time: 1.0409 loss: 27.4464 (27.7269) loss_class: 0.7926 (0.7827) loss_bbox: 0.1927 (0.1854) loss_giou: 0.3661 (0.4029) loss_class_0: 1.0190 (0.9826) loss_bbox_0: 0.1927 (0.1842) loss_giou_0: 0.3500 (0.4061) loss_class_1: 0.9023 (0.8515) loss_bbox_1: 0.1983 (0.1854) loss_giou_1: 0.3706 (0.4054) loss_class_2: 0.8209 (0.8133) loss_bbox_2: 0.1906 (0.1841) loss_giou_2: 0.3610 (0.4030) loss_class_3: 0.8264 (0.7939) loss_bbox_3: 0.1892 (0.1845) loss_giou_3: 0.3694 (0.4025) loss_class_4: 0.8094 (0.7845) loss_bbox_4: 0.1911 (0.1851) loss_giou_4: 0.3691 (0.4030) loss_class_enc: 0.8956 (0.9137) loss_bbox_enc: 0.2465 (0.2225) loss_giou_enc: 0.4317 (0.4629) loss_class_dn: 0.3964 (0.3967) loss_bbox_dn: 0.3140 (0.2878) loss_giou_dn: 0.4585 (0.4685) loss_class_dn_0: 0.4836 (0.4848) loss_bbox_dn_0: 0.4179 (0.3912) loss_giou_dn_0: 0.5862 (0.5993) loss_class_dn_1: 0.4266 (0.4249) loss_bbox_dn_1: 0.3243 (0.3112) loss_giou_dn_1: 0.4882 (0.4977) loss_class_dn_2: 0.4048 (0.4043) loss_bbox_dn_2: 0.3182 (0.2915) loss_giou_dn_2: 0.4645 (0.4742) loss_class_dn_3: 0.4019 (0.3981) loss_bbox_dn_3: 0.3146 (0.2885) loss_giou_dn_3: 0.4609 (0.4696) loss_class_dn_4: 0.3970 (0.3963) loss_bbox_dn_4: 0.3139 (0.2878) loss_giou_dn_4: 0.4584 (0.4683) loss_class_hybrid: 0.8004 (0.7830) loss_bbox_hybrid: 0.1959 (0.2002) loss_giou_hybrid: 0.3712 (0.4356) loss_class_0_hybrid: 0.8861 (0.8533) loss_bbox_0_hybrid: 0.2085 (0.2095) loss_giou_0_hybrid: 0.3853 (0.4535) loss_class_1_hybrid: 0.8489 (0.8106) loss_bbox_1_hybrid: 0.2001 (0.2038) loss_giou_1_hybrid: 0.3776 (0.4424) loss_class_2_hybrid: 0.8362 (0.7958) loss_bbox_2_hybrid: 0.2066 (0.2005) loss_giou_2_hybrid: 0.3712 (0.4371) loss_class_3_hybrid: 0.8221 (0.7866) loss_bbox_3_hybrid: 0.1973 (0.2002) loss_giou_3_hybrid: 0.3714 (0.4360) loss_class_4_hybrid: 0.8296 (0.7831) loss_bbox_4_hybrid: 0.1969 (0.2002) loss_giou_4_hybrid: 0.3719 (0.4358) loss_class_enc_hybrid: 0.8396 (0.8102) loss_bbox_enc_hybrid: 0.2604 (0.2513) loss_giou_enc_hybrid: 0.4542 (0.5179) mem: 1034 max mem: 36965 [2024-01-15 07:47:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:47:56 det.util.engine] INFO: Epoch: [5] [5100/11727] eta: 1:58:25 lr: 0.000100 data_time: 0.0030 iter_time: 1.0420 loss: 29.1269 (27.7334) loss_class: 0.8433 (0.7830) loss_bbox: 0.1778 (0.1855) loss_giou: 0.3925 (0.4029) loss_class_0: 1.0010 (0.9829) loss_bbox_0: 0.1776 (0.1843) loss_giou_0: 0.4032 (0.4061) loss_class_1: 0.9061 (0.8518) loss_bbox_1: 0.1737 (0.1855) loss_giou_1: 0.4017 (0.4054) loss_class_2: 0.8506 (0.8136) loss_bbox_2: 0.1737 (0.1842) loss_giou_2: 0.3985 (0.4030) loss_class_3: 0.8681 (0.7942) loss_bbox_3: 0.1748 (0.1846) loss_giou_3: 0.3947 (0.4025) loss_class_4: 0.8560 (0.7848) loss_bbox_4: 0.1796 (0.1852) loss_giou_4: 0.3924 (0.4030) loss_class_enc: 0.9385 (0.9140) loss_bbox_enc: 0.2062 (0.2226) loss_giou_enc: 0.4507 (0.4629) loss_class_dn: 0.4126 (0.3968) loss_bbox_dn: 0.2773 (0.2880) loss_giou_dn: 0.4862 (0.4684) loss_class_dn_0: 0.4984 (0.4849) loss_bbox_dn_0: 0.3774 (0.3914) loss_giou_dn_0: 0.6169 (0.5992) loss_class_dn_1: 0.4376 (0.4249) loss_bbox_dn_1: 0.3040 (0.3114) loss_giou_dn_1: 0.5175 (0.4977) loss_class_dn_2: 0.4222 (0.4043) loss_bbox_dn_2: 0.2804 (0.2918) loss_giou_dn_2: 0.4958 (0.4742) loss_class_dn_3: 0.4186 (0.3981) loss_bbox_dn_3: 0.2781 (0.2887) loss_giou_dn_3: 0.4881 (0.4696) loss_class_dn_4: 0.4148 (0.3963) loss_bbox_dn_4: 0.2773 (0.2880) loss_giou_dn_4: 0.4868 (0.4683) loss_class_hybrid: 0.8069 (0.7833) loss_bbox_hybrid: 0.1968 (0.2003) loss_giou_hybrid: 0.4187 (0.4355) loss_class_0_hybrid: 0.8980 (0.8537) loss_bbox_0_hybrid: 0.1981 (0.2096) loss_giou_0_hybrid: 0.4412 (0.4535) loss_class_1_hybrid: 0.8487 (0.8109) loss_bbox_1_hybrid: 0.1972 (0.2039) loss_giou_1_hybrid: 0.4341 (0.4424) loss_class_2_hybrid: 0.8376 (0.7961) loss_bbox_2_hybrid: 0.1960 (0.2006) loss_giou_2_hybrid: 0.4275 (0.4371) loss_class_3_hybrid: 0.8358 (0.7869) loss_bbox_3_hybrid: 0.1955 (0.2003) loss_giou_3_hybrid: 0.4252 (0.4359) loss_class_4_hybrid: 0.8162 (0.7835) loss_bbox_4_hybrid: 0.1978 (0.2003) loss_giou_4_hybrid: 0.4194 (0.4357) loss_class_enc_hybrid: 0.8423 (0.8105) loss_bbox_enc_hybrid: 0.2466 (0.2513) loss_giou_enc_hybrid: 0.5014 (0.5178) mem: 1022 max mem: 36965 [2024-01-15 07:47:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:48:49 det.util.engine] INFO: Epoch: [5] [5150/11727] eta: 1:57:31 lr: 0.000100 data_time: 0.0033 iter_time: 1.0338 loss: 27.5302 (27.7339) loss_class: 0.7509 (0.7829) loss_bbox: 0.1679 (0.1855) loss_giou: 0.4057 (0.4031) loss_class_0: 0.9376 (0.9828) loss_bbox_0: 0.1818 (0.1843) loss_giou_0: 0.4161 (0.4062) loss_class_1: 0.8197 (0.8517) loss_bbox_1: 0.1752 (0.1855) loss_giou_1: 0.4046 (0.4056) loss_class_2: 0.7686 (0.8134) loss_bbox_2: 0.1730 (0.1842) loss_giou_2: 0.4053 (0.4032) loss_class_3: 0.7782 (0.7942) loss_bbox_3: 0.1728 (0.1846) loss_giou_3: 0.4051 (0.4026) loss_class_4: 0.7432 (0.7847) loss_bbox_4: 0.1730 (0.1852) loss_giou_4: 0.4058 (0.4032) loss_class_enc: 0.8847 (0.9141) loss_bbox_enc: 0.2165 (0.2226) loss_giou_enc: 0.4601 (0.4630) loss_class_dn: 0.3897 (0.3968) loss_bbox_dn: 0.2434 (0.2880) loss_giou_dn: 0.4741 (0.4685) loss_class_dn_0: 0.4815 (0.4849) loss_bbox_dn_0: 0.3473 (0.3913) loss_giou_dn_0: 0.6065 (0.5993) loss_class_dn_1: 0.4242 (0.4249) loss_bbox_dn_1: 0.2663 (0.3113) loss_giou_dn_1: 0.4947 (0.4978) loss_class_dn_2: 0.4017 (0.4043) loss_bbox_dn_2: 0.2469 (0.2917) loss_giou_dn_2: 0.4807 (0.4743) loss_class_dn_3: 0.3910 (0.3981) loss_bbox_dn_3: 0.2444 (0.2887) loss_giou_dn_3: 0.4751 (0.4696) loss_class_dn_4: 0.3900 (0.3963) loss_bbox_dn_4: 0.2434 (0.2880) loss_giou_dn_4: 0.4740 (0.4684) loss_class_hybrid: 0.7628 (0.7833) loss_bbox_hybrid: 0.1888 (0.2002) loss_giou_hybrid: 0.4231 (0.4356) loss_class_0_hybrid: 0.8259 (0.8537) loss_bbox_0_hybrid: 0.2032 (0.2095) loss_giou_0_hybrid: 0.4467 (0.4536) loss_class_1_hybrid: 0.7871 (0.8108) loss_bbox_1_hybrid: 0.1881 (0.2038) loss_giou_1_hybrid: 0.4296 (0.4425) loss_class_2_hybrid: 0.7624 (0.7960) loss_bbox_2_hybrid: 0.1870 (0.2005) loss_giou_2_hybrid: 0.4198 (0.4372) loss_class_3_hybrid: 0.7743 (0.7869) loss_bbox_3_hybrid: 0.1865 (0.2002) loss_giou_3_hybrid: 0.4219 (0.4360) loss_class_4_hybrid: 0.7670 (0.7834) loss_bbox_4_hybrid: 0.1893 (0.2002) loss_giou_4_hybrid: 0.4232 (0.4359) loss_class_enc_hybrid: 0.7857 (0.8105) loss_bbox_enc_hybrid: 0.2377 (0.2513) loss_giou_enc_hybrid: 0.5062 (0.5179) mem: 1019 max mem: 36965 [2024-01-15 07:48:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:49:42 det.util.engine] INFO: Epoch: [5] [5200/11727] eta: 1:56:37 lr: 0.000100 data_time: 0.0033 iter_time: 1.0537 loss: 27.5516 (27.7350) loss_class: 0.8041 (0.7831) loss_bbox: 0.1769 (0.1855) loss_giou: 0.3792 (0.4030) loss_class_0: 0.9985 (0.9830) loss_bbox_0: 0.1804 (0.1843) loss_giou_0: 0.3861 (0.4061) loss_class_1: 0.8401 (0.8518) loss_bbox_1: 0.1775 (0.1855) loss_giou_1: 0.3899 (0.4055) loss_class_2: 0.8103 (0.8136) loss_bbox_2: 0.1838 (0.1842) loss_giou_2: 0.3906 (0.4031) loss_class_3: 0.8088 (0.7943) loss_bbox_3: 0.1709 (0.1846) loss_giou_3: 0.3894 (0.4026) loss_class_4: 0.8037 (0.7849) loss_bbox_4: 0.1767 (0.1852) loss_giou_4: 0.3910 (0.4031) loss_class_enc: 0.8939 (0.9143) loss_bbox_enc: 0.2237 (0.2226) loss_giou_enc: 0.4446 (0.4629) loss_class_dn: 0.3966 (0.3968) loss_bbox_dn: 0.2572 (0.2880) loss_giou_dn: 0.4551 (0.4685) loss_class_dn_0: 0.4758 (0.4849) loss_bbox_dn_0: 0.3329 (0.3913) loss_giou_dn_0: 0.5790 (0.5992) loss_class_dn_1: 0.4173 (0.4250) loss_bbox_dn_1: 0.2749 (0.3114) loss_giou_dn_1: 0.4846 (0.4977) loss_class_dn_2: 0.4047 (0.4044) loss_bbox_dn_2: 0.2616 (0.2917) loss_giou_dn_2: 0.4583 (0.4742) loss_class_dn_3: 0.3980 (0.3982) loss_bbox_dn_3: 0.2599 (0.2887) loss_giou_dn_3: 0.4562 (0.4696) loss_class_dn_4: 0.3968 (0.3964) loss_bbox_dn_4: 0.2573 (0.2880) loss_giou_dn_4: 0.4550 (0.4683) loss_class_hybrid: 0.7913 (0.7834) loss_bbox_hybrid: 0.1925 (0.2003) loss_giou_hybrid: 0.4007 (0.4356) loss_class_0_hybrid: 0.8413 (0.8538) loss_bbox_0_hybrid: 0.2079 (0.2096) loss_giou_0_hybrid: 0.4183 (0.4535) loss_class_1_hybrid: 0.7999 (0.8109) loss_bbox_1_hybrid: 0.1954 (0.2038) loss_giou_1_hybrid: 0.4079 (0.4424) loss_class_2_hybrid: 0.7966 (0.7962) loss_bbox_2_hybrid: 0.1928 (0.2006) loss_giou_2_hybrid: 0.4025 (0.4371) loss_class_3_hybrid: 0.7873 (0.7870) loss_bbox_3_hybrid: 0.1891 (0.2002) loss_giou_3_hybrid: 0.4035 (0.4360) loss_class_4_hybrid: 0.7838 (0.7835) loss_bbox_4_hybrid: 0.1932 (0.2003) loss_giou_4_hybrid: 0.4032 (0.4358) loss_class_enc_hybrid: 0.8175 (0.8108) loss_bbox_enc_hybrid: 0.2463 (0.2513) loss_giou_enc_hybrid: 0.4744 (0.5178) mem: 1036 max mem: 36965 [2024-01-15 07:49:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:50:36 det.util.engine] INFO: Epoch: [5] [5250/11727] eta: 1:55:43 lr: 0.000100 data_time: 0.0032 iter_time: 1.0593 loss: 27.6857 (27.7307) loss_class: 0.7839 (0.7830) loss_bbox: 0.1742 (0.1855) loss_giou: 0.4021 (0.4030) loss_class_0: 0.9890 (0.9828) loss_bbox_0: 0.1775 (0.1843) loss_giou_0: 0.4038 (0.4060) loss_class_1: 0.8515 (0.8517) loss_bbox_1: 0.1717 (0.1855) loss_giou_1: 0.3970 (0.4054) loss_class_2: 0.8097 (0.8134) loss_bbox_2: 0.1700 (0.1842) loss_giou_2: 0.3906 (0.4031) loss_class_3: 0.7863 (0.7942) loss_bbox_3: 0.1734 (0.1846) loss_giou_3: 0.4014 (0.4025) loss_class_4: 0.7815 (0.7848) loss_bbox_4: 0.1742 (0.1851) loss_giou_4: 0.3991 (0.4030) loss_class_enc: 0.9194 (0.9143) loss_bbox_enc: 0.2032 (0.2226) loss_giou_enc: 0.4652 (0.4628) loss_class_dn: 0.3888 (0.3967) loss_bbox_dn: 0.2611 (0.2879) loss_giou_dn: 0.4647 (0.4684) loss_class_dn_0: 0.4787 (0.4848) loss_bbox_dn_0: 0.3483 (0.3912) loss_giou_dn_0: 0.5942 (0.5991) loss_class_dn_1: 0.4184 (0.4249) loss_bbox_dn_1: 0.2790 (0.3112) loss_giou_dn_1: 0.4933 (0.4977) loss_class_dn_2: 0.3981 (0.4043) loss_bbox_dn_2: 0.2629 (0.2916) loss_giou_dn_2: 0.4696 (0.4741) loss_class_dn_3: 0.3927 (0.3981) loss_bbox_dn_3: 0.2620 (0.2886) loss_giou_dn_3: 0.4647 (0.4695) loss_class_dn_4: 0.3882 (0.3963) loss_bbox_dn_4: 0.2610 (0.2879) loss_giou_dn_4: 0.4648 (0.4682) loss_class_hybrid: 0.7818 (0.7834) loss_bbox_hybrid: 0.1789 (0.2002) loss_giou_hybrid: 0.4409 (0.4355) loss_class_0_hybrid: 0.8428 (0.8538) loss_bbox_0_hybrid: 0.1934 (0.2095) loss_giou_0_hybrid: 0.4562 (0.4534) loss_class_1_hybrid: 0.8131 (0.8108) loss_bbox_1_hybrid: 0.1836 (0.2038) loss_giou_1_hybrid: 0.4485 (0.4423) loss_class_2_hybrid: 0.8038 (0.7961) loss_bbox_2_hybrid: 0.1802 (0.2005) loss_giou_2_hybrid: 0.4429 (0.4371) loss_class_3_hybrid: 0.7907 (0.7870) loss_bbox_3_hybrid: 0.1782 (0.2002) loss_giou_3_hybrid: 0.4434 (0.4359) loss_class_4_hybrid: 0.7833 (0.7835) loss_bbox_4_hybrid: 0.1789 (0.2002) loss_giou_4_hybrid: 0.4395 (0.4357) loss_class_enc_hybrid: 0.8037 (0.8107) loss_bbox_enc_hybrid: 0.2385 (0.2512) loss_giou_enc_hybrid: 0.5269 (0.5177) mem: 1026 max mem: 36965 [2024-01-15 07:50:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:51:29 det.util.engine] INFO: Epoch: [5] [5300/11727] eta: 1:54:49 lr: 0.000100 data_time: 0.0027 iter_time: 1.0494 loss: 27.1422 (27.7295) loss_class: 0.7793 (0.7831) loss_bbox: 0.1635 (0.1855) loss_giou: 0.4059 (0.4029) loss_class_0: 0.9813 (0.9829) loss_bbox_0: 0.1704 (0.1843) loss_giou_0: 0.4249 (0.4060) loss_class_1: 0.8710 (0.8517) loss_bbox_1: 0.1620 (0.1855) loss_giou_1: 0.4096 (0.4054) loss_class_2: 0.8090 (0.8136) loss_bbox_2: 0.1593 (0.1841) loss_giou_2: 0.4089 (0.4030) loss_class_3: 0.7875 (0.7942) loss_bbox_3: 0.1621 (0.1846) loss_giou_3: 0.4136 (0.4024) loss_class_4: 0.7799 (0.7848) loss_bbox_4: 0.1607 (0.1851) loss_giou_4: 0.4067 (0.4030) loss_class_enc: 0.9066 (0.9144) loss_bbox_enc: 0.2082 (0.2226) loss_giou_enc: 0.4614 (0.4628) loss_class_dn: 0.3900 (0.3967) loss_bbox_dn: 0.2467 (0.2878) loss_giou_dn: 0.4743 (0.4683) loss_class_dn_0: 0.4798 (0.4849) loss_bbox_dn_0: 0.3499 (0.3911) loss_giou_dn_0: 0.5925 (0.5991) loss_class_dn_1: 0.4189 (0.4249) loss_bbox_dn_1: 0.2649 (0.3112) loss_giou_dn_1: 0.5057 (0.4976) loss_class_dn_2: 0.3998 (0.4043) loss_bbox_dn_2: 0.2466 (0.2915) loss_giou_dn_2: 0.4762 (0.4741) loss_class_dn_3: 0.3931 (0.3981) loss_bbox_dn_3: 0.2461 (0.2885) loss_giou_dn_3: 0.4756 (0.4694) loss_class_dn_4: 0.3947 (0.3963) loss_bbox_dn_4: 0.2468 (0.2878) loss_giou_dn_4: 0.4744 (0.4682) loss_class_hybrid: 0.7604 (0.7835) loss_bbox_hybrid: 0.1815 (0.2001) loss_giou_hybrid: 0.4293 (0.4354) loss_class_0_hybrid: 0.8287 (0.8538) loss_bbox_0_hybrid: 0.1909 (0.2094) loss_giou_0_hybrid: 0.4620 (0.4534) loss_class_1_hybrid: 0.7762 (0.8109) loss_bbox_1_hybrid: 0.1837 (0.2037) loss_giou_1_hybrid: 0.4468 (0.4423) loss_class_2_hybrid: 0.7780 (0.7962) loss_bbox_2_hybrid: 0.1825 (0.2004) loss_giou_2_hybrid: 0.4365 (0.4370) loss_class_3_hybrid: 0.7586 (0.7870) loss_bbox_3_hybrid: 0.1856 (0.2001) loss_giou_3_hybrid: 0.4321 (0.4358) loss_class_4_hybrid: 0.7522 (0.7835) loss_bbox_4_hybrid: 0.1822 (0.2001) loss_giou_4_hybrid: 0.4310 (0.4357) loss_class_enc_hybrid: 0.8016 (0.8108) loss_bbox_enc_hybrid: 0.2284 (0.2512) loss_giou_enc_hybrid: 0.5256 (0.5177) mem: 1021 max mem: 36965 [2024-01-15 07:51:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:52:26 det.util.engine] INFO: Epoch: [5] [5350/11727] eta: 1:53:59 lr: 0.000100 data_time: 0.0030 iter_time: 1.0227 loss: 26.9540 (27.7272) loss_class: 0.7680 (0.7830) loss_bbox: 0.1860 (0.1855) loss_giou: 0.3996 (0.4027) loss_class_0: 0.9598 (0.9827) loss_bbox_0: 0.1932 (0.1844) loss_giou_0: 0.4059 (0.4058) loss_class_1: 0.8278 (0.8516) loss_bbox_1: 0.1878 (0.1855) loss_giou_1: 0.4034 (0.4052) loss_class_2: 0.7823 (0.8135) loss_bbox_2: 0.1921 (0.1842) loss_giou_2: 0.3979 (0.4028) loss_class_3: 0.7778 (0.7941) loss_bbox_3: 0.1853 (0.1846) loss_giou_3: 0.3937 (0.4023) loss_class_4: 0.7568 (0.7848) loss_bbox_4: 0.1858 (0.1851) loss_giou_4: 0.3954 (0.4028) loss_class_enc: 0.8694 (0.9144) loss_bbox_enc: 0.2238 (0.2227) loss_giou_enc: 0.4694 (0.4626) loss_class_dn: 0.3910 (0.3967) loss_bbox_dn: 0.2826 (0.2880) loss_giou_dn: 0.4712 (0.4682) loss_class_dn_0: 0.4738 (0.4848) loss_bbox_dn_0: 0.3925 (0.3913) loss_giou_dn_0: 0.5900 (0.5990) loss_class_dn_1: 0.4109 (0.4248) loss_bbox_dn_1: 0.3149 (0.3114) loss_giou_dn_1: 0.5058 (0.4975) loss_class_dn_2: 0.3903 (0.4043) loss_bbox_dn_2: 0.2908 (0.2917) loss_giou_dn_2: 0.4819 (0.4740) loss_class_dn_3: 0.3883 (0.3980) loss_bbox_dn_3: 0.2833 (0.2887) loss_giou_dn_3: 0.4750 (0.4693) loss_class_dn_4: 0.3885 (0.3962) loss_bbox_dn_4: 0.2826 (0.2880) loss_giou_dn_4: 0.4712 (0.4681) loss_class_hybrid: 0.7551 (0.7835) loss_bbox_hybrid: 0.2029 (0.2001) loss_giou_hybrid: 0.4143 (0.4352) loss_class_0_hybrid: 0.8260 (0.8539) loss_bbox_0_hybrid: 0.2205 (0.2095) loss_giou_0_hybrid: 0.4247 (0.4532) loss_class_1_hybrid: 0.8014 (0.8109) loss_bbox_1_hybrid: 0.2114 (0.2037) loss_giou_1_hybrid: 0.4198 (0.4421) loss_class_2_hybrid: 0.7619 (0.7961) loss_bbox_2_hybrid: 0.2053 (0.2005) loss_giou_2_hybrid: 0.4140 (0.4368) loss_class_3_hybrid: 0.7619 (0.7870) loss_bbox_3_hybrid: 0.2016 (0.2001) loss_giou_3_hybrid: 0.4177 (0.4356) loss_class_4_hybrid: 0.7562 (0.7835) loss_bbox_4_hybrid: 0.1924 (0.2002) loss_giou_4_hybrid: 0.4084 (0.4354) loss_class_enc_hybrid: 0.7924 (0.8109) loss_bbox_enc_hybrid: 0.2693 (0.2513) loss_giou_enc_hybrid: 0.4897 (0.5175) mem: 1018 max mem: 36965 [2024-01-15 07:52:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:53:20 det.util.engine] INFO: Epoch: [5] [5400/11727] eta: 1:53:06 lr: 0.000100 data_time: 0.0031 iter_time: 1.0441 loss: 28.0682 (27.7267) loss_class: 0.7913 (0.7830) loss_bbox: 0.1711 (0.1855) loss_giou: 0.3867 (0.4028) loss_class_0: 0.9808 (0.9827) loss_bbox_0: 0.1809 (0.1843) loss_giou_0: 0.4013 (0.4059) loss_class_1: 0.8657 (0.8517) loss_bbox_1: 0.1767 (0.1855) loss_giou_1: 0.3996 (0.4053) loss_class_2: 0.8247 (0.8135) loss_bbox_2: 0.1658 (0.1842) loss_giou_2: 0.3932 (0.4029) loss_class_3: 0.8282 (0.7943) loss_bbox_3: 0.1721 (0.1846) loss_giou_3: 0.3823 (0.4023) loss_class_4: 0.8068 (0.7848) loss_bbox_4: 0.1690 (0.1851) loss_giou_4: 0.3856 (0.4029) loss_class_enc: 0.8874 (0.9144) loss_bbox_enc: 0.2069 (0.2226) loss_giou_enc: 0.4537 (0.4627) loss_class_dn: 0.3962 (0.3966) loss_bbox_dn: 0.2662 (0.2879) loss_giou_dn: 0.4705 (0.4681) loss_class_dn_0: 0.4906 (0.4848) loss_bbox_dn_0: 0.3773 (0.3912) loss_giou_dn_0: 0.5900 (0.5989) loss_class_dn_1: 0.4278 (0.4248) loss_bbox_dn_1: 0.2837 (0.3112) loss_giou_dn_1: 0.5049 (0.4975) loss_class_dn_2: 0.4028 (0.4042) loss_bbox_dn_2: 0.2674 (0.2916) loss_giou_dn_2: 0.4772 (0.4739) loss_class_dn_3: 0.3984 (0.3980) loss_bbox_dn_3: 0.2656 (0.2886) loss_giou_dn_3: 0.4727 (0.4692) loss_class_dn_4: 0.3952 (0.3962) loss_bbox_dn_4: 0.2660 (0.2878) loss_giou_dn_4: 0.4706 (0.4680) loss_class_hybrid: 0.7802 (0.7834) loss_bbox_hybrid: 0.2046 (0.2001) loss_giou_hybrid: 0.4429 (0.4353) loss_class_0_hybrid: 0.8500 (0.8539) loss_bbox_0_hybrid: 0.2120 (0.2094) loss_giou_0_hybrid: 0.4649 (0.4533) loss_class_1_hybrid: 0.8404 (0.8109) loss_bbox_1_hybrid: 0.2060 (0.2037) loss_giou_1_hybrid: 0.4511 (0.4422) loss_class_2_hybrid: 0.7933 (0.7961) loss_bbox_2_hybrid: 0.2070 (0.2005) loss_giou_2_hybrid: 0.4446 (0.4369) loss_class_3_hybrid: 0.7897 (0.7870) loss_bbox_3_hybrid: 0.2032 (0.2001) loss_giou_3_hybrid: 0.4403 (0.4357) loss_class_4_hybrid: 0.7901 (0.7835) loss_bbox_4_hybrid: 0.2014 (0.2001) loss_giou_4_hybrid: 0.4422 (0.4355) loss_class_enc_hybrid: 0.8392 (0.8109) loss_bbox_enc_hybrid: 0.2489 (0.2513) loss_giou_enc_hybrid: 0.5248 (0.5176) mem: 1024 max mem: 36965 [2024-01-15 07:53:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:54:12 det.util.engine] INFO: Epoch: [5] [5450/11727] eta: 1:52:11 lr: 0.000100 data_time: 0.0029 iter_time: 1.0346 loss: 29.0285 (27.7255) loss_class: 0.8303 (0.7832) loss_bbox: 0.1868 (0.1854) loss_giou: 0.3739 (0.4027) loss_class_0: 0.9877 (0.9828) loss_bbox_0: 0.1876 (0.1842) loss_giou_0: 0.3959 (0.4058) loss_class_1: 0.9029 (0.8517) loss_bbox_1: 0.1854 (0.1854) loss_giou_1: 0.3843 (0.4052) loss_class_2: 0.8501 (0.8136) loss_bbox_2: 0.1840 (0.1841) loss_giou_2: 0.3811 (0.4028) loss_class_3: 0.8593 (0.7944) loss_bbox_3: 0.1879 (0.1845) loss_giou_3: 0.3705 (0.4022) loss_class_4: 0.8378 (0.7850) loss_bbox_4: 0.1855 (0.1850) loss_giou_4: 0.3713 (0.4028) loss_class_enc: 0.9469 (0.9144) loss_bbox_enc: 0.2250 (0.2226) loss_giou_enc: 0.4458 (0.4626) loss_class_dn: 0.4028 (0.3966) loss_bbox_dn: 0.3120 (0.2878) loss_giou_dn: 0.4671 (0.4681) loss_class_dn_0: 0.4876 (0.4849) loss_bbox_dn_0: 0.4131 (0.3911) loss_giou_dn_0: 0.6060 (0.5988) loss_class_dn_1: 0.4284 (0.4248) loss_bbox_dn_1: 0.3392 (0.3112) loss_giou_dn_1: 0.4990 (0.4974) loss_class_dn_2: 0.4103 (0.4042) loss_bbox_dn_2: 0.3171 (0.2915) loss_giou_dn_2: 0.4753 (0.4739) loss_class_dn_3: 0.4091 (0.3980) loss_bbox_dn_3: 0.3121 (0.2885) loss_giou_dn_3: 0.4701 (0.4692) loss_class_dn_4: 0.4062 (0.3962) loss_bbox_dn_4: 0.3120 (0.2878) loss_giou_dn_4: 0.4669 (0.4680) loss_class_hybrid: 0.8384 (0.7835) loss_bbox_hybrid: 0.2086 (0.2001) loss_giou_hybrid: 0.4304 (0.4352) loss_class_0_hybrid: 0.8491 (0.8539) loss_bbox_0_hybrid: 0.2284 (0.2094) loss_giou_0_hybrid: 0.4418 (0.4532) loss_class_1_hybrid: 0.8541 (0.8109) loss_bbox_1_hybrid: 0.2151 (0.2037) loss_giou_1_hybrid: 0.4310 (0.4421) loss_class_2_hybrid: 0.8091 (0.7961) loss_bbox_2_hybrid: 0.2111 (0.2004) loss_giou_2_hybrid: 0.4341 (0.4368) loss_class_3_hybrid: 0.8469 (0.7870) loss_bbox_3_hybrid: 0.2137 (0.2001) loss_giou_3_hybrid: 0.4299 (0.4356) loss_class_4_hybrid: 0.8438 (0.7836) loss_bbox_4_hybrid: 0.2036 (0.2001) loss_giou_4_hybrid: 0.4258 (0.4355) loss_class_enc_hybrid: 0.8079 (0.8109) loss_bbox_enc_hybrid: 0.2665 (0.2512) loss_giou_enc_hybrid: 0.5071 (0.5175) mem: 1030 max mem: 36965 [2024-01-15 07:54:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:55:07 det.util.engine] INFO: Epoch: [5] [5500/11727] eta: 1:51:18 lr: 0.000100 data_time: 0.0030 iter_time: 1.0948 loss: 26.9727 (27.7290) loss_class: 0.7777 (0.7834) loss_bbox: 0.1764 (0.1854) loss_giou: 0.4001 (0.4028) loss_class_0: 0.9690 (0.9830) loss_bbox_0: 0.1658 (0.1842) loss_giou_0: 0.4019 (0.4059) loss_class_1: 0.8293 (0.8520) loss_bbox_1: 0.1657 (0.1854) loss_giou_1: 0.4027 (0.4052) loss_class_2: 0.8087 (0.8139) loss_bbox_2: 0.1732 (0.1840) loss_giou_2: 0.3890 (0.4029) loss_class_3: 0.8148 (0.7947) loss_bbox_3: 0.1722 (0.1844) loss_giou_3: 0.3930 (0.4023) loss_class_4: 0.7762 (0.7853) loss_bbox_4: 0.1774 (0.1850) loss_giou_4: 0.3962 (0.4029) loss_class_enc: 0.9164 (0.9146) loss_bbox_enc: 0.2003 (0.2225) loss_giou_enc: 0.4675 (0.4627) loss_class_dn: 0.3973 (0.3967) loss_bbox_dn: 0.2541 (0.2877) loss_giou_dn: 0.4700 (0.4681) loss_class_dn_0: 0.4856 (0.4849) loss_bbox_dn_0: 0.3865 (0.3909) loss_giou_dn_0: 0.6152 (0.5988) loss_class_dn_1: 0.4302 (0.4249) loss_bbox_dn_1: 0.2875 (0.3111) loss_giou_dn_1: 0.5009 (0.4975) loss_class_dn_2: 0.4122 (0.4043) loss_bbox_dn_2: 0.2592 (0.2914) loss_giou_dn_2: 0.4716 (0.4739) loss_class_dn_3: 0.3979 (0.3981) loss_bbox_dn_3: 0.2540 (0.2884) loss_giou_dn_3: 0.4692 (0.4693) loss_class_dn_4: 0.3986 (0.3963) loss_bbox_dn_4: 0.2542 (0.2877) loss_giou_dn_4: 0.4696 (0.4680) loss_class_hybrid: 0.7626 (0.7838) loss_bbox_hybrid: 0.1890 (0.2000) loss_giou_hybrid: 0.4306 (0.4353) loss_class_0_hybrid: 0.8638 (0.8542) loss_bbox_0_hybrid: 0.1962 (0.2093) loss_giou_0_hybrid: 0.4485 (0.4533) loss_class_1_hybrid: 0.8001 (0.8112) loss_bbox_1_hybrid: 0.1924 (0.2036) loss_giou_1_hybrid: 0.4366 (0.4422) loss_class_2_hybrid: 0.7994 (0.7964) loss_bbox_2_hybrid: 0.1921 (0.2003) loss_giou_2_hybrid: 0.4316 (0.4369) loss_class_3_hybrid: 0.7811 (0.7873) loss_bbox_3_hybrid: 0.1897 (0.2000) loss_giou_3_hybrid: 0.4321 (0.4357) loss_class_4_hybrid: 0.7706 (0.7839) loss_bbox_4_hybrid: 0.1904 (0.2000) loss_giou_4_hybrid: 0.4314 (0.4356) loss_class_enc_hybrid: 0.8267 (0.8111) loss_bbox_enc_hybrid: 0.2365 (0.2511) loss_giou_enc_hybrid: 0.5144 (0.5176) mem: 1018 max mem: 36965 [2024-01-15 07:55:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:55:59 det.util.engine] INFO: Epoch: [5] [5550/11727] eta: 1:50:24 lr: 0.000100 data_time: 0.0034 iter_time: 1.0405 loss: 28.3621 (27.7315) loss_class: 0.7682 (0.7836) loss_bbox: 0.1969 (0.1854) loss_giou: 0.4148 (0.4027) loss_class_0: 0.9717 (0.9831) loss_bbox_0: 0.1774 (0.1842) loss_giou_0: 0.4241 (0.4058) loss_class_1: 0.8464 (0.8521) loss_bbox_1: 0.1927 (0.1854) loss_giou_1: 0.4153 (0.4052) loss_class_2: 0.8133 (0.8141) loss_bbox_2: 0.1907 (0.1840) loss_giou_2: 0.4029 (0.4028) loss_class_3: 0.8006 (0.7949) loss_bbox_3: 0.1820 (0.1844) loss_giou_3: 0.4092 (0.4022) loss_class_4: 0.7924 (0.7854) loss_bbox_4: 0.1919 (0.1850) loss_giou_4: 0.4120 (0.4028) loss_class_enc: 0.9072 (0.9147) loss_bbox_enc: 0.2126 (0.2226) loss_giou_enc: 0.4663 (0.4627) loss_class_dn: 0.3992 (0.3967) loss_bbox_dn: 0.3213 (0.2879) loss_giou_dn: 0.4717 (0.4681) loss_class_dn_0: 0.4831 (0.4849) loss_bbox_dn_0: 0.4310 (0.3911) loss_giou_dn_0: 0.6058 (0.5988) loss_class_dn_1: 0.4189 (0.4249) loss_bbox_dn_1: 0.3479 (0.3112) loss_giou_dn_1: 0.5051 (0.4974) loss_class_dn_2: 0.4077 (0.4043) loss_bbox_dn_2: 0.3277 (0.2916) loss_giou_dn_2: 0.4771 (0.4739) loss_class_dn_3: 0.4008 (0.3981) loss_bbox_dn_3: 0.3219 (0.2886) loss_giou_dn_3: 0.4736 (0.4692) loss_class_dn_4: 0.3978 (0.3963) loss_bbox_dn_4: 0.3214 (0.2879) loss_giou_dn_4: 0.4714 (0.4680) loss_class_hybrid: 0.7809 (0.7840) loss_bbox_hybrid: 0.1987 (0.2000) loss_giou_hybrid: 0.4356 (0.4352) loss_class_0_hybrid: 0.8416 (0.8543) loss_bbox_0_hybrid: 0.1954 (0.2093) loss_giou_0_hybrid: 0.4501 (0.4532) loss_class_1_hybrid: 0.8048 (0.8114) loss_bbox_1_hybrid: 0.1877 (0.2036) loss_giou_1_hybrid: 0.4389 (0.4421) loss_class_2_hybrid: 0.7895 (0.7966) loss_bbox_2_hybrid: 0.1885 (0.2003) loss_giou_2_hybrid: 0.4321 (0.4368) loss_class_3_hybrid: 0.7837 (0.7875) loss_bbox_3_hybrid: 0.1865 (0.2000) loss_giou_3_hybrid: 0.4350 (0.4356) loss_class_4_hybrid: 0.7814 (0.7841) loss_bbox_4_hybrid: 0.1906 (0.2000) loss_giou_4_hybrid: 0.4353 (0.4355) loss_class_enc_hybrid: 0.8038 (0.8112) loss_bbox_enc_hybrid: 0.2415 (0.2511) loss_giou_enc_hybrid: 0.5046 (0.5175) mem: 1029 max mem: 36965 [2024-01-15 07:56:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:56:53 det.util.engine] INFO: Epoch: [5] [5600/11727] eta: 1:49:30 lr: 0.000100 data_time: 0.0034 iter_time: 1.0828 loss: 28.3654 (27.7334) loss_class: 0.8312 (0.7837) loss_bbox: 0.1876 (0.1854) loss_giou: 0.3985 (0.4027) loss_class_0: 1.0183 (0.9832) loss_bbox_0: 0.1821 (0.1842) loss_giou_0: 0.3895 (0.4058) loss_class_1: 0.9174 (0.8523) loss_bbox_1: 0.1925 (0.1854) loss_giou_1: 0.3950 (0.4051) loss_class_2: 0.8522 (0.8142) loss_bbox_2: 0.1887 (0.1841) loss_giou_2: 0.3995 (0.4027) loss_class_3: 0.8463 (0.7950) loss_bbox_3: 0.1843 (0.1844) loss_giou_3: 0.3946 (0.4021) loss_class_4: 0.8125 (0.7856) loss_bbox_4: 0.1850 (0.1850) loss_giou_4: 0.4018 (0.4027) loss_class_enc: 0.9757 (0.9150) loss_bbox_enc: 0.2225 (0.2226) loss_giou_enc: 0.4646 (0.4626) loss_class_dn: 0.4034 (0.3967) loss_bbox_dn: 0.2746 (0.2880) loss_giou_dn: 0.4639 (0.4681) loss_class_dn_0: 0.4814 (0.4849) loss_bbox_dn_0: 0.3819 (0.3912) loss_giou_dn_0: 0.5989 (0.5987) loss_class_dn_1: 0.4265 (0.4249) loss_bbox_dn_1: 0.3018 (0.3113) loss_giou_dn_1: 0.4947 (0.4974) loss_class_dn_2: 0.4047 (0.4043) loss_bbox_dn_2: 0.2761 (0.2917) loss_giou_dn_2: 0.4709 (0.4738) loss_class_dn_3: 0.4035 (0.3981) loss_bbox_dn_3: 0.2746 (0.2887) loss_giou_dn_3: 0.4653 (0.4692) loss_class_dn_4: 0.4010 (0.3963) loss_bbox_dn_4: 0.2747 (0.2880) loss_giou_dn_4: 0.4639 (0.4679) loss_class_hybrid: 0.8301 (0.7843) loss_bbox_hybrid: 0.2073 (0.2000) loss_giou_hybrid: 0.4167 (0.4351) loss_class_0_hybrid: 0.9057 (0.8546) loss_bbox_0_hybrid: 0.2074 (0.2093) loss_giou_0_hybrid: 0.4417 (0.4531) loss_class_1_hybrid: 0.8600 (0.8116) loss_bbox_1_hybrid: 0.2116 (0.2036) loss_giou_1_hybrid: 0.4262 (0.4420) loss_class_2_hybrid: 0.8518 (0.7968) loss_bbox_2_hybrid: 0.2072 (0.2003) loss_giou_2_hybrid: 0.4183 (0.4367) loss_class_3_hybrid: 0.8070 (0.7877) loss_bbox_3_hybrid: 0.2108 (0.2000) loss_giou_3_hybrid: 0.4109 (0.4355) loss_class_4_hybrid: 0.8245 (0.7843) loss_bbox_4_hybrid: 0.2106 (0.2000) loss_giou_4_hybrid: 0.4142 (0.4354) loss_class_enc_hybrid: 0.8429 (0.8115) loss_bbox_enc_hybrid: 0.2557 (0.2512) loss_giou_enc_hybrid: 0.4997 (0.5173) mem: 1026 max mem: 36965 [2024-01-15 07:56:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:57:45 det.util.engine] INFO: Epoch: [5] [5650/11727] eta: 1:48:35 lr: 0.000100 data_time: 0.0032 iter_time: 1.0742 loss: 26.9283 (27.7245) loss_class: 0.7481 (0.7834) loss_bbox: 0.1692 (0.1854) loss_giou: 0.3889 (0.4025) loss_class_0: 0.9666 (0.9829) loss_bbox_0: 0.1732 (0.1842) loss_giou_0: 0.3952 (0.4056) loss_class_1: 0.8316 (0.8520) loss_bbox_1: 0.1743 (0.1854) loss_giou_1: 0.3965 (0.4049) loss_class_2: 0.7878 (0.8139) loss_bbox_2: 0.1805 (0.1841) loss_giou_2: 0.3925 (0.4025) loss_class_3: 0.7722 (0.7947) loss_bbox_3: 0.1713 (0.1844) loss_giou_3: 0.3865 (0.4020) loss_class_4: 0.7559 (0.7853) loss_bbox_4: 0.1708 (0.1850) loss_giou_4: 0.3883 (0.4025) loss_class_enc: 0.9313 (0.9149) loss_bbox_enc: 0.1972 (0.2225) loss_giou_enc: 0.4405 (0.4624) loss_class_dn: 0.3874 (0.3967) loss_bbox_dn: 0.2394 (0.2878) loss_giou_dn: 0.4314 (0.4678) loss_class_dn_0: 0.4853 (0.4849) loss_bbox_dn_0: 0.3169 (0.3911) loss_giou_dn_0: 0.5661 (0.5985) loss_class_dn_1: 0.4221 (0.4248) loss_bbox_dn_1: 0.2554 (0.3112) loss_giou_dn_1: 0.4586 (0.4971) loss_class_dn_2: 0.3982 (0.4042) loss_bbox_dn_2: 0.2406 (0.2916) loss_giou_dn_2: 0.4373 (0.4736) loss_class_dn_3: 0.3907 (0.3980) loss_bbox_dn_3: 0.2399 (0.2885) loss_giou_dn_3: 0.4323 (0.4689) loss_class_dn_4: 0.3891 (0.3962) loss_bbox_dn_4: 0.2395 (0.2878) loss_giou_dn_4: 0.4311 (0.4677) loss_class_hybrid: 0.7665 (0.7840) loss_bbox_hybrid: 0.1796 (0.2000) loss_giou_hybrid: 0.4138 (0.4349) loss_class_0_hybrid: 0.8246 (0.8544) loss_bbox_0_hybrid: 0.1938 (0.2093) loss_giou_0_hybrid: 0.4306 (0.4528) loss_class_1_hybrid: 0.7943 (0.8115) loss_bbox_1_hybrid: 0.1865 (0.2036) loss_giou_1_hybrid: 0.4234 (0.4418) loss_class_2_hybrid: 0.7974 (0.7967) loss_bbox_2_hybrid: 0.1836 (0.2003) loss_giou_2_hybrid: 0.4147 (0.4365) loss_class_3_hybrid: 0.7536 (0.7875) loss_bbox_3_hybrid: 0.1840 (0.2000) loss_giou_3_hybrid: 0.4144 (0.4353) loss_class_4_hybrid: 0.7667 (0.7841) loss_bbox_4_hybrid: 0.1802 (0.2000) loss_giou_4_hybrid: 0.4139 (0.4351) loss_class_enc_hybrid: 0.8148 (0.8114) loss_bbox_enc_hybrid: 0.2289 (0.2511) loss_giou_enc_hybrid: 0.5042 (0.5171) mem: 1033 max mem: 36965 [2024-01-15 07:57:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:58:42 det.util.engine] INFO: Epoch: [5] [5700/11727] eta: 1:47:44 lr: 0.000100 data_time: 0.0032 iter_time: 1.1351 loss: 27.8816 (27.7236) loss_class: 0.7914 (0.7834) loss_bbox: 0.1949 (0.1855) loss_giou: 0.4063 (0.4024) loss_class_0: 1.0055 (0.9829) loss_bbox_0: 0.2088 (0.1843) loss_giou_0: 0.4254 (0.4055) loss_class_1: 0.8627 (0.8519) loss_bbox_1: 0.2017 (0.1855) loss_giou_1: 0.4136 (0.4049) loss_class_2: 0.8304 (0.8139) loss_bbox_2: 0.2075 (0.1842) loss_giou_2: 0.4079 (0.4025) loss_class_3: 0.7919 (0.7946) loss_bbox_3: 0.2005 (0.1845) loss_giou_3: 0.4090 (0.4019) loss_class_4: 0.8038 (0.7853) loss_bbox_4: 0.1948 (0.1851) loss_giou_4: 0.4045 (0.4025) loss_class_enc: 0.9262 (0.9150) loss_bbox_enc: 0.2419 (0.2226) loss_giou_enc: 0.4580 (0.4622) loss_class_dn: 0.4041 (0.3966) loss_bbox_dn: 0.2911 (0.2879) loss_giou_dn: 0.4722 (0.4678) loss_class_dn_0: 0.4883 (0.4849) loss_bbox_dn_0: 0.4032 (0.3912) loss_giou_dn_0: 0.5996 (0.5984) loss_class_dn_1: 0.4284 (0.4247) loss_bbox_dn_1: 0.3281 (0.3113) loss_giou_dn_1: 0.5096 (0.4971) loss_class_dn_2: 0.4110 (0.4041) loss_bbox_dn_2: 0.2978 (0.2916) loss_giou_dn_2: 0.4823 (0.4735) loss_class_dn_3: 0.4040 (0.3979) loss_bbox_dn_3: 0.2945 (0.2886) loss_giou_dn_3: 0.4740 (0.4689) loss_class_dn_4: 0.4004 (0.3962) loss_bbox_dn_4: 0.2911 (0.2879) loss_giou_dn_4: 0.4719 (0.4676) loss_class_hybrid: 0.7830 (0.7840) loss_bbox_hybrid: 0.2000 (0.2000) loss_giou_hybrid: 0.4258 (0.4348) loss_class_0_hybrid: 0.8451 (0.8544) loss_bbox_0_hybrid: 0.2024 (0.2093) loss_giou_0_hybrid: 0.4435 (0.4527) loss_class_1_hybrid: 0.8027 (0.8114) loss_bbox_1_hybrid: 0.1884 (0.2037) loss_giou_1_hybrid: 0.4381 (0.4417) loss_class_2_hybrid: 0.7914 (0.7966) loss_bbox_2_hybrid: 0.1958 (0.2004) loss_giou_2_hybrid: 0.4317 (0.4364) loss_class_3_hybrid: 0.7869 (0.7874) loss_bbox_3_hybrid: 0.1978 (0.2000) loss_giou_3_hybrid: 0.4283 (0.4352) loss_class_4_hybrid: 0.7862 (0.7841) loss_bbox_4_hybrid: 0.2026 (0.2001) loss_giou_4_hybrid: 0.4273 (0.4350) loss_class_enc_hybrid: 0.7889 (0.8114) loss_bbox_enc_hybrid: 0.2690 (0.2512) loss_giou_enc_hybrid: 0.5188 (0.5170) mem: 1030 max mem: 36965 [2024-01-15 07:58:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 07:59:36 det.util.engine] INFO: Epoch: [5] [5750/11727] eta: 1:46:52 lr: 0.000100 data_time: 0.0035 iter_time: 1.0812 loss: 27.9094 (27.7267) loss_class: 0.7893 (0.7835) loss_bbox: 0.1852 (0.1855) loss_giou: 0.4121 (0.4025) loss_class_0: 0.9445 (0.9829) loss_bbox_0: 0.1919 (0.1843) loss_giou_0: 0.4180 (0.4056) loss_class_1: 0.8385 (0.8518) loss_bbox_1: 0.1952 (0.1856) loss_giou_1: 0.4085 (0.4050) loss_class_2: 0.7875 (0.8139) loss_bbox_2: 0.1941 (0.1842) loss_giou_2: 0.4157 (0.4026) loss_class_3: 0.7920 (0.7946) loss_bbox_3: 0.1928 (0.1846) loss_giou_3: 0.4140 (0.4020) loss_class_4: 0.7977 (0.7853) loss_bbox_4: 0.1932 (0.1852) loss_giou_4: 0.4112 (0.4026) loss_class_enc: 0.8948 (0.9151) loss_bbox_enc: 0.2314 (0.2226) loss_giou_enc: 0.4745 (0.4623) loss_class_dn: 0.3936 (0.3967) loss_bbox_dn: 0.2944 (0.2880) loss_giou_dn: 0.4864 (0.4678) loss_class_dn_0: 0.4866 (0.4849) loss_bbox_dn_0: 0.3707 (0.3912) loss_giou_dn_0: 0.6315 (0.5985) loss_class_dn_1: 0.4236 (0.4248) loss_bbox_dn_1: 0.3050 (0.3113) loss_giou_dn_1: 0.5173 (0.4972) loss_class_dn_2: 0.4037 (0.4042) loss_bbox_dn_2: 0.2933 (0.2917) loss_giou_dn_2: 0.4945 (0.4736) loss_class_dn_3: 0.3937 (0.3980) loss_bbox_dn_3: 0.2940 (0.2887) loss_giou_dn_3: 0.4880 (0.4689) loss_class_dn_4: 0.3928 (0.3962) loss_bbox_dn_4: 0.2946 (0.2880) loss_giou_dn_4: 0.4859 (0.4677) loss_class_hybrid: 0.7603 (0.7841) loss_bbox_hybrid: 0.2071 (0.2001) loss_giou_hybrid: 0.4230 (0.4349) loss_class_0_hybrid: 0.8270 (0.8545) loss_bbox_0_hybrid: 0.2068 (0.2093) loss_giou_0_hybrid: 0.4387 (0.4528) loss_class_1_hybrid: 0.7916 (0.8115) loss_bbox_1_hybrid: 0.2058 (0.2037) loss_giou_1_hybrid: 0.4337 (0.4417) loss_class_2_hybrid: 0.7832 (0.7966) loss_bbox_2_hybrid: 0.2070 (0.2004) loss_giou_2_hybrid: 0.4294 (0.4364) loss_class_3_hybrid: 0.7865 (0.7875) loss_bbox_3_hybrid: 0.2082 (0.2001) loss_giou_3_hybrid: 0.4277 (0.4353) loss_class_4_hybrid: 0.7720 (0.7841) loss_bbox_4_hybrid: 0.2082 (0.2001) loss_giou_4_hybrid: 0.4268 (0.4351) loss_class_enc_hybrid: 0.8005 (0.8115) loss_bbox_enc_hybrid: 0.2576 (0.2512) loss_giou_enc_hybrid: 0.5047 (0.5171) mem: 1019 max mem: 36965 [2024-01-15 07:59:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:00:33 det.util.engine] INFO: Epoch: [5] [5800/11727] eta: 1:46:01 lr: 0.000100 data_time: 0.0031 iter_time: 1.1080 loss: 26.6277 (27.7233) loss_class: 0.7711 (0.7836) loss_bbox: 0.1710 (0.1854) loss_giou: 0.3834 (0.4024) loss_class_0: 0.9716 (0.9828) loss_bbox_0: 0.1675 (0.1843) loss_giou_0: 0.3852 (0.4055) loss_class_1: 0.8246 (0.8518) loss_bbox_1: 0.1777 (0.1855) loss_giou_1: 0.3990 (0.4049) loss_class_2: 0.7917 (0.8140) loss_bbox_2: 0.1738 (0.1841) loss_giou_2: 0.3864 (0.4025) loss_class_3: 0.7721 (0.7947) loss_bbox_3: 0.1700 (0.1845) loss_giou_3: 0.3873 (0.4019) loss_class_4: 0.7730 (0.7854) loss_bbox_4: 0.1705 (0.1851) loss_giou_4: 0.3840 (0.4025) loss_class_enc: 0.8786 (0.9150) loss_bbox_enc: 0.2061 (0.2225) loss_giou_enc: 0.4496 (0.4623) loss_class_dn: 0.3950 (0.3966) loss_bbox_dn: 0.2525 (0.2878) loss_giou_dn: 0.4630 (0.4677) loss_class_dn_0: 0.4832 (0.4849) loss_bbox_dn_0: 0.3306 (0.3910) loss_giou_dn_0: 0.5935 (0.5984) loss_class_dn_1: 0.4204 (0.4248) loss_bbox_dn_1: 0.2673 (0.3112) loss_giou_dn_1: 0.4932 (0.4971) loss_class_dn_2: 0.4027 (0.4042) loss_bbox_dn_2: 0.2582 (0.2915) loss_giou_dn_2: 0.4678 (0.4735) loss_class_dn_3: 0.3943 (0.3979) loss_bbox_dn_3: 0.2540 (0.2885) loss_giou_dn_3: 0.4633 (0.4688) loss_class_dn_4: 0.3917 (0.3962) loss_bbox_dn_4: 0.2524 (0.2878) loss_giou_dn_4: 0.4629 (0.4676) loss_class_hybrid: 0.7771 (0.7841) loss_bbox_hybrid: 0.1905 (0.2000) loss_giou_hybrid: 0.4144 (0.4348) loss_class_0_hybrid: 0.8273 (0.8545) loss_bbox_0_hybrid: 0.2009 (0.2093) loss_giou_0_hybrid: 0.4456 (0.4527) loss_class_1_hybrid: 0.7922 (0.8114) loss_bbox_1_hybrid: 0.1892 (0.2036) loss_giou_1_hybrid: 0.4301 (0.4417) loss_class_2_hybrid: 0.7904 (0.7966) loss_bbox_2_hybrid: 0.1873 (0.2003) loss_giou_2_hybrid: 0.4190 (0.4364) loss_class_3_hybrid: 0.7660 (0.7875) loss_bbox_3_hybrid: 0.1883 (0.2000) loss_giou_3_hybrid: 0.4161 (0.4352) loss_class_4_hybrid: 0.7789 (0.7841) loss_bbox_4_hybrid: 0.1886 (0.2000) loss_giou_4_hybrid: 0.4159 (0.4350) loss_class_enc_hybrid: 0.7968 (0.8114) loss_bbox_enc_hybrid: 0.2344 (0.2512) loss_giou_enc_hybrid: 0.5230 (0.5171) mem: 1034 max mem: 36965 [2024-01-15 08:00:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:01:26 det.util.engine] INFO: Epoch: [5] [5850/11727] eta: 1:45:07 lr: 0.000100 data_time: 0.0034 iter_time: 1.0355 loss: 27.9197 (27.7281) loss_class: 0.7976 (0.7839) loss_bbox: 0.1860 (0.1855) loss_giou: 0.3705 (0.4023) loss_class_0: 0.9984 (0.9830) loss_bbox_0: 0.1890 (0.1844) loss_giou_0: 0.3839 (0.4055) loss_class_1: 0.8545 (0.8521) loss_bbox_1: 0.1892 (0.1856) loss_giou_1: 0.3718 (0.4048) loss_class_2: 0.8175 (0.8144) loss_bbox_2: 0.1923 (0.1842) loss_giou_2: 0.3622 (0.4023) loss_class_3: 0.8104 (0.7950) loss_bbox_3: 0.1872 (0.1846) loss_giou_3: 0.3702 (0.4018) loss_class_4: 0.7927 (0.7857) loss_bbox_4: 0.1860 (0.1852) loss_giou_4: 0.3783 (0.4024) loss_class_enc: 0.9189 (0.9152) loss_bbox_enc: 0.2249 (0.2227) loss_giou_enc: 0.4356 (0.4622) loss_class_dn: 0.3964 (0.3967) loss_bbox_dn: 0.2921 (0.2880) loss_giou_dn: 0.4765 (0.4677) loss_class_dn_0: 0.4814 (0.4849) loss_bbox_dn_0: 0.4054 (0.3912) loss_giou_dn_0: 0.6016 (0.5984) loss_class_dn_1: 0.4280 (0.4248) loss_bbox_dn_1: 0.3158 (0.3114) loss_giou_dn_1: 0.5082 (0.4971) loss_class_dn_2: 0.4027 (0.4042) loss_bbox_dn_2: 0.2956 (0.2917) loss_giou_dn_2: 0.4842 (0.4735) loss_class_dn_3: 0.4001 (0.3980) loss_bbox_dn_3: 0.2928 (0.2887) loss_giou_dn_3: 0.4792 (0.4688) loss_class_dn_4: 0.4005 (0.3962) loss_bbox_dn_4: 0.2921 (0.2880) loss_giou_dn_4: 0.4765 (0.4676) loss_class_hybrid: 0.7891 (0.7843) loss_bbox_hybrid: 0.2240 (0.2001) loss_giou_hybrid: 0.3940 (0.4347) loss_class_0_hybrid: 0.8498 (0.8547) loss_bbox_0_hybrid: 0.2289 (0.2094) loss_giou_0_hybrid: 0.4249 (0.4527) loss_class_1_hybrid: 0.7939 (0.8117) loss_bbox_1_hybrid: 0.2227 (0.2037) loss_giou_1_hybrid: 0.4041 (0.4416) loss_class_2_hybrid: 0.7899 (0.7969) loss_bbox_2_hybrid: 0.2206 (0.2005) loss_giou_2_hybrid: 0.3962 (0.4363) loss_class_3_hybrid: 0.7700 (0.7877) loss_bbox_3_hybrid: 0.2252 (0.2001) loss_giou_3_hybrid: 0.3959 (0.4351) loss_class_4_hybrid: 0.7801 (0.7844) loss_bbox_4_hybrid: 0.2235 (0.2001) loss_giou_4_hybrid: 0.3949 (0.4350) loss_class_enc_hybrid: 0.7916 (0.8115) loss_bbox_enc_hybrid: 0.2670 (0.2513) loss_giou_enc_hybrid: 0.4862 (0.5170) mem: 1037 max mem: 36965 [2024-01-15 08:01:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:02:20 det.util.engine] INFO: Epoch: [5] [5900/11727] eta: 1:44:14 lr: 0.000100 data_time: 0.0036 iter_time: 1.0686 loss: 27.6646 (27.7276) loss_class: 0.7760 (0.7839) loss_bbox: 0.1479 (0.1855) loss_giou: 0.4152 (0.4023) loss_class_0: 0.9529 (0.9830) loss_bbox_0: 0.1617 (0.1843) loss_giou_0: 0.4354 (0.4055) loss_class_1: 0.8265 (0.8520) loss_bbox_1: 0.1466 (0.1856) loss_giou_1: 0.4312 (0.4049) loss_class_2: 0.7971 (0.8144) loss_bbox_2: 0.1510 (0.1842) loss_giou_2: 0.4255 (0.4024) loss_class_3: 0.7751 (0.7950) loss_bbox_3: 0.1446 (0.1846) loss_giou_3: 0.4132 (0.4019) loss_class_4: 0.7717 (0.7857) loss_bbox_4: 0.1501 (0.1851) loss_giou_4: 0.4218 (0.4024) loss_class_enc: 0.9030 (0.9152) loss_bbox_enc: 0.1939 (0.2226) loss_giou_enc: 0.4866 (0.4622) loss_class_dn: 0.3925 (0.3966) loss_bbox_dn: 0.2210 (0.2880) loss_giou_dn: 0.4750 (0.4678) loss_class_dn_0: 0.4815 (0.4848) loss_bbox_dn_0: 0.3055 (0.3912) loss_giou_dn_0: 0.6158 (0.5984) loss_class_dn_1: 0.4190 (0.4247) loss_bbox_dn_1: 0.2342 (0.3113) loss_giou_dn_1: 0.5072 (0.4971) loss_class_dn_2: 0.3966 (0.4041) loss_bbox_dn_2: 0.2238 (0.2917) loss_giou_dn_2: 0.4870 (0.4735) loss_class_dn_3: 0.3945 (0.3979) loss_bbox_dn_3: 0.2223 (0.2887) loss_giou_dn_3: 0.4768 (0.4689) loss_class_dn_4: 0.3917 (0.3962) loss_bbox_dn_4: 0.2209 (0.2880) loss_giou_dn_4: 0.4746 (0.4676) loss_class_hybrid: 0.7653 (0.7843) loss_bbox_hybrid: 0.1634 (0.2001) loss_giou_hybrid: 0.4561 (0.4348) loss_class_0_hybrid: 0.8073 (0.8546) loss_bbox_0_hybrid: 0.1721 (0.2094) loss_giou_0_hybrid: 0.4753 (0.4527) loss_class_1_hybrid: 0.7703 (0.8116) loss_bbox_1_hybrid: 0.1659 (0.2037) loss_giou_1_hybrid: 0.4675 (0.4416) loss_class_2_hybrid: 0.7633 (0.7968) loss_bbox_2_hybrid: 0.1660 (0.2005) loss_giou_2_hybrid: 0.4573 (0.4364) loss_class_3_hybrid: 0.7669 (0.7876) loss_bbox_3_hybrid: 0.1627 (0.2001) loss_giou_3_hybrid: 0.4526 (0.4352) loss_class_4_hybrid: 0.7527 (0.7843) loss_bbox_4_hybrid: 0.1636 (0.2001) loss_giou_4_hybrid: 0.4562 (0.4350) loss_class_enc_hybrid: 0.7683 (0.8115) loss_bbox_enc_hybrid: 0.2119 (0.2513) loss_giou_enc_hybrid: 0.5275 (0.5170) mem: 1014 max mem: 36965 [2024-01-15 08:02:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:03:17 det.util.engine] INFO: Epoch: [5] [5950/11727] eta: 1:43:23 lr: 0.000100 data_time: 0.0031 iter_time: 1.0581 loss: 27.3322 (27.7288) loss_class: 0.7619 (0.7839) loss_bbox: 0.1796 (0.1855) loss_giou: 0.4144 (0.4023) loss_class_0: 0.9300 (0.9829) loss_bbox_0: 0.1860 (0.1844) loss_giou_0: 0.4129 (0.4054) loss_class_1: 0.8224 (0.8520) loss_bbox_1: 0.1900 (0.1857) loss_giou_1: 0.4171 (0.4048) loss_class_2: 0.8076 (0.8143) loss_bbox_2: 0.1890 (0.1843) loss_giou_2: 0.4175 (0.4024) loss_class_3: 0.7850 (0.7950) loss_bbox_3: 0.1815 (0.1846) loss_giou_3: 0.4154 (0.4018) loss_class_4: 0.7761 (0.7857) loss_bbox_4: 0.1803 (0.1852) loss_giou_4: 0.4192 (0.4024) loss_class_enc: 0.8918 (0.9152) loss_bbox_enc: 0.2159 (0.2227) loss_giou_enc: 0.4686 (0.4621) loss_class_dn: 0.3907 (0.3966) loss_bbox_dn: 0.2694 (0.2881) loss_giou_dn: 0.4696 (0.4678) loss_class_dn_0: 0.4759 (0.4848) loss_bbox_dn_0: 0.3645 (0.3913) loss_giou_dn_0: 0.6118 (0.5985) loss_class_dn_1: 0.4196 (0.4247) loss_bbox_dn_1: 0.2946 (0.3114) loss_giou_dn_1: 0.5025 (0.4971) loss_class_dn_2: 0.4004 (0.4041) loss_bbox_dn_2: 0.2737 (0.2918) loss_giou_dn_2: 0.4750 (0.4735) loss_class_dn_3: 0.3943 (0.3979) loss_bbox_dn_3: 0.2711 (0.2888) loss_giou_dn_3: 0.4689 (0.4689) loss_class_dn_4: 0.3924 (0.3962) loss_bbox_dn_4: 0.2693 (0.2881) loss_giou_dn_4: 0.4697 (0.4677) loss_class_hybrid: 0.7694 (0.7843) loss_bbox_hybrid: 0.1914 (0.2002) loss_giou_hybrid: 0.4301 (0.4347) loss_class_0_hybrid: 0.8414 (0.8546) loss_bbox_0_hybrid: 0.2091 (0.2094) loss_giou_0_hybrid: 0.4495 (0.4526) loss_class_1_hybrid: 0.7656 (0.8116) loss_bbox_1_hybrid: 0.2010 (0.2038) loss_giou_1_hybrid: 0.4393 (0.4416) loss_class_2_hybrid: 0.7776 (0.7968) loss_bbox_2_hybrid: 0.1969 (0.2005) loss_giou_2_hybrid: 0.4289 (0.4363) loss_class_3_hybrid: 0.7635 (0.7876) loss_bbox_3_hybrid: 0.1913 (0.2002) loss_giou_3_hybrid: 0.4321 (0.4351) loss_class_4_hybrid: 0.7686 (0.7843) loss_bbox_4_hybrid: 0.1914 (0.2002) loss_giou_4_hybrid: 0.4310 (0.4350) loss_class_enc_hybrid: 0.7907 (0.8115) loss_bbox_enc_hybrid: 0.2371 (0.2514) loss_giou_enc_hybrid: 0.5241 (0.5170) mem: 1019 max mem: 36965 [2024-01-15 08:03:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:04:11 det.util.engine] INFO: Epoch: [5] [6000/11727] eta: 1:42:30 lr: 0.000100 data_time: 0.0030 iter_time: 1.0740 loss: 26.8552 (27.7243) loss_class: 0.7645 (0.7839) loss_bbox: 0.1694 (0.1855) loss_giou: 0.4050 (0.4022) loss_class_0: 0.9392 (0.9828) loss_bbox_0: 0.1712 (0.1843) loss_giou_0: 0.4098 (0.4054) loss_class_1: 0.8135 (0.8519) loss_bbox_1: 0.1839 (0.1856) loss_giou_1: 0.3995 (0.4048) loss_class_2: 0.8032 (0.8142) loss_bbox_2: 0.1731 (0.1842) loss_giou_2: 0.4078 (0.4023) loss_class_3: 0.7841 (0.7950) loss_bbox_3: 0.1740 (0.1846) loss_giou_3: 0.4037 (0.4018) loss_class_4: 0.7813 (0.7857) loss_bbox_4: 0.1694 (0.1851) loss_giou_4: 0.4050 (0.4023) loss_class_enc: 0.8747 (0.9151) loss_bbox_enc: 0.2139 (0.2226) loss_giou_enc: 0.4732 (0.4621) loss_class_dn: 0.3920 (0.3966) loss_bbox_dn: 0.2572 (0.2879) loss_giou_dn: 0.4631 (0.4677) loss_class_dn_0: 0.4805 (0.4848) loss_bbox_dn_0: 0.3285 (0.3911) loss_giou_dn_0: 0.5917 (0.5984) loss_class_dn_1: 0.4181 (0.4247) loss_bbox_dn_1: 0.2724 (0.3113) loss_giou_dn_1: 0.4895 (0.4971) loss_class_dn_2: 0.4008 (0.4041) loss_bbox_dn_2: 0.2579 (0.2916) loss_giou_dn_2: 0.4709 (0.4735) loss_class_dn_3: 0.3925 (0.3979) loss_bbox_dn_3: 0.2585 (0.2886) loss_giou_dn_3: 0.4659 (0.4688) loss_class_dn_4: 0.3914 (0.3961) loss_bbox_dn_4: 0.2572 (0.2879) loss_giou_dn_4: 0.4633 (0.4676) loss_class_hybrid: 0.7498 (0.7842) loss_bbox_hybrid: 0.1944 (0.2001) loss_giou_hybrid: 0.4475 (0.4347) loss_class_0_hybrid: 0.8105 (0.8545) loss_bbox_0_hybrid: 0.1963 (0.2094) loss_giou_0_hybrid: 0.4718 (0.4526) loss_class_1_hybrid: 0.7768 (0.8115) loss_bbox_1_hybrid: 0.1899 (0.2037) loss_giou_1_hybrid: 0.4572 (0.4416) loss_class_2_hybrid: 0.7701 (0.7967) loss_bbox_2_hybrid: 0.1849 (0.2005) loss_giou_2_hybrid: 0.4510 (0.4363) loss_class_3_hybrid: 0.7458 (0.7875) loss_bbox_3_hybrid: 0.1882 (0.2001) loss_giou_3_hybrid: 0.4485 (0.4351) loss_class_4_hybrid: 0.7437 (0.7842) loss_bbox_4_hybrid: 0.1886 (0.2001) loss_giou_4_hybrid: 0.4485 (0.4349) loss_class_enc_hybrid: 0.7723 (0.8114) loss_bbox_enc_hybrid: 0.2323 (0.2513) loss_giou_enc_hybrid: 0.5362 (0.5169) mem: 1027 max mem: 36965 [2024-01-15 08:04:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:05:05 det.util.engine] INFO: Epoch: [5] [6050/11727] eta: 1:41:36 lr: 0.000100 data_time: 0.0033 iter_time: 1.0855 loss: 26.6864 (27.7213) loss_class: 0.7266 (0.7838) loss_bbox: 0.1540 (0.1854) loss_giou: 0.3857 (0.4022) loss_class_0: 0.9070 (0.9829) loss_bbox_0: 0.1528 (0.1843) loss_giou_0: 0.3815 (0.4052) loss_class_1: 0.7782 (0.8518) loss_bbox_1: 0.1592 (0.1856) loss_giou_1: 0.3904 (0.4047) loss_class_2: 0.7503 (0.8142) loss_bbox_2: 0.1580 (0.1842) loss_giou_2: 0.3650 (0.4022) loss_class_3: 0.7292 (0.7950) loss_bbox_3: 0.1530 (0.1845) loss_giou_3: 0.3860 (0.4017) loss_class_4: 0.7418 (0.7856) loss_bbox_4: 0.1542 (0.1851) loss_giou_4: 0.3929 (0.4023) loss_class_enc: 0.8705 (0.9151) loss_bbox_enc: 0.1889 (0.2226) loss_giou_enc: 0.4394 (0.4620) loss_class_dn: 0.3900 (0.3965) loss_bbox_dn: 0.2386 (0.2879) loss_giou_dn: 0.4508 (0.4676) loss_class_dn_0: 0.4810 (0.4848) loss_bbox_dn_0: 0.3388 (0.3911) loss_giou_dn_0: 0.5786 (0.5983) loss_class_dn_1: 0.4169 (0.4247) loss_bbox_dn_1: 0.2547 (0.3112) loss_giou_dn_1: 0.4836 (0.4970) loss_class_dn_2: 0.3957 (0.4041) loss_bbox_dn_2: 0.2380 (0.2916) loss_giou_dn_2: 0.4544 (0.4734) loss_class_dn_3: 0.3901 (0.3978) loss_bbox_dn_3: 0.2396 (0.2886) loss_giou_dn_3: 0.4505 (0.4687) loss_class_dn_4: 0.3905 (0.3961) loss_bbox_dn_4: 0.2386 (0.2879) loss_giou_dn_4: 0.4503 (0.4675) loss_class_hybrid: 0.7353 (0.7842) loss_bbox_hybrid: 0.1699 (0.2000) loss_giou_hybrid: 0.4184 (0.4346) loss_class_0_hybrid: 0.8041 (0.8545) loss_bbox_0_hybrid: 0.1755 (0.2093) loss_giou_0_hybrid: 0.4295 (0.4525) loss_class_1_hybrid: 0.7569 (0.8116) loss_bbox_1_hybrid: 0.1677 (0.2036) loss_giou_1_hybrid: 0.4233 (0.4414) loss_class_2_hybrid: 0.7599 (0.7967) loss_bbox_2_hybrid: 0.1683 (0.2004) loss_giou_2_hybrid: 0.4180 (0.4362) loss_class_3_hybrid: 0.7470 (0.7876) loss_bbox_3_hybrid: 0.1679 (0.2001) loss_giou_3_hybrid: 0.4146 (0.4350) loss_class_4_hybrid: 0.7486 (0.7842) loss_bbox_4_hybrid: 0.1693 (0.2001) loss_giou_4_hybrid: 0.4172 (0.4348) loss_class_enc_hybrid: 0.7682 (0.8113) loss_bbox_enc_hybrid: 0.2155 (0.2513) loss_giou_enc_hybrid: 0.4809 (0.5168) mem: 1014 max mem: 36965 [2024-01-15 08:05:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:05:59 det.util.engine] INFO: Epoch: [5] [6100/11727] eta: 1:40:43 lr: 0.000100 data_time: 0.0032 iter_time: 1.1107 loss: 28.3557 (27.7242) loss_class: 0.7815 (0.7839) loss_bbox: 0.1898 (0.1854) loss_giou: 0.4349 (0.4023) loss_class_0: 0.9743 (0.9828) loss_bbox_0: 0.1821 (0.1843) loss_giou_0: 0.4295 (0.4054) loss_class_1: 0.8594 (0.8518) loss_bbox_1: 0.1920 (0.1856) loss_giou_1: 0.4368 (0.4049) loss_class_2: 0.7973 (0.8142) loss_bbox_2: 0.1889 (0.1842) loss_giou_2: 0.4396 (0.4024) loss_class_3: 0.7875 (0.7950) loss_bbox_3: 0.1898 (0.1845) loss_giou_3: 0.4324 (0.4018) loss_class_4: 0.7848 (0.7857) loss_bbox_4: 0.1910 (0.1851) loss_giou_4: 0.4358 (0.4024) loss_class_enc: 0.8762 (0.9151) loss_bbox_enc: 0.2149 (0.2227) loss_giou_enc: 0.4822 (0.4621) loss_class_dn: 0.4088 (0.3966) loss_bbox_dn: 0.2270 (0.2878) loss_giou_dn: 0.4904 (0.4677) loss_class_dn_0: 0.4837 (0.4847) loss_bbox_dn_0: 0.3036 (0.3910) loss_giou_dn_0: 0.6254 (0.5984) loss_class_dn_1: 0.4274 (0.4247) loss_bbox_dn_1: 0.2451 (0.3112) loss_giou_dn_1: 0.5300 (0.4971) loss_class_dn_2: 0.4114 (0.4041) loss_bbox_dn_2: 0.2279 (0.2915) loss_giou_dn_2: 0.4984 (0.4735) loss_class_dn_3: 0.3997 (0.3979) loss_bbox_dn_3: 0.2284 (0.2885) loss_giou_dn_3: 0.4922 (0.4688) loss_class_dn_4: 0.4028 (0.3961) loss_bbox_dn_4: 0.2270 (0.2878) loss_giou_dn_4: 0.4902 (0.4676) loss_class_hybrid: 0.7687 (0.7842) loss_bbox_hybrid: 0.1917 (0.2001) loss_giou_hybrid: 0.4589 (0.4348) loss_class_0_hybrid: 0.8226 (0.8545) loss_bbox_0_hybrid: 0.2022 (0.2093) loss_giou_0_hybrid: 0.4945 (0.4527) loss_class_1_hybrid: 0.7923 (0.8116) loss_bbox_1_hybrid: 0.1961 (0.2037) loss_giou_1_hybrid: 0.4766 (0.4416) loss_class_2_hybrid: 0.7716 (0.7967) loss_bbox_2_hybrid: 0.1931 (0.2004) loss_giou_2_hybrid: 0.4618 (0.4364) loss_class_3_hybrid: 0.7662 (0.7875) loss_bbox_3_hybrid: 0.1908 (0.2001) loss_giou_3_hybrid: 0.4596 (0.4352) loss_class_4_hybrid: 0.7602 (0.7842) loss_bbox_4_hybrid: 0.1936 (0.2001) loss_giou_4_hybrid: 0.4611 (0.4350) loss_class_enc_hybrid: 0.7833 (0.8114) loss_bbox_enc_hybrid: 0.2351 (0.2513) loss_giou_enc_hybrid: 0.5372 (0.5170) mem: 1020 max mem: 36965 [2024-01-15 08:05:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:06:53 det.util.engine] INFO: Epoch: [5] [6150/11727] eta: 1:39:49 lr: 0.000100 data_time: 0.0035 iter_time: 1.0704 loss: 26.8107 (27.7235) loss_class: 0.6770 (0.7839) loss_bbox: 0.1622 (0.1854) loss_giou: 0.4043 (0.4024) loss_class_0: 0.9176 (0.9827) loss_bbox_0: 0.1643 (0.1843) loss_giou_0: 0.3969 (0.4054) loss_class_1: 0.7549 (0.8518) loss_bbox_1: 0.1711 (0.1856) loss_giou_1: 0.4074 (0.4050) loss_class_2: 0.7049 (0.8141) loss_bbox_2: 0.1591 (0.1842) loss_giou_2: 0.4105 (0.4025) loss_class_3: 0.7177 (0.7950) loss_bbox_3: 0.1624 (0.1845) loss_giou_3: 0.3993 (0.4019) loss_class_4: 0.6859 (0.7856) loss_bbox_4: 0.1639 (0.1851) loss_giou_4: 0.4055 (0.4025) loss_class_enc: 0.8643 (0.9150) loss_bbox_enc: 0.1938 (0.2226) loss_giou_enc: 0.4409 (0.4622) loss_class_dn: 0.3881 (0.3966) loss_bbox_dn: 0.2304 (0.2877) loss_giou_dn: 0.4509 (0.4678) loss_class_dn_0: 0.4707 (0.4847) loss_bbox_dn_0: 0.3440 (0.3909) loss_giou_dn_0: 0.5862 (0.5985) loss_class_dn_1: 0.4132 (0.4247) loss_bbox_dn_1: 0.2580 (0.3111) loss_giou_dn_1: 0.4870 (0.4972) loss_class_dn_2: 0.3957 (0.4041) loss_bbox_dn_2: 0.2345 (0.2914) loss_giou_dn_2: 0.4594 (0.4736) loss_class_dn_3: 0.3906 (0.3979) loss_bbox_dn_3: 0.2316 (0.2884) loss_giou_dn_3: 0.4527 (0.4689) loss_class_dn_4: 0.3899 (0.3961) loss_bbox_dn_4: 0.2304 (0.2877) loss_giou_dn_4: 0.4506 (0.4677) loss_class_hybrid: 0.6863 (0.7840) loss_bbox_hybrid: 0.1755 (0.2001) loss_giou_hybrid: 0.4415 (0.4349) loss_class_0_hybrid: 0.8258 (0.8544) loss_bbox_0_hybrid: 0.1872 (0.2093) loss_giou_0_hybrid: 0.4503 (0.4528) loss_class_1_hybrid: 0.7367 (0.8115) loss_bbox_1_hybrid: 0.1841 (0.2036) loss_giou_1_hybrid: 0.4423 (0.4418) loss_class_2_hybrid: 0.7154 (0.7965) loss_bbox_2_hybrid: 0.1765 (0.2004) loss_giou_2_hybrid: 0.4402 (0.4365) loss_class_3_hybrid: 0.7103 (0.7874) loss_bbox_3_hybrid: 0.1773 (0.2001) loss_giou_3_hybrid: 0.4412 (0.4353) loss_class_4_hybrid: 0.6886 (0.7840) loss_bbox_4_hybrid: 0.1750 (0.2001) loss_giou_4_hybrid: 0.4368 (0.4351) loss_class_enc_hybrid: 0.7800 (0.8113) loss_bbox_enc_hybrid: 0.2174 (0.2512) loss_giou_enc_hybrid: 0.4976 (0.5171) mem: 1031 max mem: 36965 [2024-01-15 08:06:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:07:46 det.util.engine] INFO: Epoch: [5] [6200/11727] eta: 1:38:55 lr: 0.000100 data_time: 0.0035 iter_time: 1.1156 loss: 28.2265 (27.7221) loss_class: 0.8228 (0.7839) loss_bbox: 0.1758 (0.1854) loss_giou: 0.3742 (0.4023) loss_class_0: 1.0218 (0.9827) loss_bbox_0: 0.1758 (0.1843) loss_giou_0: 0.3830 (0.4054) loss_class_1: 0.9037 (0.8517) loss_bbox_1: 0.1818 (0.1856) loss_giou_1: 0.3818 (0.4049) loss_class_2: 0.8573 (0.8141) loss_bbox_2: 0.1807 (0.1842) loss_giou_2: 0.3880 (0.4024) loss_class_3: 0.8549 (0.7950) loss_bbox_3: 0.1694 (0.1845) loss_giou_3: 0.3757 (0.4018) loss_class_4: 0.8358 (0.7856) loss_bbox_4: 0.1736 (0.1851) loss_giou_4: 0.3749 (0.4024) loss_class_enc: 0.9444 (0.9150) loss_bbox_enc: 0.2049 (0.2226) loss_giou_enc: 0.4307 (0.4621) loss_class_dn: 0.4036 (0.3966) loss_bbox_dn: 0.2489 (0.2877) loss_giou_dn: 0.4326 (0.4677) loss_class_dn_0: 0.4807 (0.4847) loss_bbox_dn_0: 0.3540 (0.3909) loss_giou_dn_0: 0.5704 (0.5984) loss_class_dn_1: 0.4288 (0.4247) loss_bbox_dn_1: 0.2708 (0.3111) loss_giou_dn_1: 0.4611 (0.4971) loss_class_dn_2: 0.4064 (0.4041) loss_bbox_dn_2: 0.2522 (0.2914) loss_giou_dn_2: 0.4364 (0.4735) loss_class_dn_3: 0.4044 (0.3979) loss_bbox_dn_3: 0.2499 (0.2884) loss_giou_dn_3: 0.4319 (0.4688) loss_class_dn_4: 0.4012 (0.3961) loss_bbox_dn_4: 0.2490 (0.2877) loss_giou_dn_4: 0.4326 (0.4676) loss_class_hybrid: 0.7984 (0.7841) loss_bbox_hybrid: 0.1827 (0.2000) loss_giou_hybrid: 0.4127 (0.4348) loss_class_0_hybrid: 0.8512 (0.8544) loss_bbox_0_hybrid: 0.1944 (0.2093) loss_giou_0_hybrid: 0.4124 (0.4527) loss_class_1_hybrid: 0.8171 (0.8115) loss_bbox_1_hybrid: 0.1846 (0.2036) loss_giou_1_hybrid: 0.4154 (0.4417) loss_class_2_hybrid: 0.8011 (0.7966) loss_bbox_2_hybrid: 0.1856 (0.2004) loss_giou_2_hybrid: 0.4134 (0.4364) loss_class_3_hybrid: 0.7936 (0.7874) loss_bbox_3_hybrid: 0.1814 (0.2000) loss_giou_3_hybrid: 0.4142 (0.4352) loss_class_4_hybrid: 0.7854 (0.7841) loss_bbox_4_hybrid: 0.1838 (0.2000) loss_giou_4_hybrid: 0.4136 (0.4350) loss_class_enc_hybrid: 0.8159 (0.8113) loss_bbox_enc_hybrid: 0.2272 (0.2512) loss_giou_enc_hybrid: 0.4889 (0.5170) mem: 1026 max mem: 36965 [2024-01-15 08:07:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:08:39 det.util.engine] INFO: Epoch: [5] [6250/11727] eta: 1:38:01 lr: 0.000100 data_time: 0.0032 iter_time: 1.0389 loss: 26.0546 (27.7175) loss_class: 0.7316 (0.7837) loss_bbox: 0.1543 (0.1853) loss_giou: 0.3881 (0.4023) loss_class_0: 0.8838 (0.9825) loss_bbox_0: 0.1614 (0.1842) loss_giou_0: 0.3916 (0.4054) loss_class_1: 0.7836 (0.8515) loss_bbox_1: 0.1597 (0.1856) loss_giou_1: 0.4068 (0.4050) loss_class_2: 0.7521 (0.8139) loss_bbox_2: 0.1545 (0.1841) loss_giou_2: 0.3905 (0.4024) loss_class_3: 0.7520 (0.7949) loss_bbox_3: 0.1543 (0.1844) loss_giou_3: 0.3862 (0.4018) loss_class_4: 0.7323 (0.7855) loss_bbox_4: 0.1558 (0.1850) loss_giou_4: 0.3877 (0.4024) loss_class_enc: 0.8434 (0.9148) loss_bbox_enc: 0.2006 (0.2225) loss_giou_enc: 0.4500 (0.4622) loss_class_dn: 0.3838 (0.3965) loss_bbox_dn: 0.2416 (0.2875) loss_giou_dn: 0.4354 (0.4677) loss_class_dn_0: 0.4812 (0.4847) loss_bbox_dn_0: 0.3395 (0.3906) loss_giou_dn_0: 0.5600 (0.5984) loss_class_dn_1: 0.4189 (0.4246) loss_bbox_dn_1: 0.2508 (0.3109) loss_giou_dn_1: 0.4549 (0.4971) loss_class_dn_2: 0.3938 (0.4040) loss_bbox_dn_2: 0.2445 (0.2912) loss_giou_dn_2: 0.4440 (0.4735) loss_class_dn_3: 0.3874 (0.3978) loss_bbox_dn_3: 0.2415 (0.2882) loss_giou_dn_3: 0.4370 (0.4688) loss_class_dn_4: 0.3879 (0.3961) loss_bbox_dn_4: 0.2416 (0.2875) loss_giou_dn_4: 0.4351 (0.4676) loss_class_hybrid: 0.7566 (0.7840) loss_bbox_hybrid: 0.1721 (0.1999) loss_giou_hybrid: 0.4211 (0.4348) loss_class_0_hybrid: 0.7787 (0.8542) loss_bbox_0_hybrid: 0.1774 (0.2092) loss_giou_0_hybrid: 0.4433 (0.4527) loss_class_1_hybrid: 0.7699 (0.8113) loss_bbox_1_hybrid: 0.1750 (0.2035) loss_giou_1_hybrid: 0.4332 (0.4417) loss_class_2_hybrid: 0.7503 (0.7964) loss_bbox_2_hybrid: 0.1742 (0.2003) loss_giou_2_hybrid: 0.4227 (0.4364) loss_class_3_hybrid: 0.7441 (0.7873) loss_bbox_3_hybrid: 0.1755 (0.2000) loss_giou_3_hybrid: 0.4183 (0.4352) loss_class_4_hybrid: 0.7452 (0.7839) loss_bbox_4_hybrid: 0.1770 (0.2000) loss_giou_4_hybrid: 0.4205 (0.4350) loss_class_enc_hybrid: 0.7438 (0.8111) loss_bbox_enc_hybrid: 0.2134 (0.2511) loss_giou_enc_hybrid: 0.5079 (0.5170) mem: 1035 max mem: 36965 [2024-01-15 08:08:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:09:33 det.util.engine] INFO: Epoch: [5] [6300/11727] eta: 1:37:07 lr: 0.000100 data_time: 0.0034 iter_time: 1.0878 loss: 27.9434 (27.7168) loss_class: 0.7919 (0.7838) loss_bbox: 0.1882 (0.1854) loss_giou: 0.3518 (0.4023) loss_class_0: 0.9908 (0.9824) loss_bbox_0: 0.1890 (0.1842) loss_giou_0: 0.3634 (0.4054) loss_class_1: 0.8346 (0.8513) loss_bbox_1: 0.1918 (0.1856) loss_giou_1: 0.3605 (0.4050) loss_class_2: 0.8262 (0.8139) loss_bbox_2: 0.1827 (0.1841) loss_giou_2: 0.3550 (0.4024) loss_class_3: 0.8166 (0.7949) loss_bbox_3: 0.1864 (0.1845) loss_giou_3: 0.3538 (0.4018) loss_class_4: 0.7849 (0.7855) loss_bbox_4: 0.1870 (0.1850) loss_giou_4: 0.3517 (0.4024) loss_class_enc: 0.9424 (0.9148) loss_bbox_enc: 0.2346 (0.2225) loss_giou_enc: 0.4290 (0.4621) loss_class_dn: 0.4034 (0.3965) loss_bbox_dn: 0.2897 (0.2875) loss_giou_dn: 0.4582 (0.4676) loss_class_dn_0: 0.4965 (0.4847) loss_bbox_dn_0: 0.3990 (0.3906) loss_giou_dn_0: 0.5739 (0.5983) loss_class_dn_1: 0.4273 (0.4246) loss_bbox_dn_1: 0.3133 (0.3109) loss_giou_dn_1: 0.4810 (0.4970) loss_class_dn_2: 0.4058 (0.4040) loss_bbox_dn_2: 0.2966 (0.2912) loss_giou_dn_2: 0.4606 (0.4734) loss_class_dn_3: 0.4031 (0.3978) loss_bbox_dn_3: 0.2909 (0.2882) loss_giou_dn_3: 0.4588 (0.4687) loss_class_dn_4: 0.4016 (0.3960) loss_bbox_dn_4: 0.2897 (0.2875) loss_giou_dn_4: 0.4580 (0.4675) loss_class_hybrid: 0.7731 (0.7839) loss_bbox_hybrid: 0.1990 (0.2000) loss_giou_hybrid: 0.3856 (0.4348) loss_class_0_hybrid: 0.8877 (0.8542) loss_bbox_0_hybrid: 0.2174 (0.2093) loss_giou_0_hybrid: 0.3904 (0.4527) loss_class_1_hybrid: 0.8284 (0.8113) loss_bbox_1_hybrid: 0.2123 (0.2036) loss_giou_1_hybrid: 0.3948 (0.4417) loss_class_2_hybrid: 0.8064 (0.7964) loss_bbox_2_hybrid: 0.2033 (0.2004) loss_giou_2_hybrid: 0.3887 (0.4364) loss_class_3_hybrid: 0.7993 (0.7872) loss_bbox_3_hybrid: 0.2061 (0.2000) loss_giou_3_hybrid: 0.3839 (0.4352) loss_class_4_hybrid: 0.7656 (0.7839) loss_bbox_4_hybrid: 0.2009 (0.2000) loss_giou_4_hybrid: 0.3841 (0.4350) loss_class_enc_hybrid: 0.8215 (0.8110) loss_bbox_enc_hybrid: 0.2533 (0.2512) loss_giou_enc_hybrid: 0.4767 (0.5170) mem: 1013 max mem: 36965 [2024-01-15 08:09:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:10:27 det.util.engine] INFO: Epoch: [5] [6350/11727] eta: 1:36:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0954 loss: 27.8745 (27.7137) loss_class: 0.7731 (0.7836) loss_bbox: 0.1962 (0.1853) loss_giou: 0.3763 (0.4023) loss_class_0: 0.9818 (0.9824) loss_bbox_0: 0.1849 (0.1842) loss_giou_0: 0.3804 (0.4054) loss_class_1: 0.8279 (0.8512) loss_bbox_1: 0.1786 (0.1856) loss_giou_1: 0.3776 (0.4050) loss_class_2: 0.8128 (0.8137) loss_bbox_2: 0.1899 (0.1841) loss_giou_2: 0.3775 (0.4024) loss_class_3: 0.7718 (0.7947) loss_bbox_3: 0.1973 (0.1844) loss_giou_3: 0.3748 (0.4018) loss_class_4: 0.7821 (0.7853) loss_bbox_4: 0.1934 (0.1850) loss_giou_4: 0.3763 (0.4024) loss_class_enc: 0.9057 (0.9147) loss_bbox_enc: 0.2276 (0.2225) loss_giou_enc: 0.4478 (0.4621) loss_class_dn: 0.3928 (0.3965) loss_bbox_dn: 0.2808 (0.2875) loss_giou_dn: 0.4657 (0.4676) loss_class_dn_0: 0.4859 (0.4846) loss_bbox_dn_0: 0.3958 (0.3906) loss_giou_dn_0: 0.6056 (0.5983) loss_class_dn_1: 0.4204 (0.4246) loss_bbox_dn_1: 0.3099 (0.3108) loss_giou_dn_1: 0.4974 (0.4969) loss_class_dn_2: 0.4005 (0.4040) loss_bbox_dn_2: 0.2886 (0.2912) loss_giou_dn_2: 0.4733 (0.4733) loss_class_dn_3: 0.3908 (0.3978) loss_bbox_dn_3: 0.2791 (0.2882) loss_giou_dn_3: 0.4667 (0.4687) loss_class_dn_4: 0.3904 (0.3960) loss_bbox_dn_4: 0.2807 (0.2875) loss_giou_dn_4: 0.4657 (0.4674) loss_class_hybrid: 0.7625 (0.7837) loss_bbox_hybrid: 0.2135 (0.2000) loss_giou_hybrid: 0.3905 (0.4348) loss_class_0_hybrid: 0.8764 (0.8541) loss_bbox_0_hybrid: 0.2230 (0.2092) loss_giou_0_hybrid: 0.4023 (0.4527) loss_class_1_hybrid: 0.7951 (0.8111) loss_bbox_1_hybrid: 0.2159 (0.2036) loss_giou_1_hybrid: 0.4010 (0.4417) loss_class_2_hybrid: 0.7944 (0.7963) loss_bbox_2_hybrid: 0.2159 (0.2003) loss_giou_2_hybrid: 0.3887 (0.4364) loss_class_3_hybrid: 0.7774 (0.7871) loss_bbox_3_hybrid: 0.2152 (0.2000) loss_giou_3_hybrid: 0.3885 (0.4352) loss_class_4_hybrid: 0.7672 (0.7837) loss_bbox_4_hybrid: 0.2156 (0.2000) loss_giou_4_hybrid: 0.3900 (0.4351) loss_class_enc_hybrid: 0.7981 (0.8109) loss_bbox_enc_hybrid: 0.2528 (0.2511) loss_giou_enc_hybrid: 0.4842 (0.5170) mem: 1025 max mem: 36965 [2024-01-15 08:10:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:11:20 det.util.engine] INFO: Epoch: [5] [6400/11727] eta: 1:35:20 lr: 0.000100 data_time: 0.0029 iter_time: 1.0947 loss: 27.2712 (27.7119) loss_class: 0.8433 (0.7837) loss_bbox: 0.1802 (0.1853) loss_giou: 0.3650 (0.4021) loss_class_0: 0.9777 (0.9824) loss_bbox_0: 0.1940 (0.1842) loss_giou_0: 0.3632 (0.4052) loss_class_1: 0.8550 (0.8512) loss_bbox_1: 0.1891 (0.1856) loss_giou_1: 0.3782 (0.4049) loss_class_2: 0.8580 (0.8138) loss_bbox_2: 0.1840 (0.1841) loss_giou_2: 0.3762 (0.4023) loss_class_3: 0.8566 (0.7949) loss_bbox_3: 0.1807 (0.1844) loss_giou_3: 0.3723 (0.4017) loss_class_4: 0.8493 (0.7855) loss_bbox_4: 0.1881 (0.1849) loss_giou_4: 0.3649 (0.4022) loss_class_enc: 0.9052 (0.9148) loss_bbox_enc: 0.2169 (0.2225) loss_giou_enc: 0.4155 (0.4620) loss_class_dn: 0.4007 (0.3965) loss_bbox_dn: 0.2754 (0.2874) loss_giou_dn: 0.4399 (0.4675) loss_class_dn_0: 0.4768 (0.4846) loss_bbox_dn_0: 0.3940 (0.3906) loss_giou_dn_0: 0.5866 (0.5982) loss_class_dn_1: 0.4172 (0.4246) loss_bbox_dn_1: 0.3047 (0.3108) loss_giou_dn_1: 0.4747 (0.4968) loss_class_dn_2: 0.4010 (0.4040) loss_bbox_dn_2: 0.2807 (0.2912) loss_giou_dn_2: 0.4475 (0.4732) loss_class_dn_3: 0.3937 (0.3978) loss_bbox_dn_3: 0.2771 (0.2881) loss_giou_dn_3: 0.4417 (0.4686) loss_class_dn_4: 0.3948 (0.3960) loss_bbox_dn_4: 0.2753 (0.2874) loss_giou_dn_4: 0.4397 (0.4673) loss_class_hybrid: 0.8342 (0.7838) loss_bbox_hybrid: 0.1976 (0.1999) loss_giou_hybrid: 0.3919 (0.4346) loss_class_0_hybrid: 0.8838 (0.8542) loss_bbox_0_hybrid: 0.2143 (0.2092) loss_giou_0_hybrid: 0.3962 (0.4525) loss_class_1_hybrid: 0.8630 (0.8113) loss_bbox_1_hybrid: 0.2034 (0.2035) loss_giou_1_hybrid: 0.3990 (0.4415) loss_class_2_hybrid: 0.8489 (0.7964) loss_bbox_2_hybrid: 0.1998 (0.2003) loss_giou_2_hybrid: 0.3934 (0.4362) loss_class_3_hybrid: 0.8413 (0.7872) loss_bbox_3_hybrid: 0.1965 (0.2000) loss_giou_3_hybrid: 0.3933 (0.4351) loss_class_4_hybrid: 0.8243 (0.7838) loss_bbox_4_hybrid: 0.1984 (0.2000) loss_giou_4_hybrid: 0.3956 (0.4349) loss_class_enc_hybrid: 0.8418 (0.8110) loss_bbox_enc_hybrid: 0.2550 (0.2511) loss_giou_enc_hybrid: 0.4732 (0.5169) mem: 1013 max mem: 36965 [2024-01-15 08:11:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:12:13 det.util.engine] INFO: Epoch: [5] [6450/11727] eta: 1:34:26 lr: 0.000100 data_time: 0.0032 iter_time: 1.0166 loss: 27.6621 (27.7119) loss_class: 0.7671 (0.7837) loss_bbox: 0.1815 (0.1852) loss_giou: 0.3791 (0.4022) loss_class_0: 1.0032 (0.9824) loss_bbox_0: 0.1760 (0.1841) loss_giou_0: 0.3906 (0.4053) loss_class_1: 0.8555 (0.8512) loss_bbox_1: 0.1892 (0.1856) loss_giou_1: 0.3943 (0.4050) loss_class_2: 0.8132 (0.8137) loss_bbox_2: 0.1851 (0.1841) loss_giou_2: 0.3784 (0.4024) loss_class_3: 0.7727 (0.7948) loss_bbox_3: 0.1838 (0.1843) loss_giou_3: 0.3778 (0.4018) loss_class_4: 0.7682 (0.7855) loss_bbox_4: 0.1838 (0.1849) loss_giou_4: 0.3788 (0.4023) loss_class_enc: 0.9419 (0.9148) loss_bbox_enc: 0.2069 (0.2224) loss_giou_enc: 0.4372 (0.4620) loss_class_dn: 0.4031 (0.3965) loss_bbox_dn: 0.2771 (0.2874) loss_giou_dn: 0.4463 (0.4675) loss_class_dn_0: 0.4936 (0.4846) loss_bbox_dn_0: 0.3817 (0.3905) loss_giou_dn_0: 0.5745 (0.5982) loss_class_dn_1: 0.4270 (0.4246) loss_bbox_dn_1: 0.3052 (0.3108) loss_giou_dn_1: 0.4772 (0.4969) loss_class_dn_2: 0.4062 (0.4040) loss_bbox_dn_2: 0.2820 (0.2911) loss_giou_dn_2: 0.4493 (0.4733) loss_class_dn_3: 0.4019 (0.3978) loss_bbox_dn_3: 0.2789 (0.2881) loss_giou_dn_3: 0.4464 (0.4686) loss_class_dn_4: 0.4018 (0.3960) loss_bbox_dn_4: 0.2771 (0.2874) loss_giou_dn_4: 0.4462 (0.4674) loss_class_hybrid: 0.7750 (0.7838) loss_bbox_hybrid: 0.1981 (0.1999) loss_giou_hybrid: 0.4062 (0.4347) loss_class_0_hybrid: 0.8673 (0.8541) loss_bbox_0_hybrid: 0.2131 (0.2092) loss_giou_0_hybrid: 0.4155 (0.4526) loss_class_1_hybrid: 0.7980 (0.8112) loss_bbox_1_hybrid: 0.2060 (0.2035) loss_giou_1_hybrid: 0.4039 (0.4416) loss_class_2_hybrid: 0.7796 (0.7963) loss_bbox_2_hybrid: 0.1986 (0.2003) loss_giou_2_hybrid: 0.4082 (0.4363) loss_class_3_hybrid: 0.7779 (0.7871) loss_bbox_3_hybrid: 0.1984 (0.1999) loss_giou_3_hybrid: 0.4067 (0.4352) loss_class_4_hybrid: 0.7743 (0.7838) loss_bbox_4_hybrid: 0.1987 (0.1999) loss_giou_4_hybrid: 0.4073 (0.4350) loss_class_enc_hybrid: 0.8406 (0.8110) loss_bbox_enc_hybrid: 0.2421 (0.2511) loss_giou_enc_hybrid: 0.4656 (0.5170) mem: 1021 max mem: 36965 [2024-01-15 08:12:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:13:07 det.util.engine] INFO: Epoch: [5] [6500/11727] eta: 1:33:32 lr: 0.000100 data_time: 0.0035 iter_time: 1.0775 loss: 27.8629 (27.7095) loss_class: 0.7246 (0.7835) loss_bbox: 0.1834 (0.1852) loss_giou: 0.4142 (0.4024) loss_class_0: 0.9063 (0.9822) loss_bbox_0: 0.1833 (0.1841) loss_giou_0: 0.4144 (0.4055) loss_class_1: 0.7958 (0.8509) loss_bbox_1: 0.1828 (0.1855) loss_giou_1: 0.4214 (0.4051) loss_class_2: 0.7526 (0.8135) loss_bbox_2: 0.1888 (0.1840) loss_giou_2: 0.4186 (0.4025) loss_class_3: 0.7390 (0.7946) loss_bbox_3: 0.1874 (0.1843) loss_giou_3: 0.4197 (0.4019) loss_class_4: 0.7339 (0.7853) loss_bbox_4: 0.1834 (0.1848) loss_giou_4: 0.4165 (0.4025) loss_class_enc: 0.8336 (0.9146) loss_bbox_enc: 0.1999 (0.2224) loss_giou_enc: 0.4752 (0.4622) loss_class_dn: 0.3981 (0.3965) loss_bbox_dn: 0.2637 (0.2872) loss_giou_dn: 0.4766 (0.4676) loss_class_dn_0: 0.4778 (0.4846) loss_bbox_dn_0: 0.3502 (0.3903) loss_giou_dn_0: 0.5916 (0.5982) loss_class_dn_1: 0.4206 (0.4245) loss_bbox_dn_1: 0.2787 (0.3106) loss_giou_dn_1: 0.5006 (0.4969) loss_class_dn_2: 0.4099 (0.4040) loss_bbox_dn_2: 0.2659 (0.2910) loss_giou_dn_2: 0.4839 (0.4733) loss_class_dn_3: 0.3992 (0.3978) loss_bbox_dn_3: 0.2637 (0.2879) loss_giou_dn_3: 0.4775 (0.4687) loss_class_dn_4: 0.3983 (0.3960) loss_bbox_dn_4: 0.2635 (0.2872) loss_giou_dn_4: 0.4763 (0.4674) loss_class_hybrid: 0.7421 (0.7835) loss_bbox_hybrid: 0.2039 (0.1999) loss_giou_hybrid: 0.4479 (0.4349) loss_class_0_hybrid: 0.7781 (0.8538) loss_bbox_0_hybrid: 0.2168 (0.2092) loss_giou_0_hybrid: 0.4663 (0.4528) loss_class_1_hybrid: 0.7554 (0.8109) loss_bbox_1_hybrid: 0.2084 (0.2035) loss_giou_1_hybrid: 0.4538 (0.4418) loss_class_2_hybrid: 0.7422 (0.7961) loss_bbox_2_hybrid: 0.2040 (0.2002) loss_giou_2_hybrid: 0.4557 (0.4365) loss_class_3_hybrid: 0.7446 (0.7869) loss_bbox_3_hybrid: 0.2030 (0.1999) loss_giou_3_hybrid: 0.4491 (0.4353) loss_class_4_hybrid: 0.7445 (0.7836) loss_bbox_4_hybrid: 0.2042 (0.1999) loss_giou_4_hybrid: 0.4523 (0.4351) loss_class_enc_hybrid: 0.7447 (0.8108) loss_bbox_enc_hybrid: 0.2468 (0.2510) loss_giou_enc_hybrid: 0.5395 (0.5171) mem: 1040 max mem: 36965 [2024-01-15 08:13:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:14:01 det.util.engine] INFO: Epoch: [5] [6550/11727] eta: 1:32:38 lr: 0.000100 data_time: 0.0033 iter_time: 1.0658 loss: 26.7347 (27.7099) loss_class: 0.8295 (0.7837) loss_bbox: 0.1762 (0.1852) loss_giou: 0.3495 (0.4022) loss_class_0: 1.0045 (0.9823) loss_bbox_0: 0.1990 (0.1842) loss_giou_0: 0.3576 (0.4053) loss_class_1: 0.8967 (0.8511) loss_bbox_1: 0.1808 (0.1855) loss_giou_1: 0.3266 (0.4049) loss_class_2: 0.8526 (0.8137) loss_bbox_2: 0.1799 (0.1841) loss_giou_2: 0.3503 (0.4024) loss_class_3: 0.8173 (0.7948) loss_bbox_3: 0.1771 (0.1843) loss_giou_3: 0.3399 (0.4017) loss_class_4: 0.8286 (0.7855) loss_bbox_4: 0.1762 (0.1849) loss_giou_4: 0.3361 (0.4023) loss_class_enc: 0.9407 (0.9147) loss_bbox_enc: 0.2186 (0.2224) loss_giou_enc: 0.3958 (0.4620) loss_class_dn: 0.3800 (0.3964) loss_bbox_dn: 0.3065 (0.2874) loss_giou_dn: 0.4260 (0.4674) loss_class_dn_0: 0.4795 (0.4846) loss_bbox_dn_0: 0.4142 (0.3905) loss_giou_dn_0: 0.5521 (0.5981) loss_class_dn_1: 0.4133 (0.4245) loss_bbox_dn_1: 0.3290 (0.3108) loss_giou_dn_1: 0.4557 (0.4968) loss_class_dn_2: 0.3933 (0.4039) loss_bbox_dn_2: 0.3089 (0.2911) loss_giou_dn_2: 0.4286 (0.4732) loss_class_dn_3: 0.3824 (0.3977) loss_bbox_dn_3: 0.3064 (0.2881) loss_giou_dn_3: 0.4270 (0.4685) loss_class_dn_4: 0.3802 (0.3960) loss_bbox_dn_4: 0.3064 (0.2874) loss_giou_dn_4: 0.4259 (0.4673) loss_class_hybrid: 0.8422 (0.7838) loss_bbox_hybrid: 0.1888 (0.1999) loss_giou_hybrid: 0.3622 (0.4346) loss_class_0_hybrid: 0.9001 (0.8541) loss_bbox_0_hybrid: 0.2014 (0.2092) loss_giou_0_hybrid: 0.3741 (0.4525) loss_class_1_hybrid: 0.8518 (0.8112) loss_bbox_1_hybrid: 0.1952 (0.2035) loss_giou_1_hybrid: 0.3630 (0.4415) loss_class_2_hybrid: 0.8288 (0.7963) loss_bbox_2_hybrid: 0.1882 (0.2002) loss_giou_2_hybrid: 0.3591 (0.4363) loss_class_3_hybrid: 0.8242 (0.7872) loss_bbox_3_hybrid: 0.1856 (0.1999) loss_giou_3_hybrid: 0.3632 (0.4351) loss_class_4_hybrid: 0.8400 (0.7838) loss_bbox_4_hybrid: 0.1893 (0.1999) loss_giou_4_hybrid: 0.3611 (0.4349) loss_class_enc_hybrid: 0.8490 (0.8111) loss_bbox_enc_hybrid: 0.2434 (0.2510) loss_giou_enc_hybrid: 0.4385 (0.5168) mem: 1018 max mem: 36965 [2024-01-15 08:14:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:14:54 det.util.engine] INFO: Epoch: [5] [6600/11727] eta: 1:31:44 lr: 0.000100 data_time: 0.0031 iter_time: 1.0303 loss: 27.1764 (27.7095) loss_class: 0.7919 (0.7838) loss_bbox: 0.1677 (0.1852) loss_giou: 0.3670 (0.4021) loss_class_0: 0.9610 (0.9825) loss_bbox_0: 0.1740 (0.1841) loss_giou_0: 0.3773 (0.4052) loss_class_1: 0.8474 (0.8512) loss_bbox_1: 0.1687 (0.1855) loss_giou_1: 0.3744 (0.4048) loss_class_2: 0.8068 (0.8138) loss_bbox_2: 0.1647 (0.1840) loss_giou_2: 0.3630 (0.4023) loss_class_3: 0.7915 (0.7949) loss_bbox_3: 0.1683 (0.1843) loss_giou_3: 0.3635 (0.4016) loss_class_4: 0.7746 (0.7857) loss_bbox_4: 0.1677 (0.1848) loss_giou_4: 0.3645 (0.4022) loss_class_enc: 0.9098 (0.9149) loss_bbox_enc: 0.2095 (0.2224) loss_giou_enc: 0.4329 (0.4619) loss_class_dn: 0.3940 (0.3964) loss_bbox_dn: 0.2566 (0.2874) loss_giou_dn: 0.4391 (0.4674) loss_class_dn_0: 0.4788 (0.4846) loss_bbox_dn_0: 0.3578 (0.3905) loss_giou_dn_0: 0.5674 (0.5981) loss_class_dn_1: 0.4264 (0.4245) loss_bbox_dn_1: 0.2793 (0.3108) loss_giou_dn_1: 0.4638 (0.4968) loss_class_dn_2: 0.4038 (0.4039) loss_bbox_dn_2: 0.2568 (0.2911) loss_giou_dn_2: 0.4466 (0.4732) loss_class_dn_3: 0.3963 (0.3977) loss_bbox_dn_3: 0.2567 (0.2881) loss_giou_dn_3: 0.4417 (0.4685) loss_class_dn_4: 0.3942 (0.3959) loss_bbox_dn_4: 0.2566 (0.2874) loss_giou_dn_4: 0.4391 (0.4673) loss_class_hybrid: 0.8138 (0.7839) loss_bbox_hybrid: 0.1701 (0.1998) loss_giou_hybrid: 0.3802 (0.4345) loss_class_0_hybrid: 0.8211 (0.8543) loss_bbox_0_hybrid: 0.1842 (0.2091) loss_giou_0_hybrid: 0.4048 (0.4524) loss_class_1_hybrid: 0.8140 (0.8114) loss_bbox_1_hybrid: 0.1778 (0.2034) loss_giou_1_hybrid: 0.3832 (0.4414) loss_class_2_hybrid: 0.8004 (0.7965) loss_bbox_2_hybrid: 0.1749 (0.2002) loss_giou_2_hybrid: 0.3811 (0.4362) loss_class_3_hybrid: 0.7863 (0.7873) loss_bbox_3_hybrid: 0.1721 (0.1998) loss_giou_3_hybrid: 0.3816 (0.4350) loss_class_4_hybrid: 0.7949 (0.7840) loss_bbox_4_hybrid: 0.1711 (0.1998) loss_giou_4_hybrid: 0.3795 (0.4348) loss_class_enc_hybrid: 0.8063 (0.8112) loss_bbox_enc_hybrid: 0.2331 (0.2509) loss_giou_enc_hybrid: 0.4680 (0.5168) mem: 1017 max mem: 36965 [2024-01-15 08:14:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:15:46 det.util.engine] INFO: Epoch: [5] [6650/11727] eta: 1:30:50 lr: 0.000100 data_time: 0.0032 iter_time: 1.0470 loss: 27.1741 (27.7065) loss_class: 0.7539 (0.7838) loss_bbox: 0.1563 (0.1851) loss_giou: 0.4180 (0.4021) loss_class_0: 0.9273 (0.9823) loss_bbox_0: 0.1659 (0.1841) loss_giou_0: 0.4111 (0.4052) loss_class_1: 0.8093 (0.8511) loss_bbox_1: 0.1582 (0.1854) loss_giou_1: 0.4128 (0.4048) loss_class_2: 0.7684 (0.8137) loss_bbox_2: 0.1577 (0.1840) loss_giou_2: 0.4141 (0.4023) loss_class_3: 0.7662 (0.7948) loss_bbox_3: 0.1576 (0.1842) loss_giou_3: 0.4171 (0.4016) loss_class_4: 0.7529 (0.7856) loss_bbox_4: 0.1547 (0.1847) loss_giou_4: 0.4083 (0.4022) loss_class_enc: 0.8927 (0.9148) loss_bbox_enc: 0.1953 (0.2223) loss_giou_enc: 0.4613 (0.4618) loss_class_dn: 0.3889 (0.3964) loss_bbox_dn: 0.2625 (0.2873) loss_giou_dn: 0.4710 (0.4674) loss_class_dn_0: 0.4774 (0.4846) loss_bbox_dn_0: 0.3716 (0.3903) loss_giou_dn_0: 0.6115 (0.5980) loss_class_dn_1: 0.4172 (0.4245) loss_bbox_dn_1: 0.2904 (0.3107) loss_giou_dn_1: 0.5094 (0.4968) loss_class_dn_2: 0.3978 (0.4039) loss_bbox_dn_2: 0.2658 (0.2910) loss_giou_dn_2: 0.4811 (0.4732) loss_class_dn_3: 0.3885 (0.3977) loss_bbox_dn_3: 0.2635 (0.2880) loss_giou_dn_3: 0.4742 (0.4685) loss_class_dn_4: 0.3894 (0.3959) loss_bbox_dn_4: 0.2625 (0.2873) loss_giou_dn_4: 0.4710 (0.4673) loss_class_hybrid: 0.7491 (0.7838) loss_bbox_hybrid: 0.1797 (0.1998) loss_giou_hybrid: 0.4493 (0.4346) loss_class_0_hybrid: 0.8131 (0.8542) loss_bbox_0_hybrid: 0.1791 (0.2090) loss_giou_0_hybrid: 0.4620 (0.4525) loss_class_1_hybrid: 0.7766 (0.8113) loss_bbox_1_hybrid: 0.1800 (0.2034) loss_giou_1_hybrid: 0.4580 (0.4415) loss_class_2_hybrid: 0.7769 (0.7965) loss_bbox_2_hybrid: 0.1775 (0.2001) loss_giou_2_hybrid: 0.4487 (0.4362) loss_class_3_hybrid: 0.7591 (0.7872) loss_bbox_3_hybrid: 0.1793 (0.1998) loss_giou_3_hybrid: 0.4476 (0.4350) loss_class_4_hybrid: 0.7521 (0.7838) loss_bbox_4_hybrid: 0.1805 (0.1998) loss_giou_4_hybrid: 0.4463 (0.4348) loss_class_enc_hybrid: 0.7746 (0.8111) loss_bbox_enc_hybrid: 0.2247 (0.2509) loss_giou_enc_hybrid: 0.5306 (0.5167) mem: 1022 max mem: 36965 [2024-01-15 08:15:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:16:39 det.util.engine] INFO: Epoch: [5] [6700/11727] eta: 1:29:55 lr: 0.000100 data_time: 0.0033 iter_time: 1.0734 loss: 26.8156 (27.7031) loss_class: 0.7566 (0.7836) loss_bbox: 0.1853 (0.1852) loss_giou: 0.3453 (0.4020) loss_class_0: 0.9936 (0.9822) loss_bbox_0: 0.1811 (0.1842) loss_giou_0: 0.3499 (0.4051) loss_class_1: 0.8233 (0.8510) loss_bbox_1: 0.1828 (0.1855) loss_giou_1: 0.3490 (0.4046) loss_class_2: 0.8066 (0.8136) loss_bbox_2: 0.1775 (0.1840) loss_giou_2: 0.3398 (0.4021) loss_class_3: 0.7790 (0.7947) loss_bbox_3: 0.1816 (0.1843) loss_giou_3: 0.3348 (0.4015) loss_class_4: 0.7593 (0.7855) loss_bbox_4: 0.1853 (0.1848) loss_giou_4: 0.3415 (0.4020) loss_class_enc: 0.9495 (0.9148) loss_bbox_enc: 0.2236 (0.2224) loss_giou_enc: 0.4030 (0.4617) loss_class_dn: 0.3816 (0.3963) loss_bbox_dn: 0.2615 (0.2873) loss_giou_dn: 0.4249 (0.4672) loss_class_dn_0: 0.4771 (0.4846) loss_bbox_dn_0: 0.3549 (0.3904) loss_giou_dn_0: 0.5517 (0.5979) loss_class_dn_1: 0.4245 (0.4244) loss_bbox_dn_1: 0.2973 (0.3107) loss_giou_dn_1: 0.4520 (0.4966) loss_class_dn_2: 0.3940 (0.4038) loss_bbox_dn_2: 0.2633 (0.2910) loss_giou_dn_2: 0.4313 (0.4730) loss_class_dn_3: 0.3906 (0.3977) loss_bbox_dn_3: 0.2631 (0.2880) loss_giou_dn_3: 0.4271 (0.4683) loss_class_dn_4: 0.3834 (0.3958) loss_bbox_dn_4: 0.2616 (0.2873) loss_giou_dn_4: 0.4249 (0.4671) loss_class_hybrid: 0.7813 (0.7838) loss_bbox_hybrid: 0.1914 (0.1998) loss_giou_hybrid: 0.3583 (0.4344) loss_class_0_hybrid: 0.8377 (0.8543) loss_bbox_0_hybrid: 0.1999 (0.2091) loss_giou_0_hybrid: 0.3664 (0.4522) loss_class_1_hybrid: 0.8055 (0.8113) loss_bbox_1_hybrid: 0.1948 (0.2034) loss_giou_1_hybrid: 0.3581 (0.4413) loss_class_2_hybrid: 0.7874 (0.7964) loss_bbox_2_hybrid: 0.1895 (0.2001) loss_giou_2_hybrid: 0.3572 (0.4360) loss_class_3_hybrid: 0.7870 (0.7872) loss_bbox_3_hybrid: 0.1943 (0.1998) loss_giou_3_hybrid: 0.3584 (0.4348) loss_class_4_hybrid: 0.7875 (0.7838) loss_bbox_4_hybrid: 0.1910 (0.1999) loss_giou_4_hybrid: 0.3584 (0.4346) loss_class_enc_hybrid: 0.7996 (0.8111) loss_bbox_enc_hybrid: 0.2410 (0.2509) loss_giou_enc_hybrid: 0.4437 (0.5165) mem: 1023 max mem: 36965 [2024-01-15 08:16:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:17:32 det.util.engine] INFO: Epoch: [5] [6750/11727] eta: 1:29:01 lr: 0.000100 data_time: 0.0034 iter_time: 1.0630 loss: 28.3445 (27.7054) loss_class: 0.7948 (0.7836) loss_bbox: 0.1597 (0.1852) loss_giou: 0.4152 (0.4021) loss_class_0: 0.9472 (0.9820) loss_bbox_0: 0.1659 (0.1842) loss_giou_0: 0.4039 (0.4053) loss_class_1: 0.8575 (0.8509) loss_bbox_1: 0.1743 (0.1855) loss_giou_1: 0.4171 (0.4048) loss_class_2: 0.8148 (0.8136) loss_bbox_2: 0.1758 (0.1840) loss_giou_2: 0.4142 (0.4023) loss_class_3: 0.8070 (0.7947) loss_bbox_3: 0.1710 (0.1843) loss_giou_3: 0.4172 (0.4016) loss_class_4: 0.7993 (0.7855) loss_bbox_4: 0.1628 (0.1848) loss_giou_4: 0.4156 (0.4022) loss_class_enc: 0.8777 (0.9147) loss_bbox_enc: 0.2040 (0.2224) loss_giou_enc: 0.4685 (0.4618) loss_class_dn: 0.4031 (0.3963) loss_bbox_dn: 0.2638 (0.2874) loss_giou_dn: 0.4854 (0.4673) loss_class_dn_0: 0.4836 (0.4845) loss_bbox_dn_0: 0.3681 (0.3905) loss_giou_dn_0: 0.6053 (0.5980) loss_class_dn_1: 0.4297 (0.4244) loss_bbox_dn_1: 0.2916 (0.3108) loss_giou_dn_1: 0.5109 (0.4967) loss_class_dn_2: 0.4069 (0.4038) loss_bbox_dn_2: 0.2669 (0.2911) loss_giou_dn_2: 0.4894 (0.4731) loss_class_dn_3: 0.4028 (0.3976) loss_bbox_dn_3: 0.2658 (0.2881) loss_giou_dn_3: 0.4868 (0.4684) loss_class_dn_4: 0.4024 (0.3958) loss_bbox_dn_4: 0.2639 (0.2874) loss_giou_dn_4: 0.4853 (0.4672) loss_class_hybrid: 0.7740 (0.7837) loss_bbox_hybrid: 0.1903 (0.1998) loss_giou_hybrid: 0.4566 (0.4346) loss_class_0_hybrid: 0.8316 (0.8542) loss_bbox_0_hybrid: 0.1972 (0.2091) loss_giou_0_hybrid: 0.4716 (0.4524) loss_class_1_hybrid: 0.8046 (0.8112) loss_bbox_1_hybrid: 0.1904 (0.2034) loss_giou_1_hybrid: 0.4628 (0.4414) loss_class_2_hybrid: 0.7841 (0.7963) loss_bbox_2_hybrid: 0.1901 (0.2002) loss_giou_2_hybrid: 0.4608 (0.4362) loss_class_3_hybrid: 0.7847 (0.7871) loss_bbox_3_hybrid: 0.1867 (0.1999) loss_giou_3_hybrid: 0.4581 (0.4350) loss_class_4_hybrid: 0.7759 (0.7837) loss_bbox_4_hybrid: 0.1861 (0.1999) loss_giou_4_hybrid: 0.4567 (0.4348) loss_class_enc_hybrid: 0.7851 (0.8110) loss_bbox_enc_hybrid: 0.2375 (0.2509) loss_giou_enc_hybrid: 0.5487 (0.5167) mem: 1021 max mem: 36965 [2024-01-15 08:17:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:18:24 det.util.engine] INFO: Epoch: [5] [6800/11727] eta: 1:28:06 lr: 0.000100 data_time: 0.0034 iter_time: 1.0311 loss: 28.0490 (27.7074) loss_class: 0.8076 (0.7836) loss_bbox: 0.1862 (0.1852) loss_giou: 0.3732 (0.4022) loss_class_0: 1.0068 (0.9820) loss_bbox_0: 0.1735 (0.1842) loss_giou_0: 0.3692 (0.4053) loss_class_1: 0.8783 (0.8509) loss_bbox_1: 0.1795 (0.1855) loss_giou_1: 0.3840 (0.4049) loss_class_2: 0.8530 (0.8136) loss_bbox_2: 0.1854 (0.1840) loss_giou_2: 0.3767 (0.4023) loss_class_3: 0.8224 (0.7947) loss_bbox_3: 0.1866 (0.1843) loss_giou_3: 0.3860 (0.4017) loss_class_4: 0.8127 (0.7855) loss_bbox_4: 0.1874 (0.1848) loss_giou_4: 0.3752 (0.4022) loss_class_enc: 0.9659 (0.9147) loss_bbox_enc: 0.2219 (0.2224) loss_giou_enc: 0.4320 (0.4619) loss_class_dn: 0.3939 (0.3963) loss_bbox_dn: 0.2952 (0.2874) loss_giou_dn: 0.4718 (0.4674) loss_class_dn_0: 0.4783 (0.4845) loss_bbox_dn_0: 0.4132 (0.3905) loss_giou_dn_0: 0.6158 (0.5981) loss_class_dn_1: 0.4214 (0.4245) loss_bbox_dn_1: 0.3254 (0.3108) loss_giou_dn_1: 0.4994 (0.4968) loss_class_dn_2: 0.4063 (0.4038) loss_bbox_dn_2: 0.3034 (0.2911) loss_giou_dn_2: 0.4727 (0.4731) loss_class_dn_3: 0.4003 (0.3976) loss_bbox_dn_3: 0.2966 (0.2881) loss_giou_dn_3: 0.4714 (0.4685) loss_class_dn_4: 0.3977 (0.3958) loss_bbox_dn_4: 0.2953 (0.2874) loss_giou_dn_4: 0.4714 (0.4672) loss_class_hybrid: 0.8104 (0.7837) loss_bbox_hybrid: 0.1892 (0.1999) loss_giou_hybrid: 0.4078 (0.4347) loss_class_0_hybrid: 0.8630 (0.8542) loss_bbox_0_hybrid: 0.2032 (0.2091) loss_giou_0_hybrid: 0.4201 (0.4525) loss_class_1_hybrid: 0.8289 (0.8112) loss_bbox_1_hybrid: 0.1982 (0.2035) loss_giou_1_hybrid: 0.4221 (0.4415) loss_class_2_hybrid: 0.8206 (0.7963) loss_bbox_2_hybrid: 0.1862 (0.2002) loss_giou_2_hybrid: 0.4070 (0.4363) loss_class_3_hybrid: 0.8091 (0.7871) loss_bbox_3_hybrid: 0.1908 (0.1999) loss_giou_3_hybrid: 0.4100 (0.4351) loss_class_4_hybrid: 0.8023 (0.7838) loss_bbox_4_hybrid: 0.1897 (0.1999) loss_giou_4_hybrid: 0.4068 (0.4349) loss_class_enc_hybrid: 0.8335 (0.8109) loss_bbox_enc_hybrid: 0.2511 (0.2510) loss_giou_enc_hybrid: 0.4884 (0.5168) mem: 1031 max mem: 36965 [2024-01-15 08:18:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:19:17 det.util.engine] INFO: Epoch: [5] [6850/11727] eta: 1:27:12 lr: 0.000100 data_time: 0.0032 iter_time: 1.0136 loss: 26.1868 (27.7051) loss_class: 0.7658 (0.7837) loss_bbox: 0.1732 (0.1852) loss_giou: 0.3507 (0.4020) loss_class_0: 0.9497 (0.9821) loss_bbox_0: 0.1741 (0.1841) loss_giou_0: 0.3726 (0.4051) loss_class_1: 0.8120 (0.8509) loss_bbox_1: 0.1750 (0.1855) loss_giou_1: 0.3569 (0.4047) loss_class_2: 0.7904 (0.8136) loss_bbox_2: 0.1767 (0.1840) loss_giou_2: 0.3561 (0.4022) loss_class_3: 0.7781 (0.7947) loss_bbox_3: 0.1770 (0.1843) loss_giou_3: 0.3506 (0.4015) loss_class_4: 0.7585 (0.7856) loss_bbox_4: 0.1765 (0.1848) loss_giou_4: 0.3497 (0.4021) loss_class_enc: 0.8768 (0.9146) loss_bbox_enc: 0.2294 (0.2224) loss_giou_enc: 0.4396 (0.4617) loss_class_dn: 0.3872 (0.3963) loss_bbox_dn: 0.3092 (0.2875) loss_giou_dn: 0.4308 (0.4673) loss_class_dn_0: 0.4807 (0.4846) loss_bbox_dn_0: 0.4183 (0.3906) loss_giou_dn_0: 0.5574 (0.5979) loss_class_dn_1: 0.4158 (0.4244) loss_bbox_dn_1: 0.3403 (0.3109) loss_giou_dn_1: 0.4551 (0.4967) loss_class_dn_2: 0.3964 (0.4038) loss_bbox_dn_2: 0.3108 (0.2912) loss_giou_dn_2: 0.4371 (0.4730) loss_class_dn_3: 0.3912 (0.3976) loss_bbox_dn_3: 0.3099 (0.2882) loss_giou_dn_3: 0.4329 (0.4684) loss_class_dn_4: 0.3869 (0.3958) loss_bbox_dn_4: 0.3090 (0.2875) loss_giou_dn_4: 0.4308 (0.4671) loss_class_hybrid: 0.7746 (0.7838) loss_bbox_hybrid: 0.1915 (0.1999) loss_giou_hybrid: 0.3772 (0.4344) loss_class_0_hybrid: 0.8234 (0.8543) loss_bbox_0_hybrid: 0.1906 (0.2091) loss_giou_0_hybrid: 0.3855 (0.4523) loss_class_1_hybrid: 0.7932 (0.8112) loss_bbox_1_hybrid: 0.1872 (0.2035) loss_giou_1_hybrid: 0.3935 (0.4413) loss_class_2_hybrid: 0.7761 (0.7964) loss_bbox_2_hybrid: 0.1826 (0.2002) loss_giou_2_hybrid: 0.3770 (0.4360) loss_class_3_hybrid: 0.7782 (0.7872) loss_bbox_3_hybrid: 0.1834 (0.1999) loss_giou_3_hybrid: 0.3784 (0.4349) loss_class_4_hybrid: 0.7805 (0.7838) loss_bbox_4_hybrid: 0.1883 (0.1999) loss_giou_4_hybrid: 0.3740 (0.4347) loss_class_enc_hybrid: 0.8327 (0.8110) loss_bbox_enc_hybrid: 0.2489 (0.2510) loss_giou_enc_hybrid: 0.4595 (0.5166) mem: 1030 max mem: 36965 [2024-01-15 08:19:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:20:09 det.util.engine] INFO: Epoch: [5] [6900/11727] eta: 1:26:17 lr: 0.000100 data_time: 0.0035 iter_time: 1.0158 loss: 26.5401 (27.7026) loss_class: 0.7553 (0.7836) loss_bbox: 0.1843 (0.1852) loss_giou: 0.3621 (0.4020) loss_class_0: 0.9762 (0.9819) loss_bbox_0: 0.1825 (0.1842) loss_giou_0: 0.3642 (0.4052) loss_class_1: 0.8519 (0.8507) loss_bbox_1: 0.1842 (0.1855) loss_giou_1: 0.3663 (0.4048) loss_class_2: 0.7973 (0.8134) loss_bbox_2: 0.1944 (0.1840) loss_giou_2: 0.3691 (0.4022) loss_class_3: 0.7736 (0.7946) loss_bbox_3: 0.1815 (0.1843) loss_giou_3: 0.3585 (0.4015) loss_class_4: 0.7575 (0.7854) loss_bbox_4: 0.1841 (0.1848) loss_giou_4: 0.3635 (0.4021) loss_class_enc: 0.8691 (0.9145) loss_bbox_enc: 0.2275 (0.2224) loss_giou_enc: 0.4159 (0.4617) loss_class_dn: 0.3953 (0.3963) loss_bbox_dn: 0.2889 (0.2875) loss_giou_dn: 0.4447 (0.4673) loss_class_dn_0: 0.4817 (0.4845) loss_bbox_dn_0: 0.4000 (0.3906) loss_giou_dn_0: 0.5742 (0.5979) loss_class_dn_1: 0.4202 (0.4244) loss_bbox_dn_1: 0.3248 (0.3109) loss_giou_dn_1: 0.4724 (0.4966) loss_class_dn_2: 0.3997 (0.4038) loss_bbox_dn_2: 0.2938 (0.2912) loss_giou_dn_2: 0.4510 (0.4730) loss_class_dn_3: 0.3932 (0.3976) loss_bbox_dn_3: 0.2893 (0.2882) loss_giou_dn_3: 0.4477 (0.4684) loss_class_dn_4: 0.3939 (0.3958) loss_bbox_dn_4: 0.2888 (0.2875) loss_giou_dn_4: 0.4445 (0.4671) loss_class_hybrid: 0.7847 (0.7837) loss_bbox_hybrid: 0.1979 (0.1998) loss_giou_hybrid: 0.3883 (0.4344) loss_class_0_hybrid: 0.8445 (0.8542) loss_bbox_0_hybrid: 0.2087 (0.2091) loss_giou_0_hybrid: 0.3972 (0.4523) loss_class_1_hybrid: 0.8197 (0.8111) loss_bbox_1_hybrid: 0.1966 (0.2035) loss_giou_1_hybrid: 0.3918 (0.4413) loss_class_2_hybrid: 0.8049 (0.7963) loss_bbox_2_hybrid: 0.2008 (0.2002) loss_giou_2_hybrid: 0.3892 (0.4360) loss_class_3_hybrid: 0.7977 (0.7871) loss_bbox_3_hybrid: 0.1987 (0.1999) loss_giou_3_hybrid: 0.3882 (0.4349) loss_class_4_hybrid: 0.7773 (0.7837) loss_bbox_4_hybrid: 0.1952 (0.1999) loss_giou_4_hybrid: 0.3888 (0.4347) loss_class_enc_hybrid: 0.7965 (0.8109) loss_bbox_enc_hybrid: 0.2547 (0.2510) loss_giou_enc_hybrid: 0.4521 (0.5166) mem: 1018 max mem: 36965 [2024-01-15 08:20:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:21:00 det.util.engine] INFO: Epoch: [5] [6950/11727] eta: 1:25:22 lr: 0.000100 data_time: 0.0034 iter_time: 1.0158 loss: 27.1319 (27.7024) loss_class: 0.7586 (0.7836) loss_bbox: 0.2067 (0.1852) loss_giou: 0.3796 (0.4020) loss_class_0: 0.9459 (0.9819) loss_bbox_0: 0.2000 (0.1841) loss_giou_0: 0.3847 (0.4052) loss_class_1: 0.8035 (0.8507) loss_bbox_1: 0.1959 (0.1855) loss_giou_1: 0.3987 (0.4048) loss_class_2: 0.7888 (0.8135) loss_bbox_2: 0.1847 (0.1840) loss_giou_2: 0.3773 (0.4022) loss_class_3: 0.7744 (0.7946) loss_bbox_3: 0.1992 (0.1843) loss_giou_3: 0.3946 (0.4016) loss_class_4: 0.7679 (0.7854) loss_bbox_4: 0.2013 (0.1848) loss_giou_4: 0.3925 (0.4021) loss_class_enc: 0.8721 (0.9145) loss_bbox_enc: 0.2426 (0.2224) loss_giou_enc: 0.4418 (0.4617) loss_class_dn: 0.3913 (0.3963) loss_bbox_dn: 0.2806 (0.2874) loss_giou_dn: 0.4472 (0.4673) loss_class_dn_0: 0.4892 (0.4846) loss_bbox_dn_0: 0.3989 (0.3905) loss_giou_dn_0: 0.5841 (0.5979) loss_class_dn_1: 0.4206 (0.4244) loss_bbox_dn_1: 0.3103 (0.3108) loss_giou_dn_1: 0.4827 (0.4967) loss_class_dn_2: 0.4013 (0.4038) loss_bbox_dn_2: 0.2882 (0.2911) loss_giou_dn_2: 0.4510 (0.4731) loss_class_dn_3: 0.3969 (0.3976) loss_bbox_dn_3: 0.2820 (0.2881) loss_giou_dn_3: 0.4492 (0.4684) loss_class_dn_4: 0.3906 (0.3959) loss_bbox_dn_4: 0.2807 (0.2874) loss_giou_dn_4: 0.4473 (0.4672) loss_class_hybrid: 0.7611 (0.7837) loss_bbox_hybrid: 0.2005 (0.1998) loss_giou_hybrid: 0.3914 (0.4344) loss_class_0_hybrid: 0.8467 (0.8542) loss_bbox_0_hybrid: 0.2144 (0.2091) loss_giou_0_hybrid: 0.4146 (0.4523) loss_class_1_hybrid: 0.7837 (0.8110) loss_bbox_1_hybrid: 0.2062 (0.2034) loss_giou_1_hybrid: 0.4142 (0.4413) loss_class_2_hybrid: 0.7737 (0.7963) loss_bbox_2_hybrid: 0.1993 (0.2001) loss_giou_2_hybrid: 0.3919 (0.4360) loss_class_3_hybrid: 0.7576 (0.7871) loss_bbox_3_hybrid: 0.2036 (0.1998) loss_giou_3_hybrid: 0.4003 (0.4349) loss_class_4_hybrid: 0.7614 (0.7837) loss_bbox_4_hybrid: 0.1995 (0.1998) loss_giou_4_hybrid: 0.3927 (0.4347) loss_class_enc_hybrid: 0.7940 (0.8109) loss_bbox_enc_hybrid: 0.2591 (0.2509) loss_giou_enc_hybrid: 0.4971 (0.5166) mem: 1018 max mem: 36965 [2024-01-15 08:21:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:21:52 det.util.engine] INFO: Epoch: [5] [7000/11727] eta: 1:24:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.0394 loss: 27.2572 (27.6998) loss_class: 0.7611 (0.7835) loss_bbox: 0.1677 (0.1852) loss_giou: 0.3876 (0.4020) loss_class_0: 0.9855 (0.9818) loss_bbox_0: 0.1758 (0.1841) loss_giou_0: 0.3903 (0.4052) loss_class_1: 0.8219 (0.8506) loss_bbox_1: 0.1742 (0.1855) loss_giou_1: 0.3844 (0.4047) loss_class_2: 0.7786 (0.8134) loss_bbox_2: 0.1706 (0.1840) loss_giou_2: 0.3881 (0.4022) loss_class_3: 0.7594 (0.7945) loss_bbox_3: 0.1679 (0.1842) loss_giou_3: 0.3880 (0.4015) loss_class_4: 0.7613 (0.7854) loss_bbox_4: 0.1676 (0.1848) loss_giou_4: 0.3877 (0.4020) loss_class_enc: 0.9076 (0.9144) loss_bbox_enc: 0.2279 (0.2224) loss_giou_enc: 0.4428 (0.4617) loss_class_dn: 0.3898 (0.3963) loss_bbox_dn: 0.2394 (0.2873) loss_giou_dn: 0.4735 (0.4672) loss_class_dn_0: 0.4791 (0.4845) loss_bbox_dn_0: 0.3400 (0.3904) loss_giou_dn_0: 0.6060 (0.5978) loss_class_dn_1: 0.4144 (0.4244) loss_bbox_dn_1: 0.2615 (0.3107) loss_giou_dn_1: 0.5031 (0.4966) loss_class_dn_2: 0.4019 (0.4038) loss_bbox_dn_2: 0.2443 (0.2910) loss_giou_dn_2: 0.4822 (0.4730) loss_class_dn_3: 0.3945 (0.3976) loss_bbox_dn_3: 0.2398 (0.2880) loss_giou_dn_3: 0.4752 (0.4683) loss_class_dn_4: 0.3907 (0.3958) loss_bbox_dn_4: 0.2394 (0.2873) loss_giou_dn_4: 0.4736 (0.4671) loss_class_hybrid: 0.7645 (0.7837) loss_bbox_hybrid: 0.1865 (0.1998) loss_giou_hybrid: 0.4108 (0.4344) loss_class_0_hybrid: 0.8479 (0.8541) loss_bbox_0_hybrid: 0.1954 (0.2090) loss_giou_0_hybrid: 0.4384 (0.4523) loss_class_1_hybrid: 0.7930 (0.8110) loss_bbox_1_hybrid: 0.1890 (0.2034) loss_giou_1_hybrid: 0.4253 (0.4413) loss_class_2_hybrid: 0.7793 (0.7962) loss_bbox_2_hybrid: 0.1882 (0.2001) loss_giou_2_hybrid: 0.4181 (0.4360) loss_class_3_hybrid: 0.7549 (0.7870) loss_bbox_3_hybrid: 0.1852 (0.1998) loss_giou_3_hybrid: 0.4120 (0.4348) loss_class_4_hybrid: 0.7606 (0.7837) loss_bbox_4_hybrid: 0.1856 (0.1998) loss_giou_4_hybrid: 0.4106 (0.4347) loss_class_enc_hybrid: 0.7943 (0.8108) loss_bbox_enc_hybrid: 0.2550 (0.2509) loss_giou_enc_hybrid: 0.5181 (0.5166) mem: 1025 max mem: 36965 [2024-01-15 08:21:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:22:45 det.util.engine] INFO: Epoch: [5] [7050/11727] eta: 1:23:33 lr: 0.000100 data_time: 0.0032 iter_time: 1.0475 loss: 27.0145 (27.7009) loss_class: 0.7635 (0.7834) loss_bbox: 0.1605 (0.1851) loss_giou: 0.4025 (0.4021) loss_class_0: 0.9110 (0.9816) loss_bbox_0: 0.1583 (0.1841) loss_giou_0: 0.4064 (0.4053) loss_class_1: 0.7749 (0.8504) loss_bbox_1: 0.1612 (0.1855) loss_giou_1: 0.4102 (0.4049) loss_class_2: 0.7660 (0.8132) loss_bbox_2: 0.1597 (0.1840) loss_giou_2: 0.4083 (0.4023) loss_class_3: 0.7699 (0.7944) loss_bbox_3: 0.1556 (0.1842) loss_giou_3: 0.4060 (0.4017) loss_class_4: 0.7669 (0.7853) loss_bbox_4: 0.1573 (0.1848) loss_giou_4: 0.4011 (0.4022) loss_class_enc: 0.8671 (0.9143) loss_bbox_enc: 0.1990 (0.2224) loss_giou_enc: 0.4537 (0.4619) loss_class_dn: 0.4030 (0.3963) loss_bbox_dn: 0.2222 (0.2873) loss_giou_dn: 0.4774 (0.4673) loss_class_dn_0: 0.4788 (0.4845) loss_bbox_dn_0: 0.3141 (0.3903) loss_giou_dn_0: 0.6134 (0.5979) loss_class_dn_1: 0.4228 (0.4244) loss_bbox_dn_1: 0.2429 (0.3107) loss_giou_dn_1: 0.5097 (0.4967) loss_class_dn_2: 0.4054 (0.4038) loss_bbox_dn_2: 0.2240 (0.2910) loss_giou_dn_2: 0.4776 (0.4731) loss_class_dn_3: 0.4036 (0.3976) loss_bbox_dn_3: 0.2205 (0.2880) loss_giou_dn_3: 0.4795 (0.4685) loss_class_dn_4: 0.4030 (0.3958) loss_bbox_dn_4: 0.2221 (0.2873) loss_giou_dn_4: 0.4774 (0.4672) loss_class_hybrid: 0.7435 (0.7835) loss_bbox_hybrid: 0.1818 (0.1998) loss_giou_hybrid: 0.4561 (0.4346) loss_class_0_hybrid: 0.8119 (0.8540) loss_bbox_0_hybrid: 0.1922 (0.2091) loss_giou_0_hybrid: 0.4785 (0.4525) loss_class_1_hybrid: 0.7623 (0.8109) loss_bbox_1_hybrid: 0.1841 (0.2034) loss_giou_1_hybrid: 0.4601 (0.4415) loss_class_2_hybrid: 0.7419 (0.7961) loss_bbox_2_hybrid: 0.1822 (0.2002) loss_giou_2_hybrid: 0.4505 (0.4362) loss_class_3_hybrid: 0.7475 (0.7869) loss_bbox_3_hybrid: 0.1807 (0.1998) loss_giou_3_hybrid: 0.4525 (0.4350) loss_class_4_hybrid: 0.7394 (0.7836) loss_bbox_4_hybrid: 0.1834 (0.1998) loss_giou_4_hybrid: 0.4543 (0.4349) loss_class_enc_hybrid: 0.7615 (0.8107) loss_bbox_enc_hybrid: 0.2264 (0.2510) loss_giou_enc_hybrid: 0.5368 (0.5168) mem: 1027 max mem: 36965 [2024-01-15 08:22:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:23:38 det.util.engine] INFO: Epoch: [5] [7100/11727] eta: 1:22:39 lr: 0.000100 data_time: 0.0035 iter_time: 1.0616 loss: 26.8486 (27.7014) loss_class: 0.7446 (0.7835) loss_bbox: 0.1499 (0.1851) loss_giou: 0.4028 (0.4021) loss_class_0: 0.9124 (0.9816) loss_bbox_0: 0.1525 (0.1841) loss_giou_0: 0.3885 (0.4054) loss_class_1: 0.8260 (0.8505) loss_bbox_1: 0.1549 (0.1854) loss_giou_1: 0.3923 (0.4049) loss_class_2: 0.7768 (0.8132) loss_bbox_2: 0.1534 (0.1839) loss_giou_2: 0.3987 (0.4023) loss_class_3: 0.7607 (0.7945) loss_bbox_3: 0.1626 (0.1842) loss_giou_3: 0.4027 (0.4017) loss_class_4: 0.7479 (0.7854) loss_bbox_4: 0.1496 (0.1847) loss_giou_4: 0.4021 (0.4022) loss_class_enc: 0.8611 (0.9143) loss_bbox_enc: 0.1967 (0.2223) loss_giou_enc: 0.4861 (0.4620) loss_class_dn: 0.3965 (0.3963) loss_bbox_dn: 0.2660 (0.2872) loss_giou_dn: 0.4691 (0.4673) loss_class_dn_0: 0.4824 (0.4845) loss_bbox_dn_0: 0.3670 (0.3902) loss_giou_dn_0: 0.5918 (0.5979) loss_class_dn_1: 0.4169 (0.4244) loss_bbox_dn_1: 0.2839 (0.3106) loss_giou_dn_1: 0.4867 (0.4967) loss_class_dn_2: 0.3952 (0.4038) loss_bbox_dn_2: 0.2651 (0.2909) loss_giou_dn_2: 0.4770 (0.4731) loss_class_dn_3: 0.3946 (0.3976) loss_bbox_dn_3: 0.2650 (0.2879) loss_giou_dn_3: 0.4699 (0.4685) loss_class_dn_4: 0.3883 (0.3958) loss_bbox_dn_4: 0.2661 (0.2872) loss_giou_dn_4: 0.4690 (0.4672) loss_class_hybrid: 0.7386 (0.7837) loss_bbox_hybrid: 0.1688 (0.1997) loss_giou_hybrid: 0.4199 (0.4346) loss_class_0_hybrid: 0.8076 (0.8540) loss_bbox_0_hybrid: 0.1766 (0.2090) loss_giou_0_hybrid: 0.4329 (0.4525) loss_class_1_hybrid: 0.7389 (0.8110) loss_bbox_1_hybrid: 0.1725 (0.2034) loss_giou_1_hybrid: 0.4276 (0.4415) loss_class_2_hybrid: 0.7711 (0.7962) loss_bbox_2_hybrid: 0.1671 (0.2001) loss_giou_2_hybrid: 0.4213 (0.4363) loss_class_3_hybrid: 0.7598 (0.7870) loss_bbox_3_hybrid: 0.1677 (0.1998) loss_giou_3_hybrid: 0.4193 (0.4351) loss_class_4_hybrid: 0.7442 (0.7837) loss_bbox_4_hybrid: 0.1675 (0.1998) loss_giou_4_hybrid: 0.4201 (0.4349) loss_class_enc_hybrid: 0.7677 (0.8107) loss_bbox_enc_hybrid: 0.2260 (0.2509) loss_giou_enc_hybrid: 0.5134 (0.5169) mem: 1028 max mem: 36965 [2024-01-15 08:23:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:24:29 det.util.engine] INFO: Epoch: [5] [7150/11727] eta: 1:21:44 lr: 0.000100 data_time: 0.0032 iter_time: 1.0153 loss: 26.8267 (27.7025) loss_class: 0.7863 (0.7836) loss_bbox: 0.1768 (0.1850) loss_giou: 0.3943 (0.4022) loss_class_0: 0.9611 (0.9818) loss_bbox_0: 0.1706 (0.1840) loss_giou_0: 0.3881 (0.4054) loss_class_1: 0.8341 (0.8506) loss_bbox_1: 0.1763 (0.1854) loss_giou_1: 0.3975 (0.4050) loss_class_2: 0.8219 (0.8133) loss_bbox_2: 0.1570 (0.1839) loss_giou_2: 0.3871 (0.4024) loss_class_3: 0.7895 (0.7946) loss_bbox_3: 0.1772 (0.1841) loss_giou_3: 0.3827 (0.4017) loss_class_4: 0.7722 (0.7855) loss_bbox_4: 0.1768 (0.1847) loss_giou_4: 0.3846 (0.4022) loss_class_enc: 0.8909 (0.9144) loss_bbox_enc: 0.2110 (0.2223) loss_giou_enc: 0.4248 (0.4620) loss_class_dn: 0.3781 (0.3963) loss_bbox_dn: 0.2788 (0.2872) loss_giou_dn: 0.4444 (0.4674) loss_class_dn_0: 0.4779 (0.4845) loss_bbox_dn_0: 0.3659 (0.3902) loss_giou_dn_0: 0.5799 (0.5980) loss_class_dn_1: 0.4005 (0.4244) loss_bbox_dn_1: 0.2946 (0.3106) loss_giou_dn_1: 0.4728 (0.4967) loss_class_dn_2: 0.3854 (0.4038) loss_bbox_dn_2: 0.2742 (0.2909) loss_giou_dn_2: 0.4496 (0.4731) loss_class_dn_3: 0.3827 (0.3976) loss_bbox_dn_3: 0.2762 (0.2879) loss_giou_dn_3: 0.4446 (0.4685) loss_class_dn_4: 0.3792 (0.3958) loss_bbox_dn_4: 0.2789 (0.2872) loss_giou_dn_4: 0.4441 (0.4672) loss_class_hybrid: 0.7589 (0.7837) loss_bbox_hybrid: 0.1831 (0.1997) loss_giou_hybrid: 0.4212 (0.4347) loss_class_0_hybrid: 0.8080 (0.8540) loss_bbox_0_hybrid: 0.1858 (0.2090) loss_giou_0_hybrid: 0.4373 (0.4526) loss_class_1_hybrid: 0.7980 (0.8111) loss_bbox_1_hybrid: 0.1866 (0.2033) loss_giou_1_hybrid: 0.4312 (0.4416) loss_class_2_hybrid: 0.7645 (0.7962) loss_bbox_2_hybrid: 0.1830 (0.2001) loss_giou_2_hybrid: 0.4289 (0.4363) loss_class_3_hybrid: 0.7695 (0.7870) loss_bbox_3_hybrid: 0.1812 (0.1997) loss_giou_3_hybrid: 0.4186 (0.4351) loss_class_4_hybrid: 0.7638 (0.7837) loss_bbox_4_hybrid: 0.1837 (0.1997) loss_giou_4_hybrid: 0.4210 (0.4350) loss_class_enc_hybrid: 0.7694 (0.8107) loss_bbox_enc_hybrid: 0.2439 (0.2509) loss_giou_enc_hybrid: 0.5013 (0.5169) mem: 1029 max mem: 36965 [2024-01-15 08:24:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:25:23 det.util.engine] INFO: Epoch: [5] [7200/11727] eta: 1:20:51 lr: 0.000100 data_time: 0.0033 iter_time: 1.0782 loss: 26.6294 (27.6986) loss_class: 0.7381 (0.7835) loss_bbox: 0.1595 (0.1850) loss_giou: 0.4081 (0.4022) loss_class_0: 0.9173 (0.9817) loss_bbox_0: 0.1681 (0.1840) loss_giou_0: 0.4007 (0.4054) loss_class_1: 0.7926 (0.8503) loss_bbox_1: 0.1745 (0.1853) loss_giou_1: 0.4252 (0.4050) loss_class_2: 0.7490 (0.8131) loss_bbox_2: 0.1727 (0.1838) loss_giou_2: 0.4245 (0.4024) loss_class_3: 0.7444 (0.7943) loss_bbox_3: 0.1664 (0.1841) loss_giou_3: 0.4197 (0.4018) loss_class_4: 0.7410 (0.7854) loss_bbox_4: 0.1641 (0.1847) loss_giou_4: 0.4136 (0.4023) loss_class_enc: 0.8490 (0.9142) loss_bbox_enc: 0.2015 (0.2222) loss_giou_enc: 0.4528 (0.4621) loss_class_dn: 0.3910 (0.3962) loss_bbox_dn: 0.2309 (0.2870) loss_giou_dn: 0.4634 (0.4674) loss_class_dn_0: 0.4725 (0.4845) loss_bbox_dn_0: 0.3411 (0.3900) loss_giou_dn_0: 0.6014 (0.5979) loss_class_dn_1: 0.4216 (0.4243) loss_bbox_dn_1: 0.2606 (0.3104) loss_giou_dn_1: 0.4971 (0.4967) loss_class_dn_2: 0.4035 (0.4038) loss_bbox_dn_2: 0.2363 (0.2907) loss_giou_dn_2: 0.4696 (0.4731) loss_class_dn_3: 0.3926 (0.3976) loss_bbox_dn_3: 0.2315 (0.2877) loss_giou_dn_3: 0.4647 (0.4685) loss_class_dn_4: 0.3886 (0.3958) loss_bbox_dn_4: 0.2309 (0.2870) loss_giou_dn_4: 0.4631 (0.4672) loss_class_hybrid: 0.7242 (0.7836) loss_bbox_hybrid: 0.1889 (0.1997) loss_giou_hybrid: 0.4308 (0.4347) loss_class_0_hybrid: 0.7952 (0.8540) loss_bbox_0_hybrid: 0.1934 (0.2089) loss_giou_0_hybrid: 0.4477 (0.4526) loss_class_1_hybrid: 0.7516 (0.8109) loss_bbox_1_hybrid: 0.1833 (0.2032) loss_giou_1_hybrid: 0.4352 (0.4416) loss_class_2_hybrid: 0.7401 (0.7961) loss_bbox_2_hybrid: 0.1844 (0.2000) loss_giou_2_hybrid: 0.4285 (0.4364) loss_class_3_hybrid: 0.7346 (0.7869) loss_bbox_3_hybrid: 0.1863 (0.1997) loss_giou_3_hybrid: 0.4293 (0.4352) loss_class_4_hybrid: 0.7276 (0.7836) loss_bbox_4_hybrid: 0.1869 (0.1997) loss_giou_4_hybrid: 0.4310 (0.4350) loss_class_enc_hybrid: 0.7558 (0.8106) loss_bbox_enc_hybrid: 0.2293 (0.2508) loss_giou_enc_hybrid: 0.4969 (0.5170) mem: 1014 max mem: 36965 [2024-01-15 08:25:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:26:15 det.util.engine] INFO: Epoch: [5] [7250/11727] eta: 1:19:56 lr: 0.000100 data_time: 0.0035 iter_time: 1.0419 loss: 26.9200 (27.6983) loss_class: 0.7174 (0.7834) loss_bbox: 0.1734 (0.1850) loss_giou: 0.3986 (0.4022) loss_class_0: 0.9368 (0.9816) loss_bbox_0: 0.1664 (0.1840) loss_giou_0: 0.3991 (0.4054) loss_class_1: 0.7908 (0.8502) loss_bbox_1: 0.1733 (0.1854) loss_giou_1: 0.3981 (0.4051) loss_class_2: 0.7507 (0.8130) loss_bbox_2: 0.1682 (0.1839) loss_giou_2: 0.4010 (0.4025) loss_class_3: 0.7196 (0.7942) loss_bbox_3: 0.1698 (0.1841) loss_giou_3: 0.3983 (0.4018) loss_class_4: 0.7202 (0.7853) loss_bbox_4: 0.1735 (0.1847) loss_giou_4: 0.3987 (0.4023) loss_class_enc: 0.8776 (0.9141) loss_bbox_enc: 0.2093 (0.2223) loss_giou_enc: 0.4582 (0.4620) loss_class_dn: 0.3892 (0.3962) loss_bbox_dn: 0.2680 (0.2870) loss_giou_dn: 0.4735 (0.4674) loss_class_dn_0: 0.4729 (0.4844) loss_bbox_dn_0: 0.3488 (0.3901) loss_giou_dn_0: 0.6089 (0.5980) loss_class_dn_1: 0.4161 (0.4243) loss_bbox_dn_1: 0.2913 (0.3104) loss_giou_dn_1: 0.5015 (0.4967) loss_class_dn_2: 0.4013 (0.4037) loss_bbox_dn_2: 0.2755 (0.2908) loss_giou_dn_2: 0.4783 (0.4731) loss_class_dn_3: 0.3937 (0.3976) loss_bbox_dn_3: 0.2684 (0.2878) loss_giou_dn_3: 0.4748 (0.4685) loss_class_dn_4: 0.3891 (0.3957) loss_bbox_dn_4: 0.2679 (0.2870) loss_giou_dn_4: 0.4736 (0.4672) loss_class_hybrid: 0.7216 (0.7835) loss_bbox_hybrid: 0.1881 (0.1997) loss_giou_hybrid: 0.4250 (0.4347) loss_class_0_hybrid: 0.7889 (0.8540) loss_bbox_0_hybrid: 0.2000 (0.2089) loss_giou_0_hybrid: 0.4372 (0.4526) loss_class_1_hybrid: 0.7538 (0.8108) loss_bbox_1_hybrid: 0.1985 (0.2033) loss_giou_1_hybrid: 0.4315 (0.4416) loss_class_2_hybrid: 0.7442 (0.7960) loss_bbox_2_hybrid: 0.1926 (0.2000) loss_giou_2_hybrid: 0.4284 (0.4364) loss_class_3_hybrid: 0.7205 (0.7869) loss_bbox_3_hybrid: 0.1922 (0.1997) loss_giou_3_hybrid: 0.4248 (0.4352) loss_class_4_hybrid: 0.7265 (0.7835) loss_bbox_4_hybrid: 0.1891 (0.1997) loss_giou_4_hybrid: 0.4241 (0.4350) loss_class_enc_hybrid: 0.7698 (0.8106) loss_bbox_enc_hybrid: 0.2412 (0.2508) loss_giou_enc_hybrid: 0.4922 (0.5169) mem: 1023 max mem: 36965 [2024-01-15 08:26:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:27:08 det.util.engine] INFO: Epoch: [5] [7300/11727] eta: 1:19:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.0228 loss: 27.3125 (27.6938) loss_class: 0.7478 (0.7833) loss_bbox: 0.1665 (0.1849) loss_giou: 0.3911 (0.4023) loss_class_0: 0.9581 (0.9814) loss_bbox_0: 0.1730 (0.1839) loss_giou_0: 0.4009 (0.4055) loss_class_1: 0.8264 (0.8500) loss_bbox_1: 0.1673 (0.1853) loss_giou_1: 0.3957 (0.4051) loss_class_2: 0.8187 (0.8128) loss_bbox_2: 0.1645 (0.1838) loss_giou_2: 0.3970 (0.4025) loss_class_3: 0.7615 (0.7941) loss_bbox_3: 0.1661 (0.1841) loss_giou_3: 0.3920 (0.4019) loss_class_4: 0.7535 (0.7851) loss_bbox_4: 0.1609 (0.1846) loss_giou_4: 0.3905 (0.4024) loss_class_enc: 0.8992 (0.9140) loss_bbox_enc: 0.2097 (0.2222) loss_giou_enc: 0.4547 (0.4621) loss_class_dn: 0.3925 (0.3962) loss_bbox_dn: 0.2283 (0.2868) loss_giou_dn: 0.4869 (0.4673) loss_class_dn_0: 0.4809 (0.4844) loss_bbox_dn_0: 0.3125 (0.3899) loss_giou_dn_0: 0.6096 (0.5979) loss_class_dn_1: 0.4252 (0.4243) loss_bbox_dn_1: 0.2328 (0.3102) loss_giou_dn_1: 0.5178 (0.4967) loss_class_dn_2: 0.4017 (0.4037) loss_bbox_dn_2: 0.2288 (0.2906) loss_giou_dn_2: 0.4930 (0.4731) loss_class_dn_3: 0.3982 (0.3975) loss_bbox_dn_3: 0.2289 (0.2876) loss_giou_dn_3: 0.4879 (0.4684) loss_class_dn_4: 0.3925 (0.3957) loss_bbox_dn_4: 0.2283 (0.2868) loss_giou_dn_4: 0.4868 (0.4672) loss_class_hybrid: 0.7729 (0.7834) loss_bbox_hybrid: 0.1846 (0.1996) loss_giou_hybrid: 0.4191 (0.4348) loss_class_0_hybrid: 0.8137 (0.8538) loss_bbox_0_hybrid: 0.1905 (0.2088) loss_giou_0_hybrid: 0.4533 (0.4526) loss_class_1_hybrid: 0.7712 (0.8106) loss_bbox_1_hybrid: 0.1848 (0.2032) loss_giou_1_hybrid: 0.4312 (0.4417) loss_class_2_hybrid: 0.7883 (0.7958) loss_bbox_2_hybrid: 0.1829 (0.1999) loss_giou_2_hybrid: 0.4261 (0.4364) loss_class_3_hybrid: 0.7710 (0.7867) loss_bbox_3_hybrid: 0.1852 (0.1996) loss_giou_3_hybrid: 0.4208 (0.4352) loss_class_4_hybrid: 0.7655 (0.7834) loss_bbox_4_hybrid: 0.1811 (0.1996) loss_giou_4_hybrid: 0.4234 (0.4351) loss_class_enc_hybrid: 0.7882 (0.8104) loss_bbox_enc_hybrid: 0.2263 (0.2507) loss_giou_enc_hybrid: 0.5049 (0.5169) mem: 1029 max mem: 36965 [2024-01-15 08:27:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:28:00 det.util.engine] INFO: Epoch: [5] [7350/11727] eta: 1:18:08 lr: 0.000100 data_time: 0.0032 iter_time: 1.0339 loss: 28.1195 (27.6932) loss_class: 0.7807 (0.7833) loss_bbox: 0.1902 (0.1850) loss_giou: 0.4037 (0.4022) loss_class_0: 0.9766 (0.9814) loss_bbox_0: 0.1842 (0.1839) loss_giou_0: 0.4023 (0.4054) loss_class_1: 0.8105 (0.8499) loss_bbox_1: 0.1948 (0.1853) loss_giou_1: 0.4118 (0.4051) loss_class_2: 0.7957 (0.8128) loss_bbox_2: 0.1892 (0.1838) loss_giou_2: 0.4087 (0.4024) loss_class_3: 0.7750 (0.7940) loss_bbox_3: 0.1893 (0.1841) loss_giou_3: 0.4023 (0.4019) loss_class_4: 0.7759 (0.7851) loss_bbox_4: 0.1895 (0.1846) loss_giou_4: 0.4034 (0.4023) loss_class_enc: 0.8900 (0.9140) loss_bbox_enc: 0.2183 (0.2221) loss_giou_enc: 0.4533 (0.4620) loss_class_dn: 0.3997 (0.3962) loss_bbox_dn: 0.2910 (0.2868) loss_giou_dn: 0.4859 (0.4673) loss_class_dn_0: 0.4778 (0.4844) loss_bbox_dn_0: 0.3702 (0.3899) loss_giou_dn_0: 0.6092 (0.5979) loss_class_dn_1: 0.4297 (0.4243) loss_bbox_dn_1: 0.3163 (0.3102) loss_giou_dn_1: 0.5207 (0.4967) loss_class_dn_2: 0.4109 (0.4037) loss_bbox_dn_2: 0.2939 (0.2906) loss_giou_dn_2: 0.4956 (0.4731) loss_class_dn_3: 0.4033 (0.3975) loss_bbox_dn_3: 0.2917 (0.2875) loss_giou_dn_3: 0.4896 (0.4684) loss_class_dn_4: 0.3986 (0.3957) loss_bbox_dn_4: 0.2909 (0.2868) loss_giou_dn_4: 0.4858 (0.4672) loss_class_hybrid: 0.7648 (0.7834) loss_bbox_hybrid: 0.2049 (0.1996) loss_giou_hybrid: 0.4564 (0.4348) loss_class_0_hybrid: 0.8254 (0.8537) loss_bbox_0_hybrid: 0.2166 (0.2088) loss_giou_0_hybrid: 0.4664 (0.4526) loss_class_1_hybrid: 0.7962 (0.8106) loss_bbox_1_hybrid: 0.2061 (0.2032) loss_giou_1_hybrid: 0.4497 (0.4417) loss_class_2_hybrid: 0.7778 (0.7958) loss_bbox_2_hybrid: 0.2028 (0.2000) loss_giou_2_hybrid: 0.4420 (0.4364) loss_class_3_hybrid: 0.7596 (0.7867) loss_bbox_3_hybrid: 0.2043 (0.1997) loss_giou_3_hybrid: 0.4500 (0.4352) loss_class_4_hybrid: 0.7604 (0.7833) loss_bbox_4_hybrid: 0.2057 (0.1997) loss_giou_4_hybrid: 0.4518 (0.4350) loss_class_enc_hybrid: 0.7791 (0.8104) loss_bbox_enc_hybrid: 0.2534 (0.2507) loss_giou_enc_hybrid: 0.5164 (0.5169) mem: 1029 max mem: 36965 [2024-01-15 08:28:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:28:53 det.util.engine] INFO: Epoch: [5] [7400/11727] eta: 1:17:14 lr: 0.000100 data_time: 0.0030 iter_time: 1.0472 loss: 26.3219 (27.6908) loss_class: 0.7349 (0.7832) loss_bbox: 0.1876 (0.1850) loss_giou: 0.4320 (0.4022) loss_class_0: 0.9108 (0.9813) loss_bbox_0: 0.1802 (0.1839) loss_giou_0: 0.4338 (0.4054) loss_class_1: 0.7960 (0.8498) loss_bbox_1: 0.1817 (0.1853) loss_giou_1: 0.4218 (0.4051) loss_class_2: 0.7782 (0.8128) loss_bbox_2: 0.1834 (0.1838) loss_giou_2: 0.4227 (0.4024) loss_class_3: 0.7448 (0.7940) loss_bbox_3: 0.1872 (0.1841) loss_giou_3: 0.4326 (0.4018) loss_class_4: 0.7323 (0.7850) loss_bbox_4: 0.1868 (0.1847) loss_giou_4: 0.4274 (0.4023) loss_class_enc: 0.8917 (0.9139) loss_bbox_enc: 0.2052 (0.2221) loss_giou_enc: 0.4898 (0.4619) loss_class_dn: 0.3807 (0.3962) loss_bbox_dn: 0.2524 (0.2868) loss_giou_dn: 0.4675 (0.4672) loss_class_dn_0: 0.4801 (0.4844) loss_bbox_dn_0: 0.3405 (0.3898) loss_giou_dn_0: 0.5977 (0.5978) loss_class_dn_1: 0.4208 (0.4243) loss_bbox_dn_1: 0.2728 (0.3102) loss_giou_dn_1: 0.4946 (0.4966) loss_class_dn_2: 0.3976 (0.4037) loss_bbox_dn_2: 0.2543 (0.2905) loss_giou_dn_2: 0.4716 (0.4730) loss_class_dn_3: 0.3848 (0.3975) loss_bbox_dn_3: 0.2541 (0.2875) loss_giou_dn_3: 0.4684 (0.4683) loss_class_dn_4: 0.3824 (0.3957) loss_bbox_dn_4: 0.2523 (0.2868) loss_giou_dn_4: 0.4676 (0.4671) loss_class_hybrid: 0.7299 (0.7833) loss_bbox_hybrid: 0.1868 (0.1997) loss_giou_hybrid: 0.4515 (0.4347) loss_class_0_hybrid: 0.8096 (0.8537) loss_bbox_0_hybrid: 0.1898 (0.2089) loss_giou_0_hybrid: 0.4743 (0.4525) loss_class_1_hybrid: 0.7614 (0.8106) loss_bbox_1_hybrid: 0.1883 (0.2032) loss_giou_1_hybrid: 0.4581 (0.4416) loss_class_2_hybrid: 0.7514 (0.7958) loss_bbox_2_hybrid: 0.1897 (0.2000) loss_giou_2_hybrid: 0.4514 (0.4363) loss_class_3_hybrid: 0.7333 (0.7867) loss_bbox_3_hybrid: 0.1897 (0.1997) loss_giou_3_hybrid: 0.4513 (0.4351) loss_class_4_hybrid: 0.7326 (0.7833) loss_bbox_4_hybrid: 0.1911 (0.1997) loss_giou_4_hybrid: 0.4523 (0.4350) loss_class_enc_hybrid: 0.7726 (0.8104) loss_bbox_enc_hybrid: 0.2427 (0.2507) loss_giou_enc_hybrid: 0.5324 (0.5168) mem: 1029 max mem: 36965 [2024-01-15 08:28:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:29:46 det.util.engine] INFO: Epoch: [5] [7450/11727] eta: 1:16:20 lr: 0.000100 data_time: 0.0028 iter_time: 1.0289 loss: 27.3372 (27.6876) loss_class: 0.7737 (0.7830) loss_bbox: 0.1775 (0.1850) loss_giou: 0.3679 (0.4021) loss_class_0: 0.9889 (0.9813) loss_bbox_0: 0.1813 (0.1839) loss_giou_0: 0.3797 (0.4053) loss_class_1: 0.8237 (0.8496) loss_bbox_1: 0.1854 (0.1853) loss_giou_1: 0.3829 (0.4050) loss_class_2: 0.7911 (0.8127) loss_bbox_2: 0.1823 (0.1838) loss_giou_2: 0.3731 (0.4023) loss_class_3: 0.7919 (0.7938) loss_bbox_3: 0.1770 (0.1841) loss_giou_3: 0.3695 (0.4017) loss_class_4: 0.7768 (0.7848) loss_bbox_4: 0.1814 (0.1847) loss_giou_4: 0.3699 (0.4022) loss_class_enc: 0.8937 (0.9138) loss_bbox_enc: 0.2219 (0.2222) loss_giou_enc: 0.4280 (0.4619) loss_class_dn: 0.3922 (0.3962) loss_bbox_dn: 0.2666 (0.2867) loss_giou_dn: 0.4444 (0.4671) loss_class_dn_0: 0.4796 (0.4844) loss_bbox_dn_0: 0.3878 (0.3898) loss_giou_dn_0: 0.5838 (0.5977) loss_class_dn_1: 0.4222 (0.4243) loss_bbox_dn_1: 0.2903 (0.3101) loss_giou_dn_1: 0.4758 (0.4965) loss_class_dn_2: 0.4001 (0.4037) loss_bbox_dn_2: 0.2717 (0.2905) loss_giou_dn_2: 0.4521 (0.4729) loss_class_dn_3: 0.3936 (0.3975) loss_bbox_dn_3: 0.2663 (0.2874) loss_giou_dn_3: 0.4476 (0.4682) loss_class_dn_4: 0.3924 (0.3957) loss_bbox_dn_4: 0.2667 (0.2867) loss_giou_dn_4: 0.4445 (0.4670) loss_class_hybrid: 0.7999 (0.7833) loss_bbox_hybrid: 0.1851 (0.1996) loss_giou_hybrid: 0.3963 (0.4346) loss_class_0_hybrid: 0.8533 (0.8537) loss_bbox_0_hybrid: 0.1991 (0.2088) loss_giou_0_hybrid: 0.4111 (0.4524) loss_class_1_hybrid: 0.8259 (0.8106) loss_bbox_1_hybrid: 0.1899 (0.2032) loss_giou_1_hybrid: 0.4051 (0.4415) loss_class_2_hybrid: 0.8178 (0.7958) loss_bbox_2_hybrid: 0.1865 (0.1999) loss_giou_2_hybrid: 0.3982 (0.4362) loss_class_3_hybrid: 0.8036 (0.7867) loss_bbox_3_hybrid: 0.1859 (0.1996) loss_giou_3_hybrid: 0.3952 (0.4350) loss_class_4_hybrid: 0.8016 (0.7833) loss_bbox_4_hybrid: 0.1867 (0.1996) loss_giou_4_hybrid: 0.3955 (0.4348) loss_class_enc_hybrid: 0.8204 (0.8104) loss_bbox_enc_hybrid: 0.2347 (0.2507) loss_giou_enc_hybrid: 0.4839 (0.5167) mem: 1033 max mem: 36965 [2024-01-15 08:29:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:30:38 det.util.engine] INFO: Epoch: [5] [7500/11727] eta: 1:15:25 lr: 0.000100 data_time: 0.0032 iter_time: 1.0427 loss: 27.2889 (27.6856) loss_class: 0.7678 (0.7830) loss_bbox: 0.1823 (0.1851) loss_giou: 0.3691 (0.4019) loss_class_0: 0.9291 (0.9812) loss_bbox_0: 0.2116 (0.1840) loss_giou_0: 0.3791 (0.4051) loss_class_1: 0.8032 (0.8496) loss_bbox_1: 0.2037 (0.1854) loss_giou_1: 0.3900 (0.4049) loss_class_2: 0.7461 (0.8126) loss_bbox_2: 0.1895 (0.1839) loss_giou_2: 0.3828 (0.4022) loss_class_3: 0.7801 (0.7938) loss_bbox_3: 0.2016 (0.1842) loss_giou_3: 0.3788 (0.4016) loss_class_4: 0.7657 (0.7848) loss_bbox_4: 0.1823 (0.1847) loss_giou_4: 0.3690 (0.4020) loss_class_enc: 0.8585 (0.9139) loss_bbox_enc: 0.2306 (0.2222) loss_giou_enc: 0.4279 (0.4617) loss_class_dn: 0.3973 (0.3961) loss_bbox_dn: 0.2616 (0.2868) loss_giou_dn: 0.4418 (0.4669) loss_class_dn_0: 0.4839 (0.4845) loss_bbox_dn_0: 0.3856 (0.3900) loss_giou_dn_0: 0.5691 (0.5975) loss_class_dn_1: 0.4277 (0.4243) loss_bbox_dn_1: 0.2921 (0.3103) loss_giou_dn_1: 0.4720 (0.4963) loss_class_dn_2: 0.4049 (0.4037) loss_bbox_dn_2: 0.2667 (0.2906) loss_giou_dn_2: 0.4457 (0.4727) loss_class_dn_3: 0.3979 (0.3975) loss_bbox_dn_3: 0.2634 (0.2875) loss_giou_dn_3: 0.4429 (0.4680) loss_class_dn_4: 0.3950 (0.3957) loss_bbox_dn_4: 0.2615 (0.2868) loss_giou_dn_4: 0.4417 (0.4668) loss_class_hybrid: 0.7459 (0.7834) loss_bbox_hybrid: 0.2020 (0.1997) loss_giou_hybrid: 0.3688 (0.4343) loss_class_0_hybrid: 0.8395 (0.8538) loss_bbox_0_hybrid: 0.2135 (0.2089) loss_giou_0_hybrid: 0.4017 (0.4522) loss_class_1_hybrid: 0.8054 (0.8107) loss_bbox_1_hybrid: 0.2041 (0.2033) loss_giou_1_hybrid: 0.3815 (0.4412) loss_class_2_hybrid: 0.7856 (0.7959) loss_bbox_2_hybrid: 0.2052 (0.2000) loss_giou_2_hybrid: 0.3749 (0.4359) loss_class_3_hybrid: 0.7619 (0.7867) loss_bbox_3_hybrid: 0.2023 (0.1997) loss_giou_3_hybrid: 0.3737 (0.4348) loss_class_4_hybrid: 0.7548 (0.7834) loss_bbox_4_hybrid: 0.2010 (0.1997) loss_giou_4_hybrid: 0.3684 (0.4346) loss_class_enc_hybrid: 0.7866 (0.8105) loss_bbox_enc_hybrid: 0.2533 (0.2507) loss_giou_enc_hybrid: 0.4672 (0.5165) mem: 1032 max mem: 36965 [2024-01-15 08:30:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:31:29 det.util.engine] INFO: Epoch: [5] [7550/11727] eta: 1:14:30 lr: 0.000100 data_time: 0.0034 iter_time: 0.9897 loss: 26.6570 (27.6851) loss_class: 0.7639 (0.7830) loss_bbox: 0.1587 (0.1850) loss_giou: 0.3853 (0.4020) loss_class_0: 0.9441 (0.9811) loss_bbox_0: 0.1752 (0.1840) loss_giou_0: 0.3860 (0.4052) loss_class_1: 0.7927 (0.8494) loss_bbox_1: 0.1582 (0.1854) loss_giou_1: 0.3936 (0.4049) loss_class_2: 0.7844 (0.8125) loss_bbox_2: 0.1608 (0.1839) loss_giou_2: 0.3811 (0.4022) loss_class_3: 0.7714 (0.7938) loss_bbox_3: 0.1596 (0.1842) loss_giou_3: 0.3820 (0.4016) loss_class_4: 0.7660 (0.7848) loss_bbox_4: 0.1587 (0.1847) loss_giou_4: 0.3842 (0.4021) loss_class_enc: 0.8644 (0.9138) loss_bbox_enc: 0.2089 (0.2222) loss_giou_enc: 0.4365 (0.4617) loss_class_dn: 0.3826 (0.3961) loss_bbox_dn: 0.2800 (0.2869) loss_giou_dn: 0.4750 (0.4670) loss_class_dn_0: 0.4843 (0.4844) loss_bbox_dn_0: 0.3934 (0.3899) loss_giou_dn_0: 0.5964 (0.5975) loss_class_dn_1: 0.4196 (0.4242) loss_bbox_dn_1: 0.3025 (0.3103) loss_giou_dn_1: 0.5020 (0.4964) loss_class_dn_2: 0.3975 (0.4036) loss_bbox_dn_2: 0.2836 (0.2906) loss_giou_dn_2: 0.4823 (0.4727) loss_class_dn_3: 0.3896 (0.3975) loss_bbox_dn_3: 0.2820 (0.2876) loss_giou_dn_3: 0.4730 (0.4681) loss_class_dn_4: 0.3858 (0.3957) loss_bbox_dn_4: 0.2800 (0.2869) loss_giou_dn_4: 0.4751 (0.4668) loss_class_hybrid: 0.7702 (0.7833) loss_bbox_hybrid: 0.1759 (0.1996) loss_giou_hybrid: 0.4202 (0.4344) loss_class_0_hybrid: 0.8146 (0.8537) loss_bbox_0_hybrid: 0.1920 (0.2089) loss_giou_0_hybrid: 0.4283 (0.4523) loss_class_1_hybrid: 0.7866 (0.8105) loss_bbox_1_hybrid: 0.1862 (0.2033) loss_giou_1_hybrid: 0.4232 (0.4413) loss_class_2_hybrid: 0.7727 (0.7958) loss_bbox_2_hybrid: 0.1792 (0.2000) loss_giou_2_hybrid: 0.4200 (0.4360) loss_class_3_hybrid: 0.7635 (0.7866) loss_bbox_3_hybrid: 0.1806 (0.1997) loss_giou_3_hybrid: 0.4197 (0.4348) loss_class_4_hybrid: 0.7689 (0.7833) loss_bbox_4_hybrid: 0.1780 (0.1997) loss_giou_4_hybrid: 0.4190 (0.4347) loss_class_enc_hybrid: 0.7593 (0.8104) loss_bbox_enc_hybrid: 0.2342 (0.2507) loss_giou_enc_hybrid: 0.4953 (0.5165) mem: 1020 max mem: 36965 [2024-01-15 08:31:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:32:21 det.util.engine] INFO: Epoch: [5] [7600/11727] eta: 1:13:36 lr: 0.000100 data_time: 0.0031 iter_time: 1.0542 loss: 28.6515 (27.6861) loss_class: 0.8169 (0.7830) loss_bbox: 0.1905 (0.1851) loss_giou: 0.3914 (0.4020) loss_class_0: 0.9934 (0.9812) loss_bbox_0: 0.1869 (0.1841) loss_giou_0: 0.3910 (0.4051) loss_class_1: 0.8613 (0.8495) loss_bbox_1: 0.1859 (0.1855) loss_giou_1: 0.3931 (0.4049) loss_class_2: 0.8383 (0.8125) loss_bbox_2: 0.1882 (0.1840) loss_giou_2: 0.3919 (0.4022) loss_class_3: 0.8178 (0.7937) loss_bbox_3: 0.1865 (0.1842) loss_giou_3: 0.3910 (0.4016) loss_class_4: 0.8210 (0.7848) loss_bbox_4: 0.1889 (0.1848) loss_giou_4: 0.3914 (0.4021) loss_class_enc: 0.9167 (0.9139) loss_bbox_enc: 0.2196 (0.2223) loss_giou_enc: 0.4422 (0.4616) loss_class_dn: 0.3946 (0.3961) loss_bbox_dn: 0.2793 (0.2870) loss_giou_dn: 0.4620 (0.4669) loss_class_dn_0: 0.4764 (0.4844) loss_bbox_dn_0: 0.3710 (0.3901) loss_giou_dn_0: 0.5856 (0.5974) loss_class_dn_1: 0.4204 (0.4242) loss_bbox_dn_1: 0.3033 (0.3104) loss_giou_dn_1: 0.4876 (0.4963) loss_class_dn_2: 0.4024 (0.4036) loss_bbox_dn_2: 0.2843 (0.2907) loss_giou_dn_2: 0.4680 (0.4727) loss_class_dn_3: 0.3938 (0.3975) loss_bbox_dn_3: 0.2828 (0.2877) loss_giou_dn_3: 0.4632 (0.4680) loss_class_dn_4: 0.3963 (0.3957) loss_bbox_dn_4: 0.2792 (0.2870) loss_giou_dn_4: 0.4619 (0.4668) loss_class_hybrid: 0.8067 (0.7833) loss_bbox_hybrid: 0.2081 (0.1997) loss_giou_hybrid: 0.4231 (0.4343) loss_class_0_hybrid: 0.8682 (0.8537) loss_bbox_0_hybrid: 0.2216 (0.2089) loss_giou_0_hybrid: 0.4363 (0.4522) loss_class_1_hybrid: 0.8371 (0.8106) loss_bbox_1_hybrid: 0.2107 (0.2033) loss_giou_1_hybrid: 0.4369 (0.4412) loss_class_2_hybrid: 0.8140 (0.7958) loss_bbox_2_hybrid: 0.2082 (0.2000) loss_giou_2_hybrid: 0.4309 (0.4359) loss_class_3_hybrid: 0.8155 (0.7866) loss_bbox_3_hybrid: 0.2117 (0.1998) loss_giou_3_hybrid: 0.4235 (0.4348) loss_class_4_hybrid: 0.8044 (0.7833) loss_bbox_4_hybrid: 0.2092 (0.1997) loss_giou_4_hybrid: 0.4221 (0.4346) loss_class_enc_hybrid: 0.8498 (0.8105) loss_bbox_enc_hybrid: 0.2571 (0.2508) loss_giou_enc_hybrid: 0.5155 (0.5164) mem: 1025 max mem: 36965 [2024-01-15 08:32:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:33:13 det.util.engine] INFO: Epoch: [5] [7650/11727] eta: 1:12:42 lr: 0.000100 data_time: 0.0033 iter_time: 1.0168 loss: 26.7766 (27.6846) loss_class: 0.7513 (0.7828) loss_bbox: 0.1799 (0.1852) loss_giou: 0.3899 (0.4020) loss_class_0: 0.9454 (0.9810) loss_bbox_0: 0.1743 (0.1841) loss_giou_0: 0.4134 (0.4052) loss_class_1: 0.8182 (0.8494) loss_bbox_1: 0.1771 (0.1855) loss_giou_1: 0.4078 (0.4049) loss_class_2: 0.7869 (0.8123) loss_bbox_2: 0.1801 (0.1840) loss_giou_2: 0.4075 (0.4022) loss_class_3: 0.7647 (0.7935) loss_bbox_3: 0.1795 (0.1843) loss_giou_3: 0.3850 (0.4016) loss_class_4: 0.7583 (0.7846) loss_bbox_4: 0.1809 (0.1849) loss_giou_4: 0.3984 (0.4021) loss_class_enc: 0.8701 (0.9137) loss_bbox_enc: 0.2165 (0.2223) loss_giou_enc: 0.4683 (0.4616) loss_class_dn: 0.3987 (0.3961) loss_bbox_dn: 0.2480 (0.2870) loss_giou_dn: 0.4415 (0.4669) loss_class_dn_0: 0.4817 (0.4844) loss_bbox_dn_0: 0.3484 (0.3901) loss_giou_dn_0: 0.5846 (0.5974) loss_class_dn_1: 0.4312 (0.4242) loss_bbox_dn_1: 0.2624 (0.3104) loss_giou_dn_1: 0.4774 (0.4963) loss_class_dn_2: 0.4060 (0.4036) loss_bbox_dn_2: 0.2479 (0.2907) loss_giou_dn_2: 0.4511 (0.4727) loss_class_dn_3: 0.4002 (0.3974) loss_bbox_dn_3: 0.2482 (0.2877) loss_giou_dn_3: 0.4426 (0.4680) loss_class_dn_4: 0.3989 (0.3956) loss_bbox_dn_4: 0.2482 (0.2870) loss_giou_dn_4: 0.4417 (0.4667) loss_class_hybrid: 0.7590 (0.7832) loss_bbox_hybrid: 0.1857 (0.1998) loss_giou_hybrid: 0.4142 (0.4343) loss_class_0_hybrid: 0.8308 (0.8536) loss_bbox_0_hybrid: 0.1944 (0.2090) loss_giou_0_hybrid: 0.4344 (0.4522) loss_class_1_hybrid: 0.7821 (0.8105) loss_bbox_1_hybrid: 0.1911 (0.2033) loss_giou_1_hybrid: 0.4267 (0.4412) loss_class_2_hybrid: 0.7823 (0.7957) loss_bbox_2_hybrid: 0.1871 (0.2001) loss_giou_2_hybrid: 0.4190 (0.4359) loss_class_3_hybrid: 0.7673 (0.7865) loss_bbox_3_hybrid: 0.1870 (0.1998) loss_giou_3_hybrid: 0.4158 (0.4348) loss_class_4_hybrid: 0.7698 (0.7832) loss_bbox_4_hybrid: 0.1873 (0.1998) loss_giou_4_hybrid: 0.4176 (0.4346) loss_class_enc_hybrid: 0.7827 (0.8104) loss_bbox_enc_hybrid: 0.2315 (0.2508) loss_giou_enc_hybrid: 0.5131 (0.5164) mem: 1019 max mem: 36965 [2024-01-15 08:33:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:34:05 det.util.engine] INFO: Epoch: [5] [7700/11727] eta: 1:11:48 lr: 0.000100 data_time: 0.0034 iter_time: 1.0339 loss: 27.9100 (27.6850) loss_class: 0.8220 (0.7828) loss_bbox: 0.1857 (0.1852) loss_giou: 0.3769 (0.4020) loss_class_0: 1.0289 (0.9810) loss_bbox_0: 0.1838 (0.1841) loss_giou_0: 0.3787 (0.4052) loss_class_1: 0.8566 (0.8493) loss_bbox_1: 0.1885 (0.1855) loss_giou_1: 0.3826 (0.4049) loss_class_2: 0.8255 (0.8124) loss_bbox_2: 0.1850 (0.1840) loss_giou_2: 0.3848 (0.4022) loss_class_3: 0.8097 (0.7936) loss_bbox_3: 0.1839 (0.1843) loss_giou_3: 0.3694 (0.4017) loss_class_4: 0.8153 (0.7846) loss_bbox_4: 0.1904 (0.1849) loss_giou_4: 0.3742 (0.4021) loss_class_enc: 0.9390 (0.9138) loss_bbox_enc: 0.2226 (0.2223) loss_giou_enc: 0.4325 (0.4616) loss_class_dn: 0.3913 (0.3960) loss_bbox_dn: 0.3041 (0.2869) loss_giou_dn: 0.4574 (0.4669) loss_class_dn_0: 0.4852 (0.4844) loss_bbox_dn_0: 0.4159 (0.3901) loss_giou_dn_0: 0.5882 (0.5974) loss_class_dn_1: 0.4162 (0.4242) loss_bbox_dn_1: 0.3261 (0.3103) loss_giou_dn_1: 0.4844 (0.4963) loss_class_dn_2: 0.3971 (0.4036) loss_bbox_dn_2: 0.3053 (0.2907) loss_giou_dn_2: 0.4645 (0.4727) loss_class_dn_3: 0.3923 (0.3974) loss_bbox_dn_3: 0.3037 (0.2876) loss_giou_dn_3: 0.4551 (0.4680) loss_class_dn_4: 0.3900 (0.3956) loss_bbox_dn_4: 0.3041 (0.2869) loss_giou_dn_4: 0.4564 (0.4668) loss_class_hybrid: 0.8170 (0.7832) loss_bbox_hybrid: 0.1966 (0.1997) loss_giou_hybrid: 0.3896 (0.4344) loss_class_0_hybrid: 0.8682 (0.8537) loss_bbox_0_hybrid: 0.2090 (0.2090) loss_giou_0_hybrid: 0.4256 (0.4522) loss_class_1_hybrid: 0.8535 (0.8105) loss_bbox_1_hybrid: 0.2082 (0.2034) loss_giou_1_hybrid: 0.4085 (0.4413) loss_class_2_hybrid: 0.8555 (0.7958) loss_bbox_2_hybrid: 0.2037 (0.2001) loss_giou_2_hybrid: 0.3947 (0.4360) loss_class_3_hybrid: 0.8293 (0.7866) loss_bbox_3_hybrid: 0.1987 (0.1998) loss_giou_3_hybrid: 0.3922 (0.4348) loss_class_4_hybrid: 0.8220 (0.7832) loss_bbox_4_hybrid: 0.2029 (0.1998) loss_giou_4_hybrid: 0.3950 (0.4346) loss_class_enc_hybrid: 0.8352 (0.8104) loss_bbox_enc_hybrid: 0.2583 (0.2508) loss_giou_enc_hybrid: 0.4950 (0.5164) mem: 1030 max mem: 36965 [2024-01-15 08:34:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:34:57 det.util.engine] INFO: Epoch: [5] [7750/11727] eta: 1:10:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.0444 loss: 27.1258 (27.6857) loss_class: 0.7557 (0.7830) loss_bbox: 0.1812 (0.1852) loss_giou: 0.3604 (0.4020) loss_class_0: 0.9694 (0.9811) loss_bbox_0: 0.1740 (0.1841) loss_giou_0: 0.3687 (0.4052) loss_class_1: 0.8199 (0.8494) loss_bbox_1: 0.1810 (0.1855) loss_giou_1: 0.3651 (0.4049) loss_class_2: 0.7840 (0.8125) loss_bbox_2: 0.1898 (0.1840) loss_giou_2: 0.3597 (0.4022) loss_class_3: 0.7678 (0.7937) loss_bbox_3: 0.1825 (0.1843) loss_giou_3: 0.3554 (0.4016) loss_class_4: 0.7670 (0.7847) loss_bbox_4: 0.1814 (0.1849) loss_giou_4: 0.3604 (0.4021) loss_class_enc: 0.8851 (0.9139) loss_bbox_enc: 0.2133 (0.2223) loss_giou_enc: 0.4200 (0.4617) loss_class_dn: 0.3903 (0.3960) loss_bbox_dn: 0.2862 (0.2869) loss_giou_dn: 0.4411 (0.4669) loss_class_dn_0: 0.4786 (0.4844) loss_bbox_dn_0: 0.3773 (0.3900) loss_giou_dn_0: 0.5826 (0.5974) loss_class_dn_1: 0.4215 (0.4242) loss_bbox_dn_1: 0.3071 (0.3102) loss_giou_dn_1: 0.4772 (0.4962) loss_class_dn_2: 0.4019 (0.4036) loss_bbox_dn_2: 0.2868 (0.2906) loss_giou_dn_2: 0.4488 (0.4726) loss_class_dn_3: 0.3934 (0.3974) loss_bbox_dn_3: 0.2833 (0.2876) loss_giou_dn_3: 0.4438 (0.4680) loss_class_dn_4: 0.3939 (0.3956) loss_bbox_dn_4: 0.2863 (0.2869) loss_giou_dn_4: 0.4411 (0.4667) loss_class_hybrid: 0.7783 (0.7833) loss_bbox_hybrid: 0.1926 (0.1997) loss_giou_hybrid: 0.3933 (0.4344) loss_class_0_hybrid: 0.8423 (0.8538) loss_bbox_0_hybrid: 0.2055 (0.2090) loss_giou_0_hybrid: 0.4074 (0.4522) loss_class_1_hybrid: 0.7997 (0.8106) loss_bbox_1_hybrid: 0.1943 (0.2034) loss_giou_1_hybrid: 0.3962 (0.4413) loss_class_2_hybrid: 0.7843 (0.7958) loss_bbox_2_hybrid: 0.1933 (0.2001) loss_giou_2_hybrid: 0.3948 (0.4360) loss_class_3_hybrid: 0.7619 (0.7866) loss_bbox_3_hybrid: 0.1918 (0.1998) loss_giou_3_hybrid: 0.3929 (0.4348) loss_class_4_hybrid: 0.7725 (0.7833) loss_bbox_4_hybrid: 0.1910 (0.1998) loss_giou_4_hybrid: 0.3938 (0.4346) loss_class_enc_hybrid: 0.7926 (0.8105) loss_bbox_enc_hybrid: 0.2393 (0.2508) loss_giou_enc_hybrid: 0.4557 (0.5164) mem: 1014 max mem: 36965 [2024-01-15 08:34:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:35:49 det.util.engine] INFO: Epoch: [5] [7800/11727] eta: 1:09:59 lr: 0.000100 data_time: 0.0033 iter_time: 1.0404 loss: 27.4838 (27.6857) loss_class: 0.7302 (0.7829) loss_bbox: 0.1860 (0.1852) loss_giou: 0.3920 (0.4020) loss_class_0: 0.9283 (0.9811) loss_bbox_0: 0.1949 (0.1841) loss_giou_0: 0.3981 (0.4052) loss_class_1: 0.7923 (0.8493) loss_bbox_1: 0.1948 (0.1856) loss_giou_1: 0.3972 (0.4050) loss_class_2: 0.7631 (0.8125) loss_bbox_2: 0.1901 (0.1840) loss_giou_2: 0.3901 (0.4022) loss_class_3: 0.7319 (0.7937) loss_bbox_3: 0.1938 (0.1843) loss_giou_3: 0.3922 (0.4017) loss_class_4: 0.7379 (0.7847) loss_bbox_4: 0.1863 (0.1849) loss_giou_4: 0.3964 (0.4021) loss_class_enc: 0.8731 (0.9137) loss_bbox_enc: 0.2302 (0.2224) loss_giou_enc: 0.4481 (0.4617) loss_class_dn: 0.3883 (0.3960) loss_bbox_dn: 0.2917 (0.2869) loss_giou_dn: 0.4552 (0.4669) loss_class_dn_0: 0.4745 (0.4844) loss_bbox_dn_0: 0.3721 (0.3900) loss_giou_dn_0: 0.5846 (0.5974) loss_class_dn_1: 0.4251 (0.4242) loss_bbox_dn_1: 0.3235 (0.3103) loss_giou_dn_1: 0.4850 (0.4962) loss_class_dn_2: 0.3976 (0.4036) loss_bbox_dn_2: 0.2932 (0.2906) loss_giou_dn_2: 0.4625 (0.4726) loss_class_dn_3: 0.3908 (0.3974) loss_bbox_dn_3: 0.2907 (0.2876) loss_giou_dn_3: 0.4581 (0.4680) loss_class_dn_4: 0.3891 (0.3956) loss_bbox_dn_4: 0.2920 (0.2869) loss_giou_dn_4: 0.4552 (0.4667) loss_class_hybrid: 0.7492 (0.7833) loss_bbox_hybrid: 0.2059 (0.1998) loss_giou_hybrid: 0.4192 (0.4344) loss_class_0_hybrid: 0.8028 (0.8537) loss_bbox_0_hybrid: 0.2092 (0.2090) loss_giou_0_hybrid: 0.4212 (0.4522) loss_class_1_hybrid: 0.7667 (0.8106) loss_bbox_1_hybrid: 0.2111 (0.2034) loss_giou_1_hybrid: 0.4208 (0.4413) loss_class_2_hybrid: 0.7621 (0.7958) loss_bbox_2_hybrid: 0.2015 (0.2001) loss_giou_2_hybrid: 0.4095 (0.4360) loss_class_3_hybrid: 0.7508 (0.7866) loss_bbox_3_hybrid: 0.2044 (0.1998) loss_giou_3_hybrid: 0.4178 (0.4348) loss_class_4_hybrid: 0.7569 (0.7833) loss_bbox_4_hybrid: 0.2048 (0.1998) loss_giou_4_hybrid: 0.4193 (0.4346) loss_class_enc_hybrid: 0.7749 (0.8105) loss_bbox_enc_hybrid: 0.2598 (0.2508) loss_giou_enc_hybrid: 0.4921 (0.5164) mem: 1025 max mem: 36965 [2024-01-15 08:35:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:36:41 det.util.engine] INFO: Epoch: [5] [7850/11727] eta: 1:09:05 lr: 0.000100 data_time: 0.0033 iter_time: 1.0428 loss: 26.3167 (27.6827) loss_class: 0.7328 (0.7829) loss_bbox: 0.1730 (0.1852) loss_giou: 0.3608 (0.4019) loss_class_0: 0.9418 (0.9811) loss_bbox_0: 0.1739 (0.1841) loss_giou_0: 0.3802 (0.4051) loss_class_1: 0.8164 (0.8493) loss_bbox_1: 0.1702 (0.1856) loss_giou_1: 0.3667 (0.4048) loss_class_2: 0.7690 (0.8125) loss_bbox_2: 0.1750 (0.1840) loss_giou_2: 0.3594 (0.4021) loss_class_3: 0.7245 (0.7937) loss_bbox_3: 0.1739 (0.1843) loss_giou_3: 0.3599 (0.4015) loss_class_4: 0.7245 (0.7847) loss_bbox_4: 0.1740 (0.1849) loss_giou_4: 0.3603 (0.4020) loss_class_enc: 0.8829 (0.9137) loss_bbox_enc: 0.2134 (0.2223) loss_giou_enc: 0.4324 (0.4616) loss_class_dn: 0.3918 (0.3960) loss_bbox_dn: 0.2662 (0.2869) loss_giou_dn: 0.4299 (0.4667) loss_class_dn_0: 0.4751 (0.4844) loss_bbox_dn_0: 0.3707 (0.3900) loss_giou_dn_0: 0.5760 (0.5972) loss_class_dn_1: 0.4189 (0.4241) loss_bbox_dn_1: 0.2882 (0.3103) loss_giou_dn_1: 0.4592 (0.4961) loss_class_dn_2: 0.4005 (0.4035) loss_bbox_dn_2: 0.2704 (0.2907) loss_giou_dn_2: 0.4397 (0.4725) loss_class_dn_3: 0.3899 (0.3973) loss_bbox_dn_3: 0.2659 (0.2876) loss_giou_dn_3: 0.4300 (0.4678) loss_class_dn_4: 0.3914 (0.3955) loss_bbox_dn_4: 0.2663 (0.2869) loss_giou_dn_4: 0.4299 (0.4666) loss_class_hybrid: 0.7455 (0.7833) loss_bbox_hybrid: 0.1868 (0.1997) loss_giou_hybrid: 0.3839 (0.4342) loss_class_0_hybrid: 0.8275 (0.8538) loss_bbox_0_hybrid: 0.1907 (0.2089) loss_giou_0_hybrid: 0.4004 (0.4521) loss_class_1_hybrid: 0.7718 (0.8106) loss_bbox_1_hybrid: 0.1890 (0.2033) loss_giou_1_hybrid: 0.3901 (0.4411) loss_class_2_hybrid: 0.7613 (0.7958) loss_bbox_2_hybrid: 0.1869 (0.2001) loss_giou_2_hybrid: 0.3861 (0.4358) loss_class_3_hybrid: 0.7507 (0.7866) loss_bbox_3_hybrid: 0.1850 (0.1998) loss_giou_3_hybrid: 0.3852 (0.4347) loss_class_4_hybrid: 0.7479 (0.7833) loss_bbox_4_hybrid: 0.1864 (0.1998) loss_giou_4_hybrid: 0.3832 (0.4345) loss_class_enc_hybrid: 0.7704 (0.8105) loss_bbox_enc_hybrid: 0.2384 (0.2508) loss_giou_enc_hybrid: 0.4818 (0.5162) mem: 1024 max mem: 36965 [2024-01-15 08:36:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:37:34 det.util.engine] INFO: Epoch: [5] [7900/11727] eta: 1:08:11 lr: 0.000100 data_time: 0.0033 iter_time: 1.0878 loss: 27.3479 (27.6852) loss_class: 0.8307 (0.7832) loss_bbox: 0.1751 (0.1852) loss_giou: 0.3474 (0.4018) loss_class_0: 1.0269 (0.9813) loss_bbox_0: 0.1784 (0.1841) loss_giou_0: 0.3641 (0.4050) loss_class_1: 0.8859 (0.8495) loss_bbox_1: 0.1707 (0.1856) loss_giou_1: 0.3651 (0.4048) loss_class_2: 0.8492 (0.8127) loss_bbox_2: 0.1697 (0.1840) loss_giou_2: 0.3555 (0.4020) loss_class_3: 0.8293 (0.7939) loss_bbox_3: 0.1726 (0.1843) loss_giou_3: 0.3631 (0.4015) loss_class_4: 0.8297 (0.7849) loss_bbox_4: 0.1726 (0.1849) loss_giou_4: 0.3564 (0.4019) loss_class_enc: 0.9366 (0.9139) loss_bbox_enc: 0.2118 (0.2223) loss_giou_enc: 0.4107 (0.4615) loss_class_dn: 0.3961 (0.3960) loss_bbox_dn: 0.2850 (0.2871) loss_giou_dn: 0.4332 (0.4667) loss_class_dn_0: 0.4817 (0.4844) loss_bbox_dn_0: 0.4295 (0.3902) loss_giou_dn_0: 0.5903 (0.5972) loss_class_dn_1: 0.4275 (0.4241) loss_bbox_dn_1: 0.3146 (0.3104) loss_giou_dn_1: 0.4698 (0.4960) loss_class_dn_2: 0.3993 (0.4035) loss_bbox_dn_2: 0.2942 (0.2908) loss_giou_dn_2: 0.4416 (0.4725) loss_class_dn_3: 0.3948 (0.3973) loss_bbox_dn_3: 0.2864 (0.2878) loss_giou_dn_3: 0.4337 (0.4678) loss_class_dn_4: 0.3925 (0.3956) loss_bbox_dn_4: 0.2850 (0.2870) loss_giou_dn_4: 0.4331 (0.4665) loss_class_hybrid: 0.8286 (0.7836) loss_bbox_hybrid: 0.1838 (0.1997) loss_giou_hybrid: 0.3643 (0.4341) loss_class_0_hybrid: 0.8873 (0.8539) loss_bbox_0_hybrid: 0.2017 (0.2090) loss_giou_0_hybrid: 0.3912 (0.4520) loss_class_1_hybrid: 0.8359 (0.8108) loss_bbox_1_hybrid: 0.1916 (0.2034) loss_giou_1_hybrid: 0.3780 (0.4410) loss_class_2_hybrid: 0.8381 (0.7960) loss_bbox_2_hybrid: 0.1879 (0.2001) loss_giou_2_hybrid: 0.3706 (0.4358) loss_class_3_hybrid: 0.8395 (0.7868) loss_bbox_3_hybrid: 0.1892 (0.1998) loss_giou_3_hybrid: 0.3706 (0.4346) loss_class_4_hybrid: 0.8292 (0.7835) loss_bbox_4_hybrid: 0.1839 (0.1998) loss_giou_4_hybrid: 0.3655 (0.4344) loss_class_enc_hybrid: 0.8455 (0.8107) loss_bbox_enc_hybrid: 0.2372 (0.2508) loss_giou_enc_hybrid: 0.4480 (0.5161) mem: 1023 max mem: 36965 [2024-01-15 08:37:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:38:29 det.util.engine] INFO: Epoch: [5] [7950/11727] eta: 1:07:18 lr: 0.000100 data_time: 0.0032 iter_time: 1.0886 loss: 27.2595 (27.6862) loss_class: 0.7932 (0.7833) loss_bbox: 0.1644 (0.1852) loss_giou: 0.3914 (0.4018) loss_class_0: 0.9776 (0.9813) loss_bbox_0: 0.1715 (0.1841) loss_giou_0: 0.4181 (0.4050) loss_class_1: 0.8486 (0.8495) loss_bbox_1: 0.1583 (0.1856) loss_giou_1: 0.4065 (0.4048) loss_class_2: 0.8014 (0.8127) loss_bbox_2: 0.1702 (0.1840) loss_giou_2: 0.4006 (0.4020) loss_class_3: 0.8030 (0.7940) loss_bbox_3: 0.1599 (0.1843) loss_giou_3: 0.3921 (0.4014) loss_class_4: 0.7955 (0.7850) loss_bbox_4: 0.1729 (0.1849) loss_giou_4: 0.3928 (0.4019) loss_class_enc: 0.8963 (0.9140) loss_bbox_enc: 0.2108 (0.2223) loss_giou_enc: 0.4548 (0.4615) loss_class_dn: 0.3901 (0.3960) loss_bbox_dn: 0.2847 (0.2871) loss_giou_dn: 0.4610 (0.4667) loss_class_dn_0: 0.4737 (0.4844) loss_bbox_dn_0: 0.3735 (0.3902) loss_giou_dn_0: 0.5985 (0.5972) loss_class_dn_1: 0.4167 (0.4242) loss_bbox_dn_1: 0.3010 (0.3105) loss_giou_dn_1: 0.5067 (0.4961) loss_class_dn_2: 0.3956 (0.4035) loss_bbox_dn_2: 0.2842 (0.2908) loss_giou_dn_2: 0.4752 (0.4725) loss_class_dn_3: 0.3893 (0.3974) loss_bbox_dn_3: 0.2848 (0.2878) loss_giou_dn_3: 0.4639 (0.4678) loss_class_dn_4: 0.3865 (0.3956) loss_bbox_dn_4: 0.2844 (0.2871) loss_giou_dn_4: 0.4610 (0.4666) loss_class_hybrid: 0.7745 (0.7836) loss_bbox_hybrid: 0.1855 (0.1997) loss_giou_hybrid: 0.4253 (0.4341) loss_class_0_hybrid: 0.8272 (0.8539) loss_bbox_0_hybrid: 0.1915 (0.2090) loss_giou_0_hybrid: 0.4566 (0.4520) loss_class_1_hybrid: 0.7933 (0.8109) loss_bbox_1_hybrid: 0.1765 (0.2034) loss_giou_1_hybrid: 0.4359 (0.4410) loss_class_2_hybrid: 0.7711 (0.7960) loss_bbox_2_hybrid: 0.1825 (0.2001) loss_giou_2_hybrid: 0.4261 (0.4357) loss_class_3_hybrid: 0.7787 (0.7869) loss_bbox_3_hybrid: 0.1768 (0.1998) loss_giou_3_hybrid: 0.4223 (0.4346) loss_class_4_hybrid: 0.7811 (0.7836) loss_bbox_4_hybrid: 0.1855 (0.1998) loss_giou_4_hybrid: 0.4221 (0.4344) loss_class_enc_hybrid: 0.7600 (0.8107) loss_bbox_enc_hybrid: 0.2531 (0.2508) loss_giou_enc_hybrid: 0.5213 (0.5161) mem: 1024 max mem: 36965 [2024-01-15 08:38:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:39:22 det.util.engine] INFO: Epoch: [5] [8000/11727] eta: 1:06:25 lr: 0.000100 data_time: 0.0034 iter_time: 1.0637 loss: 27.9470 (27.6861) loss_class: 0.8066 (0.7834) loss_bbox: 0.1610 (0.1852) loss_giou: 0.3867 (0.4017) loss_class_0: 0.9986 (0.9814) loss_bbox_0: 0.1683 (0.1841) loss_giou_0: 0.3838 (0.4050) loss_class_1: 0.8768 (0.8497) loss_bbox_1: 0.1572 (0.1856) loss_giou_1: 0.3836 (0.4047) loss_class_2: 0.8353 (0.8128) loss_bbox_2: 0.1576 (0.1840) loss_giou_2: 0.3813 (0.4020) loss_class_3: 0.8456 (0.7941) loss_bbox_3: 0.1596 (0.1843) loss_giou_3: 0.3809 (0.4014) loss_class_4: 0.8104 (0.7851) loss_bbox_4: 0.1609 (0.1849) loss_giou_4: 0.3823 (0.4018) loss_class_enc: 0.8911 (0.9141) loss_bbox_enc: 0.2069 (0.2223) loss_giou_enc: 0.4457 (0.4614) loss_class_dn: 0.3971 (0.3960) loss_bbox_dn: 0.2568 (0.2871) loss_giou_dn: 0.4452 (0.4667) loss_class_dn_0: 0.4927 (0.4844) loss_bbox_dn_0: 0.3475 (0.3903) loss_giou_dn_0: 0.5673 (0.5972) loss_class_dn_1: 0.4275 (0.4241) loss_bbox_dn_1: 0.2861 (0.3105) loss_giou_dn_1: 0.4749 (0.4960) loss_class_dn_2: 0.4095 (0.4035) loss_bbox_dn_2: 0.2606 (0.2908) loss_giou_dn_2: 0.4501 (0.4724) loss_class_dn_3: 0.3974 (0.3973) loss_bbox_dn_3: 0.2585 (0.2878) loss_giou_dn_3: 0.4458 (0.4678) loss_class_dn_4: 0.3969 (0.3955) loss_bbox_dn_4: 0.2566 (0.2871) loss_giou_dn_4: 0.4452 (0.4665) loss_class_hybrid: 0.7734 (0.7837) loss_bbox_hybrid: 0.1741 (0.1997) loss_giou_hybrid: 0.4102 (0.4341) loss_class_0_hybrid: 0.8718 (0.8540) loss_bbox_0_hybrid: 0.1789 (0.2089) loss_giou_0_hybrid: 0.4202 (0.4519) loss_class_1_hybrid: 0.8157 (0.8109) loss_bbox_1_hybrid: 0.1771 (0.2033) loss_giou_1_hybrid: 0.4180 (0.4410) loss_class_2_hybrid: 0.8065 (0.7961) loss_bbox_2_hybrid: 0.1741 (0.2000) loss_giou_2_hybrid: 0.4126 (0.4357) loss_class_3_hybrid: 0.7834 (0.7869) loss_bbox_3_hybrid: 0.1756 (0.1998) loss_giou_3_hybrid: 0.4138 (0.4345) loss_class_4_hybrid: 0.7791 (0.7837) loss_bbox_4_hybrid: 0.1740 (0.1997) loss_giou_4_hybrid: 0.4103 (0.4343) loss_class_enc_hybrid: 0.8366 (0.8107) loss_bbox_enc_hybrid: 0.2211 (0.2508) loss_giou_enc_hybrid: 0.4927 (0.5161) mem: 1018 max mem: 36965 [2024-01-15 08:39:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:40:15 det.util.engine] INFO: Epoch: [5] [8050/11727] eta: 1:05:31 lr: 0.000100 data_time: 0.0035 iter_time: 1.0592 loss: 26.4559 (27.6828) loss_class: 0.7645 (0.7834) loss_bbox: 0.1559 (0.1851) loss_giou: 0.3734 (0.4017) loss_class_0: 0.9422 (0.9812) loss_bbox_0: 0.1564 (0.1841) loss_giou_0: 0.3870 (0.4050) loss_class_1: 0.8226 (0.8496) loss_bbox_1: 0.1559 (0.1855) loss_giou_1: 0.3880 (0.4047) loss_class_2: 0.8119 (0.8128) loss_bbox_2: 0.1529 (0.1839) loss_giou_2: 0.3753 (0.4019) loss_class_3: 0.7865 (0.7941) loss_bbox_3: 0.1556 (0.1842) loss_giou_3: 0.3676 (0.4013) loss_class_4: 0.7756 (0.7851) loss_bbox_4: 0.1558 (0.1848) loss_giou_4: 0.3769 (0.4018) loss_class_enc: 0.8834 (0.9139) loss_bbox_enc: 0.1921 (0.2223) loss_giou_enc: 0.4367 (0.4614) loss_class_dn: 0.3993 (0.3960) loss_bbox_dn: 0.2383 (0.2870) loss_giou_dn: 0.4450 (0.4666) loss_class_dn_0: 0.4810 (0.4844) loss_bbox_dn_0: 0.3260 (0.3901) loss_giou_dn_0: 0.5847 (0.5971) loss_class_dn_1: 0.4322 (0.4242) loss_bbox_dn_1: 0.2587 (0.3104) loss_giou_dn_1: 0.4698 (0.4960) loss_class_dn_2: 0.4064 (0.4035) loss_bbox_dn_2: 0.2418 (0.2907) loss_giou_dn_2: 0.4472 (0.4724) loss_class_dn_3: 0.4029 (0.3974) loss_bbox_dn_3: 0.2384 (0.2877) loss_giou_dn_3: 0.4448 (0.4677) loss_class_dn_4: 0.3958 (0.3956) loss_bbox_dn_4: 0.2382 (0.2870) loss_giou_dn_4: 0.4445 (0.4665) loss_class_hybrid: 0.7760 (0.7836) loss_bbox_hybrid: 0.1630 (0.1996) loss_giou_hybrid: 0.3941 (0.4340) loss_class_0_hybrid: 0.8171 (0.8539) loss_bbox_0_hybrid: 0.1689 (0.2089) loss_giou_0_hybrid: 0.4256 (0.4519) loss_class_1_hybrid: 0.7992 (0.8109) loss_bbox_1_hybrid: 0.1655 (0.2032) loss_giou_1_hybrid: 0.4028 (0.4410) loss_class_2_hybrid: 0.7774 (0.7961) loss_bbox_2_hybrid: 0.1632 (0.2000) loss_giou_2_hybrid: 0.4000 (0.4357) loss_class_3_hybrid: 0.7810 (0.7869) loss_bbox_3_hybrid: 0.1633 (0.1997) loss_giou_3_hybrid: 0.4013 (0.4345) loss_class_4_hybrid: 0.7843 (0.7836) loss_bbox_4_hybrid: 0.1627 (0.1996) loss_giou_4_hybrid: 0.3991 (0.4343) loss_class_enc_hybrid: 0.7891 (0.8107) loss_bbox_enc_hybrid: 0.2086 (0.2507) loss_giou_enc_hybrid: 0.4777 (0.5161) mem: 1028 max mem: 36965 [2024-01-15 08:40:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:41:07 det.util.engine] INFO: Epoch: [5] [8100/11727] eta: 1:04:37 lr: 0.000100 data_time: 0.0035 iter_time: 1.0402 loss: 27.6418 (27.6800) loss_class: 0.7950 (0.7833) loss_bbox: 0.1919 (0.1851) loss_giou: 0.3614 (0.4016) loss_class_0: 1.0086 (0.9812) loss_bbox_0: 0.1788 (0.1841) loss_giou_0: 0.3837 (0.4049) loss_class_1: 0.8547 (0.8496) loss_bbox_1: 0.1875 (0.1855) loss_giou_1: 0.3753 (0.4046) loss_class_2: 0.8229 (0.8127) loss_bbox_2: 0.1808 (0.1839) loss_giou_2: 0.3690 (0.4018) loss_class_3: 0.8282 (0.7940) loss_bbox_3: 0.1899 (0.1842) loss_giou_3: 0.3609 (0.4013) loss_class_4: 0.8058 (0.7850) loss_bbox_4: 0.1893 (0.1848) loss_giou_4: 0.3667 (0.4017) loss_class_enc: 0.9357 (0.9138) loss_bbox_enc: 0.2093 (0.2223) loss_giou_enc: 0.4341 (0.4614) loss_class_dn: 0.3988 (0.3960) loss_bbox_dn: 0.2666 (0.2869) loss_giou_dn: 0.4396 (0.4665) loss_class_dn_0: 0.4902 (0.4844) loss_bbox_dn_0: 0.3754 (0.3901) loss_giou_dn_0: 0.5806 (0.5970) loss_class_dn_1: 0.4234 (0.4242) loss_bbox_dn_1: 0.2885 (0.3103) loss_giou_dn_1: 0.4678 (0.4959) loss_class_dn_2: 0.4078 (0.4035) loss_bbox_dn_2: 0.2690 (0.2906) loss_giou_dn_2: 0.4429 (0.4723) loss_class_dn_3: 0.4029 (0.3974) loss_bbox_dn_3: 0.2661 (0.2876) loss_giou_dn_3: 0.4412 (0.4676) loss_class_dn_4: 0.4014 (0.3956) loss_bbox_dn_4: 0.2664 (0.2869) loss_giou_dn_4: 0.4397 (0.4664) loss_class_hybrid: 0.8065 (0.7836) loss_bbox_hybrid: 0.1964 (0.1996) loss_giou_hybrid: 0.3976 (0.4339) loss_class_0_hybrid: 0.8877 (0.8539) loss_bbox_0_hybrid: 0.2090 (0.2089) loss_giou_0_hybrid: 0.4149 (0.4518) loss_class_1_hybrid: 0.8105 (0.8109) loss_bbox_1_hybrid: 0.1983 (0.2032) loss_giou_1_hybrid: 0.4050 (0.4408) loss_class_2_hybrid: 0.8066 (0.7960) loss_bbox_2_hybrid: 0.1947 (0.1999) loss_giou_2_hybrid: 0.3979 (0.4356) loss_class_3_hybrid: 0.8311 (0.7869) loss_bbox_3_hybrid: 0.1968 (0.1997) loss_giou_3_hybrid: 0.3978 (0.4344) loss_class_4_hybrid: 0.8111 (0.7836) loss_bbox_4_hybrid: 0.1972 (0.1996) loss_giou_4_hybrid: 0.3959 (0.4342) loss_class_enc_hybrid: 0.8384 (0.8106) loss_bbox_enc_hybrid: 0.2450 (0.2507) loss_giou_enc_hybrid: 0.4795 (0.5160) mem: 1030 max mem: 36965 [2024-01-15 08:41:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:42:00 det.util.engine] INFO: Epoch: [5] [8150/11727] eta: 1:03:43 lr: 0.000100 data_time: 0.0032 iter_time: 1.0394 loss: 27.3319 (27.6842) loss_class: 0.8148 (0.7835) loss_bbox: 0.1747 (0.1851) loss_giou: 0.3829 (0.4016) loss_class_0: 0.9769 (0.9813) loss_bbox_0: 0.1756 (0.1841) loss_giou_0: 0.3863 (0.4049) loss_class_1: 0.8691 (0.8498) loss_bbox_1: 0.1817 (0.1856) loss_giou_1: 0.3941 (0.4046) loss_class_2: 0.8428 (0.8129) loss_bbox_2: 0.1773 (0.1840) loss_giou_2: 0.3860 (0.4018) loss_class_3: 0.8035 (0.7942) loss_bbox_3: 0.1776 (0.1843) loss_giou_3: 0.3875 (0.4013) loss_class_4: 0.8227 (0.7852) loss_bbox_4: 0.1728 (0.1849) loss_giou_4: 0.3834 (0.4017) loss_class_enc: 0.9035 (0.9139) loss_bbox_enc: 0.2038 (0.2223) loss_giou_enc: 0.4430 (0.4614) loss_class_dn: 0.3941 (0.3960) loss_bbox_dn: 0.2534 (0.2871) loss_giou_dn: 0.4744 (0.4666) loss_class_dn_0: 0.4884 (0.4845) loss_bbox_dn_0: 0.3776 (0.3903) loss_giou_dn_0: 0.6013 (0.5971) loss_class_dn_1: 0.4266 (0.4242) loss_bbox_dn_1: 0.2917 (0.3105) loss_giou_dn_1: 0.4888 (0.4959) loss_class_dn_2: 0.4042 (0.4036) loss_bbox_dn_2: 0.2591 (0.2908) loss_giou_dn_2: 0.4792 (0.4723) loss_class_dn_3: 0.3990 (0.3974) loss_bbox_dn_3: 0.2537 (0.2878) loss_giou_dn_3: 0.4765 (0.4677) loss_class_dn_4: 0.3945 (0.3956) loss_bbox_dn_4: 0.2534 (0.2871) loss_giou_dn_4: 0.4744 (0.4664) loss_class_hybrid: 0.7888 (0.7838) loss_bbox_hybrid: 0.1918 (0.1997) loss_giou_hybrid: 0.4062 (0.4339) loss_class_0_hybrid: 0.8167 (0.8540) loss_bbox_0_hybrid: 0.2020 (0.2089) loss_giou_0_hybrid: 0.4189 (0.4518) loss_class_1_hybrid: 0.7917 (0.8111) loss_bbox_1_hybrid: 0.1984 (0.2033) loss_giou_1_hybrid: 0.4101 (0.4408) loss_class_2_hybrid: 0.7735 (0.7962) loss_bbox_2_hybrid: 0.1924 (0.2000) loss_giou_2_hybrid: 0.3994 (0.4356) loss_class_3_hybrid: 0.7731 (0.7870) loss_bbox_3_hybrid: 0.1899 (0.1997) loss_giou_3_hybrid: 0.4083 (0.4344) loss_class_4_hybrid: 0.7752 (0.7838) loss_bbox_4_hybrid: 0.1913 (0.1997) loss_giou_4_hybrid: 0.4104 (0.4342) loss_class_enc_hybrid: 0.8079 (0.8107) loss_bbox_enc_hybrid: 0.2424 (0.2507) loss_giou_enc_hybrid: 0.4859 (0.5160) mem: 1026 max mem: 36965 [2024-01-15 08:42:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:42:53 det.util.engine] INFO: Epoch: [5] [8200/11727] eta: 1:02:50 lr: 0.000100 data_time: 0.0032 iter_time: 1.0636 loss: 27.6680 (27.6806) loss_class: 0.7910 (0.7834) loss_bbox: 0.1685 (0.1851) loss_giou: 0.3930 (0.4016) loss_class_0: 0.9906 (0.9812) loss_bbox_0: 0.1625 (0.1841) loss_giou_0: 0.3704 (0.4049) loss_class_1: 0.8519 (0.8498) loss_bbox_1: 0.1694 (0.1855) loss_giou_1: 0.3847 (0.4045) loss_class_2: 0.8239 (0.8128) loss_bbox_2: 0.1666 (0.1839) loss_giou_2: 0.3974 (0.4018) loss_class_3: 0.8080 (0.7941) loss_bbox_3: 0.1655 (0.1842) loss_giou_3: 0.3969 (0.4012) loss_class_4: 0.8000 (0.7851) loss_bbox_4: 0.1684 (0.1848) loss_giou_4: 0.3907 (0.4017) loss_class_enc: 0.9260 (0.9138) loss_bbox_enc: 0.2083 (0.2223) loss_giou_enc: 0.4308 (0.4613) loss_class_dn: 0.4036 (0.3960) loss_bbox_dn: 0.2729 (0.2869) loss_giou_dn: 0.4720 (0.4665) loss_class_dn_0: 0.4863 (0.4845) loss_bbox_dn_0: 0.3595 (0.3902) loss_giou_dn_0: 0.5900 (0.5971) loss_class_dn_1: 0.4331 (0.4242) loss_bbox_dn_1: 0.2912 (0.3104) loss_giou_dn_1: 0.4862 (0.4959) loss_class_dn_2: 0.4085 (0.4036) loss_bbox_dn_2: 0.2736 (0.2907) loss_giou_dn_2: 0.4725 (0.4723) loss_class_dn_3: 0.4018 (0.3974) loss_bbox_dn_3: 0.2716 (0.2876) loss_giou_dn_3: 0.4710 (0.4676) loss_class_dn_4: 0.4025 (0.3956) loss_bbox_dn_4: 0.2728 (0.2869) loss_giou_dn_4: 0.4719 (0.4663) loss_class_hybrid: 0.7702 (0.7837) loss_bbox_hybrid: 0.1789 (0.1996) loss_giou_hybrid: 0.4191 (0.4339) loss_class_0_hybrid: 0.8682 (0.8540) loss_bbox_0_hybrid: 0.1878 (0.2089) loss_giou_0_hybrid: 0.4274 (0.4518) loss_class_1_hybrid: 0.8092 (0.8110) loss_bbox_1_hybrid: 0.1908 (0.2032) loss_giou_1_hybrid: 0.4208 (0.4408) loss_class_2_hybrid: 0.7915 (0.7961) loss_bbox_2_hybrid: 0.1745 (0.1999) loss_giou_2_hybrid: 0.4235 (0.4355) loss_class_3_hybrid: 0.7808 (0.7870) loss_bbox_3_hybrid: 0.1771 (0.1996) loss_giou_3_hybrid: 0.4208 (0.4344) loss_class_4_hybrid: 0.7793 (0.7837) loss_bbox_4_hybrid: 0.1738 (0.1996) loss_giou_4_hybrid: 0.4205 (0.4342) loss_class_enc_hybrid: 0.8269 (0.8107) loss_bbox_enc_hybrid: 0.2239 (0.2507) loss_giou_enc_hybrid: 0.4771 (0.5159) mem: 1032 max mem: 36965 [2024-01-15 08:42:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:43:46 det.util.engine] INFO: Epoch: [5] [8250/11727] eta: 1:01:56 lr: 0.000100 data_time: 0.0033 iter_time: 1.0595 loss: 27.6846 (27.6806) loss_class: 0.7866 (0.7834) loss_bbox: 0.1646 (0.1850) loss_giou: 0.4268 (0.4016) loss_class_0: 0.9196 (0.9812) loss_bbox_0: 0.1679 (0.1841) loss_giou_0: 0.4229 (0.4049) loss_class_1: 0.8186 (0.8498) loss_bbox_1: 0.1609 (0.1855) loss_giou_1: 0.4203 (0.4045) loss_class_2: 0.7853 (0.8128) loss_bbox_2: 0.1539 (0.1839) loss_giou_2: 0.4227 (0.4018) loss_class_3: 0.7750 (0.7941) loss_bbox_3: 0.1608 (0.1842) loss_giou_3: 0.4269 (0.4012) loss_class_4: 0.7871 (0.7852) loss_bbox_4: 0.1574 (0.1848) loss_giou_4: 0.4267 (0.4017) loss_class_enc: 0.8770 (0.9138) loss_bbox_enc: 0.1896 (0.2222) loss_giou_enc: 0.4757 (0.4613) loss_class_dn: 0.3941 (0.3960) loss_bbox_dn: 0.2650 (0.2869) loss_giou_dn: 0.4963 (0.4665) loss_class_dn_0: 0.4695 (0.4845) loss_bbox_dn_0: 0.3398 (0.3902) loss_giou_dn_0: 0.6235 (0.5971) loss_class_dn_1: 0.4197 (0.4242) loss_bbox_dn_1: 0.2746 (0.3104) loss_giou_dn_1: 0.5234 (0.4959) loss_class_dn_2: 0.4010 (0.4036) loss_bbox_dn_2: 0.2623 (0.2907) loss_giou_dn_2: 0.5036 (0.4723) loss_class_dn_3: 0.3966 (0.3974) loss_bbox_dn_3: 0.2643 (0.2877) loss_giou_dn_3: 0.4976 (0.4676) loss_class_dn_4: 0.3936 (0.3956) loss_bbox_dn_4: 0.2651 (0.2869) loss_giou_dn_4: 0.4961 (0.4664) loss_class_hybrid: 0.7651 (0.7836) loss_bbox_hybrid: 0.1874 (0.1996) loss_giou_hybrid: 0.4566 (0.4339) loss_class_0_hybrid: 0.8198 (0.8540) loss_bbox_0_hybrid: 0.1987 (0.2088) loss_giou_0_hybrid: 0.4808 (0.4518) loss_class_1_hybrid: 0.7891 (0.8109) loss_bbox_1_hybrid: 0.1864 (0.2032) loss_giou_1_hybrid: 0.4640 (0.4408) loss_class_2_hybrid: 0.7618 (0.7961) loss_bbox_2_hybrid: 0.1876 (0.1999) loss_giou_2_hybrid: 0.4592 (0.4355) loss_class_3_hybrid: 0.7580 (0.7869) loss_bbox_3_hybrid: 0.1870 (0.1996) loss_giou_3_hybrid: 0.4607 (0.4344) loss_class_4_hybrid: 0.7539 (0.7836) loss_bbox_4_hybrid: 0.1885 (0.1996) loss_giou_4_hybrid: 0.4586 (0.4342) loss_class_enc_hybrid: 0.7840 (0.8106) loss_bbox_enc_hybrid: 0.2267 (0.2507) loss_giou_enc_hybrid: 0.5417 (0.5159) mem: 1032 max mem: 36965 [2024-01-15 08:43:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:44:40 det.util.engine] INFO: Epoch: [5] [8300/11727] eta: 1:01:03 lr: 0.000100 data_time: 0.0032 iter_time: 1.0925 loss: 27.8571 (27.6792) loss_class: 0.7724 (0.7834) loss_bbox: 0.1903 (0.1851) loss_giou: 0.3973 (0.4015) loss_class_0: 0.9756 (0.9810) loss_bbox_0: 0.1822 (0.1841) loss_giou_0: 0.3913 (0.4049) loss_class_1: 0.8227 (0.8497) loss_bbox_1: 0.1984 (0.1855) loss_giou_1: 0.4001 (0.4045) loss_class_2: 0.8001 (0.8128) loss_bbox_2: 0.2027 (0.1839) loss_giou_2: 0.3918 (0.4018) loss_class_3: 0.7877 (0.7940) loss_bbox_3: 0.1979 (0.1843) loss_giou_3: 0.3898 (0.4012) loss_class_4: 0.7704 (0.7852) loss_bbox_4: 0.1904 (0.1848) loss_giou_4: 0.3961 (0.4016) loss_class_enc: 0.9173 (0.9137) loss_bbox_enc: 0.2142 (0.2223) loss_giou_enc: 0.4587 (0.4613) loss_class_dn: 0.3928 (0.3960) loss_bbox_dn: 0.2897 (0.2870) loss_giou_dn: 0.4679 (0.4665) loss_class_dn_0: 0.4903 (0.4844) loss_bbox_dn_0: 0.3837 (0.3902) loss_giou_dn_0: 0.5981 (0.5970) loss_class_dn_1: 0.4231 (0.4242) loss_bbox_dn_1: 0.3181 (0.3104) loss_giou_dn_1: 0.4989 (0.4959) loss_class_dn_2: 0.4022 (0.4035) loss_bbox_dn_2: 0.2928 (0.2907) loss_giou_dn_2: 0.4790 (0.4723) loss_class_dn_3: 0.3954 (0.3973) loss_bbox_dn_3: 0.2884 (0.2877) loss_giou_dn_3: 0.4701 (0.4676) loss_class_dn_4: 0.3931 (0.3956) loss_bbox_dn_4: 0.2897 (0.2870) loss_giou_dn_4: 0.4679 (0.4663) loss_class_hybrid: 0.7821 (0.7836) loss_bbox_hybrid: 0.2071 (0.1996) loss_giou_hybrid: 0.4077 (0.4339) loss_class_0_hybrid: 0.8504 (0.8539) loss_bbox_0_hybrid: 0.2040 (0.2089) loss_giou_0_hybrid: 0.4236 (0.4518) loss_class_1_hybrid: 0.8080 (0.8108) loss_bbox_1_hybrid: 0.2054 (0.2032) loss_giou_1_hybrid: 0.4134 (0.4408) loss_class_2_hybrid: 0.8052 (0.7960) loss_bbox_2_hybrid: 0.2050 (0.2000) loss_giou_2_hybrid: 0.4041 (0.4355) loss_class_3_hybrid: 0.7920 (0.7868) loss_bbox_3_hybrid: 0.2139 (0.1997) loss_giou_3_hybrid: 0.4029 (0.4344) loss_class_4_hybrid: 0.7842 (0.7836) loss_bbox_4_hybrid: 0.2082 (0.1996) loss_giou_4_hybrid: 0.4068 (0.4342) loss_class_enc_hybrid: 0.8367 (0.8106) loss_bbox_enc_hybrid: 0.2386 (0.2507) loss_giou_enc_hybrid: 0.4914 (0.5159) mem: 1021 max mem: 36965 [2024-01-15 08:44:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:45:34 det.util.engine] INFO: Epoch: [5] [8350/11727] eta: 1:00:10 lr: 0.000100 data_time: 0.0033 iter_time: 1.0676 loss: 27.3470 (27.6752) loss_class: 0.7954 (0.7832) loss_bbox: 0.1755 (0.1851) loss_giou: 0.4090 (0.4015) loss_class_0: 0.9862 (0.9808) loss_bbox_0: 0.1793 (0.1841) loss_giou_0: 0.4239 (0.4048) loss_class_1: 0.8429 (0.8495) loss_bbox_1: 0.1774 (0.1855) loss_giou_1: 0.4007 (0.4045) loss_class_2: 0.7950 (0.8126) loss_bbox_2: 0.1742 (0.1839) loss_giou_2: 0.3957 (0.4017) loss_class_3: 0.7975 (0.7938) loss_bbox_3: 0.1740 (0.1843) loss_giou_3: 0.4002 (0.4012) loss_class_4: 0.7932 (0.7850) loss_bbox_4: 0.1752 (0.1848) loss_giou_4: 0.3987 (0.4016) loss_class_enc: 0.9229 (0.9135) loss_bbox_enc: 0.2144 (0.2222) loss_giou_enc: 0.4954 (0.4612) loss_class_dn: 0.3909 (0.3959) loss_bbox_dn: 0.2549 (0.2869) loss_giou_dn: 0.4746 (0.4664) loss_class_dn_0: 0.4761 (0.4844) loss_bbox_dn_0: 0.3453 (0.3901) loss_giou_dn_0: 0.5936 (0.5969) loss_class_dn_1: 0.4191 (0.4241) loss_bbox_dn_1: 0.2714 (0.3103) loss_giou_dn_1: 0.5007 (0.4958) loss_class_dn_2: 0.3982 (0.4035) loss_bbox_dn_2: 0.2583 (0.2906) loss_giou_dn_2: 0.4758 (0.4722) loss_class_dn_3: 0.3931 (0.3973) loss_bbox_dn_3: 0.2559 (0.2876) loss_giou_dn_3: 0.4739 (0.4675) loss_class_dn_4: 0.3911 (0.3955) loss_bbox_dn_4: 0.2550 (0.2869) loss_giou_dn_4: 0.4742 (0.4663) loss_class_hybrid: 0.7737 (0.7835) loss_bbox_hybrid: 0.1984 (0.1996) loss_giou_hybrid: 0.4301 (0.4338) loss_class_0_hybrid: 0.8222 (0.8538) loss_bbox_0_hybrid: 0.2089 (0.2088) loss_giou_0_hybrid: 0.4581 (0.4517) loss_class_1_hybrid: 0.7874 (0.8108) loss_bbox_1_hybrid: 0.2085 (0.2032) loss_giou_1_hybrid: 0.4358 (0.4407) loss_class_2_hybrid: 0.7852 (0.7959) loss_bbox_2_hybrid: 0.1996 (0.1999) loss_giou_2_hybrid: 0.4236 (0.4354) loss_class_3_hybrid: 0.7834 (0.7867) loss_bbox_3_hybrid: 0.2009 (0.1996) loss_giou_3_hybrid: 0.4237 (0.4343) loss_class_4_hybrid: 0.7691 (0.7835) loss_bbox_4_hybrid: 0.2020 (0.1996) loss_giou_4_hybrid: 0.4332 (0.4341) loss_class_enc_hybrid: 0.7900 (0.8105) loss_bbox_enc_hybrid: 0.2349 (0.2506) loss_giou_enc_hybrid: 0.5149 (0.5158) mem: 1029 max mem: 36965 [2024-01-15 08:45:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:46:28 det.util.engine] INFO: Epoch: [5] [8400/11727] eta: 0:59:16 lr: 0.000100 data_time: 0.0035 iter_time: 1.0633 loss: 27.2962 (27.6760) loss_class: 0.7989 (0.7833) loss_bbox: 0.1917 (0.1851) loss_giou: 0.4210 (0.4014) loss_class_0: 0.9984 (0.9808) loss_bbox_0: 0.1776 (0.1842) loss_giou_0: 0.4165 (0.4048) loss_class_1: 0.8539 (0.8496) loss_bbox_1: 0.1808 (0.1856) loss_giou_1: 0.4048 (0.4044) loss_class_2: 0.8315 (0.8126) loss_bbox_2: 0.1858 (0.1840) loss_giou_2: 0.4127 (0.4017) loss_class_3: 0.7959 (0.7939) loss_bbox_3: 0.1897 (0.1843) loss_giou_3: 0.4189 (0.4011) loss_class_4: 0.7999 (0.7851) loss_bbox_4: 0.1899 (0.1849) loss_giou_4: 0.4245 (0.4015) loss_class_enc: 0.9046 (0.9135) loss_bbox_enc: 0.2231 (0.2223) loss_giou_enc: 0.4574 (0.4612) loss_class_dn: 0.3994 (0.3959) loss_bbox_dn: 0.3092 (0.2870) loss_giou_dn: 0.4792 (0.4663) loss_class_dn_0: 0.4895 (0.4844) loss_bbox_dn_0: 0.3999 (0.3902) loss_giou_dn_0: 0.6186 (0.5969) loss_class_dn_1: 0.4287 (0.4241) loss_bbox_dn_1: 0.3264 (0.3104) loss_giou_dn_1: 0.5058 (0.4957) loss_class_dn_2: 0.4123 (0.4035) loss_bbox_dn_2: 0.3141 (0.2907) loss_giou_dn_2: 0.4818 (0.4721) loss_class_dn_3: 0.4031 (0.3973) loss_bbox_dn_3: 0.3099 (0.2877) loss_giou_dn_3: 0.4780 (0.4675) loss_class_dn_4: 0.3983 (0.3955) loss_bbox_dn_4: 0.3093 (0.2870) loss_giou_dn_4: 0.4788 (0.4662) loss_class_hybrid: 0.8005 (0.7835) loss_bbox_hybrid: 0.2037 (0.1997) loss_giou_hybrid: 0.4483 (0.4338) loss_class_0_hybrid: 0.8497 (0.8538) loss_bbox_0_hybrid: 0.2077 (0.2089) loss_giou_0_hybrid: 0.4721 (0.4516) loss_class_1_hybrid: 0.8166 (0.8108) loss_bbox_1_hybrid: 0.2074 (0.2033) loss_giou_1_hybrid: 0.4519 (0.4407) loss_class_2_hybrid: 0.8134 (0.7960) loss_bbox_2_hybrid: 0.2033 (0.2000) loss_giou_2_hybrid: 0.4418 (0.4354) loss_class_3_hybrid: 0.8090 (0.7867) loss_bbox_3_hybrid: 0.2008 (0.1997) loss_giou_3_hybrid: 0.4439 (0.4342) loss_class_4_hybrid: 0.8153 (0.7835) loss_bbox_4_hybrid: 0.2018 (0.1997) loss_giou_4_hybrid: 0.4474 (0.4340) loss_class_enc_hybrid: 0.8062 (0.8106) loss_bbox_enc_hybrid: 0.2734 (0.2507) loss_giou_enc_hybrid: 0.5220 (0.5157) mem: 1021 max mem: 36965 [2024-01-15 08:46:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:47:20 det.util.engine] INFO: Epoch: [5] [8450/11727] eta: 0:58:22 lr: 0.000100 data_time: 0.0034 iter_time: 1.0338 loss: 27.2721 (27.6772) loss_class: 0.7938 (0.7836) loss_bbox: 0.1639 (0.1851) loss_giou: 0.4077 (0.4014) loss_class_0: 0.9584 (0.9809) loss_bbox_0: 0.1539 (0.1841) loss_giou_0: 0.3950 (0.4048) loss_class_1: 0.8108 (0.8498) loss_bbox_1: 0.1641 (0.1855) loss_giou_1: 0.4120 (0.4044) loss_class_2: 0.8214 (0.8129) loss_bbox_2: 0.1531 (0.1839) loss_giou_2: 0.3993 (0.4017) loss_class_3: 0.8017 (0.7942) loss_bbox_3: 0.1542 (0.1842) loss_giou_3: 0.4056 (0.4011) loss_class_4: 0.7773 (0.7853) loss_bbox_4: 0.1637 (0.1848) loss_giou_4: 0.3962 (0.4015) loss_class_enc: 0.8939 (0.9136) loss_bbox_enc: 0.1934 (0.2223) loss_giou_enc: 0.4502 (0.4612) loss_class_dn: 0.3893 (0.3959) loss_bbox_dn: 0.2308 (0.2869) loss_giou_dn: 0.4873 (0.4664) loss_class_dn_0: 0.4815 (0.4844) loss_bbox_dn_0: 0.3134 (0.3901) loss_giou_dn_0: 0.5981 (0.5969) loss_class_dn_1: 0.4210 (0.4241) loss_bbox_dn_1: 0.2478 (0.3103) loss_giou_dn_1: 0.5055 (0.4957) loss_class_dn_2: 0.3969 (0.4035) loss_bbox_dn_2: 0.2309 (0.2907) loss_giou_dn_2: 0.4916 (0.4721) loss_class_dn_3: 0.3927 (0.3973) loss_bbox_dn_3: 0.2305 (0.2876) loss_giou_dn_3: 0.4845 (0.4675) loss_class_dn_4: 0.3896 (0.3955) loss_bbox_dn_4: 0.2307 (0.2869) loss_giou_dn_4: 0.4857 (0.4662) loss_class_hybrid: 0.7777 (0.7837) loss_bbox_hybrid: 0.1813 (0.1996) loss_giou_hybrid: 0.4241 (0.4338) loss_class_0_hybrid: 0.8333 (0.8539) loss_bbox_0_hybrid: 0.1943 (0.2089) loss_giou_0_hybrid: 0.4510 (0.4516) loss_class_1_hybrid: 0.8038 (0.8109) loss_bbox_1_hybrid: 0.1852 (0.2032) loss_giou_1_hybrid: 0.4320 (0.4407) loss_class_2_hybrid: 0.7924 (0.7961) loss_bbox_2_hybrid: 0.1795 (0.2000) loss_giou_2_hybrid: 0.4166 (0.4354) loss_class_3_hybrid: 0.7900 (0.7869) loss_bbox_3_hybrid: 0.1800 (0.1997) loss_giou_3_hybrid: 0.4238 (0.4342) loss_class_4_hybrid: 0.7837 (0.7836) loss_bbox_4_hybrid: 0.1800 (0.1996) loss_giou_4_hybrid: 0.4238 (0.4340) loss_class_enc_hybrid: 0.7854 (0.8106) loss_bbox_enc_hybrid: 0.2273 (0.2507) loss_giou_enc_hybrid: 0.4977 (0.5158) mem: 1021 max mem: 36965 [2024-01-15 08:47:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:48:15 det.util.engine] INFO: Epoch: [5] [8500/11727] eta: 0:57:29 lr: 0.000100 data_time: 0.0032 iter_time: 1.0912 loss: 26.9931 (27.6733) loss_class: 0.7442 (0.7834) loss_bbox: 0.1793 (0.1850) loss_giou: 0.3837 (0.4015) loss_class_0: 0.9498 (0.9807) loss_bbox_0: 0.1836 (0.1840) loss_giou_0: 0.3813 (0.4049) loss_class_1: 0.8317 (0.8496) loss_bbox_1: 0.1850 (0.1854) loss_giou_1: 0.3781 (0.4045) loss_class_2: 0.7860 (0.8127) loss_bbox_2: 0.1832 (0.1839) loss_giou_2: 0.3780 (0.4017) loss_class_3: 0.7660 (0.7940) loss_bbox_3: 0.1769 (0.1842) loss_giou_3: 0.3856 (0.4012) loss_class_4: 0.7408 (0.7851) loss_bbox_4: 0.1825 (0.1847) loss_giou_4: 0.3810 (0.4016) loss_class_enc: 0.8707 (0.9133) loss_bbox_enc: 0.2160 (0.2222) loss_giou_enc: 0.4402 (0.4613) loss_class_dn: 0.3893 (0.3959) loss_bbox_dn: 0.2597 (0.2867) loss_giou_dn: 0.4458 (0.4664) loss_class_dn_0: 0.4826 (0.4844) loss_bbox_dn_0: 0.3689 (0.3899) loss_giou_dn_0: 0.5687 (0.5969) loss_class_dn_1: 0.4188 (0.4241) loss_bbox_dn_1: 0.2846 (0.3101) loss_giou_dn_1: 0.4727 (0.4957) loss_class_dn_2: 0.3964 (0.4034) loss_bbox_dn_2: 0.2637 (0.2905) loss_giou_dn_2: 0.4513 (0.4721) loss_class_dn_3: 0.3907 (0.3972) loss_bbox_dn_3: 0.2615 (0.2874) loss_giou_dn_3: 0.4462 (0.4675) loss_class_dn_4: 0.3901 (0.3955) loss_bbox_dn_4: 0.2598 (0.2867) loss_giou_dn_4: 0.4456 (0.4662) loss_class_hybrid: 0.7615 (0.7835) loss_bbox_hybrid: 0.1881 (0.1995) loss_giou_hybrid: 0.3956 (0.4339) loss_class_0_hybrid: 0.8620 (0.8537) loss_bbox_0_hybrid: 0.1937 (0.2088) loss_giou_0_hybrid: 0.4040 (0.4517) loss_class_1_hybrid: 0.8142 (0.8107) loss_bbox_1_hybrid: 0.1866 (0.2032) loss_giou_1_hybrid: 0.3951 (0.4408) loss_class_2_hybrid: 0.7970 (0.7959) loss_bbox_2_hybrid: 0.1848 (0.1999) loss_giou_2_hybrid: 0.3923 (0.4355) loss_class_3_hybrid: 0.7763 (0.7867) loss_bbox_3_hybrid: 0.1847 (0.1996) loss_giou_3_hybrid: 0.3944 (0.4343) loss_class_4_hybrid: 0.7559 (0.7835) loss_bbox_4_hybrid: 0.1862 (0.1996) loss_giou_4_hybrid: 0.3926 (0.4342) loss_class_enc_hybrid: 0.8062 (0.8104) loss_bbox_enc_hybrid: 0.2414 (0.2506) loss_giou_enc_hybrid: 0.4758 (0.5159) mem: 1018 max mem: 36965 [2024-01-15 08:48:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:49:07 det.util.engine] INFO: Epoch: [5] [8550/11727] eta: 0:56:35 lr: 0.000100 data_time: 0.0036 iter_time: 1.0345 loss: 26.9862 (27.6707) loss_class: 0.7950 (0.7834) loss_bbox: 0.1490 (0.1850) loss_giou: 0.3653 (0.4014) loss_class_0: 0.9758 (0.9807) loss_bbox_0: 0.1630 (0.1840) loss_giou_0: 0.3719 (0.4048) loss_class_1: 0.8426 (0.8496) loss_bbox_1: 0.1529 (0.1854) loss_giou_1: 0.3574 (0.4043) loss_class_2: 0.8195 (0.8127) loss_bbox_2: 0.1577 (0.1838) loss_giou_2: 0.3641 (0.4016) loss_class_3: 0.7822 (0.7940) loss_bbox_3: 0.1495 (0.1841) loss_giou_3: 0.3656 (0.4011) loss_class_4: 0.7927 (0.7851) loss_bbox_4: 0.1490 (0.1847) loss_giou_4: 0.3671 (0.4015) loss_class_enc: 0.9487 (0.9134) loss_bbox_enc: 0.1981 (0.2222) loss_giou_enc: 0.4266 (0.4612) loss_class_dn: 0.3968 (0.3959) loss_bbox_dn: 0.2483 (0.2867) loss_giou_dn: 0.4502 (0.4663) loss_class_dn_0: 0.4885 (0.4843) loss_bbox_dn_0: 0.3419 (0.3899) loss_giou_dn_0: 0.5617 (0.5967) loss_class_dn_1: 0.4287 (0.4241) loss_bbox_dn_1: 0.2790 (0.3101) loss_giou_dn_1: 0.4724 (0.4956) loss_class_dn_2: 0.4046 (0.4034) loss_bbox_dn_2: 0.2577 (0.2905) loss_giou_dn_2: 0.4549 (0.4720) loss_class_dn_3: 0.3988 (0.3972) loss_bbox_dn_3: 0.2508 (0.2875) loss_giou_dn_3: 0.4512 (0.4674) loss_class_dn_4: 0.3948 (0.3954) loss_bbox_dn_4: 0.2483 (0.2867) loss_giou_dn_4: 0.4502 (0.4661) loss_class_hybrid: 0.8073 (0.7835) loss_bbox_hybrid: 0.1729 (0.1995) loss_giou_hybrid: 0.3965 (0.4338) loss_class_0_hybrid: 0.8374 (0.8537) loss_bbox_0_hybrid: 0.1846 (0.2088) loss_giou_0_hybrid: 0.4203 (0.4516) loss_class_1_hybrid: 0.8553 (0.8107) loss_bbox_1_hybrid: 0.1806 (0.2031) loss_giou_1_hybrid: 0.4042 (0.4407) loss_class_2_hybrid: 0.8099 (0.7959) loss_bbox_2_hybrid: 0.1751 (0.1998) loss_giou_2_hybrid: 0.3990 (0.4354) loss_class_3_hybrid: 0.7869 (0.7867) loss_bbox_3_hybrid: 0.1729 (0.1996) loss_giou_3_hybrid: 0.3991 (0.4342) loss_class_4_hybrid: 0.7876 (0.7835) loss_bbox_4_hybrid: 0.1733 (0.1995) loss_giou_4_hybrid: 0.3981 (0.4340) loss_class_enc_hybrid: 0.8097 (0.8105) loss_bbox_enc_hybrid: 0.2356 (0.2506) loss_giou_enc_hybrid: 0.4919 (0.5158) mem: 1022 max mem: 36965 [2024-01-15 08:49:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:50:00 det.util.engine] INFO: Epoch: [5] [8600/11727] eta: 0:55:42 lr: 0.000100 data_time: 0.0032 iter_time: 1.0638 loss: 26.8206 (27.6721) loss_class: 0.7323 (0.7834) loss_bbox: 0.1847 (0.1850) loss_giou: 0.4187 (0.4014) loss_class_0: 0.9304 (0.9808) loss_bbox_0: 0.1850 (0.1840) loss_giou_0: 0.3959 (0.4048) loss_class_1: 0.7903 (0.8497) loss_bbox_1: 0.1910 (0.1854) loss_giou_1: 0.4007 (0.4043) loss_class_2: 0.7587 (0.8128) loss_bbox_2: 0.1809 (0.1839) loss_giou_2: 0.4026 (0.4016) loss_class_3: 0.7274 (0.7940) loss_bbox_3: 0.1792 (0.1842) loss_giou_3: 0.4166 (0.4011) loss_class_4: 0.7187 (0.7851) loss_bbox_4: 0.1848 (0.1847) loss_giou_4: 0.4185 (0.4015) loss_class_enc: 0.8590 (0.9134) loss_bbox_enc: 0.2279 (0.2222) loss_giou_enc: 0.4748 (0.4612) loss_class_dn: 0.3909 (0.3959) loss_bbox_dn: 0.2728 (0.2868) loss_giou_dn: 0.4474 (0.4663) loss_class_dn_0: 0.4757 (0.4844) loss_bbox_dn_0: 0.3609 (0.3899) loss_giou_dn_0: 0.5696 (0.5967) loss_class_dn_1: 0.4136 (0.4241) loss_bbox_dn_1: 0.2962 (0.3102) loss_giou_dn_1: 0.4783 (0.4956) loss_class_dn_2: 0.3950 (0.4034) loss_bbox_dn_2: 0.2804 (0.2905) loss_giou_dn_2: 0.4535 (0.4720) loss_class_dn_3: 0.3873 (0.3972) loss_bbox_dn_3: 0.2728 (0.2875) loss_giou_dn_3: 0.4498 (0.4674) loss_class_dn_4: 0.3858 (0.3954) loss_bbox_dn_4: 0.2728 (0.2868) loss_giou_dn_4: 0.4473 (0.4661) loss_class_hybrid: 0.7404 (0.7836) loss_bbox_hybrid: 0.2071 (0.1995) loss_giou_hybrid: 0.4440 (0.4338) loss_class_0_hybrid: 0.8166 (0.8538) loss_bbox_0_hybrid: 0.2133 (0.2088) loss_giou_0_hybrid: 0.4713 (0.4516) loss_class_1_hybrid: 0.7556 (0.8108) loss_bbox_1_hybrid: 0.2138 (0.2032) loss_giou_1_hybrid: 0.4526 (0.4406) loss_class_2_hybrid: 0.7640 (0.7960) loss_bbox_2_hybrid: 0.2052 (0.1999) loss_giou_2_hybrid: 0.4305 (0.4354) loss_class_3_hybrid: 0.7310 (0.7868) loss_bbox_3_hybrid: 0.2074 (0.1996) loss_giou_3_hybrid: 0.4375 (0.4342) loss_class_4_hybrid: 0.7375 (0.7836) loss_bbox_4_hybrid: 0.2071 (0.1996) loss_giou_4_hybrid: 0.4440 (0.4340) loss_class_enc_hybrid: 0.7644 (0.8105) loss_bbox_enc_hybrid: 0.2476 (0.2506) loss_giou_enc_hybrid: 0.5163 (0.5158) mem: 1031 max mem: 36965 [2024-01-15 08:50:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:50:55 det.util.engine] INFO: Epoch: [5] [8650/11727] eta: 0:54:49 lr: 0.000100 data_time: 0.0037 iter_time: 1.0412 loss: 27.0530 (27.6702) loss_class: 0.7395 (0.7834) loss_bbox: 0.1692 (0.1850) loss_giou: 0.4200 (0.4013) loss_class_0: 0.9538 (0.9808) loss_bbox_0: 0.1595 (0.1840) loss_giou_0: 0.4024 (0.4047) loss_class_1: 0.8526 (0.8496) loss_bbox_1: 0.1623 (0.1854) loss_giou_1: 0.4047 (0.4043) loss_class_2: 0.7909 (0.8128) loss_bbox_2: 0.1648 (0.1839) loss_giou_2: 0.4009 (0.4015) loss_class_3: 0.7535 (0.7940) loss_bbox_3: 0.1697 (0.1842) loss_giou_3: 0.4140 (0.4010) loss_class_4: 0.7516 (0.7851) loss_bbox_4: 0.1690 (0.1847) loss_giou_4: 0.4201 (0.4014) loss_class_enc: 0.8924 (0.9134) loss_bbox_enc: 0.2059 (0.2222) loss_giou_enc: 0.4621 (0.4612) loss_class_dn: 0.3945 (0.3958) loss_bbox_dn: 0.2470 (0.2867) loss_giou_dn: 0.4590 (0.4662) loss_class_dn_0: 0.4782 (0.4844) loss_bbox_dn_0: 0.3359 (0.3899) loss_giou_dn_0: 0.5978 (0.5967) loss_class_dn_1: 0.4221 (0.4241) loss_bbox_dn_1: 0.2665 (0.3101) loss_giou_dn_1: 0.4905 (0.4955) loss_class_dn_2: 0.4014 (0.4034) loss_bbox_dn_2: 0.2504 (0.2905) loss_giou_dn_2: 0.4637 (0.4719) loss_class_dn_3: 0.3963 (0.3972) loss_bbox_dn_3: 0.2461 (0.2874) loss_giou_dn_3: 0.4595 (0.4673) loss_class_dn_4: 0.3971 (0.3954) loss_bbox_dn_4: 0.2469 (0.2867) loss_giou_dn_4: 0.4589 (0.4660) loss_class_hybrid: 0.7294 (0.7835) loss_bbox_hybrid: 0.1831 (0.1995) loss_giou_hybrid: 0.4239 (0.4337) loss_class_0_hybrid: 0.8269 (0.8538) loss_bbox_0_hybrid: 0.1896 (0.2088) loss_giou_0_hybrid: 0.4470 (0.4515) loss_class_1_hybrid: 0.7879 (0.8108) loss_bbox_1_hybrid: 0.1810 (0.2031) loss_giou_1_hybrid: 0.4354 (0.4406) loss_class_2_hybrid: 0.7495 (0.7960) loss_bbox_2_hybrid: 0.1842 (0.1999) loss_giou_2_hybrid: 0.4263 (0.4353) loss_class_3_hybrid: 0.7360 (0.7867) loss_bbox_3_hybrid: 0.1820 (0.1996) loss_giou_3_hybrid: 0.4231 (0.4341) loss_class_4_hybrid: 0.7287 (0.7835) loss_bbox_4_hybrid: 0.1829 (0.1995) loss_giou_4_hybrid: 0.4247 (0.4339) loss_class_enc_hybrid: 0.7719 (0.8106) loss_bbox_enc_hybrid: 0.2361 (0.2506) loss_giou_enc_hybrid: 0.5096 (0.5157) mem: 1026 max mem: 36965 [2024-01-15 08:50:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:51:49 det.util.engine] INFO: Epoch: [5] [8700/11727] eta: 0:53:56 lr: 0.000100 data_time: 0.0034 iter_time: 1.0815 loss: 26.1254 (27.6694) loss_class: 0.7490 (0.7833) loss_bbox: 0.1696 (0.1850) loss_giou: 0.3351 (0.4013) loss_class_0: 0.9565 (0.9808) loss_bbox_0: 0.1768 (0.1840) loss_giou_0: 0.3578 (0.4047) loss_class_1: 0.8537 (0.8497) loss_bbox_1: 0.1731 (0.1854) loss_giou_1: 0.3522 (0.4042) loss_class_2: 0.8057 (0.8128) loss_bbox_2: 0.1640 (0.1838) loss_giou_2: 0.3390 (0.4015) loss_class_3: 0.7687 (0.7940) loss_bbox_3: 0.1707 (0.1841) loss_giou_3: 0.3332 (0.4010) loss_class_4: 0.7689 (0.7850) loss_bbox_4: 0.1725 (0.1847) loss_giou_4: 0.3353 (0.4014) loss_class_enc: 0.8809 (0.9134) loss_bbox_enc: 0.2250 (0.2223) loss_giou_enc: 0.4089 (0.4612) loss_class_dn: 0.3740 (0.3958) loss_bbox_dn: 0.2755 (0.2868) loss_giou_dn: 0.4228 (0.4662) loss_class_dn_0: 0.4792 (0.4843) loss_bbox_dn_0: 0.3725 (0.3899) loss_giou_dn_0: 0.5539 (0.5966) loss_class_dn_1: 0.4000 (0.4240) loss_bbox_dn_1: 0.3002 (0.3101) loss_giou_dn_1: 0.4552 (0.4955) loss_class_dn_2: 0.3855 (0.4033) loss_bbox_dn_2: 0.2810 (0.2905) loss_giou_dn_2: 0.4312 (0.4719) loss_class_dn_3: 0.3787 (0.3971) loss_bbox_dn_3: 0.2783 (0.2875) loss_giou_dn_3: 0.4258 (0.4673) loss_class_dn_4: 0.3753 (0.3954) loss_bbox_dn_4: 0.2755 (0.2868) loss_giou_dn_4: 0.4230 (0.4660) loss_class_hybrid: 0.7916 (0.7835) loss_bbox_hybrid: 0.1852 (0.1995) loss_giou_hybrid: 0.3662 (0.4337) loss_class_0_hybrid: 0.8715 (0.8538) loss_bbox_0_hybrid: 0.1932 (0.2088) loss_giou_0_hybrid: 0.3836 (0.4515) loss_class_1_hybrid: 0.8167 (0.8108) loss_bbox_1_hybrid: 0.1835 (0.2031) loss_giou_1_hybrid: 0.3725 (0.4406) loss_class_2_hybrid: 0.8002 (0.7960) loss_bbox_2_hybrid: 0.1843 (0.1998) loss_giou_2_hybrid: 0.3590 (0.4353) loss_class_3_hybrid: 0.7884 (0.7868) loss_bbox_3_hybrid: 0.1850 (0.1995) loss_giou_3_hybrid: 0.3625 (0.4341) loss_class_4_hybrid: 0.7852 (0.7836) loss_bbox_4_hybrid: 0.1861 (0.1995) loss_giou_4_hybrid: 0.3643 (0.4339) loss_class_enc_hybrid: 0.8274 (0.8106) loss_bbox_enc_hybrid: 0.2352 (0.2506) loss_giou_enc_hybrid: 0.4493 (0.5157) mem: 1028 max mem: 36965 [2024-01-15 08:51:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:52:44 det.util.engine] INFO: Epoch: [5] [8750/11727] eta: 0:53:03 lr: 0.000100 data_time: 0.0034 iter_time: 1.0692 loss: 27.2116 (27.6696) loss_class: 0.7448 (0.7833) loss_bbox: 0.1867 (0.1851) loss_giou: 0.3979 (0.4014) loss_class_0: 0.9454 (0.9807) loss_bbox_0: 0.1725 (0.1840) loss_giou_0: 0.4084 (0.4047) loss_class_1: 0.8349 (0.8496) loss_bbox_1: 0.1853 (0.1855) loss_giou_1: 0.4042 (0.4043) loss_class_2: 0.7953 (0.8128) loss_bbox_2: 0.1791 (0.1838) loss_giou_2: 0.3883 (0.4015) loss_class_3: 0.7690 (0.7939) loss_bbox_3: 0.1798 (0.1842) loss_giou_3: 0.3976 (0.4010) loss_class_4: 0.7524 (0.7850) loss_bbox_4: 0.1855 (0.1848) loss_giou_4: 0.3979 (0.4015) loss_class_enc: 0.8578 (0.9133) loss_bbox_enc: 0.2168 (0.2223) loss_giou_enc: 0.4483 (0.4612) loss_class_dn: 0.3879 (0.3958) loss_bbox_dn: 0.2792 (0.2868) loss_giou_dn: 0.4661 (0.4662) loss_class_dn_0: 0.4791 (0.4843) loss_bbox_dn_0: 0.3686 (0.3900) loss_giou_dn_0: 0.5849 (0.5967) loss_class_dn_1: 0.4147 (0.4240) loss_bbox_dn_1: 0.2997 (0.3102) loss_giou_dn_1: 0.5055 (0.4956) loss_class_dn_2: 0.3957 (0.4033) loss_bbox_dn_2: 0.2870 (0.2906) loss_giou_dn_2: 0.4745 (0.4720) loss_class_dn_3: 0.3908 (0.3971) loss_bbox_dn_3: 0.2792 (0.2875) loss_giou_dn_3: 0.4683 (0.4673) loss_class_dn_4: 0.3862 (0.3953) loss_bbox_dn_4: 0.2793 (0.2868) loss_giou_dn_4: 0.4660 (0.4661) loss_class_hybrid: 0.7678 (0.7835) loss_bbox_hybrid: 0.2009 (0.1996) loss_giou_hybrid: 0.4309 (0.4337) loss_class_0_hybrid: 0.8360 (0.8538) loss_bbox_0_hybrid: 0.2067 (0.2088) loss_giou_0_hybrid: 0.4391 (0.4515) loss_class_1_hybrid: 0.8151 (0.8107) loss_bbox_1_hybrid: 0.2007 (0.2032) loss_giou_1_hybrid: 0.4385 (0.4406) loss_class_2_hybrid: 0.7845 (0.7959) loss_bbox_2_hybrid: 0.2011 (0.1999) loss_giou_2_hybrid: 0.4317 (0.4353) loss_class_3_hybrid: 0.7826 (0.7867) loss_bbox_3_hybrid: 0.1995 (0.1996) loss_giou_3_hybrid: 0.4299 (0.4341) loss_class_4_hybrid: 0.7670 (0.7835) loss_bbox_4_hybrid: 0.2002 (0.1996) loss_giou_4_hybrid: 0.4337 (0.4339) loss_class_enc_hybrid: 0.7949 (0.8105) loss_bbox_enc_hybrid: 0.2355 (0.2507) loss_giou_enc_hybrid: 0.4878 (0.5157) mem: 1028 max mem: 36965 [2024-01-15 08:52:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:53:36 det.util.engine] INFO: Epoch: [5] [8800/11727] eta: 0:52:09 lr: 0.000100 data_time: 0.0032 iter_time: 1.0364 loss: 26.7307 (27.6688) loss_class: 0.7328 (0.7832) loss_bbox: 0.1707 (0.1850) loss_giou: 0.3800 (0.4014) loss_class_0: 0.9384 (0.9806) loss_bbox_0: 0.1681 (0.1840) loss_giou_0: 0.3782 (0.4047) loss_class_1: 0.8085 (0.8495) loss_bbox_1: 0.1711 (0.1854) loss_giou_1: 0.3786 (0.4043) loss_class_2: 0.7685 (0.8128) loss_bbox_2: 0.1640 (0.1838) loss_giou_2: 0.3711 (0.4016) loss_class_3: 0.7383 (0.7938) loss_bbox_3: 0.1703 (0.1842) loss_giou_3: 0.3773 (0.4011) loss_class_4: 0.7333 (0.7849) loss_bbox_4: 0.1676 (0.1848) loss_giou_4: 0.3808 (0.4015) loss_class_enc: 0.8745 (0.9132) loss_bbox_enc: 0.2095 (0.2223) loss_giou_enc: 0.4549 (0.4613) loss_class_dn: 0.3835 (0.3957) loss_bbox_dn: 0.2494 (0.2868) loss_giou_dn: 0.4432 (0.4662) loss_class_dn_0: 0.4752 (0.4842) loss_bbox_dn_0: 0.3456 (0.3900) loss_giou_dn_0: 0.5927 (0.5967) loss_class_dn_1: 0.4103 (0.4240) loss_bbox_dn_1: 0.2819 (0.3102) loss_giou_dn_1: 0.4732 (0.4956) loss_class_dn_2: 0.3864 (0.4033) loss_bbox_dn_2: 0.2604 (0.2905) loss_giou_dn_2: 0.4470 (0.4720) loss_class_dn_3: 0.3845 (0.3971) loss_bbox_dn_3: 0.2502 (0.2875) loss_giou_dn_3: 0.4447 (0.4673) loss_class_dn_4: 0.3809 (0.3953) loss_bbox_dn_4: 0.2493 (0.2868) loss_giou_dn_4: 0.4435 (0.4661) loss_class_hybrid: 0.7235 (0.7833) loss_bbox_hybrid: 0.1740 (0.1995) loss_giou_hybrid: 0.4140 (0.4338) loss_class_0_hybrid: 0.7926 (0.8536) loss_bbox_0_hybrid: 0.1877 (0.2088) loss_giou_0_hybrid: 0.4322 (0.4516) loss_class_1_hybrid: 0.7682 (0.8106) loss_bbox_1_hybrid: 0.1784 (0.2031) loss_giou_1_hybrid: 0.4182 (0.4406) loss_class_2_hybrid: 0.7469 (0.7958) loss_bbox_2_hybrid: 0.1761 (0.1999) loss_giou_2_hybrid: 0.4108 (0.4354) loss_class_3_hybrid: 0.7352 (0.7865) loss_bbox_3_hybrid: 0.1754 (0.1996) loss_giou_3_hybrid: 0.4157 (0.4342) loss_class_4_hybrid: 0.7363 (0.7833) loss_bbox_4_hybrid: 0.1752 (0.1996) loss_giou_4_hybrid: 0.4157 (0.4340) loss_class_enc_hybrid: 0.7886 (0.8105) loss_bbox_enc_hybrid: 0.2259 (0.2506) loss_giou_enc_hybrid: 0.4926 (0.5158) mem: 1021 max mem: 36965 [2024-01-15 08:53:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:54:28 det.util.engine] INFO: Epoch: [5] [8850/11727] eta: 0:51:15 lr: 0.000100 data_time: 0.0033 iter_time: 1.0416 loss: 27.1922 (27.6679) loss_class: 0.7553 (0.7832) loss_bbox: 0.1576 (0.1850) loss_giou: 0.3670 (0.4014) loss_class_0: 0.9624 (0.9806) loss_bbox_0: 0.1569 (0.1840) loss_giou_0: 0.3727 (0.4047) loss_class_1: 0.8393 (0.8496) loss_bbox_1: 0.1460 (0.1854) loss_giou_1: 0.3772 (0.4043) loss_class_2: 0.7968 (0.8128) loss_bbox_2: 0.1541 (0.1838) loss_giou_2: 0.3710 (0.4016) loss_class_3: 0.7854 (0.7939) loss_bbox_3: 0.1546 (0.1841) loss_giou_3: 0.3654 (0.4011) loss_class_4: 0.7721 (0.7849) loss_bbox_4: 0.1572 (0.1847) loss_giou_4: 0.3665 (0.4015) loss_class_enc: 0.8962 (0.9131) loss_bbox_enc: 0.1824 (0.2222) loss_giou_enc: 0.4413 (0.4613) loss_class_dn: 0.3927 (0.3957) loss_bbox_dn: 0.2346 (0.2867) loss_giou_dn: 0.4441 (0.4662) loss_class_dn_0: 0.4808 (0.4842) loss_bbox_dn_0: 0.3273 (0.3898) loss_giou_dn_0: 0.5745 (0.5967) loss_class_dn_1: 0.4162 (0.4240) loss_bbox_dn_1: 0.2450 (0.3101) loss_giou_dn_1: 0.4702 (0.4956) loss_class_dn_2: 0.3978 (0.4033) loss_bbox_dn_2: 0.2333 (0.2904) loss_giou_dn_2: 0.4501 (0.4720) loss_class_dn_3: 0.3926 (0.3971) loss_bbox_dn_3: 0.2358 (0.2874) loss_giou_dn_3: 0.4435 (0.4673) loss_class_dn_4: 0.3929 (0.3953) loss_bbox_dn_4: 0.2346 (0.2867) loss_giou_dn_4: 0.4442 (0.4661) loss_class_hybrid: 0.7870 (0.7833) loss_bbox_hybrid: 0.1601 (0.1995) loss_giou_hybrid: 0.4017 (0.4338) loss_class_0_hybrid: 0.8630 (0.8536) loss_bbox_0_hybrid: 0.1717 (0.2087) loss_giou_0_hybrid: 0.4029 (0.4516) loss_class_1_hybrid: 0.8068 (0.8106) loss_bbox_1_hybrid: 0.1643 (0.2031) loss_giou_1_hybrid: 0.4031 (0.4407) loss_class_2_hybrid: 0.8068 (0.7958) loss_bbox_2_hybrid: 0.1634 (0.1998) loss_giou_2_hybrid: 0.3928 (0.4354) loss_class_3_hybrid: 0.7855 (0.7866) loss_bbox_3_hybrid: 0.1617 (0.1995) loss_giou_3_hybrid: 0.3962 (0.4342) loss_class_4_hybrid: 0.7972 (0.7834) loss_bbox_4_hybrid: 0.1602 (0.1995) loss_giou_4_hybrid: 0.3999 (0.4340) loss_class_enc_hybrid: 0.8138 (0.8105) loss_bbox_enc_hybrid: 0.2162 (0.2506) loss_giou_enc_hybrid: 0.4686 (0.5158) mem: 1011 max mem: 36965 [2024-01-15 08:54:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:55:22 det.util.engine] INFO: Epoch: [5] [8900/11727] eta: 0:50:22 lr: 0.000100 data_time: 0.0034 iter_time: 1.0768 loss: 27.3189 (27.6681) loss_class: 0.7647 (0.7833) loss_bbox: 0.1590 (0.1850) loss_giou: 0.3736 (0.4014) loss_class_0: 0.9923 (0.9807) loss_bbox_0: 0.1625 (0.1840) loss_giou_0: 0.3777 (0.4047) loss_class_1: 0.8555 (0.8496) loss_bbox_1: 0.1638 (0.1854) loss_giou_1: 0.3800 (0.4043) loss_class_2: 0.8104 (0.8129) loss_bbox_2: 0.1594 (0.1838) loss_giou_2: 0.3817 (0.4015) loss_class_3: 0.7806 (0.7940) loss_bbox_3: 0.1588 (0.1841) loss_giou_3: 0.3812 (0.4010) loss_class_4: 0.7623 (0.7851) loss_bbox_4: 0.1580 (0.1847) loss_giou_4: 0.3812 (0.4015) loss_class_enc: 0.9194 (0.9132) loss_bbox_enc: 0.1983 (0.2222) loss_giou_enc: 0.4485 (0.4612) loss_class_dn: 0.3899 (0.3957) loss_bbox_dn: 0.2795 (0.2867) loss_giou_dn: 0.4577 (0.4662) loss_class_dn_0: 0.4786 (0.4842) loss_bbox_dn_0: 0.3700 (0.3899) loss_giou_dn_0: 0.5832 (0.5966) loss_class_dn_1: 0.4161 (0.4240) loss_bbox_dn_1: 0.3128 (0.3101) loss_giou_dn_1: 0.4847 (0.4955) loss_class_dn_2: 0.3944 (0.4033) loss_bbox_dn_2: 0.2859 (0.2905) loss_giou_dn_2: 0.4619 (0.4720) loss_class_dn_3: 0.3907 (0.3971) loss_bbox_dn_3: 0.2812 (0.2874) loss_giou_dn_3: 0.4587 (0.4673) loss_class_dn_4: 0.3880 (0.3953) loss_bbox_dn_4: 0.2793 (0.2867) loss_giou_dn_4: 0.4577 (0.4660) loss_class_hybrid: 0.8017 (0.7835) loss_bbox_hybrid: 0.1674 (0.1995) loss_giou_hybrid: 0.4059 (0.4337) loss_class_0_hybrid: 0.8573 (0.8537) loss_bbox_0_hybrid: 0.1787 (0.2087) loss_giou_0_hybrid: 0.4304 (0.4515) loss_class_1_hybrid: 0.8413 (0.8107) loss_bbox_1_hybrid: 0.1749 (0.2031) loss_giou_1_hybrid: 0.4179 (0.4406) loss_class_2_hybrid: 0.8137 (0.7960) loss_bbox_2_hybrid: 0.1676 (0.1998) loss_giou_2_hybrid: 0.4102 (0.4353) loss_class_3_hybrid: 0.8074 (0.7867) loss_bbox_3_hybrid: 0.1670 (0.1995) loss_giou_3_hybrid: 0.4048 (0.4341) loss_class_4_hybrid: 0.8095 (0.7835) loss_bbox_4_hybrid: 0.1679 (0.1995) loss_giou_4_hybrid: 0.4042 (0.4339) loss_class_enc_hybrid: 0.8116 (0.8105) loss_bbox_enc_hybrid: 0.2259 (0.2506) loss_giou_enc_hybrid: 0.4962 (0.5157) mem: 1028 max mem: 36965 [2024-01-15 08:55:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:56:15 det.util.engine] INFO: Epoch: [5] [8950/11727] eta: 0:49:28 lr: 0.000100 data_time: 0.0033 iter_time: 1.0951 loss: 27.4061 (27.6670) loss_class: 0.7864 (0.7833) loss_bbox: 0.1554 (0.1850) loss_giou: 0.3707 (0.4014) loss_class_0: 1.0293 (0.9806) loss_bbox_0: 0.1576 (0.1839) loss_giou_0: 0.3738 (0.4047) loss_class_1: 0.8310 (0.8496) loss_bbox_1: 0.1694 (0.1854) loss_giou_1: 0.3940 (0.4043) loss_class_2: 0.8003 (0.8128) loss_bbox_2: 0.1544 (0.1837) loss_giou_2: 0.3703 (0.4016) loss_class_3: 0.8056 (0.7939) loss_bbox_3: 0.1558 (0.1841) loss_giou_3: 0.3762 (0.4011) loss_class_4: 0.7874 (0.7850) loss_bbox_4: 0.1554 (0.1847) loss_giou_4: 0.3707 (0.4015) loss_class_enc: 0.9486 (0.9130) loss_bbox_enc: 0.1912 (0.2222) loss_giou_enc: 0.4595 (0.4613) loss_class_dn: 0.3959 (0.3957) loss_bbox_dn: 0.2583 (0.2867) loss_giou_dn: 0.4923 (0.4662) loss_class_dn_0: 0.4786 (0.4842) loss_bbox_dn_0: 0.3399 (0.3898) loss_giou_dn_0: 0.5977 (0.5967) loss_class_dn_1: 0.4203 (0.4239) loss_bbox_dn_1: 0.2799 (0.3100) loss_giou_dn_1: 0.5006 (0.4956) loss_class_dn_2: 0.3990 (0.4033) loss_bbox_dn_2: 0.2650 (0.2904) loss_giou_dn_2: 0.4916 (0.4720) loss_class_dn_3: 0.3930 (0.3971) loss_bbox_dn_3: 0.2581 (0.2874) loss_giou_dn_3: 0.4938 (0.4673) loss_class_dn_4: 0.3981 (0.3953) loss_bbox_dn_4: 0.2581 (0.2867) loss_giou_dn_4: 0.4922 (0.4661) loss_class_hybrid: 0.7873 (0.7834) loss_bbox_hybrid: 0.1740 (0.1995) loss_giou_hybrid: 0.4165 (0.4338) loss_class_0_hybrid: 0.8671 (0.8536) loss_bbox_0_hybrid: 0.1844 (0.2087) loss_giou_0_hybrid: 0.4339 (0.4516) loss_class_1_hybrid: 0.8012 (0.8106) loss_bbox_1_hybrid: 0.1808 (0.2031) loss_giou_1_hybrid: 0.4134 (0.4407) loss_class_2_hybrid: 0.7859 (0.7958) loss_bbox_2_hybrid: 0.1770 (0.1998) loss_giou_2_hybrid: 0.4188 (0.4353) loss_class_3_hybrid: 0.7938 (0.7866) loss_bbox_3_hybrid: 0.1769 (0.1995) loss_giou_3_hybrid: 0.4172 (0.4342) loss_class_4_hybrid: 0.8014 (0.7834) loss_bbox_4_hybrid: 0.1738 (0.1995) loss_giou_4_hybrid: 0.4123 (0.4340) loss_class_enc_hybrid: 0.8311 (0.8104) loss_bbox_enc_hybrid: 0.2279 (0.2505) loss_giou_enc_hybrid: 0.5003 (0.5157) mem: 1020 max mem: 36965 [2024-01-15 08:56:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:57:09 det.util.engine] INFO: Epoch: [5] [9000/11727] eta: 0:48:35 lr: 0.000100 data_time: 0.0033 iter_time: 1.0671 loss: 26.7431 (27.6673) loss_class: 0.7338 (0.7832) loss_bbox: 0.2005 (0.1850) loss_giou: 0.3600 (0.4015) loss_class_0: 0.9289 (0.9805) loss_bbox_0: 0.1928 (0.1839) loss_giou_0: 0.3529 (0.4048) loss_class_1: 0.7878 (0.8494) loss_bbox_1: 0.1996 (0.1854) loss_giou_1: 0.3662 (0.4044) loss_class_2: 0.7562 (0.8127) loss_bbox_2: 0.1915 (0.1837) loss_giou_2: 0.3515 (0.4017) loss_class_3: 0.7369 (0.7939) loss_bbox_3: 0.1941 (0.1841) loss_giou_3: 0.3608 (0.4012) loss_class_4: 0.7352 (0.7849) loss_bbox_4: 0.1965 (0.1847) loss_giou_4: 0.3658 (0.4016) loss_class_enc: 0.8900 (0.9130) loss_bbox_enc: 0.2330 (0.2222) loss_giou_enc: 0.4294 (0.4614) loss_class_dn: 0.4018 (0.3957) loss_bbox_dn: 0.2562 (0.2866) loss_giou_dn: 0.4235 (0.4663) loss_class_dn_0: 0.4845 (0.4842) loss_bbox_dn_0: 0.3446 (0.3896) loss_giou_dn_0: 0.5525 (0.5967) loss_class_dn_1: 0.4233 (0.4239) loss_bbox_dn_1: 0.2702 (0.3099) loss_giou_dn_1: 0.4466 (0.4956) loss_class_dn_2: 0.4078 (0.4033) loss_bbox_dn_2: 0.2627 (0.2903) loss_giou_dn_2: 0.4294 (0.4721) loss_class_dn_3: 0.4013 (0.3971) loss_bbox_dn_3: 0.2572 (0.2873) loss_giou_dn_3: 0.4253 (0.4674) loss_class_dn_4: 0.4005 (0.3953) loss_bbox_dn_4: 0.2560 (0.2866) loss_giou_dn_4: 0.4233 (0.4661) loss_class_hybrid: 0.7456 (0.7833) loss_bbox_hybrid: 0.2065 (0.1995) loss_giou_hybrid: 0.3866 (0.4339) loss_class_0_hybrid: 0.8297 (0.8535) loss_bbox_0_hybrid: 0.2147 (0.2087) loss_giou_0_hybrid: 0.4072 (0.4517) loss_class_1_hybrid: 0.7624 (0.8104) loss_bbox_1_hybrid: 0.2139 (0.2031) loss_giou_1_hybrid: 0.3988 (0.4408) loss_class_2_hybrid: 0.7433 (0.7957) loss_bbox_2_hybrid: 0.2098 (0.1998) loss_giou_2_hybrid: 0.3905 (0.4355) loss_class_3_hybrid: 0.7437 (0.7865) loss_bbox_3_hybrid: 0.2090 (0.1995) loss_giou_3_hybrid: 0.3882 (0.4343) loss_class_4_hybrid: 0.7410 (0.7833) loss_bbox_4_hybrid: 0.2071 (0.1995) loss_giou_4_hybrid: 0.3862 (0.4341) loss_class_enc_hybrid: 0.8046 (0.8103) loss_bbox_enc_hybrid: 0.2586 (0.2505) loss_giou_enc_hybrid: 0.4453 (0.5159) mem: 1031 max mem: 36965 [2024-01-15 08:57:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:58:03 det.util.engine] INFO: Epoch: [5] [9050/11727] eta: 0:47:42 lr: 0.000100 data_time: 0.0030 iter_time: 1.0779 loss: 26.7778 (27.6629) loss_class: 0.7776 (0.7832) loss_bbox: 0.1742 (0.1850) loss_giou: 0.3530 (0.4014) loss_class_0: 0.9627 (0.9805) loss_bbox_0: 0.1677 (0.1839) loss_giou_0: 0.3573 (0.4047) loss_class_1: 0.8111 (0.8494) loss_bbox_1: 0.1729 (0.1853) loss_giou_1: 0.3557 (0.4043) loss_class_2: 0.7780 (0.8127) loss_bbox_2: 0.1764 (0.1837) loss_giou_2: 0.3472 (0.4015) loss_class_3: 0.7928 (0.7938) loss_bbox_3: 0.1740 (0.1841) loss_giou_3: 0.3526 (0.4011) loss_class_4: 0.7730 (0.7849) loss_bbox_4: 0.1764 (0.1847) loss_giou_4: 0.3530 (0.4015) loss_class_enc: 0.8993 (0.9129) loss_bbox_enc: 0.2001 (0.2222) loss_giou_enc: 0.4081 (0.4612) loss_class_dn: 0.3787 (0.3957) loss_bbox_dn: 0.2496 (0.2865) loss_giou_dn: 0.4022 (0.4661) loss_class_dn_0: 0.4741 (0.4842) loss_bbox_dn_0: 0.3457 (0.3896) loss_giou_dn_0: 0.5283 (0.5966) loss_class_dn_1: 0.4146 (0.4239) loss_bbox_dn_1: 0.2618 (0.3098) loss_giou_dn_1: 0.4303 (0.4955) loss_class_dn_2: 0.3898 (0.4032) loss_bbox_dn_2: 0.2488 (0.2902) loss_giou_dn_2: 0.4068 (0.4719) loss_class_dn_3: 0.3802 (0.3970) loss_bbox_dn_3: 0.2499 (0.2872) loss_giou_dn_3: 0.4009 (0.4673) loss_class_dn_4: 0.3768 (0.3952) loss_bbox_dn_4: 0.2498 (0.2865) loss_giou_dn_4: 0.4017 (0.4660) loss_class_hybrid: 0.7946 (0.7834) loss_bbox_hybrid: 0.1829 (0.1994) loss_giou_hybrid: 0.3586 (0.4337) loss_class_0_hybrid: 0.8658 (0.8535) loss_bbox_0_hybrid: 0.1943 (0.2086) loss_giou_0_hybrid: 0.3654 (0.4515) loss_class_1_hybrid: 0.8212 (0.8105) loss_bbox_1_hybrid: 0.1832 (0.2030) loss_giou_1_hybrid: 0.3678 (0.4406) loss_class_2_hybrid: 0.7956 (0.7957) loss_bbox_2_hybrid: 0.1867 (0.1997) loss_giou_2_hybrid: 0.3633 (0.4353) loss_class_3_hybrid: 0.7956 (0.7865) loss_bbox_3_hybrid: 0.1838 (0.1995) loss_giou_3_hybrid: 0.3597 (0.4342) loss_class_4_hybrid: 0.7941 (0.7834) loss_bbox_4_hybrid: 0.1827 (0.1994) loss_giou_4_hybrid: 0.3573 (0.4340) loss_class_enc_hybrid: 0.8222 (0.8104) loss_bbox_enc_hybrid: 0.2282 (0.2505) loss_giou_enc_hybrid: 0.4465 (0.5156) mem: 1035 max mem: 36965 [2024-01-15 08:58:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:58:59 det.util.engine] INFO: Epoch: [5] [9100/11727] eta: 0:46:49 lr: 0.000100 data_time: 0.0032 iter_time: 1.1277 loss: 26.9064 (27.6603) loss_class: 0.7726 (0.7831) loss_bbox: 0.1713 (0.1849) loss_giou: 0.4025 (0.4014) loss_class_0: 0.9428 (0.9804) loss_bbox_0: 0.1663 (0.1839) loss_giou_0: 0.3845 (0.4047) loss_class_1: 0.8089 (0.8493) loss_bbox_1: 0.1754 (0.1853) loss_giou_1: 0.4009 (0.4043) loss_class_2: 0.8009 (0.8126) loss_bbox_2: 0.1754 (0.1837) loss_giou_2: 0.3997 (0.4015) loss_class_3: 0.7775 (0.7937) loss_bbox_3: 0.1792 (0.1841) loss_giou_3: 0.4069 (0.4011) loss_class_4: 0.7798 (0.7848) loss_bbox_4: 0.1741 (0.1846) loss_giou_4: 0.4025 (0.4015) loss_class_enc: 0.9194 (0.9129) loss_bbox_enc: 0.1969 (0.2221) loss_giou_enc: 0.4454 (0.4612) loss_class_dn: 0.3951 (0.3957) loss_bbox_dn: 0.2587 (0.2864) loss_giou_dn: 0.4381 (0.4661) loss_class_dn_0: 0.4924 (0.4842) loss_bbox_dn_0: 0.3583 (0.3895) loss_giou_dn_0: 0.5837 (0.5965) loss_class_dn_1: 0.4255 (0.4239) loss_bbox_dn_1: 0.2792 (0.3097) loss_giou_dn_1: 0.4698 (0.4954) loss_class_dn_2: 0.4032 (0.4032) loss_bbox_dn_2: 0.2601 (0.2901) loss_giou_dn_2: 0.4493 (0.4718) loss_class_dn_3: 0.4000 (0.3970) loss_bbox_dn_3: 0.2586 (0.2871) loss_giou_dn_3: 0.4394 (0.4672) loss_class_dn_4: 0.3961 (0.3952) loss_bbox_dn_4: 0.2587 (0.2864) loss_giou_dn_4: 0.4376 (0.4659) loss_class_hybrid: 0.7646 (0.7833) loss_bbox_hybrid: 0.2020 (0.1994) loss_giou_hybrid: 0.4165 (0.4337) loss_class_0_hybrid: 0.8491 (0.8535) loss_bbox_0_hybrid: 0.2065 (0.2086) loss_giou_0_hybrid: 0.4126 (0.4515) loss_class_1_hybrid: 0.8040 (0.8104) loss_bbox_1_hybrid: 0.1982 (0.2030) loss_giou_1_hybrid: 0.4139 (0.4406) loss_class_2_hybrid: 0.7814 (0.7957) loss_bbox_2_hybrid: 0.1987 (0.1997) loss_giou_2_hybrid: 0.4172 (0.4353) loss_class_3_hybrid: 0.7696 (0.7865) loss_bbox_3_hybrid: 0.1993 (0.1994) loss_giou_3_hybrid: 0.4162 (0.4342) loss_class_4_hybrid: 0.7701 (0.7833) loss_bbox_4_hybrid: 0.1964 (0.1994) loss_giou_4_hybrid: 0.4152 (0.4340) loss_class_enc_hybrid: 0.8107 (0.8104) loss_bbox_enc_hybrid: 0.2356 (0.2504) loss_giou_enc_hybrid: 0.4645 (0.5156) mem: 1034 max mem: 36965 [2024-01-15 08:58:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 08:59:53 det.util.engine] INFO: Epoch: [5] [9150/11727] eta: 0:45:55 lr: 0.000100 data_time: 0.0029 iter_time: 1.0872 loss: 26.9867 (27.6602) loss_class: 0.7617 (0.7831) loss_bbox: 0.1891 (0.1849) loss_giou: 0.3929 (0.4014) loss_class_0: 0.9563 (0.9804) loss_bbox_0: 0.1783 (0.1839) loss_giou_0: 0.3797 (0.4047) loss_class_1: 0.8066 (0.8492) loss_bbox_1: 0.1785 (0.1853) loss_giou_1: 0.3895 (0.4043) loss_class_2: 0.7732 (0.8125) loss_bbox_2: 0.1790 (0.1837) loss_giou_2: 0.3851 (0.4016) loss_class_3: 0.7603 (0.7937) loss_bbox_3: 0.1850 (0.1841) loss_giou_3: 0.3867 (0.4011) loss_class_4: 0.7624 (0.7848) loss_bbox_4: 0.1959 (0.1846) loss_giou_4: 0.3930 (0.4015) loss_class_enc: 0.8610 (0.9128) loss_bbox_enc: 0.2366 (0.2221) loss_giou_enc: 0.4519 (0.4613) loss_class_dn: 0.3872 (0.3957) loss_bbox_dn: 0.2687 (0.2864) loss_giou_dn: 0.4560 (0.4661) loss_class_dn_0: 0.4770 (0.4842) loss_bbox_dn_0: 0.3699 (0.3894) loss_giou_dn_0: 0.6008 (0.5966) loss_class_dn_1: 0.4163 (0.4239) loss_bbox_dn_1: 0.3018 (0.3097) loss_giou_dn_1: 0.4923 (0.4955) loss_class_dn_2: 0.3952 (0.4032) loss_bbox_dn_2: 0.2755 (0.2901) loss_giou_dn_2: 0.4606 (0.4719) loss_class_dn_3: 0.3896 (0.3970) loss_bbox_dn_3: 0.2694 (0.2871) loss_giou_dn_3: 0.4577 (0.4672) loss_class_dn_4: 0.3836 (0.3952) loss_bbox_dn_4: 0.2687 (0.2863) loss_giou_dn_4: 0.4560 (0.4660) loss_class_hybrid: 0.7631 (0.7833) loss_bbox_hybrid: 0.1960 (0.1994) loss_giou_hybrid: 0.4162 (0.4337) loss_class_0_hybrid: 0.8093 (0.8535) loss_bbox_0_hybrid: 0.2012 (0.2086) loss_giou_0_hybrid: 0.4396 (0.4515) loss_class_1_hybrid: 0.7731 (0.8104) loss_bbox_1_hybrid: 0.1944 (0.2030) loss_giou_1_hybrid: 0.4208 (0.4406) loss_class_2_hybrid: 0.7721 (0.7957) loss_bbox_2_hybrid: 0.1930 (0.1997) loss_giou_2_hybrid: 0.4162 (0.4353) loss_class_3_hybrid: 0.7485 (0.7864) loss_bbox_3_hybrid: 0.1991 (0.1994) loss_giou_3_hybrid: 0.4158 (0.4342) loss_class_4_hybrid: 0.7547 (0.7833) loss_bbox_4_hybrid: 0.1979 (0.1994) loss_giou_4_hybrid: 0.4153 (0.4340) loss_class_enc_hybrid: 0.7625 (0.8104) loss_bbox_enc_hybrid: 0.2436 (0.2504) loss_giou_enc_hybrid: 0.5104 (0.5157) mem: 1014 max mem: 36965 [2024-01-15 08:59:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:00:48 det.util.engine] INFO: Epoch: [5] [9200/11727] eta: 0:45:02 lr: 0.000100 data_time: 0.0030 iter_time: 1.0711 loss: 26.7620 (27.6612) loss_class: 0.7351 (0.7832) loss_bbox: 0.1763 (0.1849) loss_giou: 0.3802 (0.4014) loss_class_0: 0.9419 (0.9805) loss_bbox_0: 0.1782 (0.1838) loss_giou_0: 0.3885 (0.4047) loss_class_1: 0.8192 (0.8494) loss_bbox_1: 0.1857 (0.1853) loss_giou_1: 0.3821 (0.4043) loss_class_2: 0.7761 (0.8126) loss_bbox_2: 0.1769 (0.1837) loss_giou_2: 0.3833 (0.4016) loss_class_3: 0.7542 (0.7937) loss_bbox_3: 0.1796 (0.1840) loss_giou_3: 0.3778 (0.4011) loss_class_4: 0.7387 (0.7849) loss_bbox_4: 0.1777 (0.1846) loss_giou_4: 0.3800 (0.4015) loss_class_enc: 0.9055 (0.9129) loss_bbox_enc: 0.2186 (0.2221) loss_giou_enc: 0.4462 (0.4612) loss_class_dn: 0.3840 (0.3957) loss_bbox_dn: 0.2855 (0.2864) loss_giou_dn: 0.4537 (0.4661) loss_class_dn_0: 0.4749 (0.4842) loss_bbox_dn_0: 0.3846 (0.3895) loss_giou_dn_0: 0.5789 (0.5966) loss_class_dn_1: 0.4118 (0.4239) loss_bbox_dn_1: 0.3083 (0.3098) loss_giou_dn_1: 0.4792 (0.4955) loss_class_dn_2: 0.3924 (0.4032) loss_bbox_dn_2: 0.2872 (0.2901) loss_giou_dn_2: 0.4561 (0.4719) loss_class_dn_3: 0.3813 (0.3970) loss_bbox_dn_3: 0.2875 (0.2871) loss_giou_dn_3: 0.4541 (0.4672) loss_class_dn_4: 0.3822 (0.3952) loss_bbox_dn_4: 0.2856 (0.2864) loss_giou_dn_4: 0.4538 (0.4660) loss_class_hybrid: 0.7610 (0.7834) loss_bbox_hybrid: 0.2004 (0.1994) loss_giou_hybrid: 0.4012 (0.4337) loss_class_0_hybrid: 0.7816 (0.8536) loss_bbox_0_hybrid: 0.2092 (0.2086) loss_giou_0_hybrid: 0.4156 (0.4515) loss_class_1_hybrid: 0.7928 (0.8104) loss_bbox_1_hybrid: 0.1996 (0.2030) loss_giou_1_hybrid: 0.4025 (0.4406) loss_class_2_hybrid: 0.7795 (0.7957) loss_bbox_2_hybrid: 0.1958 (0.1997) loss_giou_2_hybrid: 0.3991 (0.4353) loss_class_3_hybrid: 0.7577 (0.7865) loss_bbox_3_hybrid: 0.1963 (0.1994) loss_giou_3_hybrid: 0.3984 (0.4342) loss_class_4_hybrid: 0.7516 (0.7834) loss_bbox_4_hybrid: 0.1967 (0.1994) loss_giou_4_hybrid: 0.4008 (0.4340) loss_class_enc_hybrid: 0.7552 (0.8104) loss_bbox_enc_hybrid: 0.2438 (0.2504) loss_giou_enc_hybrid: 0.4906 (0.5157) mem: 1021 max mem: 36965 [2024-01-15 09:00:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:01:43 det.util.engine] INFO: Epoch: [5] [9250/11727] eta: 0:44:09 lr: 0.000100 data_time: 0.0032 iter_time: 1.0861 loss: 25.9268 (27.6590) loss_class: 0.7401 (0.7831) loss_bbox: 0.1776 (0.1849) loss_giou: 0.3692 (0.4014) loss_class_0: 0.9197 (0.9804) loss_bbox_0: 0.1884 (0.1838) loss_giou_0: 0.3647 (0.4047) loss_class_1: 0.8092 (0.8493) loss_bbox_1: 0.1811 (0.1852) loss_giou_1: 0.3602 (0.4043) loss_class_2: 0.7890 (0.8126) loss_bbox_2: 0.1786 (0.1836) loss_giou_2: 0.3606 (0.4015) loss_class_3: 0.7634 (0.7937) loss_bbox_3: 0.1773 (0.1840) loss_giou_3: 0.3691 (0.4011) loss_class_4: 0.7460 (0.7848) loss_bbox_4: 0.1751 (0.1846) loss_giou_4: 0.3668 (0.4015) loss_class_enc: 0.8791 (0.9129) loss_bbox_enc: 0.2152 (0.2221) loss_giou_enc: 0.4314 (0.4612) loss_class_dn: 0.3918 (0.3956) loss_bbox_dn: 0.2477 (0.2863) loss_giou_dn: 0.4204 (0.4660) loss_class_dn_0: 0.4831 (0.4842) loss_bbox_dn_0: 0.3464 (0.3894) loss_giou_dn_0: 0.5630 (0.5965) loss_class_dn_1: 0.4178 (0.4239) loss_bbox_dn_1: 0.2706 (0.3097) loss_giou_dn_1: 0.4515 (0.4954) loss_class_dn_2: 0.4003 (0.4032) loss_bbox_dn_2: 0.2483 (0.2900) loss_giou_dn_2: 0.4278 (0.4718) loss_class_dn_3: 0.3926 (0.3970) loss_bbox_dn_3: 0.2481 (0.2870) loss_giou_dn_3: 0.4224 (0.4672) loss_class_dn_4: 0.3932 (0.3952) loss_bbox_dn_4: 0.2478 (0.2863) loss_giou_dn_4: 0.4202 (0.4659) loss_class_hybrid: 0.7499 (0.7833) loss_bbox_hybrid: 0.1849 (0.1993) loss_giou_hybrid: 0.3919 (0.4337) loss_class_0_hybrid: 0.8311 (0.8535) loss_bbox_0_hybrid: 0.1936 (0.2086) loss_giou_0_hybrid: 0.4215 (0.4516) loss_class_1_hybrid: 0.7721 (0.8103) loss_bbox_1_hybrid: 0.1901 (0.2030) loss_giou_1_hybrid: 0.4024 (0.4406) loss_class_2_hybrid: 0.7632 (0.7957) loss_bbox_2_hybrid: 0.1839 (0.1996) loss_giou_2_hybrid: 0.3891 (0.4353) loss_class_3_hybrid: 0.7483 (0.7864) loss_bbox_3_hybrid: 0.1860 (0.1994) loss_giou_3_hybrid: 0.3892 (0.4342) loss_class_4_hybrid: 0.7454 (0.7833) loss_bbox_4_hybrid: 0.1857 (0.1994) loss_giou_4_hybrid: 0.3910 (0.4340) loss_class_enc_hybrid: 0.7881 (0.8104) loss_bbox_enc_hybrid: 0.2351 (0.2504) loss_giou_enc_hybrid: 0.4886 (0.5157) mem: 1031 max mem: 36965 [2024-01-15 09:01:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:02:35 det.util.engine] INFO: Epoch: [5] [9300/11727] eta: 0:43:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.0324 loss: 28.1334 (27.6610) loss_class: 0.8341 (0.7832) loss_bbox: 0.1747 (0.1849) loss_giou: 0.4050 (0.4015) loss_class_0: 0.9946 (0.9805) loss_bbox_0: 0.1832 (0.1838) loss_giou_0: 0.3951 (0.4047) loss_class_1: 0.8898 (0.8494) loss_bbox_1: 0.1793 (0.1853) loss_giou_1: 0.4011 (0.4043) loss_class_2: 0.8386 (0.8126) loss_bbox_2: 0.1756 (0.1836) loss_giou_2: 0.4097 (0.4016) loss_class_3: 0.8413 (0.7938) loss_bbox_3: 0.1688 (0.1840) loss_giou_3: 0.4044 (0.4011) loss_class_4: 0.8385 (0.7849) loss_bbox_4: 0.1751 (0.1846) loss_giou_4: 0.4057 (0.4016) loss_class_enc: 0.9129 (0.9129) loss_bbox_enc: 0.2126 (0.2221) loss_giou_enc: 0.4486 (0.4613) loss_class_dn: 0.4047 (0.3957) loss_bbox_dn: 0.2680 (0.2863) loss_giou_dn: 0.4738 (0.4661) loss_class_dn_0: 0.4816 (0.4842) loss_bbox_dn_0: 0.3592 (0.3893) loss_giou_dn_0: 0.6013 (0.5966) loss_class_dn_1: 0.4255 (0.4239) loss_bbox_dn_1: 0.2919 (0.3096) loss_giou_dn_1: 0.5009 (0.4955) loss_class_dn_2: 0.4037 (0.4032) loss_bbox_dn_2: 0.2699 (0.2900) loss_giou_dn_2: 0.4774 (0.4719) loss_class_dn_3: 0.4016 (0.3970) loss_bbox_dn_3: 0.2692 (0.2870) loss_giou_dn_3: 0.4746 (0.4672) loss_class_dn_4: 0.4055 (0.3953) loss_bbox_dn_4: 0.2680 (0.2863) loss_giou_dn_4: 0.4736 (0.4660) loss_class_hybrid: 0.7821 (0.7834) loss_bbox_hybrid: 0.2043 (0.1993) loss_giou_hybrid: 0.4440 (0.4338) loss_class_0_hybrid: 0.8244 (0.8534) loss_bbox_0_hybrid: 0.2117 (0.2086) loss_giou_0_hybrid: 0.4611 (0.4517) loss_class_1_hybrid: 0.7959 (0.8103) loss_bbox_1_hybrid: 0.2091 (0.2030) loss_giou_1_hybrid: 0.4495 (0.4407) loss_class_2_hybrid: 0.7793 (0.7957) loss_bbox_2_hybrid: 0.2086 (0.1997) loss_giou_2_hybrid: 0.4452 (0.4354) loss_class_3_hybrid: 0.7765 (0.7865) loss_bbox_3_hybrid: 0.2087 (0.1994) loss_giou_3_hybrid: 0.4423 (0.4343) loss_class_4_hybrid: 0.7705 (0.7833) loss_bbox_4_hybrid: 0.2041 (0.1994) loss_giou_4_hybrid: 0.4435 (0.4341) loss_class_enc_hybrid: 0.7831 (0.8103) loss_bbox_enc_hybrid: 0.2490 (0.2504) loss_giou_enc_hybrid: 0.5196 (0.5158) mem: 1024 max mem: 36965 [2024-01-15 09:02:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:03:28 det.util.engine] INFO: Epoch: [5] [9350/11727] eta: 0:42:22 lr: 0.000100 data_time: 0.0029 iter_time: 1.0657 loss: 27.4875 (27.6610) loss_class: 0.7468 (0.7832) loss_bbox: 0.1625 (0.1849) loss_giou: 0.4017 (0.4015) loss_class_0: 0.9745 (0.9805) loss_bbox_0: 0.1652 (0.1838) loss_giou_0: 0.4037 (0.4048) loss_class_1: 0.8286 (0.8494) loss_bbox_1: 0.1736 (0.1853) loss_giou_1: 0.4137 (0.4044) loss_class_2: 0.7841 (0.8126) loss_bbox_2: 0.1693 (0.1836) loss_giou_2: 0.4033 (0.4016) loss_class_3: 0.7802 (0.7937) loss_bbox_3: 0.1631 (0.1840) loss_giou_3: 0.4058 (0.4012) loss_class_4: 0.7468 (0.7849) loss_bbox_4: 0.1648 (0.1846) loss_giou_4: 0.4062 (0.4016) loss_class_enc: 0.9135 (0.9129) loss_bbox_enc: 0.2019 (0.2221) loss_giou_enc: 0.4576 (0.4613) loss_class_dn: 0.3927 (0.3957) loss_bbox_dn: 0.2711 (0.2862) loss_giou_dn: 0.4675 (0.4661) loss_class_dn_0: 0.4793 (0.4842) loss_bbox_dn_0: 0.3632 (0.3893) loss_giou_dn_0: 0.5936 (0.5965) loss_class_dn_1: 0.4200 (0.4239) loss_bbox_dn_1: 0.2876 (0.3096) loss_giou_dn_1: 0.4874 (0.4955) loss_class_dn_2: 0.3984 (0.4032) loss_bbox_dn_2: 0.2744 (0.2900) loss_giou_dn_2: 0.4700 (0.4718) loss_class_dn_3: 0.3948 (0.3970) loss_bbox_dn_3: 0.2707 (0.2869) loss_giou_dn_3: 0.4676 (0.4672) loss_class_dn_4: 0.3903 (0.3952) loss_bbox_dn_4: 0.2710 (0.2862) loss_giou_dn_4: 0.4671 (0.4659) loss_class_hybrid: 0.7785 (0.7834) loss_bbox_hybrid: 0.1830 (0.1993) loss_giou_hybrid: 0.4238 (0.4338) loss_class_0_hybrid: 0.8390 (0.8534) loss_bbox_0_hybrid: 0.1943 (0.2086) loss_giou_0_hybrid: 0.4468 (0.4517) loss_class_1_hybrid: 0.7915 (0.8104) loss_bbox_1_hybrid: 0.1891 (0.2030) loss_giou_1_hybrid: 0.4345 (0.4408) loss_class_2_hybrid: 0.7716 (0.7957) loss_bbox_2_hybrid: 0.1834 (0.1997) loss_giou_2_hybrid: 0.4275 (0.4354) loss_class_3_hybrid: 0.7727 (0.7865) loss_bbox_3_hybrid: 0.1845 (0.1994) loss_giou_3_hybrid: 0.4269 (0.4343) loss_class_4_hybrid: 0.7789 (0.7834) loss_bbox_4_hybrid: 0.1819 (0.1994) loss_giou_4_hybrid: 0.4256 (0.4341) loss_class_enc_hybrid: 0.7992 (0.8104) loss_bbox_enc_hybrid: 0.2288 (0.2504) loss_giou_enc_hybrid: 0.4956 (0.5158) mem: 1017 max mem: 36965 [2024-01-15 09:03:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:04:22 det.util.engine] INFO: Epoch: [5] [9400/11727] eta: 0:41:29 lr: 0.000100 data_time: 0.0035 iter_time: 1.0720 loss: 26.9168 (27.6605) loss_class: 0.8199 (0.7833) loss_bbox: 0.1631 (0.1848) loss_giou: 0.3464 (0.4014) loss_class_0: 0.9689 (0.9805) loss_bbox_0: 0.1648 (0.1838) loss_giou_0: 0.3622 (0.4047) loss_class_1: 0.8587 (0.8495) loss_bbox_1: 0.1670 (0.1853) loss_giou_1: 0.3463 (0.4043) loss_class_2: 0.8177 (0.8127) loss_bbox_2: 0.1643 (0.1836) loss_giou_2: 0.3427 (0.4016) loss_class_3: 0.7858 (0.7938) loss_bbox_3: 0.1617 (0.1840) loss_giou_3: 0.3535 (0.4011) loss_class_4: 0.8183 (0.7850) loss_bbox_4: 0.1627 (0.1846) loss_giou_4: 0.3463 (0.4015) loss_class_enc: 0.9227 (0.9130) loss_bbox_enc: 0.1992 (0.2220) loss_giou_enc: 0.4157 (0.4612) loss_class_dn: 0.3861 (0.3957) loss_bbox_dn: 0.2537 (0.2862) loss_giou_dn: 0.4475 (0.4660) loss_class_dn_0: 0.4861 (0.4842) loss_bbox_dn_0: 0.3582 (0.3892) loss_giou_dn_0: 0.5798 (0.5965) loss_class_dn_1: 0.4212 (0.4239) loss_bbox_dn_1: 0.2681 (0.3095) loss_giou_dn_1: 0.4759 (0.4954) loss_class_dn_2: 0.3953 (0.4032) loss_bbox_dn_2: 0.2515 (0.2899) loss_giou_dn_2: 0.4533 (0.4718) loss_class_dn_3: 0.3868 (0.3970) loss_bbox_dn_3: 0.2526 (0.2869) loss_giou_dn_3: 0.4478 (0.4671) loss_class_dn_4: 0.3847 (0.3952) loss_bbox_dn_4: 0.2538 (0.2862) loss_giou_dn_4: 0.4477 (0.4659) loss_class_hybrid: 0.8090 (0.7836) loss_bbox_hybrid: 0.1754 (0.1993) loss_giou_hybrid: 0.3653 (0.4337) loss_class_0_hybrid: 0.8472 (0.8535) loss_bbox_0_hybrid: 0.1858 (0.2086) loss_giou_0_hybrid: 0.3965 (0.4516) loss_class_1_hybrid: 0.8441 (0.8105) loss_bbox_1_hybrid: 0.1793 (0.2030) loss_giou_1_hybrid: 0.3732 (0.4407) loss_class_2_hybrid: 0.7996 (0.7959) loss_bbox_2_hybrid: 0.1764 (0.1996) loss_giou_2_hybrid: 0.3686 (0.4353) loss_class_3_hybrid: 0.8132 (0.7867) loss_bbox_3_hybrid: 0.1755 (0.1994) loss_giou_3_hybrid: 0.3656 (0.4342) loss_class_4_hybrid: 0.8129 (0.7836) loss_bbox_4_hybrid: 0.1756 (0.1993) loss_giou_4_hybrid: 0.3649 (0.4340) loss_class_enc_hybrid: 0.8089 (0.8104) loss_bbox_enc_hybrid: 0.2326 (0.2504) loss_giou_enc_hybrid: 0.4623 (0.5157) mem: 1029 max mem: 36965 [2024-01-15 09:04:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:05:15 det.util.engine] INFO: Epoch: [5] [9450/11727] eta: 0:40:35 lr: 0.000100 data_time: 0.0030 iter_time: 1.0215 loss: 25.8110 (27.6573) loss_class: 0.7598 (0.7833) loss_bbox: 0.1502 (0.1848) loss_giou: 0.3642 (0.4013) loss_class_0: 0.9233 (0.9805) loss_bbox_0: 0.1592 (0.1838) loss_giou_0: 0.3648 (0.4046) loss_class_1: 0.7974 (0.8495) loss_bbox_1: 0.1505 (0.1852) loss_giou_1: 0.3627 (0.4042) loss_class_2: 0.7824 (0.8128) loss_bbox_2: 0.1470 (0.1836) loss_giou_2: 0.3530 (0.4014) loss_class_3: 0.7646 (0.7939) loss_bbox_3: 0.1464 (0.1840) loss_giou_3: 0.3602 (0.4010) loss_class_4: 0.7545 (0.7850) loss_bbox_4: 0.1458 (0.1845) loss_giou_4: 0.3641 (0.4014) loss_class_enc: 0.8859 (0.9130) loss_bbox_enc: 0.2015 (0.2220) loss_giou_enc: 0.4324 (0.4611) loss_class_dn: 0.3807 (0.3956) loss_bbox_dn: 0.2322 (0.2861) loss_giou_dn: 0.4248 (0.4659) loss_class_dn_0: 0.4782 (0.4841) loss_bbox_dn_0: 0.3562 (0.3892) loss_giou_dn_0: 0.5519 (0.5963) loss_class_dn_1: 0.4105 (0.4238) loss_bbox_dn_1: 0.2678 (0.3095) loss_giou_dn_1: 0.4518 (0.4953) loss_class_dn_2: 0.3846 (0.4032) loss_bbox_dn_2: 0.2400 (0.2899) loss_giou_dn_2: 0.4294 (0.4717) loss_class_dn_3: 0.3784 (0.3970) loss_bbox_dn_3: 0.2346 (0.2868) loss_giou_dn_3: 0.4278 (0.4670) loss_class_dn_4: 0.3767 (0.3952) loss_bbox_dn_4: 0.2323 (0.2861) loss_giou_dn_4: 0.4249 (0.4658) loss_class_hybrid: 0.7844 (0.7836) loss_bbox_hybrid: 0.1660 (0.1992) loss_giou_hybrid: 0.3695 (0.4336) loss_class_0_hybrid: 0.8286 (0.8536) loss_bbox_0_hybrid: 0.1808 (0.2085) loss_giou_0_hybrid: 0.3960 (0.4515) loss_class_1_hybrid: 0.7909 (0.8106) loss_bbox_1_hybrid: 0.1703 (0.2029) loss_giou_1_hybrid: 0.3783 (0.4405) loss_class_2_hybrid: 0.7781 (0.7959) loss_bbox_2_hybrid: 0.1658 (0.1996) loss_giou_2_hybrid: 0.3724 (0.4352) loss_class_3_hybrid: 0.7905 (0.7867) loss_bbox_3_hybrid: 0.1670 (0.1993) loss_giou_3_hybrid: 0.3654 (0.4341) loss_class_4_hybrid: 0.7746 (0.7836) loss_bbox_4_hybrid: 0.1633 (0.1993) loss_giou_4_hybrid: 0.3685 (0.4338) loss_class_enc_hybrid: 0.7881 (0.8104) loss_bbox_enc_hybrid: 0.2278 (0.2503) loss_giou_enc_hybrid: 0.4638 (0.5156) mem: 1022 max mem: 36965 [2024-01-15 09:05:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:06:09 det.util.engine] INFO: Epoch: [5] [9500/11727] eta: 0:39:42 lr: 0.000100 data_time: 0.0031 iter_time: 1.0642 loss: 26.7493 (27.6544) loss_class: 0.7741 (0.7834) loss_bbox: 0.1601 (0.1848) loss_giou: 0.3712 (0.4012) loss_class_0: 0.9387 (0.9806) loss_bbox_0: 0.1721 (0.1837) loss_giou_0: 0.3837 (0.4044) loss_class_1: 0.8250 (0.8495) loss_bbox_1: 0.1689 (0.1852) loss_giou_1: 0.3899 (0.4041) loss_class_2: 0.7925 (0.8128) loss_bbox_2: 0.1701 (0.1835) loss_giou_2: 0.3821 (0.4013) loss_class_3: 0.7631 (0.7938) loss_bbox_3: 0.1768 (0.1839) loss_giou_3: 0.3696 (0.4008) loss_class_4: 0.7743 (0.7850) loss_bbox_4: 0.1601 (0.1845) loss_giou_4: 0.3694 (0.4013) loss_class_enc: 0.8887 (0.9130) loss_bbox_enc: 0.2145 (0.2220) loss_giou_enc: 0.4319 (0.4610) loss_class_dn: 0.3948 (0.3956) loss_bbox_dn: 0.2459 (0.2861) loss_giou_dn: 0.4388 (0.4658) loss_class_dn_0: 0.4703 (0.4842) loss_bbox_dn_0: 0.3445 (0.3892) loss_giou_dn_0: 0.5818 (0.5962) loss_class_dn_1: 0.4159 (0.4238) loss_bbox_dn_1: 0.2647 (0.3095) loss_giou_dn_1: 0.4715 (0.4952) loss_class_dn_2: 0.3968 (0.4031) loss_bbox_dn_2: 0.2505 (0.2898) loss_giou_dn_2: 0.4497 (0.4715) loss_class_dn_3: 0.3923 (0.3969) loss_bbox_dn_3: 0.2472 (0.2868) loss_giou_dn_3: 0.4399 (0.4669) loss_class_dn_4: 0.3917 (0.3952) loss_bbox_dn_4: 0.2458 (0.2861) loss_giou_dn_4: 0.4387 (0.4656) loss_class_hybrid: 0.7664 (0.7837) loss_bbox_hybrid: 0.1827 (0.1992) loss_giou_hybrid: 0.3826 (0.4335) loss_class_0_hybrid: 0.8433 (0.8537) loss_bbox_0_hybrid: 0.1926 (0.2085) loss_giou_0_hybrid: 0.3987 (0.4513) loss_class_1_hybrid: 0.8009 (0.8106) loss_bbox_1_hybrid: 0.1914 (0.2029) loss_giou_1_hybrid: 0.3866 (0.4404) loss_class_2_hybrid: 0.7766 (0.7960) loss_bbox_2_hybrid: 0.1853 (0.1995) loss_giou_2_hybrid: 0.3847 (0.4350) loss_class_3_hybrid: 0.7706 (0.7868) loss_bbox_3_hybrid: 0.1820 (0.1993) loss_giou_3_hybrid: 0.3822 (0.4339) loss_class_4_hybrid: 0.7624 (0.7837) loss_bbox_4_hybrid: 0.1843 (0.1992) loss_giou_4_hybrid: 0.3849 (0.4337) loss_class_enc_hybrid: 0.7990 (0.8105) loss_bbox_enc_hybrid: 0.2307 (0.2503) loss_giou_enc_hybrid: 0.4537 (0.5154) mem: 1020 max mem: 36965 [2024-01-15 09:06:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:07:02 det.util.engine] INFO: Epoch: [5] [9550/11727] eta: 0:38:48 lr: 0.000100 data_time: 0.0034 iter_time: 1.0392 loss: 28.1456 (27.6557) loss_class: 0.8062 (0.7835) loss_bbox: 0.1910 (0.1848) loss_giou: 0.3807 (0.4011) loss_class_0: 0.9748 (0.9806) loss_bbox_0: 0.1816 (0.1838) loss_giou_0: 0.4021 (0.4044) loss_class_1: 0.8764 (0.8496) loss_bbox_1: 0.1873 (0.1852) loss_giou_1: 0.3972 (0.4040) loss_class_2: 0.8532 (0.8129) loss_bbox_2: 0.1885 (0.1836) loss_giou_2: 0.3789 (0.4012) loss_class_3: 0.8067 (0.7939) loss_bbox_3: 0.1920 (0.1840) loss_giou_3: 0.3958 (0.4007) loss_class_4: 0.7977 (0.7852) loss_bbox_4: 0.1916 (0.1845) loss_giou_4: 0.3860 (0.4012) loss_class_enc: 0.9175 (0.9131) loss_bbox_enc: 0.2043 (0.2220) loss_giou_enc: 0.4504 (0.4609) loss_class_dn: 0.3916 (0.3956) loss_bbox_dn: 0.2813 (0.2862) loss_giou_dn: 0.4755 (0.4658) loss_class_dn_0: 0.4800 (0.4842) loss_bbox_dn_0: 0.3896 (0.3894) loss_giou_dn_0: 0.6094 (0.5962) loss_class_dn_1: 0.4155 (0.4238) loss_bbox_dn_1: 0.2995 (0.3096) loss_giou_dn_1: 0.4992 (0.4951) loss_class_dn_2: 0.3936 (0.4031) loss_bbox_dn_2: 0.2784 (0.2900) loss_giou_dn_2: 0.4809 (0.4715) loss_class_dn_3: 0.3914 (0.3969) loss_bbox_dn_3: 0.2795 (0.2869) loss_giou_dn_3: 0.4770 (0.4669) loss_class_dn_4: 0.3910 (0.3952) loss_bbox_dn_4: 0.2815 (0.2862) loss_giou_dn_4: 0.4756 (0.4656) loss_class_hybrid: 0.8100 (0.7838) loss_bbox_hybrid: 0.1972 (0.1993) loss_giou_hybrid: 0.4210 (0.4334) loss_class_0_hybrid: 0.8610 (0.8537) loss_bbox_0_hybrid: 0.2018 (0.2085) loss_giou_0_hybrid: 0.4329 (0.4512) loss_class_1_hybrid: 0.8324 (0.8107) loss_bbox_1_hybrid: 0.2029 (0.2029) loss_giou_1_hybrid: 0.4290 (0.4403) loss_class_2_hybrid: 0.8147 (0.7961) loss_bbox_2_hybrid: 0.1969 (0.1996) loss_giou_2_hybrid: 0.4272 (0.4349) loss_class_3_hybrid: 0.8068 (0.7869) loss_bbox_3_hybrid: 0.1980 (0.1993) loss_giou_3_hybrid: 0.4212 (0.4338) loss_class_4_hybrid: 0.7865 (0.7838) loss_bbox_4_hybrid: 0.1995 (0.1993) loss_giou_4_hybrid: 0.4212 (0.4336) loss_class_enc_hybrid: 0.8124 (0.8106) loss_bbox_enc_hybrid: 0.2437 (0.2504) loss_giou_enc_hybrid: 0.5076 (0.5153) mem: 1020 max mem: 36965 [2024-01-15 09:07:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:07:54 det.util.engine] INFO: Epoch: [5] [9600/11727] eta: 0:37:54 lr: 0.000100 data_time: 0.0030 iter_time: 1.0698 loss: 26.4715 (27.6525) loss_class: 0.7422 (0.7833) loss_bbox: 0.1670 (0.1848) loss_giou: 0.3710 (0.4011) loss_class_0: 0.8890 (0.9804) loss_bbox_0: 0.1725 (0.1838) loss_giou_0: 0.4028 (0.4044) loss_class_1: 0.7880 (0.8493) loss_bbox_1: 0.1757 (0.1852) loss_giou_1: 0.4081 (0.4040) loss_class_2: 0.7617 (0.8127) loss_bbox_2: 0.1789 (0.1836) loss_giou_2: 0.3658 (0.4012) loss_class_3: 0.7412 (0.7937) loss_bbox_3: 0.1682 (0.1840) loss_giou_3: 0.3790 (0.4008) loss_class_4: 0.7472 (0.7850) loss_bbox_4: 0.1703 (0.1845) loss_giou_4: 0.3792 (0.4012) loss_class_enc: 0.8668 (0.9130) loss_bbox_enc: 0.2008 (0.2220) loss_giou_enc: 0.4408 (0.4609) loss_class_dn: 0.3969 (0.3956) loss_bbox_dn: 0.2354 (0.2861) loss_giou_dn: 0.4617 (0.4657) loss_class_dn_0: 0.4745 (0.4841) loss_bbox_dn_0: 0.3419 (0.3892) loss_giou_dn_0: 0.6064 (0.5961) loss_class_dn_1: 0.4203 (0.4238) loss_bbox_dn_1: 0.2558 (0.3095) loss_giou_dn_1: 0.4949 (0.4951) loss_class_dn_2: 0.3996 (0.4031) loss_bbox_dn_2: 0.2397 (0.2898) loss_giou_dn_2: 0.4692 (0.4715) loss_class_dn_3: 0.3992 (0.3969) loss_bbox_dn_3: 0.2364 (0.2868) loss_giou_dn_3: 0.4618 (0.4668) loss_class_dn_4: 0.3960 (0.3951) loss_bbox_dn_4: 0.2354 (0.2861) loss_giou_dn_4: 0.4620 (0.4656) loss_class_hybrid: 0.7212 (0.7836) loss_bbox_hybrid: 0.1850 (0.1992) loss_giou_hybrid: 0.4146 (0.4334) loss_class_0_hybrid: 0.7830 (0.8536) loss_bbox_0_hybrid: 0.1939 (0.2085) loss_giou_0_hybrid: 0.4174 (0.4512) loss_class_1_hybrid: 0.7479 (0.8105) loss_bbox_1_hybrid: 0.1918 (0.2029) loss_giou_1_hybrid: 0.4164 (0.4403) loss_class_2_hybrid: 0.7338 (0.7959) loss_bbox_2_hybrid: 0.1968 (0.1996) loss_giou_2_hybrid: 0.4139 (0.4350) loss_class_3_hybrid: 0.7245 (0.7867) loss_bbox_3_hybrid: 0.1909 (0.1993) loss_giou_3_hybrid: 0.4128 (0.4339) loss_class_4_hybrid: 0.7126 (0.7836) loss_bbox_4_hybrid: 0.1881 (0.1993) loss_giou_4_hybrid: 0.4138 (0.4336) loss_class_enc_hybrid: 0.7502 (0.8104) loss_bbox_enc_hybrid: 0.2254 (0.2503) loss_giou_enc_hybrid: 0.4928 (0.5153) mem: 1025 max mem: 36965 [2024-01-15 09:07:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:08:49 det.util.engine] INFO: Epoch: [5] [9650/11727] eta: 0:37:01 lr: 0.000100 data_time: 0.0034 iter_time: 1.0522 loss: 27.1074 (27.6520) loss_class: 0.7461 (0.7832) loss_bbox: 0.1635 (0.1848) loss_giou: 0.4097 (0.4011) loss_class_0: 0.9363 (0.9803) loss_bbox_0: 0.1752 (0.1838) loss_giou_0: 0.4072 (0.4044) loss_class_1: 0.8025 (0.8493) loss_bbox_1: 0.1731 (0.1853) loss_giou_1: 0.4042 (0.4040) loss_class_2: 0.7585 (0.8127) loss_bbox_2: 0.1668 (0.1836) loss_giou_2: 0.4012 (0.4012) loss_class_3: 0.7783 (0.7938) loss_bbox_3: 0.1640 (0.1840) loss_giou_3: 0.4091 (0.4007) loss_class_4: 0.7670 (0.7849) loss_bbox_4: 0.1635 (0.1846) loss_giou_4: 0.4103 (0.4012) loss_class_enc: 0.8390 (0.9129) loss_bbox_enc: 0.2111 (0.2220) loss_giou_enc: 0.4575 (0.4609) loss_class_dn: 0.3875 (0.3955) loss_bbox_dn: 0.2511 (0.2861) loss_giou_dn: 0.4721 (0.4657) loss_class_dn_0: 0.4747 (0.4841) loss_bbox_dn_0: 0.3346 (0.3893) loss_giou_dn_0: 0.5849 (0.5961) loss_class_dn_1: 0.4116 (0.4238) loss_bbox_dn_1: 0.2725 (0.3095) loss_giou_dn_1: 0.4913 (0.4951) loss_class_dn_2: 0.3976 (0.4031) loss_bbox_dn_2: 0.2544 (0.2899) loss_giou_dn_2: 0.4720 (0.4714) loss_class_dn_3: 0.3894 (0.3969) loss_bbox_dn_3: 0.2535 (0.2868) loss_giou_dn_3: 0.4719 (0.4668) loss_class_dn_4: 0.3869 (0.3951) loss_bbox_dn_4: 0.2510 (0.2861) loss_giou_dn_4: 0.4720 (0.4655) loss_class_hybrid: 0.7543 (0.7836) loss_bbox_hybrid: 0.1806 (0.1993) loss_giou_hybrid: 0.4239 (0.4334) loss_class_0_hybrid: 0.8173 (0.8536) loss_bbox_0_hybrid: 0.1889 (0.2086) loss_giou_0_hybrid: 0.4314 (0.4512) loss_class_1_hybrid: 0.7588 (0.8106) loss_bbox_1_hybrid: 0.1858 (0.2029) loss_giou_1_hybrid: 0.4289 (0.4403) loss_class_2_hybrid: 0.7584 (0.7959) loss_bbox_2_hybrid: 0.1826 (0.1996) loss_giou_2_hybrid: 0.4203 (0.4349) loss_class_3_hybrid: 0.7576 (0.7867) loss_bbox_3_hybrid: 0.1821 (0.1994) loss_giou_3_hybrid: 0.4230 (0.4338) loss_class_4_hybrid: 0.7467 (0.7836) loss_bbox_4_hybrid: 0.1825 (0.1993) loss_giou_4_hybrid: 0.4232 (0.4336) loss_class_enc_hybrid: 0.7745 (0.8104) loss_bbox_enc_hybrid: 0.2333 (0.2504) loss_giou_enc_hybrid: 0.5002 (0.5153) mem: 1032 max mem: 36965 [2024-01-15 09:08:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:09:44 det.util.engine] INFO: Epoch: [5] [9700/11727] eta: 0:36:08 lr: 0.000100 data_time: 0.0033 iter_time: 1.1139 loss: 26.7104 (27.6487) loss_class: 0.7196 (0.7831) loss_bbox: 0.1935 (0.1848) loss_giou: 0.4047 (0.4011) loss_class_0: 0.9070 (0.9802) loss_bbox_0: 0.1852 (0.1838) loss_giou_0: 0.3890 (0.4044) loss_class_1: 0.7691 (0.8492) loss_bbox_1: 0.1965 (0.1852) loss_giou_1: 0.4031 (0.4040) loss_class_2: 0.7517 (0.8126) loss_bbox_2: 0.1890 (0.1836) loss_giou_2: 0.4100 (0.4012) loss_class_3: 0.7351 (0.7936) loss_bbox_3: 0.1963 (0.1840) loss_giou_3: 0.4069 (0.4007) loss_class_4: 0.7175 (0.7848) loss_bbox_4: 0.1965 (0.1845) loss_giou_4: 0.4083 (0.4012) loss_class_enc: 0.8577 (0.9128) loss_bbox_enc: 0.2312 (0.2220) loss_giou_enc: 0.4436 (0.4609) loss_class_dn: 0.3911 (0.3956) loss_bbox_dn: 0.2745 (0.2860) loss_giou_dn: 0.4473 (0.4657) loss_class_dn_0: 0.4788 (0.4841) loss_bbox_dn_0: 0.3758 (0.3892) loss_giou_dn_0: 0.5956 (0.5961) loss_class_dn_1: 0.4229 (0.4238) loss_bbox_dn_1: 0.2956 (0.3094) loss_giou_dn_1: 0.4879 (0.4950) loss_class_dn_2: 0.4025 (0.4031) loss_bbox_dn_2: 0.2783 (0.2898) loss_giou_dn_2: 0.4553 (0.4714) loss_class_dn_3: 0.3938 (0.3969) loss_bbox_dn_3: 0.2758 (0.2867) loss_giou_dn_3: 0.4501 (0.4668) loss_class_dn_4: 0.3897 (0.3951) loss_bbox_dn_4: 0.2746 (0.2860) loss_giou_dn_4: 0.4472 (0.4655) loss_class_hybrid: 0.7390 (0.7835) loss_bbox_hybrid: 0.2049 (0.1992) loss_giou_hybrid: 0.4322 (0.4334) loss_class_0_hybrid: 0.8116 (0.8534) loss_bbox_0_hybrid: 0.2128 (0.2085) loss_giou_0_hybrid: 0.4513 (0.4512) loss_class_1_hybrid: 0.7801 (0.8104) loss_bbox_1_hybrid: 0.2102 (0.2029) loss_giou_1_hybrid: 0.4423 (0.4403) loss_class_2_hybrid: 0.7482 (0.7958) loss_bbox_2_hybrid: 0.2063 (0.1996) loss_giou_2_hybrid: 0.4352 (0.4349) loss_class_3_hybrid: 0.7418 (0.7866) loss_bbox_3_hybrid: 0.2056 (0.1993) loss_giou_3_hybrid: 0.4330 (0.4338) loss_class_4_hybrid: 0.7449 (0.7834) loss_bbox_4_hybrid: 0.2053 (0.1993) loss_giou_4_hybrid: 0.4333 (0.4336) loss_class_enc_hybrid: 0.7764 (0.8103) loss_bbox_enc_hybrid: 0.2516 (0.2503) loss_giou_enc_hybrid: 0.5135 (0.5153) mem: 1023 max mem: 36965 [2024-01-15 09:09:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:10:38 det.util.engine] INFO: Epoch: [5] [9750/11727] eta: 0:35:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0302 loss: 25.8609 (27.6455) loss_class: 0.7373 (0.7831) loss_bbox: 0.1902 (0.1848) loss_giou: 0.3493 (0.4009) loss_class_0: 0.9357 (0.9801) loss_bbox_0: 0.1982 (0.1838) loss_giou_0: 0.3414 (0.4042) loss_class_1: 0.7932 (0.8491) loss_bbox_1: 0.1810 (0.1852) loss_giou_1: 0.3524 (0.4039) loss_class_2: 0.7881 (0.8126) loss_bbox_2: 0.1796 (0.1836) loss_giou_2: 0.3389 (0.4011) loss_class_3: 0.7601 (0.7936) loss_bbox_3: 0.1910 (0.1840) loss_giou_3: 0.3479 (0.4006) loss_class_4: 0.7380 (0.7848) loss_bbox_4: 0.1902 (0.1845) loss_giou_4: 0.3399 (0.4010) loss_class_enc: 0.9140 (0.9128) loss_bbox_enc: 0.2307 (0.2220) loss_giou_enc: 0.3932 (0.4607) loss_class_dn: 0.3788 (0.3955) loss_bbox_dn: 0.2723 (0.2860) loss_giou_dn: 0.4027 (0.4655) loss_class_dn_0: 0.4779 (0.4841) loss_bbox_dn_0: 0.3759 (0.3892) loss_giou_dn_0: 0.5340 (0.5959) loss_class_dn_1: 0.4172 (0.4237) loss_bbox_dn_1: 0.2919 (0.3094) loss_giou_dn_1: 0.4346 (0.4949) loss_class_dn_2: 0.3879 (0.4030) loss_bbox_dn_2: 0.2790 (0.2898) loss_giou_dn_2: 0.4146 (0.4712) loss_class_dn_3: 0.3817 (0.3969) loss_bbox_dn_3: 0.2728 (0.2868) loss_giou_dn_3: 0.4059 (0.4666) loss_class_dn_4: 0.3805 (0.3951) loss_bbox_dn_4: 0.2721 (0.2860) loss_giou_dn_4: 0.4026 (0.4653) loss_class_hybrid: 0.7538 (0.7834) loss_bbox_hybrid: 0.1976 (0.1993) loss_giou_hybrid: 0.3637 (0.4332) loss_class_0_hybrid: 0.8671 (0.8535) loss_bbox_0_hybrid: 0.2069 (0.2085) loss_giou_0_hybrid: 0.3620 (0.4510) loss_class_1_hybrid: 0.7933 (0.8105) loss_bbox_1_hybrid: 0.2021 (0.2029) loss_giou_1_hybrid: 0.3704 (0.4401) loss_class_2_hybrid: 0.7775 (0.7958) loss_bbox_2_hybrid: 0.1972 (0.1996) loss_giou_2_hybrid: 0.3676 (0.4348) loss_class_3_hybrid: 0.7635 (0.7865) loss_bbox_3_hybrid: 0.1991 (0.1993) loss_giou_3_hybrid: 0.3593 (0.4337) loss_class_4_hybrid: 0.7607 (0.7834) loss_bbox_4_hybrid: 0.1995 (0.1993) loss_giou_4_hybrid: 0.3622 (0.4334) loss_class_enc_hybrid: 0.8443 (0.8104) loss_bbox_enc_hybrid: 0.2595 (0.2503) loss_giou_enc_hybrid: 0.4222 (0.5151) mem: 1019 max mem: 36965 [2024-01-15 09:10:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:11:32 det.util.engine] INFO: Epoch: [5] [9800/11727] eta: 0:34:21 lr: 0.000100 data_time: 0.0033 iter_time: 1.0800 loss: 27.3613 (27.6441) loss_class: 0.7682 (0.7831) loss_bbox: 0.1848 (0.1848) loss_giou: 0.4046 (0.4008) loss_class_0: 0.9415 (0.9801) loss_bbox_0: 0.1888 (0.1838) loss_giou_0: 0.4020 (0.4042) loss_class_1: 0.8405 (0.8491) loss_bbox_1: 0.1931 (0.1852) loss_giou_1: 0.4017 (0.4038) loss_class_2: 0.7627 (0.8126) loss_bbox_2: 0.1868 (0.1836) loss_giou_2: 0.4121 (0.4010) loss_class_3: 0.7803 (0.7936) loss_bbox_3: 0.1880 (0.1840) loss_giou_3: 0.4053 (0.4005) loss_class_4: 0.7765 (0.7848) loss_bbox_4: 0.1892 (0.1845) loss_giou_4: 0.4006 (0.4009) loss_class_enc: 0.9119 (0.9128) loss_bbox_enc: 0.2217 (0.2220) loss_giou_enc: 0.4673 (0.4606) loss_class_dn: 0.3841 (0.3955) loss_bbox_dn: 0.2769 (0.2861) loss_giou_dn: 0.4789 (0.4654) loss_class_dn_0: 0.4717 (0.4841) loss_bbox_dn_0: 0.3901 (0.3893) loss_giou_dn_0: 0.5945 (0.5959) loss_class_dn_1: 0.4146 (0.4237) loss_bbox_dn_1: 0.3081 (0.3095) loss_giou_dn_1: 0.5060 (0.4948) loss_class_dn_2: 0.3902 (0.4030) loss_bbox_dn_2: 0.2780 (0.2898) loss_giou_dn_2: 0.4872 (0.4712) loss_class_dn_3: 0.3870 (0.3968) loss_bbox_dn_3: 0.2751 (0.2868) loss_giou_dn_3: 0.4759 (0.4666) loss_class_dn_4: 0.3833 (0.3951) loss_bbox_dn_4: 0.2769 (0.2861) loss_giou_dn_4: 0.4785 (0.4653) loss_class_hybrid: 0.7635 (0.7834) loss_bbox_hybrid: 0.1992 (0.1993) loss_giou_hybrid: 0.4455 (0.4331) loss_class_0_hybrid: 0.8315 (0.8535) loss_bbox_0_hybrid: 0.2061 (0.2085) loss_giou_0_hybrid: 0.4618 (0.4509) loss_class_1_hybrid: 0.7781 (0.8104) loss_bbox_1_hybrid: 0.2073 (0.2029) loss_giou_1_hybrid: 0.4543 (0.4400) loss_class_2_hybrid: 0.7664 (0.7957) loss_bbox_2_hybrid: 0.2075 (0.1996) loss_giou_2_hybrid: 0.4453 (0.4347) loss_class_3_hybrid: 0.7644 (0.7865) loss_bbox_3_hybrid: 0.2088 (0.1993) loss_giou_3_hybrid: 0.4434 (0.4336) loss_class_4_hybrid: 0.7753 (0.7834) loss_bbox_4_hybrid: 0.2057 (0.1993) loss_giou_4_hybrid: 0.4477 (0.4334) loss_class_enc_hybrid: 0.7979 (0.8104) loss_bbox_enc_hybrid: 0.2572 (0.2503) loss_giou_enc_hybrid: 0.5218 (0.5150) mem: 1022 max mem: 36965 [2024-01-15 09:11:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:12:26 det.util.engine] INFO: Epoch: [5] [9850/11727] eta: 0:33:28 lr: 0.000100 data_time: 0.0033 iter_time: 1.0614 loss: 28.7016 (27.6430) loss_class: 0.7980 (0.7831) loss_bbox: 0.2016 (0.1848) loss_giou: 0.3920 (0.4008) loss_class_0: 0.9913 (0.9800) loss_bbox_0: 0.2048 (0.1838) loss_giou_0: 0.3967 (0.4041) loss_class_1: 0.8642 (0.8491) loss_bbox_1: 0.2022 (0.1853) loss_giou_1: 0.3987 (0.4037) loss_class_2: 0.8291 (0.8125) loss_bbox_2: 0.1989 (0.1836) loss_giou_2: 0.3884 (0.4009) loss_class_3: 0.8171 (0.7935) loss_bbox_3: 0.1951 (0.1840) loss_giou_3: 0.3904 (0.4005) loss_class_4: 0.7941 (0.7848) loss_bbox_4: 0.2023 (0.1845) loss_giou_4: 0.3955 (0.4009) loss_class_enc: 0.9162 (0.9127) loss_bbox_enc: 0.2428 (0.2220) loss_giou_enc: 0.4333 (0.4606) loss_class_dn: 0.4040 (0.3955) loss_bbox_dn: 0.3094 (0.2861) loss_giou_dn: 0.4534 (0.4654) loss_class_dn_0: 0.4984 (0.4841) loss_bbox_dn_0: 0.4146 (0.3893) loss_giou_dn_0: 0.5834 (0.5958) loss_class_dn_1: 0.4306 (0.4237) loss_bbox_dn_1: 0.3402 (0.3095) loss_giou_dn_1: 0.4841 (0.4948) loss_class_dn_2: 0.4167 (0.4030) loss_bbox_dn_2: 0.3117 (0.2898) loss_giou_dn_2: 0.4595 (0.4712) loss_class_dn_3: 0.4086 (0.3968) loss_bbox_dn_3: 0.3069 (0.2868) loss_giou_dn_3: 0.4555 (0.4665) loss_class_dn_4: 0.4034 (0.3950) loss_bbox_dn_4: 0.3096 (0.2861) loss_giou_dn_4: 0.4534 (0.4653) loss_class_hybrid: 0.8267 (0.7834) loss_bbox_hybrid: 0.2133 (0.1993) loss_giou_hybrid: 0.4161 (0.4331) loss_class_0_hybrid: 0.8882 (0.8535) loss_bbox_0_hybrid: 0.2242 (0.2085) loss_giou_0_hybrid: 0.4417 (0.4509) loss_class_1_hybrid: 0.8294 (0.8104) loss_bbox_1_hybrid: 0.2119 (0.2029) loss_giou_1_hybrid: 0.4194 (0.4400) loss_class_2_hybrid: 0.7978 (0.7957) loss_bbox_2_hybrid: 0.2111 (0.1996) loss_giou_2_hybrid: 0.4189 (0.4347) loss_class_3_hybrid: 0.8108 (0.7865) loss_bbox_3_hybrid: 0.2060 (0.1994) loss_giou_3_hybrid: 0.4181 (0.4335) loss_class_4_hybrid: 0.8169 (0.7833) loss_bbox_4_hybrid: 0.2143 (0.1993) loss_giou_4_hybrid: 0.4186 (0.4333) loss_class_enc_hybrid: 0.8280 (0.8103) loss_bbox_enc_hybrid: 0.2820 (0.2503) loss_giou_enc_hybrid: 0.4984 (0.5149) mem: 1015 max mem: 36965 [2024-01-15 09:12:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:13:20 det.util.engine] INFO: Epoch: [5] [9900/11727] eta: 0:32:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.0984 loss: 27.9022 (27.6415) loss_class: 0.7591 (0.7830) loss_bbox: 0.1816 (0.1848) loss_giou: 0.3957 (0.4009) loss_class_0: 0.9226 (0.9798) loss_bbox_0: 0.1836 (0.1838) loss_giou_0: 0.3987 (0.4042) loss_class_1: 0.8247 (0.8489) loss_bbox_1: 0.1904 (0.1853) loss_giou_1: 0.3934 (0.4038) loss_class_2: 0.7771 (0.8124) loss_bbox_2: 0.1817 (0.1836) loss_giou_2: 0.3777 (0.4010) loss_class_3: 0.7771 (0.7934) loss_bbox_3: 0.1788 (0.1840) loss_giou_3: 0.3898 (0.4005) loss_class_4: 0.7624 (0.7847) loss_bbox_4: 0.1814 (0.1846) loss_giou_4: 0.3954 (0.4010) loss_class_enc: 0.9094 (0.9126) loss_bbox_enc: 0.2340 (0.2220) loss_giou_enc: 0.4594 (0.4606) loss_class_dn: 0.3887 (0.3954) loss_bbox_dn: 0.2714 (0.2860) loss_giou_dn: 0.4575 (0.4654) loss_class_dn_0: 0.4859 (0.4840) loss_bbox_dn_0: 0.3795 (0.3893) loss_giou_dn_0: 0.5823 (0.5958) loss_class_dn_1: 0.4148 (0.4236) loss_bbox_dn_1: 0.3099 (0.3095) loss_giou_dn_1: 0.4821 (0.4948) loss_class_dn_2: 0.3957 (0.4030) loss_bbox_dn_2: 0.2778 (0.2898) loss_giou_dn_2: 0.4604 (0.4711) loss_class_dn_3: 0.3907 (0.3968) loss_bbox_dn_3: 0.2738 (0.2868) loss_giou_dn_3: 0.4570 (0.4665) loss_class_dn_4: 0.3887 (0.3950) loss_bbox_dn_4: 0.2714 (0.2860) loss_giou_dn_4: 0.4576 (0.4652) loss_class_hybrid: 0.7661 (0.7833) loss_bbox_hybrid: 0.1879 (0.1993) loss_giou_hybrid: 0.4270 (0.4331) loss_class_0_hybrid: 0.7826 (0.8534) loss_bbox_0_hybrid: 0.2080 (0.2085) loss_giou_0_hybrid: 0.4428 (0.4509) loss_class_1_hybrid: 0.7588 (0.8103) loss_bbox_1_hybrid: 0.1967 (0.2030) loss_giou_1_hybrid: 0.4295 (0.4400) loss_class_2_hybrid: 0.7488 (0.7956) loss_bbox_2_hybrid: 0.1993 (0.1996) loss_giou_2_hybrid: 0.4297 (0.4347) loss_class_3_hybrid: 0.7593 (0.7864) loss_bbox_3_hybrid: 0.1947 (0.1994) loss_giou_3_hybrid: 0.4301 (0.4336) loss_class_4_hybrid: 0.7567 (0.7833) loss_bbox_4_hybrid: 0.1948 (0.1993) loss_giou_4_hybrid: 0.4282 (0.4334) loss_class_enc_hybrid: 0.7799 (0.8103) loss_bbox_enc_hybrid: 0.2567 (0.2504) loss_giou_enc_hybrid: 0.5062 (0.5149) mem: 1016 max mem: 36965 [2024-01-15 09:13:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:14:14 det.util.engine] INFO: Epoch: [5] [9950/11727] eta: 0:31:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0952 loss: 27.8700 (27.6417) loss_class: 0.7575 (0.7829) loss_bbox: 0.1963 (0.1848) loss_giou: 0.4218 (0.4009) loss_class_0: 0.9796 (0.9797) loss_bbox_0: 0.1885 (0.1838) loss_giou_0: 0.4101 (0.4042) loss_class_1: 0.8290 (0.8489) loss_bbox_1: 0.1956 (0.1853) loss_giou_1: 0.4159 (0.4038) loss_class_2: 0.8233 (0.8124) loss_bbox_2: 0.1929 (0.1836) loss_giou_2: 0.4110 (0.4010) loss_class_3: 0.7744 (0.7933) loss_bbox_3: 0.1913 (0.1840) loss_giou_3: 0.4153 (0.4006) loss_class_4: 0.7737 (0.7846) loss_bbox_4: 0.1929 (0.1846) loss_giou_4: 0.4173 (0.4010) loss_class_enc: 0.9038 (0.9126) loss_bbox_enc: 0.2321 (0.2220) loss_giou_enc: 0.4567 (0.4606) loss_class_dn: 0.3866 (0.3954) loss_bbox_dn: 0.3142 (0.2861) loss_giou_dn: 0.4793 (0.4654) loss_class_dn_0: 0.4746 (0.4840) loss_bbox_dn_0: 0.4099 (0.3893) loss_giou_dn_0: 0.6090 (0.5958) loss_class_dn_1: 0.4154 (0.4236) loss_bbox_dn_1: 0.3408 (0.3095) loss_giou_dn_1: 0.5108 (0.4948) loss_class_dn_2: 0.3977 (0.4029) loss_bbox_dn_2: 0.3183 (0.2898) loss_giou_dn_2: 0.4862 (0.4712) loss_class_dn_3: 0.3889 (0.3968) loss_bbox_dn_3: 0.3159 (0.2868) loss_giou_dn_3: 0.4804 (0.4665) loss_class_dn_4: 0.3866 (0.3950) loss_bbox_dn_4: 0.3141 (0.2861) loss_giou_dn_4: 0.4793 (0.4653) loss_class_hybrid: 0.7884 (0.7833) loss_bbox_hybrid: 0.2085 (0.1993) loss_giou_hybrid: 0.4257 (0.4332) loss_class_0_hybrid: 0.8366 (0.8533) loss_bbox_0_hybrid: 0.2279 (0.2085) loss_giou_0_hybrid: 0.4588 (0.4510) loss_class_1_hybrid: 0.8146 (0.8102) loss_bbox_1_hybrid: 0.2215 (0.2030) loss_giou_1_hybrid: 0.4397 (0.4401) loss_class_2_hybrid: 0.8104 (0.7956) loss_bbox_2_hybrid: 0.2084 (0.1996) loss_giou_2_hybrid: 0.4282 (0.4348) loss_class_3_hybrid: 0.8057 (0.7863) loss_bbox_3_hybrid: 0.2065 (0.1994) loss_giou_3_hybrid: 0.4298 (0.4336) loss_class_4_hybrid: 0.7928 (0.7832) loss_bbox_4_hybrid: 0.2062 (0.1993) loss_giou_4_hybrid: 0.4200 (0.4334) loss_class_enc_hybrid: 0.7866 (0.8102) loss_bbox_enc_hybrid: 0.2647 (0.2504) loss_giou_enc_hybrid: 0.5082 (0.5150) mem: 1024 max mem: 36965 [2024-01-15 09:14:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:15:09 det.util.engine] INFO: Epoch: [5] [10000/11727] eta: 0:30:48 lr: 0.000100 data_time: 0.0032 iter_time: 1.0710 loss: 26.8128 (27.6409) loss_class: 0.7704 (0.7829) loss_bbox: 0.1634 (0.1848) loss_giou: 0.3698 (0.4009) loss_class_0: 0.9315 (0.9798) loss_bbox_0: 0.1674 (0.1838) loss_giou_0: 0.3713 (0.4042) loss_class_1: 0.8283 (0.8489) loss_bbox_1: 0.1715 (0.1853) loss_giou_1: 0.3642 (0.4038) loss_class_2: 0.7834 (0.8123) loss_bbox_2: 0.1603 (0.1836) loss_giou_2: 0.3709 (0.4010) loss_class_3: 0.7886 (0.7933) loss_bbox_3: 0.1585 (0.1840) loss_giou_3: 0.3660 (0.4005) loss_class_4: 0.7796 (0.7846) loss_bbox_4: 0.1638 (0.1845) loss_giou_4: 0.3655 (0.4010) loss_class_enc: 0.8693 (0.9127) loss_bbox_enc: 0.1998 (0.2220) loss_giou_enc: 0.4237 (0.4606) loss_class_dn: 0.3891 (0.3954) loss_bbox_dn: 0.2566 (0.2861) loss_giou_dn: 0.4365 (0.4654) loss_class_dn_0: 0.4732 (0.4840) loss_bbox_dn_0: 0.3757 (0.3893) loss_giou_dn_0: 0.5804 (0.5958) loss_class_dn_1: 0.4141 (0.4236) loss_bbox_dn_1: 0.2744 (0.3095) loss_giou_dn_1: 0.4590 (0.4948) loss_class_dn_2: 0.3962 (0.4029) loss_bbox_dn_2: 0.2634 (0.2898) loss_giou_dn_2: 0.4406 (0.4712) loss_class_dn_3: 0.3888 (0.3967) loss_bbox_dn_3: 0.2587 (0.2868) loss_giou_dn_3: 0.4361 (0.4665) loss_class_dn_4: 0.3890 (0.3950) loss_bbox_dn_4: 0.2567 (0.2860) loss_giou_dn_4: 0.4362 (0.4653) loss_class_hybrid: 0.7452 (0.7832) loss_bbox_hybrid: 0.1677 (0.1993) loss_giou_hybrid: 0.4085 (0.4332) loss_class_0_hybrid: 0.8048 (0.8534) loss_bbox_0_hybrid: 0.1833 (0.2085) loss_giou_0_hybrid: 0.4107 (0.4509) loss_class_1_hybrid: 0.7963 (0.8102) loss_bbox_1_hybrid: 0.1770 (0.2030) loss_giou_1_hybrid: 0.4149 (0.4401) loss_class_2_hybrid: 0.7599 (0.7955) loss_bbox_2_hybrid: 0.1676 (0.1996) loss_giou_2_hybrid: 0.4031 (0.4347) loss_class_3_hybrid: 0.7575 (0.7863) loss_bbox_3_hybrid: 0.1661 (0.1994) loss_giou_3_hybrid: 0.4056 (0.4336) loss_class_4_hybrid: 0.7442 (0.7832) loss_bbox_4_hybrid: 0.1663 (0.1993) loss_giou_4_hybrid: 0.4082 (0.4334) loss_class_enc_hybrid: 0.7865 (0.8103) loss_bbox_enc_hybrid: 0.2382 (0.2503) loss_giou_enc_hybrid: 0.4675 (0.5150) mem: 1023 max mem: 36965 [2024-01-15 09:15:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:16:04 det.util.engine] INFO: Epoch: [5] [10050/11727] eta: 0:29:54 lr: 0.000100 data_time: 0.0033 iter_time: 1.0860 loss: 26.6551 (27.6432) loss_class: 0.7941 (0.7829) loss_bbox: 0.1724 (0.1849) loss_giou: 0.4046 (0.4010) loss_class_0: 0.9578 (0.9797) loss_bbox_0: 0.1650 (0.1838) loss_giou_0: 0.4080 (0.4043) loss_class_1: 0.8221 (0.8489) loss_bbox_1: 0.1663 (0.1853) loss_giou_1: 0.4217 (0.4039) loss_class_2: 0.8110 (0.8124) loss_bbox_2: 0.1636 (0.1836) loss_giou_2: 0.4121 (0.4011) loss_class_3: 0.7855 (0.7934) loss_bbox_3: 0.1718 (0.1840) loss_giou_3: 0.4098 (0.4007) loss_class_4: 0.7954 (0.7846) loss_bbox_4: 0.1719 (0.1846) loss_giou_4: 0.4042 (0.4011) loss_class_enc: 0.8866 (0.9127) loss_bbox_enc: 0.2012 (0.2220) loss_giou_enc: 0.4704 (0.4607) loss_class_dn: 0.3947 (0.3954) loss_bbox_dn: 0.2547 (0.2860) loss_giou_dn: 0.4650 (0.4655) loss_class_dn_0: 0.4718 (0.4840) loss_bbox_dn_0: 0.3490 (0.3892) loss_giou_dn_0: 0.6035 (0.5959) loss_class_dn_1: 0.4231 (0.4236) loss_bbox_dn_1: 0.2879 (0.3095) loss_giou_dn_1: 0.4941 (0.4949) loss_class_dn_2: 0.4025 (0.4029) loss_bbox_dn_2: 0.2622 (0.2898) loss_giou_dn_2: 0.4719 (0.4713) loss_class_dn_3: 0.3969 (0.3968) loss_bbox_dn_3: 0.2576 (0.2868) loss_giou_dn_3: 0.4658 (0.4666) loss_class_dn_4: 0.3971 (0.3950) loss_bbox_dn_4: 0.2548 (0.2860) loss_giou_dn_4: 0.4641 (0.4653) loss_class_hybrid: 0.7706 (0.7833) loss_bbox_hybrid: 0.1883 (0.1993) loss_giou_hybrid: 0.4441 (0.4333) loss_class_0_hybrid: 0.8343 (0.8533) loss_bbox_0_hybrid: 0.1919 (0.2085) loss_giou_0_hybrid: 0.4670 (0.4510) loss_class_1_hybrid: 0.7897 (0.8102) loss_bbox_1_hybrid: 0.1914 (0.2030) loss_giou_1_hybrid: 0.4599 (0.4402) loss_class_2_hybrid: 0.7921 (0.7956) loss_bbox_2_hybrid: 0.1937 (0.1996) loss_giou_2_hybrid: 0.4509 (0.4349) loss_class_3_hybrid: 0.7731 (0.7863) loss_bbox_3_hybrid: 0.1881 (0.1994) loss_giou_3_hybrid: 0.4493 (0.4337) loss_class_4_hybrid: 0.7719 (0.7832) loss_bbox_4_hybrid: 0.1916 (0.1993) loss_giou_4_hybrid: 0.4470 (0.4335) loss_class_enc_hybrid: 0.8114 (0.8102) loss_bbox_enc_hybrid: 0.2363 (0.2503) loss_giou_enc_hybrid: 0.5360 (0.5151) mem: 1026 max mem: 36965 [2024-01-15 09:16:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:16:58 det.util.engine] INFO: Epoch: [5] [10100/11727] eta: 0:29:01 lr: 0.000100 data_time: 0.0035 iter_time: 1.0797 loss: 27.2380 (27.6381) loss_class: 0.7479 (0.7829) loss_bbox: 0.1667 (0.1848) loss_giou: 0.3760 (0.4009) loss_class_0: 0.9402 (0.9796) loss_bbox_0: 0.1743 (0.1838) loss_giou_0: 0.3858 (0.4041) loss_class_1: 0.8208 (0.8488) loss_bbox_1: 0.1639 (0.1853) loss_giou_1: 0.3684 (0.4038) loss_class_2: 0.7769 (0.8123) loss_bbox_2: 0.1655 (0.1836) loss_giou_2: 0.3832 (0.4009) loss_class_3: 0.7551 (0.7933) loss_bbox_3: 0.1678 (0.1840) loss_giou_3: 0.3755 (0.4005) loss_class_4: 0.7588 (0.7846) loss_bbox_4: 0.1666 (0.1845) loss_giou_4: 0.3760 (0.4009) loss_class_enc: 0.8775 (0.9126) loss_bbox_enc: 0.1930 (0.2220) loss_giou_enc: 0.4554 (0.4605) loss_class_dn: 0.3880 (0.3953) loss_bbox_dn: 0.2609 (0.2859) loss_giou_dn: 0.4327 (0.4654) loss_class_dn_0: 0.4847 (0.4840) loss_bbox_dn_0: 0.3671 (0.3891) loss_giou_dn_0: 0.5773 (0.5957) loss_class_dn_1: 0.4163 (0.4236) loss_bbox_dn_1: 0.2820 (0.3094) loss_giou_dn_1: 0.4660 (0.4948) loss_class_dn_2: 0.3932 (0.4029) loss_bbox_dn_2: 0.2616 (0.2897) loss_giou_dn_2: 0.4402 (0.4711) loss_class_dn_3: 0.3892 (0.3967) loss_bbox_dn_3: 0.2610 (0.2867) loss_giou_dn_3: 0.4345 (0.4665) loss_class_dn_4: 0.3864 (0.3949) loss_bbox_dn_4: 0.2609 (0.2859) loss_giou_dn_4: 0.4327 (0.4652) loss_class_hybrid: 0.7505 (0.7832) loss_bbox_hybrid: 0.1841 (0.1993) loss_giou_hybrid: 0.4184 (0.4331) loss_class_0_hybrid: 0.8493 (0.8533) loss_bbox_0_hybrid: 0.1987 (0.2085) loss_giou_0_hybrid: 0.4278 (0.4508) loss_class_1_hybrid: 0.7914 (0.8102) loss_bbox_1_hybrid: 0.1922 (0.2029) loss_giou_1_hybrid: 0.4224 (0.4400) loss_class_2_hybrid: 0.7646 (0.7955) loss_bbox_2_hybrid: 0.1897 (0.1996) loss_giou_2_hybrid: 0.4211 (0.4347) loss_class_3_hybrid: 0.7600 (0.7863) loss_bbox_3_hybrid: 0.1845 (0.1993) loss_giou_3_hybrid: 0.4182 (0.4336) loss_class_4_hybrid: 0.7513 (0.7832) loss_bbox_4_hybrid: 0.1855 (0.1993) loss_giou_4_hybrid: 0.4176 (0.4333) loss_class_enc_hybrid: 0.7832 (0.8102) loss_bbox_enc_hybrid: 0.2281 (0.2503) loss_giou_enc_hybrid: 0.4790 (0.5149) mem: 1006 max mem: 36965 [2024-01-15 09:16:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:17:53 det.util.engine] INFO: Epoch: [5] [10150/11727] eta: 0:28:08 lr: 0.000100 data_time: 0.0035 iter_time: 1.0872 loss: 27.5787 (27.6385) loss_class: 0.7677 (0.7829) loss_bbox: 0.1822 (0.1848) loss_giou: 0.4034 (0.4009) loss_class_0: 0.9989 (0.9796) loss_bbox_0: 0.1716 (0.1838) loss_giou_0: 0.4048 (0.4042) loss_class_1: 0.8258 (0.8489) loss_bbox_1: 0.1790 (0.1852) loss_giou_1: 0.3883 (0.4038) loss_class_2: 0.8014 (0.8123) loss_bbox_2: 0.1690 (0.1836) loss_giou_2: 0.3956 (0.4010) loss_class_3: 0.7727 (0.7933) loss_bbox_3: 0.1853 (0.1840) loss_giou_3: 0.3991 (0.4006) loss_class_4: 0.7655 (0.7846) loss_bbox_4: 0.1825 (0.1845) loss_giou_4: 0.4030 (0.4010) loss_class_enc: 0.8768 (0.9125) loss_bbox_enc: 0.2167 (0.2219) loss_giou_enc: 0.4675 (0.4606) loss_class_dn: 0.3971 (0.3954) loss_bbox_dn: 0.2468 (0.2859) loss_giou_dn: 0.4644 (0.4654) loss_class_dn_0: 0.4895 (0.4840) loss_bbox_dn_0: 0.3409 (0.3891) loss_giou_dn_0: 0.5736 (0.5958) loss_class_dn_1: 0.4318 (0.4236) loss_bbox_dn_1: 0.2599 (0.3093) loss_giou_dn_1: 0.4932 (0.4948) loss_class_dn_2: 0.4062 (0.4029) loss_bbox_dn_2: 0.2467 (0.2896) loss_giou_dn_2: 0.4682 (0.4712) loss_class_dn_3: 0.4001 (0.3967) loss_bbox_dn_3: 0.2469 (0.2866) loss_giou_dn_3: 0.4645 (0.4665) loss_class_dn_4: 0.3964 (0.3949) loss_bbox_dn_4: 0.2465 (0.2859) loss_giou_dn_4: 0.4643 (0.4653) loss_class_hybrid: 0.7711 (0.7832) loss_bbox_hybrid: 0.1955 (0.1993) loss_giou_hybrid: 0.4149 (0.4332) loss_class_0_hybrid: 0.8374 (0.8533) loss_bbox_0_hybrid: 0.1995 (0.2085) loss_giou_0_hybrid: 0.4311 (0.4509) loss_class_1_hybrid: 0.7790 (0.8102) loss_bbox_1_hybrid: 0.1982 (0.2029) loss_giou_1_hybrid: 0.4222 (0.4401) loss_class_2_hybrid: 0.7842 (0.7955) loss_bbox_2_hybrid: 0.1928 (0.1996) loss_giou_2_hybrid: 0.4210 (0.4348) loss_class_3_hybrid: 0.7797 (0.7863) loss_bbox_3_hybrid: 0.1943 (0.1993) loss_giou_3_hybrid: 0.4145 (0.4336) loss_class_4_hybrid: 0.7663 (0.7832) loss_bbox_4_hybrid: 0.1947 (0.1993) loss_giou_4_hybrid: 0.4136 (0.4334) loss_class_enc_hybrid: 0.7912 (0.8102) loss_bbox_enc_hybrid: 0.2392 (0.2502) loss_giou_enc_hybrid: 0.5025 (0.5149) mem: 1020 max mem: 36965 [2024-01-15 09:17:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:18:47 det.util.engine] INFO: Epoch: [5] [10200/11727] eta: 0:27:14 lr: 0.000100 data_time: 0.0035 iter_time: 1.0526 loss: 27.1517 (27.6366) loss_class: 0.7823 (0.7829) loss_bbox: 0.1767 (0.1848) loss_giou: 0.3660 (0.4008) loss_class_0: 0.9398 (0.9795) loss_bbox_0: 0.1858 (0.1838) loss_giou_0: 0.3765 (0.4041) loss_class_1: 0.8438 (0.8488) loss_bbox_1: 0.1856 (0.1853) loss_giou_1: 0.3747 (0.4037) loss_class_2: 0.8228 (0.8123) loss_bbox_2: 0.1843 (0.1836) loss_giou_2: 0.3663 (0.4009) loss_class_3: 0.7805 (0.7933) loss_bbox_3: 0.1807 (0.1840) loss_giou_3: 0.3651 (0.4005) loss_class_4: 0.7732 (0.7845) loss_bbox_4: 0.1880 (0.1845) loss_giou_4: 0.3678 (0.4009) loss_class_enc: 0.8596 (0.9125) loss_bbox_enc: 0.2186 (0.2220) loss_giou_enc: 0.4118 (0.4605) loss_class_dn: 0.3828 (0.3954) loss_bbox_dn: 0.2575 (0.2859) loss_giou_dn: 0.4345 (0.4653) loss_class_dn_0: 0.4770 (0.4840) loss_bbox_dn_0: 0.3692 (0.3891) loss_giou_dn_0: 0.5699 (0.5957) loss_class_dn_1: 0.4109 (0.4236) loss_bbox_dn_1: 0.2832 (0.3093) loss_giou_dn_1: 0.4649 (0.4947) loss_class_dn_2: 0.3856 (0.4029) loss_bbox_dn_2: 0.2597 (0.2896) loss_giou_dn_2: 0.4409 (0.4711) loss_class_dn_3: 0.3823 (0.3967) loss_bbox_dn_3: 0.2555 (0.2866) loss_giou_dn_3: 0.4355 (0.4664) loss_class_dn_4: 0.3809 (0.3949) loss_bbox_dn_4: 0.2574 (0.2859) loss_giou_dn_4: 0.4346 (0.4652) loss_class_hybrid: 0.7545 (0.7832) loss_bbox_hybrid: 0.1997 (0.1992) loss_giou_hybrid: 0.3805 (0.4331) loss_class_0_hybrid: 0.8133 (0.8533) loss_bbox_0_hybrid: 0.2081 (0.2085) loss_giou_0_hybrid: 0.3914 (0.4508) loss_class_1_hybrid: 0.7807 (0.8102) loss_bbox_1_hybrid: 0.2081 (0.2029) loss_giou_1_hybrid: 0.3875 (0.4400) loss_class_2_hybrid: 0.7740 (0.7955) loss_bbox_2_hybrid: 0.2047 (0.1996) loss_giou_2_hybrid: 0.3803 (0.4346) loss_class_3_hybrid: 0.7648 (0.7863) loss_bbox_3_hybrid: 0.1949 (0.1993) loss_giou_3_hybrid: 0.3797 (0.4335) loss_class_4_hybrid: 0.7571 (0.7832) loss_bbox_4_hybrid: 0.1970 (0.1993) loss_giou_4_hybrid: 0.3785 (0.4333) loss_class_enc_hybrid: 0.7628 (0.8102) loss_bbox_enc_hybrid: 0.2594 (0.2502) loss_giou_enc_hybrid: 0.4620 (0.5148) mem: 1018 max mem: 36965 [2024-01-15 09:18:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:19:42 det.util.engine] INFO: Epoch: [5] [10250/11727] eta: 0:26:21 lr: 0.000100 data_time: 0.0032 iter_time: 1.0915 loss: 26.4834 (27.6362) loss_class: 0.7777 (0.7828) loss_bbox: 0.1813 (0.1848) loss_giou: 0.3802 (0.4009) loss_class_0: 0.9034 (0.9794) loss_bbox_0: 0.1789 (0.1838) loss_giou_0: 0.3968 (0.4041) loss_class_1: 0.8181 (0.8487) loss_bbox_1: 0.1898 (0.1853) loss_giou_1: 0.3941 (0.4038) loss_class_2: 0.7701 (0.8122) loss_bbox_2: 0.1782 (0.1836) loss_giou_2: 0.3806 (0.4010) loss_class_3: 0.7795 (0.7933) loss_bbox_3: 0.1809 (0.1840) loss_giou_3: 0.3801 (0.4005) loss_class_4: 0.7644 (0.7844) loss_bbox_4: 0.1826 (0.1845) loss_giou_4: 0.3783 (0.4010) loss_class_enc: 0.9109 (0.9124) loss_bbox_enc: 0.2159 (0.2220) loss_giou_enc: 0.4527 (0.4606) loss_class_dn: 0.3844 (0.3954) loss_bbox_dn: 0.2646 (0.2858) loss_giou_dn: 0.4379 (0.4654) loss_class_dn_0: 0.4809 (0.4840) loss_bbox_dn_0: 0.3590 (0.3890) loss_giou_dn_0: 0.5771 (0.5957) loss_class_dn_1: 0.4134 (0.4236) loss_bbox_dn_1: 0.2788 (0.3093) loss_giou_dn_1: 0.4659 (0.4948) loss_class_dn_2: 0.3905 (0.4029) loss_bbox_dn_2: 0.2664 (0.2896) loss_giou_dn_2: 0.4403 (0.4711) loss_class_dn_3: 0.3840 (0.3967) loss_bbox_dn_3: 0.2671 (0.2866) loss_giou_dn_3: 0.4400 (0.4665) loss_class_dn_4: 0.3818 (0.3949) loss_bbox_dn_4: 0.2647 (0.2858) loss_giou_dn_4: 0.4382 (0.4652) loss_class_hybrid: 0.7386 (0.7832) loss_bbox_hybrid: 0.1932 (0.1992) loss_giou_hybrid: 0.4186 (0.4331) loss_class_0_hybrid: 0.8085 (0.8532) loss_bbox_0_hybrid: 0.1961 (0.2085) loss_giou_0_hybrid: 0.4408 (0.4508) loss_class_1_hybrid: 0.7498 (0.8101) loss_bbox_1_hybrid: 0.1934 (0.2029) loss_giou_1_hybrid: 0.4197 (0.4400) loss_class_2_hybrid: 0.7572 (0.7954) loss_bbox_2_hybrid: 0.1916 (0.1996) loss_giou_2_hybrid: 0.4158 (0.4347) loss_class_3_hybrid: 0.7431 (0.7862) loss_bbox_3_hybrid: 0.1916 (0.1993) loss_giou_3_hybrid: 0.4229 (0.4335) loss_class_4_hybrid: 0.7691 (0.7831) loss_bbox_4_hybrid: 0.1924 (0.1993) loss_giou_4_hybrid: 0.4193 (0.4333) loss_class_enc_hybrid: 0.8161 (0.8101) loss_bbox_enc_hybrid: 0.2413 (0.2502) loss_giou_enc_hybrid: 0.5037 (0.5148) mem: 1028 max mem: 36965 [2024-01-15 09:19:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:20:37 det.util.engine] INFO: Epoch: [5] [10300/11727] eta: 0:25:28 lr: 0.000100 data_time: 0.0034 iter_time: 1.0934 loss: 28.0098 (27.6349) loss_class: 0.7703 (0.7827) loss_bbox: 0.1968 (0.1849) loss_giou: 0.3710 (0.4008) loss_class_0: 1.0066 (0.9793) loss_bbox_0: 0.2015 (0.1838) loss_giou_0: 0.3677 (0.4041) loss_class_1: 0.8478 (0.8487) loss_bbox_1: 0.1870 (0.1853) loss_giou_1: 0.3677 (0.4037) loss_class_2: 0.8155 (0.8121) loss_bbox_2: 0.1930 (0.1836) loss_giou_2: 0.3752 (0.4009) loss_class_3: 0.7770 (0.7932) loss_bbox_3: 0.2078 (0.1840) loss_giou_3: 0.3721 (0.4005) loss_class_4: 0.7730 (0.7844) loss_bbox_4: 0.2038 (0.1846) loss_giou_4: 0.3710 (0.4009) loss_class_enc: 0.9593 (0.9124) loss_bbox_enc: 0.2436 (0.2220) loss_giou_enc: 0.4198 (0.4605) loss_class_dn: 0.3878 (0.3954) loss_bbox_dn: 0.3203 (0.2859) loss_giou_dn: 0.4429 (0.4653) loss_class_dn_0: 0.4783 (0.4840) loss_bbox_dn_0: 0.4128 (0.3891) loss_giou_dn_0: 0.5624 (0.5957) loss_class_dn_1: 0.4171 (0.4236) loss_bbox_dn_1: 0.3380 (0.3093) loss_giou_dn_1: 0.4606 (0.4947) loss_class_dn_2: 0.3951 (0.4029) loss_bbox_dn_2: 0.3238 (0.2896) loss_giou_dn_2: 0.4468 (0.4711) loss_class_dn_3: 0.3899 (0.3967) loss_bbox_dn_3: 0.3218 (0.2866) loss_giou_dn_3: 0.4438 (0.4664) loss_class_dn_4: 0.3865 (0.3949) loss_bbox_dn_4: 0.3204 (0.2859) loss_giou_dn_4: 0.4430 (0.4652) loss_class_hybrid: 0.7769 (0.7831) loss_bbox_hybrid: 0.2258 (0.1993) loss_giou_hybrid: 0.4051 (0.4330) loss_class_0_hybrid: 0.8582 (0.8532) loss_bbox_0_hybrid: 0.2159 (0.2085) loss_giou_0_hybrid: 0.4110 (0.4507) loss_class_1_hybrid: 0.8377 (0.8101) loss_bbox_1_hybrid: 0.2187 (0.2029) loss_giou_1_hybrid: 0.4096 (0.4399) loss_class_2_hybrid: 0.8075 (0.7954) loss_bbox_2_hybrid: 0.2104 (0.1996) loss_giou_2_hybrid: 0.4079 (0.4346) loss_class_3_hybrid: 0.8076 (0.7862) loss_bbox_3_hybrid: 0.2265 (0.1993) loss_giou_3_hybrid: 0.4047 (0.4335) loss_class_4_hybrid: 0.7870 (0.7831) loss_bbox_4_hybrid: 0.2267 (0.1993) loss_giou_4_hybrid: 0.4075 (0.4333) loss_class_enc_hybrid: 0.8655 (0.8101) loss_bbox_enc_hybrid: 0.2736 (0.2503) loss_giou_enc_hybrid: 0.4888 (0.5147) mem: 1032 max mem: 36965 [2024-01-15 09:20:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:21:31 det.util.engine] INFO: Epoch: [5] [10350/11727] eta: 0:24:34 lr: 0.000100 data_time: 0.0035 iter_time: 1.0756 loss: 27.6867 (27.6357) loss_class: 0.7693 (0.7827) loss_bbox: 0.1936 (0.1849) loss_giou: 0.3941 (0.4009) loss_class_0: 0.9236 (0.9792) loss_bbox_0: 0.1900 (0.1838) loss_giou_0: 0.4015 (0.4041) loss_class_1: 0.8213 (0.8486) loss_bbox_1: 0.2014 (0.1853) loss_giou_1: 0.3946 (0.4038) loss_class_2: 0.7993 (0.8121) loss_bbox_2: 0.1972 (0.1836) loss_giou_2: 0.3914 (0.4010) loss_class_3: 0.7732 (0.7932) loss_bbox_3: 0.1925 (0.1840) loss_giou_3: 0.3976 (0.4005) loss_class_4: 0.7621 (0.7844) loss_bbox_4: 0.1926 (0.1846) loss_giou_4: 0.3988 (0.4010) loss_class_enc: 0.8798 (0.9123) loss_bbox_enc: 0.2302 (0.2220) loss_giou_enc: 0.4571 (0.4605) loss_class_dn: 0.3920 (0.3954) loss_bbox_dn: 0.3093 (0.2859) loss_giou_dn: 0.4877 (0.4653) loss_class_dn_0: 0.4777 (0.4840) loss_bbox_dn_0: 0.4111 (0.3891) loss_giou_dn_0: 0.6098 (0.5957) loss_class_dn_1: 0.4209 (0.4236) loss_bbox_dn_1: 0.3225 (0.3094) loss_giou_dn_1: 0.5156 (0.4947) loss_class_dn_2: 0.4071 (0.4029) loss_bbox_dn_2: 0.3093 (0.2897) loss_giou_dn_2: 0.4928 (0.4711) loss_class_dn_3: 0.3983 (0.3967) loss_bbox_dn_3: 0.3108 (0.2866) loss_giou_dn_3: 0.4879 (0.4664) loss_class_dn_4: 0.3939 (0.3949) loss_bbox_dn_4: 0.3093 (0.2859) loss_giou_dn_4: 0.4876 (0.4652) loss_class_hybrid: 0.7497 (0.7831) loss_bbox_hybrid: 0.2133 (0.1993) loss_giou_hybrid: 0.4160 (0.4331) loss_class_0_hybrid: 0.8305 (0.8532) loss_bbox_0_hybrid: 0.2160 (0.2085) loss_giou_0_hybrid: 0.4230 (0.4508) loss_class_1_hybrid: 0.7821 (0.8101) loss_bbox_1_hybrid: 0.2218 (0.2030) loss_giou_1_hybrid: 0.4210 (0.4400) loss_class_2_hybrid: 0.7614 (0.7954) loss_bbox_2_hybrid: 0.2180 (0.1997) loss_giou_2_hybrid: 0.4172 (0.4346) loss_class_3_hybrid: 0.7502 (0.7862) loss_bbox_3_hybrid: 0.2199 (0.1994) loss_giou_3_hybrid: 0.4142 (0.4335) loss_class_4_hybrid: 0.7499 (0.7830) loss_bbox_4_hybrid: 0.2171 (0.1993) loss_giou_4_hybrid: 0.4161 (0.4333) loss_class_enc_hybrid: 0.7914 (0.8101) loss_bbox_enc_hybrid: 0.2557 (0.2503) loss_giou_enc_hybrid: 0.4935 (0.5147) mem: 1016 max mem: 36965 [2024-01-15 09:21:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:22:25 det.util.engine] INFO: Epoch: [5] [10400/11727] eta: 0:23:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0989 loss: 27.6573 (27.6347) loss_class: 0.7769 (0.7827) loss_bbox: 0.1737 (0.1849) loss_giou: 0.3900 (0.4008) loss_class_0: 0.9696 (0.9793) loss_bbox_0: 0.1852 (0.1839) loss_giou_0: 0.3769 (0.4041) loss_class_1: 0.8278 (0.8486) loss_bbox_1: 0.1904 (0.1854) loss_giou_1: 0.3757 (0.4037) loss_class_2: 0.7983 (0.8120) loss_bbox_2: 0.1826 (0.1837) loss_giou_2: 0.3787 (0.4009) loss_class_3: 0.7925 (0.7932) loss_bbox_3: 0.1752 (0.1840) loss_giou_3: 0.3703 (0.4004) loss_class_4: 0.7806 (0.7844) loss_bbox_4: 0.1812 (0.1846) loss_giou_4: 0.3849 (0.4009) loss_class_enc: 0.9273 (0.9124) loss_bbox_enc: 0.2256 (0.2220) loss_giou_enc: 0.4126 (0.4604) loss_class_dn: 0.4009 (0.3954) loss_bbox_dn: 0.2861 (0.2859) loss_giou_dn: 0.4458 (0.4653) loss_class_dn_0: 0.4850 (0.4840) loss_bbox_dn_0: 0.3734 (0.3891) loss_giou_dn_0: 0.5663 (0.5956) loss_class_dn_1: 0.4306 (0.4236) loss_bbox_dn_1: 0.3108 (0.3093) loss_giou_dn_1: 0.4658 (0.4947) loss_class_dn_2: 0.4127 (0.4029) loss_bbox_dn_2: 0.2888 (0.2897) loss_giou_dn_2: 0.4507 (0.4710) loss_class_dn_3: 0.4092 (0.3967) loss_bbox_dn_3: 0.2871 (0.2866) loss_giou_dn_3: 0.4461 (0.4664) loss_class_dn_4: 0.4045 (0.3950) loss_bbox_dn_4: 0.2861 (0.2859) loss_giou_dn_4: 0.4458 (0.4651) loss_class_hybrid: 0.7868 (0.7831) loss_bbox_hybrid: 0.1902 (0.1993) loss_giou_hybrid: 0.3920 (0.4330) loss_class_0_hybrid: 0.8355 (0.8533) loss_bbox_0_hybrid: 0.2015 (0.2085) loss_giou_0_hybrid: 0.4054 (0.4507) loss_class_1_hybrid: 0.7994 (0.8101) loss_bbox_1_hybrid: 0.1968 (0.2030) loss_giou_1_hybrid: 0.3969 (0.4399) loss_class_2_hybrid: 0.7885 (0.7954) loss_bbox_2_hybrid: 0.1975 (0.1997) loss_giou_2_hybrid: 0.3922 (0.4346) loss_class_3_hybrid: 0.7789 (0.7862) loss_bbox_3_hybrid: 0.1903 (0.1994) loss_giou_3_hybrid: 0.3949 (0.4334) loss_class_4_hybrid: 0.7865 (0.7831) loss_bbox_4_hybrid: 0.1902 (0.1994) loss_giou_4_hybrid: 0.3918 (0.4332) loss_class_enc_hybrid: 0.8285 (0.8102) loss_bbox_enc_hybrid: 0.2548 (0.2503) loss_giou_enc_hybrid: 0.4587 (0.5146) mem: 1031 max mem: 36965 [2024-01-15 09:22:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:23:18 det.util.engine] INFO: Epoch: [5] [10450/11727] eta: 0:22:47 lr: 0.000100 data_time: 0.0032 iter_time: 1.0178 loss: 28.1189 (27.6382) loss_class: 0.8335 (0.7830) loss_bbox: 0.2024 (0.1849) loss_giou: 0.3628 (0.4008) loss_class_0: 1.0130 (0.9795) loss_bbox_0: 0.1777 (0.1839) loss_giou_0: 0.3832 (0.4041) loss_class_1: 0.9002 (0.8488) loss_bbox_1: 0.1957 (0.1854) loss_giou_1: 0.3799 (0.4037) loss_class_2: 0.8377 (0.8123) loss_bbox_2: 0.2004 (0.1837) loss_giou_2: 0.3868 (0.4009) loss_class_3: 0.8333 (0.7934) loss_bbox_3: 0.2011 (0.1841) loss_giou_3: 0.3816 (0.4004) loss_class_4: 0.8351 (0.7846) loss_bbox_4: 0.1998 (0.1846) loss_giou_4: 0.3731 (0.4009) loss_class_enc: 0.9513 (0.9126) loss_bbox_enc: 0.2405 (0.2220) loss_giou_enc: 0.4451 (0.4604) loss_class_dn: 0.3884 (0.3954) loss_bbox_dn: 0.3110 (0.2859) loss_giou_dn: 0.4590 (0.4653) loss_class_dn_0: 0.4794 (0.4840) loss_bbox_dn_0: 0.4160 (0.3892) loss_giou_dn_0: 0.5844 (0.5956) loss_class_dn_1: 0.4154 (0.4236) loss_bbox_dn_1: 0.3465 (0.3094) loss_giou_dn_1: 0.4874 (0.4947) loss_class_dn_2: 0.3946 (0.4029) loss_bbox_dn_2: 0.3221 (0.2897) loss_giou_dn_2: 0.4670 (0.4710) loss_class_dn_3: 0.3885 (0.3967) loss_bbox_dn_3: 0.3160 (0.2867) loss_giou_dn_3: 0.4597 (0.4664) loss_class_dn_4: 0.3870 (0.3950) loss_bbox_dn_4: 0.3109 (0.2859) loss_giou_dn_4: 0.4589 (0.4651) loss_class_hybrid: 0.8155 (0.7833) loss_bbox_hybrid: 0.2137 (0.1994) loss_giou_hybrid: 0.4169 (0.4330) loss_class_0_hybrid: 0.8676 (0.8534) loss_bbox_0_hybrid: 0.2193 (0.2086) loss_giou_0_hybrid: 0.4367 (0.4507) loss_class_1_hybrid: 0.8233 (0.8103) loss_bbox_1_hybrid: 0.2172 (0.2030) loss_giou_1_hybrid: 0.4261 (0.4399) loss_class_2_hybrid: 0.8125 (0.7955) loss_bbox_2_hybrid: 0.2128 (0.1997) loss_giou_2_hybrid: 0.4176 (0.4346) loss_class_3_hybrid: 0.8176 (0.7863) loss_bbox_3_hybrid: 0.2133 (0.1994) loss_giou_3_hybrid: 0.4146 (0.4335) loss_class_4_hybrid: 0.8122 (0.7832) loss_bbox_4_hybrid: 0.2141 (0.1994) loss_giou_4_hybrid: 0.4141 (0.4333) loss_class_enc_hybrid: 0.8153 (0.8103) loss_bbox_enc_hybrid: 0.2637 (0.2503) loss_giou_enc_hybrid: 0.4965 (0.5147) mem: 1029 max mem: 36965 [2024-01-15 09:23:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:24:12 det.util.engine] INFO: Epoch: [5] [10500/11727] eta: 0:21:54 lr: 0.000100 data_time: 0.0033 iter_time: 1.1239 loss: 27.0525 (27.6383) loss_class: 0.7658 (0.7830) loss_bbox: 0.1618 (0.1848) loss_giou: 0.4028 (0.4009) loss_class_0: 0.9700 (0.9794) loss_bbox_0: 0.1644 (0.1838) loss_giou_0: 0.4139 (0.4041) loss_class_1: 0.8414 (0.8488) loss_bbox_1: 0.1636 (0.1853) loss_giou_1: 0.4022 (0.4038) loss_class_2: 0.8359 (0.8122) loss_bbox_2: 0.1615 (0.1837) loss_giou_2: 0.4026 (0.4010) loss_class_3: 0.7831 (0.7934) loss_bbox_3: 0.1596 (0.1840) loss_giou_3: 0.4001 (0.4005) loss_class_4: 0.7651 (0.7846) loss_bbox_4: 0.1619 (0.1846) loss_giou_4: 0.4030 (0.4009) loss_class_enc: 0.8978 (0.9125) loss_bbox_enc: 0.1989 (0.2220) loss_giou_enc: 0.4732 (0.4605) loss_class_dn: 0.3862 (0.3953) loss_bbox_dn: 0.2711 (0.2859) loss_giou_dn: 0.4643 (0.4653) loss_class_dn_0: 0.4752 (0.4840) loss_bbox_dn_0: 0.3736 (0.3891) loss_giou_dn_0: 0.5896 (0.5956) loss_class_dn_1: 0.4198 (0.4236) loss_bbox_dn_1: 0.2903 (0.3093) loss_giou_dn_1: 0.4926 (0.4947) loss_class_dn_2: 0.3952 (0.4029) loss_bbox_dn_2: 0.2730 (0.2897) loss_giou_dn_2: 0.4709 (0.4711) loss_class_dn_3: 0.3869 (0.3967) loss_bbox_dn_3: 0.2725 (0.2866) loss_giou_dn_3: 0.4660 (0.4664) loss_class_dn_4: 0.3845 (0.3949) loss_bbox_dn_4: 0.2710 (0.2859) loss_giou_dn_4: 0.4644 (0.4652) loss_class_hybrid: 0.7528 (0.7832) loss_bbox_hybrid: 0.1838 (0.1993) loss_giou_hybrid: 0.4248 (0.4331) loss_class_0_hybrid: 0.8385 (0.8533) loss_bbox_0_hybrid: 0.1804 (0.2085) loss_giou_0_hybrid: 0.4520 (0.4508) loss_class_1_hybrid: 0.7869 (0.8102) loss_bbox_1_hybrid: 0.1805 (0.2030) loss_giou_1_hybrid: 0.4380 (0.4400) loss_class_2_hybrid: 0.7608 (0.7955) loss_bbox_2_hybrid: 0.1809 (0.1997) loss_giou_2_hybrid: 0.4312 (0.4347) loss_class_3_hybrid: 0.7612 (0.7862) loss_bbox_3_hybrid: 0.1802 (0.1994) loss_giou_3_hybrid: 0.4240 (0.4336) loss_class_4_hybrid: 0.7578 (0.7831) loss_bbox_4_hybrid: 0.1835 (0.1994) loss_giou_4_hybrid: 0.4332 (0.4334) loss_class_enc_hybrid: 0.8094 (0.8103) loss_bbox_enc_hybrid: 0.2139 (0.2503) loss_giou_enc_hybrid: 0.5078 (0.5147) mem: 1031 max mem: 36965 [2024-01-15 09:24:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:25:06 det.util.engine] INFO: Epoch: [5] [10550/11727] eta: 0:21:00 lr: 0.000100 data_time: 0.0035 iter_time: 1.0944 loss: 28.2985 (27.6389) loss_class: 0.8093 (0.7830) loss_bbox: 0.1719 (0.1848) loss_giou: 0.3726 (0.4008) loss_class_0: 0.9942 (0.9795) loss_bbox_0: 0.1775 (0.1838) loss_giou_0: 0.3699 (0.4041) loss_class_1: 0.8765 (0.8488) loss_bbox_1: 0.1849 (0.1853) loss_giou_1: 0.3775 (0.4038) loss_class_2: 0.8505 (0.8123) loss_bbox_2: 0.1780 (0.1837) loss_giou_2: 0.3739 (0.4010) loss_class_3: 0.8381 (0.7935) loss_bbox_3: 0.1733 (0.1840) loss_giou_3: 0.3746 (0.4005) loss_class_4: 0.8098 (0.7847) loss_bbox_4: 0.1765 (0.1846) loss_giou_4: 0.3741 (0.4009) loss_class_enc: 0.9022 (0.9125) loss_bbox_enc: 0.2097 (0.2220) loss_giou_enc: 0.4226 (0.4605) loss_class_dn: 0.3968 (0.3953) loss_bbox_dn: 0.2934 (0.2859) loss_giou_dn: 0.4660 (0.4653) loss_class_dn_0: 0.4843 (0.4840) loss_bbox_dn_0: 0.3958 (0.3892) loss_giou_dn_0: 0.6039 (0.5956) loss_class_dn_1: 0.4257 (0.4236) loss_bbox_dn_1: 0.3083 (0.3094) loss_giou_dn_1: 0.5058 (0.4947) loss_class_dn_2: 0.4061 (0.4029) loss_bbox_dn_2: 0.2955 (0.2897) loss_giou_dn_2: 0.4744 (0.4711) loss_class_dn_3: 0.3975 (0.3967) loss_bbox_dn_3: 0.2918 (0.2867) loss_giou_dn_3: 0.4677 (0.4664) loss_class_dn_4: 0.3945 (0.3949) loss_bbox_dn_4: 0.2935 (0.2859) loss_giou_dn_4: 0.4662 (0.4652) loss_class_hybrid: 0.8043 (0.7832) loss_bbox_hybrid: 0.1906 (0.1993) loss_giou_hybrid: 0.4180 (0.4331) loss_class_0_hybrid: 0.8938 (0.8534) loss_bbox_0_hybrid: 0.2014 (0.2085) loss_giou_0_hybrid: 0.4349 (0.4508) loss_class_1_hybrid: 0.8556 (0.8103) loss_bbox_1_hybrid: 0.1982 (0.2030) loss_giou_1_hybrid: 0.4191 (0.4400) loss_class_2_hybrid: 0.8435 (0.7956) loss_bbox_2_hybrid: 0.1960 (0.1997) loss_giou_2_hybrid: 0.4203 (0.4347) loss_class_3_hybrid: 0.8233 (0.7863) loss_bbox_3_hybrid: 0.1900 (0.1994) loss_giou_3_hybrid: 0.4200 (0.4335) loss_class_4_hybrid: 0.8214 (0.7832) loss_bbox_4_hybrid: 0.1904 (0.1994) loss_giou_4_hybrid: 0.4163 (0.4333) loss_class_enc_hybrid: 0.8295 (0.8103) loss_bbox_enc_hybrid: 0.2410 (0.2503) loss_giou_enc_hybrid: 0.4914 (0.5147) mem: 1035 max mem: 36965 [2024-01-15 09:25:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:26:00 det.util.engine] INFO: Epoch: [5] [10600/11727] eta: 0:20:07 lr: 0.000100 data_time: 0.0033 iter_time: 1.0376 loss: 27.7056 (27.6382) loss_class: 0.7808 (0.7830) loss_bbox: 0.1831 (0.1848) loss_giou: 0.4038 (0.4009) loss_class_0: 0.9432 (0.9794) loss_bbox_0: 0.1769 (0.1838) loss_giou_0: 0.3971 (0.4042) loss_class_1: 0.8320 (0.8488) loss_bbox_1: 0.1788 (0.1853) loss_giou_1: 0.4067 (0.4038) loss_class_2: 0.7854 (0.8123) loss_bbox_2: 0.1738 (0.1836) loss_giou_2: 0.4041 (0.4010) loss_class_3: 0.7927 (0.7935) loss_bbox_3: 0.1833 (0.1840) loss_giou_3: 0.3947 (0.4005) loss_class_4: 0.7750 (0.7847) loss_bbox_4: 0.1830 (0.1845) loss_giou_4: 0.4018 (0.4010) loss_class_enc: 0.8792 (0.9125) loss_bbox_enc: 0.2047 (0.2220) loss_giou_enc: 0.4694 (0.4606) loss_class_dn: 0.3936 (0.3953) loss_bbox_dn: 0.2503 (0.2858) loss_giou_dn: 0.4787 (0.4654) loss_class_dn_0: 0.4796 (0.4840) loss_bbox_dn_0: 0.3625 (0.3891) loss_giou_dn_0: 0.6140 (0.5957) loss_class_dn_1: 0.4166 (0.4236) loss_bbox_dn_1: 0.2810 (0.3093) loss_giou_dn_1: 0.5119 (0.4948) loss_class_dn_2: 0.4007 (0.4029) loss_bbox_dn_2: 0.2585 (0.2896) loss_giou_dn_2: 0.4859 (0.4711) loss_class_dn_3: 0.3948 (0.3967) loss_bbox_dn_3: 0.2517 (0.2866) loss_giou_dn_3: 0.4811 (0.4665) loss_class_dn_4: 0.3920 (0.3949) loss_bbox_dn_4: 0.2501 (0.2858) loss_giou_dn_4: 0.4787 (0.4652) loss_class_hybrid: 0.7586 (0.7832) loss_bbox_hybrid: 0.1930 (0.1993) loss_giou_hybrid: 0.4281 (0.4332) loss_class_0_hybrid: 0.8287 (0.8534) loss_bbox_0_hybrid: 0.2009 (0.2085) loss_giou_0_hybrid: 0.4454 (0.4509) loss_class_1_hybrid: 0.8007 (0.8102) loss_bbox_1_hybrid: 0.1938 (0.2029) loss_giou_1_hybrid: 0.4344 (0.4401) loss_class_2_hybrid: 0.7758 (0.7955) loss_bbox_2_hybrid: 0.1939 (0.1996) loss_giou_2_hybrid: 0.4307 (0.4348) loss_class_3_hybrid: 0.7679 (0.7863) loss_bbox_3_hybrid: 0.1931 (0.1993) loss_giou_3_hybrid: 0.4302 (0.4336) loss_class_4_hybrid: 0.7724 (0.7831) loss_bbox_4_hybrid: 0.1937 (0.1993) loss_giou_4_hybrid: 0.4309 (0.4334) loss_class_enc_hybrid: 0.7962 (0.8103) loss_bbox_enc_hybrid: 0.2337 (0.2502) loss_giou_enc_hybrid: 0.5016 (0.5148) mem: 1026 max mem: 36965 [2024-01-15 09:26:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:26:55 det.util.engine] INFO: Epoch: [5] [10650/11727] eta: 0:19:13 lr: 0.000100 data_time: 0.0032 iter_time: 1.0910 loss: 27.4377 (27.6380) loss_class: 0.7829 (0.7831) loss_bbox: 0.1845 (0.1848) loss_giou: 0.3757 (0.4008) loss_class_0: 0.9755 (0.9794) loss_bbox_0: 0.1860 (0.1838) loss_giou_0: 0.3696 (0.4041) loss_class_1: 0.8080 (0.8487) loss_bbox_1: 0.1979 (0.1853) loss_giou_1: 0.3807 (0.4038) loss_class_2: 0.7962 (0.8124) loss_bbox_2: 0.1908 (0.1836) loss_giou_2: 0.3709 (0.4009) loss_class_3: 0.7898 (0.7935) loss_bbox_3: 0.1851 (0.1840) loss_giou_3: 0.3711 (0.4004) loss_class_4: 0.7524 (0.7847) loss_bbox_4: 0.1845 (0.1845) loss_giou_4: 0.3627 (0.4009) loss_class_enc: 0.9037 (0.9125) loss_bbox_enc: 0.2420 (0.2220) loss_giou_enc: 0.4246 (0.4604) loss_class_dn: 0.3944 (0.3953) loss_bbox_dn: 0.2904 (0.2859) loss_giou_dn: 0.4249 (0.4653) loss_class_dn_0: 0.4863 (0.4840) loss_bbox_dn_0: 0.3771 (0.3892) loss_giou_dn_0: 0.5462 (0.5956) loss_class_dn_1: 0.4236 (0.4236) loss_bbox_dn_1: 0.3077 (0.3094) loss_giou_dn_1: 0.4459 (0.4947) loss_class_dn_2: 0.4024 (0.4029) loss_bbox_dn_2: 0.2955 (0.2897) loss_giou_dn_2: 0.4278 (0.4711) loss_class_dn_3: 0.3957 (0.3967) loss_bbox_dn_3: 0.2940 (0.2867) loss_giou_dn_3: 0.4255 (0.4664) loss_class_dn_4: 0.3938 (0.3949) loss_bbox_dn_4: 0.2904 (0.2859) loss_giou_dn_4: 0.4248 (0.4652) loss_class_hybrid: 0.7773 (0.7833) loss_bbox_hybrid: 0.2010 (0.1993) loss_giou_hybrid: 0.3571 (0.4330) loss_class_0_hybrid: 0.8817 (0.8535) loss_bbox_0_hybrid: 0.2036 (0.2085) loss_giou_0_hybrid: 0.3834 (0.4507) loss_class_1_hybrid: 0.7915 (0.8103) loss_bbox_1_hybrid: 0.2088 (0.2030) loss_giou_1_hybrid: 0.3804 (0.4399) loss_class_2_hybrid: 0.7867 (0.7956) loss_bbox_2_hybrid: 0.2012 (0.1996) loss_giou_2_hybrid: 0.3619 (0.4346) loss_class_3_hybrid: 0.7787 (0.7864) loss_bbox_3_hybrid: 0.1983 (0.1993) loss_giou_3_hybrid: 0.3669 (0.4335) loss_class_4_hybrid: 0.7680 (0.7832) loss_bbox_4_hybrid: 0.2007 (0.1993) loss_giou_4_hybrid: 0.3682 (0.4333) loss_class_enc_hybrid: 0.7981 (0.8103) loss_bbox_enc_hybrid: 0.2664 (0.2502) loss_giou_enc_hybrid: 0.4504 (0.5147) mem: 1019 max mem: 36965 [2024-01-15 09:26:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:27:48 det.util.engine] INFO: Epoch: [5] [10700/11727] eta: 0:18:19 lr: 0.000100 data_time: 0.0036 iter_time: 1.0875 loss: 27.0119 (27.6398) loss_class: 0.7356 (0.7830) loss_bbox: 0.1807 (0.1849) loss_giou: 0.4490 (0.4009) loss_class_0: 0.8913 (0.9793) loss_bbox_0: 0.1792 (0.1839) loss_giou_0: 0.4514 (0.4042) loss_class_1: 0.7955 (0.8487) loss_bbox_1: 0.1832 (0.1854) loss_giou_1: 0.4621 (0.4039) loss_class_2: 0.7597 (0.8123) loss_bbox_2: 0.1859 (0.1837) loss_giou_2: 0.4426 (0.4011) loss_class_3: 0.7328 (0.7935) loss_bbox_3: 0.1819 (0.1840) loss_giou_3: 0.4491 (0.4006) loss_class_4: 0.7337 (0.7847) loss_bbox_4: 0.1842 (0.1846) loss_giou_4: 0.4493 (0.4010) loss_class_enc: 0.8318 (0.9125) loss_bbox_enc: 0.2218 (0.2220) loss_giou_enc: 0.5176 (0.4605) loss_class_dn: 0.3814 (0.3953) loss_bbox_dn: 0.2544 (0.2860) loss_giou_dn: 0.4830 (0.4654) loss_class_dn_0: 0.4638 (0.4840) loss_bbox_dn_0: 0.3531 (0.3892) loss_giou_dn_0: 0.6066 (0.5957) loss_class_dn_1: 0.4135 (0.4236) loss_bbox_dn_1: 0.2750 (0.3094) loss_giou_dn_1: 0.5177 (0.4948) loss_class_dn_2: 0.3863 (0.4029) loss_bbox_dn_2: 0.2549 (0.2897) loss_giou_dn_2: 0.4929 (0.4711) loss_class_dn_3: 0.3781 (0.3967) loss_bbox_dn_3: 0.2546 (0.2867) loss_giou_dn_3: 0.4848 (0.4665) loss_class_dn_4: 0.3809 (0.3949) loss_bbox_dn_4: 0.2542 (0.2859) loss_giou_dn_4: 0.4831 (0.4652) loss_class_hybrid: 0.7249 (0.7832) loss_bbox_hybrid: 0.2102 (0.1993) loss_giou_hybrid: 0.4642 (0.4332) loss_class_0_hybrid: 0.8003 (0.8534) loss_bbox_0_hybrid: 0.2141 (0.2085) loss_giou_0_hybrid: 0.4878 (0.4509) loss_class_1_hybrid: 0.7396 (0.8102) loss_bbox_1_hybrid: 0.2127 (0.2030) loss_giou_1_hybrid: 0.4704 (0.4401) loss_class_2_hybrid: 0.7502 (0.7955) loss_bbox_2_hybrid: 0.2082 (0.1997) loss_giou_2_hybrid: 0.4685 (0.4348) loss_class_3_hybrid: 0.7195 (0.7863) loss_bbox_3_hybrid: 0.2114 (0.1994) loss_giou_3_hybrid: 0.4648 (0.4336) loss_class_4_hybrid: 0.7223 (0.7831) loss_bbox_4_hybrid: 0.2104 (0.1994) loss_giou_4_hybrid: 0.4635 (0.4334) loss_class_enc_hybrid: 0.7411 (0.8103) loss_bbox_enc_hybrid: 0.2504 (0.2503) loss_giou_enc_hybrid: 0.5648 (0.5148) mem: 1025 max mem: 36965 [2024-01-15 09:27:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:28:47 det.util.engine] INFO: Epoch: [5] [10750/11727] eta: 0:17:26 lr: 0.000100 data_time: 0.0032 iter_time: 1.0752 loss: 28.6968 (27.6383) loss_class: 0.8112 (0.7831) loss_bbox: 0.1735 (0.1848) loss_giou: 0.3510 (0.4008) loss_class_0: 1.0275 (0.9793) loss_bbox_0: 0.1775 (0.1838) loss_giou_0: 0.3756 (0.4042) loss_class_1: 0.8496 (0.8487) loss_bbox_1: 0.1739 (0.1853) loss_giou_1: 0.3797 (0.4038) loss_class_2: 0.8400 (0.8124) loss_bbox_2: 0.1653 (0.1836) loss_giou_2: 0.3849 (0.4010) loss_class_3: 0.8208 (0.7936) loss_bbox_3: 0.1832 (0.1840) loss_giou_3: 0.3513 (0.4005) loss_class_4: 0.8114 (0.7848) loss_bbox_4: 0.1859 (0.1846) loss_giou_4: 0.3586 (0.4009) loss_class_enc: 0.9330 (0.9125) loss_bbox_enc: 0.2072 (0.2220) loss_giou_enc: 0.4230 (0.4605) loss_class_dn: 0.3982 (0.3953) loss_bbox_dn: 0.2588 (0.2859) loss_giou_dn: 0.4465 (0.4653) loss_class_dn_0: 0.4786 (0.4840) loss_bbox_dn_0: 0.3248 (0.3892) loss_giou_dn_0: 0.5962 (0.5956) loss_class_dn_1: 0.4238 (0.4236) loss_bbox_dn_1: 0.2636 (0.3094) loss_giou_dn_1: 0.4774 (0.4947) loss_class_dn_2: 0.4027 (0.4029) loss_bbox_dn_2: 0.2518 (0.2897) loss_giou_dn_2: 0.4490 (0.4711) loss_class_dn_3: 0.3935 (0.3967) loss_bbox_dn_3: 0.2580 (0.2866) loss_giou_dn_3: 0.4475 (0.4664) loss_class_dn_4: 0.3944 (0.3949) loss_bbox_dn_4: 0.2589 (0.2859) loss_giou_dn_4: 0.4466 (0.4652) loss_class_hybrid: 0.7751 (0.7832) loss_bbox_hybrid: 0.1910 (0.1993) loss_giou_hybrid: 0.4221 (0.4331) loss_class_0_hybrid: 0.8291 (0.8534) loss_bbox_0_hybrid: 0.1931 (0.2085) loss_giou_0_hybrid: 0.4463 (0.4508) loss_class_1_hybrid: 0.7822 (0.8102) loss_bbox_1_hybrid: 0.1935 (0.2030) loss_giou_1_hybrid: 0.4286 (0.4400) loss_class_2_hybrid: 0.7917 (0.7955) loss_bbox_2_hybrid: 0.1880 (0.1997) loss_giou_2_hybrid: 0.4272 (0.4347) loss_class_3_hybrid: 0.7736 (0.7862) loss_bbox_3_hybrid: 0.1931 (0.1994) loss_giou_3_hybrid: 0.4288 (0.4336) loss_class_4_hybrid: 0.7676 (0.7831) loss_bbox_4_hybrid: 0.1855 (0.1994) loss_giou_4_hybrid: 0.4267 (0.4334) loss_class_enc_hybrid: 0.8032 (0.8103) loss_bbox_enc_hybrid: 0.2329 (0.2502) loss_giou_enc_hybrid: 0.4977 (0.5147) mem: 1021 max mem: 36965 [2024-01-15 09:28:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:29:41 det.util.engine] INFO: Epoch: [5] [10800/11727] eta: 0:16:33 lr: 0.000100 data_time: 0.0037 iter_time: 1.0717 loss: 27.2980 (27.6375) loss_class: 0.7550 (0.7831) loss_bbox: 0.2046 (0.1849) loss_giou: 0.3776 (0.4008) loss_class_0: 0.9357 (0.9792) loss_bbox_0: 0.2090 (0.1839) loss_giou_0: 0.3695 (0.4041) loss_class_1: 0.8008 (0.8487) loss_bbox_1: 0.1859 (0.1854) loss_giou_1: 0.3765 (0.4037) loss_class_2: 0.7728 (0.8124) loss_bbox_2: 0.2022 (0.1837) loss_giou_2: 0.3744 (0.4009) loss_class_3: 0.7488 (0.7936) loss_bbox_3: 0.2039 (0.1841) loss_giou_3: 0.3734 (0.4004) loss_class_4: 0.7441 (0.7848) loss_bbox_4: 0.2045 (0.1846) loss_giou_4: 0.3776 (0.4009) loss_class_enc: 0.8425 (0.9125) loss_bbox_enc: 0.2378 (0.2220) loss_giou_enc: 0.4261 (0.4604) loss_class_dn: 0.3912 (0.3953) loss_bbox_dn: 0.3054 (0.2859) loss_giou_dn: 0.4400 (0.4653) loss_class_dn_0: 0.4741 (0.4840) loss_bbox_dn_0: 0.4049 (0.3892) loss_giou_dn_0: 0.5622 (0.5955) loss_class_dn_1: 0.4212 (0.4236) loss_bbox_dn_1: 0.3246 (0.3094) loss_giou_dn_1: 0.4760 (0.4947) loss_class_dn_2: 0.3970 (0.4029) loss_bbox_dn_2: 0.3083 (0.2897) loss_giou_dn_2: 0.4431 (0.4710) loss_class_dn_3: 0.3905 (0.3967) loss_bbox_dn_3: 0.3049 (0.2867) loss_giou_dn_3: 0.4423 (0.4664) loss_class_dn_4: 0.3910 (0.3949) loss_bbox_dn_4: 0.3053 (0.2859) loss_giou_dn_4: 0.4399 (0.4651) loss_class_hybrid: 0.7431 (0.7832) loss_bbox_hybrid: 0.2197 (0.1993) loss_giou_hybrid: 0.4006 (0.4331) loss_class_0_hybrid: 0.8216 (0.8534) loss_bbox_0_hybrid: 0.2231 (0.2085) loss_giou_0_hybrid: 0.4052 (0.4507) loss_class_1_hybrid: 0.7645 (0.8102) loss_bbox_1_hybrid: 0.2086 (0.2030) loss_giou_1_hybrid: 0.4004 (0.4400) loss_class_2_hybrid: 0.7477 (0.7955) loss_bbox_2_hybrid: 0.2153 (0.1997) loss_giou_2_hybrid: 0.4053 (0.4346) loss_class_3_hybrid: 0.7477 (0.7863) loss_bbox_3_hybrid: 0.2145 (0.1994) loss_giou_3_hybrid: 0.4016 (0.4335) loss_class_4_hybrid: 0.7384 (0.7832) loss_bbox_4_hybrid: 0.2205 (0.1994) loss_giou_4_hybrid: 0.4020 (0.4333) loss_class_enc_hybrid: 0.7809 (0.8103) loss_bbox_enc_hybrid: 0.2623 (0.2503) loss_giou_enc_hybrid: 0.4455 (0.5146) mem: 1020 max mem: 36965 [2024-01-15 09:29:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:30:36 det.util.engine] INFO: Epoch: [5] [10850/11727] eta: 0:15:39 lr: 0.000100 data_time: 0.0033 iter_time: 1.1193 loss: 27.2310 (27.6342) loss_class: 0.8002 (0.7831) loss_bbox: 0.1699 (0.1848) loss_giou: 0.4136 (0.4007) loss_class_0: 0.9497 (0.9790) loss_bbox_0: 0.1644 (0.1839) loss_giou_0: 0.4190 (0.4041) loss_class_1: 0.8514 (0.8486) loss_bbox_1: 0.1612 (0.1853) loss_giou_1: 0.4102 (0.4037) loss_class_2: 0.7828 (0.8123) loss_bbox_2: 0.1609 (0.1836) loss_giou_2: 0.4084 (0.4009) loss_class_3: 0.7706 (0.7935) loss_bbox_3: 0.1586 (0.1840) loss_giou_3: 0.4074 (0.4004) loss_class_4: 0.7681 (0.7847) loss_bbox_4: 0.1708 (0.1846) loss_giou_4: 0.4101 (0.4008) loss_class_enc: 0.8821 (0.9124) loss_bbox_enc: 0.2013 (0.2220) loss_giou_enc: 0.4737 (0.4604) loss_class_dn: 0.3949 (0.3953) loss_bbox_dn: 0.2426 (0.2858) loss_giou_dn: 0.4703 (0.4652) loss_class_dn_0: 0.4759 (0.4840) loss_bbox_dn_0: 0.3323 (0.3891) loss_giou_dn_0: 0.6006 (0.5955) loss_class_dn_1: 0.4180 (0.4235) loss_bbox_dn_1: 0.2611 (0.3093) loss_giou_dn_1: 0.5014 (0.4946) loss_class_dn_2: 0.3999 (0.4029) loss_bbox_dn_2: 0.2443 (0.2896) loss_giou_dn_2: 0.4765 (0.4710) loss_class_dn_3: 0.3960 (0.3966) loss_bbox_dn_3: 0.2430 (0.2866) loss_giou_dn_3: 0.4723 (0.4663) loss_class_dn_4: 0.3943 (0.3949) loss_bbox_dn_4: 0.2424 (0.2858) loss_giou_dn_4: 0.4702 (0.4651) loss_class_hybrid: 0.7689 (0.7831) loss_bbox_hybrid: 0.1920 (0.1993) loss_giou_hybrid: 0.4490 (0.4330) loss_class_0_hybrid: 0.8298 (0.8532) loss_bbox_0_hybrid: 0.2015 (0.2085) loss_giou_0_hybrid: 0.4654 (0.4507) loss_class_1_hybrid: 0.8029 (0.8101) loss_bbox_1_hybrid: 0.1941 (0.2030) loss_giou_1_hybrid: 0.4558 (0.4399) loss_class_2_hybrid: 0.7761 (0.7954) loss_bbox_2_hybrid: 0.1939 (0.1997) loss_giou_2_hybrid: 0.4507 (0.4346) loss_class_3_hybrid: 0.7510 (0.7861) loss_bbox_3_hybrid: 0.1949 (0.1994) loss_giou_3_hybrid: 0.4483 (0.4335) loss_class_4_hybrid: 0.7704 (0.7830) loss_bbox_4_hybrid: 0.1926 (0.1994) loss_giou_4_hybrid: 0.4482 (0.4333) loss_class_enc_hybrid: 0.7739 (0.8102) loss_bbox_enc_hybrid: 0.2399 (0.2502) loss_giou_enc_hybrid: 0.5385 (0.5146) mem: 1013 max mem: 36965 [2024-01-15 09:30:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:31:30 det.util.engine] INFO: Epoch: [5] [10900/11727] eta: 0:14:46 lr: 0.000100 data_time: 0.0030 iter_time: 1.0746 loss: 28.1186 (27.6333) loss_class: 0.7427 (0.7830) loss_bbox: 0.1737 (0.1848) loss_giou: 0.4095 (0.4008) loss_class_0: 0.9541 (0.9789) loss_bbox_0: 0.1751 (0.1839) loss_giou_0: 0.4166 (0.4042) loss_class_1: 0.8202 (0.8485) loss_bbox_1: 0.1774 (0.1853) loss_giou_1: 0.4071 (0.4037) loss_class_2: 0.7898 (0.8122) loss_bbox_2: 0.1804 (0.1836) loss_giou_2: 0.4095 (0.4009) loss_class_3: 0.7695 (0.7934) loss_bbox_3: 0.1728 (0.1840) loss_giou_3: 0.4093 (0.4004) loss_class_4: 0.7541 (0.7846) loss_bbox_4: 0.1769 (0.1846) loss_giou_4: 0.4096 (0.4008) loss_class_enc: 0.8855 (0.9123) loss_bbox_enc: 0.2075 (0.2220) loss_giou_enc: 0.4901 (0.4604) loss_class_dn: 0.3926 (0.3953) loss_bbox_dn: 0.2457 (0.2858) loss_giou_dn: 0.4691 (0.4652) loss_class_dn_0: 0.4759 (0.4839) loss_bbox_dn_0: 0.3389 (0.3890) loss_giou_dn_0: 0.6151 (0.5955) loss_class_dn_1: 0.4137 (0.4235) loss_bbox_dn_1: 0.2740 (0.3093) loss_giou_dn_1: 0.4999 (0.4947) loss_class_dn_2: 0.4022 (0.4029) loss_bbox_dn_2: 0.2534 (0.2895) loss_giou_dn_2: 0.4741 (0.4710) loss_class_dn_3: 0.3955 (0.3967) loss_bbox_dn_3: 0.2468 (0.2865) loss_giou_dn_3: 0.4689 (0.4663) loss_class_dn_4: 0.3917 (0.3949) loss_bbox_dn_4: 0.2457 (0.2858) loss_giou_dn_4: 0.4685 (0.4651) loss_class_hybrid: 0.7491 (0.7830) loss_bbox_hybrid: 0.1899 (0.1993) loss_giou_hybrid: 0.4476 (0.4330) loss_class_0_hybrid: 0.8263 (0.8532) loss_bbox_0_hybrid: 0.1987 (0.2085) loss_giou_0_hybrid: 0.4668 (0.4507) loss_class_1_hybrid: 0.7790 (0.8100) loss_bbox_1_hybrid: 0.2032 (0.2030) loss_giou_1_hybrid: 0.4512 (0.4400) loss_class_2_hybrid: 0.7635 (0.7953) loss_bbox_2_hybrid: 0.1932 (0.1997) loss_giou_2_hybrid: 0.4549 (0.4346) loss_class_3_hybrid: 0.7525 (0.7861) loss_bbox_3_hybrid: 0.1913 (0.1994) loss_giou_3_hybrid: 0.4499 (0.4335) loss_class_4_hybrid: 0.7491 (0.7830) loss_bbox_4_hybrid: 0.1909 (0.1994) loss_giou_4_hybrid: 0.4493 (0.4333) loss_class_enc_hybrid: 0.7791 (0.8101) loss_bbox_enc_hybrid: 0.2430 (0.2502) loss_giou_enc_hybrid: 0.5242 (0.5147) mem: 1031 max mem: 36965 [2024-01-15 09:31:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:32:25 det.util.engine] INFO: Epoch: [5] [10950/11727] eta: 0:13:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0986 loss: 27.6169 (27.6330) loss_class: 0.7559 (0.7830) loss_bbox: 0.1705 (0.1848) loss_giou: 0.4243 (0.4008) loss_class_0: 0.9418 (0.9789) loss_bbox_0: 0.1614 (0.1839) loss_giou_0: 0.4103 (0.4042) loss_class_1: 0.8116 (0.8486) loss_bbox_1: 0.1676 (0.1853) loss_giou_1: 0.4302 (0.4037) loss_class_2: 0.7704 (0.8122) loss_bbox_2: 0.1656 (0.1836) loss_giou_2: 0.4203 (0.4009) loss_class_3: 0.7673 (0.7934) loss_bbox_3: 0.1643 (0.1840) loss_giou_3: 0.4195 (0.4004) loss_class_4: 0.7639 (0.7847) loss_bbox_4: 0.1657 (0.1845) loss_giou_4: 0.4242 (0.4008) loss_class_enc: 0.8738 (0.9123) loss_bbox_enc: 0.1852 (0.2219) loss_giou_enc: 0.4819 (0.4604) loss_class_dn: 0.3852 (0.3953) loss_bbox_dn: 0.2540 (0.2858) loss_giou_dn: 0.4986 (0.4652) loss_class_dn_0: 0.4817 (0.4839) loss_bbox_dn_0: 0.3530 (0.3890) loss_giou_dn_0: 0.6164 (0.5956) loss_class_dn_1: 0.4197 (0.4235) loss_bbox_dn_1: 0.2750 (0.3092) loss_giou_dn_1: 0.5229 (0.4947) loss_class_dn_2: 0.4029 (0.4029) loss_bbox_dn_2: 0.2628 (0.2895) loss_giou_dn_2: 0.5027 (0.4710) loss_class_dn_3: 0.3920 (0.3966) loss_bbox_dn_3: 0.2573 (0.2865) loss_giou_dn_3: 0.4985 (0.4664) loss_class_dn_4: 0.3885 (0.3949) loss_bbox_dn_4: 0.2539 (0.2858) loss_giou_dn_4: 0.4983 (0.4651) loss_class_hybrid: 0.7577 (0.7831) loss_bbox_hybrid: 0.1726 (0.1993) loss_giou_hybrid: 0.4664 (0.4331) loss_class_0_hybrid: 0.8095 (0.8531) loss_bbox_0_hybrid: 0.1821 (0.2085) loss_giou_0_hybrid: 0.4775 (0.4508) loss_class_1_hybrid: 0.7793 (0.8100) loss_bbox_1_hybrid: 0.1789 (0.2030) loss_giou_1_hybrid: 0.4691 (0.4400) loss_class_2_hybrid: 0.7757 (0.7953) loss_bbox_2_hybrid: 0.1772 (0.1996) loss_giou_2_hybrid: 0.4649 (0.4346) loss_class_3_hybrid: 0.7555 (0.7861) loss_bbox_3_hybrid: 0.1768 (0.1993) loss_giou_3_hybrid: 0.4694 (0.4335) loss_class_4_hybrid: 0.7549 (0.7830) loss_bbox_4_hybrid: 0.1756 (0.1993) loss_giou_4_hybrid: 0.4672 (0.4333) loss_class_enc_hybrid: 0.7769 (0.8101) loss_bbox_enc_hybrid: 0.2202 (0.2502) loss_giou_enc_hybrid: 0.5359 (0.5147) mem: 1026 max mem: 36965 [2024-01-15 09:32:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:33:19 det.util.engine] INFO: Epoch: [5] [11000/11727] eta: 0:12:59 lr: 0.000100 data_time: 0.0032 iter_time: 1.0724 loss: 26.8468 (27.6313) loss_class: 0.7475 (0.7829) loss_bbox: 0.1903 (0.1847) loss_giou: 0.3906 (0.4009) loss_class_0: 0.9314 (0.9788) loss_bbox_0: 0.1804 (0.1838) loss_giou_0: 0.3957 (0.4043) loss_class_1: 0.8135 (0.8484) loss_bbox_1: 0.1850 (0.1853) loss_giou_1: 0.3881 (0.4039) loss_class_2: 0.7758 (0.8121) loss_bbox_2: 0.1817 (0.1836) loss_giou_2: 0.3853 (0.4011) loss_class_3: 0.7439 (0.7933) loss_bbox_3: 0.1889 (0.1840) loss_giou_3: 0.3935 (0.4005) loss_class_4: 0.7479 (0.7845) loss_bbox_4: 0.1895 (0.1845) loss_giou_4: 0.3907 (0.4010) loss_class_enc: 0.8432 (0.9120) loss_bbox_enc: 0.2154 (0.2219) loss_giou_enc: 0.4443 (0.4605) loss_class_dn: 0.3817 (0.3953) loss_bbox_dn: 0.2502 (0.2856) loss_giou_dn: 0.4507 (0.4653) loss_class_dn_0: 0.4847 (0.4839) loss_bbox_dn_0: 0.3447 (0.3888) loss_giou_dn_0: 0.5763 (0.5955) loss_class_dn_1: 0.4203 (0.4235) loss_bbox_dn_1: 0.2696 (0.3091) loss_giou_dn_1: 0.4777 (0.4947) loss_class_dn_2: 0.3939 (0.4028) loss_bbox_dn_2: 0.2543 (0.2894) loss_giou_dn_2: 0.4577 (0.4710) loss_class_dn_3: 0.3896 (0.3966) loss_bbox_dn_3: 0.2505 (0.2863) loss_giou_dn_3: 0.4492 (0.4664) loss_class_dn_4: 0.3842 (0.3949) loss_bbox_dn_4: 0.2502 (0.2856) loss_giou_dn_4: 0.4508 (0.4651) loss_class_hybrid: 0.7410 (0.7829) loss_bbox_hybrid: 0.2002 (0.1992) loss_giou_hybrid: 0.4217 (0.4332) loss_class_0_hybrid: 0.8099 (0.8530) loss_bbox_0_hybrid: 0.2054 (0.2085) loss_giou_0_hybrid: 0.4276 (0.4509) loss_class_1_hybrid: 0.7624 (0.8098) loss_bbox_1_hybrid: 0.2013 (0.2029) loss_giou_1_hybrid: 0.4254 (0.4401) loss_class_2_hybrid: 0.7264 (0.7952) loss_bbox_2_hybrid: 0.1993 (0.1996) loss_giou_2_hybrid: 0.4148 (0.4348) loss_class_3_hybrid: 0.7321 (0.7860) loss_bbox_3_hybrid: 0.1986 (0.1993) loss_giou_3_hybrid: 0.4210 (0.4336) loss_class_4_hybrid: 0.7416 (0.7829) loss_bbox_4_hybrid: 0.1991 (0.1993) loss_giou_4_hybrid: 0.4207 (0.4334) loss_class_enc_hybrid: 0.7512 (0.8100) loss_bbox_enc_hybrid: 0.2452 (0.2501) loss_giou_enc_hybrid: 0.5110 (0.5148) mem: 1026 max mem: 36965 [2024-01-15 09:33:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:34:14 det.util.engine] INFO: Epoch: [5] [11050/11727] eta: 0:12:05 lr: 0.000100 data_time: 0.0034 iter_time: 1.0623 loss: 26.7822 (27.6297) loss_class: 0.7533 (0.7828) loss_bbox: 0.1860 (0.1847) loss_giou: 0.3909 (0.4009) loss_class_0: 0.9517 (0.9788) loss_bbox_0: 0.1820 (0.1838) loss_giou_0: 0.3741 (0.4042) loss_class_1: 0.8563 (0.8484) loss_bbox_1: 0.1849 (0.1852) loss_giou_1: 0.3817 (0.4038) loss_class_2: 0.8161 (0.8121) loss_bbox_2: 0.1772 (0.1835) loss_giou_2: 0.3760 (0.4010) loss_class_3: 0.8001 (0.7932) loss_bbox_3: 0.1818 (0.1839) loss_giou_3: 0.3858 (0.4005) loss_class_4: 0.7667 (0.7844) loss_bbox_4: 0.1852 (0.1845) loss_giou_4: 0.3908 (0.4009) loss_class_enc: 0.8776 (0.9121) loss_bbox_enc: 0.2230 (0.2219) loss_giou_enc: 0.4265 (0.4605) loss_class_dn: 0.3980 (0.3952) loss_bbox_dn: 0.2723 (0.2856) loss_giou_dn: 0.4170 (0.4652) loss_class_dn_0: 0.4846 (0.4839) loss_bbox_dn_0: 0.3832 (0.3888) loss_giou_dn_0: 0.5729 (0.5955) loss_class_dn_1: 0.4252 (0.4235) loss_bbox_dn_1: 0.3082 (0.3091) loss_giou_dn_1: 0.4533 (0.4946) loss_class_dn_2: 0.4061 (0.4028) loss_bbox_dn_2: 0.2817 (0.2894) loss_giou_dn_2: 0.4234 (0.4710) loss_class_dn_3: 0.4000 (0.3966) loss_bbox_dn_3: 0.2753 (0.2864) loss_giou_dn_3: 0.4180 (0.4663) loss_class_dn_4: 0.3981 (0.3948) loss_bbox_dn_4: 0.2723 (0.2856) loss_giou_dn_4: 0.4171 (0.4651) loss_class_hybrid: 0.7786 (0.7829) loss_bbox_hybrid: 0.1890 (0.1992) loss_giou_hybrid: 0.4099 (0.4331) loss_class_0_hybrid: 0.8529 (0.8530) loss_bbox_0_hybrid: 0.1983 (0.2084) loss_giou_0_hybrid: 0.4309 (0.4508) loss_class_1_hybrid: 0.8003 (0.8099) loss_bbox_1_hybrid: 0.1940 (0.2029) loss_giou_1_hybrid: 0.4170 (0.4401) loss_class_2_hybrid: 0.7989 (0.7952) loss_bbox_2_hybrid: 0.1872 (0.1996) loss_giou_2_hybrid: 0.4130 (0.4347) loss_class_3_hybrid: 0.7951 (0.7860) loss_bbox_3_hybrid: 0.1856 (0.1993) loss_giou_3_hybrid: 0.4116 (0.4336) loss_class_4_hybrid: 0.7873 (0.7829) loss_bbox_4_hybrid: 0.1894 (0.1993) loss_giou_4_hybrid: 0.4094 (0.4334) loss_class_enc_hybrid: 0.7960 (0.8100) loss_bbox_enc_hybrid: 0.2414 (0.2501) loss_giou_enc_hybrid: 0.4972 (0.5147) mem: 1029 max mem: 36965 [2024-01-15 09:34:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:35:08 det.util.engine] INFO: Epoch: [5] [11100/11727] eta: 0:11:12 lr: 0.000100 data_time: 0.0034 iter_time: 1.0972 loss: 26.6375 (27.6303) loss_class: 0.7264 (0.7829) loss_bbox: 0.1658 (0.1848) loss_giou: 0.3887 (0.4008) loss_class_0: 0.9303 (0.9789) loss_bbox_0: 0.1625 (0.1838) loss_giou_0: 0.3769 (0.4042) loss_class_1: 0.8018 (0.8484) loss_bbox_1: 0.1647 (0.1853) loss_giou_1: 0.3928 (0.4037) loss_class_2: 0.7634 (0.8122) loss_bbox_2: 0.1592 (0.1836) loss_giou_2: 0.3844 (0.4009) loss_class_3: 0.7312 (0.7932) loss_bbox_3: 0.1671 (0.1840) loss_giou_3: 0.3864 (0.4004) loss_class_4: 0.7274 (0.7845) loss_bbox_4: 0.1678 (0.1845) loss_giou_4: 0.3983 (0.4009) loss_class_enc: 0.8392 (0.9122) loss_bbox_enc: 0.2052 (0.2219) loss_giou_enc: 0.4481 (0.4604) loss_class_dn: 0.3853 (0.3952) loss_bbox_dn: 0.2476 (0.2857) loss_giou_dn: 0.4607 (0.4652) loss_class_dn_0: 0.4795 (0.4839) loss_bbox_dn_0: 0.3377 (0.3889) loss_giou_dn_0: 0.5882 (0.5954) loss_class_dn_1: 0.4167 (0.4235) loss_bbox_dn_1: 0.2724 (0.3092) loss_giou_dn_1: 0.4968 (0.4946) loss_class_dn_2: 0.3945 (0.4028) loss_bbox_dn_2: 0.2518 (0.2895) loss_giou_dn_2: 0.4665 (0.4709) loss_class_dn_3: 0.3875 (0.3966) loss_bbox_dn_3: 0.2477 (0.2865) loss_giou_dn_3: 0.4614 (0.4663) loss_class_dn_4: 0.3861 (0.3948) loss_bbox_dn_4: 0.2476 (0.2857) loss_giou_dn_4: 0.4604 (0.4650) loss_class_hybrid: 0.7195 (0.7830) loss_bbox_hybrid: 0.1753 (0.1992) loss_giou_hybrid: 0.4211 (0.4330) loss_class_0_hybrid: 0.7907 (0.8531) loss_bbox_0_hybrid: 0.1772 (0.2085) loss_giou_0_hybrid: 0.4313 (0.4507) loss_class_1_hybrid: 0.7448 (0.8099) loss_bbox_1_hybrid: 0.1762 (0.2029) loss_giou_1_hybrid: 0.4285 (0.4400) loss_class_2_hybrid: 0.7354 (0.7953) loss_bbox_2_hybrid: 0.1739 (0.1996) loss_giou_2_hybrid: 0.4193 (0.4346) loss_class_3_hybrid: 0.7347 (0.7861) loss_bbox_3_hybrid: 0.1759 (0.1993) loss_giou_3_hybrid: 0.4228 (0.4335) loss_class_4_hybrid: 0.7174 (0.7830) loss_bbox_4_hybrid: 0.1737 (0.1993) loss_giou_4_hybrid: 0.4247 (0.4333) loss_class_enc_hybrid: 0.7623 (0.8101) loss_bbox_enc_hybrid: 0.2155 (0.2502) loss_giou_enc_hybrid: 0.4935 (0.5146) mem: 1029 max mem: 36965 [2024-01-15 09:35:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:36:01 det.util.engine] INFO: Epoch: [5] [11150/11727] eta: 0:10:18 lr: 0.000100 data_time: 0.0034 iter_time: 1.0504 loss: 26.8191 (27.6310) loss_class: 0.7873 (0.7829) loss_bbox: 0.1597 (0.1848) loss_giou: 0.3780 (0.4008) loss_class_0: 0.9734 (0.9789) loss_bbox_0: 0.1631 (0.1839) loss_giou_0: 0.3790 (0.4042) loss_class_1: 0.8262 (0.8484) loss_bbox_1: 0.1584 (0.1853) loss_giou_1: 0.3921 (0.4037) loss_class_2: 0.7871 (0.8122) loss_bbox_2: 0.1592 (0.1836) loss_giou_2: 0.3801 (0.4009) loss_class_3: 0.7797 (0.7933) loss_bbox_3: 0.1596 (0.1840) loss_giou_3: 0.3778 (0.4004) loss_class_4: 0.7835 (0.7845) loss_bbox_4: 0.1595 (0.1845) loss_giou_4: 0.3776 (0.4009) loss_class_enc: 0.9282 (0.9122) loss_bbox_enc: 0.1953 (0.2219) loss_giou_enc: 0.4384 (0.4604) loss_class_dn: 0.3809 (0.3952) loss_bbox_dn: 0.2294 (0.2857) loss_giou_dn: 0.4743 (0.4652) loss_class_dn_0: 0.4849 (0.4839) loss_bbox_dn_0: 0.3329 (0.3889) loss_giou_dn_0: 0.6060 (0.5954) loss_class_dn_1: 0.4193 (0.4235) loss_bbox_dn_1: 0.2519 (0.3092) loss_giou_dn_1: 0.5027 (0.4946) loss_class_dn_2: 0.3939 (0.4028) loss_bbox_dn_2: 0.2347 (0.2895) loss_giou_dn_2: 0.4797 (0.4710) loss_class_dn_3: 0.3871 (0.3966) loss_bbox_dn_3: 0.2313 (0.2864) loss_giou_dn_3: 0.4752 (0.4663) loss_class_dn_4: 0.3813 (0.3948) loss_bbox_dn_4: 0.2293 (0.2857) loss_giou_dn_4: 0.4743 (0.4650) loss_class_hybrid: 0.7929 (0.7831) loss_bbox_hybrid: 0.1662 (0.1992) loss_giou_hybrid: 0.3943 (0.4330) loss_class_0_hybrid: 0.8502 (0.8531) loss_bbox_0_hybrid: 0.1763 (0.2085) loss_giou_0_hybrid: 0.4132 (0.4508) loss_class_1_hybrid: 0.7908 (0.8099) loss_bbox_1_hybrid: 0.1652 (0.2029) loss_giou_1_hybrid: 0.3979 (0.4400) loss_class_2_hybrid: 0.8008 (0.7953) loss_bbox_2_hybrid: 0.1649 (0.1996) loss_giou_2_hybrid: 0.3990 (0.4346) loss_class_3_hybrid: 0.7758 (0.7861) loss_bbox_3_hybrid: 0.1657 (0.1993) loss_giou_3_hybrid: 0.3935 (0.4335) loss_class_4_hybrid: 0.7766 (0.7830) loss_bbox_4_hybrid: 0.1655 (0.1993) loss_giou_4_hybrid: 0.3933 (0.4333) loss_class_enc_hybrid: 0.8525 (0.8101) loss_bbox_enc_hybrid: 0.2123 (0.2502) loss_giou_enc_hybrid: 0.4808 (0.5147) mem: 1027 max mem: 36965 [2024-01-15 09:36:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:36:56 det.util.engine] INFO: Epoch: [5] [11200/11727] eta: 0:09:25 lr: 0.000100 data_time: 0.0032 iter_time: 1.0722 loss: 26.9797 (27.6275) loss_class: 0.8109 (0.7829) loss_bbox: 0.1715 (0.1847) loss_giou: 0.3599 (0.4007) loss_class_0: 0.9528 (0.9788) loss_bbox_0: 0.1662 (0.1838) loss_giou_0: 0.3578 (0.4041) loss_class_1: 0.8585 (0.8484) loss_bbox_1: 0.1651 (0.1852) loss_giou_1: 0.3522 (0.4036) loss_class_2: 0.8144 (0.8121) loss_bbox_2: 0.1716 (0.1835) loss_giou_2: 0.3508 (0.4008) loss_class_3: 0.7958 (0.7932) loss_bbox_3: 0.1699 (0.1839) loss_giou_3: 0.3527 (0.4003) loss_class_4: 0.7909 (0.7845) loss_bbox_4: 0.1700 (0.1845) loss_giou_4: 0.3556 (0.4008) loss_class_enc: 0.8695 (0.9122) loss_bbox_enc: 0.2002 (0.2219) loss_giou_enc: 0.4107 (0.4603) loss_class_dn: 0.3846 (0.3952) loss_bbox_dn: 0.2405 (0.2857) loss_giou_dn: 0.4253 (0.4651) loss_class_dn_0: 0.4762 (0.4839) loss_bbox_dn_0: 0.3498 (0.3888) loss_giou_dn_0: 0.5656 (0.5953) loss_class_dn_1: 0.4192 (0.4235) loss_bbox_dn_1: 0.2578 (0.3091) loss_giou_dn_1: 0.4518 (0.4945) loss_class_dn_2: 0.3970 (0.4028) loss_bbox_dn_2: 0.2455 (0.2894) loss_giou_dn_2: 0.4306 (0.4708) loss_class_dn_3: 0.3907 (0.3966) loss_bbox_dn_3: 0.2405 (0.2864) loss_giou_dn_3: 0.4260 (0.4662) loss_class_dn_4: 0.3865 (0.3948) loss_bbox_dn_4: 0.2404 (0.2857) loss_giou_dn_4: 0.4250 (0.4649) loss_class_hybrid: 0.7760 (0.7830) loss_bbox_hybrid: 0.1784 (0.1992) loss_giou_hybrid: 0.3965 (0.4329) loss_class_0_hybrid: 0.8471 (0.8531) loss_bbox_0_hybrid: 0.1862 (0.2084) loss_giou_0_hybrid: 0.4232 (0.4506) loss_class_1_hybrid: 0.7982 (0.8099) loss_bbox_1_hybrid: 0.1815 (0.2029) loss_giou_1_hybrid: 0.4058 (0.4399) loss_class_2_hybrid: 0.7891 (0.7952) loss_bbox_2_hybrid: 0.1781 (0.1996) loss_giou_2_hybrid: 0.4009 (0.4345) loss_class_3_hybrid: 0.7938 (0.7861) loss_bbox_3_hybrid: 0.1802 (0.1993) loss_giou_3_hybrid: 0.3957 (0.4334) loss_class_4_hybrid: 0.7787 (0.7830) loss_bbox_4_hybrid: 0.1782 (0.1993) loss_giou_4_hybrid: 0.3944 (0.4332) loss_class_enc_hybrid: 0.8027 (0.8101) loss_bbox_enc_hybrid: 0.2299 (0.2501) loss_giou_enc_hybrid: 0.4825 (0.5145) mem: 1020 max mem: 36965 [2024-01-15 09:36:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:37:50 det.util.engine] INFO: Epoch: [5] [11250/11727] eta: 0:08:31 lr: 0.000100 data_time: 0.0037 iter_time: 1.0503 loss: 26.7986 (27.6275) loss_class: 0.7542 (0.7830) loss_bbox: 0.1560 (0.1847) loss_giou: 0.3812 (0.4007) loss_class_0: 0.9246 (0.9789) loss_bbox_0: 0.1622 (0.1838) loss_giou_0: 0.3827 (0.4041) loss_class_1: 0.8045 (0.8485) loss_bbox_1: 0.1693 (0.1852) loss_giou_1: 0.4002 (0.4037) loss_class_2: 0.7772 (0.8122) loss_bbox_2: 0.1603 (0.1835) loss_giou_2: 0.3792 (0.4008) loss_class_3: 0.7570 (0.7933) loss_bbox_3: 0.1758 (0.1839) loss_giou_3: 0.3815 (0.4003) loss_class_4: 0.7452 (0.7845) loss_bbox_4: 0.1728 (0.1844) loss_giou_4: 0.3830 (0.4008) loss_class_enc: 0.8536 (0.9122) loss_bbox_enc: 0.2089 (0.2218) loss_giou_enc: 0.4258 (0.4604) loss_class_dn: 0.3944 (0.3953) loss_bbox_dn: 0.2347 (0.2856) loss_giou_dn: 0.4442 (0.4651) loss_class_dn_0: 0.4783 (0.4839) loss_bbox_dn_0: 0.3235 (0.3887) loss_giou_dn_0: 0.5641 (0.5953) loss_class_dn_1: 0.4118 (0.4235) loss_bbox_dn_1: 0.2534 (0.3090) loss_giou_dn_1: 0.4691 (0.4945) loss_class_dn_2: 0.3959 (0.4028) loss_bbox_dn_2: 0.2346 (0.2894) loss_giou_dn_2: 0.4393 (0.4709) loss_class_dn_3: 0.3942 (0.3966) loss_bbox_dn_3: 0.2343 (0.2863) loss_giou_dn_3: 0.4433 (0.4662) loss_class_dn_4: 0.3952 (0.3948) loss_bbox_dn_4: 0.2346 (0.2856) loss_giou_dn_4: 0.4424 (0.4649) loss_class_hybrid: 0.7470 (0.7831) loss_bbox_hybrid: 0.1775 (0.1992) loss_giou_hybrid: 0.4142 (0.4330) loss_class_0_hybrid: 0.8276 (0.8531) loss_bbox_0_hybrid: 0.1812 (0.2084) loss_giou_0_hybrid: 0.4134 (0.4507) loss_class_1_hybrid: 0.7894 (0.8099) loss_bbox_1_hybrid: 0.1755 (0.2029) loss_giou_1_hybrid: 0.4090 (0.4399) loss_class_2_hybrid: 0.7644 (0.7953) loss_bbox_2_hybrid: 0.1781 (0.1995) loss_giou_2_hybrid: 0.4112 (0.4346) loss_class_3_hybrid: 0.7584 (0.7861) loss_bbox_3_hybrid: 0.1834 (0.1992) loss_giou_3_hybrid: 0.4154 (0.4334) loss_class_4_hybrid: 0.7437 (0.7830) loss_bbox_4_hybrid: 0.1803 (0.1992) loss_giou_4_hybrid: 0.4146 (0.4332) loss_class_enc_hybrid: 0.7941 (0.8101) loss_bbox_enc_hybrid: 0.2363 (0.2501) loss_giou_enc_hybrid: 0.4877 (0.5146) mem: 1032 max mem: 36965 [2024-01-15 09:37:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:38:44 det.util.engine] INFO: Epoch: [5] [11300/11727] eta: 0:07:37 lr: 0.000100 data_time: 0.0034 iter_time: 1.0797 loss: 27.2907 (27.6283) loss_class: 0.7586 (0.7830) loss_bbox: 0.1817 (0.1847) loss_giou: 0.4069 (0.4007) loss_class_0: 0.9663 (0.9789) loss_bbox_0: 0.1814 (0.1838) loss_giou_0: 0.4148 (0.4041) loss_class_1: 0.8616 (0.8486) loss_bbox_1: 0.1863 (0.1852) loss_giou_1: 0.4187 (0.4036) loss_class_2: 0.7859 (0.8123) loss_bbox_2: 0.1813 (0.1835) loss_giou_2: 0.4030 (0.4008) loss_class_3: 0.7708 (0.7934) loss_bbox_3: 0.1812 (0.1839) loss_giou_3: 0.4067 (0.4003) loss_class_4: 0.7654 (0.7846) loss_bbox_4: 0.1817 (0.1844) loss_giou_4: 0.4107 (0.4008) loss_class_enc: 0.8911 (0.9123) loss_bbox_enc: 0.2096 (0.2218) loss_giou_enc: 0.4597 (0.4604) loss_class_dn: 0.3950 (0.3953) loss_bbox_dn: 0.2749 (0.2856) loss_giou_dn: 0.4598 (0.4651) loss_class_dn_0: 0.4934 (0.4840) loss_bbox_dn_0: 0.3599 (0.3887) loss_giou_dn_0: 0.5945 (0.5953) loss_class_dn_1: 0.4259 (0.4235) loss_bbox_dn_1: 0.2901 (0.3090) loss_giou_dn_1: 0.4950 (0.4945) loss_class_dn_2: 0.4037 (0.4028) loss_bbox_dn_2: 0.2736 (0.2894) loss_giou_dn_2: 0.4658 (0.4708) loss_class_dn_3: 0.3957 (0.3966) loss_bbox_dn_3: 0.2761 (0.2863) loss_giou_dn_3: 0.4616 (0.4662) loss_class_dn_4: 0.3965 (0.3949) loss_bbox_dn_4: 0.2747 (0.2856) loss_giou_dn_4: 0.4596 (0.4649) loss_class_hybrid: 0.7651 (0.7831) loss_bbox_hybrid: 0.1965 (0.1992) loss_giou_hybrid: 0.4385 (0.4329) loss_class_0_hybrid: 0.8588 (0.8531) loss_bbox_0_hybrid: 0.1966 (0.2084) loss_giou_0_hybrid: 0.4499 (0.4506) loss_class_1_hybrid: 0.8092 (0.8100) loss_bbox_1_hybrid: 0.1942 (0.2029) loss_giou_1_hybrid: 0.4433 (0.4399) loss_class_2_hybrid: 0.7733 (0.7953) loss_bbox_2_hybrid: 0.1973 (0.1996) loss_giou_2_hybrid: 0.4391 (0.4345) loss_class_3_hybrid: 0.7776 (0.7862) loss_bbox_3_hybrid: 0.1982 (0.1993) loss_giou_3_hybrid: 0.4395 (0.4334) loss_class_4_hybrid: 0.7704 (0.7831) loss_bbox_4_hybrid: 0.1971 (0.1992) loss_giou_4_hybrid: 0.4391 (0.4332) loss_class_enc_hybrid: 0.7940 (0.8102) loss_bbox_enc_hybrid: 0.2401 (0.2501) loss_giou_enc_hybrid: 0.4978 (0.5146) mem: 1021 max mem: 36965 [2024-01-15 09:38:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:39:42 det.util.engine] INFO: Epoch: [5] [11350/11727] eta: 0:06:44 lr: 0.000100 data_time: 0.0030 iter_time: 1.0645 loss: 27.3475 (27.6278) loss_class: 0.7317 (0.7829) loss_bbox: 0.1907 (0.1847) loss_giou: 0.4108 (0.4007) loss_class_0: 0.9096 (0.9789) loss_bbox_0: 0.1908 (0.1838) loss_giou_0: 0.4200 (0.4041) loss_class_1: 0.7850 (0.8486) loss_bbox_1: 0.1888 (0.1852) loss_giou_1: 0.4116 (0.4036) loss_class_2: 0.7423 (0.8122) loss_bbox_2: 0.1910 (0.1835) loss_giou_2: 0.4229 (0.4008) loss_class_3: 0.7253 (0.7933) loss_bbox_3: 0.1868 (0.1840) loss_giou_3: 0.4198 (0.4004) loss_class_4: 0.7352 (0.7845) loss_bbox_4: 0.1929 (0.1845) loss_giou_4: 0.4152 (0.4008) loss_class_enc: 0.8590 (0.9122) loss_bbox_enc: 0.2214 (0.2219) loss_giou_enc: 0.4759 (0.4604) loss_class_dn: 0.3913 (0.3952) loss_bbox_dn: 0.2563 (0.2856) loss_giou_dn: 0.4650 (0.4650) loss_class_dn_0: 0.4729 (0.4840) loss_bbox_dn_0: 0.3351 (0.3887) loss_giou_dn_0: 0.6003 (0.5953) loss_class_dn_1: 0.4168 (0.4235) loss_bbox_dn_1: 0.2727 (0.3090) loss_giou_dn_1: 0.4967 (0.4945) loss_class_dn_2: 0.3983 (0.4028) loss_bbox_dn_2: 0.2585 (0.2893) loss_giou_dn_2: 0.4717 (0.4708) loss_class_dn_3: 0.3953 (0.3966) loss_bbox_dn_3: 0.2551 (0.2863) loss_giou_dn_3: 0.4665 (0.4661) loss_class_dn_4: 0.3921 (0.3948) loss_bbox_dn_4: 0.2563 (0.2855) loss_giou_dn_4: 0.4648 (0.4649) loss_class_hybrid: 0.7351 (0.7831) loss_bbox_hybrid: 0.2100 (0.1992) loss_giou_hybrid: 0.4241 (0.4330) loss_class_0_hybrid: 0.7863 (0.8531) loss_bbox_0_hybrid: 0.2131 (0.2084) loss_giou_0_hybrid: 0.4613 (0.4507) loss_class_1_hybrid: 0.7678 (0.8099) loss_bbox_1_hybrid: 0.2097 (0.2029) loss_giou_1_hybrid: 0.4328 (0.4399) loss_class_2_hybrid: 0.7461 (0.7953) loss_bbox_2_hybrid: 0.2090 (0.1996) loss_giou_2_hybrid: 0.4282 (0.4346) loss_class_3_hybrid: 0.7353 (0.7862) loss_bbox_3_hybrid: 0.2089 (0.1993) loss_giou_3_hybrid: 0.4266 (0.4334) loss_class_4_hybrid: 0.7396 (0.7831) loss_bbox_4_hybrid: 0.2084 (0.1993) loss_giou_4_hybrid: 0.4247 (0.4332) loss_class_enc_hybrid: 0.7761 (0.8101) loss_bbox_enc_hybrid: 0.2647 (0.2501) loss_giou_enc_hybrid: 0.4955 (0.5145) mem: 1025 max mem: 36965 [2024-01-15 09:39:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:40:37 det.util.engine] INFO: Epoch: [5] [11400/11727] eta: 0:05:50 lr: 0.000100 data_time: 0.0034 iter_time: 1.0738 loss: 27.0196 (27.6280) loss_class: 0.7607 (0.7829) loss_bbox: 0.1900 (0.1848) loss_giou: 0.3782 (0.4008) loss_class_0: 0.9547 (0.9788) loss_bbox_0: 0.1841 (0.1838) loss_giou_0: 0.3823 (0.4041) loss_class_1: 0.8482 (0.8485) loss_bbox_1: 0.1961 (0.1853) loss_giou_1: 0.3752 (0.4037) loss_class_2: 0.8196 (0.8122) loss_bbox_2: 0.2003 (0.1836) loss_giou_2: 0.3839 (0.4009) loss_class_3: 0.7742 (0.7932) loss_bbox_3: 0.1901 (0.1840) loss_giou_3: 0.3800 (0.4004) loss_class_4: 0.7749 (0.7845) loss_bbox_4: 0.1900 (0.1845) loss_giou_4: 0.3800 (0.4009) loss_class_enc: 0.9272 (0.9122) loss_bbox_enc: 0.2142 (0.2219) loss_giou_enc: 0.4244 (0.4604) loss_class_dn: 0.4005 (0.3952) loss_bbox_dn: 0.2691 (0.2855) loss_giou_dn: 0.4461 (0.4650) loss_class_dn_0: 0.4932 (0.4840) loss_bbox_dn_0: 0.3584 (0.3886) loss_giou_dn_0: 0.5802 (0.5953) loss_class_dn_1: 0.4296 (0.4235) loss_bbox_dn_1: 0.2925 (0.3090) loss_giou_dn_1: 0.4826 (0.4945) loss_class_dn_2: 0.4086 (0.4028) loss_bbox_dn_2: 0.2712 (0.2893) loss_giou_dn_2: 0.4526 (0.4708) loss_class_dn_3: 0.4027 (0.3966) loss_bbox_dn_3: 0.2699 (0.2863) loss_giou_dn_3: 0.4458 (0.4661) loss_class_dn_4: 0.4023 (0.3948) loss_bbox_dn_4: 0.2691 (0.2855) loss_giou_dn_4: 0.4460 (0.4649) loss_class_hybrid: 0.7647 (0.7830) loss_bbox_hybrid: 0.2064 (0.1993) loss_giou_hybrid: 0.4076 (0.4330) loss_class_0_hybrid: 0.8276 (0.8530) loss_bbox_0_hybrid: 0.2127 (0.2085) loss_giou_0_hybrid: 0.4225 (0.4507) loss_class_1_hybrid: 0.7765 (0.8098) loss_bbox_1_hybrid: 0.2096 (0.2030) loss_giou_1_hybrid: 0.4188 (0.4400) loss_class_2_hybrid: 0.7802 (0.7952) loss_bbox_2_hybrid: 0.2096 (0.1996) loss_giou_2_hybrid: 0.4099 (0.4346) loss_class_3_hybrid: 0.7746 (0.7861) loss_bbox_3_hybrid: 0.2076 (0.1993) loss_giou_3_hybrid: 0.4097 (0.4335) loss_class_4_hybrid: 0.7766 (0.7830) loss_bbox_4_hybrid: 0.2052 (0.1993) loss_giou_4_hybrid: 0.4107 (0.4332) loss_class_enc_hybrid: 0.8023 (0.8101) loss_bbox_enc_hybrid: 0.2429 (0.2501) loss_giou_enc_hybrid: 0.4776 (0.5146) mem: 1021 max mem: 36965 [2024-01-15 09:40:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:41:31 det.util.engine] INFO: Epoch: [5] [11450/11727] eta: 0:04:57 lr: 0.000100 data_time: 0.0030 iter_time: 1.0704 loss: 27.4261 (27.6265) loss_class: 0.7753 (0.7829) loss_bbox: 0.1704 (0.1847) loss_giou: 0.4023 (0.4007) loss_class_0: 0.9782 (0.9788) loss_bbox_0: 0.1702 (0.1838) loss_giou_0: 0.4034 (0.4041) loss_class_1: 0.8373 (0.8485) loss_bbox_1: 0.1759 (0.1852) loss_giou_1: 0.4091 (0.4036) loss_class_2: 0.8086 (0.8122) loss_bbox_2: 0.1671 (0.1835) loss_giou_2: 0.4098 (0.4008) loss_class_3: 0.7909 (0.7932) loss_bbox_3: 0.1706 (0.1839) loss_giou_3: 0.3993 (0.4004) loss_class_4: 0.7783 (0.7845) loss_bbox_4: 0.1710 (0.1845) loss_giou_4: 0.4022 (0.4008) loss_class_enc: 0.9109 (0.9122) loss_bbox_enc: 0.1962 (0.2219) loss_giou_enc: 0.4644 (0.4604) loss_class_dn: 0.3955 (0.3952) loss_bbox_dn: 0.2519 (0.2855) loss_giou_dn: 0.4767 (0.4650) loss_class_dn_0: 0.4887 (0.4840) loss_bbox_dn_0: 0.3372 (0.3885) loss_giou_dn_0: 0.5745 (0.5952) loss_class_dn_1: 0.4264 (0.4235) loss_bbox_dn_1: 0.2692 (0.3089) loss_giou_dn_1: 0.4993 (0.4944) loss_class_dn_2: 0.4116 (0.4028) loss_bbox_dn_2: 0.2586 (0.2893) loss_giou_dn_2: 0.4814 (0.4708) loss_class_dn_3: 0.3971 (0.3966) loss_bbox_dn_3: 0.2538 (0.2862) loss_giou_dn_3: 0.4771 (0.4661) loss_class_dn_4: 0.3951 (0.3948) loss_bbox_dn_4: 0.2519 (0.2855) loss_giou_dn_4: 0.4768 (0.4649) loss_class_hybrid: 0.7804 (0.7830) loss_bbox_hybrid: 0.1872 (0.1992) loss_giou_hybrid: 0.4164 (0.4330) loss_class_0_hybrid: 0.8291 (0.8530) loss_bbox_0_hybrid: 0.1967 (0.2084) loss_giou_0_hybrid: 0.4457 (0.4507) loss_class_1_hybrid: 0.8011 (0.8098) loss_bbox_1_hybrid: 0.1940 (0.2029) loss_giou_1_hybrid: 0.4284 (0.4399) loss_class_2_hybrid: 0.7850 (0.7952) loss_bbox_2_hybrid: 0.1891 (0.1996) loss_giou_2_hybrid: 0.4174 (0.4346) loss_class_3_hybrid: 0.7788 (0.7861) loss_bbox_3_hybrid: 0.1869 (0.1993) loss_giou_3_hybrid: 0.4166 (0.4334) loss_class_4_hybrid: 0.7779 (0.7830) loss_bbox_4_hybrid: 0.1873 (0.1993) loss_giou_4_hybrid: 0.4171 (0.4332) loss_class_enc_hybrid: 0.7826 (0.8101) loss_bbox_enc_hybrid: 0.2254 (0.2501) loss_giou_enc_hybrid: 0.5002 (0.5145) mem: 1021 max mem: 36965 [2024-01-15 09:41:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:42:25 det.util.engine] INFO: Epoch: [5] [11500/11727] eta: 0:04:03 lr: 0.000100 data_time: 0.0034 iter_time: 1.0694 loss: 26.6125 (27.6268) loss_class: 0.7570 (0.7829) loss_bbox: 0.1806 (0.1847) loss_giou: 0.3907 (0.4008) loss_class_0: 0.9240 (0.9788) loss_bbox_0: 0.1740 (0.1838) loss_giou_0: 0.3902 (0.4041) loss_class_1: 0.8152 (0.8485) loss_bbox_1: 0.1754 (0.1852) loss_giou_1: 0.3971 (0.4037) loss_class_2: 0.7880 (0.8122) loss_bbox_2: 0.1709 (0.1835) loss_giou_2: 0.3819 (0.4009) loss_class_3: 0.7651 (0.7932) loss_bbox_3: 0.1784 (0.1839) loss_giou_3: 0.3919 (0.4005) loss_class_4: 0.7548 (0.7845) loss_bbox_4: 0.1806 (0.1845) loss_giou_4: 0.3932 (0.4009) loss_class_enc: 0.8835 (0.9122) loss_bbox_enc: 0.2070 (0.2218) loss_giou_enc: 0.4537 (0.4604) loss_class_dn: 0.3907 (0.3952) loss_bbox_dn: 0.2545 (0.2854) loss_giou_dn: 0.4673 (0.4650) loss_class_dn_0: 0.4856 (0.4840) loss_bbox_dn_0: 0.3521 (0.3885) loss_giou_dn_0: 0.5984 (0.5953) loss_class_dn_1: 0.4191 (0.4235) loss_bbox_dn_1: 0.2825 (0.3089) loss_giou_dn_1: 0.4970 (0.4945) loss_class_dn_2: 0.3978 (0.4028) loss_bbox_dn_2: 0.2599 (0.2892) loss_giou_dn_2: 0.4710 (0.4708) loss_class_dn_3: 0.3948 (0.3966) loss_bbox_dn_3: 0.2547 (0.2862) loss_giou_dn_3: 0.4656 (0.4662) loss_class_dn_4: 0.3941 (0.3948) loss_bbox_dn_4: 0.2546 (0.2854) loss_giou_dn_4: 0.4672 (0.4649) loss_class_hybrid: 0.7659 (0.7830) loss_bbox_hybrid: 0.1897 (0.1992) loss_giou_hybrid: 0.4111 (0.4330) loss_class_0_hybrid: 0.7855 (0.8530) loss_bbox_0_hybrid: 0.1991 (0.2084) loss_giou_0_hybrid: 0.4270 (0.4507) loss_class_1_hybrid: 0.7524 (0.8098) loss_bbox_1_hybrid: 0.1954 (0.2029) loss_giou_1_hybrid: 0.4128 (0.4400) loss_class_2_hybrid: 0.7653 (0.7952) loss_bbox_2_hybrid: 0.1950 (0.1996) loss_giou_2_hybrid: 0.4132 (0.4346) loss_class_3_hybrid: 0.7598 (0.7861) loss_bbox_3_hybrid: 0.1927 (0.1993) loss_giou_3_hybrid: 0.4113 (0.4335) loss_class_4_hybrid: 0.7549 (0.7830) loss_bbox_4_hybrid: 0.1923 (0.1993) loss_giou_4_hybrid: 0.4126 (0.4333) loss_class_enc_hybrid: 0.7813 (0.8101) loss_bbox_enc_hybrid: 0.2410 (0.2501) loss_giou_enc_hybrid: 0.5049 (0.5146) mem: 1022 max mem: 36965 [2024-01-15 09:42:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:43:18 det.util.engine] INFO: Epoch: [5] [11550/11727] eta: 0:03:09 lr: 0.000100 data_time: 0.0034 iter_time: 1.0438 loss: 27.3885 (27.6263) loss_class: 0.7545 (0.7828) loss_bbox: 0.1717 (0.1847) loss_giou: 0.4061 (0.4008) loss_class_0: 0.9573 (0.9787) loss_bbox_0: 0.1638 (0.1838) loss_giou_0: 0.4108 (0.4042) loss_class_1: 0.8417 (0.8485) loss_bbox_1: 0.1692 (0.1852) loss_giou_1: 0.4066 (0.4037) loss_class_2: 0.8025 (0.8122) loss_bbox_2: 0.1624 (0.1835) loss_giou_2: 0.4018 (0.4009) loss_class_3: 0.7745 (0.7932) loss_bbox_3: 0.1735 (0.1839) loss_giou_3: 0.3997 (0.4005) loss_class_4: 0.7650 (0.7844) loss_bbox_4: 0.1727 (0.1845) loss_giou_4: 0.4060 (0.4009) loss_class_enc: 0.8974 (0.9121) loss_bbox_enc: 0.1889 (0.2218) loss_giou_enc: 0.4721 (0.4605) loss_class_dn: 0.3964 (0.3952) loss_bbox_dn: 0.2391 (0.2854) loss_giou_dn: 0.4533 (0.4650) loss_class_dn_0: 0.4832 (0.4840) loss_bbox_dn_0: 0.3201 (0.3884) loss_giou_dn_0: 0.5790 (0.5952) loss_class_dn_1: 0.4174 (0.4235) loss_bbox_dn_1: 0.2545 (0.3088) loss_giou_dn_1: 0.4814 (0.4945) loss_class_dn_2: 0.4025 (0.4028) loss_bbox_dn_2: 0.2449 (0.2892) loss_giou_dn_2: 0.4555 (0.4708) loss_class_dn_3: 0.3910 (0.3966) loss_bbox_dn_3: 0.2397 (0.2861) loss_giou_dn_3: 0.4544 (0.4662) loss_class_dn_4: 0.3925 (0.3948) loss_bbox_dn_4: 0.2390 (0.2854) loss_giou_dn_4: 0.4532 (0.4649) loss_class_hybrid: 0.7688 (0.7830) loss_bbox_hybrid: 0.1859 (0.1992) loss_giou_hybrid: 0.4596 (0.4331) loss_class_0_hybrid: 0.8468 (0.8529) loss_bbox_0_hybrid: 0.1929 (0.2084) loss_giou_0_hybrid: 0.4777 (0.4508) loss_class_1_hybrid: 0.7890 (0.8098) loss_bbox_1_hybrid: 0.1909 (0.2029) loss_giou_1_hybrid: 0.4685 (0.4400) loss_class_2_hybrid: 0.7942 (0.7952) loss_bbox_2_hybrid: 0.1888 (0.1996) loss_giou_2_hybrid: 0.4630 (0.4347) loss_class_3_hybrid: 0.7675 (0.7861) loss_bbox_3_hybrid: 0.1832 (0.1993) loss_giou_3_hybrid: 0.4589 (0.4335) loss_class_4_hybrid: 0.7679 (0.7830) loss_bbox_4_hybrid: 0.1849 (0.1992) loss_giou_4_hybrid: 0.4578 (0.4333) loss_class_enc_hybrid: 0.8156 (0.8101) loss_bbox_enc_hybrid: 0.2247 (0.2501) loss_giou_enc_hybrid: 0.5327 (0.5146) mem: 1022 max mem: 36965 [2024-01-15 09:43:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:44:12 det.util.engine] INFO: Epoch: [5] [11600/11727] eta: 0:02:16 lr: 0.000100 data_time: 0.0034 iter_time: 1.0786 loss: 26.9049 (27.6269) loss_class: 0.7232 (0.7828) loss_bbox: 0.1880 (0.1847) loss_giou: 0.3597 (0.4008) loss_class_0: 0.9427 (0.9787) loss_bbox_0: 0.1832 (0.1838) loss_giou_0: 0.3651 (0.4042) loss_class_1: 0.8009 (0.8485) loss_bbox_1: 0.1852 (0.1852) loss_giou_1: 0.3671 (0.4037) loss_class_2: 0.7842 (0.8122) loss_bbox_2: 0.1831 (0.1835) loss_giou_2: 0.3639 (0.4009) loss_class_3: 0.7726 (0.7932) loss_bbox_3: 0.1877 (0.1840) loss_giou_3: 0.3554 (0.4005) loss_class_4: 0.7329 (0.7844) loss_bbox_4: 0.1884 (0.1845) loss_giou_4: 0.3596 (0.4009) loss_class_enc: 0.8466 (0.9120) loss_bbox_enc: 0.2191 (0.2219) loss_giou_enc: 0.4269 (0.4605) loss_class_dn: 0.3878 (0.3952) loss_bbox_dn: 0.2869 (0.2854) loss_giou_dn: 0.4567 (0.4650) loss_class_dn_0: 0.4732 (0.4840) loss_bbox_dn_0: 0.3749 (0.3885) loss_giou_dn_0: 0.5768 (0.5952) loss_class_dn_1: 0.4220 (0.4235) loss_bbox_dn_1: 0.3079 (0.3089) loss_giou_dn_1: 0.4840 (0.4945) loss_class_dn_2: 0.4017 (0.4028) loss_bbox_dn_2: 0.2923 (0.2892) loss_giou_dn_2: 0.4643 (0.4708) loss_class_dn_3: 0.3891 (0.3966) loss_bbox_dn_3: 0.2877 (0.2862) loss_giou_dn_3: 0.4584 (0.4662) loss_class_dn_4: 0.3867 (0.3948) loss_bbox_dn_4: 0.2869 (0.2854) loss_giou_dn_4: 0.4567 (0.4649) loss_class_hybrid: 0.7507 (0.7830) loss_bbox_hybrid: 0.1920 (0.1992) loss_giou_hybrid: 0.4102 (0.4330) loss_class_0_hybrid: 0.8224 (0.8529) loss_bbox_0_hybrid: 0.2137 (0.2084) loss_giou_0_hybrid: 0.4282 (0.4507) loss_class_1_hybrid: 0.7906 (0.8098) loss_bbox_1_hybrid: 0.2019 (0.2029) loss_giou_1_hybrid: 0.4083 (0.4400) loss_class_2_hybrid: 0.7654 (0.7952) loss_bbox_2_hybrid: 0.1929 (0.1996) loss_giou_2_hybrid: 0.4138 (0.4346) loss_class_3_hybrid: 0.7706 (0.7861) loss_bbox_3_hybrid: 0.1860 (0.1993) loss_giou_3_hybrid: 0.4109 (0.4335) loss_class_4_hybrid: 0.7542 (0.7830) loss_bbox_4_hybrid: 0.1946 (0.1993) loss_giou_4_hybrid: 0.4085 (0.4333) loss_class_enc_hybrid: 0.7810 (0.8101) loss_bbox_enc_hybrid: 0.2500 (0.2501) loss_giou_enc_hybrid: 0.4851 (0.5146) mem: 1028 max mem: 36965 [2024-01-15 09:44:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:45:06 det.util.engine] INFO: Epoch: [5] [11650/11727] eta: 0:01:22 lr: 0.000100 data_time: 0.0030 iter_time: 1.0656 loss: 27.7978 (27.6262) loss_class: 0.7546 (0.7828) loss_bbox: 0.1756 (0.1847) loss_giou: 0.4077 (0.4008) loss_class_0: 0.9499 (0.9787) loss_bbox_0: 0.1669 (0.1838) loss_giou_0: 0.4120 (0.4042) loss_class_1: 0.8092 (0.8485) loss_bbox_1: 0.1719 (0.1852) loss_giou_1: 0.4198 (0.4037) loss_class_2: 0.7919 (0.8122) loss_bbox_2: 0.1726 (0.1835) loss_giou_2: 0.4050 (0.4009) loss_class_3: 0.7687 (0.7932) loss_bbox_3: 0.1690 (0.1839) loss_giou_3: 0.4091 (0.4005) loss_class_4: 0.7572 (0.7844) loss_bbox_4: 0.1756 (0.1845) loss_giou_4: 0.4068 (0.4009) loss_class_enc: 0.8652 (0.9120) loss_bbox_enc: 0.2330 (0.2219) loss_giou_enc: 0.4611 (0.4605) loss_class_dn: 0.3771 (0.3952) loss_bbox_dn: 0.2923 (0.2855) loss_giou_dn: 0.4306 (0.4651) loss_class_dn_0: 0.4708 (0.4840) loss_bbox_dn_0: 0.3978 (0.3885) loss_giou_dn_0: 0.5589 (0.5953) loss_class_dn_1: 0.4053 (0.4235) loss_bbox_dn_1: 0.3112 (0.3089) loss_giou_dn_1: 0.4647 (0.4945) loss_class_dn_2: 0.3905 (0.4028) loss_bbox_dn_2: 0.2932 (0.2892) loss_giou_dn_2: 0.4375 (0.4708) loss_class_dn_3: 0.3817 (0.3966) loss_bbox_dn_3: 0.2899 (0.2862) loss_giou_dn_3: 0.4328 (0.4662) loss_class_dn_4: 0.3777 (0.3948) loss_bbox_dn_4: 0.2921 (0.2854) loss_giou_dn_4: 0.4305 (0.4649) loss_class_hybrid: 0.7611 (0.7830) loss_bbox_hybrid: 0.1933 (0.1992) loss_giou_hybrid: 0.4380 (0.4330) loss_class_0_hybrid: 0.8329 (0.8529) loss_bbox_0_hybrid: 0.2065 (0.2084) loss_giou_0_hybrid: 0.4657 (0.4507) loss_class_1_hybrid: 0.7882 (0.8098) loss_bbox_1_hybrid: 0.1992 (0.2029) loss_giou_1_hybrid: 0.4511 (0.4400) loss_class_2_hybrid: 0.7614 (0.7952) loss_bbox_2_hybrid: 0.1930 (0.1996) loss_giou_2_hybrid: 0.4397 (0.4346) loss_class_3_hybrid: 0.7578 (0.7860) loss_bbox_3_hybrid: 0.1950 (0.1993) loss_giou_3_hybrid: 0.4411 (0.4335) loss_class_4_hybrid: 0.7606 (0.7829) loss_bbox_4_hybrid: 0.1936 (0.1993) loss_giou_4_hybrid: 0.4391 (0.4332) loss_class_enc_hybrid: 0.8057 (0.8101) loss_bbox_enc_hybrid: 0.2405 (0.2501) loss_giou_enc_hybrid: 0.4878 (0.5146) mem: 1037 max mem: 36965 [2024-01-15 09:45:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:46:01 det.util.engine] INFO: Epoch: [5] [11700/11727] eta: 0:00:28 lr: 0.000100 data_time: 0.0033 iter_time: 1.0923 loss: 27.4557 (27.6271) loss_class: 0.7520 (0.7829) loss_bbox: 0.1881 (0.1848) loss_giou: 0.4039 (0.4008) loss_class_0: 0.9785 (0.9787) loss_bbox_0: 0.1777 (0.1838) loss_giou_0: 0.3906 (0.4041) loss_class_1: 0.8320 (0.8485) loss_bbox_1: 0.1836 (0.1853) loss_giou_1: 0.3994 (0.4037) loss_class_2: 0.7974 (0.8122) loss_bbox_2: 0.1851 (0.1835) loss_giou_2: 0.4056 (0.4009) loss_class_3: 0.7510 (0.7932) loss_bbox_3: 0.1887 (0.1840) loss_giou_3: 0.4046 (0.4005) loss_class_4: 0.7624 (0.7845) loss_bbox_4: 0.1881 (0.1845) loss_giou_4: 0.4040 (0.4009) loss_class_enc: 0.9170 (0.9121) loss_bbox_enc: 0.2093 (0.2219) loss_giou_enc: 0.4505 (0.4605) loss_class_dn: 0.4007 (0.3952) loss_bbox_dn: 0.2576 (0.2855) loss_giou_dn: 0.4581 (0.4650) loss_class_dn_0: 0.4913 (0.4840) loss_bbox_dn_0: 0.3397 (0.3885) loss_giou_dn_0: 0.5978 (0.5952) loss_class_dn_1: 0.4297 (0.4235) loss_bbox_dn_1: 0.2679 (0.3089) loss_giou_dn_1: 0.4882 (0.4945) loss_class_dn_2: 0.4074 (0.4028) loss_bbox_dn_2: 0.2569 (0.2893) loss_giou_dn_2: 0.4628 (0.4708) loss_class_dn_3: 0.4041 (0.3966) loss_bbox_dn_3: 0.2582 (0.2862) loss_giou_dn_3: 0.4589 (0.4661) loss_class_dn_4: 0.4019 (0.3948) loss_bbox_dn_4: 0.2576 (0.2855) loss_giou_dn_4: 0.4582 (0.4649) loss_class_hybrid: 0.7654 (0.7830) loss_bbox_hybrid: 0.2005 (0.1992) loss_giou_hybrid: 0.4240 (0.4330) loss_class_0_hybrid: 0.8573 (0.8529) loss_bbox_0_hybrid: 0.2035 (0.2085) loss_giou_0_hybrid: 0.4387 (0.4507) loss_class_1_hybrid: 0.7965 (0.8098) loss_bbox_1_hybrid: 0.2017 (0.2030) loss_giou_1_hybrid: 0.4256 (0.4399) loss_class_2_hybrid: 0.7955 (0.7952) loss_bbox_2_hybrid: 0.1984 (0.1996) loss_giou_2_hybrid: 0.4236 (0.4346) loss_class_3_hybrid: 0.7774 (0.7861) loss_bbox_3_hybrid: 0.1991 (0.1993) loss_giou_3_hybrid: 0.4243 (0.4334) loss_class_4_hybrid: 0.7690 (0.7830) loss_bbox_4_hybrid: 0.1988 (0.1993) loss_giou_4_hybrid: 0.4250 (0.4332) loss_class_enc_hybrid: 0.8192 (0.8101) loss_bbox_enc_hybrid: 0.2316 (0.2501) loss_giou_enc_hybrid: 0.4964 (0.5145) mem: 1027 max mem: 36965 [2024-01-15 09:46:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:46:28 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0029 iter_time: 1.0285 loss: 26.1465 (27.6248) loss_class: 0.7403 (0.7828) loss_bbox: 0.1636 (0.1847) loss_giou: 0.3854 (0.4008) loss_class_0: 0.9319 (0.9787) loss_bbox_0: 0.1585 (0.1838) loss_giou_0: 0.4067 (0.4041) loss_class_1: 0.8002 (0.8484) loss_bbox_1: 0.1597 (0.1852) loss_giou_1: 0.4028 (0.4037) loss_class_2: 0.7595 (0.8121) loss_bbox_2: 0.1633 (0.1835) loss_giou_2: 0.4067 (0.4009) loss_class_3: 0.7550 (0.7931) loss_bbox_3: 0.1583 (0.1840) loss_giou_3: 0.3927 (0.4005) loss_class_4: 0.7449 (0.7844) loss_bbox_4: 0.1636 (0.1845) loss_giou_4: 0.3922 (0.4009) loss_class_enc: 0.8656 (0.9120) loss_bbox_enc: 0.1814 (0.2218) loss_giou_enc: 0.4537 (0.4604) loss_class_dn: 0.3852 (0.3952) loss_bbox_dn: 0.2200 (0.2854) loss_giou_dn: 0.4392 (0.4650) loss_class_dn_0: 0.4640 (0.4839) loss_bbox_dn_0: 0.3289 (0.3885) loss_giou_dn_0: 0.5896 (0.5952) loss_class_dn_1: 0.4162 (0.4235) loss_bbox_dn_1: 0.2366 (0.3089) loss_giou_dn_1: 0.4678 (0.4944) loss_class_dn_2: 0.3874 (0.4028) loss_bbox_dn_2: 0.2201 (0.2892) loss_giou_dn_2: 0.4408 (0.4708) loss_class_dn_3: 0.3850 (0.3966) loss_bbox_dn_3: 0.2211 (0.2861) loss_giou_dn_3: 0.4403 (0.4661) loss_class_dn_4: 0.3869 (0.3948) loss_bbox_dn_4: 0.2201 (0.2854) loss_giou_dn_4: 0.4399 (0.4649) loss_class_hybrid: 0.7501 (0.7830) loss_bbox_hybrid: 0.1767 (0.1992) loss_giou_hybrid: 0.4148 (0.4330) loss_class_0_hybrid: 0.8114 (0.8529) loss_bbox_0_hybrid: 0.1808 (0.2084) loss_giou_0_hybrid: 0.4314 (0.4507) loss_class_1_hybrid: 0.7713 (0.8098) loss_bbox_1_hybrid: 0.1752 (0.2029) loss_giou_1_hybrid: 0.4217 (0.4399) loss_class_2_hybrid: 0.7554 (0.7952) loss_bbox_2_hybrid: 0.1753 (0.1996) loss_giou_2_hybrid: 0.4140 (0.4346) loss_class_3_hybrid: 0.7616 (0.7860) loss_bbox_3_hybrid: 0.1732 (0.1993) loss_giou_3_hybrid: 0.4142 (0.4334) loss_class_4_hybrid: 0.7465 (0.7829) loss_bbox_4_hybrid: 0.1749 (0.1993) loss_giou_4_hybrid: 0.4143 (0.4332) loss_class_enc_hybrid: 0.7811 (0.8101) loss_bbox_enc_hybrid: 0.2244 (0.2500) loss_giou_enc_hybrid: 0.4989 (0.5145) [2024-01-15 09:46:28 accelerate.accelerator] WARNING: Deleting 1 checkpoints to make room for new checkpoint. [2024-01-15 09:46:28 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_5 [2024-01-15 09:46:29 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_5/model.safetensors [2024-01-15 09:46:30 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_5/optimizer.bin [2024-01-15 09:46:30 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_5/scheduler.bin [2024-01-15 09:46:30 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_5/sampler.bin [2024-01-15 09:46:30 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_5/sampler_1.bin [2024-01-15 09:46:30 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_5/random_states_0.pkl [2024-01-15 09:46:30 det.__main__] INFO: Start evaluation [2024-01-15 09:46:32 det.util.utils] INFO: Test: [ 0/2500] eta: 0:21:43 model_time: 0.3329 (0.3329) evaluator_time: 0.0250 (0.0250) time: 0.5215 data: 0.1621 mem: 961 max mem: 36965 [2024-01-15 09:46:34 det.util.utils] INFO: Test: [ 10/2500] eta: 0:10:42 model_time: 0.1543 (0.2194) evaluator_time: 0.0201 (0.0215) time: 0.2580 data: 0.0153 mem: 961 max mem: 36965 [2024-01-15 09:46:36 det.util.utils] INFO: Test: [ 20/2500] eta: 0:09:34 model_time: 0.1489 (0.2012) evaluator_time: 0.0188 (0.0206) time: 0.2173 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:46:38 det.util.utils] INFO: Test: [ 30/2500] eta: 0:08:52 model_time: 0.1287 (0.1863) evaluator_time: 0.0189 (0.0216) time: 0.1921 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:46:40 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:41 model_time: 0.1294 (0.1840) evaluator_time: 0.0198 (0.0214) time: 0.1908 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:46:42 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:30 model_time: 0.1401 (0.1822) evaluator_time: 0.0173 (0.0208) time: 0.1978 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:46:44 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:16 model_time: 0.1410 (0.1776) evaluator_time: 0.0165 (0.0210) time: 0.1870 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:46:46 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:13 model_time: 0.1411 (0.1763) evaluator_time: 0.0180 (0.0218) time: 0.1886 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:46:47 det.util.utils] INFO: Test: [ 80/2500] eta: 0:08:03 model_time: 0.1406 (0.1739) evaluator_time: 0.0180 (0.0214) time: 0.1879 data: 0.0009 mem: 961 max mem: 36965 [2024-01-15 09:46:49 det.util.utils] INFO: Test: [ 90/2500] eta: 0:08:01 model_time: 0.1406 (0.1737) evaluator_time: 0.0166 (0.0217) time: 0.1882 data: 0.0009 mem: 962 max mem: 36965 [2024-01-15 09:46:51 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:55 model_time: 0.1477 (0.1722) evaluator_time: 0.0209 (0.0219) time: 0.1926 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 09:46:53 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:50 model_time: 0.1486 (0.1712) evaluator_time: 0.0201 (0.0216) time: 0.1836 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:46:55 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:40 model_time: 0.1350 (0.1682) evaluator_time: 0.0168 (0.0215) time: 0.1692 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:46:56 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:34 model_time: 0.1317 (0.1666) evaluator_time: 0.0162 (0.0215) time: 0.1644 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:46:58 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:30 model_time: 0.1361 (0.1658) evaluator_time: 0.0207 (0.0215) time: 0.1758 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:47:00 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:25 model_time: 0.1361 (0.1641) evaluator_time: 0.0220 (0.0220) time: 0.1760 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:01 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:20 model_time: 0.1362 (0.1626) evaluator_time: 0.0224 (0.0219) time: 0.1677 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:47:04 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:21 model_time: 0.1362 (0.1637) evaluator_time: 0.0182 (0.0223) time: 0.1871 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:05 det.util.utils] INFO: Test: [ 180/2500] eta: 0:07:17 model_time: 0.1469 (0.1627) evaluator_time: 0.0183 (0.0224) time: 0.1928 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:47:07 det.util.utils] INFO: Test: [ 190/2500] eta: 0:07:11 model_time: 0.1385 (0.1611) evaluator_time: 0.0172 (0.0223) time: 0.1648 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:09 det.util.utils] INFO: Test: [ 200/2500] eta: 0:07:08 model_time: 0.1318 (0.1608) evaluator_time: 0.0163 (0.0220) time: 0.1639 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:47:10 det.util.utils] INFO: Test: [ 210/2500] eta: 0:07:03 model_time: 0.1328 (0.1595) evaluator_time: 0.0167 (0.0219) time: 0.1647 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:47:12 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:58 model_time: 0.1323 (0.1586) evaluator_time: 0.0178 (0.0218) time: 0.1586 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:13 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:54 model_time: 0.1323 (0.1577) evaluator_time: 0.0138 (0.0215) time: 0.1579 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:15 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:50 model_time: 0.1352 (0.1569) evaluator_time: 0.0149 (0.0216) time: 0.1609 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:17 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:46 model_time: 0.1329 (0.1558) evaluator_time: 0.0176 (0.0215) time: 0.1586 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:47:18 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:44 model_time: 0.1325 (0.1555) evaluator_time: 0.0210 (0.0217) time: 0.1640 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:20 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:43 model_time: 0.1355 (0.1557) evaluator_time: 0.0214 (0.0220) time: 0.1839 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:22 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:43 model_time: 0.1437 (0.1564) evaluator_time: 0.0210 (0.0221) time: 0.1976 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:47:24 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:39 model_time: 0.1386 (0.1556) evaluator_time: 0.0177 (0.0220) time: 0.1797 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:47:26 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:37 model_time: 0.1368 (0.1555) evaluator_time: 0.0170 (0.0219) time: 0.1645 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:47:27 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:33 model_time: 0.1349 (0.1548) evaluator_time: 0.0178 (0.0219) time: 0.1659 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:29 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:30 model_time: 0.1368 (0.1543) evaluator_time: 0.0194 (0.0219) time: 0.1604 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:47:30 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:27 model_time: 0.1391 (0.1537) evaluator_time: 0.0194 (0.0220) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:32 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:25 model_time: 0.1335 (0.1534) evaluator_time: 0.0178 (0.0219) time: 0.1647 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:34 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:21 model_time: 0.1247 (0.1528) evaluator_time: 0.0156 (0.0218) time: 0.1596 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:35 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:19 model_time: 0.1282 (0.1524) evaluator_time: 0.0174 (0.0219) time: 0.1586 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:47:37 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:16 model_time: 0.1320 (0.1519) evaluator_time: 0.0174 (0.0218) time: 0.1597 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:47:39 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:14 model_time: 0.1392 (0.1519) evaluator_time: 0.0170 (0.0218) time: 0.1653 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:40 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:13 model_time: 0.1425 (0.1523) evaluator_time: 0.0153 (0.0216) time: 0.1826 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 09:47:42 det.util.utils] INFO: Test: [ 400/2500] eta: 0:06:10 model_time: 0.1297 (0.1518) evaluator_time: 0.0153 (0.0216) time: 0.1704 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:44 det.util.utils] INFO: Test: [ 410/2500] eta: 0:06:07 model_time: 0.1261 (0.1514) evaluator_time: 0.0162 (0.0215) time: 0.1557 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:45 det.util.utils] INFO: Test: [ 420/2500] eta: 0:06:06 model_time: 0.1450 (0.1518) evaluator_time: 0.0147 (0.0215) time: 0.1733 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:47 det.util.utils] INFO: Test: [ 430/2500] eta: 0:06:03 model_time: 0.1419 (0.1514) evaluator_time: 0.0168 (0.0214) time: 0.1722 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:47:49 det.util.utils] INFO: Test: [ 440/2500] eta: 0:06:01 model_time: 0.1360 (0.1512) evaluator_time: 0.0160 (0.0213) time: 0.1594 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:47:50 det.util.utils] INFO: Test: [ 450/2500] eta: 0:05:59 model_time: 0.1345 (0.1509) evaluator_time: 0.0150 (0.0213) time: 0.1621 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:47:52 det.util.utils] INFO: Test: [ 460/2500] eta: 0:05:56 model_time: 0.1365 (0.1508) evaluator_time: 0.0171 (0.0212) time: 0.1640 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:47:53 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:54 model_time: 0.1365 (0.1505) evaluator_time: 0.0172 (0.0212) time: 0.1613 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:47:55 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:51 model_time: 0.1282 (0.1501) evaluator_time: 0.0149 (0.0211) time: 0.1549 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:57 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:49 model_time: 0.1324 (0.1498) evaluator_time: 0.0157 (0.0211) time: 0.1558 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:47:58 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:47 model_time: 0.1391 (0.1498) evaluator_time: 0.0157 (0.0211) time: 0.1654 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:48:00 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:46 model_time: 0.1468 (0.1500) evaluator_time: 0.0180 (0.0212) time: 0.1795 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:02 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:43 model_time: 0.1320 (0.1496) evaluator_time: 0.0194 (0.0211) time: 0.1705 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:03 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:41 model_time: 0.1295 (0.1495) evaluator_time: 0.0176 (0.0211) time: 0.1599 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:05 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:39 model_time: 0.1408 (0.1493) evaluator_time: 0.0147 (0.0210) time: 0.1606 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:07 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:37 model_time: 0.1243 (0.1492) evaluator_time: 0.0147 (0.0210) time: 0.1617 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:48:08 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:35 model_time: 0.1267 (0.1489) evaluator_time: 0.0195 (0.0209) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:10 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:33 model_time: 0.1312 (0.1490) evaluator_time: 0.0173 (0.0210) time: 0.1652 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:12 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:31 model_time: 0.1382 (0.1489) evaluator_time: 0.0173 (0.0210) time: 0.1714 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:13 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:29 model_time: 0.1332 (0.1487) evaluator_time: 0.0182 (0.0210) time: 0.1642 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:15 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:27 model_time: 0.1324 (0.1484) evaluator_time: 0.0190 (0.0211) time: 0.1612 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:48:16 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:25 model_time: 0.1293 (0.1482) evaluator_time: 0.0207 (0.0211) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:18 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:23 model_time: 0.1367 (0.1480) evaluator_time: 0.0214 (0.0213) time: 0.1683 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:20 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:21 model_time: 0.1341 (0.1478) evaluator_time: 0.0187 (0.0212) time: 0.1623 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:21 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:19 model_time: 0.1278 (0.1476) evaluator_time: 0.0151 (0.0212) time: 0.1577 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:23 det.util.utils] INFO: Test: [ 650/2500] eta: 0:05:17 model_time: 0.1291 (0.1475) evaluator_time: 0.0164 (0.0212) time: 0.1600 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:25 det.util.utils] INFO: Test: [ 660/2500] eta: 0:05:15 model_time: 0.1416 (0.1474) evaluator_time: 0.0196 (0.0212) time: 0.1638 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:26 det.util.utils] INFO: Test: [ 670/2500] eta: 0:05:13 model_time: 0.1356 (0.1472) evaluator_time: 0.0211 (0.0213) time: 0.1665 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:28 det.util.utils] INFO: Test: [ 680/2500] eta: 0:05:11 model_time: 0.1343 (0.1471) evaluator_time: 0.0211 (0.0213) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:29 det.util.utils] INFO: Test: [ 690/2500] eta: 0:05:09 model_time: 0.1330 (0.1469) evaluator_time: 0.0166 (0.0213) time: 0.1595 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:48:31 det.util.utils] INFO: Test: [ 700/2500] eta: 0:05:07 model_time: 0.1421 (0.1469) evaluator_time: 0.0155 (0.0213) time: 0.1646 data: 0.0015 mem: 961 max mem: 36965 [2024-01-15 09:48:33 det.util.utils] INFO: Test: [ 710/2500] eta: 0:05:05 model_time: 0.1391 (0.1467) evaluator_time: 0.0154 (0.0213) time: 0.1661 data: 0.0015 mem: 962 max mem: 36965 [2024-01-15 09:48:35 det.util.utils] INFO: Test: [ 720/2500] eta: 0:05:04 model_time: 0.1374 (0.1467) evaluator_time: 0.0207 (0.0215) time: 0.1712 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:36 det.util.utils] INFO: Test: [ 730/2500] eta: 0:05:02 model_time: 0.1380 (0.1466) evaluator_time: 0.0173 (0.0214) time: 0.1691 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:38 det.util.utils] INFO: Test: [ 740/2500] eta: 0:05:00 model_time: 0.1380 (0.1465) evaluator_time: 0.0147 (0.0214) time: 0.1628 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:39 det.util.utils] INFO: Test: [ 750/2500] eta: 0:04:58 model_time: 0.1429 (0.1465) evaluator_time: 0.0147 (0.0214) time: 0.1642 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:41 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:56 model_time: 0.1373 (0.1463) evaluator_time: 0.0157 (0.0214) time: 0.1606 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:43 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:54 model_time: 0.1362 (0.1462) evaluator_time: 0.0168 (0.0213) time: 0.1612 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:44 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:53 model_time: 0.1344 (0.1462) evaluator_time: 0.0229 (0.0214) time: 0.1657 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:48:46 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:51 model_time: 0.1368 (0.1461) evaluator_time: 0.0205 (0.0214) time: 0.1666 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:48 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:49 model_time: 0.1385 (0.1460) evaluator_time: 0.0199 (0.0214) time: 0.1671 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:49 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:47 model_time: 0.1385 (0.1461) evaluator_time: 0.0177 (0.0214) time: 0.1719 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:51 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:46 model_time: 0.1405 (0.1461) evaluator_time: 0.0176 (0.0214) time: 0.1717 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:53 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:44 model_time: 0.1405 (0.1460) evaluator_time: 0.0176 (0.0215) time: 0.1663 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:48:54 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:42 model_time: 0.1264 (0.1458) evaluator_time: 0.0153 (0.0215) time: 0.1609 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:48:56 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:40 model_time: 0.1311 (0.1459) evaluator_time: 0.0169 (0.0216) time: 0.1706 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:48:58 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:39 model_time: 0.1394 (0.1458) evaluator_time: 0.0169 (0.0216) time: 0.1747 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:48:59 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:37 model_time: 0.1394 (0.1457) evaluator_time: 0.0150 (0.0215) time: 0.1619 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:01 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:35 model_time: 0.1392 (0.1457) evaluator_time: 0.0144 (0.0215) time: 0.1571 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:03 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:33 model_time: 0.1292 (0.1455) evaluator_time: 0.0147 (0.0214) time: 0.1579 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:04 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:31 model_time: 0.1327 (0.1456) evaluator_time: 0.0153 (0.0214) time: 0.1634 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:06 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:29 model_time: 0.1409 (0.1456) evaluator_time: 0.0141 (0.0214) time: 0.1682 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:08 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:28 model_time: 0.1405 (0.1454) evaluator_time: 0.0156 (0.0214) time: 0.1646 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:09 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:26 model_time: 0.1363 (0.1454) evaluator_time: 0.0156 (0.0214) time: 0.1631 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:11 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:24 model_time: 0.1337 (0.1453) evaluator_time: 0.0177 (0.0214) time: 0.1623 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:49:12 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:22 model_time: 0.1294 (0.1452) evaluator_time: 0.0150 (0.0214) time: 0.1557 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:49:14 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:20 model_time: 0.1264 (0.1452) evaluator_time: 0.0135 (0.0213) time: 0.1582 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:16 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:18 model_time: 0.1283 (0.1451) evaluator_time: 0.0136 (0.0213) time: 0.1613 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:17 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:16 model_time: 0.1359 (0.1450) evaluator_time: 0.0161 (0.0213) time: 0.1607 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:19 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:15 model_time: 0.1263 (0.1449) evaluator_time: 0.0165 (0.0213) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:20 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:13 model_time: 0.1255 (0.1448) evaluator_time: 0.0165 (0.0213) time: 0.1600 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:22 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:11 model_time: 0.1388 (0.1448) evaluator_time: 0.0194 (0.0214) time: 0.1650 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:49:24 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:09 model_time: 0.1388 (0.1447) evaluator_time: 0.0207 (0.0214) time: 0.1650 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:25 det.util.utils] INFO: Test: [1030/2500] eta: 0:04:08 model_time: 0.1387 (0.1447) evaluator_time: 0.0137 (0.0213) time: 0.1609 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:27 det.util.utils] INFO: Test: [1040/2500] eta: 0:04:06 model_time: 0.1422 (0.1447) evaluator_time: 0.0187 (0.0213) time: 0.1673 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:29 det.util.utils] INFO: Test: [1050/2500] eta: 0:04:04 model_time: 0.1454 (0.1448) evaluator_time: 0.0203 (0.0213) time: 0.1781 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:30 det.util.utils] INFO: Test: [1060/2500] eta: 0:04:03 model_time: 0.1346 (0.1448) evaluator_time: 0.0184 (0.0213) time: 0.1714 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:32 det.util.utils] INFO: Test: [1070/2500] eta: 0:04:01 model_time: 0.1310 (0.1448) evaluator_time: 0.0141 (0.0213) time: 0.1643 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:34 det.util.utils] INFO: Test: [1080/2500] eta: 0:03:59 model_time: 0.1364 (0.1447) evaluator_time: 0.0155 (0.0213) time: 0.1653 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:49:35 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:57 model_time: 0.1370 (0.1446) evaluator_time: 0.0210 (0.0214) time: 0.1672 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:37 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:56 model_time: 0.1374 (0.1446) evaluator_time: 0.0182 (0.0214) time: 0.1657 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:39 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:54 model_time: 0.1276 (0.1445) evaluator_time: 0.0183 (0.0214) time: 0.1602 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:40 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:52 model_time: 0.1276 (0.1444) evaluator_time: 0.0205 (0.0214) time: 0.1581 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:42 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:50 model_time: 0.1360 (0.1444) evaluator_time: 0.0197 (0.0214) time: 0.1620 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:43 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:48 model_time: 0.1255 (0.1442) evaluator_time: 0.0149 (0.0214) time: 0.1577 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:49:45 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:47 model_time: 0.1292 (0.1442) evaluator_time: 0.0147 (0.0213) time: 0.1544 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:47 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:45 model_time: 0.1401 (0.1442) evaluator_time: 0.0175 (0.0214) time: 0.1680 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:48 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:43 model_time: 0.1346 (0.1441) evaluator_time: 0.0178 (0.0214) time: 0.1663 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:50 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:41 model_time: 0.1337 (0.1441) evaluator_time: 0.0148 (0.0213) time: 0.1548 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:49:51 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:40 model_time: 0.1260 (0.1440) evaluator_time: 0.0176 (0.0213) time: 0.1567 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:53 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:38 model_time: 0.1260 (0.1439) evaluator_time: 0.0160 (0.0213) time: 0.1586 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:55 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:36 model_time: 0.1314 (0.1438) evaluator_time: 0.0163 (0.0214) time: 0.1602 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:56 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:34 model_time: 0.1338 (0.1438) evaluator_time: 0.0196 (0.0214) time: 0.1635 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:49:58 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:33 model_time: 0.1278 (0.1437) evaluator_time: 0.0164 (0.0214) time: 0.1574 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:49:59 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:31 model_time: 0.1250 (0.1436) evaluator_time: 0.0166 (0.0213) time: 0.1537 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:50:01 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:29 model_time: 0.1284 (0.1435) evaluator_time: 0.0166 (0.0213) time: 0.1573 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:50:03 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:27 model_time: 0.1290 (0.1435) evaluator_time: 0.0141 (0.0213) time: 0.1591 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:50:04 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:25 model_time: 0.1248 (0.1433) evaluator_time: 0.0136 (0.0213) time: 0.1520 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:50:06 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:24 model_time: 0.1220 (0.1433) evaluator_time: 0.0159 (0.0213) time: 0.1497 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:50:07 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:22 model_time: 0.1252 (0.1432) evaluator_time: 0.0181 (0.0212) time: 0.1571 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:50:09 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:20 model_time: 0.1304 (0.1432) evaluator_time: 0.0160 (0.0213) time: 0.1597 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:10 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:18 model_time: 0.1318 (0.1431) evaluator_time: 0.0172 (0.0213) time: 0.1633 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:12 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:17 model_time: 0.1292 (0.1431) evaluator_time: 0.0171 (0.0213) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:14 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:15 model_time: 0.1358 (0.1430) evaluator_time: 0.0171 (0.0213) time: 0.1598 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:15 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:13 model_time: 0.1384 (0.1431) evaluator_time: 0.0181 (0.0213) time: 0.1663 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:17 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:12 model_time: 0.1404 (0.1431) evaluator_time: 0.0171 (0.0213) time: 0.1732 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:19 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:10 model_time: 0.1399 (0.1431) evaluator_time: 0.0150 (0.0213) time: 0.1695 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:20 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:08 model_time: 0.1442 (0.1431) evaluator_time: 0.0151 (0.0213) time: 0.1670 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:50:22 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:07 model_time: 0.1315 (0.1431) evaluator_time: 0.0186 (0.0213) time: 0.1646 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:24 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:05 model_time: 0.1315 (0.1431) evaluator_time: 0.0193 (0.0213) time: 0.1648 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:50:25 det.util.utils] INFO: Test: [1400/2500] eta: 0:03:03 model_time: 0.1376 (0.1430) evaluator_time: 0.0175 (0.0213) time: 0.1664 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 09:50:27 det.util.utils] INFO: Test: [1410/2500] eta: 0:03:01 model_time: 0.1296 (0.1429) evaluator_time: 0.0175 (0.0213) time: 0.1587 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:50:29 det.util.utils] INFO: Test: [1420/2500] eta: 0:03:00 model_time: 0.1297 (0.1429) evaluator_time: 0.0229 (0.0213) time: 0.1587 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:50:30 det.util.utils] INFO: Test: [1430/2500] eta: 0:02:58 model_time: 0.1326 (0.1430) evaluator_time: 0.0183 (0.0213) time: 0.1672 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:32 det.util.utils] INFO: Test: [1440/2500] eta: 0:02:56 model_time: 0.1315 (0.1429) evaluator_time: 0.0178 (0.0213) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:33 det.util.utils] INFO: Test: [1450/2500] eta: 0:02:55 model_time: 0.1301 (0.1428) evaluator_time: 0.0156 (0.0212) time: 0.1530 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:50:35 det.util.utils] INFO: Test: [1460/2500] eta: 0:02:53 model_time: 0.1310 (0.1428) evaluator_time: 0.0159 (0.0212) time: 0.1581 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:37 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:51 model_time: 0.1303 (0.1427) evaluator_time: 0.0159 (0.0213) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:38 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:49 model_time: 0.1241 (0.1426) evaluator_time: 0.0155 (0.0213) time: 0.1530 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:40 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:48 model_time: 0.1248 (0.1426) evaluator_time: 0.0156 (0.0212) time: 0.1535 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:50:41 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:46 model_time: 0.1302 (0.1425) evaluator_time: 0.0149 (0.0212) time: 0.1538 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:50:43 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:44 model_time: 0.1334 (0.1425) evaluator_time: 0.0159 (0.0212) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:44 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:42 model_time: 0.1358 (0.1425) evaluator_time: 0.0177 (0.0212) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:46 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:41 model_time: 0.1354 (0.1424) evaluator_time: 0.0180 (0.0212) time: 0.1567 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:50:47 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:39 model_time: 0.1301 (0.1424) evaluator_time: 0.0166 (0.0211) time: 0.1548 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:49 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:37 model_time: 0.1264 (0.1423) evaluator_time: 0.0144 (0.0211) time: 0.1520 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:50 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:35 model_time: 0.1229 (0.1422) evaluator_time: 0.0147 (0.0211) time: 0.1495 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:50:52 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:34 model_time: 0.1229 (0.1421) evaluator_time: 0.0141 (0.0211) time: 0.1538 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:50:54 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:32 model_time: 0.1368 (0.1421) evaluator_time: 0.0171 (0.0211) time: 0.1600 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:55 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:30 model_time: 0.1390 (0.1421) evaluator_time: 0.0179 (0.0211) time: 0.1627 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:57 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:29 model_time: 0.1373 (0.1421) evaluator_time: 0.0174 (0.0211) time: 0.1597 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:50:59 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:27 model_time: 0.1349 (0.1421) evaluator_time: 0.0179 (0.0211) time: 0.1625 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:51:00 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:25 model_time: 0.1398 (0.1421) evaluator_time: 0.0192 (0.0211) time: 0.1720 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:02 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:24 model_time: 0.1343 (0.1421) evaluator_time: 0.0173 (0.0211) time: 0.1688 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:03 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:22 model_time: 0.1328 (0.1420) evaluator_time: 0.0141 (0.0211) time: 0.1598 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:51:05 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:20 model_time: 0.1374 (0.1420) evaluator_time: 0.0160 (0.0211) time: 0.1597 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 09:51:07 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:19 model_time: 0.1388 (0.1420) evaluator_time: 0.0175 (0.0211) time: 0.1661 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:51:08 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:17 model_time: 0.1347 (0.1420) evaluator_time: 0.0175 (0.0211) time: 0.1653 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:10 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:15 model_time: 0.1307 (0.1419) evaluator_time: 0.0178 (0.0211) time: 0.1607 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:51:12 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:14 model_time: 0.1305 (0.1419) evaluator_time: 0.0163 (0.0211) time: 0.1587 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 09:51:13 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:12 model_time: 0.1284 (0.1418) evaluator_time: 0.0163 (0.0211) time: 0.1553 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:15 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:10 model_time: 0.1284 (0.1418) evaluator_time: 0.0188 (0.0211) time: 0.1592 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:16 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:09 model_time: 0.1347 (0.1418) evaluator_time: 0.0211 (0.0211) time: 0.1663 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:18 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:07 model_time: 0.1357 (0.1418) evaluator_time: 0.0181 (0.0212) time: 0.1640 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:20 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:05 model_time: 0.1332 (0.1417) evaluator_time: 0.0150 (0.0211) time: 0.1549 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:21 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:04 model_time: 0.1280 (0.1417) evaluator_time: 0.0134 (0.0211) time: 0.1524 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:51:23 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:02 model_time: 0.1261 (0.1416) evaluator_time: 0.0147 (0.0211) time: 0.1539 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:24 det.util.utils] INFO: Test: [1770/2500] eta: 0:02:00 model_time: 0.1261 (0.1416) evaluator_time: 0.0153 (0.0211) time: 0.1502 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:51:26 det.util.utils] INFO: Test: [1780/2500] eta: 0:01:58 model_time: 0.1262 (0.1415) evaluator_time: 0.0163 (0.0210) time: 0.1541 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 09:51:27 det.util.utils] INFO: Test: [1790/2500] eta: 0:01:57 model_time: 0.1292 (0.1415) evaluator_time: 0.0164 (0.0210) time: 0.1592 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:29 det.util.utils] INFO: Test: [1800/2500] eta: 0:01:55 model_time: 0.1318 (0.1415) evaluator_time: 0.0164 (0.0210) time: 0.1597 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:30 det.util.utils] INFO: Test: [1810/2500] eta: 0:01:53 model_time: 0.1318 (0.1415) evaluator_time: 0.0170 (0.0210) time: 0.1579 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:37 det.util.utils] INFO: Test: [1820/2500] eta: 0:01:54 model_time: 0.1318 (0.1414) evaluator_time: 0.0170 (0.0237) time: 0.4068 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:39 det.util.utils] INFO: Test: [1830/2500] eta: 0:01:52 model_time: 0.1416 (0.1414) evaluator_time: 0.0170 (0.0237) time: 0.4115 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:40 det.util.utils] INFO: Test: [1840/2500] eta: 0:01:50 model_time: 0.1391 (0.1414) evaluator_time: 0.0167 (0.0237) time: 0.1609 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:42 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:49 model_time: 0.1316 (0.1414) evaluator_time: 0.0172 (0.0237) time: 0.1602 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:51:43 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:47 model_time: 0.1274 (0.1413) evaluator_time: 0.0135 (0.0236) time: 0.1544 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:51:45 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:45 model_time: 0.1252 (0.1413) evaluator_time: 0.0135 (0.0236) time: 0.1521 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:47 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:43 model_time: 0.1292 (0.1413) evaluator_time: 0.0153 (0.0236) time: 0.1591 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:48 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:42 model_time: 0.1319 (0.1412) evaluator_time: 0.0142 (0.0236) time: 0.1576 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:50 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:40 model_time: 0.1325 (0.1412) evaluator_time: 0.0182 (0.0236) time: 0.1597 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:51:51 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:38 model_time: 0.1334 (0.1412) evaluator_time: 0.0182 (0.0235) time: 0.1607 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:51:53 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:37 model_time: 0.1354 (0.1412) evaluator_time: 0.0147 (0.0235) time: 0.1573 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:51:54 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:35 model_time: 0.1376 (0.1412) evaluator_time: 0.0150 (0.0235) time: 0.1580 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:56 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:33 model_time: 0.1390 (0.1412) evaluator_time: 0.0154 (0.0235) time: 0.1621 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:51:58 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:31 model_time: 0.1379 (0.1411) evaluator_time: 0.0165 (0.0235) time: 0.1628 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:51:59 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:30 model_time: 0.1373 (0.1411) evaluator_time: 0.0173 (0.0235) time: 0.1638 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:01 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:28 model_time: 0.1343 (0.1411) evaluator_time: 0.0178 (0.0235) time: 0.1613 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:52:03 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:26 model_time: 0.1258 (0.1411) evaluator_time: 0.0189 (0.0235) time: 0.1592 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:04 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:25 model_time: 0.1282 (0.1410) evaluator_time: 0.0185 (0.0234) time: 0.1582 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:06 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:23 model_time: 0.1258 (0.1410) evaluator_time: 0.0151 (0.0234) time: 0.1541 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:52:07 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:21 model_time: 0.1277 (0.1410) evaluator_time: 0.0157 (0.0234) time: 0.1564 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 09:52:09 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:20 model_time: 0.1375 (0.1409) evaluator_time: 0.0230 (0.0234) time: 0.1638 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:11 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:18 model_time: 0.1376 (0.1409) evaluator_time: 0.0235 (0.0234) time: 0.1625 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:12 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:16 model_time: 0.1283 (0.1409) evaluator_time: 0.0199 (0.0234) time: 0.1583 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:14 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:15 model_time: 0.1282 (0.1408) evaluator_time: 0.0199 (0.0234) time: 0.1576 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:15 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:13 model_time: 0.1256 (0.1408) evaluator_time: 0.0149 (0.0233) time: 0.1521 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:17 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:11 model_time: 0.1256 (0.1407) evaluator_time: 0.0141 (0.0233) time: 0.1490 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:18 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:09 model_time: 0.1284 (0.1407) evaluator_time: 0.0165 (0.0233) time: 0.1539 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:20 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:08 model_time: 0.1262 (0.1406) evaluator_time: 0.0168 (0.0233) time: 0.1554 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:21 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:06 model_time: 0.1251 (0.1406) evaluator_time: 0.0154 (0.0233) time: 0.1550 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:52:23 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:04 model_time: 0.1337 (0.1406) evaluator_time: 0.0154 (0.0233) time: 0.1610 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:52:25 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:03 model_time: 0.1346 (0.1406) evaluator_time: 0.0147 (0.0232) time: 0.1580 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:26 det.util.utils] INFO: Test: [2130/2500] eta: 0:01:01 model_time: 0.1346 (0.1406) evaluator_time: 0.0175 (0.0232) time: 0.1580 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:28 det.util.utils] INFO: Test: [2140/2500] eta: 0:00:59 model_time: 0.1383 (0.1406) evaluator_time: 0.0183 (0.0232) time: 0.1611 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:29 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:58 model_time: 0.1382 (0.1405) evaluator_time: 0.0166 (0.0232) time: 0.1588 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:31 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:56 model_time: 0.1284 (0.1405) evaluator_time: 0.0162 (0.0232) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:32 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:54 model_time: 0.1284 (0.1405) evaluator_time: 0.0144 (0.0232) time: 0.1540 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:52:34 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:53 model_time: 0.1301 (0.1405) evaluator_time: 0.0149 (0.0231) time: 0.1521 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:52:36 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:51 model_time: 0.1382 (0.1405) evaluator_time: 0.0165 (0.0231) time: 0.1608 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:37 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:49 model_time: 0.1414 (0.1405) evaluator_time: 0.0211 (0.0231) time: 0.1696 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 09:52:39 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:48 model_time: 0.1418 (0.1405) evaluator_time: 0.0158 (0.0231) time: 0.1691 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:52:41 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:46 model_time: 0.1303 (0.1405) evaluator_time: 0.0155 (0.0231) time: 0.1606 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:42 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:44 model_time: 0.1290 (0.1404) evaluator_time: 0.0170 (0.0231) time: 0.1564 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:52:44 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:43 model_time: 0.1299 (0.1404) evaluator_time: 0.0154 (0.0230) time: 0.1561 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:45 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:41 model_time: 0.1323 (0.1404) evaluator_time: 0.0147 (0.0230) time: 0.1598 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:47 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:39 model_time: 0.1310 (0.1404) evaluator_time: 0.0151 (0.0230) time: 0.1594 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:49 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:38 model_time: 0.1374 (0.1404) evaluator_time: 0.0138 (0.0230) time: 0.1590 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:50 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:36 model_time: 0.1374 (0.1404) evaluator_time: 0.0157 (0.0230) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:52 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:34 model_time: 0.1293 (0.1404) evaluator_time: 0.0167 (0.0230) time: 0.1577 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:53 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:33 model_time: 0.1301 (0.1403) evaluator_time: 0.0164 (0.0229) time: 0.1549 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:52:55 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:31 model_time: 0.1287 (0.1403) evaluator_time: 0.0164 (0.0229) time: 0.1538 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:56 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:29 model_time: 0.1261 (0.1403) evaluator_time: 0.0161 (0.0229) time: 0.1514 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:52:58 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:28 model_time: 0.1356 (0.1402) evaluator_time: 0.0145 (0.0229) time: 0.1553 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:52:59 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:26 model_time: 0.1318 (0.1402) evaluator_time: 0.0146 (0.0229) time: 0.1586 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:53:01 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:24 model_time: 0.1354 (0.1402) evaluator_time: 0.0146 (0.0229) time: 0.1601 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:53:03 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:23 model_time: 0.1334 (0.1402) evaluator_time: 0.0161 (0.0229) time: 0.1624 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 09:53:04 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1295 (0.1402) evaluator_time: 0.0159 (0.0229) time: 0.1597 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:53:06 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:19 model_time: 0.1330 (0.1402) evaluator_time: 0.0151 (0.0229) time: 0.1610 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:53:08 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:18 model_time: 0.1392 (0.1402) evaluator_time: 0.0154 (0.0228) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:53:09 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1351 (0.1401) evaluator_time: 0.0138 (0.0228) time: 0.1551 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:53:11 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:14 model_time: 0.1251 (0.1401) evaluator_time: 0.0149 (0.0228) time: 0.1489 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:53:12 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1281 (0.1401) evaluator_time: 0.0158 (0.0228) time: 0.1590 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:53:14 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1364 (0.1401) evaluator_time: 0.0174 (0.0228) time: 0.1671 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:53:15 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:09 model_time: 0.1296 (0.1401) evaluator_time: 0.0177 (0.0228) time: 0.1592 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:53:17 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1308 (0.1401) evaluator_time: 0.0175 (0.0228) time: 0.1617 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:53:19 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1345 (0.1401) evaluator_time: 0.0183 (0.0228) time: 0.1649 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:53:20 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:04 model_time: 0.1248 (0.1400) evaluator_time: 0.0196 (0.0228) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 09:53:22 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1275 (0.1400) evaluator_time: 0.0146 (0.0227) time: 0.1566 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 09:53:23 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1288 (0.1400) evaluator_time: 0.0146 (0.0227) time: 0.1536 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 09:53:25 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1235 (0.1399) evaluator_time: 0.0162 (0.0227) time: 0.1483 data: 0.0005 mem: 962 max mem: 36965 [2024-01-15 09:53:25 det.util.engine] INFO: Averaged stats: model_time: 0.1235 (0.1354) evaluator_time: 0.0162 (0.0222) [2024-01-15 09:54:02 det.util.engine] INFO: Accumulating evaluation results... DONE (t=19.15s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.469 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.642 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.606 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.365 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.701 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.744 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.861 [2024-01-15 09:54:02 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 109446 | 0.947 | 0.832 | | bicycle | 149 | 316 | 14266 | 0.908 | 0.570 | | car | 535 | 1932 | 60518 | 0.927 | 0.703 | | motorcycle | 159 | 371 | 4215 | 0.921 | 0.727 | | airplane | 97 | 143 | 4721 | 0.986 | 0.885 | | bus | 189 | 285 | 4886 | 0.965 | 0.838 | | train | 157 | 190 | 4766 | 0.979 | 0.873 | | truck | 250 | 415 | 9644 | 0.949 | 0.567 | | boat | 121 | 430 | 13568 | 0.870 | 0.507 | | traffic light | 191 | 637 | 9508 | 0.841 | 0.570 | | fire hydrant | 86 | 101 | 2007 | 0.960 | 0.872 | | stop sign | 69 | 75 | 1885 | 0.947 | 0.751 | | parking meter | 37 | 60 | 1062 | 0.833 | 0.694 | | bench | 235 | 413 | 28561 | 0.798 | 0.386 | | bird | 125 | 440 | 31684 | 0.787 | 0.626 | | cat | 184 | 202 | 1760 | 0.985 | 0.911 | | dog | 177 | 218 | 5814 | 0.936 | 0.830 | | horse | 128 | 273 | 2709 | 0.956 | 0.833 | | sheep | 65 | 361 | 4756 | 0.960 | 0.826 | | cow | 87 | 380 | 3879 | 0.960 | 0.816 | | elephant | 89 | 255 | 5859 | 1.000 | 0.899 | | bear | 49 | 71 | 8854 | 0.986 | 0.911 | | zebra | 85 | 268 | 7823 | 0.992 | 0.924 | | giraffe | 101 | 232 | 3542 | 0.983 | 0.908 | | backpack | 228 | 371 | 14820 | 0.836 | 0.310 | | umbrella | 174 | 413 | 6923 | 0.899 | 0.676 | | handbag | 292 | 540 | 16822 | 0.830 | 0.334 | | tie | 145 | 254 | 5793 | 0.813 | 0.583 | | suitcase | 105 | 303 | 6088 | 0.920 | 0.668 | | frisbee | 84 | 115 | 2588 | 0.965 | 0.890 | | skis | 120 | 241 | 13982 | 0.851 | 0.509 | | snowboard | 49 | 69 | 5240 | 0.855 | 0.562 | | sports ball | 169 | 263 | 10496 | 0.812 | 0.695 | | kite | 91 | 336 | 4556 | 0.927 | 0.696 | | baseball bat | 97 | 146 | 2715 | 0.897 | 0.650 | | baseball glove | 100 | 148 | 3653 | 0.899 | 0.668 | | skateboard | 127 | 179 | 4665 | 0.939 | 0.801 | | surfboard | 149 | 269 | 16206 | 0.884 | 0.679 | | tennis racket | 167 | 225 | 2615 | 0.907 | 0.812 | | bottle | 379 | 1025 | 19735 | 0.912 | 0.631 | | wine glass | 110 | 343 | 2078 | 0.830 | 0.624 | | cup | 390 | 899 | 9538 | 0.903 | 0.640 | | fork | 155 | 215 | 6212 | 0.898 | 0.601 | | knife | 181 | 326 | 7103 | 0.797 | 0.396 | | spoon | 153 | 253 | 8955 | 0.834 | 0.351 | | bowl | 314 | 626 | 9933 | 0.912 | 0.594 | | banana | 103 | 379 | 7495 | 0.884 | 0.411 | | apple | 76 | 239 | 10695 | 0.835 | 0.300 | | sandwich | 98 | 177 | 1787 | 0.853 | 0.520 | | orange | 85 | 287 | 3602 | 0.884 | 0.457 | | broccoli | 71 | 316 | 3736 | 0.849 | 0.406 | | carrot | 3 | 2303 | 60518 | 0.838 | 0.399 | | hot dog | 0 | 345 | 5814 | 0.816 | 0.569 | | pizza | 153 | 285 | 2666 | 0.930 | 0.756 | | donut | 62 | 338 | 3727 | 0.951 | 0.701 | | cake | 124 | 316 | 4538 | 0.923 | 0.586 | | chair | 580 | 1791 | 44788 | 0.877 | 0.503 | | couch | 195 | 261 | 11408 | 0.958 | 0.634 | | potted plant | 172 | 343 | 13529 | 0.865 | 0.488 | | bed | 149 | 163 | 9972 | 0.982 | 0.655 | | dining table | 501 | 697 | 25688 | 0.869 | 0.439 | | toilet | 149 | 179 | 4804 | 0.966 | 0.790 | | tv | 207 | 288 | 8514 | 0.948 | 0.795 | | laptop | 183 | 231 | 3884 | 0.931 | 0.769 | | mouse | 88 | 106 | 1922 | 0.943 | 0.821 | | remote | 145 | 283 | 8307 | 0.912 | 0.602 | | keyboard | 106 | 153 | 3800 | 0.935 | 0.752 | | cell phone | 214 | 262 | 8835 | 0.870 | 0.609 | | microwave | 54 | 55 | 1859 | 0.982 | 0.799 | | oven | 115 | 143 | 4784 | 0.951 | 0.578 | | toaster | 8 | 9 | 480 | 0.889 | 0.591 | | sink | 187 | 225 | 9884 | 0.933 | 0.595 | | refrigerator | 101 | 126 | 6943 | 0.976 | 0.736 | | book | 230 | 1161 | 27483 | 0.830 | 0.367 | | clock | 204 | 267 | 9576 | 0.921 | 0.784 | | vase | 137 | 277 | 5171 | 0.880 | 0.570 | | scissors | 28 | 36 | 1453 | 0.722 | 0.438 | | teddy bear | 0 | 262 | 8854 | 0.916 | 0.705 | | hair drier | 9 | 11 | 1020 | 0.818 | 0.175 | | toothbrush | 34 | 57 | 2950 | 0.754 | 0.422 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.901 | 0.642 | +----------------+------+-------+--------+--------+-------+ [2024-01-15 09:54:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:54:06 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-15 09:54:06 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-15 09:54:09 det.util.engine] INFO: Epoch: [6] [0/11727] eta: 3:51:03 lr: 0.000100 data_time: 0.1073 iter_time: 1.1822 loss: 27.9177 (27.9177) loss_class: 0.7759 (0.7759) loss_bbox: 0.1384 (0.1384) loss_giou: 0.4671 (0.4671) loss_class_0: 0.9225 (0.9225) loss_bbox_0: 0.1460 (0.1460) loss_giou_0: 0.4641 (0.4641) loss_class_1: 0.8140 (0.8140) loss_bbox_1: 0.1575 (0.1575) loss_giou_1: 0.4829 (0.4829) loss_class_2: 0.7867 (0.7867) loss_bbox_2: 0.1418 (0.1418) loss_giou_2: 0.4692 (0.4692) loss_class_3: 0.7815 (0.7815) loss_bbox_3: 0.1392 (0.1392) loss_giou_3: 0.4668 (0.4668) loss_class_4: 0.7750 (0.7750) loss_bbox_4: 0.1375 (0.1375) loss_giou_4: 0.4661 (0.4661) loss_class_enc: 0.9001 (0.9001) loss_bbox_enc: 0.1769 (0.1769) loss_giou_enc: 0.5062 (0.5062) loss_class_dn: 0.4166 (0.4166) loss_bbox_dn: 0.2253 (0.2253) loss_giou_dn: 0.4933 (0.4933) loss_class_dn_0: 0.4678 (0.4678) loss_bbox_dn_0: 0.3167 (0.3167) loss_giou_dn_0: 0.6257 (0.6257) loss_class_dn_1: 0.4499 (0.4499) loss_bbox_dn_1: 0.2593 (0.2593) loss_giou_dn_1: 0.5275 (0.5275) loss_class_dn_2: 0.4341 (0.4341) loss_bbox_dn_2: 0.2328 (0.2328) loss_giou_dn_2: 0.4946 (0.4946) loss_class_dn_3: 0.4214 (0.4214) loss_bbox_dn_3: 0.2299 (0.2299) loss_giou_dn_3: 0.4942 (0.4942) loss_class_dn_4: 0.4218 (0.4218) loss_bbox_dn_4: 0.2252 (0.2252) loss_giou_dn_4: 0.4924 (0.4924) loss_class_hybrid: 0.7208 (0.7208) loss_bbox_hybrid: 0.1811 (0.1811) loss_giou_hybrid: 0.5738 (0.5738) loss_class_0_hybrid: 0.7537 (0.7537) loss_bbox_0_hybrid: 0.1932 (0.1932) loss_giou_0_hybrid: 0.5877 (0.5877) loss_class_1_hybrid: 0.7403 (0.7403) loss_bbox_1_hybrid: 0.1901 (0.1901) loss_giou_1_hybrid: 0.5868 (0.5868) loss_class_2_hybrid: 0.7202 (0.7202) loss_bbox_2_hybrid: 0.1830 (0.1830) loss_giou_2_hybrid: 0.5784 (0.5784) loss_class_3_hybrid: 0.7131 (0.7131) loss_bbox_3_hybrid: 0.1853 (0.1853) loss_giou_3_hybrid: 0.5745 (0.5745) loss_class_4_hybrid: 0.7144 (0.7144) loss_bbox_4_hybrid: 0.1833 (0.1833) loss_giou_4_hybrid: 0.5740 (0.5740) loss_class_enc_hybrid: 0.7616 (0.7616) loss_bbox_enc_hybrid: 0.2138 (0.2138) loss_giou_enc_hybrid: 0.6447 (0.6447) mem: 1022 max mem: 36965 [2024-01-15 09:54:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:55:03 det.util.engine] INFO: Epoch: [6] [50/11727] eta: 3:31:01 lr: 0.000100 data_time: 0.0036 iter_time: 1.0978 loss: 27.4277 (27.6112) loss_class: 0.7514 (0.7699) loss_bbox: 0.1737 (0.1831) loss_giou: 0.3829 (0.4143) loss_class_0: 0.9948 (0.9804) loss_bbox_0: 0.1683 (0.1799) loss_giou_0: 0.3779 (0.4095) loss_class_1: 0.8492 (0.8502) loss_bbox_1: 0.1721 (0.1827) loss_giou_1: 0.3809 (0.4139) loss_class_2: 0.7949 (0.8012) loss_bbox_2: 0.1694 (0.1802) loss_giou_2: 0.3805 (0.4118) loss_class_3: 0.7687 (0.7826) loss_bbox_3: 0.1687 (0.1822) loss_giou_3: 0.3823 (0.4124) loss_class_4: 0.7569 (0.7708) loss_bbox_4: 0.1739 (0.1831) loss_giou_4: 0.3769 (0.4131) loss_class_enc: 0.9111 (0.9172) loss_bbox_enc: 0.2005 (0.2158) loss_giou_enc: 0.4421 (0.4663) loss_class_dn: 0.3916 (0.3927) loss_bbox_dn: 0.2922 (0.2790) loss_giou_dn: 0.4697 (0.4701) loss_class_dn_0: 0.4795 (0.4788) loss_bbox_dn_0: 0.3809 (0.3766) loss_giou_dn_0: 0.5968 (0.5961) loss_class_dn_1: 0.4182 (0.4194) loss_bbox_dn_1: 0.3102 (0.3021) loss_giou_dn_1: 0.4951 (0.4996) loss_class_dn_2: 0.3996 (0.3993) loss_bbox_dn_2: 0.2959 (0.2824) loss_giou_dn_2: 0.4707 (0.4756) loss_class_dn_3: 0.3943 (0.3946) loss_bbox_dn_3: 0.2904 (0.2800) loss_giou_dn_3: 0.4705 (0.4714) loss_class_dn_4: 0.3913 (0.3925) loss_bbox_dn_4: 0.2921 (0.2790) loss_giou_dn_4: 0.4697 (0.4700) loss_class_hybrid: 0.7734 (0.7678) loss_bbox_hybrid: 0.1813 (0.1973) loss_giou_hybrid: 0.3973 (0.4475) loss_class_0_hybrid: 0.8587 (0.8480) loss_bbox_0_hybrid: 0.1889 (0.2067) loss_giou_0_hybrid: 0.4215 (0.4642) loss_class_1_hybrid: 0.8145 (0.8023) loss_bbox_1_hybrid: 0.1828 (0.2010) loss_giou_1_hybrid: 0.4044 (0.4541) loss_class_2_hybrid: 0.7903 (0.7863) loss_bbox_2_hybrid: 0.1830 (0.1974) loss_giou_2_hybrid: 0.3978 (0.4481) loss_class_3_hybrid: 0.7711 (0.7760) loss_bbox_3_hybrid: 0.1843 (0.1971) loss_giou_3_hybrid: 0.3999 (0.4474) loss_class_4_hybrid: 0.7723 (0.7701) loss_bbox_4_hybrid: 0.1834 (0.1977) loss_giou_4_hybrid: 0.4009 (0.4473) loss_class_enc_hybrid: 0.7915 (0.8017) loss_bbox_enc_hybrid: 0.2219 (0.2463) loss_giou_enc_hybrid: 0.4913 (0.5271) mem: 1036 max mem: 36965 [2024-01-15 09:55:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:55:55 det.util.engine] INFO: Epoch: [6] [100/11727] eta: 3:27:27 lr: 0.000100 data_time: 0.0032 iter_time: 1.0426 loss: 26.7794 (27.5823) loss_class: 0.7534 (0.7685) loss_bbox: 0.1918 (0.1900) loss_giou: 0.3660 (0.4028) loss_class_0: 0.9355 (0.9792) loss_bbox_0: 0.1938 (0.1869) loss_giou_0: 0.3551 (0.4000) loss_class_1: 0.8021 (0.8426) loss_bbox_1: 0.1879 (0.1894) loss_giou_1: 0.3500 (0.4032) loss_class_2: 0.7776 (0.8022) loss_bbox_2: 0.1908 (0.1878) loss_giou_2: 0.3551 (0.4015) loss_class_3: 0.7767 (0.7808) loss_bbox_3: 0.1898 (0.1891) loss_giou_3: 0.3659 (0.4019) loss_class_4: 0.7500 (0.7684) loss_bbox_4: 0.1915 (0.1901) loss_giou_4: 0.3648 (0.4021) loss_class_enc: 0.8792 (0.9118) loss_bbox_enc: 0.2272 (0.2260) loss_giou_enc: 0.4217 (0.4570) loss_class_dn: 0.3912 (0.3922) loss_bbox_dn: 0.2864 (0.2922) loss_giou_dn: 0.4360 (0.4605) loss_class_dn_0: 0.4759 (0.4811) loss_bbox_dn_0: 0.4078 (0.3945) loss_giou_dn_0: 0.5622 (0.5867) loss_class_dn_1: 0.4199 (0.4201) loss_bbox_dn_1: 0.3124 (0.3156) loss_giou_dn_1: 0.4672 (0.4898) loss_class_dn_2: 0.3981 (0.3990) loss_bbox_dn_2: 0.2896 (0.2955) loss_giou_dn_2: 0.4447 (0.4662) loss_class_dn_3: 0.3925 (0.3938) loss_bbox_dn_3: 0.2887 (0.2931) loss_giou_dn_3: 0.4365 (0.4619) loss_class_dn_4: 0.3880 (0.3918) loss_bbox_dn_4: 0.2864 (0.2921) loss_giou_dn_4: 0.4358 (0.4604) loss_class_hybrid: 0.7666 (0.7756) loss_bbox_hybrid: 0.2003 (0.2046) loss_giou_hybrid: 0.3811 (0.4323) loss_class_0_hybrid: 0.8240 (0.8533) loss_bbox_0_hybrid: 0.2145 (0.2123) loss_giou_0_hybrid: 0.3926 (0.4468) loss_class_1_hybrid: 0.8140 (0.8095) loss_bbox_1_hybrid: 0.2008 (0.2079) loss_giou_1_hybrid: 0.3834 (0.4378) loss_class_2_hybrid: 0.7933 (0.7891) loss_bbox_2_hybrid: 0.2034 (0.2051) loss_giou_2_hybrid: 0.3801 (0.4335) loss_class_3_hybrid: 0.7848 (0.7828) loss_bbox_3_hybrid: 0.1992 (0.2044) loss_giou_3_hybrid: 0.3794 (0.4324) loss_class_4_hybrid: 0.7615 (0.7748) loss_bbox_4_hybrid: 0.2031 (0.2054) loss_giou_4_hybrid: 0.3794 (0.4326) loss_class_enc_hybrid: 0.8013 (0.8111) loss_bbox_enc_hybrid: 0.2435 (0.2533) loss_giou_enc_hybrid: 0.4647 (0.5099) mem: 1022 max mem: 36965 [2024-01-15 09:55:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:56:49 det.util.engine] INFO: Epoch: [6] [150/11727] eta: 3:26:30 lr: 0.000100 data_time: 0.0035 iter_time: 1.0801 loss: 26.6853 (27.4804) loss_class: 0.7568 (0.7644) loss_bbox: 0.1773 (0.1859) loss_giou: 0.4157 (0.4039) loss_class_0: 0.9228 (0.9684) loss_bbox_0: 0.1738 (0.1846) loss_giou_0: 0.4063 (0.4037) loss_class_1: 0.8133 (0.8389) loss_bbox_1: 0.1703 (0.1857) loss_giou_1: 0.3988 (0.4041) loss_class_2: 0.7565 (0.7941) loss_bbox_2: 0.1723 (0.1847) loss_giou_2: 0.3983 (0.4035) loss_class_3: 0.7532 (0.7759) loss_bbox_3: 0.1788 (0.1852) loss_giou_3: 0.4096 (0.4031) loss_class_4: 0.7533 (0.7666) loss_bbox_4: 0.1772 (0.1858) loss_giou_4: 0.4158 (0.4033) loss_class_enc: 0.8899 (0.9029) loss_bbox_enc: 0.2018 (0.2236) loss_giou_enc: 0.4477 (0.4593) loss_class_dn: 0.3895 (0.3929) loss_bbox_dn: 0.2523 (0.2879) loss_giou_dn: 0.4395 (0.4606) loss_class_dn_0: 0.4833 (0.4814) loss_bbox_dn_0: 0.3446 (0.3881) loss_giou_dn_0: 0.5701 (0.5869) loss_class_dn_1: 0.4140 (0.4200) loss_bbox_dn_1: 0.2736 (0.3104) loss_giou_dn_1: 0.4659 (0.4896) loss_class_dn_2: 0.3979 (0.3998) loss_bbox_dn_2: 0.2543 (0.2911) loss_giou_dn_2: 0.4467 (0.4664) loss_class_dn_3: 0.3927 (0.3942) loss_bbox_dn_3: 0.2519 (0.2887) loss_giou_dn_3: 0.4392 (0.4619) loss_class_dn_4: 0.3883 (0.3925) loss_bbox_dn_4: 0.2522 (0.2879) loss_giou_dn_4: 0.4396 (0.4605) loss_class_hybrid: 0.7665 (0.7723) loss_bbox_hybrid: 0.1811 (0.2020) loss_giou_hybrid: 0.4289 (0.4346) loss_class_0_hybrid: 0.8157 (0.8474) loss_bbox_0_hybrid: 0.1891 (0.2119) loss_giou_0_hybrid: 0.4463 (0.4515) loss_class_1_hybrid: 0.7826 (0.8037) loss_bbox_1_hybrid: 0.1819 (0.2061) loss_giou_1_hybrid: 0.4357 (0.4413) loss_class_2_hybrid: 0.7599 (0.7855) loss_bbox_2_hybrid: 0.1840 (0.2031) loss_giou_2_hybrid: 0.4306 (0.4367) loss_class_3_hybrid: 0.7672 (0.7781) loss_bbox_3_hybrid: 0.1833 (0.2023) loss_giou_3_hybrid: 0.4283 (0.4352) loss_class_4_hybrid: 0.7674 (0.7724) loss_bbox_4_hybrid: 0.1803 (0.2026) loss_giou_4_hybrid: 0.4285 (0.4348) loss_class_enc_hybrid: 0.7914 (0.8060) loss_bbox_enc_hybrid: 0.2211 (0.2520) loss_giou_enc_hybrid: 0.4990 (0.5123) mem: 1019 max mem: 36965 [2024-01-15 09:56:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:57:42 det.util.engine] INFO: Epoch: [6] [200/11727] eta: 3:25:11 lr: 0.000100 data_time: 0.0030 iter_time: 1.0313 loss: 27.0296 (27.4081) loss_class: 0.7323 (0.7624) loss_bbox: 0.1813 (0.1857) loss_giou: 0.3790 (0.4052) loss_class_0: 0.9559 (0.9652) loss_bbox_0: 0.1743 (0.1837) loss_giou_0: 0.3760 (0.4043) loss_class_1: 0.8198 (0.8389) loss_bbox_1: 0.1731 (0.1846) loss_giou_1: 0.3920 (0.4043) loss_class_2: 0.7699 (0.7961) loss_bbox_2: 0.1753 (0.1841) loss_giou_2: 0.3833 (0.4038) loss_class_3: 0.7586 (0.7743) loss_bbox_3: 0.1738 (0.1851) loss_giou_3: 0.3928 (0.4046) loss_class_4: 0.7539 (0.7651) loss_bbox_4: 0.1810 (0.1854) loss_giou_4: 0.3880 (0.4044) loss_class_enc: 0.8901 (0.9033) loss_bbox_enc: 0.2059 (0.2219) loss_giou_enc: 0.4297 (0.4592) loss_class_dn: 0.3863 (0.3919) loss_bbox_dn: 0.2795 (0.2823) loss_giou_dn: 0.4425 (0.4588) loss_class_dn_0: 0.4859 (0.4815) loss_bbox_dn_0: 0.3822 (0.3830) loss_giou_dn_0: 0.5764 (0.5859) loss_class_dn_1: 0.4179 (0.4194) loss_bbox_dn_1: 0.3051 (0.3048) loss_giou_dn_1: 0.4714 (0.4880) loss_class_dn_2: 0.3955 (0.3988) loss_bbox_dn_2: 0.2820 (0.2857) loss_giou_dn_2: 0.4461 (0.4646) loss_class_dn_3: 0.3886 (0.3933) loss_bbox_dn_3: 0.2801 (0.2830) loss_giou_dn_3: 0.4439 (0.4601) loss_class_dn_4: 0.3884 (0.3916) loss_bbox_dn_4: 0.2796 (0.2823) loss_giou_dn_4: 0.4425 (0.4587) loss_class_hybrid: 0.7646 (0.7720) loss_bbox_hybrid: 0.1863 (0.2001) loss_giou_hybrid: 0.3723 (0.4343) loss_class_0_hybrid: 0.8457 (0.8465) loss_bbox_0_hybrid: 0.1936 (0.2096) loss_giou_0_hybrid: 0.3942 (0.4508) loss_class_1_hybrid: 0.8044 (0.8027) loss_bbox_1_hybrid: 0.1886 (0.2039) loss_giou_1_hybrid: 0.3967 (0.4408) loss_class_2_hybrid: 0.7929 (0.7864) loss_bbox_2_hybrid: 0.1852 (0.2011) loss_giou_2_hybrid: 0.3831 (0.4362) loss_class_3_hybrid: 0.7727 (0.7775) loss_bbox_3_hybrid: 0.1834 (0.2001) loss_giou_3_hybrid: 0.3738 (0.4349) loss_class_4_hybrid: 0.7728 (0.7722) loss_bbox_4_hybrid: 0.1851 (0.2006) loss_giou_4_hybrid: 0.3724 (0.4345) loss_class_enc_hybrid: 0.8039 (0.8081) loss_bbox_enc_hybrid: 0.2308 (0.2494) loss_giou_enc_hybrid: 0.4443 (0.5115) mem: 1019 max mem: 36965 [2024-01-15 09:57:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:58:36 det.util.engine] INFO: Epoch: [6] [250/11727] eta: 3:24:38 lr: 0.000100 data_time: 0.0034 iter_time: 1.0658 loss: 26.4859 (27.3206) loss_class: 0.7609 (0.7617) loss_bbox: 0.1648 (0.1844) loss_giou: 0.4214 (0.4035) loss_class_0: 0.9164 (0.9615) loss_bbox_0: 0.1662 (0.1833) loss_giou_0: 0.4182 (0.4039) loss_class_1: 0.8048 (0.8341) loss_bbox_1: 0.1671 (0.1840) loss_giou_1: 0.4215 (0.4030) loss_class_2: 0.7735 (0.7927) loss_bbox_2: 0.1654 (0.1833) loss_giou_2: 0.4165 (0.4024) loss_class_3: 0.7587 (0.7729) loss_bbox_3: 0.1624 (0.1838) loss_giou_3: 0.4217 (0.4029) loss_class_4: 0.7765 (0.7642) loss_bbox_4: 0.1634 (0.1839) loss_giou_4: 0.4201 (0.4027) loss_class_enc: 0.8627 (0.8998) loss_bbox_enc: 0.2052 (0.2213) loss_giou_enc: 0.4851 (0.4587) loss_class_dn: 0.3911 (0.3914) loss_bbox_dn: 0.2491 (0.2808) loss_giou_dn: 0.4506 (0.4572) loss_class_dn_0: 0.4766 (0.4818) loss_bbox_dn_0: 0.3286 (0.3806) loss_giou_dn_0: 0.5781 (0.5849) loss_class_dn_1: 0.4184 (0.4192) loss_bbox_dn_1: 0.2594 (0.3029) loss_giou_dn_1: 0.4787 (0.4867) loss_class_dn_2: 0.3970 (0.3987) loss_bbox_dn_2: 0.2518 (0.2842) loss_giou_dn_2: 0.4571 (0.4631) loss_class_dn_3: 0.3911 (0.3928) loss_bbox_dn_3: 0.2506 (0.2815) loss_giou_dn_3: 0.4495 (0.4585) loss_class_dn_4: 0.3870 (0.3911) loss_bbox_dn_4: 0.2491 (0.2808) loss_giou_dn_4: 0.4504 (0.4571) loss_class_hybrid: 0.7592 (0.7707) loss_bbox_hybrid: 0.1867 (0.1987) loss_giou_hybrid: 0.4324 (0.4324) loss_class_0_hybrid: 0.8174 (0.8449) loss_bbox_0_hybrid: 0.1877 (0.2081) loss_giou_0_hybrid: 0.4513 (0.4491) loss_class_1_hybrid: 0.7696 (0.8001) loss_bbox_1_hybrid: 0.1904 (0.2027) loss_giou_1_hybrid: 0.4444 (0.4392) loss_class_2_hybrid: 0.7742 (0.7845) loss_bbox_2_hybrid: 0.1845 (0.1996) loss_giou_2_hybrid: 0.4370 (0.4346) loss_class_3_hybrid: 0.7603 (0.7763) loss_bbox_3_hybrid: 0.1854 (0.1986) loss_giou_3_hybrid: 0.4344 (0.4330) loss_class_4_hybrid: 0.7603 (0.7711) loss_bbox_4_hybrid: 0.1858 (0.1991) loss_giou_4_hybrid: 0.4330 (0.4327) loss_class_enc_hybrid: 0.7696 (0.8047) loss_bbox_enc_hybrid: 0.2298 (0.2487) loss_giou_enc_hybrid: 0.5106 (0.5107) mem: 1029 max mem: 36965 [2024-01-15 09:58:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 09:59:30 det.util.engine] INFO: Epoch: [6] [300/11727] eta: 3:24:13 lr: 0.000100 data_time: 0.0029 iter_time: 1.0904 loss: 27.5186 (27.3570) loss_class: 0.7812 (0.7649) loss_bbox: 0.1692 (0.1841) loss_giou: 0.4111 (0.4020) loss_class_0: 0.9649 (0.9643) loss_bbox_0: 0.1671 (0.1833) loss_giou_0: 0.4159 (0.4026) loss_class_1: 0.8308 (0.8365) loss_bbox_1: 0.1673 (0.1843) loss_giou_1: 0.4140 (0.4019) loss_class_2: 0.7864 (0.7968) loss_bbox_2: 0.1691 (0.1827) loss_giou_2: 0.4094 (0.4005) loss_class_3: 0.7768 (0.7757) loss_bbox_3: 0.1712 (0.1837) loss_giou_3: 0.4147 (0.4015) loss_class_4: 0.7865 (0.7670) loss_bbox_4: 0.1693 (0.1839) loss_giou_4: 0.4141 (0.4016) loss_class_enc: 0.8862 (0.9019) loss_bbox_enc: 0.1904 (0.2209) loss_giou_enc: 0.4838 (0.4578) loss_class_dn: 0.3919 (0.3914) loss_bbox_dn: 0.2717 (0.2831) loss_giou_dn: 0.4646 (0.4580) loss_class_dn_0: 0.4760 (0.4813) loss_bbox_dn_0: 0.3476 (0.3834) loss_giou_dn_0: 0.6075 (0.5860) loss_class_dn_1: 0.4162 (0.4192) loss_bbox_dn_1: 0.2897 (0.3053) loss_giou_dn_1: 0.4916 (0.4876) loss_class_dn_2: 0.3955 (0.3988) loss_bbox_dn_2: 0.2731 (0.2865) loss_giou_dn_2: 0.4709 (0.4639) loss_class_dn_3: 0.3937 (0.3928) loss_bbox_dn_3: 0.2741 (0.2838) loss_giou_dn_3: 0.4659 (0.4593) loss_class_dn_4: 0.3910 (0.3912) loss_bbox_dn_4: 0.2718 (0.2831) loss_giou_dn_4: 0.4646 (0.4579) loss_class_hybrid: 0.7877 (0.7753) loss_bbox_hybrid: 0.1809 (0.1979) loss_giou_hybrid: 0.4288 (0.4306) loss_class_0_hybrid: 0.8319 (0.8472) loss_bbox_0_hybrid: 0.1915 (0.2077) loss_giou_0_hybrid: 0.4430 (0.4477) loss_class_1_hybrid: 0.8012 (0.8031) loss_bbox_1_hybrid: 0.1850 (0.2023) loss_giou_1_hybrid: 0.4367 (0.4374) loss_class_2_hybrid: 0.7970 (0.7879) loss_bbox_2_hybrid: 0.1837 (0.1989) loss_giou_2_hybrid: 0.4300 (0.4326) loss_class_3_hybrid: 0.7948 (0.7800) loss_bbox_3_hybrid: 0.1825 (0.1978) loss_giou_3_hybrid: 0.4288 (0.4310) loss_class_4_hybrid: 0.7794 (0.7756) loss_bbox_4_hybrid: 0.1827 (0.1984) loss_giou_4_hybrid: 0.4284 (0.4308) loss_class_enc_hybrid: 0.7910 (0.8061) loss_bbox_enc_hybrid: 0.2190 (0.2482) loss_giou_enc_hybrid: 0.5120 (0.5096) mem: 1025 max mem: 36965 [2024-01-15 09:59:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:00:24 det.util.engine] INFO: Epoch: [6] [350/11727] eta: 3:23:25 lr: 0.000100 data_time: 0.0032 iter_time: 1.0568 loss: 27.7478 (27.3962) loss_class: 0.7853 (0.7683) loss_bbox: 0.1781 (0.1834) loss_giou: 0.4030 (0.4031) loss_class_0: 0.9439 (0.9664) loss_bbox_0: 0.1655 (0.1828) loss_giou_0: 0.4074 (0.4036) loss_class_1: 0.8303 (0.8371) loss_bbox_1: 0.1680 (0.1841) loss_giou_1: 0.4168 (0.4034) loss_class_2: 0.8022 (0.8000) loss_bbox_2: 0.1628 (0.1821) loss_giou_2: 0.4078 (0.4017) loss_class_3: 0.7899 (0.7788) loss_bbox_3: 0.1769 (0.1830) loss_giou_3: 0.4041 (0.4029) loss_class_4: 0.7912 (0.7695) loss_bbox_4: 0.1781 (0.1834) loss_giou_4: 0.4040 (0.4031) loss_class_enc: 0.8883 (0.9036) loss_bbox_enc: 0.1898 (0.2192) loss_giou_enc: 0.4656 (0.4580) loss_class_dn: 0.3919 (0.3914) loss_bbox_dn: 0.2450 (0.2820) loss_giou_dn: 0.4705 (0.4603) loss_class_dn_0: 0.4765 (0.4810) loss_bbox_dn_0: 0.3320 (0.3809) loss_giou_dn_0: 0.6121 (0.5878) loss_class_dn_1: 0.4224 (0.4192) loss_bbox_dn_1: 0.2586 (0.3040) loss_giou_dn_1: 0.5040 (0.4898) loss_class_dn_2: 0.4043 (0.3988) loss_bbox_dn_2: 0.2471 (0.2854) loss_giou_dn_2: 0.4758 (0.4661) loss_class_dn_3: 0.3952 (0.3928) loss_bbox_dn_3: 0.2447 (0.2827) loss_giou_dn_3: 0.4721 (0.4616) loss_class_dn_4: 0.3923 (0.3912) loss_bbox_dn_4: 0.2450 (0.2820) loss_giou_dn_4: 0.4707 (0.4602) loss_class_hybrid: 0.7574 (0.7769) loss_bbox_hybrid: 0.1818 (0.1972) loss_giou_hybrid: 0.4410 (0.4324) loss_class_0_hybrid: 0.8231 (0.8478) loss_bbox_0_hybrid: 0.1882 (0.2069) loss_giou_0_hybrid: 0.4516 (0.4494) loss_class_1_hybrid: 0.7837 (0.8041) loss_bbox_1_hybrid: 0.1852 (0.2016) loss_giou_1_hybrid: 0.4415 (0.4393) loss_class_2_hybrid: 0.7732 (0.7898) loss_bbox_2_hybrid: 0.1808 (0.1983) loss_giou_2_hybrid: 0.4417 (0.4345) loss_class_3_hybrid: 0.7673 (0.7812) loss_bbox_3_hybrid: 0.1843 (0.1972) loss_giou_3_hybrid: 0.4364 (0.4328) loss_class_4_hybrid: 0.7618 (0.7772) loss_bbox_4_hybrid: 0.1835 (0.1977) loss_giou_4_hybrid: 0.4382 (0.4327) loss_class_enc_hybrid: 0.7882 (0.8069) loss_bbox_enc_hybrid: 0.2216 (0.2467) loss_giou_enc_hybrid: 0.5078 (0.5110) mem: 1028 max mem: 36965 [2024-01-15 10:00:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:01:17 det.util.engine] INFO: Epoch: [6] [400/11727] eta: 3:22:09 lr: 0.000100 data_time: 0.0030 iter_time: 1.0850 loss: 28.6606 (27.4803) loss_class: 0.7820 (0.7729) loss_bbox: 0.1828 (0.1841) loss_giou: 0.4322 (0.4026) loss_class_0: 0.9680 (0.9724) loss_bbox_0: 0.1745 (0.1827) loss_giou_0: 0.4365 (0.4027) loss_class_1: 0.8591 (0.8432) loss_bbox_1: 0.1846 (0.1847) loss_giou_1: 0.4372 (0.4029) loss_class_2: 0.7888 (0.8045) loss_bbox_2: 0.1871 (0.1830) loss_giou_2: 0.4423 (0.4013) loss_class_3: 0.7972 (0.7845) loss_bbox_3: 0.1803 (0.1835) loss_giou_3: 0.4318 (0.4021) loss_class_4: 0.7889 (0.7741) loss_bbox_4: 0.1828 (0.1842) loss_giou_4: 0.4302 (0.4026) loss_class_enc: 0.9132 (0.9097) loss_bbox_enc: 0.2014 (0.2194) loss_giou_enc: 0.4861 (0.4571) loss_class_dn: 0.4029 (0.3919) loss_bbox_dn: 0.2843 (0.2840) loss_giou_dn: 0.5088 (0.4609) loss_class_dn_0: 0.4773 (0.4818) loss_bbox_dn_0: 0.3806 (0.3832) loss_giou_dn_0: 0.6370 (0.5887) loss_class_dn_1: 0.4252 (0.4200) loss_bbox_dn_1: 0.3082 (0.3061) loss_giou_dn_1: 0.5466 (0.4905) loss_class_dn_2: 0.4120 (0.3995) loss_bbox_dn_2: 0.2876 (0.2874) loss_giou_dn_2: 0.5142 (0.4667) loss_class_dn_3: 0.3997 (0.3935) loss_bbox_dn_3: 0.2855 (0.2847) loss_giou_dn_3: 0.5104 (0.4622) loss_class_dn_4: 0.3999 (0.3917) loss_bbox_dn_4: 0.2843 (0.2839) loss_giou_dn_4: 0.5087 (0.4608) loss_class_hybrid: 0.7742 (0.7804) loss_bbox_hybrid: 0.1863 (0.1978) loss_giou_hybrid: 0.4632 (0.4322) loss_class_0_hybrid: 0.8415 (0.8514) loss_bbox_0_hybrid: 0.1938 (0.2075) loss_giou_0_hybrid: 0.4881 (0.4494) loss_class_1_hybrid: 0.8318 (0.8076) loss_bbox_1_hybrid: 0.1894 (0.2019) loss_giou_1_hybrid: 0.4650 (0.4391) loss_class_2_hybrid: 0.7867 (0.7930) loss_bbox_2_hybrid: 0.1868 (0.1987) loss_giou_2_hybrid: 0.4646 (0.4343) loss_class_3_hybrid: 0.7765 (0.7850) loss_bbox_3_hybrid: 0.1867 (0.1978) loss_giou_3_hybrid: 0.4667 (0.4326) loss_class_4_hybrid: 0.7745 (0.7804) loss_bbox_4_hybrid: 0.1869 (0.1981) loss_giou_4_hybrid: 0.4632 (0.4326) loss_class_enc_hybrid: 0.7996 (0.8107) loss_bbox_enc_hybrid: 0.2422 (0.2475) loss_giou_enc_hybrid: 0.5487 (0.5107) mem: 1026 max mem: 36965 [2024-01-15 10:01:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:02:12 det.util.engine] INFO: Epoch: [6] [450/11727] eta: 3:21:49 lr: 0.000100 data_time: 0.0034 iter_time: 1.0911 loss: 27.2920 (27.4332) loss_class: 0.7626 (0.7712) loss_bbox: 0.1901 (0.1846) loss_giou: 0.4114 (0.4019) loss_class_0: 0.9101 (0.9708) loss_bbox_0: 0.1841 (0.1829) loss_giou_0: 0.3994 (0.4022) loss_class_1: 0.7911 (0.8395) loss_bbox_1: 0.1872 (0.1854) loss_giou_1: 0.4152 (0.4027) loss_class_2: 0.7838 (0.8022) loss_bbox_2: 0.1843 (0.1837) loss_giou_2: 0.4058 (0.4009) loss_class_3: 0.7498 (0.7826) loss_bbox_3: 0.1847 (0.1839) loss_giou_3: 0.4113 (0.4012) loss_class_4: 0.7455 (0.7726) loss_bbox_4: 0.1869 (0.1848) loss_giou_4: 0.4111 (0.4020) loss_class_enc: 0.8286 (0.9065) loss_bbox_enc: 0.2249 (0.2201) loss_giou_enc: 0.4616 (0.4571) loss_class_dn: 0.3905 (0.3918) loss_bbox_dn: 0.2609 (0.2831) loss_giou_dn: 0.4566 (0.4595) loss_class_dn_0: 0.4735 (0.4817) loss_bbox_dn_0: 0.3679 (0.3835) loss_giou_dn_0: 0.5870 (0.5876) loss_class_dn_1: 0.4199 (0.4199) loss_bbox_dn_1: 0.2906 (0.3056) loss_giou_dn_1: 0.4964 (0.4892) loss_class_dn_2: 0.4035 (0.3994) loss_bbox_dn_2: 0.2649 (0.2865) loss_giou_dn_2: 0.4638 (0.4653) loss_class_dn_3: 0.3987 (0.3933) loss_bbox_dn_3: 0.2614 (0.2838) loss_giou_dn_3: 0.4591 (0.4608) loss_class_dn_4: 0.3926 (0.3916) loss_bbox_dn_4: 0.2609 (0.2831) loss_giou_dn_4: 0.4568 (0.4594) loss_class_hybrid: 0.7486 (0.7784) loss_bbox_hybrid: 0.1962 (0.1980) loss_giou_hybrid: 0.4327 (0.4313) loss_class_0_hybrid: 0.7981 (0.8498) loss_bbox_0_hybrid: 0.2130 (0.2075) loss_giou_0_hybrid: 0.4333 (0.4484) loss_class_1_hybrid: 0.7587 (0.8054) loss_bbox_1_hybrid: 0.2142 (0.2022) loss_giou_1_hybrid: 0.4352 (0.4384) loss_class_2_hybrid: 0.7508 (0.7911) loss_bbox_2_hybrid: 0.1882 (0.1989) loss_giou_2_hybrid: 0.4313 (0.4333) loss_class_3_hybrid: 0.7446 (0.7828) loss_bbox_3_hybrid: 0.1922 (0.1980) loss_giou_3_hybrid: 0.4291 (0.4316) loss_class_4_hybrid: 0.7490 (0.7785) loss_bbox_4_hybrid: 0.1953 (0.1984) loss_giou_4_hybrid: 0.4316 (0.4316) loss_class_enc_hybrid: 0.7722 (0.8082) loss_bbox_enc_hybrid: 0.2509 (0.2477) loss_giou_enc_hybrid: 0.5060 (0.5101) mem: 1025 max mem: 36965 [2024-01-15 10:02:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:03:06 det.util.engine] INFO: Epoch: [6] [500/11727] eta: 3:21:05 lr: 0.000100 data_time: 0.0028 iter_time: 1.0673 loss: 26.3804 (27.3480) loss_class: 0.7239 (0.7697) loss_bbox: 0.1718 (0.1839) loss_giou: 0.3652 (0.4002) loss_class_0: 0.9249 (0.9693) loss_bbox_0: 0.1621 (0.1818) loss_giou_0: 0.3519 (0.4003) loss_class_1: 0.8064 (0.8368) loss_bbox_1: 0.1746 (0.1844) loss_giou_1: 0.3567 (0.4009) loss_class_2: 0.7578 (0.8001) loss_bbox_2: 0.1693 (0.1828) loss_giou_2: 0.3646 (0.3991) loss_class_3: 0.7768 (0.7808) loss_bbox_3: 0.1662 (0.1832) loss_giou_3: 0.3619 (0.3995) loss_class_4: 0.7458 (0.7710) loss_bbox_4: 0.1670 (0.1841) loss_giou_4: 0.3616 (0.4001) loss_class_enc: 0.8504 (0.9053) loss_bbox_enc: 0.1980 (0.2192) loss_giou_enc: 0.4238 (0.4551) loss_class_dn: 0.3753 (0.3910) loss_bbox_dn: 0.2369 (0.2823) loss_giou_dn: 0.4104 (0.4575) loss_class_dn_0: 0.4786 (0.4815) loss_bbox_dn_0: 0.3529 (0.3830) loss_giou_dn_0: 0.5413 (0.5856) loss_class_dn_1: 0.4094 (0.4194) loss_bbox_dn_1: 0.2614 (0.3050) loss_giou_dn_1: 0.4361 (0.4871) loss_class_dn_2: 0.3837 (0.3987) loss_bbox_dn_2: 0.2380 (0.2858) loss_giou_dn_2: 0.4129 (0.4634) loss_class_dn_3: 0.3805 (0.3926) loss_bbox_dn_3: 0.2371 (0.2830) loss_giou_dn_3: 0.4102 (0.4587) loss_class_dn_4: 0.3757 (0.3908) loss_bbox_dn_4: 0.2370 (0.2823) loss_giou_dn_4: 0.4104 (0.4574) loss_class_hybrid: 0.7425 (0.7766) loss_bbox_hybrid: 0.1879 (0.1972) loss_giou_hybrid: 0.3751 (0.4291) loss_class_0_hybrid: 0.8312 (0.8480) loss_bbox_0_hybrid: 0.1968 (0.2066) loss_giou_0_hybrid: 0.3860 (0.4461) loss_class_1_hybrid: 0.7669 (0.8037) loss_bbox_1_hybrid: 0.1911 (0.2011) loss_giou_1_hybrid: 0.3796 (0.4358) loss_class_2_hybrid: 0.7615 (0.7893) loss_bbox_2_hybrid: 0.1867 (0.1979) loss_giou_2_hybrid: 0.3788 (0.4310) loss_class_3_hybrid: 0.7567 (0.7812) loss_bbox_3_hybrid: 0.1763 (0.1971) loss_giou_3_hybrid: 0.3794 (0.4293) loss_class_4_hybrid: 0.7376 (0.7770) loss_bbox_4_hybrid: 0.1861 (0.1976) loss_giou_4_hybrid: 0.3750 (0.4294) loss_class_enc_hybrid: 0.7806 (0.8072) loss_bbox_enc_hybrid: 0.2434 (0.2466) loss_giou_enc_hybrid: 0.4513 (0.5076) mem: 1032 max mem: 36965 [2024-01-15 10:03:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:04:00 det.util.engine] INFO: Epoch: [6] [550/11727] eta: 3:20:13 lr: 0.000100 data_time: 0.0029 iter_time: 1.1115 loss: 26.6345 (27.3278) loss_class: 0.7353 (0.7686) loss_bbox: 0.1691 (0.1836) loss_giou: 0.3814 (0.4000) loss_class_0: 0.9634 (0.9690) loss_bbox_0: 0.1645 (0.1813) loss_giou_0: 0.3856 (0.4003) loss_class_1: 0.8071 (0.8347) loss_bbox_1: 0.1676 (0.1841) loss_giou_1: 0.3904 (0.4009) loss_class_2: 0.7687 (0.7988) loss_bbox_2: 0.1636 (0.1825) loss_giou_2: 0.3803 (0.3989) loss_class_3: 0.7646 (0.7791) loss_bbox_3: 0.1651 (0.1830) loss_giou_3: 0.3761 (0.3993) loss_class_4: 0.7436 (0.7698) loss_bbox_4: 0.1671 (0.1838) loss_giou_4: 0.3806 (0.4000) loss_class_enc: 0.8652 (0.9052) loss_bbox_enc: 0.1988 (0.2189) loss_giou_enc: 0.4389 (0.4551) loss_class_dn: 0.3923 (0.3910) loss_bbox_dn: 0.2633 (0.2823) loss_giou_dn: 0.4662 (0.4576) loss_class_dn_0: 0.4818 (0.4817) loss_bbox_dn_0: 0.3600 (0.3829) loss_giou_dn_0: 0.5806 (0.5856) loss_class_dn_1: 0.4144 (0.4195) loss_bbox_dn_1: 0.2787 (0.3049) loss_giou_dn_1: 0.5035 (0.4872) loss_class_dn_2: 0.3986 (0.3989) loss_bbox_dn_2: 0.2644 (0.2857) loss_giou_dn_2: 0.4752 (0.4635) loss_class_dn_3: 0.3959 (0.3928) loss_bbox_dn_3: 0.2618 (0.2830) loss_giou_dn_3: 0.4721 (0.4588) loss_class_dn_4: 0.3936 (0.3909) loss_bbox_dn_4: 0.2634 (0.2823) loss_giou_dn_4: 0.4659 (0.4574) loss_class_hybrid: 0.7408 (0.7758) loss_bbox_hybrid: 0.1774 (0.1969) loss_giou_hybrid: 0.4026 (0.4287) loss_class_0_hybrid: 0.8239 (0.8469) loss_bbox_0_hybrid: 0.1820 (0.2062) loss_giou_0_hybrid: 0.4277 (0.4460) loss_class_1_hybrid: 0.7791 (0.8025) loss_bbox_1_hybrid: 0.1770 (0.2007) loss_giou_1_hybrid: 0.4086 (0.4355) loss_class_2_hybrid: 0.7693 (0.7885) loss_bbox_2_hybrid: 0.1745 (0.1975) loss_giou_2_hybrid: 0.4027 (0.4306) loss_class_3_hybrid: 0.7510 (0.7800) loss_bbox_3_hybrid: 0.1736 (0.1968) loss_giou_3_hybrid: 0.4018 (0.4290) loss_class_4_hybrid: 0.7503 (0.7762) loss_bbox_4_hybrid: 0.1749 (0.1972) loss_giou_4_hybrid: 0.4005 (0.4289) loss_class_enc_hybrid: 0.7767 (0.8070) loss_bbox_enc_hybrid: 0.2302 (0.2462) loss_giou_enc_hybrid: 0.4881 (0.5073) mem: 1036 max mem: 36965 [2024-01-15 10:04:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:04:54 det.util.engine] INFO: Epoch: [6] [600/11727] eta: 3:19:22 lr: 0.000100 data_time: 0.0028 iter_time: 1.0597 loss: 27.1715 (27.3245) loss_class: 0.7382 (0.7678) loss_bbox: 0.1681 (0.1836) loss_giou: 0.4163 (0.4009) loss_class_0: 0.9259 (0.9675) loss_bbox_0: 0.1651 (0.1810) loss_giou_0: 0.4102 (0.4011) loss_class_1: 0.8007 (0.8336) loss_bbox_1: 0.1725 (0.1840) loss_giou_1: 0.4123 (0.4017) loss_class_2: 0.7602 (0.7982) loss_bbox_2: 0.1711 (0.1823) loss_giou_2: 0.4006 (0.3995) loss_class_3: 0.7507 (0.7781) loss_bbox_3: 0.1700 (0.1828) loss_giou_3: 0.4138 (0.4002) loss_class_4: 0.7412 (0.7691) loss_bbox_4: 0.1714 (0.1837) loss_giou_4: 0.4157 (0.4009) loss_class_enc: 0.8562 (0.9039) loss_bbox_enc: 0.2141 (0.2191) loss_giou_enc: 0.4717 (0.4564) loss_class_dn: 0.3863 (0.3910) loss_bbox_dn: 0.2513 (0.2814) loss_giou_dn: 0.4651 (0.4579) loss_class_dn_0: 0.4814 (0.4815) loss_bbox_dn_0: 0.3798 (0.3824) loss_giou_dn_0: 0.5920 (0.5858) loss_class_dn_1: 0.4167 (0.4195) loss_bbox_dn_1: 0.2820 (0.3042) loss_giou_dn_1: 0.4899 (0.4876) loss_class_dn_2: 0.3957 (0.3990) loss_bbox_dn_2: 0.2557 (0.2849) loss_giou_dn_2: 0.4704 (0.4638) loss_class_dn_3: 0.3897 (0.3929) loss_bbox_dn_3: 0.2521 (0.2821) loss_giou_dn_3: 0.4646 (0.4592) loss_class_dn_4: 0.3868 (0.3909) loss_bbox_dn_4: 0.2514 (0.2814) loss_giou_dn_4: 0.4650 (0.4578) loss_class_hybrid: 0.7580 (0.7747) loss_bbox_hybrid: 0.1825 (0.1970) loss_giou_hybrid: 0.4324 (0.4299) loss_class_0_hybrid: 0.8263 (0.8457) loss_bbox_0_hybrid: 0.1935 (0.2062) loss_giou_0_hybrid: 0.4493 (0.4471) loss_class_1_hybrid: 0.7776 (0.8013) loss_bbox_1_hybrid: 0.1867 (0.2008) loss_giou_1_hybrid: 0.4402 (0.4368) loss_class_2_hybrid: 0.7558 (0.7872) loss_bbox_2_hybrid: 0.1787 (0.1976) loss_giou_2_hybrid: 0.4329 (0.4317) loss_class_3_hybrid: 0.7503 (0.7789) loss_bbox_3_hybrid: 0.1831 (0.1969) loss_giou_3_hybrid: 0.4282 (0.4302) loss_class_4_hybrid: 0.7551 (0.7751) loss_bbox_4_hybrid: 0.1804 (0.1973) loss_giou_4_hybrid: 0.4291 (0.4302) loss_class_enc_hybrid: 0.7832 (0.8061) loss_bbox_enc_hybrid: 0.2359 (0.2462) loss_giou_enc_hybrid: 0.5196 (0.5090) mem: 1026 max mem: 36965 [2024-01-15 10:04:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:05:46 det.util.engine] INFO: Epoch: [6] [650/11727] eta: 3:18:08 lr: 0.000100 data_time: 0.0032 iter_time: 1.0365 loss: 26.7220 (27.2845) loss_class: 0.7506 (0.7680) loss_bbox: 0.1769 (0.1833) loss_giou: 0.3626 (0.3992) loss_class_0: 0.9520 (0.9665) loss_bbox_0: 0.1777 (0.1810) loss_giou_0: 0.3544 (0.3999) loss_class_1: 0.7966 (0.8333) loss_bbox_1: 0.1788 (0.1837) loss_giou_1: 0.3674 (0.4003) loss_class_2: 0.7679 (0.7982) loss_bbox_2: 0.1763 (0.1820) loss_giou_2: 0.3607 (0.3980) loss_class_3: 0.7655 (0.7780) loss_bbox_3: 0.1793 (0.1826) loss_giou_3: 0.3593 (0.3987) loss_class_4: 0.7608 (0.7694) loss_bbox_4: 0.1674 (0.1833) loss_giou_4: 0.3475 (0.3992) loss_class_enc: 0.8825 (0.9038) loss_bbox_enc: 0.2126 (0.2190) loss_giou_enc: 0.4088 (0.4548) loss_class_dn: 0.3802 (0.3906) loss_bbox_dn: 0.2838 (0.2813) loss_giou_dn: 0.4186 (0.4563) loss_class_dn_0: 0.4736 (0.4815) loss_bbox_dn_0: 0.3940 (0.3825) loss_giou_dn_0: 0.5515 (0.5845) loss_class_dn_1: 0.4137 (0.4193) loss_bbox_dn_1: 0.3165 (0.3041) loss_giou_dn_1: 0.4495 (0.4860) loss_class_dn_2: 0.3889 (0.3986) loss_bbox_dn_2: 0.2974 (0.2849) loss_giou_dn_2: 0.4268 (0.4622) loss_class_dn_3: 0.3851 (0.3925) loss_bbox_dn_3: 0.2864 (0.2821) loss_giou_dn_3: 0.4211 (0.4575) loss_class_dn_4: 0.3819 (0.3905) loss_bbox_dn_4: 0.2836 (0.2813) loss_giou_dn_4: 0.4187 (0.4562) loss_class_hybrid: 0.7816 (0.7749) loss_bbox_hybrid: 0.1898 (0.1965) loss_giou_hybrid: 0.3689 (0.4279) loss_class_0_hybrid: 0.8518 (0.8456) loss_bbox_0_hybrid: 0.2072 (0.2061) loss_giou_0_hybrid: 0.3938 (0.4453) loss_class_1_hybrid: 0.7940 (0.8016) loss_bbox_1_hybrid: 0.1956 (0.2003) loss_giou_1_hybrid: 0.3700 (0.4348) loss_class_2_hybrid: 0.7861 (0.7873) loss_bbox_2_hybrid: 0.1885 (0.1971) loss_giou_2_hybrid: 0.3624 (0.4297) loss_class_3_hybrid: 0.7815 (0.7790) loss_bbox_3_hybrid: 0.1901 (0.1964) loss_giou_3_hybrid: 0.3649 (0.4283) loss_class_4_hybrid: 0.7932 (0.7753) loss_bbox_4_hybrid: 0.1907 (0.1968) loss_giou_4_hybrid: 0.3631 (0.4282) loss_class_enc_hybrid: 0.7824 (0.8064) loss_bbox_enc_hybrid: 0.2401 (0.2459) loss_giou_enc_hybrid: 0.4449 (0.5069) mem: 1034 max mem: 36965 [2024-01-15 10:05:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:06:39 det.util.engine] INFO: Epoch: [6] [700/11727] eta: 3:17:10 lr: 0.000100 data_time: 0.0031 iter_time: 1.0566 loss: 27.7920 (27.2769) loss_class: 0.7679 (0.7668) loss_bbox: 0.1869 (0.1841) loss_giou: 0.4262 (0.3993) loss_class_0: 0.9714 (0.9655) loss_bbox_0: 0.1827 (0.1818) loss_giou_0: 0.4007 (0.4000) loss_class_1: 0.8331 (0.8319) loss_bbox_1: 0.1878 (0.1845) loss_giou_1: 0.4268 (0.4005) loss_class_2: 0.8121 (0.7972) loss_bbox_2: 0.1778 (0.1828) loss_giou_2: 0.4183 (0.3981) loss_class_3: 0.7772 (0.7767) loss_bbox_3: 0.1812 (0.1834) loss_giou_3: 0.4150 (0.3988) loss_class_4: 0.7657 (0.7683) loss_bbox_4: 0.1865 (0.1841) loss_giou_4: 0.4174 (0.3992) loss_class_enc: 0.9014 (0.9029) loss_bbox_enc: 0.2055 (0.2192) loss_giou_enc: 0.4460 (0.4548) loss_class_dn: 0.3989 (0.3903) loss_bbox_dn: 0.2611 (0.2814) loss_giou_dn: 0.4745 (0.4559) loss_class_dn_0: 0.4856 (0.4817) loss_bbox_dn_0: 0.3535 (0.3829) loss_giou_dn_0: 0.6046 (0.5842) loss_class_dn_1: 0.4319 (0.4193) loss_bbox_dn_1: 0.2753 (0.3041) loss_giou_dn_1: 0.4998 (0.4855) loss_class_dn_2: 0.4060 (0.3985) loss_bbox_dn_2: 0.2631 (0.2849) loss_giou_dn_2: 0.4774 (0.4618) loss_class_dn_3: 0.4015 (0.3922) loss_bbox_dn_3: 0.2610 (0.2822) loss_giou_dn_3: 0.4750 (0.4571) loss_class_dn_4: 0.4012 (0.3903) loss_bbox_dn_4: 0.2611 (0.2814) loss_giou_dn_4: 0.4744 (0.4557) loss_class_hybrid: 0.7605 (0.7738) loss_bbox_hybrid: 0.1902 (0.1971) loss_giou_hybrid: 0.4358 (0.4279) loss_class_0_hybrid: 0.8323 (0.8452) loss_bbox_0_hybrid: 0.2037 (0.2067) loss_giou_0_hybrid: 0.4563 (0.4452) loss_class_1_hybrid: 0.7948 (0.8007) loss_bbox_1_hybrid: 0.1974 (0.2010) loss_giou_1_hybrid: 0.4569 (0.4347) loss_class_2_hybrid: 0.7702 (0.7864) loss_bbox_2_hybrid: 0.1896 (0.1977) loss_giou_2_hybrid: 0.4469 (0.4296) loss_class_3_hybrid: 0.7729 (0.7779) loss_bbox_3_hybrid: 0.1933 (0.1971) loss_giou_3_hybrid: 0.4376 (0.4282) loss_class_4_hybrid: 0.7636 (0.7743) loss_bbox_4_hybrid: 0.1916 (0.1974) loss_giou_4_hybrid: 0.4405 (0.4281) loss_class_enc_hybrid: 0.7901 (0.8055) loss_bbox_enc_hybrid: 0.2317 (0.2465) loss_giou_enc_hybrid: 0.5039 (0.5067) mem: 1021 max mem: 36965 [2024-01-15 10:06:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:07:34 det.util.engine] INFO: Epoch: [6] [750/11727] eta: 3:16:26 lr: 0.000100 data_time: 0.0031 iter_time: 1.0729 loss: 27.7302 (27.2662) loss_class: 0.7733 (0.7662) loss_bbox: 0.1849 (0.1839) loss_giou: 0.3987 (0.3993) loss_class_0: 0.9557 (0.9636) loss_bbox_0: 0.1792 (0.1821) loss_giou_0: 0.4023 (0.4003) loss_class_1: 0.8266 (0.8308) loss_bbox_1: 0.1797 (0.1846) loss_giou_1: 0.4049 (0.4008) loss_class_2: 0.7830 (0.7958) loss_bbox_2: 0.1806 (0.1830) loss_giou_2: 0.4050 (0.3986) loss_class_3: 0.7661 (0.7759) loss_bbox_3: 0.1844 (0.1834) loss_giou_3: 0.4059 (0.3990) loss_class_4: 0.7774 (0.7675) loss_bbox_4: 0.1837 (0.1840) loss_giou_4: 0.4001 (0.3994) loss_class_enc: 0.9019 (0.9017) loss_bbox_enc: 0.2195 (0.2194) loss_giou_enc: 0.4716 (0.4549) loss_class_dn: 0.3905 (0.3900) loss_bbox_dn: 0.2622 (0.2812) loss_giou_dn: 0.4661 (0.4562) loss_class_dn_0: 0.4723 (0.4813) loss_bbox_dn_0: 0.3605 (0.3825) loss_giou_dn_0: 0.5954 (0.5849) loss_class_dn_1: 0.4180 (0.4191) loss_bbox_dn_1: 0.2882 (0.3039) loss_giou_dn_1: 0.4927 (0.4859) loss_class_dn_2: 0.4012 (0.3984) loss_bbox_dn_2: 0.2684 (0.2846) loss_giou_dn_2: 0.4685 (0.4622) loss_class_dn_3: 0.3932 (0.3920) loss_bbox_dn_3: 0.2644 (0.2819) loss_giou_dn_3: 0.4671 (0.4575) loss_class_dn_4: 0.3911 (0.3901) loss_bbox_dn_4: 0.2622 (0.2811) loss_giou_dn_4: 0.4659 (0.4561) loss_class_hybrid: 0.7638 (0.7726) loss_bbox_hybrid: 0.1991 (0.1975) loss_giou_hybrid: 0.4448 (0.4283) loss_class_0_hybrid: 0.8110 (0.8435) loss_bbox_0_hybrid: 0.2037 (0.2070) loss_giou_0_hybrid: 0.4652 (0.4455) loss_class_1_hybrid: 0.7768 (0.7993) loss_bbox_1_hybrid: 0.2030 (0.2013) loss_giou_1_hybrid: 0.4525 (0.4351) loss_class_2_hybrid: 0.7542 (0.7849) loss_bbox_2_hybrid: 0.2044 (0.1980) loss_giou_2_hybrid: 0.4457 (0.4301) loss_class_3_hybrid: 0.7570 (0.7766) loss_bbox_3_hybrid: 0.1984 (0.1975) loss_giou_3_hybrid: 0.4464 (0.4287) loss_class_4_hybrid: 0.7644 (0.7730) loss_bbox_4_hybrid: 0.1993 (0.1978) loss_giou_4_hybrid: 0.4441 (0.4286) loss_class_enc_hybrid: 0.7813 (0.8041) loss_bbox_enc_hybrid: 0.2515 (0.2468) loss_giou_enc_hybrid: 0.5422 (0.5070) mem: 1028 max mem: 36965 [2024-01-15 10:07:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:08:30 det.util.engine] INFO: Epoch: [6] [800/11727] eta: 3:16:05 lr: 0.000100 data_time: 0.0033 iter_time: 1.0950 loss: 24.9108 (27.2460) loss_class: 0.6776 (0.7649) loss_bbox: 0.1752 (0.1840) loss_giou: 0.3468 (0.3987) loss_class_0: 0.8624 (0.9632) loss_bbox_0: 0.1660 (0.1821) loss_giou_0: 0.3584 (0.3999) loss_class_1: 0.7109 (0.8295) loss_bbox_1: 0.1714 (0.1848) loss_giou_1: 0.3621 (0.4004) loss_class_2: 0.7075 (0.7950) loss_bbox_2: 0.1656 (0.1831) loss_giou_2: 0.3490 (0.3980) loss_class_3: 0.6855 (0.7745) loss_bbox_3: 0.1640 (0.1834) loss_giou_3: 0.3506 (0.3985) loss_class_4: 0.6716 (0.7661) loss_bbox_4: 0.1754 (0.1841) loss_giou_4: 0.3503 (0.3989) loss_class_enc: 0.8546 (0.9017) loss_bbox_enc: 0.1866 (0.2194) loss_giou_enc: 0.4086 (0.4546) loss_class_dn: 0.3753 (0.3899) loss_bbox_dn: 0.2473 (0.2814) loss_giou_dn: 0.4363 (0.4560) loss_class_dn_0: 0.4732 (0.4812) loss_bbox_dn_0: 0.3275 (0.3830) loss_giou_dn_0: 0.5587 (0.5848) loss_class_dn_1: 0.4029 (0.4190) loss_bbox_dn_1: 0.2633 (0.3042) loss_giou_dn_1: 0.4608 (0.4856) loss_class_dn_2: 0.3891 (0.3982) loss_bbox_dn_2: 0.2465 (0.2849) loss_giou_dn_2: 0.4420 (0.4619) loss_class_dn_3: 0.3825 (0.3919) loss_bbox_dn_3: 0.2497 (0.2822) loss_giou_dn_3: 0.4376 (0.4573) loss_class_dn_4: 0.3782 (0.3900) loss_bbox_dn_4: 0.2473 (0.2814) loss_giou_dn_4: 0.4361 (0.4559) loss_class_hybrid: 0.6839 (0.7718) loss_bbox_hybrid: 0.1777 (0.1973) loss_giou_hybrid: 0.3697 (0.4275) loss_class_0_hybrid: 0.7636 (0.8429) loss_bbox_0_hybrid: 0.1889 (0.2069) loss_giou_0_hybrid: 0.3835 (0.4447) loss_class_1_hybrid: 0.7146 (0.7987) loss_bbox_1_hybrid: 0.1813 (0.2012) loss_giou_1_hybrid: 0.3814 (0.4343) loss_class_2_hybrid: 0.6983 (0.7847) loss_bbox_2_hybrid: 0.1738 (0.1978) loss_giou_2_hybrid: 0.3724 (0.4292) loss_class_3_hybrid: 0.6939 (0.7761) loss_bbox_3_hybrid: 0.1776 (0.1973) loss_giou_3_hybrid: 0.3691 (0.4278) loss_class_4_hybrid: 0.6834 (0.7723) loss_bbox_4_hybrid: 0.1779 (0.1976) loss_giou_4_hybrid: 0.3696 (0.4277) loss_class_enc_hybrid: 0.7522 (0.8036) loss_bbox_enc_hybrid: 0.2243 (0.2468) loss_giou_enc_hybrid: 0.4329 (0.5064) mem: 1035 max mem: 36965 [2024-01-15 10:08:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:09:25 det.util.engine] INFO: Epoch: [6] [850/11727] eta: 3:15:24 lr: 0.000100 data_time: 0.0033 iter_time: 1.0826 loss: 26.7513 (27.2249) loss_class: 0.7734 (0.7636) loss_bbox: 0.1713 (0.1843) loss_giou: 0.3696 (0.3982) loss_class_0: 1.0143 (0.9626) loss_bbox_0: 0.1724 (0.1825) loss_giou_0: 0.3840 (0.3994) loss_class_1: 0.8609 (0.8286) loss_bbox_1: 0.1626 (0.1851) loss_giou_1: 0.3769 (0.3998) loss_class_2: 0.8058 (0.7937) loss_bbox_2: 0.1622 (0.1835) loss_giou_2: 0.3840 (0.3975) loss_class_3: 0.8020 (0.7734) loss_bbox_3: 0.1697 (0.1838) loss_giou_3: 0.3782 (0.3980) loss_class_4: 0.7686 (0.7650) loss_bbox_4: 0.1690 (0.1844) loss_giou_4: 0.3709 (0.3984) loss_class_enc: 0.9418 (0.9009) loss_bbox_enc: 0.1894 (0.2195) loss_giou_enc: 0.4356 (0.4538) loss_class_dn: 0.3916 (0.3896) loss_bbox_dn: 0.2929 (0.2816) loss_giou_dn: 0.4452 (0.4555) loss_class_dn_0: 0.4808 (0.4812) loss_bbox_dn_0: 0.3773 (0.3833) loss_giou_dn_0: 0.5792 (0.5841) loss_class_dn_1: 0.4189 (0.4188) loss_bbox_dn_1: 0.3059 (0.3045) loss_giou_dn_1: 0.4785 (0.4851) loss_class_dn_2: 0.4016 (0.3981) loss_bbox_dn_2: 0.2921 (0.2851) loss_giou_dn_2: 0.4559 (0.4614) loss_class_dn_3: 0.3924 (0.3917) loss_bbox_dn_3: 0.2915 (0.2824) loss_giou_dn_3: 0.4487 (0.4567) loss_class_dn_4: 0.3906 (0.3897) loss_bbox_dn_4: 0.2928 (0.2816) loss_giou_dn_4: 0.4452 (0.4554) loss_class_hybrid: 0.7582 (0.7709) loss_bbox_hybrid: 0.1760 (0.1975) loss_giou_hybrid: 0.4134 (0.4266) loss_class_0_hybrid: 0.8524 (0.8424) loss_bbox_0_hybrid: 0.1882 (0.2071) loss_giou_0_hybrid: 0.4302 (0.4439) loss_class_1_hybrid: 0.7779 (0.7979) loss_bbox_1_hybrid: 0.1792 (0.2014) loss_giou_1_hybrid: 0.4226 (0.4336) loss_class_2_hybrid: 0.7378 (0.7838) loss_bbox_2_hybrid: 0.1780 (0.1980) loss_giou_2_hybrid: 0.4172 (0.4283) loss_class_3_hybrid: 0.7536 (0.7754) loss_bbox_3_hybrid: 0.1760 (0.1974) loss_giou_3_hybrid: 0.4122 (0.4269) loss_class_4_hybrid: 0.7433 (0.7715) loss_bbox_4_hybrid: 0.1759 (0.1977) loss_giou_4_hybrid: 0.4142 (0.4269) loss_class_enc_hybrid: 0.8044 (0.8033) loss_bbox_enc_hybrid: 0.2157 (0.2469) loss_giou_enc_hybrid: 0.4850 (0.5055) mem: 1023 max mem: 36965 [2024-01-15 10:09:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:10:18 det.util.engine] INFO: Epoch: [6] [900/11727] eta: 3:14:26 lr: 0.000100 data_time: 0.0031 iter_time: 1.0856 loss: 28.3857 (27.2566) loss_class: 0.7772 (0.7659) loss_bbox: 0.1871 (0.1847) loss_giou: 0.4056 (0.3974) loss_class_0: 0.9929 (0.9648) loss_bbox_0: 0.1873 (0.1829) loss_giou_0: 0.4167 (0.3988) loss_class_1: 0.8245 (0.8305) loss_bbox_1: 0.1946 (0.1856) loss_giou_1: 0.4120 (0.3991) loss_class_2: 0.8188 (0.7957) loss_bbox_2: 0.1934 (0.1838) loss_giou_2: 0.4104 (0.3966) loss_class_3: 0.8066 (0.7757) loss_bbox_3: 0.1865 (0.1841) loss_giou_3: 0.4029 (0.3971) loss_class_4: 0.7852 (0.7672) loss_bbox_4: 0.1866 (0.1848) loss_giou_4: 0.4021 (0.3975) loss_class_enc: 0.9217 (0.9025) loss_bbox_enc: 0.2201 (0.2200) loss_giou_enc: 0.4530 (0.4530) loss_class_dn: 0.4015 (0.3897) loss_bbox_dn: 0.2830 (0.2833) loss_giou_dn: 0.4983 (0.4554) loss_class_dn_0: 0.4811 (0.4813) loss_bbox_dn_0: 0.3942 (0.3853) loss_giou_dn_0: 0.6207 (0.5840) loss_class_dn_1: 0.4252 (0.4188) loss_bbox_dn_1: 0.3067 (0.3062) loss_giou_dn_1: 0.5297 (0.4850) loss_class_dn_2: 0.4084 (0.3980) loss_bbox_dn_2: 0.2871 (0.2868) loss_giou_dn_2: 0.5030 (0.4614) loss_class_dn_3: 0.4036 (0.3916) loss_bbox_dn_3: 0.2819 (0.2840) loss_giou_dn_3: 0.5001 (0.4567) loss_class_dn_4: 0.3997 (0.3897) loss_bbox_dn_4: 0.2830 (0.2833) loss_giou_dn_4: 0.4984 (0.4553) loss_class_hybrid: 0.7722 (0.7730) loss_bbox_hybrid: 0.2001 (0.1979) loss_giou_hybrid: 0.4320 (0.4258) loss_class_0_hybrid: 0.8520 (0.8441) loss_bbox_0_hybrid: 0.2168 (0.2076) loss_giou_0_hybrid: 0.4564 (0.4432) loss_class_1_hybrid: 0.8115 (0.7996) loss_bbox_1_hybrid: 0.2089 (0.2019) loss_giou_1_hybrid: 0.4412 (0.4328) loss_class_2_hybrid: 0.7959 (0.7856) loss_bbox_2_hybrid: 0.2052 (0.1984) loss_giou_2_hybrid: 0.4362 (0.4275) loss_class_3_hybrid: 0.7958 (0.7774) loss_bbox_3_hybrid: 0.1959 (0.1978) loss_giou_3_hybrid: 0.4324 (0.4260) loss_class_4_hybrid: 0.7840 (0.7734) loss_bbox_4_hybrid: 0.1960 (0.1981) loss_giou_4_hybrid: 0.4329 (0.4260) loss_class_enc_hybrid: 0.8131 (0.8049) loss_bbox_enc_hybrid: 0.2521 (0.2474) loss_giou_enc_hybrid: 0.5175 (0.5047) mem: 1013 max mem: 36965 [2024-01-15 10:10:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:11:12 det.util.engine] INFO: Epoch: [6] [950/11727] eta: 3:13:29 lr: 0.000100 data_time: 0.0030 iter_time: 1.0520 loss: 27.4018 (27.2592) loss_class: 0.7689 (0.7674) loss_bbox: 0.1919 (0.1846) loss_giou: 0.3542 (0.3960) loss_class_0: 0.9126 (0.9656) loss_bbox_0: 0.1779 (0.1831) loss_giou_0: 0.3486 (0.3977) loss_class_1: 0.7934 (0.8315) loss_bbox_1: 0.1944 (0.1857) loss_giou_1: 0.3598 (0.3979) loss_class_2: 0.7849 (0.7970) loss_bbox_2: 0.1948 (0.1839) loss_giou_2: 0.3502 (0.3954) loss_class_3: 0.7735 (0.7772) loss_bbox_3: 0.1894 (0.1840) loss_giou_3: 0.3566 (0.3957) loss_class_4: 0.7847 (0.7689) loss_bbox_4: 0.1919 (0.1846) loss_giou_4: 0.3479 (0.3961) loss_class_enc: 0.8498 (0.9039) loss_bbox_enc: 0.2166 (0.2202) loss_giou_enc: 0.4093 (0.4518) loss_class_dn: 0.3912 (0.3898) loss_bbox_dn: 0.2718 (0.2842) loss_giou_dn: 0.4271 (0.4549) loss_class_dn_0: 0.4853 (0.4815) loss_bbox_dn_0: 0.3553 (0.3861) loss_giou_dn_0: 0.5453 (0.5836) loss_class_dn_1: 0.4186 (0.4190) loss_bbox_dn_1: 0.2898 (0.3071) loss_giou_dn_1: 0.4537 (0.4844) loss_class_dn_2: 0.4005 (0.3981) loss_bbox_dn_2: 0.2726 (0.2877) loss_giou_dn_2: 0.4318 (0.4608) loss_class_dn_3: 0.3945 (0.3918) loss_bbox_dn_3: 0.2729 (0.2849) loss_giou_dn_3: 0.4292 (0.4562) loss_class_dn_4: 0.3918 (0.3898) loss_bbox_dn_4: 0.2717 (0.2842) loss_giou_dn_4: 0.4270 (0.4548) loss_class_hybrid: 0.7825 (0.7742) loss_bbox_hybrid: 0.2018 (0.1979) loss_giou_hybrid: 0.3621 (0.4243) loss_class_0_hybrid: 0.8434 (0.8453) loss_bbox_0_hybrid: 0.2088 (0.2077) loss_giou_0_hybrid: 0.3765 (0.4418) loss_class_1_hybrid: 0.7880 (0.8009) loss_bbox_1_hybrid: 0.2103 (0.2019) loss_giou_1_hybrid: 0.3694 (0.4313) loss_class_2_hybrid: 0.7951 (0.7870) loss_bbox_2_hybrid: 0.2010 (0.1984) loss_giou_2_hybrid: 0.3651 (0.4261) loss_class_3_hybrid: 0.7742 (0.7786) loss_bbox_3_hybrid: 0.2042 (0.1978) loss_giou_3_hybrid: 0.3654 (0.4245) loss_class_4_hybrid: 0.7900 (0.7746) loss_bbox_4_hybrid: 0.2087 (0.1980) loss_giou_4_hybrid: 0.3630 (0.4245) loss_class_enc_hybrid: 0.8026 (0.8065) loss_bbox_enc_hybrid: 0.2456 (0.2475) loss_giou_enc_hybrid: 0.4368 (0.5032) mem: 1027 max mem: 36965 [2024-01-15 10:11:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:12:04 det.util.engine] INFO: Epoch: [6] [1000/11727] eta: 3:12:19 lr: 0.000100 data_time: 0.0030 iter_time: 1.0900 loss: 27.3270 (27.2949) loss_class: 0.7749 (0.7686) loss_bbox: 0.1655 (0.1848) loss_giou: 0.4109 (0.3972) loss_class_0: 0.9333 (0.9659) loss_bbox_0: 0.1633 (0.1832) loss_giou_0: 0.4300 (0.3989) loss_class_1: 0.8242 (0.8320) loss_bbox_1: 0.1709 (0.1859) loss_giou_1: 0.4278 (0.3993) loss_class_2: 0.7772 (0.7978) loss_bbox_2: 0.1679 (0.1840) loss_giou_2: 0.4132 (0.3966) loss_class_3: 0.7769 (0.7784) loss_bbox_3: 0.1669 (0.1843) loss_giou_3: 0.4161 (0.3969) loss_class_4: 0.7730 (0.7699) loss_bbox_4: 0.1629 (0.1847) loss_giou_4: 0.4107 (0.3974) loss_class_enc: 0.9008 (0.9040) loss_bbox_enc: 0.2108 (0.2202) loss_giou_enc: 0.4970 (0.4530) loss_class_dn: 0.3959 (0.3903) loss_bbox_dn: 0.2372 (0.2841) loss_giou_dn: 0.4723 (0.4559) loss_class_dn_0: 0.4771 (0.4815) loss_bbox_dn_0: 0.3303 (0.3859) loss_giou_dn_0: 0.5974 (0.5845) loss_class_dn_1: 0.4269 (0.4194) loss_bbox_dn_1: 0.2600 (0.3071) loss_giou_dn_1: 0.5101 (0.4855) loss_class_dn_2: 0.4025 (0.3985) loss_bbox_dn_2: 0.2355 (0.2877) loss_giou_dn_2: 0.4802 (0.4619) loss_class_dn_3: 0.3971 (0.3922) loss_bbox_dn_3: 0.2373 (0.2849) loss_giou_dn_3: 0.4753 (0.4572) loss_class_dn_4: 0.3957 (0.3903) loss_bbox_dn_4: 0.2371 (0.2841) loss_giou_dn_4: 0.4721 (0.4558) loss_class_hybrid: 0.7787 (0.7744) loss_bbox_hybrid: 0.1824 (0.1982) loss_giou_hybrid: 0.4569 (0.4259) loss_class_0_hybrid: 0.8106 (0.8451) loss_bbox_0_hybrid: 0.1951 (0.2079) loss_giou_0_hybrid: 0.4786 (0.4433) loss_class_1_hybrid: 0.7866 (0.8009) loss_bbox_1_hybrid: 0.1924 (0.2022) loss_giou_1_hybrid: 0.4713 (0.4329) loss_class_2_hybrid: 0.7715 (0.7869) loss_bbox_2_hybrid: 0.1903 (0.1987) loss_giou_2_hybrid: 0.4645 (0.4276) loss_class_3_hybrid: 0.7811 (0.7789) loss_bbox_3_hybrid: 0.1818 (0.1981) loss_giou_3_hybrid: 0.4625 (0.4261) loss_class_4_hybrid: 0.7837 (0.7748) loss_bbox_4_hybrid: 0.1827 (0.1984) loss_giou_4_hybrid: 0.4624 (0.4261) loss_class_enc_hybrid: 0.7826 (0.8063) loss_bbox_enc_hybrid: 0.2323 (0.2475) loss_giou_enc_hybrid: 0.5398 (0.5047) mem: 1021 max mem: 36965 [2024-01-15 10:12:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:12:58 det.util.engine] INFO: Epoch: [6] [1050/11727] eta: 3:11:23 lr: 0.000100 data_time: 0.0033 iter_time: 1.0811 loss: 26.3832 (27.2758) loss_class: 0.7745 (0.7680) loss_bbox: 0.1896 (0.1853) loss_giou: 0.3689 (0.3962) loss_class_0: 0.9660 (0.9654) loss_bbox_0: 0.1663 (0.1836) loss_giou_0: 0.3614 (0.3979) loss_class_1: 0.8237 (0.8315) loss_bbox_1: 0.1728 (0.1863) loss_giou_1: 0.3615 (0.3982) loss_class_2: 0.7946 (0.7971) loss_bbox_2: 0.1767 (0.1844) loss_giou_2: 0.3600 (0.3957) loss_class_3: 0.7916 (0.7781) loss_bbox_3: 0.1797 (0.1846) loss_giou_3: 0.3643 (0.3958) loss_class_4: 0.7738 (0.7696) loss_bbox_4: 0.1826 (0.1851) loss_giou_4: 0.3695 (0.3963) loss_class_enc: 0.8958 (0.9032) loss_bbox_enc: 0.2298 (0.2209) loss_giou_enc: 0.4286 (0.4522) loss_class_dn: 0.3868 (0.3899) loss_bbox_dn: 0.2978 (0.2847) loss_giou_dn: 0.4231 (0.4548) loss_class_dn_0: 0.4809 (0.4815) loss_bbox_dn_0: 0.3722 (0.3872) loss_giou_dn_0: 0.5427 (0.5835) loss_class_dn_1: 0.4169 (0.4191) loss_bbox_dn_1: 0.3119 (0.3079) loss_giou_dn_1: 0.4524 (0.4844) loss_class_dn_2: 0.3927 (0.3981) loss_bbox_dn_2: 0.3014 (0.2884) loss_giou_dn_2: 0.4325 (0.4608) loss_class_dn_3: 0.3871 (0.3919) loss_bbox_dn_3: 0.2977 (0.2855) loss_giou_dn_3: 0.4278 (0.4561) loss_class_dn_4: 0.3868 (0.3899) loss_bbox_dn_4: 0.2978 (0.2847) loss_giou_dn_4: 0.4232 (0.4547) loss_class_hybrid: 0.7645 (0.7739) loss_bbox_hybrid: 0.1904 (0.1985) loss_giou_hybrid: 0.3711 (0.4248) loss_class_0_hybrid: 0.8680 (0.8450) loss_bbox_0_hybrid: 0.1954 (0.2082) loss_giou_0_hybrid: 0.3909 (0.4421) loss_class_1_hybrid: 0.8171 (0.8009) loss_bbox_1_hybrid: 0.1904 (0.2024) loss_giou_1_hybrid: 0.3756 (0.4317) loss_class_2_hybrid: 0.8021 (0.7867) loss_bbox_2_hybrid: 0.1880 (0.1990) loss_giou_2_hybrid: 0.3728 (0.4265) loss_class_3_hybrid: 0.7806 (0.7784) loss_bbox_3_hybrid: 0.1912 (0.1984) loss_giou_3_hybrid: 0.3677 (0.4250) loss_class_4_hybrid: 0.7725 (0.7743) loss_bbox_4_hybrid: 0.1901 (0.1987) loss_giou_4_hybrid: 0.3690 (0.4250) loss_class_enc_hybrid: 0.8287 (0.8061) loss_bbox_enc_hybrid: 0.2464 (0.2482) loss_giou_enc_hybrid: 0.4576 (0.5036) mem: 1029 max mem: 36965 [2024-01-15 10:12:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:13:52 det.util.engine] INFO: Epoch: [6] [1100/11727] eta: 3:10:36 lr: 0.000100 data_time: 0.0027 iter_time: 1.0980 loss: 25.0533 (27.2284) loss_class: 0.6707 (0.7662) loss_bbox: 0.1735 (0.1846) loss_giou: 0.3737 (0.3960) loss_class_0: 0.8877 (0.9634) loss_bbox_0: 0.1753 (0.1831) loss_giou_0: 0.3728 (0.3980) loss_class_1: 0.7381 (0.8297) loss_bbox_1: 0.1820 (0.1856) loss_giou_1: 0.3842 (0.3982) loss_class_2: 0.7305 (0.7955) loss_bbox_2: 0.1770 (0.1836) loss_giou_2: 0.3811 (0.3956) loss_class_3: 0.6944 (0.7764) loss_bbox_3: 0.1796 (0.1838) loss_giou_3: 0.3763 (0.3957) loss_class_4: 0.6819 (0.7678) loss_bbox_4: 0.1731 (0.1844) loss_giou_4: 0.3799 (0.3961) loss_class_enc: 0.8619 (0.9016) loss_bbox_enc: 0.2198 (0.2204) loss_giou_enc: 0.4291 (0.4521) loss_class_dn: 0.3700 (0.3895) loss_bbox_dn: 0.2337 (0.2833) loss_giou_dn: 0.4082 (0.4543) loss_class_dn_0: 0.4640 (0.4813) loss_bbox_dn_0: 0.3271 (0.3858) loss_giou_dn_0: 0.5450 (0.5829) loss_class_dn_1: 0.4117 (0.4188) loss_bbox_dn_1: 0.2528 (0.3065) loss_giou_dn_1: 0.4466 (0.4838) loss_class_dn_2: 0.3768 (0.3978) loss_bbox_dn_2: 0.2357 (0.2869) loss_giou_dn_2: 0.4124 (0.4603) loss_class_dn_3: 0.3743 (0.3915) loss_bbox_dn_3: 0.2352 (0.2841) loss_giou_dn_3: 0.4088 (0.4556) loss_class_dn_4: 0.3723 (0.3895) loss_bbox_dn_4: 0.2337 (0.2833) loss_giou_dn_4: 0.4080 (0.4542) loss_class_hybrid: 0.6875 (0.7720) loss_bbox_hybrid: 0.1892 (0.1980) loss_giou_hybrid: 0.3914 (0.4249) loss_class_0_hybrid: 0.8008 (0.8432) loss_bbox_0_hybrid: 0.1999 (0.2076) loss_giou_0_hybrid: 0.4172 (0.4422) loss_class_1_hybrid: 0.7259 (0.7988) loss_bbox_1_hybrid: 0.1954 (0.2018) loss_giou_1_hybrid: 0.4034 (0.4319) loss_class_2_hybrid: 0.7181 (0.7850) loss_bbox_2_hybrid: 0.1891 (0.1983) loss_giou_2_hybrid: 0.3969 (0.4266) loss_class_3_hybrid: 0.6995 (0.7766) loss_bbox_3_hybrid: 0.1904 (0.1978) loss_giou_3_hybrid: 0.3924 (0.4250) loss_class_4_hybrid: 0.6767 (0.7724) loss_bbox_4_hybrid: 0.1892 (0.1981) loss_giou_4_hybrid: 0.3899 (0.4251) loss_class_enc_hybrid: 0.7424 (0.8042) loss_bbox_enc_hybrid: 0.2525 (0.2477) loss_giou_enc_hybrid: 0.4708 (0.5037) mem: 1011 max mem: 36965 [2024-01-15 10:13:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:14:45 det.util.engine] INFO: Epoch: [6] [1150/11727] eta: 3:09:34 lr: 0.000100 data_time: 0.0034 iter_time: 1.0409 loss: 26.6169 (27.2045) loss_class: 0.7484 (0.7655) loss_bbox: 0.1819 (0.1842) loss_giou: 0.3820 (0.3960) loss_class_0: 0.9747 (0.9626) loss_bbox_0: 0.1708 (0.1828) loss_giou_0: 0.3684 (0.3977) loss_class_1: 0.8100 (0.8288) loss_bbox_1: 0.1601 (0.1852) loss_giou_1: 0.3813 (0.3980) loss_class_2: 0.7764 (0.7948) loss_bbox_2: 0.1733 (0.1832) loss_giou_2: 0.3819 (0.3954) loss_class_3: 0.7586 (0.7761) loss_bbox_3: 0.1789 (0.1834) loss_giou_3: 0.3798 (0.3955) loss_class_4: 0.7450 (0.7671) loss_bbox_4: 0.1821 (0.1841) loss_giou_4: 0.3879 (0.3961) loss_class_enc: 0.9106 (0.9017) loss_bbox_enc: 0.1996 (0.2200) loss_giou_enc: 0.4398 (0.4519) loss_class_dn: 0.3893 (0.3894) loss_bbox_dn: 0.2617 (0.2823) loss_giou_dn: 0.4443 (0.4539) loss_class_dn_0: 0.4842 (0.4811) loss_bbox_dn_0: 0.3550 (0.3850) loss_giou_dn_0: 0.5773 (0.5826) loss_class_dn_1: 0.4188 (0.4186) loss_bbox_dn_1: 0.2792 (0.3057) loss_giou_dn_1: 0.4735 (0.4834) loss_class_dn_2: 0.3994 (0.3976) loss_bbox_dn_2: 0.2663 (0.2860) loss_giou_dn_2: 0.4528 (0.4599) loss_class_dn_3: 0.3918 (0.3913) loss_bbox_dn_3: 0.2635 (0.2831) loss_giou_dn_3: 0.4457 (0.4552) loss_class_dn_4: 0.3879 (0.3893) loss_bbox_dn_4: 0.2616 (0.2823) loss_giou_dn_4: 0.4444 (0.4538) loss_class_hybrid: 0.7607 (0.7716) loss_bbox_hybrid: 0.1731 (0.1976) loss_giou_hybrid: 0.4096 (0.4248) loss_class_0_hybrid: 0.8232 (0.8426) loss_bbox_0_hybrid: 0.1838 (0.2071) loss_giou_0_hybrid: 0.4178 (0.4419) loss_class_1_hybrid: 0.7939 (0.7983) loss_bbox_1_hybrid: 0.1748 (0.2014) loss_giou_1_hybrid: 0.4014 (0.4317) loss_class_2_hybrid: 0.7684 (0.7845) loss_bbox_2_hybrid: 0.1719 (0.1979) loss_giou_2_hybrid: 0.3941 (0.4264) loss_class_3_hybrid: 0.7531 (0.7761) loss_bbox_3_hybrid: 0.1713 (0.1974) loss_giou_3_hybrid: 0.3976 (0.4249) loss_class_4_hybrid: 0.7624 (0.7719) loss_bbox_4_hybrid: 0.1739 (0.1977) loss_giou_4_hybrid: 0.3945 (0.4249) loss_class_enc_hybrid: 0.7987 (0.8038) loss_bbox_enc_hybrid: 0.2291 (0.2474) loss_giou_enc_hybrid: 0.4976 (0.5037) mem: 1025 max mem: 36965 [2024-01-15 10:14:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:15:39 det.util.engine] INFO: Epoch: [6] [1200/11727] eta: 3:08:44 lr: 0.000100 data_time: 0.0032 iter_time: 1.0470 loss: 26.0255 (27.1820) loss_class: 0.7331 (0.7650) loss_bbox: 0.1619 (0.1840) loss_giou: 0.3419 (0.3955) loss_class_0: 0.9330 (0.9629) loss_bbox_0: 0.1531 (0.1825) loss_giou_0: 0.3293 (0.3972) loss_class_1: 0.7814 (0.8291) loss_bbox_1: 0.1607 (0.1847) loss_giou_1: 0.3270 (0.3974) loss_class_2: 0.7564 (0.7947) loss_bbox_2: 0.1626 (0.1828) loss_giou_2: 0.3220 (0.3948) loss_class_3: 0.7378 (0.7755) loss_bbox_3: 0.1604 (0.1832) loss_giou_3: 0.3334 (0.3950) loss_class_4: 0.7450 (0.7667) loss_bbox_4: 0.1615 (0.1838) loss_giou_4: 0.3290 (0.3956) loss_class_enc: 0.8961 (0.9021) loss_bbox_enc: 0.2022 (0.2197) loss_giou_enc: 0.4060 (0.4514) loss_class_dn: 0.3773 (0.3892) loss_bbox_dn: 0.2451 (0.2818) loss_giou_dn: 0.3987 (0.4533) loss_class_dn_0: 0.4707 (0.4810) loss_bbox_dn_0: 0.3617 (0.3846) loss_giou_dn_0: 0.5415 (0.5820) loss_class_dn_1: 0.4024 (0.4184) loss_bbox_dn_1: 0.2742 (0.3052) loss_giou_dn_1: 0.4361 (0.4828) loss_class_dn_2: 0.3893 (0.3974) loss_bbox_dn_2: 0.2464 (0.2855) loss_giou_dn_2: 0.4050 (0.4592) loss_class_dn_3: 0.3794 (0.3911) loss_bbox_dn_3: 0.2443 (0.2826) loss_giou_dn_3: 0.4036 (0.4545) loss_class_dn_4: 0.3789 (0.3892) loss_bbox_dn_4: 0.2452 (0.2818) loss_giou_dn_4: 0.3989 (0.4531) loss_class_hybrid: 0.7453 (0.7712) loss_bbox_hybrid: 0.1682 (0.1972) loss_giou_hybrid: 0.3660 (0.4242) loss_class_0_hybrid: 0.8302 (0.8426) loss_bbox_0_hybrid: 0.1717 (0.2067) loss_giou_0_hybrid: 0.3788 (0.4414) loss_class_1_hybrid: 0.7770 (0.7982) loss_bbox_1_hybrid: 0.1705 (0.2010) loss_giou_1_hybrid: 0.3662 (0.4311) loss_class_2_hybrid: 0.7606 (0.7843) loss_bbox_2_hybrid: 0.1708 (0.1975) loss_giou_2_hybrid: 0.3607 (0.4258) loss_class_3_hybrid: 0.7506 (0.7758) loss_bbox_3_hybrid: 0.1674 (0.1971) loss_giou_3_hybrid: 0.3664 (0.4243) loss_class_4_hybrid: 0.7470 (0.7716) loss_bbox_4_hybrid: 0.1682 (0.1973) loss_giou_4_hybrid: 0.3658 (0.4244) loss_class_enc_hybrid: 0.7967 (0.8038) loss_bbox_enc_hybrid: 0.2140 (0.2470) loss_giou_enc_hybrid: 0.4518 (0.5033) mem: 1025 max mem: 36965 [2024-01-15 10:15:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:16:33 det.util.engine] INFO: Epoch: [6] [1250/11727] eta: 3:07:50 lr: 0.000100 data_time: 0.0027 iter_time: 1.0564 loss: 26.9238 (27.1699) loss_class: 0.7534 (0.7648) loss_bbox: 0.1685 (0.1839) loss_giou: 0.3912 (0.3954) loss_class_0: 0.9423 (0.9626) loss_bbox_0: 0.1656 (0.1823) loss_giou_0: 0.3883 (0.3970) loss_class_1: 0.7898 (0.8284) loss_bbox_1: 0.1669 (0.1846) loss_giou_1: 0.3899 (0.3973) loss_class_2: 0.7486 (0.7941) loss_bbox_2: 0.1694 (0.1827) loss_giou_2: 0.3966 (0.3949) loss_class_3: 0.7520 (0.7749) loss_bbox_3: 0.1677 (0.1831) loss_giou_3: 0.3929 (0.3951) loss_class_4: 0.7555 (0.7662) loss_bbox_4: 0.1650 (0.1838) loss_giou_4: 0.3920 (0.3956) loss_class_enc: 0.8565 (0.9016) loss_bbox_enc: 0.2050 (0.2195) loss_giou_enc: 0.4435 (0.4513) loss_class_dn: 0.3969 (0.3892) loss_bbox_dn: 0.2594 (0.2815) loss_giou_dn: 0.4615 (0.4534) loss_class_dn_0: 0.4789 (0.4809) loss_bbox_dn_0: 0.3564 (0.3843) loss_giou_dn_0: 0.5981 (0.5821) loss_class_dn_1: 0.4170 (0.4182) loss_bbox_dn_1: 0.2831 (0.3049) loss_giou_dn_1: 0.4855 (0.4830) loss_class_dn_2: 0.4022 (0.3973) loss_bbox_dn_2: 0.2640 (0.2852) loss_giou_dn_2: 0.4686 (0.4594) loss_class_dn_3: 0.3935 (0.3910) loss_bbox_dn_3: 0.2590 (0.2823) loss_giou_dn_3: 0.4619 (0.4546) loss_class_dn_4: 0.3912 (0.3891) loss_bbox_dn_4: 0.2594 (0.2815) loss_giou_dn_4: 0.4613 (0.4532) loss_class_hybrid: 0.7595 (0.7708) loss_bbox_hybrid: 0.1723 (0.1971) loss_giou_hybrid: 0.4147 (0.4240) loss_class_0_hybrid: 0.8070 (0.8421) loss_bbox_0_hybrid: 0.1890 (0.2065) loss_giou_0_hybrid: 0.4385 (0.4411) loss_class_1_hybrid: 0.7866 (0.7978) loss_bbox_1_hybrid: 0.1809 (0.2009) loss_giou_1_hybrid: 0.4333 (0.4309) loss_class_2_hybrid: 0.7609 (0.7838) loss_bbox_2_hybrid: 0.1746 (0.1974) loss_giou_2_hybrid: 0.4156 (0.4256) loss_class_3_hybrid: 0.7702 (0.7753) loss_bbox_3_hybrid: 0.1694 (0.1969) loss_giou_3_hybrid: 0.4150 (0.4241) loss_class_4_hybrid: 0.7625 (0.7711) loss_bbox_4_hybrid: 0.1688 (0.1972) loss_giou_4_hybrid: 0.4146 (0.4241) loss_class_enc_hybrid: 0.7541 (0.8032) loss_bbox_enc_hybrid: 0.2373 (0.2469) loss_giou_enc_hybrid: 0.4930 (0.5029) mem: 1022 max mem: 36965 [2024-01-15 10:16:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:17:28 det.util.engine] INFO: Epoch: [6] [1300/11727] eta: 3:07:09 lr: 0.000100 data_time: 0.0030 iter_time: 1.1130 loss: 27.6581 (27.1715) loss_class: 0.7716 (0.7655) loss_bbox: 0.1804 (0.1836) loss_giou: 0.3892 (0.3950) loss_class_0: 0.9988 (0.9636) loss_bbox_0: 0.1839 (0.1821) loss_giou_0: 0.3835 (0.3965) loss_class_1: 0.8452 (0.8293) loss_bbox_1: 0.1970 (0.1845) loss_giou_1: 0.3907 (0.3969) loss_class_2: 0.8092 (0.7952) loss_bbox_2: 0.1825 (0.1824) loss_giou_2: 0.3871 (0.3944) loss_class_3: 0.7673 (0.7757) loss_bbox_3: 0.1846 (0.1829) loss_giou_3: 0.3877 (0.3946) loss_class_4: 0.7582 (0.7670) loss_bbox_4: 0.1790 (0.1834) loss_giou_4: 0.3884 (0.3952) loss_class_enc: 0.8999 (0.9026) loss_bbox_enc: 0.2184 (0.2192) loss_giou_enc: 0.4345 (0.4509) loss_class_dn: 0.3891 (0.3893) loss_bbox_dn: 0.2535 (0.2812) loss_giou_dn: 0.4267 (0.4529) loss_class_dn_0: 0.4980 (0.4813) loss_bbox_dn_0: 0.3841 (0.3842) loss_giou_dn_0: 0.5637 (0.5818) loss_class_dn_1: 0.4322 (0.4185) loss_bbox_dn_1: 0.2793 (0.3047) loss_giou_dn_1: 0.4553 (0.4827) loss_class_dn_2: 0.3989 (0.3975) loss_bbox_dn_2: 0.2617 (0.2849) loss_giou_dn_2: 0.4324 (0.4589) loss_class_dn_3: 0.3911 (0.3912) loss_bbox_dn_3: 0.2546 (0.2820) loss_giou_dn_3: 0.4277 (0.4541) loss_class_dn_4: 0.3880 (0.3893) loss_bbox_dn_4: 0.2535 (0.2812) loss_giou_dn_4: 0.4264 (0.4528) loss_class_hybrid: 0.8097 (0.7717) loss_bbox_hybrid: 0.1983 (0.1969) loss_giou_hybrid: 0.4068 (0.4236) loss_class_0_hybrid: 0.8799 (0.8430) loss_bbox_0_hybrid: 0.2115 (0.2065) loss_giou_0_hybrid: 0.4239 (0.4408) loss_class_1_hybrid: 0.8116 (0.7986) loss_bbox_1_hybrid: 0.2163 (0.2008) loss_giou_1_hybrid: 0.4201 (0.4306) loss_class_2_hybrid: 0.8083 (0.7847) loss_bbox_2_hybrid: 0.2138 (0.1972) loss_giou_2_hybrid: 0.4074 (0.4252) loss_class_3_hybrid: 0.8006 (0.7762) loss_bbox_3_hybrid: 0.2110 (0.1968) loss_giou_3_hybrid: 0.4049 (0.4237) loss_class_4_hybrid: 0.8032 (0.7720) loss_bbox_4_hybrid: 0.2096 (0.1971) loss_giou_4_hybrid: 0.4043 (0.4238) loss_class_enc_hybrid: 0.7975 (0.8039) loss_bbox_enc_hybrid: 0.2627 (0.2468) loss_giou_enc_hybrid: 0.4824 (0.5027) mem: 1018 max mem: 36965 [2024-01-15 10:17:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:18:24 det.util.engine] INFO: Epoch: [6] [1350/11727] eta: 3:06:24 lr: 0.000100 data_time: 0.0029 iter_time: 1.0764 loss: 25.5923 (27.1310) loss_class: 0.6992 (0.7648) loss_bbox: 0.1698 (0.1831) loss_giou: 0.3845 (0.3942) loss_class_0: 0.9103 (0.9621) loss_bbox_0: 0.1545 (0.1817) loss_giou_0: 0.3882 (0.3959) loss_class_1: 0.7519 (0.8285) loss_bbox_1: 0.1656 (0.1840) loss_giou_1: 0.3747 (0.3962) loss_class_2: 0.7257 (0.7943) loss_bbox_2: 0.1681 (0.1820) loss_giou_2: 0.3844 (0.3937) loss_class_3: 0.7142 (0.7748) loss_bbox_3: 0.1681 (0.1825) loss_giou_3: 0.3835 (0.3939) loss_class_4: 0.6975 (0.7662) loss_bbox_4: 0.1716 (0.1830) loss_giou_4: 0.3827 (0.3944) loss_class_enc: 0.8381 (0.9013) loss_bbox_enc: 0.2019 (0.2187) loss_giou_enc: 0.4373 (0.4501) loss_class_dn: 0.3855 (0.3892) loss_bbox_dn: 0.2336 (0.2803) loss_giou_dn: 0.4365 (0.4522) loss_class_dn_0: 0.4815 (0.4811) loss_bbox_dn_0: 0.3184 (0.3833) loss_giou_dn_0: 0.5557 (0.5812) loss_class_dn_1: 0.4136 (0.4183) loss_bbox_dn_1: 0.2522 (0.3039) loss_giou_dn_1: 0.4615 (0.4819) loss_class_dn_2: 0.3980 (0.3973) loss_bbox_dn_2: 0.2345 (0.2841) loss_giou_dn_2: 0.4425 (0.4583) loss_class_dn_3: 0.3890 (0.3910) loss_bbox_dn_3: 0.2340 (0.2812) loss_giou_dn_3: 0.4374 (0.4535) loss_class_dn_4: 0.3861 (0.3891) loss_bbox_dn_4: 0.2336 (0.2803) loss_giou_dn_4: 0.4364 (0.4521) loss_class_hybrid: 0.7311 (0.7710) loss_bbox_hybrid: 0.1788 (0.1963) loss_giou_hybrid: 0.4075 (0.4228) loss_class_0_hybrid: 0.7959 (0.8424) loss_bbox_0_hybrid: 0.1831 (0.2058) loss_giou_0_hybrid: 0.4273 (0.4399) loss_class_1_hybrid: 0.7537 (0.7979) loss_bbox_1_hybrid: 0.1740 (0.2002) loss_giou_1_hybrid: 0.4194 (0.4298) loss_class_2_hybrid: 0.7321 (0.7839) loss_bbox_2_hybrid: 0.1842 (0.1966) loss_giou_2_hybrid: 0.4119 (0.4244) loss_class_3_hybrid: 0.7331 (0.7753) loss_bbox_3_hybrid: 0.1726 (0.1962) loss_giou_3_hybrid: 0.4082 (0.4229) loss_class_4_hybrid: 0.7367 (0.7713) loss_bbox_4_hybrid: 0.1848 (0.1965) loss_giou_4_hybrid: 0.4094 (0.4230) loss_class_enc_hybrid: 0.7639 (0.8032) loss_bbox_enc_hybrid: 0.2200 (0.2462) loss_giou_enc_hybrid: 0.4733 (0.5018) mem: 1022 max mem: 36965 [2024-01-15 10:18:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:19:19 det.util.engine] INFO: Epoch: [6] [1400/11727] eta: 3:05:41 lr: 0.000100 data_time: 0.0028 iter_time: 1.0966 loss: 26.2639 (27.1424) loss_class: 0.7516 (0.7653) loss_bbox: 0.1754 (0.1830) loss_giou: 0.3834 (0.3945) loss_class_0: 0.9740 (0.9626) loss_bbox_0: 0.1700 (0.1818) loss_giou_0: 0.3930 (0.3964) loss_class_1: 0.8213 (0.8289) loss_bbox_1: 0.1732 (0.1839) loss_giou_1: 0.3862 (0.3965) loss_class_2: 0.7690 (0.7949) loss_bbox_2: 0.1702 (0.1818) loss_giou_2: 0.3863 (0.3939) loss_class_3: 0.7599 (0.7752) loss_bbox_3: 0.1734 (0.1824) loss_giou_3: 0.3813 (0.3942) loss_class_4: 0.7510 (0.7668) loss_bbox_4: 0.1753 (0.1829) loss_giou_4: 0.3829 (0.3947) loss_class_enc: 0.8605 (0.9012) loss_bbox_enc: 0.2138 (0.2187) loss_giou_enc: 0.4716 (0.4508) loss_class_dn: 0.3814 (0.3892) loss_bbox_dn: 0.2694 (0.2803) loss_giou_dn: 0.4512 (0.4525) loss_class_dn_0: 0.4735 (0.4811) loss_bbox_dn_0: 0.3663 (0.3832) loss_giou_dn_0: 0.5719 (0.5815) loss_class_dn_1: 0.4099 (0.4184) loss_bbox_dn_1: 0.2906 (0.3038) loss_giou_dn_1: 0.4798 (0.4822) loss_class_dn_2: 0.3917 (0.3974) loss_bbox_dn_2: 0.2726 (0.2840) loss_giou_dn_2: 0.4564 (0.4585) loss_class_dn_3: 0.3876 (0.3911) loss_bbox_dn_3: 0.2695 (0.2811) loss_giou_dn_3: 0.4515 (0.4537) loss_class_dn_4: 0.3837 (0.3891) loss_bbox_dn_4: 0.2694 (0.2803) loss_giou_dn_4: 0.4511 (0.4524) loss_class_hybrid: 0.7483 (0.7713) loss_bbox_hybrid: 0.1927 (0.1964) loss_giou_hybrid: 0.4309 (0.4233) loss_class_0_hybrid: 0.8097 (0.8423) loss_bbox_0_hybrid: 0.1962 (0.2059) loss_giou_0_hybrid: 0.4614 (0.4405) loss_class_1_hybrid: 0.7801 (0.7978) loss_bbox_1_hybrid: 0.1940 (0.2002) loss_giou_1_hybrid: 0.4418 (0.4302) loss_class_2_hybrid: 0.7603 (0.7841) loss_bbox_2_hybrid: 0.1867 (0.1966) loss_giou_2_hybrid: 0.4287 (0.4248) loss_class_3_hybrid: 0.7507 (0.7756) loss_bbox_3_hybrid: 0.1861 (0.1961) loss_giou_3_hybrid: 0.4299 (0.4234) loss_class_4_hybrid: 0.7460 (0.7716) loss_bbox_4_hybrid: 0.1940 (0.1964) loss_giou_4_hybrid: 0.4278 (0.4234) loss_class_enc_hybrid: 0.7666 (0.8031) loss_bbox_enc_hybrid: 0.2431 (0.2464) loss_giou_enc_hybrid: 0.5324 (0.5025) mem: 1032 max mem: 36965 [2024-01-15 10:19:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:20:12 det.util.engine] INFO: Epoch: [6] [1450/11727] eta: 3:04:42 lr: 0.000100 data_time: 0.0031 iter_time: 1.0758 loss: 27.2947 (27.1609) loss_class: 0.7479 (0.7652) loss_bbox: 0.1982 (0.1834) loss_giou: 0.3777 (0.3952) loss_class_0: 0.9496 (0.9632) loss_bbox_0: 0.1935 (0.1819) loss_giou_0: 0.3725 (0.3968) loss_class_1: 0.8277 (0.8294) loss_bbox_1: 0.1926 (0.1841) loss_giou_1: 0.3746 (0.3970) loss_class_2: 0.8131 (0.7951) loss_bbox_2: 0.1977 (0.1821) loss_giou_2: 0.3663 (0.3944) loss_class_3: 0.7834 (0.7752) loss_bbox_3: 0.1915 (0.1827) loss_giou_3: 0.3723 (0.3949) loss_class_4: 0.7555 (0.7667) loss_bbox_4: 0.1947 (0.1833) loss_giou_4: 0.3741 (0.3954) loss_class_enc: 0.8829 (0.9013) loss_bbox_enc: 0.2216 (0.2188) loss_giou_enc: 0.4286 (0.4512) loss_class_dn: 0.3815 (0.3893) loss_bbox_dn: 0.2989 (0.2802) loss_giou_dn: 0.4432 (0.4532) loss_class_dn_0: 0.4785 (0.4811) loss_bbox_dn_0: 0.4045 (0.3829) loss_giou_dn_0: 0.5834 (0.5822) loss_class_dn_1: 0.4085 (0.4184) loss_bbox_dn_1: 0.3305 (0.3036) loss_giou_dn_1: 0.4739 (0.4829) loss_class_dn_2: 0.3874 (0.3975) loss_bbox_dn_2: 0.3023 (0.2840) loss_giou_dn_2: 0.4524 (0.4592) loss_class_dn_3: 0.3805 (0.3912) loss_bbox_dn_3: 0.3004 (0.2810) loss_giou_dn_3: 0.4470 (0.4544) loss_class_dn_4: 0.3825 (0.3892) loss_bbox_dn_4: 0.2990 (0.2802) loss_giou_dn_4: 0.4430 (0.4530) loss_class_hybrid: 0.7577 (0.7711) loss_bbox_hybrid: 0.2156 (0.1968) loss_giou_hybrid: 0.3957 (0.4243) loss_class_0_hybrid: 0.8249 (0.8422) loss_bbox_0_hybrid: 0.2350 (0.2062) loss_giou_0_hybrid: 0.4192 (0.4415) loss_class_1_hybrid: 0.7796 (0.7976) loss_bbox_1_hybrid: 0.2269 (0.2006) loss_giou_1_hybrid: 0.4028 (0.4313) loss_class_2_hybrid: 0.7855 (0.7840) loss_bbox_2_hybrid: 0.2153 (0.1970) loss_giou_2_hybrid: 0.3978 (0.4259) loss_class_3_hybrid: 0.7708 (0.7753) loss_bbox_3_hybrid: 0.2163 (0.1965) loss_giou_3_hybrid: 0.3950 (0.4244) loss_class_4_hybrid: 0.7563 (0.7713) loss_bbox_4_hybrid: 0.2159 (0.1968) loss_giou_4_hybrid: 0.3950 (0.4245) loss_class_enc_hybrid: 0.8115 (0.8028) loss_bbox_enc_hybrid: 0.2644 (0.2466) loss_giou_enc_hybrid: 0.4810 (0.5035) mem: 1028 max mem: 36965 [2024-01-15 10:20:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:21:09 det.util.engine] INFO: Epoch: [6] [1500/11727] eta: 3:04:06 lr: 0.000100 data_time: 0.0031 iter_time: 1.1090 loss: 27.7340 (27.1747) loss_class: 0.7714 (0.7655) loss_bbox: 0.1710 (0.1831) loss_giou: 0.4162 (0.3960) loss_class_0: 0.9476 (0.9632) loss_bbox_0: 0.1664 (0.1815) loss_giou_0: 0.4331 (0.3976) loss_class_1: 0.8304 (0.8298) loss_bbox_1: 0.1667 (0.1838) loss_giou_1: 0.4254 (0.3978) loss_class_2: 0.8012 (0.7955) loss_bbox_2: 0.1731 (0.1818) loss_giou_2: 0.4174 (0.3953) loss_class_3: 0.7878 (0.7757) loss_bbox_3: 0.1697 (0.1824) loss_giou_3: 0.4116 (0.3957) loss_class_4: 0.7804 (0.7669) loss_bbox_4: 0.1700 (0.1830) loss_giou_4: 0.4148 (0.3962) loss_class_enc: 0.8776 (0.9008) loss_bbox_enc: 0.2008 (0.2185) loss_giou_enc: 0.4700 (0.4521) loss_class_dn: 0.3902 (0.3895) loss_bbox_dn: 0.2313 (0.2799) loss_giou_dn: 0.4758 (0.4541) loss_class_dn_0: 0.4774 (0.4810) loss_bbox_dn_0: 0.3136 (0.3822) loss_giou_dn_0: 0.6135 (0.5831) loss_class_dn_1: 0.4157 (0.4185) loss_bbox_dn_1: 0.2499 (0.3032) loss_giou_dn_1: 0.5041 (0.4837) loss_class_dn_2: 0.4031 (0.3977) loss_bbox_dn_2: 0.2349 (0.2837) loss_giou_dn_2: 0.4814 (0.4601) loss_class_dn_3: 0.3969 (0.3913) loss_bbox_dn_3: 0.2308 (0.2807) loss_giou_dn_3: 0.4768 (0.4553) loss_class_dn_4: 0.3926 (0.3894) loss_bbox_dn_4: 0.2313 (0.2799) loss_giou_dn_4: 0.4759 (0.4539) loss_class_hybrid: 0.7573 (0.7711) loss_bbox_hybrid: 0.1717 (0.1966) loss_giou_hybrid: 0.4579 (0.4254) loss_class_0_hybrid: 0.8221 (0.8420) loss_bbox_0_hybrid: 0.1729 (0.2060) loss_giou_0_hybrid: 0.4699 (0.4425) loss_class_1_hybrid: 0.7813 (0.7974) loss_bbox_1_hybrid: 0.1737 (0.2004) loss_giou_1_hybrid: 0.4632 (0.4324) loss_class_2_hybrid: 0.7699 (0.7839) loss_bbox_2_hybrid: 0.1766 (0.1969) loss_giou_2_hybrid: 0.4620 (0.4269) loss_class_3_hybrid: 0.7528 (0.7752) loss_bbox_3_hybrid: 0.1730 (0.1963) loss_giou_3_hybrid: 0.4577 (0.4255) loss_class_4_hybrid: 0.7483 (0.7713) loss_bbox_4_hybrid: 0.1743 (0.1966) loss_giou_4_hybrid: 0.4599 (0.4255) loss_class_enc_hybrid: 0.7851 (0.8025) loss_bbox_enc_hybrid: 0.2231 (0.2462) loss_giou_enc_hybrid: 0.5335 (0.5044) mem: 1021 max mem: 36965 [2024-01-15 10:21:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:22:06 det.util.engine] INFO: Epoch: [6] [1550/11727] eta: 3:03:36 lr: 0.000100 data_time: 0.0033 iter_time: 1.1532 loss: 26.9168 (27.1548) loss_class: 0.7539 (0.7651) loss_bbox: 0.1779 (0.1831) loss_giou: 0.3722 (0.3955) loss_class_0: 0.9118 (0.9626) loss_bbox_0: 0.1786 (0.1815) loss_giou_0: 0.3835 (0.3971) loss_class_1: 0.7998 (0.8291) loss_bbox_1: 0.1814 (0.1839) loss_giou_1: 0.3765 (0.3973) loss_class_2: 0.7779 (0.7953) loss_bbox_2: 0.1698 (0.1819) loss_giou_2: 0.3778 (0.3947) loss_class_3: 0.7536 (0.7752) loss_bbox_3: 0.1828 (0.1824) loss_giou_3: 0.3716 (0.3951) loss_class_4: 0.7556 (0.7667) loss_bbox_4: 0.1823 (0.1830) loss_giou_4: 0.3776 (0.3957) loss_class_enc: 0.8541 (0.9000) loss_bbox_enc: 0.2160 (0.2185) loss_giou_enc: 0.4496 (0.4515) loss_class_dn: 0.3886 (0.3893) loss_bbox_dn: 0.2606 (0.2799) loss_giou_dn: 0.4440 (0.4535) loss_class_dn_0: 0.4729 (0.4809) loss_bbox_dn_0: 0.3630 (0.3822) loss_giou_dn_0: 0.5749 (0.5824) loss_class_dn_1: 0.4154 (0.4183) loss_bbox_dn_1: 0.2874 (0.3032) loss_giou_dn_1: 0.4738 (0.4831) loss_class_dn_2: 0.3938 (0.3975) loss_bbox_dn_2: 0.2678 (0.2836) loss_giou_dn_2: 0.4487 (0.4595) loss_class_dn_3: 0.3884 (0.3912) loss_bbox_dn_3: 0.2636 (0.2807) loss_giou_dn_3: 0.4459 (0.4547) loss_class_dn_4: 0.3887 (0.3892) loss_bbox_dn_4: 0.2605 (0.2799) loss_giou_dn_4: 0.4441 (0.4533) loss_class_hybrid: 0.7562 (0.7710) loss_bbox_hybrid: 0.1949 (0.1965) loss_giou_hybrid: 0.3939 (0.4247) loss_class_0_hybrid: 0.8120 (0.8419) loss_bbox_0_hybrid: 0.2036 (0.2059) loss_giou_0_hybrid: 0.4231 (0.4418) loss_class_1_hybrid: 0.7653 (0.7970) loss_bbox_1_hybrid: 0.1941 (0.2004) loss_giou_1_hybrid: 0.4043 (0.4317) loss_class_2_hybrid: 0.7459 (0.7836) loss_bbox_2_hybrid: 0.1902 (0.1967) loss_giou_2_hybrid: 0.3913 (0.4262) loss_class_3_hybrid: 0.7368 (0.7749) loss_bbox_3_hybrid: 0.1905 (0.1962) loss_giou_3_hybrid: 0.3967 (0.4248) loss_class_4_hybrid: 0.7497 (0.7712) loss_bbox_4_hybrid: 0.1930 (0.1965) loss_giou_4_hybrid: 0.3934 (0.4248) loss_class_enc_hybrid: 0.7569 (0.8021) loss_bbox_enc_hybrid: 0.2508 (0.2462) loss_giou_enc_hybrid: 0.4952 (0.5037) mem: 1032 max mem: 36965 [2024-01-15 10:22:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:23:01 det.util.engine] INFO: Epoch: [6] [1600/11727] eta: 3:02:46 lr: 0.000100 data_time: 0.0030 iter_time: 1.0850 loss: 25.9541 (27.1502) loss_class: 0.7094 (0.7651) loss_bbox: 0.1724 (0.1831) loss_giou: 0.3548 (0.3952) loss_class_0: 0.9116 (0.9620) loss_bbox_0: 0.1739 (0.1817) loss_giou_0: 0.3520 (0.3971) loss_class_1: 0.7722 (0.8290) loss_bbox_1: 0.1742 (0.1841) loss_giou_1: 0.3582 (0.3971) loss_class_2: 0.7500 (0.7953) loss_bbox_2: 0.1785 (0.1820) loss_giou_2: 0.3555 (0.3944) loss_class_3: 0.7222 (0.7753) loss_bbox_3: 0.1766 (0.1824) loss_giou_3: 0.3549 (0.3948) loss_class_4: 0.7139 (0.7666) loss_bbox_4: 0.1730 (0.1831) loss_giou_4: 0.3601 (0.3955) loss_class_enc: 0.8586 (0.8994) loss_bbox_enc: 0.2052 (0.2187) loss_giou_enc: 0.4254 (0.4515) loss_class_dn: 0.3759 (0.3893) loss_bbox_dn: 0.2372 (0.2799) loss_giou_dn: 0.4419 (0.4531) loss_class_dn_0: 0.4730 (0.4809) loss_bbox_dn_0: 0.3648 (0.3823) loss_giou_dn_0: 0.5533 (0.5821) loss_class_dn_1: 0.4125 (0.4184) loss_bbox_dn_1: 0.2691 (0.3033) loss_giou_dn_1: 0.4588 (0.4828) loss_class_dn_2: 0.3865 (0.3975) loss_bbox_dn_2: 0.2479 (0.2837) loss_giou_dn_2: 0.4462 (0.4592) loss_class_dn_3: 0.3760 (0.3911) loss_bbox_dn_3: 0.2401 (0.2807) loss_giou_dn_3: 0.4434 (0.4544) loss_class_dn_4: 0.3731 (0.3892) loss_bbox_dn_4: 0.2373 (0.2799) loss_giou_dn_4: 0.4419 (0.4530) loss_class_hybrid: 0.7551 (0.7710) loss_bbox_hybrid: 0.1818 (0.1964) loss_giou_hybrid: 0.3662 (0.4243) loss_class_0_hybrid: 0.8217 (0.8419) loss_bbox_0_hybrid: 0.1861 (0.2059) loss_giou_0_hybrid: 0.3943 (0.4415) loss_class_1_hybrid: 0.7789 (0.7972) loss_bbox_1_hybrid: 0.1837 (0.2004) loss_giou_1_hybrid: 0.3764 (0.4314) loss_class_2_hybrid: 0.7763 (0.7837) loss_bbox_2_hybrid: 0.1794 (0.1967) loss_giou_2_hybrid: 0.3689 (0.4259) loss_class_3_hybrid: 0.7512 (0.7749) loss_bbox_3_hybrid: 0.1801 (0.1962) loss_giou_3_hybrid: 0.3687 (0.4245) loss_class_4_hybrid: 0.7540 (0.7713) loss_bbox_4_hybrid: 0.1817 (0.1965) loss_giou_4_hybrid: 0.3696 (0.4245) loss_class_enc_hybrid: 0.7785 (0.8020) loss_bbox_enc_hybrid: 0.2307 (0.2463) loss_giou_enc_hybrid: 0.4668 (0.5035) mem: 1019 max mem: 36965 [2024-01-15 10:23:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:23:58 det.util.engine] INFO: Epoch: [6] [1650/11727] eta: 3:02:07 lr: 0.000100 data_time: 0.0033 iter_time: 1.0930 loss: 28.7135 (27.1711) loss_class: 0.8065 (0.7656) loss_bbox: 0.1745 (0.1834) loss_giou: 0.3903 (0.3955) loss_class_0: 0.9768 (0.9627) loss_bbox_0: 0.1780 (0.1821) loss_giou_0: 0.3859 (0.3972) loss_class_1: 0.8275 (0.8297) loss_bbox_1: 0.1818 (0.1844) loss_giou_1: 0.3904 (0.3974) loss_class_2: 0.8086 (0.7956) loss_bbox_2: 0.1720 (0.1823) loss_giou_2: 0.3765 (0.3947) loss_class_3: 0.7929 (0.7760) loss_bbox_3: 0.1754 (0.1827) loss_giou_3: 0.3823 (0.3950) loss_class_4: 0.8151 (0.7670) loss_bbox_4: 0.1724 (0.1834) loss_giou_4: 0.3903 (0.3957) loss_class_enc: 0.9595 (0.8999) loss_bbox_enc: 0.2145 (0.2191) loss_giou_enc: 0.4395 (0.4517) loss_class_dn: 0.4052 (0.3895) loss_bbox_dn: 0.2924 (0.2804) loss_giou_dn: 0.4680 (0.4534) loss_class_dn_0: 0.4932 (0.4810) loss_bbox_dn_0: 0.4037 (0.3828) loss_giou_dn_0: 0.5966 (0.5824) loss_class_dn_1: 0.4267 (0.4185) loss_bbox_dn_1: 0.3181 (0.3038) loss_giou_dn_1: 0.4963 (0.4831) loss_class_dn_2: 0.4097 (0.3977) loss_bbox_dn_2: 0.3015 (0.2842) loss_giou_dn_2: 0.4750 (0.4594) loss_class_dn_3: 0.4103 (0.3914) loss_bbox_dn_3: 0.2950 (0.2812) loss_giou_dn_3: 0.4710 (0.4547) loss_class_dn_4: 0.4061 (0.3894) loss_bbox_dn_4: 0.2923 (0.2804) loss_giou_dn_4: 0.4678 (0.4533) loss_class_hybrid: 0.8175 (0.7717) loss_bbox_hybrid: 0.1970 (0.1967) loss_giou_hybrid: 0.4024 (0.4244) loss_class_0_hybrid: 0.8755 (0.8428) loss_bbox_0_hybrid: 0.2029 (0.2061) loss_giou_0_hybrid: 0.4223 (0.4416) loss_class_1_hybrid: 0.8226 (0.7978) loss_bbox_1_hybrid: 0.2050 (0.2007) loss_giou_1_hybrid: 0.4133 (0.4315) loss_class_2_hybrid: 0.8312 (0.7843) loss_bbox_2_hybrid: 0.2016 (0.1970) loss_giou_2_hybrid: 0.4071 (0.4260) loss_class_3_hybrid: 0.8222 (0.7756) loss_bbox_3_hybrid: 0.1979 (0.1964) loss_giou_3_hybrid: 0.4061 (0.4246) loss_class_4_hybrid: 0.8101 (0.7719) loss_bbox_4_hybrid: 0.1993 (0.1967) loss_giou_4_hybrid: 0.4028 (0.4246) loss_class_enc_hybrid: 0.8554 (0.8025) loss_bbox_enc_hybrid: 0.2443 (0.2467) loss_giou_enc_hybrid: 0.4782 (0.5037) mem: 1036 max mem: 36965 [2024-01-15 10:23:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:24:50 det.util.engine] INFO: Epoch: [6] [1700/11727] eta: 3:01:04 lr: 0.000100 data_time: 0.0028 iter_time: 1.0288 loss: 28.1064 (27.1678) loss_class: 0.8105 (0.7655) loss_bbox: 0.1763 (0.1831) loss_giou: 0.4338 (0.3960) loss_class_0: 0.9918 (0.9620) loss_bbox_0: 0.1700 (0.1817) loss_giou_0: 0.4220 (0.3978) loss_class_1: 0.8328 (0.8296) loss_bbox_1: 0.1720 (0.1840) loss_giou_1: 0.4170 (0.3978) loss_class_2: 0.8312 (0.7955) loss_bbox_2: 0.1689 (0.1819) loss_giou_2: 0.4262 (0.3952) loss_class_3: 0.8062 (0.7757) loss_bbox_3: 0.1713 (0.1824) loss_giou_3: 0.4186 (0.3955) loss_class_4: 0.8030 (0.7669) loss_bbox_4: 0.1690 (0.1830) loss_giou_4: 0.4253 (0.3962) loss_class_enc: 0.9198 (0.8995) loss_bbox_enc: 0.2044 (0.2187) loss_giou_enc: 0.4686 (0.4522) loss_class_dn: 0.3961 (0.3895) loss_bbox_dn: 0.2750 (0.2798) loss_giou_dn: 0.4863 (0.4537) loss_class_dn_0: 0.4769 (0.4809) loss_bbox_dn_0: 0.3624 (0.3821) loss_giou_dn_0: 0.5919 (0.5827) loss_class_dn_1: 0.4258 (0.4185) loss_bbox_dn_1: 0.2970 (0.3032) loss_giou_dn_1: 0.5144 (0.4834) loss_class_dn_2: 0.4049 (0.3977) loss_bbox_dn_2: 0.2838 (0.2836) loss_giou_dn_2: 0.4958 (0.4598) loss_class_dn_3: 0.3993 (0.3914) loss_bbox_dn_3: 0.2770 (0.2806) loss_giou_dn_3: 0.4868 (0.4550) loss_class_dn_4: 0.3927 (0.3894) loss_bbox_dn_4: 0.2751 (0.2798) loss_giou_dn_4: 0.4858 (0.4536) loss_class_hybrid: 0.7839 (0.7711) loss_bbox_hybrid: 0.1886 (0.1964) loss_giou_hybrid: 0.4690 (0.4252) loss_class_0_hybrid: 0.8566 (0.8422) loss_bbox_0_hybrid: 0.1988 (0.2059) loss_giou_0_hybrid: 0.4876 (0.4424) loss_class_1_hybrid: 0.8034 (0.7973) loss_bbox_1_hybrid: 0.1938 (0.2004) loss_giou_1_hybrid: 0.4763 (0.4323) loss_class_2_hybrid: 0.7957 (0.7839) loss_bbox_2_hybrid: 0.1870 (0.1967) loss_giou_2_hybrid: 0.4694 (0.4267) loss_class_3_hybrid: 0.7822 (0.7750) loss_bbox_3_hybrid: 0.1896 (0.1962) loss_giou_3_hybrid: 0.4700 (0.4254) loss_class_4_hybrid: 0.7804 (0.7714) loss_bbox_4_hybrid: 0.1904 (0.1964) loss_giou_4_hybrid: 0.4696 (0.4253) loss_class_enc_hybrid: 0.8028 (0.8022) loss_bbox_enc_hybrid: 0.2327 (0.2463) loss_giou_enc_hybrid: 0.5423 (0.5043) mem: 1023 max mem: 36965 [2024-01-15 10:24:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:25:45 det.util.engine] INFO: Epoch: [6] [1750/11727] eta: 3:00:11 lr: 0.000100 data_time: 0.0030 iter_time: 1.0570 loss: 27.4449 (27.1660) loss_class: 0.7423 (0.7659) loss_bbox: 0.1621 (0.1832) loss_giou: 0.3825 (0.3953) loss_class_0: 0.9370 (0.9625) loss_bbox_0: 0.1663 (0.1819) loss_giou_0: 0.3923 (0.3972) loss_class_1: 0.8457 (0.8303) loss_bbox_1: 0.1592 (0.1841) loss_giou_1: 0.3848 (0.3971) loss_class_2: 0.7867 (0.7958) loss_bbox_2: 0.1618 (0.1821) loss_giou_2: 0.3871 (0.3947) loss_class_3: 0.7521 (0.7760) loss_bbox_3: 0.1627 (0.1825) loss_giou_3: 0.3858 (0.3949) loss_class_4: 0.7464 (0.7672) loss_bbox_4: 0.1620 (0.1832) loss_giou_4: 0.3842 (0.3956) loss_class_enc: 0.8887 (0.9003) loss_bbox_enc: 0.1984 (0.2188) loss_giou_enc: 0.4391 (0.4515) loss_class_dn: 0.3882 (0.3895) loss_bbox_dn: 0.2271 (0.2800) loss_giou_dn: 0.4403 (0.4532) loss_class_dn_0: 0.4842 (0.4808) loss_bbox_dn_0: 0.3097 (0.3826) loss_giou_dn_0: 0.5686 (0.5824) loss_class_dn_1: 0.4197 (0.4185) loss_bbox_dn_1: 0.2433 (0.3035) loss_giou_dn_1: 0.4649 (0.4830) loss_class_dn_2: 0.4010 (0.3976) loss_bbox_dn_2: 0.2266 (0.2838) loss_giou_dn_2: 0.4431 (0.4593) loss_class_dn_3: 0.3903 (0.3913) loss_bbox_dn_3: 0.2260 (0.2808) loss_giou_dn_3: 0.4420 (0.4545) loss_class_dn_4: 0.3907 (0.3894) loss_bbox_dn_4: 0.2269 (0.2800) loss_giou_dn_4: 0.4402 (0.4531) loss_class_hybrid: 0.7482 (0.7713) loss_bbox_hybrid: 0.1732 (0.1966) loss_giou_hybrid: 0.3984 (0.4246) loss_class_0_hybrid: 0.8235 (0.8427) loss_bbox_0_hybrid: 0.1862 (0.2060) loss_giou_0_hybrid: 0.4238 (0.4418) loss_class_1_hybrid: 0.7906 (0.7978) loss_bbox_1_hybrid: 0.1743 (0.2006) loss_giou_1_hybrid: 0.4064 (0.4317) loss_class_2_hybrid: 0.7546 (0.7841) loss_bbox_2_hybrid: 0.1750 (0.1970) loss_giou_2_hybrid: 0.4036 (0.4262) loss_class_3_hybrid: 0.7487 (0.7752) loss_bbox_3_hybrid: 0.1748 (0.1964) loss_giou_3_hybrid: 0.4026 (0.4248) loss_class_4_hybrid: 0.7520 (0.7716) loss_bbox_4_hybrid: 0.1694 (0.1966) loss_giou_4_hybrid: 0.3981 (0.4248) loss_class_enc_hybrid: 0.7932 (0.8026) loss_bbox_enc_hybrid: 0.2177 (0.2465) loss_giou_enc_hybrid: 0.4842 (0.5037) mem: 1025 max mem: 36965 [2024-01-15 10:25:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:26:40 det.util.engine] INFO: Epoch: [6] [1800/11727] eta: 2:59:20 lr: 0.000100 data_time: 0.0030 iter_time: 1.0305 loss: 26.6480 (27.1628) loss_class: 0.7380 (0.7657) loss_bbox: 0.1576 (0.1830) loss_giou: 0.3974 (0.3956) loss_class_0: 0.9024 (0.9625) loss_bbox_0: 0.1600 (0.1817) loss_giou_0: 0.4105 (0.3975) loss_class_1: 0.7591 (0.8303) loss_bbox_1: 0.1627 (0.1839) loss_giou_1: 0.4186 (0.3974) loss_class_2: 0.7317 (0.7954) loss_bbox_2: 0.1589 (0.1820) loss_giou_2: 0.4203 (0.3951) loss_class_3: 0.6989 (0.7760) loss_bbox_3: 0.1557 (0.1824) loss_giou_3: 0.4159 (0.3951) loss_class_4: 0.7042 (0.7670) loss_bbox_4: 0.1567 (0.1830) loss_giou_4: 0.4112 (0.3958) loss_class_enc: 0.8644 (0.9000) loss_bbox_enc: 0.1826 (0.2186) loss_giou_enc: 0.4517 (0.4518) loss_class_dn: 0.3772 (0.3895) loss_bbox_dn: 0.2431 (0.2796) loss_giou_dn: 0.4486 (0.4533) loss_class_dn_0: 0.4705 (0.4809) loss_bbox_dn_0: 0.3376 (0.3821) loss_giou_dn_0: 0.5621 (0.5825) loss_class_dn_1: 0.4081 (0.4185) loss_bbox_dn_1: 0.2620 (0.3031) loss_giou_dn_1: 0.4728 (0.4831) loss_class_dn_2: 0.3883 (0.3977) loss_bbox_dn_2: 0.2469 (0.2834) loss_giou_dn_2: 0.4533 (0.4594) loss_class_dn_3: 0.3813 (0.3914) loss_bbox_dn_3: 0.2443 (0.2803) loss_giou_dn_3: 0.4496 (0.4546) loss_class_dn_4: 0.3806 (0.3894) loss_bbox_dn_4: 0.2432 (0.2795) loss_giou_dn_4: 0.4479 (0.4532) loss_class_hybrid: 0.7371 (0.7709) loss_bbox_hybrid: 0.1694 (0.1964) loss_giou_hybrid: 0.4275 (0.4249) loss_class_0_hybrid: 0.8116 (0.8424) loss_bbox_0_hybrid: 0.1850 (0.2059) loss_giou_0_hybrid: 0.4451 (0.4421) loss_class_1_hybrid: 0.7469 (0.7975) loss_bbox_1_hybrid: 0.1776 (0.2004) loss_giou_1_hybrid: 0.4380 (0.4320) loss_class_2_hybrid: 0.7357 (0.7838) loss_bbox_2_hybrid: 0.1670 (0.1968) loss_giou_2_hybrid: 0.4328 (0.4265) loss_class_3_hybrid: 0.7288 (0.7748) loss_bbox_3_hybrid: 0.1647 (0.1963) loss_giou_3_hybrid: 0.4294 (0.4252) loss_class_4_hybrid: 0.7336 (0.7712) loss_bbox_4_hybrid: 0.1687 (0.1965) loss_giou_4_hybrid: 0.4279 (0.4251) loss_class_enc_hybrid: 0.7946 (0.8026) loss_bbox_enc_hybrid: 0.2110 (0.2463) loss_giou_enc_hybrid: 0.4975 (0.5040) mem: 1021 max mem: 36965 [2024-01-15 10:26:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:27:33 det.util.engine] INFO: Epoch: [6] [1850/11727] eta: 2:58:21 lr: 0.000100 data_time: 0.0030 iter_time: 1.0665 loss: 26.1803 (27.1558) loss_class: 0.7402 (0.7660) loss_bbox: 0.1692 (0.1828) loss_giou: 0.3964 (0.3953) loss_class_0: 0.9020 (0.9622) loss_bbox_0: 0.1720 (0.1817) loss_giou_0: 0.3993 (0.3973) loss_class_1: 0.7846 (0.8302) loss_bbox_1: 0.1657 (0.1838) loss_giou_1: 0.4193 (0.3972) loss_class_2: 0.7435 (0.7954) loss_bbox_2: 0.1685 (0.1818) loss_giou_2: 0.4128 (0.3949) loss_class_3: 0.7398 (0.7759) loss_bbox_3: 0.1743 (0.1823) loss_giou_3: 0.4136 (0.3949) loss_class_4: 0.7440 (0.7673) loss_bbox_4: 0.1665 (0.1828) loss_giou_4: 0.3965 (0.3956) loss_class_enc: 0.8463 (0.8995) loss_bbox_enc: 0.2036 (0.2187) loss_giou_enc: 0.4610 (0.4517) loss_class_dn: 0.3939 (0.3894) loss_bbox_dn: 0.2456 (0.2793) loss_giou_dn: 0.4753 (0.4533) loss_class_dn_0: 0.4757 (0.4808) loss_bbox_dn_0: 0.3680 (0.3820) loss_giou_dn_0: 0.6164 (0.5825) loss_class_dn_1: 0.4136 (0.4184) loss_bbox_dn_1: 0.2839 (0.3029) loss_giou_dn_1: 0.5099 (0.4831) loss_class_dn_2: 0.3975 (0.3976) loss_bbox_dn_2: 0.2512 (0.2832) loss_giou_dn_2: 0.4830 (0.4594) loss_class_dn_3: 0.3957 (0.3913) loss_bbox_dn_3: 0.2463 (0.2801) loss_giou_dn_3: 0.4771 (0.4546) loss_class_dn_4: 0.3933 (0.3894) loss_bbox_dn_4: 0.2457 (0.2793) loss_giou_dn_4: 0.4751 (0.4532) loss_class_hybrid: 0.7428 (0.7709) loss_bbox_hybrid: 0.1884 (0.1963) loss_giou_hybrid: 0.4598 (0.4248) loss_class_0_hybrid: 0.8080 (0.8422) loss_bbox_0_hybrid: 0.2019 (0.2058) loss_giou_0_hybrid: 0.4742 (0.4420) loss_class_1_hybrid: 0.7730 (0.7975) loss_bbox_1_hybrid: 0.1926 (0.2002) loss_giou_1_hybrid: 0.4734 (0.4318) loss_class_2_hybrid: 0.7463 (0.7836) loss_bbox_2_hybrid: 0.1886 (0.1967) loss_giou_2_hybrid: 0.4654 (0.4264) loss_class_3_hybrid: 0.7441 (0.7746) loss_bbox_3_hybrid: 0.1898 (0.1962) loss_giou_3_hybrid: 0.4634 (0.4251) loss_class_4_hybrid: 0.7479 (0.7712) loss_bbox_4_hybrid: 0.1914 (0.1964) loss_giou_4_hybrid: 0.4616 (0.4249) loss_class_enc_hybrid: 0.7836 (0.8024) loss_bbox_enc_hybrid: 0.2389 (0.2461) loss_giou_enc_hybrid: 0.5091 (0.5037) mem: 1040 max mem: 36965 [2024-01-15 10:27:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:28:27 det.util.engine] INFO: Epoch: [6] [1900/11727] eta: 2:57:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.0780 loss: 27.0601 (27.1668) loss_class: 0.7830 (0.7664) loss_bbox: 0.1765 (0.1827) loss_giou: 0.3875 (0.3957) loss_class_0: 0.9224 (0.9621) loss_bbox_0: 0.1690 (0.1816) loss_giou_0: 0.3860 (0.3977) loss_class_1: 0.8283 (0.8306) loss_bbox_1: 0.1728 (0.1837) loss_giou_1: 0.3859 (0.3976) loss_class_2: 0.8192 (0.7959) loss_bbox_2: 0.1719 (0.1817) loss_giou_2: 0.3879 (0.3951) loss_class_3: 0.8049 (0.7766) loss_bbox_3: 0.1739 (0.1821) loss_giou_3: 0.3841 (0.3952) loss_class_4: 0.7785 (0.7678) loss_bbox_4: 0.1732 (0.1828) loss_giou_4: 0.3847 (0.3959) loss_class_enc: 0.8804 (0.8995) loss_bbox_enc: 0.2072 (0.2186) loss_giou_enc: 0.4508 (0.4521) loss_class_dn: 0.4009 (0.3896) loss_bbox_dn: 0.2724 (0.2794) loss_giou_dn: 0.4488 (0.4536) loss_class_dn_0: 0.4822 (0.4810) loss_bbox_dn_0: 0.3614 (0.3820) loss_giou_dn_0: 0.5847 (0.5827) loss_class_dn_1: 0.4276 (0.4186) loss_bbox_dn_1: 0.2946 (0.3029) loss_giou_dn_1: 0.4820 (0.4834) loss_class_dn_2: 0.4087 (0.3978) loss_bbox_dn_2: 0.2750 (0.2833) loss_giou_dn_2: 0.4584 (0.4597) loss_class_dn_3: 0.4054 (0.3915) loss_bbox_dn_3: 0.2708 (0.2802) loss_giou_dn_3: 0.4531 (0.4549) loss_class_dn_4: 0.4026 (0.3896) loss_bbox_dn_4: 0.2722 (0.2794) loss_giou_dn_4: 0.4487 (0.4535) loss_class_hybrid: 0.7753 (0.7711) loss_bbox_hybrid: 0.1851 (0.1962) loss_giou_hybrid: 0.4057 (0.4252) loss_class_0_hybrid: 0.8225 (0.8423) loss_bbox_0_hybrid: 0.1865 (0.2057) loss_giou_0_hybrid: 0.4206 (0.4424) loss_class_1_hybrid: 0.7953 (0.7977) loss_bbox_1_hybrid: 0.1767 (0.2001) loss_giou_1_hybrid: 0.4193 (0.4322) loss_class_2_hybrid: 0.7979 (0.7840) loss_bbox_2_hybrid: 0.1788 (0.1966) loss_giou_2_hybrid: 0.4020 (0.4268) loss_class_3_hybrid: 0.7713 (0.7750) loss_bbox_3_hybrid: 0.1816 (0.1961) loss_giou_3_hybrid: 0.4080 (0.4255) loss_class_4_hybrid: 0.7733 (0.7714) loss_bbox_4_hybrid: 0.1796 (0.1963) loss_giou_4_hybrid: 0.4073 (0.4254) loss_class_enc_hybrid: 0.8079 (0.8025) loss_bbox_enc_hybrid: 0.2222 (0.2460) loss_giou_enc_hybrid: 0.4845 (0.5042) mem: 1025 max mem: 36965 [2024-01-15 10:28:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:29:22 det.util.engine] INFO: Epoch: [6] [1950/11727] eta: 2:56:34 lr: 0.000100 data_time: 0.0029 iter_time: 1.0985 loss: 26.9188 (27.1611) loss_class: 0.7421 (0.7660) loss_bbox: 0.1577 (0.1825) loss_giou: 0.4417 (0.3962) loss_class_0: 0.9295 (0.9614) loss_bbox_0: 0.1637 (0.1814) loss_giou_0: 0.4459 (0.3983) loss_class_1: 0.7800 (0.8300) loss_bbox_1: 0.1597 (0.1834) loss_giou_1: 0.4580 (0.3981) loss_class_2: 0.7508 (0.7956) loss_bbox_2: 0.1527 (0.1814) loss_giou_2: 0.4419 (0.3956) loss_class_3: 0.7462 (0.7763) loss_bbox_3: 0.1545 (0.1818) loss_giou_3: 0.4370 (0.3957) loss_class_4: 0.7312 (0.7675) loss_bbox_4: 0.1553 (0.1825) loss_giou_4: 0.4416 (0.3963) loss_class_enc: 0.8636 (0.8991) loss_bbox_enc: 0.1771 (0.2182) loss_giou_enc: 0.5066 (0.4526) loss_class_dn: 0.3918 (0.3897) loss_bbox_dn: 0.2203 (0.2787) loss_giou_dn: 0.4806 (0.4539) loss_class_dn_0: 0.4714 (0.4809) loss_bbox_dn_0: 0.3051 (0.3812) loss_giou_dn_0: 0.6183 (0.5830) loss_class_dn_1: 0.4168 (0.4186) loss_bbox_dn_1: 0.2367 (0.3022) loss_giou_dn_1: 0.5125 (0.4837) loss_class_dn_2: 0.4021 (0.3979) loss_bbox_dn_2: 0.2285 (0.2826) loss_giou_dn_2: 0.4874 (0.4600) loss_class_dn_3: 0.3953 (0.3916) loss_bbox_dn_3: 0.2218 (0.2795) loss_giou_dn_3: 0.4824 (0.4552) loss_class_dn_4: 0.3921 (0.3896) loss_bbox_dn_4: 0.2202 (0.2787) loss_giou_dn_4: 0.4807 (0.4538) loss_class_hybrid: 0.7263 (0.7707) loss_bbox_hybrid: 0.1664 (0.1959) loss_giou_hybrid: 0.4574 (0.4257) loss_class_0_hybrid: 0.7893 (0.8419) loss_bbox_0_hybrid: 0.1791 (0.2054) loss_giou_0_hybrid: 0.4722 (0.4429) loss_class_1_hybrid: 0.7464 (0.7973) loss_bbox_1_hybrid: 0.1695 (0.1998) loss_giou_1_hybrid: 0.4556 (0.4327) loss_class_2_hybrid: 0.7511 (0.7836) loss_bbox_2_hybrid: 0.1667 (0.1963) loss_giou_2_hybrid: 0.4491 (0.4272) loss_class_3_hybrid: 0.7526 (0.7746) loss_bbox_3_hybrid: 0.1683 (0.1958) loss_giou_3_hybrid: 0.4557 (0.4260) loss_class_4_hybrid: 0.7360 (0.7710) loss_bbox_4_hybrid: 0.1665 (0.1960) loss_giou_4_hybrid: 0.4572 (0.4258) loss_class_enc_hybrid: 0.7597 (0.8019) loss_bbox_enc_hybrid: 0.2256 (0.2456) loss_giou_enc_hybrid: 0.5456 (0.5047) mem: 1022 max mem: 36965 [2024-01-15 10:29:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:30:14 det.util.engine] INFO: Epoch: [6] [2000/11727] eta: 2:55:34 lr: 0.000100 data_time: 0.0030 iter_time: 1.0418 loss: 26.7037 (27.1623) loss_class: 0.7563 (0.7658) loss_bbox: 0.1730 (0.1826) loss_giou: 0.3814 (0.3965) loss_class_0: 0.9360 (0.9611) loss_bbox_0: 0.1719 (0.1815) loss_giou_0: 0.3914 (0.3987) loss_class_1: 0.8201 (0.8298) loss_bbox_1: 0.1791 (0.1835) loss_giou_1: 0.3930 (0.3985) loss_class_2: 0.7413 (0.7952) loss_bbox_2: 0.1776 (0.1815) loss_giou_2: 0.3902 (0.3961) loss_class_3: 0.7461 (0.7761) loss_bbox_3: 0.1724 (0.1819) loss_giou_3: 0.3782 (0.3960) loss_class_4: 0.7618 (0.7674) loss_bbox_4: 0.1722 (0.1826) loss_giou_4: 0.3764 (0.3966) loss_class_enc: 0.8800 (0.8987) loss_bbox_enc: 0.2035 (0.2182) loss_giou_enc: 0.4399 (0.4530) loss_class_dn: 0.3926 (0.3897) loss_bbox_dn: 0.2720 (0.2784) loss_giou_dn: 0.4606 (0.4540) loss_class_dn_0: 0.4794 (0.4809) loss_bbox_dn_0: 0.3551 (0.3808) loss_giou_dn_0: 0.5900 (0.5832) loss_class_dn_1: 0.4271 (0.4186) loss_bbox_dn_1: 0.2986 (0.3019) loss_giou_dn_1: 0.4849 (0.4838) loss_class_dn_2: 0.4024 (0.3979) loss_bbox_dn_2: 0.2785 (0.2823) loss_giou_dn_2: 0.4684 (0.4601) loss_class_dn_3: 0.3949 (0.3916) loss_bbox_dn_3: 0.2735 (0.2792) loss_giou_dn_3: 0.4627 (0.4553) loss_class_dn_4: 0.3951 (0.3896) loss_bbox_dn_4: 0.2719 (0.2784) loss_giou_dn_4: 0.4603 (0.4539) loss_class_hybrid: 0.7547 (0.7704) loss_bbox_hybrid: 0.1916 (0.1960) loss_giou_hybrid: 0.4169 (0.4261) loss_class_0_hybrid: 0.8150 (0.8415) loss_bbox_0_hybrid: 0.2007 (0.2054) loss_giou_0_hybrid: 0.4393 (0.4433) loss_class_1_hybrid: 0.7720 (0.7970) loss_bbox_1_hybrid: 0.2004 (0.1998) loss_giou_1_hybrid: 0.4248 (0.4331) loss_class_2_hybrid: 0.7587 (0.7831) loss_bbox_2_hybrid: 0.1941 (0.1963) loss_giou_2_hybrid: 0.4165 (0.4276) loss_class_3_hybrid: 0.7563 (0.7742) loss_bbox_3_hybrid: 0.1933 (0.1958) loss_giou_3_hybrid: 0.4147 (0.4263) loss_class_4_hybrid: 0.7549 (0.7708) loss_bbox_4_hybrid: 0.1914 (0.1960) loss_giou_4_hybrid: 0.4154 (0.4262) loss_class_enc_hybrid: 0.7827 (0.8016) loss_bbox_enc_hybrid: 0.2376 (0.2456) loss_giou_enc_hybrid: 0.4966 (0.5052) mem: 1019 max mem: 36965 [2024-01-15 10:30:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:31:08 det.util.engine] INFO: Epoch: [6] [2050/11727] eta: 2:54:37 lr: 0.000100 data_time: 0.0035 iter_time: 1.0514 loss: 27.0646 (27.1473) loss_class: 0.7431 (0.7650) loss_bbox: 0.1610 (0.1826) loss_giou: 0.3757 (0.3963) loss_class_0: 0.9442 (0.9604) loss_bbox_0: 0.1725 (0.1814) loss_giou_0: 0.3632 (0.3985) loss_class_1: 0.8143 (0.8290) loss_bbox_1: 0.1763 (0.1835) loss_giou_1: 0.3902 (0.3983) loss_class_2: 0.7788 (0.7943) loss_bbox_2: 0.1661 (0.1816) loss_giou_2: 0.3762 (0.3959) loss_class_3: 0.7699 (0.7754) loss_bbox_3: 0.1655 (0.1819) loss_giou_3: 0.3736 (0.3958) loss_class_4: 0.7406 (0.7667) loss_bbox_4: 0.1669 (0.1826) loss_giou_4: 0.3741 (0.3964) loss_class_enc: 0.8785 (0.8982) loss_bbox_enc: 0.2150 (0.2181) loss_giou_enc: 0.4255 (0.4529) loss_class_dn: 0.3995 (0.3896) loss_bbox_dn: 0.2555 (0.2783) loss_giou_dn: 0.4553 (0.4538) loss_class_dn_0: 0.4865 (0.4809) loss_bbox_dn_0: 0.3701 (0.3806) loss_giou_dn_0: 0.5754 (0.5830) loss_class_dn_1: 0.4218 (0.4186) loss_bbox_dn_1: 0.2743 (0.3018) loss_giou_dn_1: 0.4770 (0.4836) loss_class_dn_2: 0.4053 (0.3979) loss_bbox_dn_2: 0.2597 (0.2822) loss_giou_dn_2: 0.4588 (0.4599) loss_class_dn_3: 0.4012 (0.3916) loss_bbox_dn_3: 0.2543 (0.2791) loss_giou_dn_3: 0.4567 (0.4551) loss_class_dn_4: 0.3982 (0.3896) loss_bbox_dn_4: 0.2558 (0.2783) loss_giou_dn_4: 0.4552 (0.4537) loss_class_hybrid: 0.7456 (0.7697) loss_bbox_hybrid: 0.1701 (0.1959) loss_giou_hybrid: 0.3945 (0.4259) loss_class_0_hybrid: 0.8176 (0.8409) loss_bbox_0_hybrid: 0.1903 (0.2053) loss_giou_0_hybrid: 0.3998 (0.4431) loss_class_1_hybrid: 0.7573 (0.7963) loss_bbox_1_hybrid: 0.1840 (0.1998) loss_giou_1_hybrid: 0.3913 (0.4329) loss_class_2_hybrid: 0.7648 (0.7823) loss_bbox_2_hybrid: 0.1750 (0.1963) loss_giou_2_hybrid: 0.3833 (0.4274) loss_class_3_hybrid: 0.7528 (0.7734) loss_bbox_3_hybrid: 0.1717 (0.1958) loss_giou_3_hybrid: 0.3873 (0.4262) loss_class_4_hybrid: 0.7536 (0.7701) loss_bbox_4_hybrid: 0.1725 (0.1960) loss_giou_4_hybrid: 0.3888 (0.4260) loss_class_enc_hybrid: 0.7722 (0.8012) loss_bbox_enc_hybrid: 0.2273 (0.2455) loss_giou_enc_hybrid: 0.4638 (0.5050) mem: 1023 max mem: 36965 [2024-01-15 10:31:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:32:04 det.util.engine] INFO: Epoch: [6] [2100/11727] eta: 2:53:50 lr: 0.000100 data_time: 0.0028 iter_time: 1.1127 loss: 26.0017 (27.1349) loss_class: 0.7375 (0.7647) loss_bbox: 0.1687 (0.1825) loss_giou: 0.3768 (0.3962) loss_class_0: 0.9150 (0.9596) loss_bbox_0: 0.1647 (0.1813) loss_giou_0: 0.3707 (0.3985) loss_class_1: 0.7980 (0.8282) loss_bbox_1: 0.1603 (0.1834) loss_giou_1: 0.3724 (0.3983) loss_class_2: 0.7594 (0.7938) loss_bbox_2: 0.1526 (0.1815) loss_giou_2: 0.3749 (0.3959) loss_class_3: 0.7554 (0.7747) loss_bbox_3: 0.1545 (0.1818) loss_giou_3: 0.3786 (0.3958) loss_class_4: 0.7372 (0.7663) loss_bbox_4: 0.1598 (0.1825) loss_giou_4: 0.3771 (0.3964) loss_class_enc: 0.8699 (0.8977) loss_bbox_enc: 0.2064 (0.2180) loss_giou_enc: 0.4316 (0.4529) loss_class_dn: 0.3811 (0.3896) loss_bbox_dn: 0.2557 (0.2779) loss_giou_dn: 0.4286 (0.4537) loss_class_dn_0: 0.4724 (0.4809) loss_bbox_dn_0: 0.3385 (0.3802) loss_giou_dn_0: 0.5612 (0.5829) loss_class_dn_1: 0.4164 (0.4186) loss_bbox_dn_1: 0.2654 (0.3013) loss_giou_dn_1: 0.4533 (0.4835) loss_class_dn_2: 0.3931 (0.3978) loss_bbox_dn_2: 0.2626 (0.2818) loss_giou_dn_2: 0.4327 (0.4598) loss_class_dn_3: 0.3838 (0.3915) loss_bbox_dn_3: 0.2581 (0.2787) loss_giou_dn_3: 0.4290 (0.4550) loss_class_dn_4: 0.3802 (0.3895) loss_bbox_dn_4: 0.2556 (0.2779) loss_giou_dn_4: 0.4287 (0.4536) loss_class_hybrid: 0.7589 (0.7694) loss_bbox_hybrid: 0.1697 (0.1958) loss_giou_hybrid: 0.4043 (0.4258) loss_class_0_hybrid: 0.8208 (0.8403) loss_bbox_0_hybrid: 0.1871 (0.2052) loss_giou_0_hybrid: 0.4239 (0.4430) loss_class_1_hybrid: 0.7770 (0.7959) loss_bbox_1_hybrid: 0.1774 (0.1997) loss_giou_1_hybrid: 0.4058 (0.4328) loss_class_2_hybrid: 0.7652 (0.7820) loss_bbox_2_hybrid: 0.1738 (0.1962) loss_giou_2_hybrid: 0.4082 (0.4274) loss_class_3_hybrid: 0.7423 (0.7730) loss_bbox_3_hybrid: 0.1696 (0.1957) loss_giou_3_hybrid: 0.4062 (0.4261) loss_class_4_hybrid: 0.7600 (0.7697) loss_bbox_4_hybrid: 0.1692 (0.1959) loss_giou_4_hybrid: 0.4049 (0.4259) loss_class_enc_hybrid: 0.7715 (0.8008) loss_bbox_enc_hybrid: 0.2199 (0.2453) loss_giou_enc_hybrid: 0.4817 (0.5049) mem: 1024 max mem: 36965 [2024-01-15 10:32:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:32:57 det.util.engine] INFO: Epoch: [6] [2150/11727] eta: 2:52:54 lr: 0.000100 data_time: 0.0029 iter_time: 1.0638 loss: 27.4510 (27.1357) loss_class: 0.7957 (0.7649) loss_bbox: 0.2052 (0.1825) loss_giou: 0.3491 (0.3959) loss_class_0: 0.9584 (0.9600) loss_bbox_0: 0.1953 (0.1814) loss_giou_0: 0.3777 (0.3982) loss_class_1: 0.8388 (0.8283) loss_bbox_1: 0.2083 (0.1836) loss_giou_1: 0.3780 (0.3980) loss_class_2: 0.8505 (0.7942) loss_bbox_2: 0.1959 (0.1815) loss_giou_2: 0.3531 (0.3955) loss_class_3: 0.8105 (0.7750) loss_bbox_3: 0.2049 (0.1819) loss_giou_3: 0.3538 (0.3955) loss_class_4: 0.7951 (0.7665) loss_bbox_4: 0.2060 (0.1825) loss_giou_4: 0.3539 (0.3961) loss_class_enc: 0.9315 (0.8983) loss_bbox_enc: 0.2233 (0.2180) loss_giou_enc: 0.4213 (0.4526) loss_class_dn: 0.3930 (0.3896) loss_bbox_dn: 0.2878 (0.2780) loss_giou_dn: 0.4393 (0.4535) loss_class_dn_0: 0.4747 (0.4809) loss_bbox_dn_0: 0.3729 (0.3805) loss_giou_dn_0: 0.5750 (0.5828) loss_class_dn_1: 0.4194 (0.4186) loss_bbox_dn_1: 0.3108 (0.3016) loss_giou_dn_1: 0.4800 (0.4834) loss_class_dn_2: 0.3989 (0.3978) loss_bbox_dn_2: 0.2898 (0.2819) loss_giou_dn_2: 0.4485 (0.4596) loss_class_dn_3: 0.3918 (0.3915) loss_bbox_dn_3: 0.2857 (0.2788) loss_giou_dn_3: 0.4422 (0.4548) loss_class_dn_4: 0.3897 (0.3895) loss_bbox_dn_4: 0.2878 (0.2780) loss_giou_dn_4: 0.4390 (0.4534) loss_class_hybrid: 0.8149 (0.7697) loss_bbox_hybrid: 0.2078 (0.1958) loss_giou_hybrid: 0.3900 (0.4255) loss_class_0_hybrid: 0.8449 (0.8406) loss_bbox_0_hybrid: 0.2252 (0.2053) loss_giou_0_hybrid: 0.4105 (0.4427) loss_class_1_hybrid: 0.8383 (0.7961) loss_bbox_1_hybrid: 0.2163 (0.1997) loss_giou_1_hybrid: 0.3969 (0.4325) loss_class_2_hybrid: 0.8288 (0.7821) loss_bbox_2_hybrid: 0.2170 (0.1963) loss_giou_2_hybrid: 0.3957 (0.4271) loss_class_3_hybrid: 0.8131 (0.7733) loss_bbox_3_hybrid: 0.2075 (0.1957) loss_giou_3_hybrid: 0.3910 (0.4258) loss_class_4_hybrid: 0.8065 (0.7700) loss_bbox_4_hybrid: 0.2096 (0.1959) loss_giou_4_hybrid: 0.3905 (0.4257) loss_class_enc_hybrid: 0.8419 (0.8012) loss_bbox_enc_hybrid: 0.2627 (0.2453) loss_giou_enc_hybrid: 0.4639 (0.5046) mem: 1029 max mem: 36965 [2024-01-15 10:32:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:33:51 det.util.engine] INFO: Epoch: [6] [2200/11727] eta: 2:51:58 lr: 0.000100 data_time: 0.0034 iter_time: 1.0833 loss: 26.5903 (27.1169) loss_class: 0.6972 (0.7642) loss_bbox: 0.1782 (0.1823) loss_giou: 0.4313 (0.3961) loss_class_0: 0.8992 (0.9593) loss_bbox_0: 0.1735 (0.1812) loss_giou_0: 0.4101 (0.3983) loss_class_1: 0.7632 (0.8275) loss_bbox_1: 0.1796 (0.1834) loss_giou_1: 0.4351 (0.3983) loss_class_2: 0.7274 (0.7934) loss_bbox_2: 0.1753 (0.1813) loss_giou_2: 0.4323 (0.3957) loss_class_3: 0.7055 (0.7742) loss_bbox_3: 0.1745 (0.1817) loss_giou_3: 0.4310 (0.3957) loss_class_4: 0.6991 (0.7658) loss_bbox_4: 0.1736 (0.1823) loss_giou_4: 0.4315 (0.3963) loss_class_enc: 0.8278 (0.8975) loss_bbox_enc: 0.2135 (0.2178) loss_giou_enc: 0.4669 (0.4526) loss_class_dn: 0.3854 (0.3895) loss_bbox_dn: 0.2405 (0.2772) loss_giou_dn: 0.4738 (0.4532) loss_class_dn_0: 0.4698 (0.4808) loss_bbox_dn_0: 0.3550 (0.3797) loss_giou_dn_0: 0.6040 (0.5825) loss_class_dn_1: 0.4142 (0.4184) loss_bbox_dn_1: 0.2834 (0.3007) loss_giou_dn_1: 0.5101 (0.4831) loss_class_dn_2: 0.3920 (0.3977) loss_bbox_dn_2: 0.2479 (0.2811) loss_giou_dn_2: 0.4785 (0.4593) loss_class_dn_3: 0.3842 (0.3913) loss_bbox_dn_3: 0.2443 (0.2780) loss_giou_dn_3: 0.4739 (0.4545) loss_class_dn_4: 0.3829 (0.3894) loss_bbox_dn_4: 0.2404 (0.2772) loss_giou_dn_4: 0.4739 (0.4531) loss_class_hybrid: 0.6909 (0.7692) loss_bbox_hybrid: 0.1946 (0.1955) loss_giou_hybrid: 0.4406 (0.4255) loss_class_0_hybrid: 0.7615 (0.8402) loss_bbox_0_hybrid: 0.2038 (0.2050) loss_giou_0_hybrid: 0.4493 (0.4426) loss_class_1_hybrid: 0.7365 (0.7958) loss_bbox_1_hybrid: 0.1973 (0.1994) loss_giou_1_hybrid: 0.4474 (0.4325) loss_class_2_hybrid: 0.7053 (0.7815) loss_bbox_2_hybrid: 0.1965 (0.1960) loss_giou_2_hybrid: 0.4396 (0.4271) loss_class_3_hybrid: 0.6938 (0.7727) loss_bbox_3_hybrid: 0.1951 (0.1954) loss_giou_3_hybrid: 0.4411 (0.4259) loss_class_4_hybrid: 0.6952 (0.7695) loss_bbox_4_hybrid: 0.1950 (0.1956) loss_giou_4_hybrid: 0.4394 (0.4257) loss_class_enc_hybrid: 0.7450 (0.8009) loss_bbox_enc_hybrid: 0.2466 (0.2450) loss_giou_enc_hybrid: 0.5141 (0.5045) mem: 1022 max mem: 36965 [2024-01-15 10:33:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:34:44 det.util.engine] INFO: Epoch: [6] [2250/11727] eta: 2:51:00 lr: 0.000100 data_time: 0.0028 iter_time: 1.0543 loss: 27.9426 (27.1217) loss_class: 0.7588 (0.7639) loss_bbox: 0.1725 (0.1825) loss_giou: 0.3892 (0.3964) loss_class_0: 0.9543 (0.9591) loss_bbox_0: 0.1697 (0.1813) loss_giou_0: 0.4002 (0.3985) loss_class_1: 0.8098 (0.8270) loss_bbox_1: 0.1695 (0.1836) loss_giou_1: 0.3806 (0.3986) loss_class_2: 0.7750 (0.7930) loss_bbox_2: 0.1719 (0.1814) loss_giou_2: 0.3864 (0.3960) loss_class_3: 0.7685 (0.7738) loss_bbox_3: 0.1713 (0.1818) loss_giou_3: 0.3839 (0.3960) loss_class_4: 0.7557 (0.7655) loss_bbox_4: 0.1719 (0.1824) loss_giou_4: 0.3924 (0.3966) loss_class_enc: 0.8854 (0.8972) loss_bbox_enc: 0.2106 (0.2179) loss_giou_enc: 0.4704 (0.4529) loss_class_dn: 0.3890 (0.3895) loss_bbox_dn: 0.2729 (0.2774) loss_giou_dn: 0.4749 (0.4534) loss_class_dn_0: 0.4718 (0.4807) loss_bbox_dn_0: 0.3749 (0.3800) loss_giou_dn_0: 0.5994 (0.5827) loss_class_dn_1: 0.4175 (0.4184) loss_bbox_dn_1: 0.2944 (0.3009) loss_giou_dn_1: 0.5056 (0.4833) loss_class_dn_2: 0.4000 (0.3977) loss_bbox_dn_2: 0.2782 (0.2813) loss_giou_dn_2: 0.4781 (0.4595) loss_class_dn_3: 0.3925 (0.3913) loss_bbox_dn_3: 0.2716 (0.2782) loss_giou_dn_3: 0.4751 (0.4547) loss_class_dn_4: 0.3911 (0.3894) loss_bbox_dn_4: 0.2729 (0.2774) loss_giou_dn_4: 0.4750 (0.4533) loss_class_hybrid: 0.7549 (0.7688) loss_bbox_hybrid: 0.1878 (0.1957) loss_giou_hybrid: 0.4295 (0.4259) loss_class_0_hybrid: 0.8172 (0.8401) loss_bbox_0_hybrid: 0.1954 (0.2051) loss_giou_0_hybrid: 0.4573 (0.4430) loss_class_1_hybrid: 0.7779 (0.7955) loss_bbox_1_hybrid: 0.1935 (0.1996) loss_giou_1_hybrid: 0.4390 (0.4329) loss_class_2_hybrid: 0.7561 (0.7813) loss_bbox_2_hybrid: 0.1896 (0.1961) loss_giou_2_hybrid: 0.4369 (0.4275) loss_class_3_hybrid: 0.7531 (0.7725) loss_bbox_3_hybrid: 0.1884 (0.1955) loss_giou_3_hybrid: 0.4315 (0.4262) loss_class_4_hybrid: 0.7435 (0.7691) loss_bbox_4_hybrid: 0.1871 (0.1957) loss_giou_4_hybrid: 0.4321 (0.4260) loss_class_enc_hybrid: 0.7675 (0.8005) loss_bbox_enc_hybrid: 0.2294 (0.2451) loss_giou_enc_hybrid: 0.5208 (0.5049) mem: 1025 max mem: 36965 [2024-01-15 10:34:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:35:38 det.util.engine] INFO: Epoch: [6] [2300/11727] eta: 2:50:04 lr: 0.000100 data_time: 0.0030 iter_time: 1.0666 loss: 27.1289 (27.1265) loss_class: 0.7596 (0.7644) loss_bbox: 0.1625 (0.1823) loss_giou: 0.4068 (0.3966) loss_class_0: 0.9505 (0.9590) loss_bbox_0: 0.1705 (0.1813) loss_giou_0: 0.4041 (0.3988) loss_class_1: 0.8212 (0.8271) loss_bbox_1: 0.1705 (0.1836) loss_giou_1: 0.4051 (0.3988) loss_class_2: 0.7931 (0.7933) loss_bbox_2: 0.1632 (0.1814) loss_giou_2: 0.4146 (0.3962) loss_class_3: 0.7928 (0.7743) loss_bbox_3: 0.1687 (0.1818) loss_giou_3: 0.4053 (0.3962) loss_class_4: 0.7797 (0.7659) loss_bbox_4: 0.1611 (0.1823) loss_giou_4: 0.4137 (0.3968) loss_class_enc: 0.8960 (0.8974) loss_bbox_enc: 0.1988 (0.2179) loss_giou_enc: 0.4553 (0.4531) loss_class_dn: 0.3861 (0.3895) loss_bbox_dn: 0.2279 (0.2771) loss_giou_dn: 0.4753 (0.4535) loss_class_dn_0: 0.4897 (0.4808) loss_bbox_dn_0: 0.3461 (0.3795) loss_giou_dn_0: 0.5904 (0.5826) loss_class_dn_1: 0.4170 (0.4184) loss_bbox_dn_1: 0.2520 (0.3006) loss_giou_dn_1: 0.4988 (0.4833) loss_class_dn_2: 0.3981 (0.3977) loss_bbox_dn_2: 0.2342 (0.2809) loss_giou_dn_2: 0.4790 (0.4596) loss_class_dn_3: 0.3902 (0.3914) loss_bbox_dn_3: 0.2305 (0.2779) loss_giou_dn_3: 0.4751 (0.4548) loss_class_dn_4: 0.3887 (0.3894) loss_bbox_dn_4: 0.2280 (0.2770) loss_giou_dn_4: 0.4751 (0.4534) loss_class_hybrid: 0.7776 (0.7690) loss_bbox_hybrid: 0.1835 (0.1957) loss_giou_hybrid: 0.4243 (0.4262) loss_class_0_hybrid: 0.8120 (0.8402) loss_bbox_0_hybrid: 0.1902 (0.2051) loss_giou_0_hybrid: 0.4556 (0.4433) loss_class_1_hybrid: 0.7724 (0.7957) loss_bbox_1_hybrid: 0.1836 (0.1995) loss_giou_1_hybrid: 0.4385 (0.4332) loss_class_2_hybrid: 0.7579 (0.7816) loss_bbox_2_hybrid: 0.1816 (0.1961) loss_giou_2_hybrid: 0.4371 (0.4278) loss_class_3_hybrid: 0.7564 (0.7727) loss_bbox_3_hybrid: 0.1840 (0.1956) loss_giou_3_hybrid: 0.4303 (0.4265) loss_class_4_hybrid: 0.7589 (0.7694) loss_bbox_4_hybrid: 0.1817 (0.1957) loss_giou_4_hybrid: 0.4255 (0.4263) loss_class_enc_hybrid: 0.7915 (0.8008) loss_bbox_enc_hybrid: 0.2281 (0.2451) loss_giou_enc_hybrid: 0.5165 (0.5051) mem: 1026 max mem: 36965 [2024-01-15 10:35:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:36:31 det.util.engine] INFO: Epoch: [6] [2350/11727] eta: 2:49:07 lr: 0.000100 data_time: 0.0032 iter_time: 1.0472 loss: 27.0654 (27.1332) loss_class: 0.7781 (0.7649) loss_bbox: 0.1737 (0.1823) loss_giou: 0.3993 (0.3966) loss_class_0: 0.9505 (0.9594) loss_bbox_0: 0.1759 (0.1813) loss_giou_0: 0.4067 (0.3989) loss_class_1: 0.8125 (0.8274) loss_bbox_1: 0.1923 (0.1836) loss_giou_1: 0.4010 (0.3989) loss_class_2: 0.7943 (0.7936) loss_bbox_2: 0.1731 (0.1814) loss_giou_2: 0.3992 (0.3963) loss_class_3: 0.7717 (0.7747) loss_bbox_3: 0.1738 (0.1818) loss_giou_3: 0.3978 (0.3962) loss_class_4: 0.7546 (0.7664) loss_bbox_4: 0.1736 (0.1823) loss_giou_4: 0.3991 (0.3968) loss_class_enc: 0.8991 (0.8977) loss_bbox_enc: 0.2173 (0.2178) loss_giou_enc: 0.4627 (0.4532) loss_class_dn: 0.3913 (0.3895) loss_bbox_dn: 0.2532 (0.2771) loss_giou_dn: 0.4735 (0.4536) loss_class_dn_0: 0.4787 (0.4808) loss_bbox_dn_0: 0.3684 (0.3795) loss_giou_dn_0: 0.6070 (0.5827) loss_class_dn_1: 0.4143 (0.4184) loss_bbox_dn_1: 0.2744 (0.3006) loss_giou_dn_1: 0.5043 (0.4834) loss_class_dn_2: 0.3940 (0.3977) loss_bbox_dn_2: 0.2558 (0.2809) loss_giou_dn_2: 0.4813 (0.4597) loss_class_dn_3: 0.3889 (0.3914) loss_bbox_dn_3: 0.2522 (0.2779) loss_giou_dn_3: 0.4746 (0.4549) loss_class_dn_4: 0.3908 (0.3894) loss_bbox_dn_4: 0.2532 (0.2771) loss_giou_dn_4: 0.4737 (0.4535) loss_class_hybrid: 0.7741 (0.7695) loss_bbox_hybrid: 0.1929 (0.1956) loss_giou_hybrid: 0.4293 (0.4262) loss_class_0_hybrid: 0.8408 (0.8407) loss_bbox_0_hybrid: 0.1991 (0.2050) loss_giou_0_hybrid: 0.4483 (0.4434) loss_class_1_hybrid: 0.7822 (0.7962) loss_bbox_1_hybrid: 0.1892 (0.1994) loss_giou_1_hybrid: 0.4422 (0.4332) loss_class_2_hybrid: 0.7706 (0.7820) loss_bbox_2_hybrid: 0.1951 (0.1961) loss_giou_2_hybrid: 0.4344 (0.4278) loss_class_3_hybrid: 0.7730 (0.7731) loss_bbox_3_hybrid: 0.1927 (0.1955) loss_giou_3_hybrid: 0.4330 (0.4266) loss_class_4_hybrid: 0.7749 (0.7698) loss_bbox_4_hybrid: 0.1912 (0.1956) loss_giou_4_hybrid: 0.4282 (0.4264) loss_class_enc_hybrid: 0.7995 (0.8012) loss_bbox_enc_hybrid: 0.2376 (0.2450) loss_giou_enc_hybrid: 0.5168 (0.5052) mem: 1022 max mem: 36965 [2024-01-15 10:36:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:37:26 det.util.engine] INFO: Epoch: [6] [2400/11727] eta: 2:48:16 lr: 0.000100 data_time: 0.0028 iter_time: 1.0742 loss: 27.2664 (27.1375) loss_class: 0.7498 (0.7656) loss_bbox: 0.1871 (0.1823) loss_giou: 0.3836 (0.3962) loss_class_0: 0.9713 (0.9604) loss_bbox_0: 0.1801 (0.1813) loss_giou_0: 0.3815 (0.3985) loss_class_1: 0.8575 (0.8280) loss_bbox_1: 0.1803 (0.1836) loss_giou_1: 0.4027 (0.3986) loss_class_2: 0.7818 (0.7942) loss_bbox_2: 0.1873 (0.1814) loss_giou_2: 0.3874 (0.3960) loss_class_3: 0.7558 (0.7752) loss_bbox_3: 0.1850 (0.1818) loss_giou_3: 0.3860 (0.3959) loss_class_4: 0.7488 (0.7671) loss_bbox_4: 0.1865 (0.1823) loss_giou_4: 0.3845 (0.3964) loss_class_enc: 0.9144 (0.8985) loss_bbox_enc: 0.2245 (0.2179) loss_giou_enc: 0.4428 (0.4529) loss_class_dn: 0.3852 (0.3896) loss_bbox_dn: 0.2631 (0.2772) loss_giou_dn: 0.4497 (0.4534) loss_class_dn_0: 0.4897 (0.4810) loss_bbox_dn_0: 0.3951 (0.3797) loss_giou_dn_0: 0.5804 (0.5824) loss_class_dn_1: 0.4138 (0.4185) loss_bbox_dn_1: 0.2886 (0.3007) loss_giou_dn_1: 0.4755 (0.4832) loss_class_dn_2: 0.3927 (0.3978) loss_bbox_dn_2: 0.2658 (0.2810) loss_giou_dn_2: 0.4534 (0.4594) loss_class_dn_3: 0.3855 (0.3914) loss_bbox_dn_3: 0.2631 (0.2780) loss_giou_dn_3: 0.4486 (0.4546) loss_class_dn_4: 0.3853 (0.3895) loss_bbox_dn_4: 0.2630 (0.2772) loss_giou_dn_4: 0.4490 (0.4532) loss_class_hybrid: 0.7522 (0.7702) loss_bbox_hybrid: 0.2067 (0.1956) loss_giou_hybrid: 0.4044 (0.4258) loss_class_0_hybrid: 0.8233 (0.8417) loss_bbox_0_hybrid: 0.2070 (0.2049) loss_giou_0_hybrid: 0.4158 (0.4429) loss_class_1_hybrid: 0.8041 (0.7970) loss_bbox_1_hybrid: 0.2058 (0.1994) loss_giou_1_hybrid: 0.4093 (0.4328) loss_class_2_hybrid: 0.7732 (0.7827) loss_bbox_2_hybrid: 0.2087 (0.1960) loss_giou_2_hybrid: 0.4074 (0.4274) loss_class_3_hybrid: 0.7557 (0.7738) loss_bbox_3_hybrid: 0.2070 (0.1955) loss_giou_3_hybrid: 0.4060 (0.4261) loss_class_4_hybrid: 0.7536 (0.7705) loss_bbox_4_hybrid: 0.2043 (0.1956) loss_giou_4_hybrid: 0.4049 (0.4260) loss_class_enc_hybrid: 0.8294 (0.8023) loss_bbox_enc_hybrid: 0.2399 (0.2450) loss_giou_enc_hybrid: 0.4760 (0.5047) mem: 1023 max mem: 36965 [2024-01-15 10:37:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:38:20 det.util.engine] INFO: Epoch: [6] [2450/11727] eta: 2:47:20 lr: 0.000100 data_time: 0.0028 iter_time: 1.0789 loss: 26.6288 (27.1312) loss_class: 0.7128 (0.7653) loss_bbox: 0.1675 (0.1821) loss_giou: 0.4024 (0.3963) loss_class_0: 0.9590 (0.9604) loss_bbox_0: 0.1757 (0.1811) loss_giou_0: 0.3946 (0.3985) loss_class_1: 0.8088 (0.8278) loss_bbox_1: 0.1743 (0.1834) loss_giou_1: 0.4025 (0.3987) loss_class_2: 0.7464 (0.7940) loss_bbox_2: 0.1659 (0.1812) loss_giou_2: 0.4006 (0.3960) loss_class_3: 0.7224 (0.7751) loss_bbox_3: 0.1669 (0.1816) loss_giou_3: 0.4022 (0.3959) loss_class_4: 0.7097 (0.7667) loss_bbox_4: 0.1695 (0.1821) loss_giou_4: 0.4021 (0.3965) loss_class_enc: 0.8948 (0.8983) loss_bbox_enc: 0.2171 (0.2177) loss_giou_enc: 0.4522 (0.4529) loss_class_dn: 0.3865 (0.3895) loss_bbox_dn: 0.2389 (0.2769) loss_giou_dn: 0.4567 (0.4535) loss_class_dn_0: 0.4838 (0.4809) loss_bbox_dn_0: 0.3252 (0.3792) loss_giou_dn_0: 0.5847 (0.5824) loss_class_dn_1: 0.4148 (0.4185) loss_bbox_dn_1: 0.2599 (0.3003) loss_giou_dn_1: 0.4837 (0.4833) loss_class_dn_2: 0.3965 (0.3977) loss_bbox_dn_2: 0.2418 (0.2807) loss_giou_dn_2: 0.4620 (0.4595) loss_class_dn_3: 0.3899 (0.3914) loss_bbox_dn_3: 0.2366 (0.2777) loss_giou_dn_3: 0.4561 (0.4547) loss_class_dn_4: 0.3854 (0.3894) loss_bbox_dn_4: 0.2390 (0.2769) loss_giou_dn_4: 0.4568 (0.4533) loss_class_hybrid: 0.7134 (0.7701) loss_bbox_hybrid: 0.1861 (0.1954) loss_giou_hybrid: 0.4249 (0.4258) loss_class_0_hybrid: 0.8291 (0.8417) loss_bbox_0_hybrid: 0.1971 (0.2047) loss_giou_0_hybrid: 0.4324 (0.4429) loss_class_1_hybrid: 0.7461 (0.7969) loss_bbox_1_hybrid: 0.1949 (0.1992) loss_giou_1_hybrid: 0.4245 (0.4328) loss_class_2_hybrid: 0.7274 (0.7825) loss_bbox_2_hybrid: 0.1849 (0.1958) loss_giou_2_hybrid: 0.4244 (0.4274) loss_class_3_hybrid: 0.7140 (0.7737) loss_bbox_3_hybrid: 0.1859 (0.1953) loss_giou_3_hybrid: 0.4197 (0.4262) loss_class_4_hybrid: 0.7134 (0.7703) loss_bbox_4_hybrid: 0.1853 (0.1954) loss_giou_4_hybrid: 0.4252 (0.4260) loss_class_enc_hybrid: 0.7795 (0.8022) loss_bbox_enc_hybrid: 0.2343 (0.2448) loss_giou_enc_hybrid: 0.4942 (0.5047) mem: 1025 max mem: 36965 [2024-01-15 10:38:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:39:15 det.util.engine] INFO: Epoch: [6] [2500/11727] eta: 2:46:28 lr: 0.000100 data_time: 0.0031 iter_time: 1.0928 loss: 26.5651 (27.1375) loss_class: 0.7360 (0.7653) loss_bbox: 0.1650 (0.1822) loss_giou: 0.3854 (0.3966) loss_class_0: 0.9116 (0.9601) loss_bbox_0: 0.1717 (0.1812) loss_giou_0: 0.4007 (0.3989) loss_class_1: 0.8172 (0.8277) loss_bbox_1: 0.1903 (0.1834) loss_giou_1: 0.4117 (0.3990) loss_class_2: 0.7533 (0.7939) loss_bbox_2: 0.1765 (0.1813) loss_giou_2: 0.3970 (0.3964) loss_class_3: 0.7284 (0.7750) loss_bbox_3: 0.1715 (0.1817) loss_giou_3: 0.3914 (0.3963) loss_class_4: 0.7312 (0.7668) loss_bbox_4: 0.1716 (0.1822) loss_giou_4: 0.3915 (0.3968) loss_class_enc: 0.8576 (0.8981) loss_bbox_enc: 0.2060 (0.2177) loss_giou_enc: 0.4474 (0.4532) loss_class_dn: 0.3918 (0.3896) loss_bbox_dn: 0.2530 (0.2768) loss_giou_dn: 0.4732 (0.4537) loss_class_dn_0: 0.4819 (0.4810) loss_bbox_dn_0: 0.3468 (0.3790) loss_giou_dn_0: 0.5897 (0.5826) loss_class_dn_1: 0.4147 (0.4185) loss_bbox_dn_1: 0.2697 (0.3002) loss_giou_dn_1: 0.5038 (0.4835) loss_class_dn_2: 0.3997 (0.3978) loss_bbox_dn_2: 0.2590 (0.2806) loss_giou_dn_2: 0.4781 (0.4598) loss_class_dn_3: 0.3920 (0.3914) loss_bbox_dn_3: 0.2543 (0.2776) loss_giou_dn_3: 0.4752 (0.4550) loss_class_dn_4: 0.3924 (0.3895) loss_bbox_dn_4: 0.2528 (0.2768) loss_giou_dn_4: 0.4733 (0.4536) loss_class_hybrid: 0.7123 (0.7701) loss_bbox_hybrid: 0.1990 (0.1955) loss_giou_hybrid: 0.3927 (0.4262) loss_class_0_hybrid: 0.7859 (0.8417) loss_bbox_0_hybrid: 0.2061 (0.2047) loss_giou_0_hybrid: 0.4281 (0.4433) loss_class_1_hybrid: 0.7394 (0.7969) loss_bbox_1_hybrid: 0.2062 (0.1993) loss_giou_1_hybrid: 0.4132 (0.4332) loss_class_2_hybrid: 0.7466 (0.7826) loss_bbox_2_hybrid: 0.2002 (0.1959) loss_giou_2_hybrid: 0.3967 (0.4278) loss_class_3_hybrid: 0.7370 (0.7737) loss_bbox_3_hybrid: 0.1987 (0.1954) loss_giou_3_hybrid: 0.3945 (0.4266) loss_class_4_hybrid: 0.7140 (0.7704) loss_bbox_4_hybrid: 0.2003 (0.1955) loss_giou_4_hybrid: 0.3934 (0.4264) loss_class_enc_hybrid: 0.7599 (0.8022) loss_bbox_enc_hybrid: 0.2440 (0.2447) loss_giou_enc_hybrid: 0.4850 (0.5049) mem: 1012 max mem: 36965 [2024-01-15 10:39:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:40:07 det.util.engine] INFO: Epoch: [6] [2550/11727] eta: 2:45:28 lr: 0.000100 data_time: 0.0029 iter_time: 1.0752 loss: 27.2544 (27.1412) loss_class: 0.7703 (0.7655) loss_bbox: 0.1761 (0.1822) loss_giou: 0.4183 (0.3966) loss_class_0: 0.9969 (0.9606) loss_bbox_0: 0.1709 (0.1811) loss_giou_0: 0.4261 (0.3988) loss_class_1: 0.8275 (0.8281) loss_bbox_1: 0.1726 (0.1834) loss_giou_1: 0.4164 (0.3990) loss_class_2: 0.8208 (0.7941) loss_bbox_2: 0.1722 (0.1812) loss_giou_2: 0.4200 (0.3964) loss_class_3: 0.7733 (0.7752) loss_bbox_3: 0.1737 (0.1817) loss_giou_3: 0.4101 (0.3962) loss_class_4: 0.7763 (0.7671) loss_bbox_4: 0.1762 (0.1822) loss_giou_4: 0.4182 (0.3968) loss_class_enc: 0.9374 (0.8985) loss_bbox_enc: 0.2029 (0.2175) loss_giou_enc: 0.4579 (0.4531) loss_class_dn: 0.3992 (0.3896) loss_bbox_dn: 0.2925 (0.2769) loss_giou_dn: 0.4869 (0.4539) loss_class_dn_0: 0.4799 (0.4809) loss_bbox_dn_0: 0.3917 (0.3792) loss_giou_dn_0: 0.6037 (0.5827) loss_class_dn_1: 0.4217 (0.4185) loss_bbox_dn_1: 0.3193 (0.3003) loss_giou_dn_1: 0.5173 (0.4837) loss_class_dn_2: 0.4069 (0.3978) loss_bbox_dn_2: 0.2971 (0.2808) loss_giou_dn_2: 0.4916 (0.4599) loss_class_dn_3: 0.3974 (0.3914) loss_bbox_dn_3: 0.2925 (0.2777) loss_giou_dn_3: 0.4885 (0.4551) loss_class_dn_4: 0.4005 (0.3895) loss_bbox_dn_4: 0.2925 (0.2769) loss_giou_dn_4: 0.4867 (0.4537) loss_class_hybrid: 0.7671 (0.7700) loss_bbox_hybrid: 0.1917 (0.1955) loss_giou_hybrid: 0.4417 (0.4263) loss_class_0_hybrid: 0.8495 (0.8416) loss_bbox_0_hybrid: 0.1929 (0.2048) loss_giou_0_hybrid: 0.4796 (0.4433) loss_class_1_hybrid: 0.8034 (0.7969) loss_bbox_1_hybrid: 0.1989 (0.1993) loss_giou_1_hybrid: 0.4689 (0.4332) loss_class_2_hybrid: 0.8051 (0.7827) loss_bbox_2_hybrid: 0.1931 (0.1959) loss_giou_2_hybrid: 0.4521 (0.4279) loss_class_3_hybrid: 0.7778 (0.7737) loss_bbox_3_hybrid: 0.1899 (0.1954) loss_giou_3_hybrid: 0.4429 (0.4266) loss_class_4_hybrid: 0.7735 (0.7704) loss_bbox_4_hybrid: 0.1917 (0.1956) loss_giou_4_hybrid: 0.4419 (0.4264) loss_class_enc_hybrid: 0.8094 (0.8022) loss_bbox_enc_hybrid: 0.2393 (0.2447) loss_giou_enc_hybrid: 0.5320 (0.5049) mem: 1015 max mem: 36965 [2024-01-15 10:40:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:40:59 det.util.engine] INFO: Epoch: [6] [2600/11727] eta: 2:44:26 lr: 0.000100 data_time: 0.0030 iter_time: 1.0272 loss: 26.7064 (27.1494) loss_class: 0.7457 (0.7658) loss_bbox: 0.1513 (0.1823) loss_giou: 0.4026 (0.3967) loss_class_0: 0.9238 (0.9612) loss_bbox_0: 0.1628 (0.1810) loss_giou_0: 0.3969 (0.3987) loss_class_1: 0.8045 (0.8286) loss_bbox_1: 0.1623 (0.1834) loss_giou_1: 0.4019 (0.3990) loss_class_2: 0.7728 (0.7946) loss_bbox_2: 0.1591 (0.1813) loss_giou_2: 0.4040 (0.3964) loss_class_3: 0.7560 (0.7757) loss_bbox_3: 0.1483 (0.1817) loss_giou_3: 0.4026 (0.3963) loss_class_4: 0.7555 (0.7674) loss_bbox_4: 0.1496 (0.1822) loss_giou_4: 0.4061 (0.3969) loss_class_enc: 0.8629 (0.8989) loss_bbox_enc: 0.2021 (0.2174) loss_giou_enc: 0.4478 (0.4530) loss_class_dn: 0.3880 (0.3896) loss_bbox_dn: 0.2480 (0.2772) loss_giou_dn: 0.4569 (0.4540) loss_class_dn_0: 0.4737 (0.4809) loss_bbox_dn_0: 0.3398 (0.3794) loss_giou_dn_0: 0.5880 (0.5829) loss_class_dn_1: 0.4181 (0.4185) loss_bbox_dn_1: 0.2657 (0.3005) loss_giou_dn_1: 0.4918 (0.4838) loss_class_dn_2: 0.3953 (0.3978) loss_bbox_dn_2: 0.2487 (0.2810) loss_giou_dn_2: 0.4654 (0.4600) loss_class_dn_3: 0.3904 (0.3914) loss_bbox_dn_3: 0.2490 (0.2780) loss_giou_dn_3: 0.4581 (0.4553) loss_class_dn_4: 0.3880 (0.3895) loss_bbox_dn_4: 0.2479 (0.2772) loss_giou_dn_4: 0.4564 (0.4539) loss_class_hybrid: 0.7388 (0.7703) loss_bbox_hybrid: 0.1570 (0.1955) loss_giou_hybrid: 0.4245 (0.4264) loss_class_0_hybrid: 0.8144 (0.8419) loss_bbox_0_hybrid: 0.1691 (0.2047) loss_giou_0_hybrid: 0.4499 (0.4435) loss_class_1_hybrid: 0.7782 (0.7971) loss_bbox_1_hybrid: 0.1635 (0.1993) loss_giou_1_hybrid: 0.4361 (0.4333) loss_class_2_hybrid: 0.7524 (0.7830) loss_bbox_2_hybrid: 0.1592 (0.1959) loss_giou_2_hybrid: 0.4237 (0.4280) loss_class_3_hybrid: 0.7347 (0.7740) loss_bbox_3_hybrid: 0.1555 (0.1954) loss_giou_3_hybrid: 0.4276 (0.4268) loss_class_4_hybrid: 0.7392 (0.7707) loss_bbox_4_hybrid: 0.1556 (0.1955) loss_giou_4_hybrid: 0.4255 (0.4266) loss_class_enc_hybrid: 0.7869 (0.8025) loss_bbox_enc_hybrid: 0.2110 (0.2447) loss_giou_enc_hybrid: 0.4996 (0.5051) mem: 1022 max mem: 36965 [2024-01-15 10:40:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:41:52 det.util.engine] INFO: Epoch: [6] [2650/11727] eta: 2:43:26 lr: 0.000100 data_time: 0.0027 iter_time: 1.0637 loss: 27.0078 (27.1460) loss_class: 0.7507 (0.7658) loss_bbox: 0.1896 (0.1822) loss_giou: 0.3954 (0.3965) loss_class_0: 0.9671 (0.9613) loss_bbox_0: 0.1773 (0.1809) loss_giou_0: 0.3903 (0.3985) loss_class_1: 0.8143 (0.8288) loss_bbox_1: 0.1815 (0.1833) loss_giou_1: 0.3888 (0.3988) loss_class_2: 0.7708 (0.7945) loss_bbox_2: 0.1732 (0.1812) loss_giou_2: 0.3900 (0.3963) loss_class_3: 0.7615 (0.7758) loss_bbox_3: 0.1713 (0.1816) loss_giou_3: 0.3869 (0.3961) loss_class_4: 0.7505 (0.7675) loss_bbox_4: 0.1770 (0.1821) loss_giou_4: 0.3895 (0.3967) loss_class_enc: 0.8620 (0.8988) loss_bbox_enc: 0.2183 (0.2173) loss_giou_enc: 0.4416 (0.4528) loss_class_dn: 0.3915 (0.3896) loss_bbox_dn: 0.2818 (0.2772) loss_giou_dn: 0.4617 (0.4540) loss_class_dn_0: 0.4793 (0.4809) loss_bbox_dn_0: 0.3921 (0.3794) loss_giou_dn_0: 0.5947 (0.5829) loss_class_dn_1: 0.4249 (0.4186) loss_bbox_dn_1: 0.3156 (0.3006) loss_giou_dn_1: 0.4923 (0.4837) loss_class_dn_2: 0.4033 (0.3978) loss_bbox_dn_2: 0.2858 (0.2811) loss_giou_dn_2: 0.4648 (0.4600) loss_class_dn_3: 0.3951 (0.3915) loss_bbox_dn_3: 0.2836 (0.2780) loss_giou_dn_3: 0.4607 (0.4552) loss_class_dn_4: 0.3930 (0.3895) loss_bbox_dn_4: 0.2817 (0.2772) loss_giou_dn_4: 0.4611 (0.4538) loss_class_hybrid: 0.7361 (0.7704) loss_bbox_hybrid: 0.1959 (0.1955) loss_giou_hybrid: 0.4118 (0.4262) loss_class_0_hybrid: 0.8102 (0.8420) loss_bbox_0_hybrid: 0.1952 (0.2046) loss_giou_0_hybrid: 0.4219 (0.4433) loss_class_1_hybrid: 0.7710 (0.7973) loss_bbox_1_hybrid: 0.1954 (0.1992) loss_giou_1_hybrid: 0.4189 (0.4331) loss_class_2_hybrid: 0.7445 (0.7830) loss_bbox_2_hybrid: 0.1976 (0.1958) loss_giou_2_hybrid: 0.4173 (0.4278) loss_class_3_hybrid: 0.7271 (0.7740) loss_bbox_3_hybrid: 0.1941 (0.1953) loss_giou_3_hybrid: 0.4089 (0.4265) loss_class_4_hybrid: 0.7390 (0.7707) loss_bbox_4_hybrid: 0.1967 (0.1954) loss_giou_4_hybrid: 0.4082 (0.4263) loss_class_enc_hybrid: 0.7704 (0.8023) loss_bbox_enc_hybrid: 0.2359 (0.2446) loss_giou_enc_hybrid: 0.4819 (0.5048) mem: 1017 max mem: 36965 [2024-01-15 10:41:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:42:43 det.util.engine] INFO: Epoch: [6] [2700/11727] eta: 2:42:24 lr: 0.000100 data_time: 0.0027 iter_time: 1.0386 loss: 27.9248 (27.1443) loss_class: 0.8159 (0.7661) loss_bbox: 0.1783 (0.1822) loss_giou: 0.3961 (0.3963) loss_class_0: 0.9553 (0.9613) loss_bbox_0: 0.1748 (0.1809) loss_giou_0: 0.4061 (0.3984) loss_class_1: 0.8525 (0.8287) loss_bbox_1: 0.1827 (0.1833) loss_giou_1: 0.4054 (0.3987) loss_class_2: 0.8064 (0.7944) loss_bbox_2: 0.1780 (0.1812) loss_giou_2: 0.4023 (0.3962) loss_class_3: 0.8083 (0.7759) loss_bbox_3: 0.1776 (0.1816) loss_giou_3: 0.3996 (0.3959) loss_class_4: 0.8122 (0.7677) loss_bbox_4: 0.1769 (0.1821) loss_giou_4: 0.3965 (0.3964) loss_class_enc: 0.8702 (0.8989) loss_bbox_enc: 0.2121 (0.2173) loss_giou_enc: 0.4519 (0.4526) loss_class_dn: 0.3945 (0.3896) loss_bbox_dn: 0.2657 (0.2771) loss_giou_dn: 0.4576 (0.4539) loss_class_dn_0: 0.4780 (0.4810) loss_bbox_dn_0: 0.3578 (0.3794) loss_giou_dn_0: 0.5878 (0.5830) loss_class_dn_1: 0.4209 (0.4187) loss_bbox_dn_1: 0.2814 (0.3006) loss_giou_dn_1: 0.4976 (0.4838) loss_class_dn_2: 0.4075 (0.3978) loss_bbox_dn_2: 0.2639 (0.2810) loss_giou_dn_2: 0.4622 (0.4600) loss_class_dn_3: 0.3959 (0.3915) loss_bbox_dn_3: 0.2658 (0.2779) loss_giou_dn_3: 0.4592 (0.4552) loss_class_dn_4: 0.3929 (0.3895) loss_bbox_dn_4: 0.2658 (0.2771) loss_giou_dn_4: 0.4576 (0.4538) loss_class_hybrid: 0.7759 (0.7704) loss_bbox_hybrid: 0.1854 (0.1954) loss_giou_hybrid: 0.4190 (0.4260) loss_class_0_hybrid: 0.8357 (0.8419) loss_bbox_0_hybrid: 0.2015 (0.2046) loss_giou_0_hybrid: 0.4421 (0.4432) loss_class_1_hybrid: 0.7825 (0.7973) loss_bbox_1_hybrid: 0.1946 (0.1992) loss_giou_1_hybrid: 0.4288 (0.4330) loss_class_2_hybrid: 0.7785 (0.7830) loss_bbox_2_hybrid: 0.1888 (0.1958) loss_giou_2_hybrid: 0.4171 (0.4276) loss_class_3_hybrid: 0.7839 (0.7741) loss_bbox_3_hybrid: 0.1856 (0.1953) loss_giou_3_hybrid: 0.4190 (0.4264) loss_class_4_hybrid: 0.7772 (0.7708) loss_bbox_4_hybrid: 0.1849 (0.1954) loss_giou_4_hybrid: 0.4200 (0.4262) loss_class_enc_hybrid: 0.7712 (0.8023) loss_bbox_enc_hybrid: 0.2305 (0.2446) loss_giou_enc_hybrid: 0.5072 (0.5048) mem: 1026 max mem: 36965 [2024-01-15 10:42:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:43:36 det.util.engine] INFO: Epoch: [6] [2750/11727] eta: 2:41:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.0568 loss: 26.9430 (27.1448) loss_class: 0.7623 (0.7660) loss_bbox: 0.1881 (0.1823) loss_giou: 0.3839 (0.3961) loss_class_0: 0.9291 (0.9614) loss_bbox_0: 0.1960 (0.1810) loss_giou_0: 0.3942 (0.3983) loss_class_1: 0.8419 (0.8288) loss_bbox_1: 0.1760 (0.1834) loss_giou_1: 0.3906 (0.3984) loss_class_2: 0.7727 (0.7945) loss_bbox_2: 0.1849 (0.1813) loss_giou_2: 0.3797 (0.3959) loss_class_3: 0.7498 (0.7759) loss_bbox_3: 0.1847 (0.1817) loss_giou_3: 0.3830 (0.3957) loss_class_4: 0.7396 (0.7676) loss_bbox_4: 0.1880 (0.1822) loss_giou_4: 0.3802 (0.3962) loss_class_enc: 0.8709 (0.8991) loss_bbox_enc: 0.2314 (0.2175) loss_giou_enc: 0.4448 (0.4525) loss_class_dn: 0.3810 (0.3896) loss_bbox_dn: 0.2475 (0.2774) loss_giou_dn: 0.4206 (0.4538) loss_class_dn_0: 0.4841 (0.4811) loss_bbox_dn_0: 0.3593 (0.3798) loss_giou_dn_0: 0.5607 (0.5829) loss_class_dn_1: 0.4134 (0.4187) loss_bbox_dn_1: 0.2843 (0.3009) loss_giou_dn_1: 0.4565 (0.4836) loss_class_dn_2: 0.3905 (0.3979) loss_bbox_dn_2: 0.2560 (0.2813) loss_giou_dn_2: 0.4265 (0.4598) loss_class_dn_3: 0.3842 (0.3915) loss_bbox_dn_3: 0.2489 (0.2782) loss_giou_dn_3: 0.4215 (0.4550) loss_class_dn_4: 0.3816 (0.3895) loss_bbox_dn_4: 0.2474 (0.2774) loss_giou_dn_4: 0.4205 (0.4537) loss_class_hybrid: 0.7473 (0.7705) loss_bbox_hybrid: 0.1930 (0.1955) loss_giou_hybrid: 0.4044 (0.4257) loss_class_0_hybrid: 0.8132 (0.8422) loss_bbox_0_hybrid: 0.2041 (0.2047) loss_giou_0_hybrid: 0.4174 (0.4428) loss_class_1_hybrid: 0.7629 (0.7974) loss_bbox_1_hybrid: 0.1942 (0.1993) loss_giou_1_hybrid: 0.4141 (0.4327) loss_class_2_hybrid: 0.7584 (0.7830) loss_bbox_2_hybrid: 0.1971 (0.1959) loss_giou_2_hybrid: 0.4057 (0.4273) loss_class_3_hybrid: 0.7392 (0.7741) loss_bbox_3_hybrid: 0.1921 (0.1954) loss_giou_3_hybrid: 0.4075 (0.4261) loss_class_4_hybrid: 0.7417 (0.7708) loss_bbox_4_hybrid: 0.1972 (0.1955) loss_giou_4_hybrid: 0.4067 (0.4259) loss_class_enc_hybrid: 0.7722 (0.8025) loss_bbox_enc_hybrid: 0.2534 (0.2447) loss_giou_enc_hybrid: 0.4819 (0.5046) mem: 1020 max mem: 36965 [2024-01-15 10:43:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:44:30 det.util.engine] INFO: Epoch: [6] [2800/11727] eta: 2:40:33 lr: 0.000100 data_time: 0.0029 iter_time: 1.1051 loss: 27.3359 (27.1603) loss_class: 0.7335 (0.7665) loss_bbox: 0.1752 (0.1825) loss_giou: 0.4136 (0.3962) loss_class_0: 0.9024 (0.9617) loss_bbox_0: 0.1743 (0.1813) loss_giou_0: 0.4337 (0.3984) loss_class_1: 0.7876 (0.8291) loss_bbox_1: 0.1710 (0.1836) loss_giou_1: 0.4195 (0.3986) loss_class_2: 0.7841 (0.7951) loss_bbox_2: 0.1642 (0.1815) loss_giou_2: 0.4190 (0.3960) loss_class_3: 0.7494 (0.7765) loss_bbox_3: 0.1608 (0.1818) loss_giou_3: 0.4169 (0.3958) loss_class_4: 0.7156 (0.7682) loss_bbox_4: 0.1621 (0.1824) loss_giou_4: 0.4166 (0.3963) loss_class_enc: 0.8751 (0.8995) loss_bbox_enc: 0.2232 (0.2177) loss_giou_enc: 0.4859 (0.4527) loss_class_dn: 0.3871 (0.3897) loss_bbox_dn: 0.2648 (0.2778) loss_giou_dn: 0.4833 (0.4540) loss_class_dn_0: 0.4801 (0.4811) loss_bbox_dn_0: 0.3636 (0.3803) loss_giou_dn_0: 0.6145 (0.5832) loss_class_dn_1: 0.4151 (0.4187) loss_bbox_dn_1: 0.2880 (0.3014) loss_giou_dn_1: 0.5138 (0.4839) loss_class_dn_2: 0.4002 (0.3979) loss_bbox_dn_2: 0.2622 (0.2817) loss_giou_dn_2: 0.4879 (0.4600) loss_class_dn_3: 0.3898 (0.3915) loss_bbox_dn_3: 0.2635 (0.2786) loss_giou_dn_3: 0.4858 (0.4553) loss_class_dn_4: 0.3865 (0.3896) loss_bbox_dn_4: 0.2648 (0.2778) loss_giou_dn_4: 0.4833 (0.4539) loss_class_hybrid: 0.7176 (0.7708) loss_bbox_hybrid: 0.1883 (0.1958) loss_giou_hybrid: 0.4465 (0.4260) loss_class_0_hybrid: 0.8182 (0.8426) loss_bbox_0_hybrid: 0.2040 (0.2050) loss_giou_0_hybrid: 0.4665 (0.4430) loss_class_1_hybrid: 0.7590 (0.7978) loss_bbox_1_hybrid: 0.2051 (0.1995) loss_giou_1_hybrid: 0.4571 (0.4329) loss_class_2_hybrid: 0.7424 (0.7834) loss_bbox_2_hybrid: 0.1969 (0.1962) loss_giou_2_hybrid: 0.4477 (0.4276) loss_class_3_hybrid: 0.7198 (0.7745) loss_bbox_3_hybrid: 0.1892 (0.1957) loss_giou_3_hybrid: 0.4482 (0.4263) loss_class_4_hybrid: 0.7101 (0.7712) loss_bbox_4_hybrid: 0.1880 (0.1958) loss_giou_4_hybrid: 0.4464 (0.4261) loss_class_enc_hybrid: 0.7462 (0.8029) loss_bbox_enc_hybrid: 0.2451 (0.2450) loss_giou_enc_hybrid: 0.5390 (0.5048) mem: 1031 max mem: 36965 [2024-01-15 10:44:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:45:22 det.util.engine] INFO: Epoch: [6] [2850/11727] eta: 2:39:34 lr: 0.000100 data_time: 0.0029 iter_time: 1.0532 loss: 27.3162 (27.1590) loss_class: 0.8221 (0.7665) loss_bbox: 0.1661 (0.1825) loss_giou: 0.3917 (0.3962) loss_class_0: 0.9732 (0.9614) loss_bbox_0: 0.1756 (0.1813) loss_giou_0: 0.3945 (0.3985) loss_class_1: 0.8694 (0.8291) loss_bbox_1: 0.1679 (0.1835) loss_giou_1: 0.3969 (0.3987) loss_class_2: 0.8296 (0.7951) loss_bbox_2: 0.1640 (0.1814) loss_giou_2: 0.3955 (0.3960) loss_class_3: 0.8160 (0.7766) loss_bbox_3: 0.1648 (0.1817) loss_giou_3: 0.3917 (0.3958) loss_class_4: 0.8063 (0.7681) loss_bbox_4: 0.1660 (0.1823) loss_giou_4: 0.3963 (0.3963) loss_class_enc: 0.9091 (0.8991) loss_bbox_enc: 0.2035 (0.2177) loss_giou_enc: 0.4605 (0.4529) loss_class_dn: 0.3843 (0.3896) loss_bbox_dn: 0.2739 (0.2777) loss_giou_dn: 0.4545 (0.4541) loss_class_dn_0: 0.4730 (0.4811) loss_bbox_dn_0: 0.3352 (0.3801) loss_giou_dn_0: 0.5847 (0.5832) loss_class_dn_1: 0.4078 (0.4187) loss_bbox_dn_1: 0.2879 (0.3012) loss_giou_dn_1: 0.4887 (0.4840) loss_class_dn_2: 0.3924 (0.3979) loss_bbox_dn_2: 0.2754 (0.2816) loss_giou_dn_2: 0.4584 (0.4601) loss_class_dn_3: 0.3883 (0.3915) loss_bbox_dn_3: 0.2726 (0.2785) loss_giou_dn_3: 0.4547 (0.4553) loss_class_dn_4: 0.3865 (0.3895) loss_bbox_dn_4: 0.2739 (0.2777) loss_giou_dn_4: 0.4544 (0.4540) loss_class_hybrid: 0.8208 (0.7706) loss_bbox_hybrid: 0.1801 (0.1957) loss_giou_hybrid: 0.4092 (0.4261) loss_class_0_hybrid: 0.8707 (0.8426) loss_bbox_0_hybrid: 0.1938 (0.2049) loss_giou_0_hybrid: 0.4254 (0.4432) loss_class_1_hybrid: 0.8303 (0.7978) loss_bbox_1_hybrid: 0.1810 (0.1995) loss_giou_1_hybrid: 0.4108 (0.4330) loss_class_2_hybrid: 0.8266 (0.7833) loss_bbox_2_hybrid: 0.1800 (0.1961) loss_giou_2_hybrid: 0.4108 (0.4277) loss_class_3_hybrid: 0.8095 (0.7744) loss_bbox_3_hybrid: 0.1821 (0.1956) loss_giou_3_hybrid: 0.4084 (0.4264) loss_class_4_hybrid: 0.8060 (0.7710) loss_bbox_4_hybrid: 0.1804 (0.1957) loss_giou_4_hybrid: 0.4101 (0.4262) loss_class_enc_hybrid: 0.8201 (0.8027) loss_bbox_enc_hybrid: 0.2335 (0.2450) loss_giou_enc_hybrid: 0.4802 (0.5050) mem: 1022 max mem: 36965 [2024-01-15 10:45:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:46:15 det.util.engine] INFO: Epoch: [6] [2900/11727] eta: 2:38:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0652 loss: 27.1434 (27.1584) loss_class: 0.7820 (0.7665) loss_bbox: 0.1681 (0.1823) loss_giou: 0.3463 (0.3964) loss_class_0: 0.9398 (0.9612) loss_bbox_0: 0.1657 (0.1812) loss_giou_0: 0.3775 (0.3988) loss_class_1: 0.8382 (0.8291) loss_bbox_1: 0.1708 (0.1833) loss_giou_1: 0.3602 (0.3989) loss_class_2: 0.7903 (0.7952) loss_bbox_2: 0.1709 (0.1812) loss_giou_2: 0.3583 (0.3963) loss_class_3: 0.7940 (0.7766) loss_bbox_3: 0.1724 (0.1816) loss_giou_3: 0.3496 (0.3960) loss_class_4: 0.7904 (0.7682) loss_bbox_4: 0.1696 (0.1821) loss_giou_4: 0.3481 (0.3965) loss_class_enc: 0.8731 (0.8990) loss_bbox_enc: 0.2157 (0.2176) loss_giou_enc: 0.4398 (0.4532) loss_class_dn: 0.3861 (0.3896) loss_bbox_dn: 0.2522 (0.2774) loss_giou_dn: 0.4461 (0.4542) loss_class_dn_0: 0.4875 (0.4811) loss_bbox_dn_0: 0.3613 (0.3798) loss_giou_dn_0: 0.5865 (0.5833) loss_class_dn_1: 0.4186 (0.4186) loss_bbox_dn_1: 0.2728 (0.3009) loss_giou_dn_1: 0.4774 (0.4840) loss_class_dn_2: 0.3979 (0.3979) loss_bbox_dn_2: 0.2532 (0.2813) loss_giou_dn_2: 0.4530 (0.4602) loss_class_dn_3: 0.3928 (0.3914) loss_bbox_dn_3: 0.2535 (0.2782) loss_giou_dn_3: 0.4469 (0.4554) loss_class_dn_4: 0.3885 (0.3895) loss_bbox_dn_4: 0.2522 (0.2774) loss_giou_dn_4: 0.4460 (0.4540) loss_class_hybrid: 0.7445 (0.7706) loss_bbox_hybrid: 0.1913 (0.1956) loss_giou_hybrid: 0.3992 (0.4264) loss_class_0_hybrid: 0.8057 (0.8425) loss_bbox_0_hybrid: 0.2028 (0.2048) loss_giou_0_hybrid: 0.4101 (0.4434) loss_class_1_hybrid: 0.7846 (0.7977) loss_bbox_1_hybrid: 0.1968 (0.1993) loss_giou_1_hybrid: 0.3950 (0.4333) loss_class_2_hybrid: 0.7653 (0.7832) loss_bbox_2_hybrid: 0.1964 (0.1960) loss_giou_2_hybrid: 0.3962 (0.4280) loss_class_3_hybrid: 0.7365 (0.7743) loss_bbox_3_hybrid: 0.1936 (0.1955) loss_giou_3_hybrid: 0.4005 (0.4267) loss_class_4_hybrid: 0.7350 (0.7709) loss_bbox_4_hybrid: 0.1932 (0.1956) loss_giou_4_hybrid: 0.3992 (0.4265) loss_class_enc_hybrid: 0.7709 (0.8026) loss_bbox_enc_hybrid: 0.2392 (0.2448) loss_giou_enc_hybrid: 0.4849 (0.5053) mem: 1024 max mem: 36965 [2024-01-15 10:46:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:47:09 det.util.engine] INFO: Epoch: [6] [2950/11727] eta: 2:37:43 lr: 0.000100 data_time: 0.0029 iter_time: 1.0699 loss: 27.3924 (27.1504) loss_class: 0.7707 (0.7664) loss_bbox: 0.1692 (0.1821) loss_giou: 0.3775 (0.3963) loss_class_0: 0.9174 (0.9607) loss_bbox_0: 0.1785 (0.1811) loss_giou_0: 0.3845 (0.3988) loss_class_1: 0.8095 (0.8289) loss_bbox_1: 0.1870 (0.1832) loss_giou_1: 0.3989 (0.3988) loss_class_2: 0.7896 (0.7950) loss_bbox_2: 0.1607 (0.1811) loss_giou_2: 0.3829 (0.3962) loss_class_3: 0.7775 (0.7764) loss_bbox_3: 0.1725 (0.1815) loss_giou_3: 0.3781 (0.3959) loss_class_4: 0.7628 (0.7680) loss_bbox_4: 0.1693 (0.1820) loss_giou_4: 0.3777 (0.3964) loss_class_enc: 0.8660 (0.8986) loss_bbox_enc: 0.2250 (0.2175) loss_giou_enc: 0.4501 (0.4531) loss_class_dn: 0.3873 (0.3896) loss_bbox_dn: 0.2788 (0.2772) loss_giou_dn: 0.4533 (0.4541) loss_class_dn_0: 0.4742 (0.4811) loss_bbox_dn_0: 0.3709 (0.3796) loss_giou_dn_0: 0.5890 (0.5832) loss_class_dn_1: 0.4190 (0.4186) loss_bbox_dn_1: 0.2864 (0.3007) loss_giou_dn_1: 0.4767 (0.4840) loss_class_dn_2: 0.3973 (0.3979) loss_bbox_dn_2: 0.2763 (0.2811) loss_giou_dn_2: 0.4569 (0.4602) loss_class_dn_3: 0.3917 (0.3914) loss_bbox_dn_3: 0.2776 (0.2780) loss_giou_dn_3: 0.4542 (0.4554) loss_class_dn_4: 0.3911 (0.3895) loss_bbox_dn_4: 0.2787 (0.2772) loss_giou_dn_4: 0.4531 (0.4540) loss_class_hybrid: 0.7536 (0.7703) loss_bbox_hybrid: 0.1811 (0.1955) loss_giou_hybrid: 0.3932 (0.4264) loss_class_0_hybrid: 0.8091 (0.8421) loss_bbox_0_hybrid: 0.1931 (0.2047) loss_giou_0_hybrid: 0.4187 (0.4434) loss_class_1_hybrid: 0.7777 (0.7975) loss_bbox_1_hybrid: 0.1809 (0.1992) loss_giou_1_hybrid: 0.3964 (0.4333) loss_class_2_hybrid: 0.7668 (0.7830) loss_bbox_2_hybrid: 0.1764 (0.1959) loss_giou_2_hybrid: 0.3930 (0.4280) loss_class_3_hybrid: 0.7610 (0.7739) loss_bbox_3_hybrid: 0.1816 (0.1954) loss_giou_3_hybrid: 0.3949 (0.4267) loss_class_4_hybrid: 0.7512 (0.7706) loss_bbox_4_hybrid: 0.1826 (0.1955) loss_giou_4_hybrid: 0.3961 (0.4265) loss_class_enc_hybrid: 0.7560 (0.8023) loss_bbox_enc_hybrid: 0.2348 (0.2446) loss_giou_enc_hybrid: 0.4802 (0.5052) mem: 1012 max mem: 36965 [2024-01-15 10:47:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:48:03 det.util.engine] INFO: Epoch: [6] [3000/11727] eta: 2:36:47 lr: 0.000100 data_time: 0.0032 iter_time: 1.1030 loss: 27.1825 (27.1430) loss_class: 0.7433 (0.7661) loss_bbox: 0.1743 (0.1820) loss_giou: 0.3955 (0.3964) loss_class_0: 0.9270 (0.9603) loss_bbox_0: 0.1765 (0.1810) loss_giou_0: 0.4094 (0.3989) loss_class_1: 0.8005 (0.8286) loss_bbox_1: 0.1776 (0.1831) loss_giou_1: 0.4034 (0.3989) loss_class_2: 0.7656 (0.7947) loss_bbox_2: 0.1680 (0.1809) loss_giou_2: 0.3906 (0.3963) loss_class_3: 0.7690 (0.7763) loss_bbox_3: 0.1640 (0.1813) loss_giou_3: 0.3925 (0.3960) loss_class_4: 0.7452 (0.7678) loss_bbox_4: 0.1710 (0.1819) loss_giou_4: 0.3937 (0.3965) loss_class_enc: 0.8597 (0.8984) loss_bbox_enc: 0.2133 (0.2173) loss_giou_enc: 0.4406 (0.4531) loss_class_dn: 0.3938 (0.3896) loss_bbox_dn: 0.2578 (0.2767) loss_giou_dn: 0.4478 (0.4540) loss_class_dn_0: 0.4783 (0.4811) loss_bbox_dn_0: 0.3361 (0.3789) loss_giou_dn_0: 0.5876 (0.5831) loss_class_dn_1: 0.4203 (0.4186) loss_bbox_dn_1: 0.2773 (0.3001) loss_giou_dn_1: 0.4852 (0.4839) loss_class_dn_2: 0.4008 (0.3979) loss_bbox_dn_2: 0.2586 (0.2805) loss_giou_dn_2: 0.4529 (0.4601) loss_class_dn_3: 0.3966 (0.3914) loss_bbox_dn_3: 0.2570 (0.2775) loss_giou_dn_3: 0.4494 (0.4553) loss_class_dn_4: 0.3931 (0.3894) loss_bbox_dn_4: 0.2578 (0.2767) loss_giou_dn_4: 0.4475 (0.4539) loss_class_hybrid: 0.7244 (0.7701) loss_bbox_hybrid: 0.1880 (0.1953) loss_giou_hybrid: 0.4173 (0.4265) loss_class_0_hybrid: 0.7985 (0.8419) loss_bbox_0_hybrid: 0.2000 (0.2045) loss_giou_0_hybrid: 0.4371 (0.4436) loss_class_1_hybrid: 0.7637 (0.7972) loss_bbox_1_hybrid: 0.1920 (0.1990) loss_giou_1_hybrid: 0.4177 (0.4335) loss_class_2_hybrid: 0.7305 (0.7828) loss_bbox_2_hybrid: 0.1919 (0.1957) loss_giou_2_hybrid: 0.4160 (0.4281) loss_class_3_hybrid: 0.7350 (0.7738) loss_bbox_3_hybrid: 0.1908 (0.1952) loss_giou_3_hybrid: 0.4111 (0.4268) loss_class_4_hybrid: 0.7293 (0.7704) loss_bbox_4_hybrid: 0.1895 (0.1953) loss_giou_4_hybrid: 0.4127 (0.4267) loss_class_enc_hybrid: 0.7639 (0.8022) loss_bbox_enc_hybrid: 0.2396 (0.2444) loss_giou_enc_hybrid: 0.4992 (0.5054) mem: 1028 max mem: 36965 [2024-01-15 10:48:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:48:58 det.util.engine] INFO: Epoch: [6] [3050/11727] eta: 2:35:57 lr: 0.000100 data_time: 0.0029 iter_time: 1.0886 loss: 25.9923 (27.1343) loss_class: 0.7206 (0.7657) loss_bbox: 0.1732 (0.1819) loss_giou: 0.3665 (0.3965) loss_class_0: 0.9013 (0.9596) loss_bbox_0: 0.1680 (0.1809) loss_giou_0: 0.3776 (0.3990) loss_class_1: 0.7965 (0.8280) loss_bbox_1: 0.1835 (0.1830) loss_giou_1: 0.3793 (0.3991) loss_class_2: 0.7520 (0.7943) loss_bbox_2: 0.1727 (0.1809) loss_giou_2: 0.3780 (0.3965) loss_class_3: 0.7077 (0.7758) loss_bbox_3: 0.1830 (0.1812) loss_giou_3: 0.3716 (0.3962) loss_class_4: 0.7158 (0.7674) loss_bbox_4: 0.1803 (0.1818) loss_giou_4: 0.3691 (0.3966) loss_class_enc: 0.8836 (0.8980) loss_bbox_enc: 0.2061 (0.2171) loss_giou_enc: 0.4243 (0.4531) loss_class_dn: 0.3807 (0.3895) loss_bbox_dn: 0.2355 (0.2763) loss_giou_dn: 0.4352 (0.4541) loss_class_dn_0: 0.4841 (0.4811) loss_bbox_dn_0: 0.3314 (0.3785) loss_giou_dn_0: 0.5628 (0.5831) loss_class_dn_1: 0.4139 (0.4186) loss_bbox_dn_1: 0.2520 (0.2998) loss_giou_dn_1: 0.4603 (0.4839) loss_class_dn_2: 0.3920 (0.3979) loss_bbox_dn_2: 0.2385 (0.2802) loss_giou_dn_2: 0.4399 (0.4601) loss_class_dn_3: 0.3822 (0.3914) loss_bbox_dn_3: 0.2367 (0.2771) loss_giou_dn_3: 0.4356 (0.4553) loss_class_dn_4: 0.3802 (0.3894) loss_bbox_dn_4: 0.2354 (0.2763) loss_giou_dn_4: 0.4352 (0.4539) loss_class_hybrid: 0.7471 (0.7696) loss_bbox_hybrid: 0.1883 (0.1952) loss_giou_hybrid: 0.4079 (0.4267) loss_class_0_hybrid: 0.8184 (0.8414) loss_bbox_0_hybrid: 0.1968 (0.2044) loss_giou_0_hybrid: 0.4252 (0.4437) loss_class_1_hybrid: 0.7719 (0.7968) loss_bbox_1_hybrid: 0.1895 (0.1989) loss_giou_1_hybrid: 0.4147 (0.4336) loss_class_2_hybrid: 0.7521 (0.7823) loss_bbox_2_hybrid: 0.1807 (0.1956) loss_giou_2_hybrid: 0.4079 (0.4283) loss_class_3_hybrid: 0.7527 (0.7733) loss_bbox_3_hybrid: 0.1899 (0.1951) loss_giou_3_hybrid: 0.4083 (0.4270) loss_class_4_hybrid: 0.7485 (0.7699) loss_bbox_4_hybrid: 0.1870 (0.1953) loss_giou_4_hybrid: 0.4054 (0.4268) loss_class_enc_hybrid: 0.7962 (0.8017) loss_bbox_enc_hybrid: 0.2323 (0.2442) loss_giou_enc_hybrid: 0.4877 (0.5054) mem: 1017 max mem: 36965 [2024-01-15 10:48:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:49:53 det.util.engine] INFO: Epoch: [6] [3100/11727] eta: 2:35:08 lr: 0.000100 data_time: 0.0032 iter_time: 1.0867 loss: 27.4916 (27.1342) loss_class: 0.7766 (0.7659) loss_bbox: 0.1733 (0.1818) loss_giou: 0.3684 (0.3964) loss_class_0: 0.9561 (0.9592) loss_bbox_0: 0.1783 (0.1809) loss_giou_0: 0.4126 (0.3991) loss_class_1: 0.7951 (0.8280) loss_bbox_1: 0.1742 (0.1830) loss_giou_1: 0.3838 (0.3991) loss_class_2: 0.7969 (0.7944) loss_bbox_2: 0.1744 (0.1808) loss_giou_2: 0.3759 (0.3964) loss_class_3: 0.7716 (0.7760) loss_bbox_3: 0.1729 (0.1812) loss_giou_3: 0.3743 (0.3961) loss_class_4: 0.7702 (0.7675) loss_bbox_4: 0.1732 (0.1817) loss_giou_4: 0.3706 (0.3965) loss_class_enc: 0.8997 (0.8978) loss_bbox_enc: 0.2082 (0.2171) loss_giou_enc: 0.4422 (0.4532) loss_class_dn: 0.3958 (0.3896) loss_bbox_dn: 0.2595 (0.2764) loss_giou_dn: 0.4520 (0.4541) loss_class_dn_0: 0.4779 (0.4811) loss_bbox_dn_0: 0.3638 (0.3786) loss_giou_dn_0: 0.5826 (0.5831) loss_class_dn_1: 0.4180 (0.4186) loss_bbox_dn_1: 0.2855 (0.2998) loss_giou_dn_1: 0.4879 (0.4839) loss_class_dn_2: 0.4024 (0.3979) loss_bbox_dn_2: 0.2640 (0.2803) loss_giou_dn_2: 0.4571 (0.4601) loss_class_dn_3: 0.3928 (0.3914) loss_bbox_dn_3: 0.2603 (0.2772) loss_giou_dn_3: 0.4538 (0.4553) loss_class_dn_4: 0.3959 (0.3894) loss_bbox_dn_4: 0.2594 (0.2764) loss_giou_dn_4: 0.4523 (0.4540) loss_class_hybrid: 0.7604 (0.7695) loss_bbox_hybrid: 0.1834 (0.1953) loss_giou_hybrid: 0.3980 (0.4267) loss_class_0_hybrid: 0.8326 (0.8412) loss_bbox_0_hybrid: 0.1835 (0.2044) loss_giou_0_hybrid: 0.4371 (0.4438) loss_class_1_hybrid: 0.7798 (0.7966) loss_bbox_1_hybrid: 0.1878 (0.1990) loss_giou_1_hybrid: 0.4106 (0.4336) loss_class_2_hybrid: 0.7638 (0.7823) loss_bbox_2_hybrid: 0.1738 (0.1957) loss_giou_2_hybrid: 0.4030 (0.4283) loss_class_3_hybrid: 0.7528 (0.7732) loss_bbox_3_hybrid: 0.1807 (0.1952) loss_giou_3_hybrid: 0.3979 (0.4270) loss_class_4_hybrid: 0.7594 (0.7698) loss_bbox_4_hybrid: 0.1825 (0.1953) loss_giou_4_hybrid: 0.3990 (0.4268) loss_class_enc_hybrid: 0.7977 (0.8015) loss_bbox_enc_hybrid: 0.2279 (0.2443) loss_giou_enc_hybrid: 0.4974 (0.5056) mem: 1026 max mem: 36965 [2024-01-15 10:49:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:50:47 det.util.engine] INFO: Epoch: [6] [3150/11727] eta: 2:34:12 lr: 0.000100 data_time: 0.0031 iter_time: 1.0483 loss: 27.2772 (27.1342) loss_class: 0.7381 (0.7656) loss_bbox: 0.2035 (0.1821) loss_giou: 0.3808 (0.3964) loss_class_0: 0.8983 (0.9589) loss_bbox_0: 0.2055 (0.1811) loss_giou_0: 0.3935 (0.3991) loss_class_1: 0.8008 (0.8277) loss_bbox_1: 0.2076 (0.1832) loss_giou_1: 0.3842 (0.3990) loss_class_2: 0.7863 (0.7941) loss_bbox_2: 0.2043 (0.1810) loss_giou_2: 0.3770 (0.3963) loss_class_3: 0.7412 (0.7756) loss_bbox_3: 0.2057 (0.1814) loss_giou_3: 0.3669 (0.3960) loss_class_4: 0.7555 (0.7672) loss_bbox_4: 0.1987 (0.1820) loss_giou_4: 0.3852 (0.3965) loss_class_enc: 0.9074 (0.8976) loss_bbox_enc: 0.2535 (0.2174) loss_giou_enc: 0.4526 (0.4532) loss_class_dn: 0.3910 (0.3895) loss_bbox_dn: 0.3017 (0.2766) loss_giou_dn: 0.4638 (0.4541) loss_class_dn_0: 0.4734 (0.4811) loss_bbox_dn_0: 0.4245 (0.3789) loss_giou_dn_0: 0.5782 (0.5831) loss_class_dn_1: 0.4113 (0.4186) loss_bbox_dn_1: 0.3315 (0.3001) loss_giou_dn_1: 0.4983 (0.4840) loss_class_dn_2: 0.3942 (0.3978) loss_bbox_dn_2: 0.3073 (0.2805) loss_giou_dn_2: 0.4692 (0.4601) loss_class_dn_3: 0.3887 (0.3913) loss_bbox_dn_3: 0.3040 (0.2774) loss_giou_dn_3: 0.4652 (0.4553) loss_class_dn_4: 0.3842 (0.3894) loss_bbox_dn_4: 0.3018 (0.2766) loss_giou_dn_4: 0.4637 (0.4539) loss_class_hybrid: 0.8001 (0.7693) loss_bbox_hybrid: 0.2134 (0.1955) loss_giou_hybrid: 0.4074 (0.4266) loss_class_0_hybrid: 0.8067 (0.8409) loss_bbox_0_hybrid: 0.2361 (0.2046) loss_giou_0_hybrid: 0.4194 (0.4437) loss_class_1_hybrid: 0.8210 (0.7964) loss_bbox_1_hybrid: 0.2241 (0.1992) loss_giou_1_hybrid: 0.4068 (0.4335) loss_class_2_hybrid: 0.7977 (0.7820) loss_bbox_2_hybrid: 0.2146 (0.1959) loss_giou_2_hybrid: 0.3993 (0.4282) loss_class_3_hybrid: 0.8075 (0.7730) loss_bbox_3_hybrid: 0.2126 (0.1954) loss_giou_3_hybrid: 0.4193 (0.4269) loss_class_4_hybrid: 0.8063 (0.7696) loss_bbox_4_hybrid: 0.2119 (0.1955) loss_giou_4_hybrid: 0.4058 (0.4267) loss_class_enc_hybrid: 0.8033 (0.8012) loss_bbox_enc_hybrid: 0.2779 (0.2446) loss_giou_enc_hybrid: 0.4886 (0.5055) mem: 1024 max mem: 36965 [2024-01-15 10:50:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:51:41 det.util.engine] INFO: Epoch: [6] [3200/11727] eta: 2:33:19 lr: 0.000100 data_time: 0.0030 iter_time: 1.0581 loss: 26.9938 (27.1344) loss_class: 0.7579 (0.7655) loss_bbox: 0.1740 (0.1821) loss_giou: 0.4425 (0.3966) loss_class_0: 0.9194 (0.9585) loss_bbox_0: 0.1774 (0.1812) loss_giou_0: 0.4309 (0.3993) loss_class_1: 0.7927 (0.8278) loss_bbox_1: 0.1696 (0.1832) loss_giou_1: 0.4163 (0.3992) loss_class_2: 0.7745 (0.7940) loss_bbox_2: 0.1710 (0.1810) loss_giou_2: 0.4407 (0.3965) loss_class_3: 0.7557 (0.7755) loss_bbox_3: 0.1711 (0.1814) loss_giou_3: 0.4381 (0.3962) loss_class_4: 0.7363 (0.7671) loss_bbox_4: 0.1751 (0.1820) loss_giou_4: 0.4409 (0.3967) loss_class_enc: 0.8576 (0.8973) loss_bbox_enc: 0.2162 (0.2174) loss_giou_enc: 0.4836 (0.4533) loss_class_dn: 0.3947 (0.3895) loss_bbox_dn: 0.2589 (0.2765) loss_giou_dn: 0.4484 (0.4541) loss_class_dn_0: 0.4759 (0.4810) loss_bbox_dn_0: 0.3370 (0.3787) loss_giou_dn_0: 0.6011 (0.5831) loss_class_dn_1: 0.4209 (0.4186) loss_bbox_dn_1: 0.2749 (0.3000) loss_giou_dn_1: 0.4952 (0.4840) loss_class_dn_2: 0.4062 (0.3978) loss_bbox_dn_2: 0.2628 (0.2804) loss_giou_dn_2: 0.4635 (0.4602) loss_class_dn_3: 0.3989 (0.3914) loss_bbox_dn_3: 0.2594 (0.2773) loss_giou_dn_3: 0.4509 (0.4554) loss_class_dn_4: 0.3954 (0.3894) loss_bbox_dn_4: 0.2588 (0.2765) loss_giou_dn_4: 0.4481 (0.4540) loss_class_hybrid: 0.7408 (0.7692) loss_bbox_hybrid: 0.1869 (0.1955) loss_giou_hybrid: 0.4406 (0.4268) loss_class_0_hybrid: 0.8044 (0.8406) loss_bbox_0_hybrid: 0.2049 (0.2046) loss_giou_0_hybrid: 0.4631 (0.4439) loss_class_1_hybrid: 0.7508 (0.7962) loss_bbox_1_hybrid: 0.1942 (0.1992) loss_giou_1_hybrid: 0.4405 (0.4337) loss_class_2_hybrid: 0.7530 (0.7818) loss_bbox_2_hybrid: 0.1900 (0.1959) loss_giou_2_hybrid: 0.4421 (0.4284) loss_class_3_hybrid: 0.7357 (0.7727) loss_bbox_3_hybrid: 0.1907 (0.1954) loss_giou_3_hybrid: 0.4454 (0.4271) loss_class_4_hybrid: 0.7378 (0.7695) loss_bbox_4_hybrid: 0.1883 (0.1955) loss_giou_4_hybrid: 0.4444 (0.4269) loss_class_enc_hybrid: 0.7502 (0.8009) loss_bbox_enc_hybrid: 0.2486 (0.2446) loss_giou_enc_hybrid: 0.5218 (0.5057) mem: 1011 max mem: 36965 [2024-01-15 10:51:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:52:34 det.util.engine] INFO: Epoch: [6] [3250/11727] eta: 2:32:23 lr: 0.000100 data_time: 0.0039 iter_time: 1.0204 loss: 27.8138 (27.1385) loss_class: 0.7730 (0.7655) loss_bbox: 0.1816 (0.1823) loss_giou: 0.4344 (0.3966) loss_class_0: 0.9759 (0.9588) loss_bbox_0: 0.1880 (0.1813) loss_giou_0: 0.4124 (0.3993) loss_class_1: 0.8405 (0.8278) loss_bbox_1: 0.1884 (0.1833) loss_giou_1: 0.4214 (0.3993) loss_class_2: 0.8124 (0.7940) loss_bbox_2: 0.1806 (0.1812) loss_giou_2: 0.4157 (0.3965) loss_class_3: 0.7922 (0.7755) loss_bbox_3: 0.1772 (0.1816) loss_giou_3: 0.4256 (0.3962) loss_class_4: 0.7799 (0.7671) loss_bbox_4: 0.1816 (0.1822) loss_giou_4: 0.4253 (0.3967) loss_class_enc: 0.8958 (0.8973) loss_bbox_enc: 0.2221 (0.2175) loss_giou_enc: 0.4650 (0.4533) loss_class_dn: 0.4001 (0.3896) loss_bbox_dn: 0.2793 (0.2766) loss_giou_dn: 0.4731 (0.4541) loss_class_dn_0: 0.4782 (0.4811) loss_bbox_dn_0: 0.3841 (0.3789) loss_giou_dn_0: 0.5935 (0.5831) loss_class_dn_1: 0.4284 (0.4186) loss_bbox_dn_1: 0.3031 (0.3001) loss_giou_dn_1: 0.5038 (0.4840) loss_class_dn_2: 0.4050 (0.3979) loss_bbox_dn_2: 0.2827 (0.2805) loss_giou_dn_2: 0.4786 (0.4601) loss_class_dn_3: 0.4008 (0.3915) loss_bbox_dn_3: 0.2804 (0.2774) loss_giou_dn_3: 0.4758 (0.4553) loss_class_dn_4: 0.3991 (0.3895) loss_bbox_dn_4: 0.2792 (0.2766) loss_giou_dn_4: 0.4732 (0.4540) loss_class_hybrid: 0.7629 (0.7692) loss_bbox_hybrid: 0.1964 (0.1956) loss_giou_hybrid: 0.4569 (0.4269) loss_class_0_hybrid: 0.8463 (0.8408) loss_bbox_0_hybrid: 0.2058 (0.2048) loss_giou_0_hybrid: 0.4611 (0.4439) loss_class_1_hybrid: 0.8155 (0.7963) loss_bbox_1_hybrid: 0.2024 (0.1993) loss_giou_1_hybrid: 0.4564 (0.4338) loss_class_2_hybrid: 0.7837 (0.7819) loss_bbox_2_hybrid: 0.1987 (0.1960) loss_giou_2_hybrid: 0.4535 (0.4285) loss_class_3_hybrid: 0.7735 (0.7728) loss_bbox_3_hybrid: 0.1986 (0.1955) loss_giou_3_hybrid: 0.4566 (0.4272) loss_class_4_hybrid: 0.7695 (0.7696) loss_bbox_4_hybrid: 0.1962 (0.1956) loss_giou_4_hybrid: 0.4536 (0.4270) loss_class_enc_hybrid: 0.8091 (0.8009) loss_bbox_enc_hybrid: 0.2376 (0.2447) loss_giou_enc_hybrid: 0.5330 (0.5057) mem: 1022 max mem: 36965 [2024-01-15 10:52:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:53:28 det.util.engine] INFO: Epoch: [6] [3300/11727] eta: 2:31:30 lr: 0.000100 data_time: 0.0029 iter_time: 1.0866 loss: 26.8726 (27.1422) loss_class: 0.7268 (0.7655) loss_bbox: 0.1767 (0.1824) loss_giou: 0.4101 (0.3967) loss_class_0: 0.9174 (0.9588) loss_bbox_0: 0.1869 (0.1814) loss_giou_0: 0.4193 (0.3993) loss_class_1: 0.7777 (0.8277) loss_bbox_1: 0.1797 (0.1835) loss_giou_1: 0.4139 (0.3994) loss_class_2: 0.7655 (0.7941) loss_bbox_2: 0.1696 (0.1813) loss_giou_2: 0.3986 (0.3966) loss_class_3: 0.7583 (0.7755) loss_bbox_3: 0.1692 (0.1817) loss_giou_3: 0.3950 (0.3962) loss_class_4: 0.7540 (0.7671) loss_bbox_4: 0.1717 (0.1823) loss_giou_4: 0.4088 (0.3968) loss_class_enc: 0.8576 (0.8974) loss_bbox_enc: 0.2101 (0.2176) loss_giou_enc: 0.4514 (0.4533) loss_class_dn: 0.3952 (0.3897) loss_bbox_dn: 0.2490 (0.2767) loss_giou_dn: 0.4586 (0.4541) loss_class_dn_0: 0.4774 (0.4811) loss_bbox_dn_0: 0.3539 (0.3790) loss_giou_dn_0: 0.5882 (0.5831) loss_class_dn_1: 0.4227 (0.4187) loss_bbox_dn_1: 0.2686 (0.3002) loss_giou_dn_1: 0.4819 (0.4839) loss_class_dn_2: 0.3997 (0.3979) loss_bbox_dn_2: 0.2531 (0.2806) loss_giou_dn_2: 0.4631 (0.4601) loss_class_dn_3: 0.3968 (0.3915) loss_bbox_dn_3: 0.2500 (0.2775) loss_giou_dn_3: 0.4584 (0.4553) loss_class_dn_4: 0.3984 (0.3896) loss_bbox_dn_4: 0.2491 (0.2767) loss_giou_dn_4: 0.4578 (0.4539) loss_class_hybrid: 0.7302 (0.7692) loss_bbox_hybrid: 0.1991 (0.1958) loss_giou_hybrid: 0.4312 (0.4269) loss_class_0_hybrid: 0.8196 (0.8409) loss_bbox_0_hybrid: 0.2117 (0.2049) loss_giou_0_hybrid: 0.4529 (0.4440) loss_class_1_hybrid: 0.7457 (0.7963) loss_bbox_1_hybrid: 0.2057 (0.1995) loss_giou_1_hybrid: 0.4397 (0.4338) loss_class_2_hybrid: 0.7427 (0.7819) loss_bbox_2_hybrid: 0.2043 (0.1962) loss_giou_2_hybrid: 0.4281 (0.4285) loss_class_3_hybrid: 0.7306 (0.7728) loss_bbox_3_hybrid: 0.2035 (0.1957) loss_giou_3_hybrid: 0.4280 (0.4272) loss_class_4_hybrid: 0.7344 (0.7695) loss_bbox_4_hybrid: 0.2046 (0.1958) loss_giou_4_hybrid: 0.4302 (0.4270) loss_class_enc_hybrid: 0.7723 (0.8010) loss_bbox_enc_hybrid: 0.2439 (0.2449) loss_giou_enc_hybrid: 0.5239 (0.5058) mem: 1022 max mem: 36965 [2024-01-15 10:53:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:54:22 det.util.engine] INFO: Epoch: [6] [3350/11727] eta: 2:30:36 lr: 0.000100 data_time: 0.0031 iter_time: 1.0974 loss: 25.9984 (27.1387) loss_class: 0.7235 (0.7652) loss_bbox: 0.1738 (0.1823) loss_giou: 0.4124 (0.3968) loss_class_0: 0.9216 (0.9585) loss_bbox_0: 0.1665 (0.1813) loss_giou_0: 0.4145 (0.3994) loss_class_1: 0.7855 (0.8275) loss_bbox_1: 0.1634 (0.1834) loss_giou_1: 0.4128 (0.3995) loss_class_2: 0.7618 (0.7937) loss_bbox_2: 0.1630 (0.1812) loss_giou_2: 0.4101 (0.3967) loss_class_3: 0.7435 (0.7752) loss_bbox_3: 0.1721 (0.1817) loss_giou_3: 0.4107 (0.3964) loss_class_4: 0.7260 (0.7667) loss_bbox_4: 0.1721 (0.1823) loss_giou_4: 0.4084 (0.3970) loss_class_enc: 0.8619 (0.8972) loss_bbox_enc: 0.1967 (0.2174) loss_giou_enc: 0.4616 (0.4534) loss_class_dn: 0.3873 (0.3897) loss_bbox_dn: 0.2515 (0.2765) loss_giou_dn: 0.4628 (0.4541) loss_class_dn_0: 0.4843 (0.4811) loss_bbox_dn_0: 0.3454 (0.3788) loss_giou_dn_0: 0.5818 (0.5831) loss_class_dn_1: 0.4164 (0.4187) loss_bbox_dn_1: 0.2763 (0.2999) loss_giou_dn_1: 0.4930 (0.4839) loss_class_dn_2: 0.3965 (0.3980) loss_bbox_dn_2: 0.2563 (0.2803) loss_giou_dn_2: 0.4699 (0.4601) loss_class_dn_3: 0.3900 (0.3916) loss_bbox_dn_3: 0.2543 (0.2773) loss_giou_dn_3: 0.4646 (0.4553) loss_class_dn_4: 0.3856 (0.3896) loss_bbox_dn_4: 0.2515 (0.2764) loss_giou_dn_4: 0.4624 (0.4540) loss_class_hybrid: 0.7331 (0.7689) loss_bbox_hybrid: 0.1742 (0.1957) loss_giou_hybrid: 0.4400 (0.4272) loss_class_0_hybrid: 0.8110 (0.8407) loss_bbox_0_hybrid: 0.1856 (0.2048) loss_giou_0_hybrid: 0.4581 (0.4442) loss_class_1_hybrid: 0.7515 (0.7961) loss_bbox_1_hybrid: 0.1773 (0.1994) loss_giou_1_hybrid: 0.4464 (0.4341) loss_class_2_hybrid: 0.7497 (0.7817) loss_bbox_2_hybrid: 0.1748 (0.1961) loss_giou_2_hybrid: 0.4402 (0.4288) loss_class_3_hybrid: 0.7370 (0.7726) loss_bbox_3_hybrid: 0.1761 (0.1956) loss_giou_3_hybrid: 0.4411 (0.4275) loss_class_4_hybrid: 0.7360 (0.7693) loss_bbox_4_hybrid: 0.1761 (0.1958) loss_giou_4_hybrid: 0.4395 (0.4273) loss_class_enc_hybrid: 0.7940 (0.8008) loss_bbox_enc_hybrid: 0.2295 (0.2447) loss_giou_enc_hybrid: 0.5153 (0.5060) mem: 1024 max mem: 36965 [2024-01-15 10:54:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:55:18 det.util.engine] INFO: Epoch: [6] [3400/11727] eta: 2:29:47 lr: 0.000100 data_time: 0.0028 iter_time: 1.1440 loss: 26.7052 (27.1324) loss_class: 0.7463 (0.7651) loss_bbox: 0.1633 (0.1822) loss_giou: 0.3703 (0.3968) loss_class_0: 0.9242 (0.9583) loss_bbox_0: 0.1501 (0.1811) loss_giou_0: 0.3768 (0.3994) loss_class_1: 0.8433 (0.8278) loss_bbox_1: 0.1651 (0.1831) loss_giou_1: 0.3715 (0.3995) loss_class_2: 0.7955 (0.7938) loss_bbox_2: 0.1622 (0.1810) loss_giou_2: 0.3702 (0.3967) loss_class_3: 0.7734 (0.7752) loss_bbox_3: 0.1636 (0.1815) loss_giou_3: 0.3745 (0.3964) loss_class_4: 0.7486 (0.7666) loss_bbox_4: 0.1590 (0.1821) loss_giou_4: 0.3703 (0.3970) loss_class_enc: 0.8668 (0.8973) loss_bbox_enc: 0.1858 (0.2172) loss_giou_enc: 0.4254 (0.4533) loss_class_dn: 0.3925 (0.3898) loss_bbox_dn: 0.2156 (0.2761) loss_giou_dn: 0.4451 (0.4540) loss_class_dn_0: 0.4904 (0.4812) loss_bbox_dn_0: 0.3273 (0.3783) loss_giou_dn_0: 0.5608 (0.5830) loss_class_dn_1: 0.4191 (0.4188) loss_bbox_dn_1: 0.2367 (0.2995) loss_giou_dn_1: 0.4680 (0.4838) loss_class_dn_2: 0.3998 (0.3980) loss_bbox_dn_2: 0.2216 (0.2799) loss_giou_dn_2: 0.4500 (0.4600) loss_class_dn_3: 0.3932 (0.3916) loss_bbox_dn_3: 0.2162 (0.2769) loss_giou_dn_3: 0.4464 (0.4552) loss_class_dn_4: 0.3918 (0.3897) loss_bbox_dn_4: 0.2155 (0.2760) loss_giou_dn_4: 0.4442 (0.4539) loss_class_hybrid: 0.7531 (0.7689) loss_bbox_hybrid: 0.1749 (0.1955) loss_giou_hybrid: 0.3976 (0.4272) loss_class_0_hybrid: 0.8053 (0.8407) loss_bbox_0_hybrid: 0.1763 (0.2045) loss_giou_0_hybrid: 0.4239 (0.4442) loss_class_1_hybrid: 0.7718 (0.7960) loss_bbox_1_hybrid: 0.1779 (0.1992) loss_giou_1_hybrid: 0.4077 (0.4341) loss_class_2_hybrid: 0.7743 (0.7817) loss_bbox_2_hybrid: 0.1735 (0.1959) loss_giou_2_hybrid: 0.3936 (0.4287) loss_class_3_hybrid: 0.7535 (0.7726) loss_bbox_3_hybrid: 0.1735 (0.1954) loss_giou_3_hybrid: 0.3981 (0.4275) loss_class_4_hybrid: 0.7556 (0.7692) loss_bbox_4_hybrid: 0.1761 (0.1955) loss_giou_4_hybrid: 0.3993 (0.4273) loss_class_enc_hybrid: 0.7912 (0.8007) loss_bbox_enc_hybrid: 0.2233 (0.2444) loss_giou_enc_hybrid: 0.4870 (0.5060) mem: 1016 max mem: 36965 [2024-01-15 10:55:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:56:12 det.util.engine] INFO: Epoch: [6] [3450/11727] eta: 2:28:53 lr: 0.000100 data_time: 0.0029 iter_time: 1.1062 loss: 27.3387 (27.1377) loss_class: 0.7670 (0.7653) loss_bbox: 0.1743 (0.1822) loss_giou: 0.4131 (0.3969) loss_class_0: 0.9549 (0.9584) loss_bbox_0: 0.1723 (0.1811) loss_giou_0: 0.4061 (0.3996) loss_class_1: 0.8463 (0.8281) loss_bbox_1: 0.1693 (0.1831) loss_giou_1: 0.3965 (0.3995) loss_class_2: 0.7838 (0.7941) loss_bbox_2: 0.1653 (0.1810) loss_giou_2: 0.4092 (0.3968) loss_class_3: 0.7793 (0.7754) loss_bbox_3: 0.1712 (0.1815) loss_giou_3: 0.4049 (0.3965) loss_class_4: 0.7588 (0.7668) loss_bbox_4: 0.1719 (0.1821) loss_giou_4: 0.4146 (0.3971) loss_class_enc: 0.9033 (0.8973) loss_bbox_enc: 0.1992 (0.2172) loss_giou_enc: 0.4481 (0.4535) loss_class_dn: 0.3999 (0.3899) loss_bbox_dn: 0.2601 (0.2761) loss_giou_dn: 0.4324 (0.4539) loss_class_dn_0: 0.4807 (0.4812) loss_bbox_dn_0: 0.3604 (0.3783) loss_giou_dn_0: 0.5761 (0.5830) loss_class_dn_1: 0.4275 (0.4188) loss_bbox_dn_1: 0.2792 (0.2996) loss_giou_dn_1: 0.4652 (0.4838) loss_class_dn_2: 0.4049 (0.3981) loss_bbox_dn_2: 0.2641 (0.2800) loss_giou_dn_2: 0.4366 (0.4600) loss_class_dn_3: 0.3988 (0.3917) loss_bbox_dn_3: 0.2594 (0.2769) loss_giou_dn_3: 0.4340 (0.4552) loss_class_dn_4: 0.4012 (0.3898) loss_bbox_dn_4: 0.2601 (0.2761) loss_giou_dn_4: 0.4324 (0.4538) loss_class_hybrid: 0.7633 (0.7689) loss_bbox_hybrid: 0.1937 (0.1956) loss_giou_hybrid: 0.4504 (0.4274) loss_class_0_hybrid: 0.8247 (0.8408) loss_bbox_0_hybrid: 0.2030 (0.2046) loss_giou_0_hybrid: 0.4748 (0.4445) loss_class_1_hybrid: 0.7870 (0.7962) loss_bbox_1_hybrid: 0.1983 (0.1992) loss_giou_1_hybrid: 0.4546 (0.4343) loss_class_2_hybrid: 0.7736 (0.7817) loss_bbox_2_hybrid: 0.1981 (0.1960) loss_giou_2_hybrid: 0.4573 (0.4290) loss_class_3_hybrid: 0.7704 (0.7727) loss_bbox_3_hybrid: 0.2007 (0.1955) loss_giou_3_hybrid: 0.4505 (0.4277) loss_class_4_hybrid: 0.7679 (0.7693) loss_bbox_4_hybrid: 0.1931 (0.1956) loss_giou_4_hybrid: 0.4509 (0.4275) loss_class_enc_hybrid: 0.8022 (0.8008) loss_bbox_enc_hybrid: 0.2356 (0.2445) loss_giou_enc_hybrid: 0.5357 (0.5063) mem: 1029 max mem: 36965 [2024-01-15 10:56:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:57:07 det.util.engine] INFO: Epoch: [6] [3500/11727] eta: 2:28:01 lr: 0.000100 data_time: 0.0030 iter_time: 1.1077 loss: 28.1279 (27.1380) loss_class: 0.8402 (0.7659) loss_bbox: 0.1743 (0.1821) loss_giou: 0.3860 (0.3964) loss_class_0: 0.9587 (0.9590) loss_bbox_0: 0.1875 (0.1811) loss_giou_0: 0.3931 (0.3991) loss_class_1: 0.8638 (0.8287) loss_bbox_1: 0.1777 (0.1831) loss_giou_1: 0.3940 (0.3990) loss_class_2: 0.8347 (0.7945) loss_bbox_2: 0.1880 (0.1810) loss_giou_2: 0.3934 (0.3964) loss_class_3: 0.8219 (0.7758) loss_bbox_3: 0.1855 (0.1815) loss_giou_3: 0.3913 (0.3961) loss_class_4: 0.8136 (0.7673) loss_bbox_4: 0.1871 (0.1821) loss_giou_4: 0.3893 (0.3966) loss_class_enc: 0.9254 (0.8978) loss_bbox_enc: 0.2198 (0.2171) loss_giou_enc: 0.4453 (0.4531) loss_class_dn: 0.3950 (0.3899) loss_bbox_dn: 0.2822 (0.2763) loss_giou_dn: 0.4621 (0.4537) loss_class_dn_0: 0.4827 (0.4812) loss_bbox_dn_0: 0.3959 (0.3785) loss_giou_dn_0: 0.5870 (0.5828) loss_class_dn_1: 0.4251 (0.4188) loss_bbox_dn_1: 0.3136 (0.2997) loss_giou_dn_1: 0.4959 (0.4836) loss_class_dn_2: 0.4034 (0.3981) loss_bbox_dn_2: 0.2923 (0.2802) loss_giou_dn_2: 0.4656 (0.4597) loss_class_dn_3: 0.4002 (0.3917) loss_bbox_dn_3: 0.2825 (0.2771) loss_giou_dn_3: 0.4629 (0.4550) loss_class_dn_4: 0.3969 (0.3898) loss_bbox_dn_4: 0.2821 (0.2763) loss_giou_dn_4: 0.4619 (0.4536) loss_class_hybrid: 0.8187 (0.7695) loss_bbox_hybrid: 0.1941 (0.1956) loss_giou_hybrid: 0.4104 (0.4270) loss_class_0_hybrid: 0.8618 (0.8413) loss_bbox_0_hybrid: 0.2115 (0.2046) loss_giou_0_hybrid: 0.4270 (0.4440) loss_class_1_hybrid: 0.8256 (0.7967) loss_bbox_1_hybrid: 0.2047 (0.1992) loss_giou_1_hybrid: 0.4227 (0.4338) loss_class_2_hybrid: 0.8267 (0.7823) loss_bbox_2_hybrid: 0.1981 (0.1959) loss_giou_2_hybrid: 0.4157 (0.4285) loss_class_3_hybrid: 0.8170 (0.7732) loss_bbox_3_hybrid: 0.1976 (0.1955) loss_giou_3_hybrid: 0.4100 (0.4272) loss_class_4_hybrid: 0.8145 (0.7699) loss_bbox_4_hybrid: 0.1968 (0.1956) loss_giou_4_hybrid: 0.4078 (0.4271) loss_class_enc_hybrid: 0.8297 (0.8013) loss_bbox_enc_hybrid: 0.2484 (0.2445) loss_giou_enc_hybrid: 0.4807 (0.5058) mem: 1023 max mem: 36965 [2024-01-15 10:57:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:58:01 det.util.engine] INFO: Epoch: [6] [3550/11727] eta: 2:27:08 lr: 0.000100 data_time: 0.0034 iter_time: 1.0805 loss: 26.9102 (27.1413) loss_class: 0.7574 (0.7659) loss_bbox: 0.1618 (0.1823) loss_giou: 0.4076 (0.3965) loss_class_0: 0.9407 (0.9588) loss_bbox_0: 0.1641 (0.1812) loss_giou_0: 0.3891 (0.3993) loss_class_1: 0.8479 (0.8288) loss_bbox_1: 0.1665 (0.1832) loss_giou_1: 0.3811 (0.3991) loss_class_2: 0.7861 (0.7944) loss_bbox_2: 0.1617 (0.1812) loss_giou_2: 0.3999 (0.3965) loss_class_3: 0.7623 (0.7757) loss_bbox_3: 0.1582 (0.1817) loss_giou_3: 0.4060 (0.3962) loss_class_4: 0.7540 (0.7673) loss_bbox_4: 0.1644 (0.1823) loss_giou_4: 0.4132 (0.3968) loss_class_enc: 0.8734 (0.8978) loss_bbox_enc: 0.2049 (0.2173) loss_giou_enc: 0.4454 (0.4532) loss_class_dn: 0.3871 (0.3899) loss_bbox_dn: 0.2708 (0.2763) loss_giou_dn: 0.4507 (0.4537) loss_class_dn_0: 0.4768 (0.4812) loss_bbox_dn_0: 0.3504 (0.3786) loss_giou_dn_0: 0.5881 (0.5828) loss_class_dn_1: 0.4141 (0.4187) loss_bbox_dn_1: 0.2989 (0.2998) loss_giou_dn_1: 0.4768 (0.4836) loss_class_dn_2: 0.4018 (0.3980) loss_bbox_dn_2: 0.2757 (0.2802) loss_giou_dn_2: 0.4565 (0.4598) loss_class_dn_3: 0.3911 (0.3917) loss_bbox_dn_3: 0.2700 (0.2771) loss_giou_dn_3: 0.4531 (0.4550) loss_class_dn_4: 0.3875 (0.3897) loss_bbox_dn_4: 0.2707 (0.2763) loss_giou_dn_4: 0.4508 (0.4536) loss_class_hybrid: 0.7386 (0.7694) loss_bbox_hybrid: 0.1833 (0.1958) loss_giou_hybrid: 0.4196 (0.4271) loss_class_0_hybrid: 0.8417 (0.8413) loss_bbox_0_hybrid: 0.1963 (0.2047) loss_giou_0_hybrid: 0.4353 (0.4441) loss_class_1_hybrid: 0.8030 (0.7966) loss_bbox_1_hybrid: 0.1897 (0.1993) loss_giou_1_hybrid: 0.4304 (0.4339) loss_class_2_hybrid: 0.7898 (0.7822) loss_bbox_2_hybrid: 0.1880 (0.1961) loss_giou_2_hybrid: 0.4230 (0.4286) loss_class_3_hybrid: 0.7687 (0.7731) loss_bbox_3_hybrid: 0.1856 (0.1957) loss_giou_3_hybrid: 0.4218 (0.4274) loss_class_4_hybrid: 0.7506 (0.7697) loss_bbox_4_hybrid: 0.1835 (0.1958) loss_giou_4_hybrid: 0.4207 (0.4272) loss_class_enc_hybrid: 0.7872 (0.8012) loss_bbox_enc_hybrid: 0.2391 (0.2447) loss_giou_enc_hybrid: 0.5033 (0.5060) mem: 1017 max mem: 36965 [2024-01-15 10:58:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:58:55 det.util.engine] INFO: Epoch: [6] [3600/11727] eta: 2:26:12 lr: 0.000100 data_time: 0.0028 iter_time: 1.0498 loss: 27.7831 (27.1490) loss_class: 0.7551 (0.7664) loss_bbox: 0.1812 (0.1823) loss_giou: 0.4073 (0.3965) loss_class_0: 0.9712 (0.9591) loss_bbox_0: 0.1852 (0.1812) loss_giou_0: 0.4034 (0.3993) loss_class_1: 0.8553 (0.8292) loss_bbox_1: 0.1904 (0.1832) loss_giou_1: 0.4098 (0.3991) loss_class_2: 0.7903 (0.7949) loss_bbox_2: 0.1901 (0.1812) loss_giou_2: 0.4068 (0.3965) loss_class_3: 0.7966 (0.7762) loss_bbox_3: 0.1810 (0.1817) loss_giou_3: 0.4170 (0.3962) loss_class_4: 0.7667 (0.7678) loss_bbox_4: 0.1831 (0.1823) loss_giou_4: 0.4103 (0.3967) loss_class_enc: 0.9108 (0.8983) loss_bbox_enc: 0.2276 (0.2173) loss_giou_enc: 0.4346 (0.4531) loss_class_dn: 0.3854 (0.3899) loss_bbox_dn: 0.2615 (0.2765) loss_giou_dn: 0.4478 (0.4538) loss_class_dn_0: 0.4762 (0.4812) loss_bbox_dn_0: 0.3777 (0.3788) loss_giou_dn_0: 0.5830 (0.5829) loss_class_dn_1: 0.4145 (0.4187) loss_bbox_dn_1: 0.2829 (0.3000) loss_giou_dn_1: 0.4867 (0.4836) loss_class_dn_2: 0.3966 (0.3981) loss_bbox_dn_2: 0.2682 (0.2804) loss_giou_dn_2: 0.4572 (0.4598) loss_class_dn_3: 0.3876 (0.3917) loss_bbox_dn_3: 0.2625 (0.2773) loss_giou_dn_3: 0.4488 (0.4550) loss_class_dn_4: 0.3842 (0.3897) loss_bbox_dn_4: 0.2613 (0.2765) loss_giou_dn_4: 0.4478 (0.4537) loss_class_hybrid: 0.7534 (0.7697) loss_bbox_hybrid: 0.1965 (0.1958) loss_giou_hybrid: 0.4279 (0.4271) loss_class_0_hybrid: 0.8518 (0.8417) loss_bbox_0_hybrid: 0.2107 (0.2047) loss_giou_0_hybrid: 0.4367 (0.4441) loss_class_1_hybrid: 0.7854 (0.7970) loss_bbox_1_hybrid: 0.2037 (0.1993) loss_giou_1_hybrid: 0.4312 (0.4340) loss_class_2_hybrid: 0.7722 (0.7826) loss_bbox_2_hybrid: 0.2022 (0.1961) loss_giou_2_hybrid: 0.4274 (0.4287) loss_class_3_hybrid: 0.7749 (0.7735) loss_bbox_3_hybrid: 0.1998 (0.1957) loss_giou_3_hybrid: 0.4257 (0.4274) loss_class_4_hybrid: 0.7612 (0.7701) loss_bbox_4_hybrid: 0.1988 (0.1958) loss_giou_4_hybrid: 0.4268 (0.4272) loss_class_enc_hybrid: 0.8024 (0.8016) loss_bbox_enc_hybrid: 0.2518 (0.2447) loss_giou_enc_hybrid: 0.4901 (0.5060) mem: 1032 max mem: 36965 [2024-01-15 10:58:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 10:59:50 det.util.engine] INFO: Epoch: [6] [3650/11727] eta: 2:25:22 lr: 0.000100 data_time: 0.0031 iter_time: 1.1149 loss: 26.2793 (27.1433) loss_class: 0.7545 (0.7662) loss_bbox: 0.1782 (0.1823) loss_giou: 0.3491 (0.3966) loss_class_0: 0.9247 (0.9587) loss_bbox_0: 0.1568 (0.1811) loss_giou_0: 0.3682 (0.3993) loss_class_1: 0.8139 (0.8289) loss_bbox_1: 0.1614 (0.1832) loss_giou_1: 0.3594 (0.3992) loss_class_2: 0.7867 (0.7947) loss_bbox_2: 0.1719 (0.1812) loss_giou_2: 0.3588 (0.3965) loss_class_3: 0.7643 (0.7760) loss_bbox_3: 0.1765 (0.1817) loss_giou_3: 0.3622 (0.3963) loss_class_4: 0.7557 (0.7676) loss_bbox_4: 0.1783 (0.1822) loss_giou_4: 0.3518 (0.3968) loss_class_enc: 0.8764 (0.8980) loss_bbox_enc: 0.1928 (0.2171) loss_giou_enc: 0.3957 (0.4531) loss_class_dn: 0.3745 (0.3898) loss_bbox_dn: 0.2417 (0.2763) loss_giou_dn: 0.4189 (0.4538) loss_class_dn_0: 0.4677 (0.4812) loss_bbox_dn_0: 0.3254 (0.3785) loss_giou_dn_0: 0.5505 (0.5829) loss_class_dn_1: 0.4055 (0.4187) loss_bbox_dn_1: 0.2603 (0.2998) loss_giou_dn_1: 0.4501 (0.4837) loss_class_dn_2: 0.3797 (0.3980) loss_bbox_dn_2: 0.2420 (0.2802) loss_giou_dn_2: 0.4235 (0.4598) loss_class_dn_3: 0.3785 (0.3916) loss_bbox_dn_3: 0.2416 (0.2771) loss_giou_dn_3: 0.4207 (0.4550) loss_class_dn_4: 0.3757 (0.3897) loss_bbox_dn_4: 0.2416 (0.2763) loss_giou_dn_4: 0.4188 (0.4537) loss_class_hybrid: 0.7532 (0.7695) loss_bbox_hybrid: 0.1771 (0.1957) loss_giou_hybrid: 0.3685 (0.4272) loss_class_0_hybrid: 0.8149 (0.8413) loss_bbox_0_hybrid: 0.1846 (0.2045) loss_giou_0_hybrid: 0.3723 (0.4442) loss_class_1_hybrid: 0.7856 (0.7967) loss_bbox_1_hybrid: 0.1740 (0.1993) loss_giou_1_hybrid: 0.3667 (0.4341) loss_class_2_hybrid: 0.7808 (0.7823) loss_bbox_2_hybrid: 0.1715 (0.1960) loss_giou_2_hybrid: 0.3697 (0.4288) loss_class_3_hybrid: 0.7575 (0.7732) loss_bbox_3_hybrid: 0.1749 (0.1956) loss_giou_3_hybrid: 0.3723 (0.4275) loss_class_4_hybrid: 0.7453 (0.7699) loss_bbox_4_hybrid: 0.1751 (0.1957) loss_giou_4_hybrid: 0.3677 (0.4273) loss_class_enc_hybrid: 0.7882 (0.8013) loss_bbox_enc_hybrid: 0.2129 (0.2445) loss_giou_enc_hybrid: 0.4207 (0.5060) mem: 1028 max mem: 36965 [2024-01-15 10:59:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:00:44 det.util.engine] INFO: Epoch: [6] [3700/11727] eta: 2:24:28 lr: 0.000100 data_time: 0.0028 iter_time: 1.0996 loss: 26.9736 (27.1438) loss_class: 0.7128 (0.7661) loss_bbox: 0.1806 (0.1823) loss_giou: 0.3948 (0.3966) loss_class_0: 0.9070 (0.9586) loss_bbox_0: 0.1869 (0.1812) loss_giou_0: 0.4095 (0.3994) loss_class_1: 0.7825 (0.8286) loss_bbox_1: 0.1785 (0.1833) loss_giou_1: 0.4095 (0.3993) loss_class_2: 0.7466 (0.7945) loss_bbox_2: 0.1766 (0.1813) loss_giou_2: 0.3980 (0.3966) loss_class_3: 0.7382 (0.7759) loss_bbox_3: 0.1803 (0.1817) loss_giou_3: 0.3990 (0.3963) loss_class_4: 0.7096 (0.7675) loss_bbox_4: 0.1809 (0.1823) loss_giou_4: 0.3939 (0.3968) loss_class_enc: 0.8519 (0.8978) loss_bbox_enc: 0.2259 (0.2173) loss_giou_enc: 0.4670 (0.4533) loss_class_dn: 0.3916 (0.3898) loss_bbox_dn: 0.2525 (0.2764) loss_giou_dn: 0.4574 (0.4538) loss_class_dn_0: 0.4703 (0.4811) loss_bbox_dn_0: 0.3726 (0.3787) loss_giou_dn_0: 0.5919 (0.5831) loss_class_dn_1: 0.4134 (0.4186) loss_bbox_dn_1: 0.2757 (0.2998) loss_giou_dn_1: 0.4829 (0.4837) loss_class_dn_2: 0.3955 (0.3980) loss_bbox_dn_2: 0.2585 (0.2803) loss_giou_dn_2: 0.4630 (0.4599) loss_class_dn_3: 0.3917 (0.3916) loss_bbox_dn_3: 0.2536 (0.2772) loss_giou_dn_3: 0.4590 (0.4551) loss_class_dn_4: 0.3920 (0.3897) loss_bbox_dn_4: 0.2525 (0.2764) loss_giou_dn_4: 0.4575 (0.4537) loss_class_hybrid: 0.7297 (0.7693) loss_bbox_hybrid: 0.2040 (0.1958) loss_giou_hybrid: 0.4267 (0.4273) loss_class_0_hybrid: 0.7830 (0.8411) loss_bbox_0_hybrid: 0.2044 (0.2046) loss_giou_0_hybrid: 0.4448 (0.4443) loss_class_1_hybrid: 0.7437 (0.7965) loss_bbox_1_hybrid: 0.1976 (0.1993) loss_giou_1_hybrid: 0.4349 (0.4342) loss_class_2_hybrid: 0.7302 (0.7820) loss_bbox_2_hybrid: 0.1960 (0.1961) loss_giou_2_hybrid: 0.4277 (0.4289) loss_class_3_hybrid: 0.7252 (0.7730) loss_bbox_3_hybrid: 0.2016 (0.1957) loss_giou_3_hybrid: 0.4269 (0.4276) loss_class_4_hybrid: 0.7302 (0.7697) loss_bbox_4_hybrid: 0.2041 (0.1958) loss_giou_4_hybrid: 0.4252 (0.4274) loss_class_enc_hybrid: 0.7471 (0.8011) loss_bbox_enc_hybrid: 0.2441 (0.2446) loss_giou_enc_hybrid: 0.5140 (0.5062) mem: 1019 max mem: 36965 [2024-01-15 11:00:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:01:39 det.util.engine] INFO: Epoch: [6] [3750/11727] eta: 2:23:35 lr: 0.000100 data_time: 0.0033 iter_time: 1.0687 loss: 25.7517 (27.1392) loss_class: 0.7206 (0.7661) loss_bbox: 0.1772 (0.1823) loss_giou: 0.3692 (0.3964) loss_class_0: 0.9467 (0.9586) loss_bbox_0: 0.1803 (0.1812) loss_giou_0: 0.3473 (0.3992) loss_class_1: 0.7849 (0.8285) loss_bbox_1: 0.1826 (0.1833) loss_giou_1: 0.3767 (0.3991) loss_class_2: 0.7572 (0.7945) loss_bbox_2: 0.1790 (0.1812) loss_giou_2: 0.3858 (0.3964) loss_class_3: 0.7268 (0.7759) loss_bbox_3: 0.1760 (0.1817) loss_giou_3: 0.3539 (0.3962) loss_class_4: 0.7300 (0.7675) loss_bbox_4: 0.1783 (0.1823) loss_giou_4: 0.3692 (0.3967) loss_class_enc: 0.8839 (0.8979) loss_bbox_enc: 0.2004 (0.2172) loss_giou_enc: 0.4186 (0.4530) loss_class_dn: 0.3787 (0.3897) loss_bbox_dn: 0.2348 (0.2763) loss_giou_dn: 0.4214 (0.4537) loss_class_dn_0: 0.4741 (0.4811) loss_bbox_dn_0: 0.3487 (0.3786) loss_giou_dn_0: 0.5468 (0.5829) loss_class_dn_1: 0.4168 (0.4186) loss_bbox_dn_1: 0.2652 (0.2998) loss_giou_dn_1: 0.4469 (0.4836) loss_class_dn_2: 0.3884 (0.3979) loss_bbox_dn_2: 0.2360 (0.2802) loss_giou_dn_2: 0.4236 (0.4597) loss_class_dn_3: 0.3798 (0.3915) loss_bbox_dn_3: 0.2355 (0.2771) loss_giou_dn_3: 0.4245 (0.4550) loss_class_dn_4: 0.3776 (0.3896) loss_bbox_dn_4: 0.2348 (0.2763) loss_giou_dn_4: 0.4215 (0.4536) loss_class_hybrid: 0.7441 (0.7694) loss_bbox_hybrid: 0.1757 (0.1957) loss_giou_hybrid: 0.3833 (0.4271) loss_class_0_hybrid: 0.8233 (0.8412) loss_bbox_0_hybrid: 0.2115 (0.2046) loss_giou_0_hybrid: 0.3895 (0.4440) loss_class_1_hybrid: 0.7592 (0.7964) loss_bbox_1_hybrid: 0.1990 (0.1993) loss_giou_1_hybrid: 0.3872 (0.4339) loss_class_2_hybrid: 0.7487 (0.7820) loss_bbox_2_hybrid: 0.1834 (0.1961) loss_giou_2_hybrid: 0.3833 (0.4286) loss_class_3_hybrid: 0.7447 (0.7731) loss_bbox_3_hybrid: 0.1766 (0.1956) loss_giou_3_hybrid: 0.3824 (0.4274) loss_class_4_hybrid: 0.7457 (0.7698) loss_bbox_4_hybrid: 0.1754 (0.1957) loss_giou_4_hybrid: 0.3811 (0.4272) loss_class_enc_hybrid: 0.7969 (0.8012) loss_bbox_enc_hybrid: 0.2447 (0.2446) loss_giou_enc_hybrid: 0.4505 (0.5059) mem: 1025 max mem: 36965 [2024-01-15 11:01:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:02:33 det.util.engine] INFO: Epoch: [6] [3800/11727] eta: 2:22:41 lr: 0.000100 data_time: 0.0030 iter_time: 1.0526 loss: 27.0167 (27.1386) loss_class: 0.7464 (0.7662) loss_bbox: 0.1806 (0.1825) loss_giou: 0.3623 (0.3962) loss_class_0: 0.9316 (0.9587) loss_bbox_0: 0.1803 (0.1812) loss_giou_0: 0.3643 (0.3989) loss_class_1: 0.8122 (0.8287) loss_bbox_1: 0.1793 (0.1834) loss_giou_1: 0.3698 (0.3988) loss_class_2: 0.8044 (0.7948) loss_bbox_2: 0.1721 (0.1813) loss_giou_2: 0.3577 (0.3961) loss_class_3: 0.7742 (0.7761) loss_bbox_3: 0.1684 (0.1818) loss_giou_3: 0.3618 (0.3958) loss_class_4: 0.7672 (0.7677) loss_bbox_4: 0.1685 (0.1824) loss_giou_4: 0.3623 (0.3964) loss_class_enc: 0.8797 (0.8980) loss_bbox_enc: 0.2136 (0.2173) loss_giou_enc: 0.4391 (0.4527) loss_class_dn: 0.3829 (0.3897) loss_bbox_dn: 0.2792 (0.2765) loss_giou_dn: 0.4139 (0.4535) loss_class_dn_0: 0.4917 (0.4812) loss_bbox_dn_0: 0.3865 (0.3789) loss_giou_dn_0: 0.5624 (0.5827) loss_class_dn_1: 0.4204 (0.4187) loss_bbox_dn_1: 0.3209 (0.3000) loss_giou_dn_1: 0.4518 (0.4834) loss_class_dn_2: 0.3977 (0.3979) loss_bbox_dn_2: 0.2923 (0.2804) loss_giou_dn_2: 0.4244 (0.4595) loss_class_dn_3: 0.3897 (0.3915) loss_bbox_dn_3: 0.2811 (0.2773) loss_giou_dn_3: 0.4165 (0.4548) loss_class_dn_4: 0.3840 (0.3896) loss_bbox_dn_4: 0.2794 (0.2765) loss_giou_dn_4: 0.4138 (0.4534) loss_class_hybrid: 0.7331 (0.7695) loss_bbox_hybrid: 0.1997 (0.1958) loss_giou_hybrid: 0.3810 (0.4267) loss_class_0_hybrid: 0.8205 (0.8414) loss_bbox_0_hybrid: 0.2076 (0.2046) loss_giou_0_hybrid: 0.4053 (0.4437) loss_class_1_hybrid: 0.7902 (0.7966) loss_bbox_1_hybrid: 0.1993 (0.1994) loss_giou_1_hybrid: 0.3920 (0.4336) loss_class_2_hybrid: 0.7642 (0.7822) loss_bbox_2_hybrid: 0.2004 (0.1961) loss_giou_2_hybrid: 0.3845 (0.4283) loss_class_3_hybrid: 0.7283 (0.7732) loss_bbox_3_hybrid: 0.1959 (0.1957) loss_giou_3_hybrid: 0.3828 (0.4270) loss_class_4_hybrid: 0.7485 (0.7699) loss_bbox_4_hybrid: 0.1989 (0.1958) loss_giou_4_hybrid: 0.3805 (0.4268) loss_class_enc_hybrid: 0.7939 (0.8014) loss_bbox_enc_hybrid: 0.2453 (0.2447) loss_giou_enc_hybrid: 0.4785 (0.5056) mem: 1018 max mem: 36965 [2024-01-15 11:02:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:03:26 det.util.engine] INFO: Epoch: [6] [3850/11727] eta: 2:21:45 lr: 0.000100 data_time: 0.0032 iter_time: 1.0607 loss: 27.4925 (27.1352) loss_class: 0.7431 (0.7659) loss_bbox: 0.1661 (0.1824) loss_giou: 0.4275 (0.3964) loss_class_0: 0.9247 (0.9584) loss_bbox_0: 0.1738 (0.1812) loss_giou_0: 0.4277 (0.3991) loss_class_1: 0.8215 (0.8284) loss_bbox_1: 0.1645 (0.1833) loss_giou_1: 0.4220 (0.3990) loss_class_2: 0.7652 (0.7945) loss_bbox_2: 0.1659 (0.1812) loss_giou_2: 0.4095 (0.3963) loss_class_3: 0.7533 (0.7758) loss_bbox_3: 0.1597 (0.1817) loss_giou_3: 0.4245 (0.3961) loss_class_4: 0.7439 (0.7674) loss_bbox_4: 0.1627 (0.1823) loss_giou_4: 0.4231 (0.3966) loss_class_enc: 0.8498 (0.8977) loss_bbox_enc: 0.2235 (0.2172) loss_giou_enc: 0.5184 (0.4530) loss_class_dn: 0.3898 (0.3897) loss_bbox_dn: 0.2560 (0.2762) loss_giou_dn: 0.4725 (0.4536) loss_class_dn_0: 0.4709 (0.4812) loss_bbox_dn_0: 0.3582 (0.3785) loss_giou_dn_0: 0.5987 (0.5827) loss_class_dn_1: 0.4148 (0.4186) loss_bbox_dn_1: 0.2839 (0.2997) loss_giou_dn_1: 0.5132 (0.4835) loss_class_dn_2: 0.3979 (0.3979) loss_bbox_dn_2: 0.2595 (0.2801) loss_giou_dn_2: 0.4858 (0.4596) loss_class_dn_3: 0.3909 (0.3915) loss_bbox_dn_3: 0.2570 (0.2770) loss_giou_dn_3: 0.4747 (0.4548) loss_class_dn_4: 0.3895 (0.3896) loss_bbox_dn_4: 0.2560 (0.2762) loss_giou_dn_4: 0.4723 (0.4534) loss_class_hybrid: 0.7248 (0.7692) loss_bbox_hybrid: 0.1855 (0.1958) loss_giou_hybrid: 0.4725 (0.4270) loss_class_0_hybrid: 0.7908 (0.8411) loss_bbox_0_hybrid: 0.1957 (0.2046) loss_giou_0_hybrid: 0.4895 (0.4439) loss_class_1_hybrid: 0.7625 (0.7962) loss_bbox_1_hybrid: 0.1911 (0.1994) loss_giou_1_hybrid: 0.4901 (0.4338) loss_class_2_hybrid: 0.7521 (0.7818) loss_bbox_2_hybrid: 0.1835 (0.1961) loss_giou_2_hybrid: 0.4772 (0.4286) loss_class_3_hybrid: 0.7490 (0.7729) loss_bbox_3_hybrid: 0.1843 (0.1957) loss_giou_3_hybrid: 0.4677 (0.4273) loss_class_4_hybrid: 0.7330 (0.7696) loss_bbox_4_hybrid: 0.1843 (0.1958) loss_giou_4_hybrid: 0.4724 (0.4271) loss_class_enc_hybrid: 0.7450 (0.8012) loss_bbox_enc_hybrid: 0.2323 (0.2446) loss_giou_enc_hybrid: 0.5559 (0.5058) mem: 1020 max mem: 36965 [2024-01-15 11:03:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:04:19 det.util.engine] INFO: Epoch: [6] [3900/11727] eta: 2:20:50 lr: 0.000100 data_time: 0.0033 iter_time: 1.0525 loss: 26.5048 (27.1345) loss_class: 0.7736 (0.7661) loss_bbox: 0.1717 (0.1824) loss_giou: 0.3753 (0.3963) loss_class_0: 0.9764 (0.9586) loss_bbox_0: 0.1597 (0.1811) loss_giou_0: 0.3776 (0.3991) loss_class_1: 0.8355 (0.8286) loss_bbox_1: 0.1602 (0.1833) loss_giou_1: 0.3785 (0.3990) loss_class_2: 0.7868 (0.7947) loss_bbox_2: 0.1629 (0.1812) loss_giou_2: 0.3842 (0.3962) loss_class_3: 0.7826 (0.7760) loss_bbox_3: 0.1631 (0.1817) loss_giou_3: 0.3742 (0.3960) loss_class_4: 0.7800 (0.7676) loss_bbox_4: 0.1679 (0.1823) loss_giou_4: 0.3747 (0.3965) loss_class_enc: 0.8894 (0.8977) loss_bbox_enc: 0.2021 (0.2173) loss_giou_enc: 0.4277 (0.4530) loss_class_dn: 0.3934 (0.3897) loss_bbox_dn: 0.2599 (0.2760) loss_giou_dn: 0.4429 (0.4535) loss_class_dn_0: 0.4777 (0.4813) loss_bbox_dn_0: 0.3186 (0.3783) loss_giou_dn_0: 0.5575 (0.5827) loss_class_dn_1: 0.4274 (0.4187) loss_bbox_dn_1: 0.2766 (0.2995) loss_giou_dn_1: 0.4630 (0.4834) loss_class_dn_2: 0.4030 (0.3979) loss_bbox_dn_2: 0.2576 (0.2799) loss_giou_dn_2: 0.4441 (0.4595) loss_class_dn_3: 0.3989 (0.3915) loss_bbox_dn_3: 0.2584 (0.2768) loss_giou_dn_3: 0.4432 (0.4547) loss_class_dn_4: 0.3948 (0.3896) loss_bbox_dn_4: 0.2601 (0.2760) loss_giou_dn_4: 0.4428 (0.4534) loss_class_hybrid: 0.7719 (0.7693) loss_bbox_hybrid: 0.1868 (0.1958) loss_giou_hybrid: 0.4079 (0.4270) loss_class_0_hybrid: 0.8408 (0.8412) loss_bbox_0_hybrid: 0.1919 (0.2046) loss_giou_0_hybrid: 0.4233 (0.4439) loss_class_1_hybrid: 0.7827 (0.7963) loss_bbox_1_hybrid: 0.1879 (0.1993) loss_giou_1_hybrid: 0.4210 (0.4338) loss_class_2_hybrid: 0.7697 (0.7818) loss_bbox_2_hybrid: 0.1820 (0.1961) loss_giou_2_hybrid: 0.4139 (0.4285) loss_class_3_hybrid: 0.7693 (0.7729) loss_bbox_3_hybrid: 0.1782 (0.1957) loss_giou_3_hybrid: 0.4082 (0.4273) loss_class_4_hybrid: 0.7689 (0.7696) loss_bbox_4_hybrid: 0.1874 (0.1958) loss_giou_4_hybrid: 0.4079 (0.4271) loss_class_enc_hybrid: 0.8039 (0.8012) loss_bbox_enc_hybrid: 0.2277 (0.2446) loss_giou_enc_hybrid: 0.4783 (0.5058) mem: 1026 max mem: 36965 [2024-01-15 11:04:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:05:14 det.util.engine] INFO: Epoch: [6] [3950/11727] eta: 2:19:57 lr: 0.000100 data_time: 0.0034 iter_time: 1.0864 loss: 25.8699 (27.1252) loss_class: 0.7109 (0.7658) loss_bbox: 0.1746 (0.1823) loss_giou: 0.4008 (0.3963) loss_class_0: 0.8813 (0.9583) loss_bbox_0: 0.1699 (0.1810) loss_giou_0: 0.4024 (0.3990) loss_class_1: 0.7686 (0.8283) loss_bbox_1: 0.1691 (0.1832) loss_giou_1: 0.4035 (0.3989) loss_class_2: 0.7274 (0.7944) loss_bbox_2: 0.1675 (0.1811) loss_giou_2: 0.3982 (0.3962) loss_class_3: 0.7168 (0.7757) loss_bbox_3: 0.1675 (0.1816) loss_giou_3: 0.4013 (0.3959) loss_class_4: 0.7025 (0.7672) loss_bbox_4: 0.1745 (0.1822) loss_giou_4: 0.4055 (0.3965) loss_class_enc: 0.8285 (0.8973) loss_bbox_enc: 0.1871 (0.2171) loss_giou_enc: 0.4574 (0.4529) loss_class_dn: 0.3784 (0.3896) loss_bbox_dn: 0.2110 (0.2758) loss_giou_dn: 0.4667 (0.4534) loss_class_dn_0: 0.4714 (0.4812) loss_bbox_dn_0: 0.3333 (0.3781) loss_giou_dn_0: 0.5885 (0.5825) loss_class_dn_1: 0.4037 (0.4186) loss_bbox_dn_1: 0.2397 (0.2993) loss_giou_dn_1: 0.4880 (0.4833) loss_class_dn_2: 0.3830 (0.3978) loss_bbox_dn_2: 0.2151 (0.2797) loss_giou_dn_2: 0.4723 (0.4594) loss_class_dn_3: 0.3770 (0.3914) loss_bbox_dn_3: 0.2127 (0.2766) loss_giou_dn_3: 0.4670 (0.4546) loss_class_dn_4: 0.3793 (0.3895) loss_bbox_dn_4: 0.2107 (0.2758) loss_giou_dn_4: 0.4670 (0.4532) loss_class_hybrid: 0.7353 (0.7691) loss_bbox_hybrid: 0.1651 (0.1957) loss_giou_hybrid: 0.4116 (0.4269) loss_class_0_hybrid: 0.7811 (0.8409) loss_bbox_0_hybrid: 0.1788 (0.2045) loss_giou_0_hybrid: 0.4343 (0.4438) loss_class_1_hybrid: 0.7539 (0.7961) loss_bbox_1_hybrid: 0.1698 (0.1992) loss_giou_1_hybrid: 0.4203 (0.4337) loss_class_2_hybrid: 0.7413 (0.7816) loss_bbox_2_hybrid: 0.1653 (0.1960) loss_giou_2_hybrid: 0.4130 (0.4284) loss_class_3_hybrid: 0.7381 (0.7727) loss_bbox_3_hybrid: 0.1672 (0.1956) loss_giou_3_hybrid: 0.4104 (0.4272) loss_class_4_hybrid: 0.7348 (0.7694) loss_bbox_4_hybrid: 0.1661 (0.1957) loss_giou_4_hybrid: 0.4116 (0.4270) loss_class_enc_hybrid: 0.7477 (0.8011) loss_bbox_enc_hybrid: 0.2315 (0.2444) loss_giou_enc_hybrid: 0.4923 (0.5056) mem: 1018 max mem: 36965 [2024-01-15 11:05:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:06:07 det.util.engine] INFO: Epoch: [6] [4000/11727] eta: 2:19:02 lr: 0.000100 data_time: 0.0031 iter_time: 1.0615 loss: 27.4274 (27.1325) loss_class: 0.7793 (0.7661) loss_bbox: 0.1778 (0.1825) loss_giou: 0.3922 (0.3961) loss_class_0: 0.9906 (0.9586) loss_bbox_0: 0.1745 (0.1812) loss_giou_0: 0.3936 (0.3989) loss_class_1: 0.8147 (0.8285) loss_bbox_1: 0.1853 (0.1834) loss_giou_1: 0.3944 (0.3988) loss_class_2: 0.7997 (0.7946) loss_bbox_2: 0.1856 (0.1813) loss_giou_2: 0.3903 (0.3961) loss_class_3: 0.7973 (0.7759) loss_bbox_3: 0.1921 (0.1818) loss_giou_3: 0.3835 (0.3959) loss_class_4: 0.7745 (0.7675) loss_bbox_4: 0.1807 (0.1824) loss_giou_4: 0.3922 (0.3964) loss_class_enc: 0.9109 (0.8976) loss_bbox_enc: 0.2216 (0.2173) loss_giou_enc: 0.4391 (0.4528) loss_class_dn: 0.3989 (0.3897) loss_bbox_dn: 0.2779 (0.2761) loss_giou_dn: 0.4596 (0.4534) loss_class_dn_0: 0.4859 (0.4813) loss_bbox_dn_0: 0.3826 (0.3784) loss_giou_dn_0: 0.5937 (0.5825) loss_class_dn_1: 0.4224 (0.4186) loss_bbox_dn_1: 0.3125 (0.2997) loss_giou_dn_1: 0.4946 (0.4833) loss_class_dn_2: 0.4042 (0.3979) loss_bbox_dn_2: 0.2863 (0.2800) loss_giou_dn_2: 0.4671 (0.4594) loss_class_dn_3: 0.3968 (0.3915) loss_bbox_dn_3: 0.2802 (0.2769) loss_giou_dn_3: 0.4616 (0.4547) loss_class_dn_4: 0.3970 (0.3896) loss_bbox_dn_4: 0.2778 (0.2761) loss_giou_dn_4: 0.4591 (0.4533) loss_class_hybrid: 0.7706 (0.7694) loss_bbox_hybrid: 0.2113 (0.1958) loss_giou_hybrid: 0.4253 (0.4267) loss_class_0_hybrid: 0.8399 (0.8412) loss_bbox_0_hybrid: 0.2145 (0.2046) loss_giou_0_hybrid: 0.4505 (0.4436) loss_class_1_hybrid: 0.7994 (0.7964) loss_bbox_1_hybrid: 0.2053 (0.1993) loss_giou_1_hybrid: 0.4360 (0.4335) loss_class_2_hybrid: 0.7727 (0.7819) loss_bbox_2_hybrid: 0.2111 (0.1961) loss_giou_2_hybrid: 0.4246 (0.4282) loss_class_3_hybrid: 0.7686 (0.7730) loss_bbox_3_hybrid: 0.2112 (0.1957) loss_giou_3_hybrid: 0.4224 (0.4270) loss_class_4_hybrid: 0.7653 (0.7697) loss_bbox_4_hybrid: 0.2112 (0.1958) loss_giou_4_hybrid: 0.4253 (0.4268) loss_class_enc_hybrid: 0.8025 (0.8013) loss_bbox_enc_hybrid: 0.2565 (0.2446) loss_giou_enc_hybrid: 0.5208 (0.5055) mem: 1040 max mem: 36965 [2024-01-15 11:06:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:07:01 det.util.engine] INFO: Epoch: [6] [4050/11727] eta: 2:18:07 lr: 0.000100 data_time: 0.0034 iter_time: 1.1174 loss: 28.4121 (27.1326) loss_class: 0.7641 (0.7662) loss_bbox: 0.1773 (0.1825) loss_giou: 0.4185 (0.3961) loss_class_0: 0.9628 (0.9585) loss_bbox_0: 0.1770 (0.1812) loss_giou_0: 0.4192 (0.3988) loss_class_1: 0.8338 (0.8283) loss_bbox_1: 0.1804 (0.1835) loss_giou_1: 0.4362 (0.3988) loss_class_2: 0.7933 (0.7944) loss_bbox_2: 0.1746 (0.1814) loss_giou_2: 0.4282 (0.3961) loss_class_3: 0.7504 (0.7759) loss_bbox_3: 0.1759 (0.1819) loss_giou_3: 0.4310 (0.3958) loss_class_4: 0.7649 (0.7675) loss_bbox_4: 0.1774 (0.1825) loss_giou_4: 0.4271 (0.3963) loss_class_enc: 0.9275 (0.8976) loss_bbox_enc: 0.2013 (0.2175) loss_giou_enc: 0.4565 (0.4528) loss_class_dn: 0.3860 (0.3896) loss_bbox_dn: 0.2812 (0.2763) loss_giou_dn: 0.5033 (0.4534) loss_class_dn_0: 0.4752 (0.4812) loss_bbox_dn_0: 0.3897 (0.3787) loss_giou_dn_0: 0.6250 (0.5827) loss_class_dn_1: 0.4211 (0.4186) loss_bbox_dn_1: 0.2968 (0.2998) loss_giou_dn_1: 0.5262 (0.4833) loss_class_dn_2: 0.3985 (0.3978) loss_bbox_dn_2: 0.2851 (0.2802) loss_giou_dn_2: 0.5128 (0.4595) loss_class_dn_3: 0.3902 (0.3914) loss_bbox_dn_3: 0.2817 (0.2771) loss_giou_dn_3: 0.5053 (0.4547) loss_class_dn_4: 0.3875 (0.3894) loss_bbox_dn_4: 0.2812 (0.2763) loss_giou_dn_4: 0.5031 (0.4533) loss_class_hybrid: 0.7698 (0.7693) loss_bbox_hybrid: 0.1952 (0.1959) loss_giou_hybrid: 0.4552 (0.4267) loss_class_0_hybrid: 0.8252 (0.8411) loss_bbox_0_hybrid: 0.2009 (0.2047) loss_giou_0_hybrid: 0.4782 (0.4436) loss_class_1_hybrid: 0.7790 (0.7963) loss_bbox_1_hybrid: 0.1972 (0.1994) loss_giou_1_hybrid: 0.4668 (0.4335) loss_class_2_hybrid: 0.7655 (0.7818) loss_bbox_2_hybrid: 0.1918 (0.1962) loss_giou_2_hybrid: 0.4562 (0.4282) loss_class_3_hybrid: 0.7647 (0.7729) loss_bbox_3_hybrid: 0.1945 (0.1958) loss_giou_3_hybrid: 0.4539 (0.4270) loss_class_4_hybrid: 0.7697 (0.7696) loss_bbox_4_hybrid: 0.1955 (0.1959) loss_giou_4_hybrid: 0.4547 (0.4268) loss_class_enc_hybrid: 0.8107 (0.8013) loss_bbox_enc_hybrid: 0.2294 (0.2447) loss_giou_enc_hybrid: 0.5375 (0.5054) mem: 1019 max mem: 36965 [2024-01-15 11:07:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:07:55 det.util.engine] INFO: Epoch: [6] [4100/11727] eta: 2:17:14 lr: 0.000100 data_time: 0.0033 iter_time: 1.0809 loss: 26.8975 (27.1380) loss_class: 0.7477 (0.7662) loss_bbox: 0.1926 (0.1826) loss_giou: 0.3867 (0.3961) loss_class_0: 0.9461 (0.9587) loss_bbox_0: 0.1761 (0.1813) loss_giou_0: 0.3929 (0.3988) loss_class_1: 0.8090 (0.8284) loss_bbox_1: 0.1798 (0.1835) loss_giou_1: 0.3804 (0.3988) loss_class_2: 0.7694 (0.7946) loss_bbox_2: 0.1880 (0.1815) loss_giou_2: 0.3813 (0.3961) loss_class_3: 0.7626 (0.7759) loss_bbox_3: 0.1900 (0.1820) loss_giou_3: 0.3881 (0.3958) loss_class_4: 0.7588 (0.7676) loss_bbox_4: 0.1927 (0.1826) loss_giou_4: 0.3872 (0.3963) loss_class_enc: 0.8596 (0.8976) loss_bbox_enc: 0.2205 (0.2175) loss_giou_enc: 0.4574 (0.4528) loss_class_dn: 0.3917 (0.3896) loss_bbox_dn: 0.2887 (0.2765) loss_giou_dn: 0.4585 (0.4535) loss_class_dn_0: 0.4810 (0.4812) loss_bbox_dn_0: 0.3622 (0.3789) loss_giou_dn_0: 0.5811 (0.5828) loss_class_dn_1: 0.4099 (0.4186) loss_bbox_dn_1: 0.3142 (0.3000) loss_giou_dn_1: 0.4854 (0.4834) loss_class_dn_2: 0.3990 (0.3978) loss_bbox_dn_2: 0.2928 (0.2804) loss_giou_dn_2: 0.4614 (0.4595) loss_class_dn_3: 0.3950 (0.3914) loss_bbox_dn_3: 0.2888 (0.2773) loss_giou_dn_3: 0.4587 (0.4547) loss_class_dn_4: 0.3923 (0.3895) loss_bbox_dn_4: 0.2886 (0.2765) loss_giou_dn_4: 0.4580 (0.4534) loss_class_hybrid: 0.7514 (0.7694) loss_bbox_hybrid: 0.1802 (0.1960) loss_giou_hybrid: 0.4306 (0.4268) loss_class_0_hybrid: 0.7937 (0.8412) loss_bbox_0_hybrid: 0.1898 (0.2048) loss_giou_0_hybrid: 0.4443 (0.4436) loss_class_1_hybrid: 0.7950 (0.7964) loss_bbox_1_hybrid: 0.1852 (0.1995) loss_giou_1_hybrid: 0.4301 (0.4335) loss_class_2_hybrid: 0.7455 (0.7820) loss_bbox_2_hybrid: 0.1818 (0.1963) loss_giou_2_hybrid: 0.4294 (0.4283) loss_class_3_hybrid: 0.7500 (0.7731) loss_bbox_3_hybrid: 0.1805 (0.1959) loss_giou_3_hybrid: 0.4327 (0.4271) loss_class_4_hybrid: 0.7339 (0.7697) loss_bbox_4_hybrid: 0.1813 (0.1960) loss_giou_4_hybrid: 0.4306 (0.4269) loss_class_enc_hybrid: 0.7588 (0.8012) loss_bbox_enc_hybrid: 0.2325 (0.2449) loss_giou_enc_hybrid: 0.4970 (0.5055) mem: 1022 max mem: 36965 [2024-01-15 11:07:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:08:48 det.util.engine] INFO: Epoch: [6] [4150/11727] eta: 2:16:18 lr: 0.000100 data_time: 0.0032 iter_time: 1.0539 loss: 26.9548 (27.1348) loss_class: 0.7928 (0.7662) loss_bbox: 0.1686 (0.1825) loss_giou: 0.3661 (0.3961) loss_class_0: 0.9621 (0.9587) loss_bbox_0: 0.1640 (0.1812) loss_giou_0: 0.3644 (0.3988) loss_class_1: 0.8613 (0.8285) loss_bbox_1: 0.1618 (0.1834) loss_giou_1: 0.3649 (0.3988) loss_class_2: 0.8124 (0.7945) loss_bbox_2: 0.1561 (0.1813) loss_giou_2: 0.3748 (0.3961) loss_class_3: 0.8125 (0.7759) loss_bbox_3: 0.1647 (0.1818) loss_giou_3: 0.3618 (0.3958) loss_class_4: 0.7918 (0.7676) loss_bbox_4: 0.1685 (0.1824) loss_giou_4: 0.3600 (0.3963) loss_class_enc: 0.8874 (0.8976) loss_bbox_enc: 0.1940 (0.2174) loss_giou_enc: 0.4083 (0.4528) loss_class_dn: 0.3982 (0.3897) loss_bbox_dn: 0.2527 (0.2763) loss_giou_dn: 0.4319 (0.4535) loss_class_dn_0: 0.4942 (0.4813) loss_bbox_dn_0: 0.3608 (0.3787) loss_giou_dn_0: 0.5589 (0.5827) loss_class_dn_1: 0.4225 (0.4186) loss_bbox_dn_1: 0.2676 (0.2998) loss_giou_dn_1: 0.4599 (0.4834) loss_class_dn_2: 0.4060 (0.3978) loss_bbox_dn_2: 0.2497 (0.2802) loss_giou_dn_2: 0.4429 (0.4595) loss_class_dn_3: 0.4050 (0.3914) loss_bbox_dn_3: 0.2527 (0.2771) loss_giou_dn_3: 0.4345 (0.4547) loss_class_dn_4: 0.3954 (0.3895) loss_bbox_dn_4: 0.2527 (0.2763) loss_giou_dn_4: 0.4317 (0.4533) loss_class_hybrid: 0.8068 (0.7695) loss_bbox_hybrid: 0.1719 (0.1958) loss_giou_hybrid: 0.3782 (0.4267) loss_class_0_hybrid: 0.8778 (0.8412) loss_bbox_0_hybrid: 0.1835 (0.2047) loss_giou_0_hybrid: 0.3963 (0.4436) loss_class_1_hybrid: 0.8166 (0.7965) loss_bbox_1_hybrid: 0.1721 (0.1994) loss_giou_1_hybrid: 0.3825 (0.4335) loss_class_2_hybrid: 0.8058 (0.7820) loss_bbox_2_hybrid: 0.1757 (0.1961) loss_giou_2_hybrid: 0.3789 (0.4282) loss_class_3_hybrid: 0.8121 (0.7731) loss_bbox_3_hybrid: 0.1766 (0.1958) loss_giou_3_hybrid: 0.3772 (0.4270) loss_class_4_hybrid: 0.7968 (0.7698) loss_bbox_4_hybrid: 0.1728 (0.1959) loss_giou_4_hybrid: 0.3774 (0.4268) loss_class_enc_hybrid: 0.8325 (0.8013) loss_bbox_enc_hybrid: 0.2263 (0.2447) loss_giou_enc_hybrid: 0.4332 (0.5055) mem: 1026 max mem: 36965 [2024-01-15 11:08:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:09:40 det.util.engine] INFO: Epoch: [6] [4200/11727] eta: 2:15:21 lr: 0.000100 data_time: 0.0032 iter_time: 1.0422 loss: 26.5592 (27.1319) loss_class: 0.7793 (0.7662) loss_bbox: 0.1618 (0.1824) loss_giou: 0.3905 (0.3962) loss_class_0: 0.9401 (0.9584) loss_bbox_0: 0.1763 (0.1811) loss_giou_0: 0.4119 (0.3989) loss_class_1: 0.8433 (0.8284) loss_bbox_1: 0.1754 (0.1833) loss_giou_1: 0.4141 (0.3989) loss_class_2: 0.7942 (0.7944) loss_bbox_2: 0.1666 (0.1812) loss_giou_2: 0.3987 (0.3961) loss_class_3: 0.7817 (0.7758) loss_bbox_3: 0.1747 (0.1817) loss_giou_3: 0.3859 (0.3959) loss_class_4: 0.7843 (0.7676) loss_bbox_4: 0.1618 (0.1823) loss_giou_4: 0.3868 (0.3964) loss_class_enc: 0.8663 (0.8974) loss_bbox_enc: 0.2093 (0.2173) loss_giou_enc: 0.4780 (0.4528) loss_class_dn: 0.3868 (0.3897) loss_bbox_dn: 0.2547 (0.2760) loss_giou_dn: 0.4573 (0.4535) loss_class_dn_0: 0.4692 (0.4813) loss_bbox_dn_0: 0.3583 (0.3784) loss_giou_dn_0: 0.5981 (0.5827) loss_class_dn_1: 0.4112 (0.4186) loss_bbox_dn_1: 0.2786 (0.2995) loss_giou_dn_1: 0.5002 (0.4835) loss_class_dn_2: 0.3928 (0.3978) loss_bbox_dn_2: 0.2583 (0.2799) loss_giou_dn_2: 0.4716 (0.4595) loss_class_dn_3: 0.3889 (0.3914) loss_bbox_dn_3: 0.2559 (0.2768) loss_giou_dn_3: 0.4587 (0.4547) loss_class_dn_4: 0.3851 (0.3895) loss_bbox_dn_4: 0.2547 (0.2760) loss_giou_dn_4: 0.4568 (0.4534) loss_class_hybrid: 0.7724 (0.7694) loss_bbox_hybrid: 0.1915 (0.1958) loss_giou_hybrid: 0.4302 (0.4268) loss_class_0_hybrid: 0.8275 (0.8411) loss_bbox_0_hybrid: 0.2054 (0.2046) loss_giou_0_hybrid: 0.4456 (0.4437) loss_class_1_hybrid: 0.7983 (0.7963) loss_bbox_1_hybrid: 0.1987 (0.1993) loss_giou_1_hybrid: 0.4334 (0.4336) loss_class_2_hybrid: 0.7764 (0.7819) loss_bbox_2_hybrid: 0.1928 (0.1961) loss_giou_2_hybrid: 0.4277 (0.4284) loss_class_3_hybrid: 0.7629 (0.7730) loss_bbox_3_hybrid: 0.1894 (0.1957) loss_giou_3_hybrid: 0.4277 (0.4271) loss_class_4_hybrid: 0.7633 (0.7697) loss_bbox_4_hybrid: 0.1903 (0.1958) loss_giou_4_hybrid: 0.4267 (0.4269) loss_class_enc_hybrid: 0.8038 (0.8012) loss_bbox_enc_hybrid: 0.2369 (0.2446) loss_giou_enc_hybrid: 0.5031 (0.5056) mem: 1037 max mem: 36965 [2024-01-15 11:09:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:10:35 det.util.engine] INFO: Epoch: [6] [4250/11727] eta: 2:14:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.0696 loss: 25.9790 (27.1291) loss_class: 0.7436 (0.7663) loss_bbox: 0.1719 (0.1824) loss_giou: 0.3627 (0.3959) loss_class_0: 0.9414 (0.9585) loss_bbox_0: 0.1732 (0.1811) loss_giou_0: 0.3891 (0.3987) loss_class_1: 0.8006 (0.8286) loss_bbox_1: 0.1682 (0.1833) loss_giou_1: 0.3737 (0.3986) loss_class_2: 0.7644 (0.7946) loss_bbox_2: 0.1620 (0.1812) loss_giou_2: 0.3814 (0.3959) loss_class_3: 0.7638 (0.7761) loss_bbox_3: 0.1721 (0.1817) loss_giou_3: 0.3706 (0.3956) loss_class_4: 0.7464 (0.7678) loss_bbox_4: 0.1710 (0.1823) loss_giou_4: 0.3783 (0.3961) loss_class_enc: 0.8808 (0.8976) loss_bbox_enc: 0.2045 (0.2173) loss_giou_enc: 0.4221 (0.4526) loss_class_dn: 0.3837 (0.3896) loss_bbox_dn: 0.2758 (0.2761) loss_giou_dn: 0.4367 (0.4533) loss_class_dn_0: 0.4722 (0.4813) loss_bbox_dn_0: 0.3874 (0.3784) loss_giou_dn_0: 0.5608 (0.5825) loss_class_dn_1: 0.4108 (0.4186) loss_bbox_dn_1: 0.3036 (0.2996) loss_giou_dn_1: 0.4568 (0.4832) loss_class_dn_2: 0.3932 (0.3978) loss_bbox_dn_2: 0.2807 (0.2800) loss_giou_dn_2: 0.4407 (0.4593) loss_class_dn_3: 0.3860 (0.3914) loss_bbox_dn_3: 0.2770 (0.2769) loss_giou_dn_3: 0.4355 (0.4545) loss_class_dn_4: 0.3831 (0.3895) loss_bbox_dn_4: 0.2757 (0.2761) loss_giou_dn_4: 0.4359 (0.4532) loss_class_hybrid: 0.7410 (0.7695) loss_bbox_hybrid: 0.1967 (0.1958) loss_giou_hybrid: 0.3722 (0.4265) loss_class_0_hybrid: 0.8364 (0.8414) loss_bbox_0_hybrid: 0.2023 (0.2046) loss_giou_0_hybrid: 0.3933 (0.4434) loss_class_1_hybrid: 0.7705 (0.7965) loss_bbox_1_hybrid: 0.2022 (0.1993) loss_giou_1_hybrid: 0.3798 (0.4333) loss_class_2_hybrid: 0.7544 (0.7820) loss_bbox_2_hybrid: 0.1936 (0.1961) loss_giou_2_hybrid: 0.3711 (0.4280) loss_class_3_hybrid: 0.7493 (0.7731) loss_bbox_3_hybrid: 0.1899 (0.1957) loss_giou_3_hybrid: 0.3713 (0.4268) loss_class_4_hybrid: 0.7495 (0.7698) loss_bbox_4_hybrid: 0.1969 (0.1958) loss_giou_4_hybrid: 0.3789 (0.4266) loss_class_enc_hybrid: 0.7878 (0.8014) loss_bbox_enc_hybrid: 0.2304 (0.2446) loss_giou_enc_hybrid: 0.4525 (0.5052) mem: 1032 max mem: 36965 [2024-01-15 11:10:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:11:28 det.util.engine] INFO: Epoch: [6] [4300/11727] eta: 2:13:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0613 loss: 27.1287 (27.1273) loss_class: 0.7851 (0.7664) loss_bbox: 0.1804 (0.1824) loss_giou: 0.3397 (0.3957) loss_class_0: 0.9648 (0.9585) loss_bbox_0: 0.1790 (0.1812) loss_giou_0: 0.3502 (0.3985) loss_class_1: 0.8456 (0.8286) loss_bbox_1: 0.1838 (0.1834) loss_giou_1: 0.3434 (0.3984) loss_class_2: 0.8191 (0.7946) loss_bbox_2: 0.1757 (0.1813) loss_giou_2: 0.3402 (0.3956) loss_class_3: 0.7885 (0.7762) loss_bbox_3: 0.1770 (0.1818) loss_giou_3: 0.3404 (0.3954) loss_class_4: 0.7772 (0.7679) loss_bbox_4: 0.1803 (0.1823) loss_giou_4: 0.3435 (0.3959) loss_class_enc: 0.9085 (0.8977) loss_bbox_enc: 0.2210 (0.2173) loss_giou_enc: 0.4055 (0.4524) loss_class_dn: 0.3919 (0.3896) loss_bbox_dn: 0.2437 (0.2762) loss_giou_dn: 0.4315 (0.4531) loss_class_dn_0: 0.4791 (0.4813) loss_bbox_dn_0: 0.3489 (0.3785) loss_giou_dn_0: 0.5561 (0.5822) loss_class_dn_1: 0.4243 (0.4186) loss_bbox_dn_1: 0.2653 (0.2997) loss_giou_dn_1: 0.4565 (0.4830) loss_class_dn_2: 0.3986 (0.3978) loss_bbox_dn_2: 0.2465 (0.2801) loss_giou_dn_2: 0.4389 (0.4591) loss_class_dn_3: 0.3948 (0.3914) loss_bbox_dn_3: 0.2448 (0.2770) loss_giou_dn_3: 0.4333 (0.4543) loss_class_dn_4: 0.3891 (0.3895) loss_bbox_dn_4: 0.2437 (0.2762) loss_giou_dn_4: 0.4315 (0.4529) loss_class_hybrid: 0.8027 (0.7697) loss_bbox_hybrid: 0.1839 (0.1958) loss_giou_hybrid: 0.3820 (0.4263) loss_class_0_hybrid: 0.8607 (0.8415) loss_bbox_0_hybrid: 0.1928 (0.2046) loss_giou_0_hybrid: 0.3952 (0.4432) loss_class_1_hybrid: 0.8053 (0.7967) loss_bbox_1_hybrid: 0.1861 (0.1994) loss_giou_1_hybrid: 0.3784 (0.4331) loss_class_2_hybrid: 0.8092 (0.7822) loss_bbox_2_hybrid: 0.1795 (0.1961) loss_giou_2_hybrid: 0.3755 (0.4278) loss_class_3_hybrid: 0.7957 (0.7733) loss_bbox_3_hybrid: 0.1811 (0.1957) loss_giou_3_hybrid: 0.3767 (0.4266) loss_class_4_hybrid: 0.8004 (0.7700) loss_bbox_4_hybrid: 0.1834 (0.1958) loss_giou_4_hybrid: 0.3764 (0.4264) loss_class_enc_hybrid: 0.7996 (0.8016) loss_bbox_enc_hybrid: 0.2385 (0.2446) loss_giou_enc_hybrid: 0.4464 (0.5050) mem: 1030 max mem: 36965 [2024-01-15 11:11:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:12:21 det.util.engine] INFO: Epoch: [6] [4350/11727] eta: 2:12:37 lr: 0.000100 data_time: 0.0034 iter_time: 1.0360 loss: 26.8954 (27.1202) loss_class: 0.7110 (0.7659) loss_bbox: 0.1877 (0.1824) loss_giou: 0.3615 (0.3956) loss_class_0: 0.9365 (0.9582) loss_bbox_0: 0.1767 (0.1812) loss_giou_0: 0.3638 (0.3985) loss_class_1: 0.7890 (0.8282) loss_bbox_1: 0.1814 (0.1834) loss_giou_1: 0.3846 (0.3984) loss_class_2: 0.7463 (0.7941) loss_bbox_2: 0.1818 (0.1813) loss_giou_2: 0.3617 (0.3956) loss_class_3: 0.7399 (0.7757) loss_bbox_3: 0.1915 (0.1818) loss_giou_3: 0.3651 (0.3953) loss_class_4: 0.7022 (0.7674) loss_bbox_4: 0.1815 (0.1823) loss_giou_4: 0.3679 (0.3958) loss_class_enc: 0.8663 (0.8975) loss_bbox_enc: 0.2276 (0.2173) loss_giou_enc: 0.4415 (0.4524) loss_class_dn: 0.3922 (0.3896) loss_bbox_dn: 0.2838 (0.2762) loss_giou_dn: 0.4239 (0.4529) loss_class_dn_0: 0.4809 (0.4814) loss_bbox_dn_0: 0.3798 (0.3786) loss_giou_dn_0: 0.5737 (0.5822) loss_class_dn_1: 0.4177 (0.4186) loss_bbox_dn_1: 0.3118 (0.2997) loss_giou_dn_1: 0.4649 (0.4829) loss_class_dn_2: 0.3999 (0.3978) loss_bbox_dn_2: 0.2916 (0.2801) loss_giou_dn_2: 0.4366 (0.4590) loss_class_dn_3: 0.3937 (0.3913) loss_bbox_dn_3: 0.2859 (0.2770) loss_giou_dn_3: 0.4257 (0.4542) loss_class_dn_4: 0.3927 (0.3894) loss_bbox_dn_4: 0.2838 (0.2762) loss_giou_dn_4: 0.4239 (0.4528) loss_class_hybrid: 0.7628 (0.7694) loss_bbox_hybrid: 0.1964 (0.1958) loss_giou_hybrid: 0.3755 (0.4261) loss_class_0_hybrid: 0.8307 (0.8413) loss_bbox_0_hybrid: 0.2074 (0.2046) loss_giou_0_hybrid: 0.3955 (0.4430) loss_class_1_hybrid: 0.7963 (0.7964) loss_bbox_1_hybrid: 0.1981 (0.1993) loss_giou_1_hybrid: 0.3914 (0.4329) loss_class_2_hybrid: 0.7925 (0.7820) loss_bbox_2_hybrid: 0.1965 (0.1961) loss_giou_2_hybrid: 0.3767 (0.4277) loss_class_3_hybrid: 0.7589 (0.7730) loss_bbox_3_hybrid: 0.1954 (0.1957) loss_giou_3_hybrid: 0.3749 (0.4264) loss_class_4_hybrid: 0.7636 (0.7696) loss_bbox_4_hybrid: 0.1964 (0.1958) loss_giou_4_hybrid: 0.3793 (0.4262) loss_class_enc_hybrid: 0.8000 (0.8014) loss_bbox_enc_hybrid: 0.2577 (0.2446) loss_giou_enc_hybrid: 0.4660 (0.5049) mem: 1017 max mem: 36965 [2024-01-15 11:12:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:13:15 det.util.engine] INFO: Epoch: [6] [4400/11727] eta: 2:11:44 lr: 0.000100 data_time: 0.0038 iter_time: 1.0766 loss: 26.4498 (27.1241) loss_class: 0.7366 (0.7661) loss_bbox: 0.1686 (0.1824) loss_giou: 0.3693 (0.3957) loss_class_0: 0.9618 (0.9583) loss_bbox_0: 0.1671 (0.1812) loss_giou_0: 0.3778 (0.3986) loss_class_1: 0.8122 (0.8283) loss_bbox_1: 0.1713 (0.1833) loss_giou_1: 0.3882 (0.3985) loss_class_2: 0.7757 (0.7944) loss_bbox_2: 0.1691 (0.1813) loss_giou_2: 0.3799 (0.3957) loss_class_3: 0.7657 (0.7757) loss_bbox_3: 0.1768 (0.1818) loss_giou_3: 0.3715 (0.3955) loss_class_4: 0.7430 (0.7675) loss_bbox_4: 0.1686 (0.1823) loss_giou_4: 0.3747 (0.3959) loss_class_enc: 0.8874 (0.8975) loss_bbox_enc: 0.1968 (0.2173) loss_giou_enc: 0.4254 (0.4526) loss_class_dn: 0.3907 (0.3896) loss_bbox_dn: 0.2468 (0.2762) loss_giou_dn: 0.4562 (0.4531) loss_class_dn_0: 0.4804 (0.4814) loss_bbox_dn_0: 0.3444 (0.3785) loss_giou_dn_0: 0.5852 (0.5823) loss_class_dn_1: 0.4156 (0.4186) loss_bbox_dn_1: 0.2661 (0.2997) loss_giou_dn_1: 0.4858 (0.4830) loss_class_dn_2: 0.3960 (0.3978) loss_bbox_dn_2: 0.2497 (0.2801) loss_giou_dn_2: 0.4664 (0.4591) loss_class_dn_3: 0.3910 (0.3913) loss_bbox_dn_3: 0.2469 (0.2770) loss_giou_dn_3: 0.4572 (0.4543) loss_class_dn_4: 0.3909 (0.3894) loss_bbox_dn_4: 0.2468 (0.2762) loss_giou_dn_4: 0.4559 (0.4530) loss_class_hybrid: 0.7438 (0.7694) loss_bbox_hybrid: 0.1841 (0.1957) loss_giou_hybrid: 0.3974 (0.4263) loss_class_0_hybrid: 0.8385 (0.8414) loss_bbox_0_hybrid: 0.1865 (0.2046) loss_giou_0_hybrid: 0.4151 (0.4432) loss_class_1_hybrid: 0.7849 (0.7965) loss_bbox_1_hybrid: 0.1804 (0.1993) loss_giou_1_hybrid: 0.3998 (0.4331) loss_class_2_hybrid: 0.7522 (0.7821) loss_bbox_2_hybrid: 0.1858 (0.1960) loss_giou_2_hybrid: 0.3947 (0.4278) loss_class_3_hybrid: 0.7574 (0.7731) loss_bbox_3_hybrid: 0.1841 (0.1957) loss_giou_3_hybrid: 0.3971 (0.4266) loss_class_4_hybrid: 0.7434 (0.7697) loss_bbox_4_hybrid: 0.1849 (0.1958) loss_giou_4_hybrid: 0.3992 (0.4264) loss_class_enc_hybrid: 0.8137 (0.8015) loss_bbox_enc_hybrid: 0.2108 (0.2446) loss_giou_enc_hybrid: 0.4572 (0.5051) mem: 1028 max mem: 36965 [2024-01-15 11:13:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:14:08 det.util.engine] INFO: Epoch: [6] [4450/11727] eta: 2:10:49 lr: 0.000100 data_time: 0.0033 iter_time: 1.0667 loss: 26.2583 (27.1226) loss_class: 0.7710 (0.7662) loss_bbox: 0.1711 (0.1824) loss_giou: 0.3537 (0.3956) loss_class_0: 0.9599 (0.9582) loss_bbox_0: 0.1769 (0.1812) loss_giou_0: 0.3633 (0.3985) loss_class_1: 0.8157 (0.8283) loss_bbox_1: 0.1783 (0.1833) loss_giou_1: 0.3651 (0.3983) loss_class_2: 0.7976 (0.7945) loss_bbox_2: 0.1710 (0.1812) loss_giou_2: 0.3620 (0.3955) loss_class_3: 0.7740 (0.7759) loss_bbox_3: 0.1716 (0.1818) loss_giou_3: 0.3606 (0.3953) loss_class_4: 0.7659 (0.7676) loss_bbox_4: 0.1758 (0.1823) loss_giou_4: 0.3607 (0.3958) loss_class_enc: 0.9251 (0.8974) loss_bbox_enc: 0.2217 (0.2173) loss_giou_enc: 0.4171 (0.4524) loss_class_dn: 0.3980 (0.3896) loss_bbox_dn: 0.2896 (0.2763) loss_giou_dn: 0.4479 (0.4530) loss_class_dn_0: 0.4713 (0.4813) loss_bbox_dn_0: 0.3978 (0.3787) loss_giou_dn_0: 0.5781 (0.5822) loss_class_dn_1: 0.4171 (0.4186) loss_bbox_dn_1: 0.3072 (0.2998) loss_giou_dn_1: 0.4796 (0.4830) loss_class_dn_2: 0.3981 (0.3978) loss_bbox_dn_2: 0.2967 (0.2802) loss_giou_dn_2: 0.4562 (0.4590) loss_class_dn_3: 0.3981 (0.3913) loss_bbox_dn_3: 0.2936 (0.2771) loss_giou_dn_3: 0.4487 (0.4543) loss_class_dn_4: 0.3934 (0.3894) loss_bbox_dn_4: 0.2894 (0.2763) loss_giou_dn_4: 0.4479 (0.4529) loss_class_hybrid: 0.7810 (0.7695) loss_bbox_hybrid: 0.2012 (0.1957) loss_giou_hybrid: 0.3927 (0.4262) loss_class_0_hybrid: 0.8464 (0.8413) loss_bbox_0_hybrid: 0.2056 (0.2046) loss_giou_0_hybrid: 0.4089 (0.4430) loss_class_1_hybrid: 0.8068 (0.7965) loss_bbox_1_hybrid: 0.2032 (0.1993) loss_giou_1_hybrid: 0.4007 (0.4330) loss_class_2_hybrid: 0.7859 (0.7821) loss_bbox_2_hybrid: 0.1962 (0.1961) loss_giou_2_hybrid: 0.3962 (0.4277) loss_class_3_hybrid: 0.7797 (0.7731) loss_bbox_3_hybrid: 0.1953 (0.1957) loss_giou_3_hybrid: 0.3952 (0.4265) loss_class_4_hybrid: 0.7795 (0.7697) loss_bbox_4_hybrid: 0.1986 (0.1958) loss_giou_4_hybrid: 0.3943 (0.4263) loss_class_enc_hybrid: 0.7997 (0.8014) loss_bbox_enc_hybrid: 0.2550 (0.2446) loss_giou_enc_hybrid: 0.4678 (0.5050) mem: 1041 max mem: 36965 [2024-01-15 11:14:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:15:03 det.util.engine] INFO: Epoch: [6] [4500/11727] eta: 2:09:56 lr: 0.000100 data_time: 0.0033 iter_time: 1.0978 loss: 26.5631 (27.1216) loss_class: 0.7335 (0.7662) loss_bbox: 0.1635 (0.1824) loss_giou: 0.3872 (0.3956) loss_class_0: 0.9271 (0.9581) loss_bbox_0: 0.1746 (0.1811) loss_giou_0: 0.3819 (0.3985) loss_class_1: 0.7957 (0.8283) loss_bbox_1: 0.1725 (0.1833) loss_giou_1: 0.3753 (0.3984) loss_class_2: 0.7505 (0.7945) loss_bbox_2: 0.1768 (0.1812) loss_giou_2: 0.3884 (0.3956) loss_class_3: 0.7493 (0.7758) loss_bbox_3: 0.1697 (0.1817) loss_giou_3: 0.3851 (0.3953) loss_class_4: 0.7476 (0.7677) loss_bbox_4: 0.1644 (0.1823) loss_giou_4: 0.3872 (0.3957) loss_class_enc: 0.8823 (0.8974) loss_bbox_enc: 0.2219 (0.2173) loss_giou_enc: 0.4397 (0.4525) loss_class_dn: 0.3845 (0.3897) loss_bbox_dn: 0.2477 (0.2762) loss_giou_dn: 0.4362 (0.4530) loss_class_dn_0: 0.4834 (0.4814) loss_bbox_dn_0: 0.3569 (0.3786) loss_giou_dn_0: 0.5768 (0.5823) loss_class_dn_1: 0.4114 (0.4186) loss_bbox_dn_1: 0.2686 (0.2997) loss_giou_dn_1: 0.4798 (0.4830) loss_class_dn_2: 0.3963 (0.3978) loss_bbox_dn_2: 0.2495 (0.2801) loss_giou_dn_2: 0.4491 (0.4591) loss_class_dn_3: 0.3889 (0.3914) loss_bbox_dn_3: 0.2484 (0.2770) loss_giou_dn_3: 0.4392 (0.4543) loss_class_dn_4: 0.3869 (0.3895) loss_bbox_dn_4: 0.2478 (0.2762) loss_giou_dn_4: 0.4362 (0.4529) loss_class_hybrid: 0.7347 (0.7695) loss_bbox_hybrid: 0.1913 (0.1957) loss_giou_hybrid: 0.3855 (0.4262) loss_class_0_hybrid: 0.8290 (0.8413) loss_bbox_0_hybrid: 0.1960 (0.2045) loss_giou_0_hybrid: 0.3968 (0.4430) loss_class_1_hybrid: 0.7782 (0.7964) loss_bbox_1_hybrid: 0.1919 (0.1993) loss_giou_1_hybrid: 0.3881 (0.4330) loss_class_2_hybrid: 0.7586 (0.7820) loss_bbox_2_hybrid: 0.1915 (0.1960) loss_giou_2_hybrid: 0.3906 (0.4277) loss_class_3_hybrid: 0.7503 (0.7730) loss_bbox_3_hybrid: 0.1910 (0.1956) loss_giou_3_hybrid: 0.3869 (0.4265) loss_class_4_hybrid: 0.7494 (0.7697) loss_bbox_4_hybrid: 0.1909 (0.1958) loss_giou_4_hybrid: 0.3872 (0.4263) loss_class_enc_hybrid: 0.7918 (0.8014) loss_bbox_enc_hybrid: 0.2339 (0.2446) loss_giou_enc_hybrid: 0.4927 (0.5050) mem: 1023 max mem: 36965 [2024-01-15 11:15:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:15:56 det.util.engine] INFO: Epoch: [6] [4550/11727] eta: 2:09:00 lr: 0.000100 data_time: 0.0029 iter_time: 1.0670 loss: 25.6404 (27.1223) loss_class: 0.7970 (0.7666) loss_bbox: 0.1733 (0.1823) loss_giou: 0.3634 (0.3954) loss_class_0: 0.9460 (0.9582) loss_bbox_0: 0.1741 (0.1811) loss_giou_0: 0.3734 (0.3984) loss_class_1: 0.8360 (0.8284) loss_bbox_1: 0.1766 (0.1832) loss_giou_1: 0.3641 (0.3983) loss_class_2: 0.8068 (0.7947) loss_bbox_2: 0.1739 (0.1811) loss_giou_2: 0.3590 (0.3955) loss_class_3: 0.7959 (0.7762) loss_bbox_3: 0.1755 (0.1817) loss_giou_3: 0.3621 (0.3952) loss_class_4: 0.7936 (0.7680) loss_bbox_4: 0.1762 (0.1822) loss_giou_4: 0.3628 (0.3956) loss_class_enc: 0.9168 (0.8977) loss_bbox_enc: 0.2082 (0.2173) loss_giou_enc: 0.4268 (0.4524) loss_class_dn: 0.3804 (0.3896) loss_bbox_dn: 0.2678 (0.2761) loss_giou_dn: 0.4125 (0.4530) loss_class_dn_0: 0.4773 (0.4814) loss_bbox_dn_0: 0.3747 (0.3785) loss_giou_dn_0: 0.5456 (0.5822) loss_class_dn_1: 0.4163 (0.4186) loss_bbox_dn_1: 0.2939 (0.2997) loss_giou_dn_1: 0.4486 (0.4829) loss_class_dn_2: 0.3911 (0.3978) loss_bbox_dn_2: 0.2714 (0.2800) loss_giou_dn_2: 0.4209 (0.4590) loss_class_dn_3: 0.3810 (0.3914) loss_bbox_dn_3: 0.2716 (0.2769) loss_giou_dn_3: 0.4142 (0.4542) loss_class_dn_4: 0.3831 (0.3895) loss_bbox_dn_4: 0.2678 (0.2761) loss_giou_dn_4: 0.4124 (0.4528) loss_class_hybrid: 0.7905 (0.7697) loss_bbox_hybrid: 0.1825 (0.1957) loss_giou_hybrid: 0.4172 (0.4261) loss_class_0_hybrid: 0.8331 (0.8415) loss_bbox_0_hybrid: 0.2002 (0.2045) loss_giou_0_hybrid: 0.4314 (0.4430) loss_class_1_hybrid: 0.7913 (0.7966) loss_bbox_1_hybrid: 0.1931 (0.1992) loss_giou_1_hybrid: 0.4225 (0.4329) loss_class_2_hybrid: 0.7723 (0.7822) loss_bbox_2_hybrid: 0.1846 (0.1960) loss_giou_2_hybrid: 0.4184 (0.4276) loss_class_3_hybrid: 0.7670 (0.7733) loss_bbox_3_hybrid: 0.1847 (0.1956) loss_giou_3_hybrid: 0.4141 (0.4264) loss_class_4_hybrid: 0.7790 (0.7699) loss_bbox_4_hybrid: 0.1838 (0.1957) loss_giou_4_hybrid: 0.4142 (0.4262) loss_class_enc_hybrid: 0.8099 (0.8016) loss_bbox_enc_hybrid: 0.2304 (0.2445) loss_giou_enc_hybrid: 0.4836 (0.5049) mem: 1032 max mem: 36965 [2024-01-15 11:15:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:16:49 det.util.engine] INFO: Epoch: [6] [4600/11727] eta: 2:08:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0396 loss: 27.5199 (27.1235) loss_class: 0.7794 (0.7666) loss_bbox: 0.1890 (0.1823) loss_giou: 0.3840 (0.3955) loss_class_0: 0.9664 (0.9582) loss_bbox_0: 0.1787 (0.1811) loss_giou_0: 0.3732 (0.3985) loss_class_1: 0.8289 (0.8283) loss_bbox_1: 0.1925 (0.1832) loss_giou_1: 0.3887 (0.3984) loss_class_2: 0.8235 (0.7947) loss_bbox_2: 0.1816 (0.1811) loss_giou_2: 0.3792 (0.3956) loss_class_3: 0.7731 (0.7761) loss_bbox_3: 0.1951 (0.1817) loss_giou_3: 0.3815 (0.3953) loss_class_4: 0.7705 (0.7680) loss_bbox_4: 0.1893 (0.1822) loss_giou_4: 0.3831 (0.3957) loss_class_enc: 0.9033 (0.8978) loss_bbox_enc: 0.2280 (0.2173) loss_giou_enc: 0.4417 (0.4525) loss_class_dn: 0.3926 (0.3896) loss_bbox_dn: 0.2700 (0.2761) loss_giou_dn: 0.4516 (0.4530) loss_class_dn_0: 0.4815 (0.4813) loss_bbox_dn_0: 0.3792 (0.3785) loss_giou_dn_0: 0.5760 (0.5822) loss_class_dn_1: 0.4220 (0.4185) loss_bbox_dn_1: 0.3077 (0.2996) loss_giou_dn_1: 0.4764 (0.4830) loss_class_dn_2: 0.4008 (0.3977) loss_bbox_dn_2: 0.2749 (0.2800) loss_giou_dn_2: 0.4560 (0.4591) loss_class_dn_3: 0.3939 (0.3913) loss_bbox_dn_3: 0.2698 (0.2769) loss_giou_dn_3: 0.4536 (0.4543) loss_class_dn_4: 0.3906 (0.3894) loss_bbox_dn_4: 0.2699 (0.2761) loss_giou_dn_4: 0.4517 (0.4529) loss_class_hybrid: 0.7684 (0.7696) loss_bbox_hybrid: 0.2003 (0.1957) loss_giou_hybrid: 0.4002 (0.4262) loss_class_0_hybrid: 0.8385 (0.8414) loss_bbox_0_hybrid: 0.2005 (0.2045) loss_giou_0_hybrid: 0.4149 (0.4431) loss_class_1_hybrid: 0.8229 (0.7965) loss_bbox_1_hybrid: 0.2057 (0.1993) loss_giou_1_hybrid: 0.4073 (0.4330) loss_class_2_hybrid: 0.7848 (0.7821) loss_bbox_2_hybrid: 0.2013 (0.1960) loss_giou_2_hybrid: 0.4088 (0.4278) loss_class_3_hybrid: 0.7813 (0.7732) loss_bbox_3_hybrid: 0.2050 (0.1956) loss_giou_3_hybrid: 0.4080 (0.4266) loss_class_4_hybrid: 0.7750 (0.7698) loss_bbox_4_hybrid: 0.2044 (0.1958) loss_giou_4_hybrid: 0.4055 (0.4264) loss_class_enc_hybrid: 0.7914 (0.8015) loss_bbox_enc_hybrid: 0.2560 (0.2445) loss_giou_enc_hybrid: 0.4865 (0.5050) mem: 1024 max mem: 36965 [2024-01-15 11:16:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:17:42 det.util.engine] INFO: Epoch: [6] [4650/11727] eta: 2:07:10 lr: 0.000100 data_time: 0.0033 iter_time: 1.0426 loss: 26.3308 (27.1258) loss_class: 0.7427 (0.7668) loss_bbox: 0.1847 (0.1823) loss_giou: 0.3933 (0.3955) loss_class_0: 0.9281 (0.9582) loss_bbox_0: 0.1793 (0.1811) loss_giou_0: 0.4041 (0.3985) loss_class_1: 0.7894 (0.8284) loss_bbox_1: 0.1836 (0.1832) loss_giou_1: 0.4050 (0.3985) loss_class_2: 0.7549 (0.7949) loss_bbox_2: 0.1826 (0.1811) loss_giou_2: 0.3980 (0.3956) loss_class_3: 0.7529 (0.7763) loss_bbox_3: 0.1750 (0.1817) loss_giou_3: 0.3926 (0.3953) loss_class_4: 0.7302 (0.7682) loss_bbox_4: 0.1847 (0.1822) loss_giou_4: 0.3934 (0.3957) loss_class_enc: 0.8664 (0.8979) loss_bbox_enc: 0.1989 (0.2172) loss_giou_enc: 0.4428 (0.4524) loss_class_dn: 0.3971 (0.3896) loss_bbox_dn: 0.2354 (0.2761) loss_giou_dn: 0.4363 (0.4531) loss_class_dn_0: 0.4747 (0.4813) loss_bbox_dn_0: 0.3309 (0.3784) loss_giou_dn_0: 0.5805 (0.5822) loss_class_dn_1: 0.4132 (0.4185) loss_bbox_dn_1: 0.2554 (0.2996) loss_giou_dn_1: 0.4772 (0.4831) loss_class_dn_2: 0.3956 (0.3978) loss_bbox_dn_2: 0.2370 (0.2800) loss_giou_dn_2: 0.4483 (0.4591) loss_class_dn_3: 0.3954 (0.3914) loss_bbox_dn_3: 0.2330 (0.2769) loss_giou_dn_3: 0.4392 (0.4543) loss_class_dn_4: 0.3948 (0.3895) loss_bbox_dn_4: 0.2354 (0.2761) loss_giou_dn_4: 0.4360 (0.4530) loss_class_hybrid: 0.7384 (0.7697) loss_bbox_hybrid: 0.1896 (0.1957) loss_giou_hybrid: 0.4309 (0.4263) loss_class_0_hybrid: 0.8010 (0.8414) loss_bbox_0_hybrid: 0.2048 (0.2045) loss_giou_0_hybrid: 0.4411 (0.4432) loss_class_1_hybrid: 0.7734 (0.7966) loss_bbox_1_hybrid: 0.1929 (0.1993) loss_giou_1_hybrid: 0.4287 (0.4331) loss_class_2_hybrid: 0.7492 (0.7822) loss_bbox_2_hybrid: 0.1903 (0.1960) loss_giou_2_hybrid: 0.4302 (0.4279) loss_class_3_hybrid: 0.7447 (0.7732) loss_bbox_3_hybrid: 0.1914 (0.1956) loss_giou_3_hybrid: 0.4295 (0.4267) loss_class_4_hybrid: 0.7315 (0.7699) loss_bbox_4_hybrid: 0.1895 (0.1958) loss_giou_4_hybrid: 0.4324 (0.4265) loss_class_enc_hybrid: 0.7621 (0.8016) loss_bbox_enc_hybrid: 0.2308 (0.2445) loss_giou_enc_hybrid: 0.4926 (0.5051) mem: 1028 max mem: 36965 [2024-01-15 11:17:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:18:35 det.util.engine] INFO: Epoch: [6] [4700/11727] eta: 2:06:14 lr: 0.000100 data_time: 0.0034 iter_time: 1.0162 loss: 27.0623 (27.1222) loss_class: 0.7593 (0.7668) loss_bbox: 0.1694 (0.1822) loss_giou: 0.3858 (0.3954) loss_class_0: 0.9272 (0.9580) loss_bbox_0: 0.1676 (0.1811) loss_giou_0: 0.3984 (0.3985) loss_class_1: 0.8222 (0.8284) loss_bbox_1: 0.1680 (0.1832) loss_giou_1: 0.3875 (0.3984) loss_class_2: 0.8024 (0.7949) loss_bbox_2: 0.1695 (0.1811) loss_giou_2: 0.3851 (0.3955) loss_class_3: 0.7728 (0.7764) loss_bbox_3: 0.1728 (0.1816) loss_giou_3: 0.3846 (0.3952) loss_class_4: 0.7781 (0.7682) loss_bbox_4: 0.1719 (0.1821) loss_giou_4: 0.3862 (0.3956) loss_class_enc: 0.8894 (0.8979) loss_bbox_enc: 0.2041 (0.2172) loss_giou_enc: 0.4517 (0.4524) loss_class_dn: 0.3833 (0.3896) loss_bbox_dn: 0.2417 (0.2760) loss_giou_dn: 0.4529 (0.4530) loss_class_dn_0: 0.4835 (0.4813) loss_bbox_dn_0: 0.3418 (0.3783) loss_giou_dn_0: 0.5857 (0.5821) loss_class_dn_1: 0.4168 (0.4185) loss_bbox_dn_1: 0.2612 (0.2995) loss_giou_dn_1: 0.4829 (0.4830) loss_class_dn_2: 0.3970 (0.3977) loss_bbox_dn_2: 0.2426 (0.2799) loss_giou_dn_2: 0.4574 (0.4590) loss_class_dn_3: 0.3921 (0.3913) loss_bbox_dn_3: 0.2432 (0.2768) loss_giou_dn_3: 0.4529 (0.4543) loss_class_dn_4: 0.3883 (0.3894) loss_bbox_dn_4: 0.2416 (0.2760) loss_giou_dn_4: 0.4528 (0.4529) loss_class_hybrid: 0.7741 (0.7698) loss_bbox_hybrid: 0.1715 (0.1956) loss_giou_hybrid: 0.4445 (0.4262) loss_class_0_hybrid: 0.8466 (0.8414) loss_bbox_0_hybrid: 0.1858 (0.2045) loss_giou_0_hybrid: 0.4764 (0.4431) loss_class_1_hybrid: 0.7977 (0.7966) loss_bbox_1_hybrid: 0.1778 (0.1992) loss_giou_1_hybrid: 0.4523 (0.4330) loss_class_2_hybrid: 0.7947 (0.7822) loss_bbox_2_hybrid: 0.1735 (0.1959) loss_giou_2_hybrid: 0.4512 (0.4277) loss_class_3_hybrid: 0.7815 (0.7733) loss_bbox_3_hybrid: 0.1725 (0.1956) loss_giou_3_hybrid: 0.4462 (0.4266) loss_class_4_hybrid: 0.7686 (0.7699) loss_bbox_4_hybrid: 0.1733 (0.1957) loss_giou_4_hybrid: 0.4459 (0.4264) loss_class_enc_hybrid: 0.8089 (0.8017) loss_bbox_enc_hybrid: 0.2309 (0.2445) loss_giou_enc_hybrid: 0.5260 (0.5049) mem: 1014 max mem: 36965 [2024-01-15 11:18:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:19:28 det.util.engine] INFO: Epoch: [6] [4750/11727] eta: 2:05:19 lr: 0.000100 data_time: 0.0035 iter_time: 1.0405 loss: 26.5106 (27.1208) loss_class: 0.7607 (0.7669) loss_bbox: 0.1632 (0.1822) loss_giou: 0.3747 (0.3953) loss_class_0: 0.9309 (0.9581) loss_bbox_0: 0.1641 (0.1811) loss_giou_0: 0.3754 (0.3984) loss_class_1: 0.7916 (0.8284) loss_bbox_1: 0.1688 (0.1832) loss_giou_1: 0.3771 (0.3982) loss_class_2: 0.7892 (0.7950) loss_bbox_2: 0.1663 (0.1811) loss_giou_2: 0.3719 (0.3954) loss_class_3: 0.7822 (0.7765) loss_bbox_3: 0.1640 (0.1816) loss_giou_3: 0.3710 (0.3951) loss_class_4: 0.7614 (0.7683) loss_bbox_4: 0.1632 (0.1821) loss_giou_4: 0.3740 (0.3955) loss_class_enc: 0.8672 (0.8979) loss_bbox_enc: 0.1894 (0.2172) loss_giou_enc: 0.4201 (0.4523) loss_class_dn: 0.3796 (0.3895) loss_bbox_dn: 0.2423 (0.2761) loss_giou_dn: 0.4346 (0.4529) loss_class_dn_0: 0.4765 (0.4813) loss_bbox_dn_0: 0.3561 (0.3784) loss_giou_dn_0: 0.5727 (0.5820) loss_class_dn_1: 0.4072 (0.4184) loss_bbox_dn_1: 0.2644 (0.2996) loss_giou_dn_1: 0.4642 (0.4829) loss_class_dn_2: 0.3847 (0.3976) loss_bbox_dn_2: 0.2450 (0.2800) loss_giou_dn_2: 0.4412 (0.4589) loss_class_dn_3: 0.3792 (0.3913) loss_bbox_dn_3: 0.2413 (0.2769) loss_giou_dn_3: 0.4354 (0.4541) loss_class_dn_4: 0.3788 (0.3894) loss_bbox_dn_4: 0.2423 (0.2761) loss_giou_dn_4: 0.4344 (0.4527) loss_class_hybrid: 0.7527 (0.7698) loss_bbox_hybrid: 0.1794 (0.1956) loss_giou_hybrid: 0.4106 (0.4261) loss_class_0_hybrid: 0.8126 (0.8415) loss_bbox_0_hybrid: 0.1894 (0.2045) loss_giou_0_hybrid: 0.4122 (0.4429) loss_class_1_hybrid: 0.7652 (0.7966) loss_bbox_1_hybrid: 0.1768 (0.1992) loss_giou_1_hybrid: 0.4145 (0.4329) loss_class_2_hybrid: 0.7514 (0.7822) loss_bbox_2_hybrid: 0.1772 (0.1959) loss_giou_2_hybrid: 0.4135 (0.4276) loss_class_3_hybrid: 0.7574 (0.7733) loss_bbox_3_hybrid: 0.1777 (0.1956) loss_giou_3_hybrid: 0.4091 (0.4264) loss_class_4_hybrid: 0.7563 (0.7699) loss_bbox_4_hybrid: 0.1802 (0.1957) loss_giou_4_hybrid: 0.4106 (0.4263) loss_class_enc_hybrid: 0.7881 (0.8018) loss_bbox_enc_hybrid: 0.2233 (0.2445) loss_giou_enc_hybrid: 0.4742 (0.5048) mem: 1024 max mem: 36965 [2024-01-15 11:19:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:20:21 det.util.engine] INFO: Epoch: [6] [4800/11727] eta: 2:04:24 lr: 0.000100 data_time: 0.0033 iter_time: 1.0497 loss: 26.9549 (27.1235) loss_class: 0.7655 (0.7671) loss_bbox: 0.1738 (0.1823) loss_giou: 0.3672 (0.3952) loss_class_0: 0.9566 (0.9582) loss_bbox_0: 0.1854 (0.1812) loss_giou_0: 0.3683 (0.3983) loss_class_1: 0.8039 (0.8285) loss_bbox_1: 0.1876 (0.1833) loss_giou_1: 0.3695 (0.3982) loss_class_2: 0.7854 (0.7952) loss_bbox_2: 0.1767 (0.1812) loss_giou_2: 0.3622 (0.3953) loss_class_3: 0.7735 (0.7767) loss_bbox_3: 0.1710 (0.1817) loss_giou_3: 0.3624 (0.3950) loss_class_4: 0.7586 (0.7685) loss_bbox_4: 0.1741 (0.1822) loss_giou_4: 0.3629 (0.3954) loss_class_enc: 0.9163 (0.8979) loss_bbox_enc: 0.2173 (0.2173) loss_giou_enc: 0.4256 (0.4522) loss_class_dn: 0.3861 (0.3895) loss_bbox_dn: 0.2881 (0.2762) loss_giou_dn: 0.4436 (0.4529) loss_class_dn_0: 0.4794 (0.4812) loss_bbox_dn_0: 0.3900 (0.3786) loss_giou_dn_0: 0.5699 (0.5820) loss_class_dn_1: 0.4175 (0.4184) loss_bbox_dn_1: 0.3134 (0.2998) loss_giou_dn_1: 0.4764 (0.4829) loss_class_dn_2: 0.3982 (0.3977) loss_bbox_dn_2: 0.2947 (0.2801) loss_giou_dn_2: 0.4479 (0.4589) loss_class_dn_3: 0.3905 (0.3913) loss_bbox_dn_3: 0.2888 (0.2770) loss_giou_dn_3: 0.4448 (0.4541) loss_class_dn_4: 0.3862 (0.3894) loss_bbox_dn_4: 0.2882 (0.2762) loss_giou_dn_4: 0.4435 (0.4527) loss_class_hybrid: 0.7951 (0.7700) loss_bbox_hybrid: 0.1981 (0.1957) loss_giou_hybrid: 0.3735 (0.4259) loss_class_0_hybrid: 0.8532 (0.8416) loss_bbox_0_hybrid: 0.2118 (0.2046) loss_giou_0_hybrid: 0.4009 (0.4428) loss_class_1_hybrid: 0.7972 (0.7968) loss_bbox_1_hybrid: 0.1993 (0.1993) loss_giou_1_hybrid: 0.3883 (0.4327) loss_class_2_hybrid: 0.8038 (0.7824) loss_bbox_2_hybrid: 0.1990 (0.1960) loss_giou_2_hybrid: 0.3778 (0.4275) loss_class_3_hybrid: 0.7806 (0.7735) loss_bbox_3_hybrid: 0.1964 (0.1956) loss_giou_3_hybrid: 0.3758 (0.4263) loss_class_4_hybrid: 0.7850 (0.7701) loss_bbox_4_hybrid: 0.1973 (0.1958) loss_giou_4_hybrid: 0.3762 (0.4261) loss_class_enc_hybrid: 0.8093 (0.8019) loss_bbox_enc_hybrid: 0.2455 (0.2446) loss_giou_enc_hybrid: 0.4641 (0.5047) mem: 1025 max mem: 36965 [2024-01-15 11:20:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:21:15 det.util.engine] INFO: Epoch: [6] [4850/11727] eta: 2:03:30 lr: 0.000100 data_time: 0.0029 iter_time: 1.0393 loss: 26.9087 (27.1261) loss_class: 0.7793 (0.7673) loss_bbox: 0.1738 (0.1824) loss_giou: 0.3416 (0.3951) loss_class_0: 0.9426 (0.9581) loss_bbox_0: 0.1846 (0.1813) loss_giou_0: 0.3560 (0.3983) loss_class_1: 0.8001 (0.8286) loss_bbox_1: 0.1831 (0.1834) loss_giou_1: 0.3590 (0.3981) loss_class_2: 0.7885 (0.7952) loss_bbox_2: 0.1793 (0.1813) loss_giou_2: 0.3495 (0.3952) loss_class_3: 0.7942 (0.7769) loss_bbox_3: 0.1764 (0.1818) loss_giou_3: 0.3461 (0.3949) loss_class_4: 0.7953 (0.7687) loss_bbox_4: 0.1745 (0.1823) loss_giou_4: 0.3394 (0.3953) loss_class_enc: 0.8740 (0.8978) loss_bbox_enc: 0.2258 (0.2175) loss_giou_enc: 0.4170 (0.4522) loss_class_dn: 0.3856 (0.3895) loss_bbox_dn: 0.2974 (0.2764) loss_giou_dn: 0.4145 (0.4528) loss_class_dn_0: 0.4835 (0.4812) loss_bbox_dn_0: 0.3782 (0.3788) loss_giou_dn_0: 0.5357 (0.5820) loss_class_dn_1: 0.4173 (0.4184) loss_bbox_dn_1: 0.3160 (0.2999) loss_giou_dn_1: 0.4450 (0.4828) loss_class_dn_2: 0.3912 (0.3977) loss_bbox_dn_2: 0.3013 (0.2803) loss_giou_dn_2: 0.4205 (0.4588) loss_class_dn_3: 0.3902 (0.3913) loss_bbox_dn_3: 0.2974 (0.2771) loss_giou_dn_3: 0.4159 (0.4541) loss_class_dn_4: 0.3886 (0.3894) loss_bbox_dn_4: 0.2973 (0.2763) loss_giou_dn_4: 0.4140 (0.4527) loss_class_hybrid: 0.7729 (0.7702) loss_bbox_hybrid: 0.1798 (0.1958) loss_giou_hybrid: 0.3512 (0.4258) loss_class_0_hybrid: 0.8388 (0.8416) loss_bbox_0_hybrid: 0.1865 (0.2047) loss_giou_0_hybrid: 0.3705 (0.4428) loss_class_1_hybrid: 0.7862 (0.7969) loss_bbox_1_hybrid: 0.1780 (0.1994) loss_giou_1_hybrid: 0.3584 (0.4327) loss_class_2_hybrid: 0.7750 (0.7825) loss_bbox_2_hybrid: 0.1871 (0.1961) loss_giou_2_hybrid: 0.3498 (0.4274) loss_class_3_hybrid: 0.7755 (0.7737) loss_bbox_3_hybrid: 0.1806 (0.1958) loss_giou_3_hybrid: 0.3449 (0.4262) loss_class_4_hybrid: 0.7816 (0.7703) loss_bbox_4_hybrid: 0.1793 (0.1959) loss_giou_4_hybrid: 0.3486 (0.4260) loss_class_enc_hybrid: 0.7940 (0.8019) loss_bbox_enc_hybrid: 0.2339 (0.2447) loss_giou_enc_hybrid: 0.4280 (0.5046) mem: 1027 max mem: 36965 [2024-01-15 11:21:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:22:09 det.util.engine] INFO: Epoch: [6] [4900/11727] eta: 2:02:37 lr: 0.000100 data_time: 0.0033 iter_time: 1.0688 loss: 26.2882 (27.1267) loss_class: 0.7278 (0.7675) loss_bbox: 0.1944 (0.1823) loss_giou: 0.3859 (0.3950) loss_class_0: 0.9197 (0.9583) loss_bbox_0: 0.1872 (0.1812) loss_giou_0: 0.4007 (0.3983) loss_class_1: 0.8033 (0.8289) loss_bbox_1: 0.1873 (0.1834) loss_giou_1: 0.3864 (0.3980) loss_class_2: 0.7718 (0.7954) loss_bbox_2: 0.1830 (0.1812) loss_giou_2: 0.3871 (0.3952) loss_class_3: 0.7682 (0.7772) loss_bbox_3: 0.1834 (0.1817) loss_giou_3: 0.3871 (0.3948) loss_class_4: 0.7382 (0.7689) loss_bbox_4: 0.1947 (0.1822) loss_giou_4: 0.3871 (0.3952) loss_class_enc: 0.8607 (0.8979) loss_bbox_enc: 0.2254 (0.2174) loss_giou_enc: 0.4401 (0.4522) loss_class_dn: 0.3887 (0.3895) loss_bbox_dn: 0.2723 (0.2763) loss_giou_dn: 0.4627 (0.4528) loss_class_dn_0: 0.4716 (0.4812) loss_bbox_dn_0: 0.3718 (0.3787) loss_giou_dn_0: 0.5919 (0.5820) loss_class_dn_1: 0.4225 (0.4185) loss_bbox_dn_1: 0.2941 (0.2999) loss_giou_dn_1: 0.4867 (0.4828) loss_class_dn_2: 0.3957 (0.3977) loss_bbox_dn_2: 0.2780 (0.2802) loss_giou_dn_2: 0.4718 (0.4588) loss_class_dn_3: 0.3882 (0.3913) loss_bbox_dn_3: 0.2753 (0.2771) loss_giou_dn_3: 0.4650 (0.4540) loss_class_dn_4: 0.3872 (0.3894) loss_bbox_dn_4: 0.2725 (0.2763) loss_giou_dn_4: 0.4627 (0.4526) loss_class_hybrid: 0.7404 (0.7703) loss_bbox_hybrid: 0.2059 (0.1958) loss_giou_hybrid: 0.4223 (0.4258) loss_class_0_hybrid: 0.8004 (0.8417) loss_bbox_0_hybrid: 0.2115 (0.2047) loss_giou_0_hybrid: 0.4450 (0.4427) loss_class_1_hybrid: 0.7799 (0.7970) loss_bbox_1_hybrid: 0.2010 (0.1994) loss_giou_1_hybrid: 0.4223 (0.4326) loss_class_2_hybrid: 0.7562 (0.7827) loss_bbox_2_hybrid: 0.2005 (0.1961) loss_giou_2_hybrid: 0.4172 (0.4274) loss_class_3_hybrid: 0.7494 (0.7738) loss_bbox_3_hybrid: 0.2003 (0.1957) loss_giou_3_hybrid: 0.4190 (0.4262) loss_class_4_hybrid: 0.7465 (0.7705) loss_bbox_4_hybrid: 0.2061 (0.1959) loss_giou_4_hybrid: 0.4193 (0.4260) loss_class_enc_hybrid: 0.7624 (0.8019) loss_bbox_enc_hybrid: 0.2386 (0.2446) loss_giou_enc_hybrid: 0.4968 (0.5046) mem: 1025 max mem: 36965 [2024-01-15 11:22:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:23:01 det.util.engine] INFO: Epoch: [6] [4950/11727] eta: 2:01:40 lr: 0.000100 data_time: 0.0036 iter_time: 1.0473 loss: 27.5251 (27.1229) loss_class: 0.8012 (0.7675) loss_bbox: 0.1847 (0.1823) loss_giou: 0.3773 (0.3949) loss_class_0: 0.9869 (0.9583) loss_bbox_0: 0.1799 (0.1812) loss_giou_0: 0.3902 (0.3982) loss_class_1: 0.8391 (0.8287) loss_bbox_1: 0.1849 (0.1834) loss_giou_1: 0.3897 (0.3980) loss_class_2: 0.8233 (0.7953) loss_bbox_2: 0.1827 (0.1812) loss_giou_2: 0.3806 (0.3951) loss_class_3: 0.7892 (0.7771) loss_bbox_3: 0.1846 (0.1817) loss_giou_3: 0.3823 (0.3947) loss_class_4: 0.7963 (0.7689) loss_bbox_4: 0.1868 (0.1822) loss_giou_4: 0.3771 (0.3951) loss_class_enc: 0.9028 (0.8979) loss_bbox_enc: 0.2092 (0.2174) loss_giou_enc: 0.4224 (0.4521) loss_class_dn: 0.3821 (0.3895) loss_bbox_dn: 0.2361 (0.2762) loss_giou_dn: 0.4496 (0.4527) loss_class_dn_0: 0.4787 (0.4812) loss_bbox_dn_0: 0.3224 (0.3786) loss_giou_dn_0: 0.5813 (0.5819) loss_class_dn_1: 0.4163 (0.4184) loss_bbox_dn_1: 0.2531 (0.2998) loss_giou_dn_1: 0.4821 (0.4827) loss_class_dn_2: 0.3901 (0.3976) loss_bbox_dn_2: 0.2376 (0.2801) loss_giou_dn_2: 0.4559 (0.4587) loss_class_dn_3: 0.3869 (0.3912) loss_bbox_dn_3: 0.2350 (0.2770) loss_giou_dn_3: 0.4496 (0.4539) loss_class_dn_4: 0.3827 (0.3893) loss_bbox_dn_4: 0.2362 (0.2762) loss_giou_dn_4: 0.4491 (0.4526) loss_class_hybrid: 0.7979 (0.7703) loss_bbox_hybrid: 0.1892 (0.1957) loss_giou_hybrid: 0.3997 (0.4257) loss_class_0_hybrid: 0.8858 (0.8417) loss_bbox_0_hybrid: 0.1993 (0.2046) loss_giou_0_hybrid: 0.4186 (0.4426) loss_class_1_hybrid: 0.8150 (0.7970) loss_bbox_1_hybrid: 0.1915 (0.1993) loss_giou_1_hybrid: 0.4045 (0.4325) loss_class_2_hybrid: 0.8013 (0.7827) loss_bbox_2_hybrid: 0.1941 (0.1961) loss_giou_2_hybrid: 0.4007 (0.4272) loss_class_3_hybrid: 0.8010 (0.7738) loss_bbox_3_hybrid: 0.1913 (0.1957) loss_giou_3_hybrid: 0.3969 (0.4260) loss_class_4_hybrid: 0.7953 (0.7704) loss_bbox_4_hybrid: 0.1878 (0.1958) loss_giou_4_hybrid: 0.4003 (0.4259) loss_class_enc_hybrid: 0.8147 (0.8020) loss_bbox_enc_hybrid: 0.2276 (0.2446) loss_giou_enc_hybrid: 0.4773 (0.5045) mem: 1029 max mem: 36965 [2024-01-15 11:23:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:23:56 det.util.engine] INFO: Epoch: [6] [5000/11727] eta: 2:00:47 lr: 0.000100 data_time: 0.0032 iter_time: 1.0456 loss: 27.6328 (27.1188) loss_class: 0.7295 (0.7674) loss_bbox: 0.1717 (0.1823) loss_giou: 0.3764 (0.3949) loss_class_0: 0.9029 (0.9581) loss_bbox_0: 0.1729 (0.1812) loss_giou_0: 0.3890 (0.3982) loss_class_1: 0.8150 (0.8287) loss_bbox_1: 0.1616 (0.1833) loss_giou_1: 0.3776 (0.3980) loss_class_2: 0.7612 (0.7953) loss_bbox_2: 0.1668 (0.1812) loss_giou_2: 0.3934 (0.3950) loss_class_3: 0.7542 (0.7770) loss_bbox_3: 0.1653 (0.1816) loss_giou_3: 0.3770 (0.3947) loss_class_4: 0.7404 (0.7688) loss_bbox_4: 0.1757 (0.1822) loss_giou_4: 0.3950 (0.3951) loss_class_enc: 0.8394 (0.8976) loss_bbox_enc: 0.2092 (0.2174) loss_giou_enc: 0.4168 (0.4521) loss_class_dn: 0.3888 (0.3894) loss_bbox_dn: 0.2527 (0.2761) loss_giou_dn: 0.4367 (0.4526) loss_class_dn_0: 0.4767 (0.4812) loss_bbox_dn_0: 0.3602 (0.3785) loss_giou_dn_0: 0.5504 (0.5818) loss_class_dn_1: 0.4085 (0.4183) loss_bbox_dn_1: 0.2685 (0.2997) loss_giou_dn_1: 0.4483 (0.4826) loss_class_dn_2: 0.3936 (0.3976) loss_bbox_dn_2: 0.2542 (0.2800) loss_giou_dn_2: 0.4396 (0.4586) loss_class_dn_3: 0.3878 (0.3912) loss_bbox_dn_3: 0.2523 (0.2769) loss_giou_dn_3: 0.4370 (0.4539) loss_class_dn_4: 0.3870 (0.3893) loss_bbox_dn_4: 0.2527 (0.2761) loss_giou_dn_4: 0.4350 (0.4525) loss_class_hybrid: 0.7371 (0.7703) loss_bbox_hybrid: 0.1807 (0.1957) loss_giou_hybrid: 0.4242 (0.4256) loss_class_0_hybrid: 0.7650 (0.8415) loss_bbox_0_hybrid: 0.1860 (0.2046) loss_giou_0_hybrid: 0.4194 (0.4426) loss_class_1_hybrid: 0.7474 (0.7969) loss_bbox_1_hybrid: 0.1830 (0.1993) loss_giou_1_hybrid: 0.4116 (0.4325) loss_class_2_hybrid: 0.7500 (0.7826) loss_bbox_2_hybrid: 0.1823 (0.1960) loss_giou_2_hybrid: 0.4115 (0.4272) loss_class_3_hybrid: 0.7450 (0.7738) loss_bbox_3_hybrid: 0.1793 (0.1956) loss_giou_3_hybrid: 0.4123 (0.4260) loss_class_4_hybrid: 0.7287 (0.7704) loss_bbox_4_hybrid: 0.1801 (0.1958) loss_giou_4_hybrid: 0.4255 (0.4258) loss_class_enc_hybrid: 0.7280 (0.8017) loss_bbox_enc_hybrid: 0.2333 (0.2445) loss_giou_enc_hybrid: 0.4676 (0.5044) mem: 1042 max mem: 36965 [2024-01-15 11:23:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:24:49 det.util.engine] INFO: Epoch: [6] [5050/11727] eta: 1:59:52 lr: 0.000100 data_time: 0.0035 iter_time: 1.0673 loss: 26.8083 (27.1155) loss_class: 0.7635 (0.7675) loss_bbox: 0.1629 (0.1822) loss_giou: 0.3656 (0.3947) loss_class_0: 0.9300 (0.9581) loss_bbox_0: 0.1740 (0.1812) loss_giou_0: 0.4081 (0.3981) loss_class_1: 0.7988 (0.8285) loss_bbox_1: 0.1708 (0.1833) loss_giou_1: 0.3996 (0.3979) loss_class_2: 0.7793 (0.7953) loss_bbox_2: 0.1675 (0.1812) loss_giou_2: 0.3955 (0.3949) loss_class_3: 0.7419 (0.7769) loss_bbox_3: 0.1647 (0.1816) loss_giou_3: 0.3681 (0.3946) loss_class_4: 0.7694 (0.7688) loss_bbox_4: 0.1641 (0.1822) loss_giou_4: 0.3656 (0.3949) loss_class_enc: 0.8918 (0.8975) loss_bbox_enc: 0.2113 (0.2174) loss_giou_enc: 0.4732 (0.4520) loss_class_dn: 0.3760 (0.3894) loss_bbox_dn: 0.2389 (0.2761) loss_giou_dn: 0.4560 (0.4525) loss_class_dn_0: 0.4672 (0.4811) loss_bbox_dn_0: 0.3494 (0.3786) loss_giou_dn_0: 0.5769 (0.5817) loss_class_dn_1: 0.4105 (0.4183) loss_bbox_dn_1: 0.2696 (0.2997) loss_giou_dn_1: 0.4873 (0.4825) loss_class_dn_2: 0.3861 (0.3975) loss_bbox_dn_2: 0.2437 (0.2800) loss_giou_dn_2: 0.4612 (0.4585) loss_class_dn_3: 0.3801 (0.3912) loss_bbox_dn_3: 0.2409 (0.2769) loss_giou_dn_3: 0.4579 (0.4537) loss_class_dn_4: 0.3778 (0.3892) loss_bbox_dn_4: 0.2388 (0.2761) loss_giou_dn_4: 0.4558 (0.4524) loss_class_hybrid: 0.7754 (0.7703) loss_bbox_hybrid: 0.1803 (0.1956) loss_giou_hybrid: 0.3750 (0.4254) loss_class_0_hybrid: 0.8011 (0.8415) loss_bbox_0_hybrid: 0.1984 (0.2045) loss_giou_0_hybrid: 0.4382 (0.4424) loss_class_1_hybrid: 0.7793 (0.7969) loss_bbox_1_hybrid: 0.1888 (0.1992) loss_giou_1_hybrid: 0.4167 (0.4323) loss_class_2_hybrid: 0.7717 (0.7827) loss_bbox_2_hybrid: 0.1811 (0.1960) loss_giou_2_hybrid: 0.3891 (0.4270) loss_class_3_hybrid: 0.7706 (0.7738) loss_bbox_3_hybrid: 0.1771 (0.1956) loss_giou_3_hybrid: 0.3792 (0.4258) loss_class_4_hybrid: 0.7724 (0.7704) loss_bbox_4_hybrid: 0.1798 (0.1957) loss_giou_4_hybrid: 0.3754 (0.4256) loss_class_enc_hybrid: 0.7699 (0.8017) loss_bbox_enc_hybrid: 0.2386 (0.2445) loss_giou_enc_hybrid: 0.5233 (0.5042) mem: 1012 max mem: 36965 [2024-01-15 11:24:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:25:40 det.util.engine] INFO: Epoch: [6] [5100/11727] eta: 1:58:55 lr: 0.000100 data_time: 0.0033 iter_time: 1.0029 loss: 25.8602 (27.1087) loss_class: 0.7353 (0.7672) loss_bbox: 0.1718 (0.1822) loss_giou: 0.3780 (0.3947) loss_class_0: 0.9003 (0.9577) loss_bbox_0: 0.1661 (0.1812) loss_giou_0: 0.3904 (0.3981) loss_class_1: 0.7977 (0.8283) loss_bbox_1: 0.1639 (0.1833) loss_giou_1: 0.3851 (0.3978) loss_class_2: 0.7651 (0.7950) loss_bbox_2: 0.1652 (0.1812) loss_giou_2: 0.3759 (0.3949) loss_class_3: 0.7264 (0.7766) loss_bbox_3: 0.1720 (0.1816) loss_giou_3: 0.3779 (0.3945) loss_class_4: 0.7386 (0.7685) loss_bbox_4: 0.1689 (0.1822) loss_giou_4: 0.3792 (0.3949) loss_class_enc: 0.8716 (0.8973) loss_bbox_enc: 0.2195 (0.2174) loss_giou_enc: 0.4336 (0.4520) loss_class_dn: 0.3842 (0.3893) loss_bbox_dn: 0.2431 (0.2760) loss_giou_dn: 0.4284 (0.4524) loss_class_dn_0: 0.4821 (0.4811) loss_bbox_dn_0: 0.3725 (0.3784) loss_giou_dn_0: 0.5544 (0.5815) loss_class_dn_1: 0.4182 (0.4182) loss_bbox_dn_1: 0.2791 (0.2995) loss_giou_dn_1: 0.4430 (0.4824) loss_class_dn_2: 0.3932 (0.3975) loss_bbox_dn_2: 0.2500 (0.2799) loss_giou_dn_2: 0.4288 (0.4584) loss_class_dn_3: 0.3847 (0.3911) loss_bbox_dn_3: 0.2471 (0.2768) loss_giou_dn_3: 0.4292 (0.4536) loss_class_dn_4: 0.3847 (0.3892) loss_bbox_dn_4: 0.2432 (0.2760) loss_giou_dn_4: 0.4282 (0.4522) loss_class_hybrid: 0.7415 (0.7701) loss_bbox_hybrid: 0.1788 (0.1956) loss_giou_hybrid: 0.4083 (0.4253) loss_class_0_hybrid: 0.7995 (0.8413) loss_bbox_0_hybrid: 0.1925 (0.2045) loss_giou_0_hybrid: 0.4396 (0.4423) loss_class_1_hybrid: 0.7590 (0.7966) loss_bbox_1_hybrid: 0.1752 (0.1992) loss_giou_1_hybrid: 0.4244 (0.4321) loss_class_2_hybrid: 0.7492 (0.7824) loss_bbox_2_hybrid: 0.1773 (0.1960) loss_giou_2_hybrid: 0.4129 (0.4269) loss_class_3_hybrid: 0.7481 (0.7736) loss_bbox_3_hybrid: 0.1780 (0.1955) loss_giou_3_hybrid: 0.4116 (0.4257) loss_class_4_hybrid: 0.7511 (0.7702) loss_bbox_4_hybrid: 0.1764 (0.1957) loss_giou_4_hybrid: 0.4120 (0.4255) loss_class_enc_hybrid: 0.7689 (0.8015) loss_bbox_enc_hybrid: 0.2370 (0.2445) loss_giou_enc_hybrid: 0.4890 (0.5041) mem: 1027 max mem: 36965 [2024-01-15 11:25:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:26:32 det.util.engine] INFO: Epoch: [6] [5150/11727] eta: 1:58:00 lr: 0.000100 data_time: 0.0031 iter_time: 1.0553 loss: 26.6576 (27.1085) loss_class: 0.7552 (0.7671) loss_bbox: 0.1644 (0.1822) loss_giou: 0.3898 (0.3948) loss_class_0: 0.8919 (0.9574) loss_bbox_0: 0.1719 (0.1812) loss_giou_0: 0.4058 (0.3982) loss_class_1: 0.7560 (0.8280) loss_bbox_1: 0.1769 (0.1833) loss_giou_1: 0.4063 (0.3980) loss_class_2: 0.7505 (0.7948) loss_bbox_2: 0.1648 (0.1812) loss_giou_2: 0.3985 (0.3951) loss_class_3: 0.7506 (0.7765) loss_bbox_3: 0.1644 (0.1816) loss_giou_3: 0.3993 (0.3947) loss_class_4: 0.7521 (0.7685) loss_bbox_4: 0.1650 (0.1821) loss_giou_4: 0.3852 (0.3950) loss_class_enc: 0.8248 (0.8970) loss_bbox_enc: 0.2053 (0.2174) loss_giou_enc: 0.4617 (0.4522) loss_class_dn: 0.3823 (0.3893) loss_bbox_dn: 0.2375 (0.2759) loss_giou_dn: 0.4510 (0.4525) loss_class_dn_0: 0.4664 (0.4811) loss_bbox_dn_0: 0.3230 (0.3782) loss_giou_dn_0: 0.5698 (0.5815) loss_class_dn_1: 0.4114 (0.4182) loss_bbox_dn_1: 0.2492 (0.2994) loss_giou_dn_1: 0.4782 (0.4824) loss_class_dn_2: 0.3971 (0.3975) loss_bbox_dn_2: 0.2414 (0.2798) loss_giou_dn_2: 0.4598 (0.4585) loss_class_dn_3: 0.3858 (0.3911) loss_bbox_dn_3: 0.2385 (0.2767) loss_giou_dn_3: 0.4536 (0.4537) loss_class_dn_4: 0.3835 (0.3892) loss_bbox_dn_4: 0.2374 (0.2759) loss_giou_dn_4: 0.4510 (0.4523) loss_class_hybrid: 0.7047 (0.7700) loss_bbox_hybrid: 0.1815 (0.1956) loss_giou_hybrid: 0.4286 (0.4255) loss_class_0_hybrid: 0.7685 (0.8411) loss_bbox_0_hybrid: 0.1967 (0.2045) loss_giou_0_hybrid: 0.4297 (0.4424) loss_class_1_hybrid: 0.7344 (0.7965) loss_bbox_1_hybrid: 0.1852 (0.1992) loss_giou_1_hybrid: 0.4228 (0.4323) loss_class_2_hybrid: 0.7475 (0.7823) loss_bbox_2_hybrid: 0.1819 (0.1959) loss_giou_2_hybrid: 0.4281 (0.4271) loss_class_3_hybrid: 0.7125 (0.7734) loss_bbox_3_hybrid: 0.1772 (0.1955) loss_giou_3_hybrid: 0.4275 (0.4258) loss_class_4_hybrid: 0.7061 (0.7701) loss_bbox_4_hybrid: 0.1828 (0.1957) loss_giou_4_hybrid: 0.4300 (0.4257) loss_class_enc_hybrid: 0.7270 (0.8013) loss_bbox_enc_hybrid: 0.2249 (0.2445) loss_giou_enc_hybrid: 0.5024 (0.5043) mem: 1028 max mem: 36965 [2024-01-15 11:26:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:27:26 det.util.engine] INFO: Epoch: [6] [5200/11727] eta: 1:57:05 lr: 0.000100 data_time: 0.0031 iter_time: 1.0553 loss: 26.3262 (27.1070) loss_class: 0.7367 (0.7670) loss_bbox: 0.1681 (0.1822) loss_giou: 0.4175 (0.3949) loss_class_0: 0.8772 (0.9573) loss_bbox_0: 0.1634 (0.1811) loss_giou_0: 0.4074 (0.3983) loss_class_1: 0.7853 (0.8278) loss_bbox_1: 0.1649 (0.1833) loss_giou_1: 0.4310 (0.3982) loss_class_2: 0.7242 (0.7946) loss_bbox_2: 0.1687 (0.1812) loss_giou_2: 0.4197 (0.3952) loss_class_3: 0.7409 (0.7764) loss_bbox_3: 0.1654 (0.1816) loss_giou_3: 0.4115 (0.3948) loss_class_4: 0.7331 (0.7683) loss_bbox_4: 0.1675 (0.1821) loss_giou_4: 0.4130 (0.3951) loss_class_enc: 0.8272 (0.8969) loss_bbox_enc: 0.2021 (0.2174) loss_giou_enc: 0.4680 (0.4523) loss_class_dn: 0.3749 (0.3893) loss_bbox_dn: 0.2253 (0.2757) loss_giou_dn: 0.4428 (0.4525) loss_class_dn_0: 0.4726 (0.4811) loss_bbox_dn_0: 0.3080 (0.3781) loss_giou_dn_0: 0.5761 (0.5815) loss_class_dn_1: 0.4072 (0.4182) loss_bbox_dn_1: 0.2399 (0.2993) loss_giou_dn_1: 0.4777 (0.4824) loss_class_dn_2: 0.3834 (0.3974) loss_bbox_dn_2: 0.2306 (0.2796) loss_giou_dn_2: 0.4502 (0.4585) loss_class_dn_3: 0.3761 (0.3910) loss_bbox_dn_3: 0.2282 (0.2765) loss_giou_dn_3: 0.4447 (0.4537) loss_class_dn_4: 0.3739 (0.3891) loss_bbox_dn_4: 0.2254 (0.2757) loss_giou_dn_4: 0.4428 (0.4523) loss_class_hybrid: 0.7327 (0.7698) loss_bbox_hybrid: 0.1745 (0.1956) loss_giou_hybrid: 0.4495 (0.4257) loss_class_0_hybrid: 0.8022 (0.8409) loss_bbox_0_hybrid: 0.1759 (0.2045) loss_giou_0_hybrid: 0.4657 (0.4426) loss_class_1_hybrid: 0.7745 (0.7963) loss_bbox_1_hybrid: 0.1761 (0.1992) loss_giou_1_hybrid: 0.4643 (0.4325) loss_class_2_hybrid: 0.7326 (0.7821) loss_bbox_2_hybrid: 0.1741 (0.1960) loss_giou_2_hybrid: 0.4515 (0.4273) loss_class_3_hybrid: 0.7224 (0.7733) loss_bbox_3_hybrid: 0.1730 (0.1955) loss_giou_3_hybrid: 0.4470 (0.4260) loss_class_4_hybrid: 0.7187 (0.7699) loss_bbox_4_hybrid: 0.1732 (0.1957) loss_giou_4_hybrid: 0.4487 (0.4259) loss_class_enc_hybrid: 0.7785 (0.8012) loss_bbox_enc_hybrid: 0.2113 (0.2445) loss_giou_enc_hybrid: 0.5316 (0.5045) mem: 1026 max mem: 36965 [2024-01-15 11:27:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:28:19 det.util.engine] INFO: Epoch: [6] [5250/11727] eta: 1:56:11 lr: 0.000100 data_time: 0.0035 iter_time: 1.0630 loss: 27.9763 (27.1083) loss_class: 0.8368 (0.7673) loss_bbox: 0.1694 (0.1823) loss_giou: 0.3636 (0.3947) loss_class_0: 0.9832 (0.9575) loss_bbox_0: 0.1702 (0.1812) loss_giou_0: 0.3653 (0.3981) loss_class_1: 0.8955 (0.8280) loss_bbox_1: 0.1809 (0.1833) loss_giou_1: 0.3659 (0.3980) loss_class_2: 0.8431 (0.7948) loss_bbox_2: 0.1736 (0.1813) loss_giou_2: 0.3611 (0.3950) loss_class_3: 0.8153 (0.7766) loss_bbox_3: 0.1754 (0.1817) loss_giou_3: 0.3612 (0.3946) loss_class_4: 0.8290 (0.7686) loss_bbox_4: 0.1723 (0.1822) loss_giou_4: 0.3620 (0.3949) loss_class_enc: 0.9185 (0.8970) loss_bbox_enc: 0.2152 (0.2175) loss_giou_enc: 0.4169 (0.4521) loss_class_dn: 0.3998 (0.3893) loss_bbox_dn: 0.2786 (0.2759) loss_giou_dn: 0.4663 (0.4524) loss_class_dn_0: 0.4818 (0.4811) loss_bbox_dn_0: 0.3716 (0.3783) loss_giou_dn_0: 0.5990 (0.5815) loss_class_dn_1: 0.4315 (0.4182) loss_bbox_dn_1: 0.3061 (0.2995) loss_giou_dn_1: 0.5026 (0.4824) loss_class_dn_2: 0.4104 (0.3974) loss_bbox_dn_2: 0.2883 (0.2798) loss_giou_dn_2: 0.4753 (0.4584) loss_class_dn_3: 0.4059 (0.3911) loss_bbox_dn_3: 0.2798 (0.2767) loss_giou_dn_3: 0.4690 (0.4536) loss_class_dn_4: 0.4026 (0.3892) loss_bbox_dn_4: 0.2786 (0.2759) loss_giou_dn_4: 0.4661 (0.4522) loss_class_hybrid: 0.8299 (0.7701) loss_bbox_hybrid: 0.1806 (0.1956) loss_giou_hybrid: 0.3639 (0.4254) loss_class_0_hybrid: 0.8946 (0.8412) loss_bbox_0_hybrid: 0.1943 (0.2045) loss_giou_0_hybrid: 0.3971 (0.4424) loss_class_1_hybrid: 0.8478 (0.7965) loss_bbox_1_hybrid: 0.1887 (0.1993) loss_giou_1_hybrid: 0.3711 (0.4322) loss_class_2_hybrid: 0.8304 (0.7824) loss_bbox_2_hybrid: 0.1828 (0.1960) loss_giou_2_hybrid: 0.3665 (0.4270) loss_class_3_hybrid: 0.8386 (0.7735) loss_bbox_3_hybrid: 0.1795 (0.1956) loss_giou_3_hybrid: 0.3657 (0.4257) loss_class_4_hybrid: 0.8317 (0.7702) loss_bbox_4_hybrid: 0.1817 (0.1957) loss_giou_4_hybrid: 0.3608 (0.4256) loss_class_enc_hybrid: 0.8360 (0.8013) loss_bbox_enc_hybrid: 0.2354 (0.2446) loss_giou_enc_hybrid: 0.4755 (0.5042) mem: 1034 max mem: 36965 [2024-01-15 11:28:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:29:13 det.util.engine] INFO: Epoch: [6] [5300/11727] eta: 1:55:17 lr: 0.000100 data_time: 0.0033 iter_time: 1.0609 loss: 26.4790 (27.1096) loss_class: 0.7531 (0.7674) loss_bbox: 0.1785 (0.1822) loss_giou: 0.3794 (0.3947) loss_class_0: 0.9111 (0.9575) loss_bbox_0: 0.1843 (0.1813) loss_giou_0: 0.3916 (0.3982) loss_class_1: 0.8114 (0.8280) loss_bbox_1: 0.1838 (0.1834) loss_giou_1: 0.3872 (0.3980) loss_class_2: 0.8051 (0.7949) loss_bbox_2: 0.1774 (0.1813) loss_giou_2: 0.3769 (0.3950) loss_class_3: 0.7768 (0.7766) loss_bbox_3: 0.1863 (0.1817) loss_giou_3: 0.3792 (0.3946) loss_class_4: 0.7541 (0.7687) loss_bbox_4: 0.1803 (0.1822) loss_giou_4: 0.3796 (0.3949) loss_class_enc: 0.8635 (0.8970) loss_bbox_enc: 0.2160 (0.2175) loss_giou_enc: 0.4293 (0.4521) loss_class_dn: 0.3879 (0.3893) loss_bbox_dn: 0.2583 (0.2759) loss_giou_dn: 0.4221 (0.4524) loss_class_dn_0: 0.4743 (0.4811) loss_bbox_dn_0: 0.3672 (0.3783) loss_giou_dn_0: 0.5705 (0.5815) loss_class_dn_1: 0.4106 (0.4182) loss_bbox_dn_1: 0.2919 (0.2995) loss_giou_dn_1: 0.4560 (0.4824) loss_class_dn_2: 0.3911 (0.3974) loss_bbox_dn_2: 0.2666 (0.2798) loss_giou_dn_2: 0.4307 (0.4584) loss_class_dn_3: 0.3846 (0.3911) loss_bbox_dn_3: 0.2593 (0.2767) loss_giou_dn_3: 0.4247 (0.4536) loss_class_dn_4: 0.3840 (0.3892) loss_bbox_dn_4: 0.2581 (0.2759) loss_giou_dn_4: 0.4222 (0.4523) loss_class_hybrid: 0.7634 (0.7702) loss_bbox_hybrid: 0.1887 (0.1956) loss_giou_hybrid: 0.4059 (0.4254) loss_class_0_hybrid: 0.8227 (0.8412) loss_bbox_0_hybrid: 0.2043 (0.2046) loss_giou_0_hybrid: 0.4241 (0.4424) loss_class_1_hybrid: 0.7697 (0.7966) loss_bbox_1_hybrid: 0.1938 (0.1993) loss_giou_1_hybrid: 0.4140 (0.4323) loss_class_2_hybrid: 0.7719 (0.7825) loss_bbox_2_hybrid: 0.1902 (0.1960) loss_giou_2_hybrid: 0.4112 (0.4270) loss_class_3_hybrid: 0.7624 (0.7736) loss_bbox_3_hybrid: 0.1880 (0.1956) loss_giou_3_hybrid: 0.4058 (0.4258) loss_class_4_hybrid: 0.7646 (0.7703) loss_bbox_4_hybrid: 0.1902 (0.1957) loss_giou_4_hybrid: 0.4099 (0.4256) loss_class_enc_hybrid: 0.7829 (0.8013) loss_bbox_enc_hybrid: 0.2412 (0.2446) loss_giou_enc_hybrid: 0.4797 (0.5042) mem: 1025 max mem: 36965 [2024-01-15 11:29:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:30:07 det.util.engine] INFO: Epoch: [6] [5350/11727] eta: 1:54:24 lr: 0.000100 data_time: 0.0034 iter_time: 1.0738 loss: 26.1135 (27.1070) loss_class: 0.7267 (0.7673) loss_bbox: 0.1621 (0.1822) loss_giou: 0.4094 (0.3947) loss_class_0: 0.8586 (0.9574) loss_bbox_0: 0.1666 (0.1812) loss_giou_0: 0.4177 (0.3982) loss_class_1: 0.7540 (0.8280) loss_bbox_1: 0.1664 (0.1833) loss_giou_1: 0.4107 (0.3980) loss_class_2: 0.7260 (0.7949) loss_bbox_2: 0.1623 (0.1812) loss_giou_2: 0.4072 (0.3950) loss_class_3: 0.7215 (0.7766) loss_bbox_3: 0.1600 (0.1816) loss_giou_3: 0.4102 (0.3946) loss_class_4: 0.7182 (0.7687) loss_bbox_4: 0.1599 (0.1821) loss_giou_4: 0.4093 (0.3949) loss_class_enc: 0.8056 (0.8969) loss_bbox_enc: 0.2008 (0.2174) loss_giou_enc: 0.4684 (0.4520) loss_class_dn: 0.3849 (0.3893) loss_bbox_dn: 0.2210 (0.2757) loss_giou_dn: 0.4563 (0.4524) loss_class_dn_0: 0.4745 (0.4811) loss_bbox_dn_0: 0.3251 (0.3781) loss_giou_dn_0: 0.5819 (0.5816) loss_class_dn_1: 0.4148 (0.4182) loss_bbox_dn_1: 0.2585 (0.2993) loss_giou_dn_1: 0.4875 (0.4824) loss_class_dn_2: 0.3951 (0.3975) loss_bbox_dn_2: 0.2260 (0.2796) loss_giou_dn_2: 0.4661 (0.4584) loss_class_dn_3: 0.3873 (0.3911) loss_bbox_dn_3: 0.2217 (0.2765) loss_giou_dn_3: 0.4590 (0.4537) loss_class_dn_4: 0.3834 (0.3892) loss_bbox_dn_4: 0.2211 (0.2757) loss_giou_dn_4: 0.4563 (0.4523) loss_class_hybrid: 0.7090 (0.7702) loss_bbox_hybrid: 0.1751 (0.1955) loss_giou_hybrid: 0.4224 (0.4254) loss_class_0_hybrid: 0.7383 (0.8410) loss_bbox_0_hybrid: 0.1832 (0.2045) loss_giou_0_hybrid: 0.4420 (0.4425) loss_class_1_hybrid: 0.7413 (0.7965) loss_bbox_1_hybrid: 0.1743 (0.1992) loss_giou_1_hybrid: 0.4299 (0.4323) loss_class_2_hybrid: 0.7221 (0.7824) loss_bbox_2_hybrid: 0.1714 (0.1959) loss_giou_2_hybrid: 0.4227 (0.4270) loss_class_3_hybrid: 0.7157 (0.7736) loss_bbox_3_hybrid: 0.1728 (0.1955) loss_giou_3_hybrid: 0.4247 (0.4258) loss_class_4_hybrid: 0.7058 (0.7702) loss_bbox_4_hybrid: 0.1747 (0.1956) loss_giou_4_hybrid: 0.4213 (0.4256) loss_class_enc_hybrid: 0.7409 (0.8012) loss_bbox_enc_hybrid: 0.2233 (0.2445) loss_giou_enc_hybrid: 0.5138 (0.5042) mem: 1026 max mem: 36965 [2024-01-15 11:30:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:31:05 det.util.engine] INFO: Epoch: [6] [5400/11727] eta: 1:53:34 lr: 0.000100 data_time: 0.0034 iter_time: 1.0540 loss: 26.4519 (27.1040) loss_class: 0.7228 (0.7672) loss_bbox: 0.1736 (0.1822) loss_giou: 0.3895 (0.3946) loss_class_0: 0.9192 (0.9573) loss_bbox_0: 0.1893 (0.1812) loss_giou_0: 0.3977 (0.3981) loss_class_1: 0.7797 (0.8279) loss_bbox_1: 0.1863 (0.1833) loss_giou_1: 0.3961 (0.3979) loss_class_2: 0.7772 (0.7949) loss_bbox_2: 0.1772 (0.1812) loss_giou_2: 0.3951 (0.3949) loss_class_3: 0.7358 (0.7765) loss_bbox_3: 0.1823 (0.1816) loss_giou_3: 0.3919 (0.3946) loss_class_4: 0.7292 (0.7686) loss_bbox_4: 0.1736 (0.1821) loss_giou_4: 0.3894 (0.3948) loss_class_enc: 0.8701 (0.8968) loss_bbox_enc: 0.2155 (0.2174) loss_giou_enc: 0.4478 (0.4520) loss_class_dn: 0.3938 (0.3893) loss_bbox_dn: 0.2576 (0.2757) loss_giou_dn: 0.4316 (0.4523) loss_class_dn_0: 0.4850 (0.4811) loss_bbox_dn_0: 0.3677 (0.3781) loss_giou_dn_0: 0.5600 (0.5815) loss_class_dn_1: 0.4200 (0.4182) loss_bbox_dn_1: 0.2830 (0.2993) loss_giou_dn_1: 0.4698 (0.4823) loss_class_dn_2: 0.4058 (0.3974) loss_bbox_dn_2: 0.2593 (0.2796) loss_giou_dn_2: 0.4408 (0.4583) loss_class_dn_3: 0.4003 (0.3910) loss_bbox_dn_3: 0.2579 (0.2765) loss_giou_dn_3: 0.4336 (0.4536) loss_class_dn_4: 0.3935 (0.3891) loss_bbox_dn_4: 0.2577 (0.2757) loss_giou_dn_4: 0.4315 (0.4522) loss_class_hybrid: 0.7450 (0.7701) loss_bbox_hybrid: 0.1944 (0.1955) loss_giou_hybrid: 0.4243 (0.4254) loss_class_0_hybrid: 0.8086 (0.8410) loss_bbox_0_hybrid: 0.2046 (0.2045) loss_giou_0_hybrid: 0.4495 (0.4424) loss_class_1_hybrid: 0.7575 (0.7964) loss_bbox_1_hybrid: 0.1929 (0.1992) loss_giou_1_hybrid: 0.4388 (0.4322) loss_class_2_hybrid: 0.7492 (0.7824) loss_bbox_2_hybrid: 0.1936 (0.1959) loss_giou_2_hybrid: 0.4265 (0.4269) loss_class_3_hybrid: 0.7506 (0.7735) loss_bbox_3_hybrid: 0.1930 (0.1955) loss_giou_3_hybrid: 0.4280 (0.4257) loss_class_4_hybrid: 0.7493 (0.7702) loss_bbox_4_hybrid: 0.1926 (0.1956) loss_giou_4_hybrid: 0.4273 (0.4256) loss_class_enc_hybrid: 0.7760 (0.8012) loss_bbox_enc_hybrid: 0.2438 (0.2444) loss_giou_enc_hybrid: 0.5010 (0.5042) mem: 1022 max mem: 36965 [2024-01-15 11:31:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:31:59 det.util.engine] INFO: Epoch: [6] [5450/11727] eta: 1:52:41 lr: 0.000100 data_time: 0.0034 iter_time: 1.0850 loss: 26.4200 (27.0989) loss_class: 0.7418 (0.7671) loss_bbox: 0.1645 (0.1821) loss_giou: 0.3859 (0.3946) loss_class_0: 0.8944 (0.9571) loss_bbox_0: 0.1698 (0.1811) loss_giou_0: 0.3852 (0.3980) loss_class_1: 0.8066 (0.8279) loss_bbox_1: 0.1670 (0.1832) loss_giou_1: 0.3888 (0.3978) loss_class_2: 0.7597 (0.7948) loss_bbox_2: 0.1632 (0.1811) loss_giou_2: 0.3932 (0.3949) loss_class_3: 0.7545 (0.7764) loss_bbox_3: 0.1662 (0.1816) loss_giou_3: 0.3981 (0.3945) loss_class_4: 0.7446 (0.7685) loss_bbox_4: 0.1642 (0.1820) loss_giou_4: 0.3888 (0.3948) loss_class_enc: 0.8846 (0.8967) loss_bbox_enc: 0.1987 (0.2173) loss_giou_enc: 0.4446 (0.4519) loss_class_dn: 0.3825 (0.3892) loss_bbox_dn: 0.2629 (0.2756) loss_giou_dn: 0.4598 (0.4523) loss_class_dn_0: 0.4680 (0.4810) loss_bbox_dn_0: 0.3598 (0.3779) loss_giou_dn_0: 0.5763 (0.5814) loss_class_dn_1: 0.4167 (0.4181) loss_bbox_dn_1: 0.2754 (0.2991) loss_giou_dn_1: 0.4874 (0.4823) loss_class_dn_2: 0.3948 (0.3974) loss_bbox_dn_2: 0.2620 (0.2795) loss_giou_dn_2: 0.4690 (0.4583) loss_class_dn_3: 0.3894 (0.3910) loss_bbox_dn_3: 0.2624 (0.2764) loss_giou_dn_3: 0.4603 (0.4535) loss_class_dn_4: 0.3844 (0.3891) loss_bbox_dn_4: 0.2628 (0.2756) loss_giou_dn_4: 0.4598 (0.4521) loss_class_hybrid: 0.7396 (0.7700) loss_bbox_hybrid: 0.1848 (0.1955) loss_giou_hybrid: 0.4164 (0.4253) loss_class_0_hybrid: 0.8088 (0.8409) loss_bbox_0_hybrid: 0.1904 (0.2044) loss_giou_0_hybrid: 0.4420 (0.4423) loss_class_1_hybrid: 0.7691 (0.7963) loss_bbox_1_hybrid: 0.1867 (0.1991) loss_giou_1_hybrid: 0.4323 (0.4322) loss_class_2_hybrid: 0.7516 (0.7823) loss_bbox_2_hybrid: 0.1838 (0.1958) loss_giou_2_hybrid: 0.4175 (0.4269) loss_class_3_hybrid: 0.7365 (0.7734) loss_bbox_3_hybrid: 0.1845 (0.1954) loss_giou_3_hybrid: 0.4187 (0.4257) loss_class_4_hybrid: 0.7326 (0.7701) loss_bbox_4_hybrid: 0.1854 (0.1956) loss_giou_4_hybrid: 0.4156 (0.4255) loss_class_enc_hybrid: 0.7848 (0.8011) loss_bbox_enc_hybrid: 0.2214 (0.2443) loss_giou_enc_hybrid: 0.4951 (0.5041) mem: 1024 max mem: 36965 [2024-01-15 11:31:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:32:54 det.util.engine] INFO: Epoch: [6] [5500/11727] eta: 1:51:48 lr: 0.000100 data_time: 0.0033 iter_time: 1.0761 loss: 27.4557 (27.0989) loss_class: 0.7661 (0.7671) loss_bbox: 0.1858 (0.1821) loss_giou: 0.3893 (0.3946) loss_class_0: 0.9395 (0.9571) loss_bbox_0: 0.1826 (0.1812) loss_giou_0: 0.3833 (0.3981) loss_class_1: 0.8341 (0.8279) loss_bbox_1: 0.1865 (0.1832) loss_giou_1: 0.3847 (0.3978) loss_class_2: 0.7938 (0.7948) loss_bbox_2: 0.1854 (0.1811) loss_giou_2: 0.3783 (0.3949) loss_class_3: 0.7795 (0.7764) loss_bbox_3: 0.1822 (0.1816) loss_giou_3: 0.3884 (0.3945) loss_class_4: 0.7686 (0.7684) loss_bbox_4: 0.1857 (0.1821) loss_giou_4: 0.3887 (0.3948) loss_class_enc: 0.8936 (0.8966) loss_bbox_enc: 0.2133 (0.2173) loss_giou_enc: 0.4416 (0.4519) loss_class_dn: 0.3977 (0.3893) loss_bbox_dn: 0.2634 (0.2755) loss_giou_dn: 0.4608 (0.4523) loss_class_dn_0: 0.4809 (0.4810) loss_bbox_dn_0: 0.3742 (0.3778) loss_giou_dn_0: 0.5904 (0.5814) loss_class_dn_1: 0.4248 (0.4181) loss_bbox_dn_1: 0.2935 (0.2991) loss_giou_dn_1: 0.4921 (0.4823) loss_class_dn_2: 0.4064 (0.3974) loss_bbox_dn_2: 0.2699 (0.2794) loss_giou_dn_2: 0.4692 (0.4583) loss_class_dn_3: 0.4032 (0.3910) loss_bbox_dn_3: 0.2638 (0.2763) loss_giou_dn_3: 0.4625 (0.4535) loss_class_dn_4: 0.4004 (0.3891) loss_bbox_dn_4: 0.2634 (0.2755) loss_giou_dn_4: 0.4607 (0.4521) loss_class_hybrid: 0.7676 (0.7700) loss_bbox_hybrid: 0.1911 (0.1955) loss_giou_hybrid: 0.4152 (0.4253) loss_class_0_hybrid: 0.8194 (0.8408) loss_bbox_0_hybrid: 0.1947 (0.2044) loss_giou_0_hybrid: 0.4314 (0.4423) loss_class_1_hybrid: 0.7926 (0.7963) loss_bbox_1_hybrid: 0.1958 (0.1992) loss_giou_1_hybrid: 0.4149 (0.4322) loss_class_2_hybrid: 0.7826 (0.7823) loss_bbox_2_hybrid: 0.1887 (0.1958) loss_giou_2_hybrid: 0.4136 (0.4268) loss_class_3_hybrid: 0.7742 (0.7734) loss_bbox_3_hybrid: 0.1958 (0.1954) loss_giou_3_hybrid: 0.4155 (0.4256) loss_class_4_hybrid: 0.7744 (0.7701) loss_bbox_4_hybrid: 0.1956 (0.1956) loss_giou_4_hybrid: 0.4143 (0.4255) loss_class_enc_hybrid: 0.7784 (0.8011) loss_bbox_enc_hybrid: 0.2437 (0.2443) loss_giou_enc_hybrid: 0.4898 (0.5041) mem: 1026 max mem: 36965 [2024-01-15 11:32:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:33:48 det.util.engine] INFO: Epoch: [6] [5550/11727] eta: 1:50:54 lr: 0.000100 data_time: 0.0031 iter_time: 1.1071 loss: 26.7026 (27.0974) loss_class: 0.7664 (0.7671) loss_bbox: 0.1680 (0.1822) loss_giou: 0.3791 (0.3945) loss_class_0: 0.9803 (0.9572) loss_bbox_0: 0.1716 (0.1812) loss_giou_0: 0.3816 (0.3980) loss_class_1: 0.8361 (0.8279) loss_bbox_1: 0.1747 (0.1832) loss_giou_1: 0.4016 (0.3977) loss_class_2: 0.8056 (0.7949) loss_bbox_2: 0.1699 (0.1811) loss_giou_2: 0.3692 (0.3948) loss_class_3: 0.7658 (0.7764) loss_bbox_3: 0.1675 (0.1816) loss_giou_3: 0.3796 (0.3944) loss_class_4: 0.7656 (0.7684) loss_bbox_4: 0.1680 (0.1821) loss_giou_4: 0.3819 (0.3947) loss_class_enc: 0.8997 (0.8966) loss_bbox_enc: 0.2105 (0.2173) loss_giou_enc: 0.4319 (0.4518) loss_class_dn: 0.3845 (0.3893) loss_bbox_dn: 0.2578 (0.2755) loss_giou_dn: 0.4571 (0.4522) loss_class_dn_0: 0.4760 (0.4810) loss_bbox_dn_0: 0.3563 (0.3779) loss_giou_dn_0: 0.5965 (0.5814) loss_class_dn_1: 0.4176 (0.4181) loss_bbox_dn_1: 0.2770 (0.2991) loss_giou_dn_1: 0.4868 (0.4822) loss_class_dn_2: 0.3929 (0.3974) loss_bbox_dn_2: 0.2608 (0.2794) loss_giou_dn_2: 0.4586 (0.4583) loss_class_dn_3: 0.3886 (0.3910) loss_bbox_dn_3: 0.2580 (0.2763) loss_giou_dn_3: 0.4565 (0.4535) loss_class_dn_4: 0.3850 (0.3891) loss_bbox_dn_4: 0.2578 (0.2755) loss_giou_dn_4: 0.4569 (0.4521) loss_class_hybrid: 0.7816 (0.7699) loss_bbox_hybrid: 0.1931 (0.1955) loss_giou_hybrid: 0.4030 (0.4252) loss_class_0_hybrid: 0.8376 (0.8409) loss_bbox_0_hybrid: 0.2017 (0.2044) loss_giou_0_hybrid: 0.4216 (0.4422) loss_class_1_hybrid: 0.7982 (0.7962) loss_bbox_1_hybrid: 0.1952 (0.1992) loss_giou_1_hybrid: 0.4082 (0.4320) loss_class_2_hybrid: 0.7776 (0.7823) loss_bbox_2_hybrid: 0.1919 (0.1959) loss_giou_2_hybrid: 0.4100 (0.4267) loss_class_3_hybrid: 0.7737 (0.7733) loss_bbox_3_hybrid: 0.1938 (0.1955) loss_giou_3_hybrid: 0.4067 (0.4255) loss_class_4_hybrid: 0.7747 (0.7700) loss_bbox_4_hybrid: 0.1925 (0.1956) loss_giou_4_hybrid: 0.4062 (0.4254) loss_class_enc_hybrid: 0.7872 (0.8010) loss_bbox_enc_hybrid: 0.2263 (0.2443) loss_giou_enc_hybrid: 0.4794 (0.5039) mem: 1022 max mem: 36965 [2024-01-15 11:33:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:34:41 det.util.engine] INFO: Epoch: [6] [5600/11727] eta: 1:50:00 lr: 0.000100 data_time: 0.0037 iter_time: 1.0500 loss: 26.1592 (27.0957) loss_class: 0.7661 (0.7671) loss_bbox: 0.1788 (0.1821) loss_giou: 0.3507 (0.3945) loss_class_0: 0.9286 (0.9570) loss_bbox_0: 0.1808 (0.1812) loss_giou_0: 0.3396 (0.3980) loss_class_1: 0.7992 (0.8279) loss_bbox_1: 0.1817 (0.1832) loss_giou_1: 0.3477 (0.3977) loss_class_2: 0.7863 (0.7949) loss_bbox_2: 0.1726 (0.1811) loss_giou_2: 0.3526 (0.3948) loss_class_3: 0.7638 (0.7764) loss_bbox_3: 0.1851 (0.1816) loss_giou_3: 0.3628 (0.3945) loss_class_4: 0.7566 (0.7684) loss_bbox_4: 0.1847 (0.1821) loss_giou_4: 0.3612 (0.3947) loss_class_enc: 0.8637 (0.8964) loss_bbox_enc: 0.2166 (0.2173) loss_giou_enc: 0.4038 (0.4518) loss_class_dn: 0.3897 (0.3893) loss_bbox_dn: 0.2799 (0.2755) loss_giou_dn: 0.4188 (0.4522) loss_class_dn_0: 0.4769 (0.4810) loss_bbox_dn_0: 0.3738 (0.3778) loss_giou_dn_0: 0.5453 (0.5814) loss_class_dn_1: 0.4149 (0.4181) loss_bbox_dn_1: 0.3044 (0.2990) loss_giou_dn_1: 0.4396 (0.4822) loss_class_dn_2: 0.3988 (0.3974) loss_bbox_dn_2: 0.2804 (0.2794) loss_giou_dn_2: 0.4247 (0.4582) loss_class_dn_3: 0.3877 (0.3910) loss_bbox_dn_3: 0.2813 (0.2763) loss_giou_dn_3: 0.4200 (0.4535) loss_class_dn_4: 0.3880 (0.3891) loss_bbox_dn_4: 0.2800 (0.2754) loss_giou_dn_4: 0.4186 (0.4521) loss_class_hybrid: 0.7616 (0.7698) loss_bbox_hybrid: 0.1896 (0.1956) loss_giou_hybrid: 0.3562 (0.4252) loss_class_0_hybrid: 0.8052 (0.8407) loss_bbox_0_hybrid: 0.1889 (0.2044) loss_giou_0_hybrid: 0.3743 (0.4422) loss_class_1_hybrid: 0.7802 (0.7961) loss_bbox_1_hybrid: 0.1878 (0.1992) loss_giou_1_hybrid: 0.3606 (0.4321) loss_class_2_hybrid: 0.7741 (0.7821) loss_bbox_2_hybrid: 0.1876 (0.1959) loss_giou_2_hybrid: 0.3595 (0.4268) loss_class_3_hybrid: 0.7682 (0.7732) loss_bbox_3_hybrid: 0.1897 (0.1955) loss_giou_3_hybrid: 0.3555 (0.4256) loss_class_4_hybrid: 0.7448 (0.7698) loss_bbox_4_hybrid: 0.1880 (0.1957) loss_giou_4_hybrid: 0.3547 (0.4254) loss_class_enc_hybrid: 0.8034 (0.8009) loss_bbox_enc_hybrid: 0.2435 (0.2443) loss_giou_enc_hybrid: 0.4289 (0.5039) mem: 1026 max mem: 36965 [2024-01-15 11:34:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:35:35 det.util.engine] INFO: Epoch: [6] [5650/11727] eta: 1:49:06 lr: 0.000100 data_time: 0.0033 iter_time: 1.0557 loss: 27.6681 (27.1030) loss_class: 0.7798 (0.7674) loss_bbox: 0.1716 (0.1822) loss_giou: 0.3842 (0.3945) loss_class_0: 0.9657 (0.9573) loss_bbox_0: 0.1797 (0.1813) loss_giou_0: 0.3877 (0.3980) loss_class_1: 0.8378 (0.8283) loss_bbox_1: 0.1723 (0.1833) loss_giou_1: 0.3969 (0.3977) loss_class_2: 0.7977 (0.7952) loss_bbox_2: 0.1744 (0.1812) loss_giou_2: 0.3865 (0.3948) loss_class_3: 0.7801 (0.7766) loss_bbox_3: 0.1739 (0.1817) loss_giou_3: 0.3853 (0.3945) loss_class_4: 0.7869 (0.7687) loss_bbox_4: 0.1720 (0.1821) loss_giou_4: 0.3840 (0.3947) loss_class_enc: 0.9115 (0.8968) loss_bbox_enc: 0.2129 (0.2174) loss_giou_enc: 0.4329 (0.4518) loss_class_dn: 0.3833 (0.3893) loss_bbox_dn: 0.2736 (0.2757) loss_giou_dn: 0.4456 (0.4523) loss_class_dn_0: 0.4741 (0.4810) loss_bbox_dn_0: 0.3881 (0.3781) loss_giou_dn_0: 0.5737 (0.5815) loss_class_dn_1: 0.4134 (0.4181) loss_bbox_dn_1: 0.3047 (0.2993) loss_giou_dn_1: 0.4702 (0.4823) loss_class_dn_2: 0.3902 (0.3974) loss_bbox_dn_2: 0.2805 (0.2796) loss_giou_dn_2: 0.4483 (0.4583) loss_class_dn_3: 0.3856 (0.3911) loss_bbox_dn_3: 0.2755 (0.2765) loss_giou_dn_3: 0.4471 (0.4535) loss_class_dn_4: 0.3821 (0.3892) loss_bbox_dn_4: 0.2735 (0.2757) loss_giou_dn_4: 0.4455 (0.4522) loss_class_hybrid: 0.7948 (0.7701) loss_bbox_hybrid: 0.1888 (0.1956) loss_giou_hybrid: 0.3900 (0.4252) loss_class_0_hybrid: 0.8601 (0.8410) loss_bbox_0_hybrid: 0.1982 (0.2045) loss_giou_0_hybrid: 0.4091 (0.4421) loss_class_1_hybrid: 0.8212 (0.7964) loss_bbox_1_hybrid: 0.1913 (0.1993) loss_giou_1_hybrid: 0.4148 (0.4320) loss_class_2_hybrid: 0.8104 (0.7824) loss_bbox_2_hybrid: 0.1855 (0.1960) loss_giou_2_hybrid: 0.4068 (0.4267) loss_class_3_hybrid: 0.7895 (0.7734) loss_bbox_3_hybrid: 0.1867 (0.1956) loss_giou_3_hybrid: 0.4000 (0.4256) loss_class_4_hybrid: 0.8063 (0.7701) loss_bbox_4_hybrid: 0.1868 (0.1957) loss_giou_4_hybrid: 0.3993 (0.4254) loss_class_enc_hybrid: 0.8069 (0.8011) loss_bbox_enc_hybrid: 0.2363 (0.2444) loss_giou_enc_hybrid: 0.4610 (0.5039) mem: 1016 max mem: 36965 [2024-01-15 11:35:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:36:29 det.util.engine] INFO: Epoch: [6] [5700/11727] eta: 1:48:12 lr: 0.000100 data_time: 0.0032 iter_time: 1.1095 loss: 26.1396 (27.0967) loss_class: 0.7022 (0.7672) loss_bbox: 0.1612 (0.1822) loss_giou: 0.4444 (0.3944) loss_class_0: 0.8766 (0.9570) loss_bbox_0: 0.1681 (0.1813) loss_giou_0: 0.4381 (0.3980) loss_class_1: 0.7375 (0.8280) loss_bbox_1: 0.1654 (0.1833) loss_giou_1: 0.4524 (0.3978) loss_class_2: 0.7275 (0.7949) loss_bbox_2: 0.1637 (0.1811) loss_giou_2: 0.4405 (0.3948) loss_class_3: 0.7197 (0.7764) loss_bbox_3: 0.1697 (0.1816) loss_giou_3: 0.4273 (0.3944) loss_class_4: 0.7042 (0.7684) loss_bbox_4: 0.1612 (0.1821) loss_giou_4: 0.4277 (0.3947) loss_class_enc: 0.8344 (0.8965) loss_bbox_enc: 0.1876 (0.2173) loss_giou_enc: 0.4841 (0.4518) loss_class_dn: 0.3802 (0.3892) loss_bbox_dn: 0.2428 (0.2756) loss_giou_dn: 0.4699 (0.4522) loss_class_dn_0: 0.4726 (0.4810) loss_bbox_dn_0: 0.3509 (0.3780) loss_giou_dn_0: 0.6013 (0.5814) loss_class_dn_1: 0.4087 (0.4181) loss_bbox_dn_1: 0.2722 (0.2992) loss_giou_dn_1: 0.4937 (0.4822) loss_class_dn_2: 0.3862 (0.3973) loss_bbox_dn_2: 0.2452 (0.2795) loss_giou_dn_2: 0.4714 (0.4582) loss_class_dn_3: 0.3785 (0.3910) loss_bbox_dn_3: 0.2425 (0.2764) loss_giou_dn_3: 0.4697 (0.4534) loss_class_dn_4: 0.3780 (0.3891) loss_bbox_dn_4: 0.2426 (0.2756) loss_giou_dn_4: 0.4696 (0.4521) loss_class_hybrid: 0.7067 (0.7698) loss_bbox_hybrid: 0.1893 (0.1956) loss_giou_hybrid: 0.4455 (0.4252) loss_class_0_hybrid: 0.7924 (0.8408) loss_bbox_0_hybrid: 0.1802 (0.2044) loss_giou_0_hybrid: 0.4657 (0.4421) loss_class_1_hybrid: 0.7376 (0.7962) loss_bbox_1_hybrid: 0.1774 (0.1992) loss_giou_1_hybrid: 0.4523 (0.4320) loss_class_2_hybrid: 0.7155 (0.7821) loss_bbox_2_hybrid: 0.1751 (0.1959) loss_giou_2_hybrid: 0.4441 (0.4267) loss_class_3_hybrid: 0.7121 (0.7732) loss_bbox_3_hybrid: 0.1795 (0.1955) loss_giou_3_hybrid: 0.4406 (0.4255) loss_class_4_hybrid: 0.7002 (0.7699) loss_bbox_4_hybrid: 0.1785 (0.1957) loss_giou_4_hybrid: 0.4451 (0.4253) loss_class_enc_hybrid: 0.7432 (0.8009) loss_bbox_enc_hybrid: 0.2123 (0.2443) loss_giou_enc_hybrid: 0.5271 (0.5039) mem: 1019 max mem: 36965 [2024-01-15 11:36:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:37:22 det.util.engine] INFO: Epoch: [6] [5750/11727] eta: 1:47:18 lr: 0.000100 data_time: 0.0031 iter_time: 1.0301 loss: 26.8095 (27.0989) loss_class: 0.7748 (0.7673) loss_bbox: 0.1834 (0.1821) loss_giou: 0.3862 (0.3945) loss_class_0: 0.8977 (0.9569) loss_bbox_0: 0.1934 (0.1813) loss_giou_0: 0.3949 (0.3981) loss_class_1: 0.8225 (0.8280) loss_bbox_1: 0.1799 (0.1832) loss_giou_1: 0.3910 (0.3979) loss_class_2: 0.7755 (0.7951) loss_bbox_2: 0.1780 (0.1811) loss_giou_2: 0.3921 (0.3948) loss_class_3: 0.7792 (0.7765) loss_bbox_3: 0.1856 (0.1816) loss_giou_3: 0.4028 (0.3945) loss_class_4: 0.7717 (0.7685) loss_bbox_4: 0.1741 (0.1821) loss_giou_4: 0.4047 (0.3947) loss_class_enc: 0.8440 (0.8965) loss_bbox_enc: 0.2126 (0.2173) loss_giou_enc: 0.4537 (0.4518) loss_class_dn: 0.3965 (0.3892) loss_bbox_dn: 0.2868 (0.2756) loss_giou_dn: 0.4611 (0.4523) loss_class_dn_0: 0.4744 (0.4809) loss_bbox_dn_0: 0.3674 (0.3779) loss_giou_dn_0: 0.5814 (0.5815) loss_class_dn_1: 0.4224 (0.4181) loss_bbox_dn_1: 0.2999 (0.2992) loss_giou_dn_1: 0.4919 (0.4824) loss_class_dn_2: 0.4023 (0.3974) loss_bbox_dn_2: 0.2879 (0.2795) loss_giou_dn_2: 0.4671 (0.4584) loss_class_dn_3: 0.3997 (0.3910) loss_bbox_dn_3: 0.2874 (0.2764) loss_giou_dn_3: 0.4631 (0.4536) loss_class_dn_4: 0.3957 (0.3891) loss_bbox_dn_4: 0.2869 (0.2756) loss_giou_dn_4: 0.4612 (0.4522) loss_class_hybrid: 0.7436 (0.7698) loss_bbox_hybrid: 0.2013 (0.1956) loss_giou_hybrid: 0.4241 (0.4253) loss_class_0_hybrid: 0.8114 (0.8407) loss_bbox_0_hybrid: 0.2072 (0.2044) loss_giou_0_hybrid: 0.4223 (0.4422) loss_class_1_hybrid: 0.7696 (0.7962) loss_bbox_1_hybrid: 0.2186 (0.1992) loss_giou_1_hybrid: 0.4220 (0.4321) loss_class_2_hybrid: 0.7457 (0.7821) loss_bbox_2_hybrid: 0.2108 (0.1959) loss_giou_2_hybrid: 0.4212 (0.4268) loss_class_3_hybrid: 0.7379 (0.7732) loss_bbox_3_hybrid: 0.2098 (0.1956) loss_giou_3_hybrid: 0.4217 (0.4256) loss_class_4_hybrid: 0.7552 (0.7699) loss_bbox_4_hybrid: 0.2055 (0.1957) loss_giou_4_hybrid: 0.4218 (0.4254) loss_class_enc_hybrid: 0.7630 (0.8009) loss_bbox_enc_hybrid: 0.2486 (0.2443) loss_giou_enc_hybrid: 0.4908 (0.5040) mem: 1015 max mem: 36965 [2024-01-15 11:37:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:38:21 det.util.engine] INFO: Epoch: [6] [5800/11727] eta: 1:46:29 lr: 0.000100 data_time: 0.0032 iter_time: 1.2904 loss: 25.9638 (27.0950) loss_class: 0.7622 (0.7672) loss_bbox: 0.1684 (0.1821) loss_giou: 0.3482 (0.3943) loss_class_0: 0.9178 (0.9568) loss_bbox_0: 0.1663 (0.1813) loss_giou_0: 0.3506 (0.3979) loss_class_1: 0.8132 (0.8281) loss_bbox_1: 0.1699 (0.1832) loss_giou_1: 0.3454 (0.3977) loss_class_2: 0.7614 (0.7950) loss_bbox_2: 0.1696 (0.1811) loss_giou_2: 0.3503 (0.3946) loss_class_3: 0.7373 (0.7764) loss_bbox_3: 0.1680 (0.1816) loss_giou_3: 0.3445 (0.3943) loss_class_4: 0.7385 (0.7685) loss_bbox_4: 0.1681 (0.1821) loss_giou_4: 0.3442 (0.3945) loss_class_enc: 0.8964 (0.8964) loss_bbox_enc: 0.2255 (0.2174) loss_giou_enc: 0.3947 (0.4517) loss_class_dn: 0.3795 (0.3892) loss_bbox_dn: 0.2666 (0.2756) loss_giou_dn: 0.4126 (0.4521) loss_class_dn_0: 0.4835 (0.4809) loss_bbox_dn_0: 0.3750 (0.3780) loss_giou_dn_0: 0.5497 (0.5814) loss_class_dn_1: 0.4167 (0.4181) loss_bbox_dn_1: 0.2938 (0.2992) loss_giou_dn_1: 0.4475 (0.4822) loss_class_dn_2: 0.3898 (0.3974) loss_bbox_dn_2: 0.2704 (0.2795) loss_giou_dn_2: 0.4253 (0.4582) loss_class_dn_3: 0.3820 (0.3910) loss_bbox_dn_3: 0.2676 (0.2764) loss_giou_dn_3: 0.4141 (0.4534) loss_class_dn_4: 0.3781 (0.3891) loss_bbox_dn_4: 0.2666 (0.2756) loss_giou_dn_4: 0.4123 (0.4520) loss_class_hybrid: 0.7276 (0.7699) loss_bbox_hybrid: 0.1824 (0.1956) loss_giou_hybrid: 0.3697 (0.4250) loss_class_0_hybrid: 0.8347 (0.8408) loss_bbox_0_hybrid: 0.1936 (0.2044) loss_giou_0_hybrid: 0.3817 (0.4420) loss_class_1_hybrid: 0.7678 (0.7962) loss_bbox_1_hybrid: 0.1866 (0.1992) loss_giou_1_hybrid: 0.3710 (0.4319) loss_class_2_hybrid: 0.7390 (0.7822) loss_bbox_2_hybrid: 0.1840 (0.1959) loss_giou_2_hybrid: 0.3744 (0.4266) loss_class_3_hybrid: 0.7401 (0.7733) loss_bbox_3_hybrid: 0.1828 (0.1955) loss_giou_3_hybrid: 0.3728 (0.4254) loss_class_4_hybrid: 0.7367 (0.7700) loss_bbox_4_hybrid: 0.1828 (0.1957) loss_giou_4_hybrid: 0.3705 (0.4252) loss_class_enc_hybrid: 0.8115 (0.8009) loss_bbox_enc_hybrid: 0.2390 (0.2443) loss_giou_enc_hybrid: 0.4459 (0.5038) mem: 1016 max mem: 36965 [2024-01-15 11:38:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:39:15 det.util.engine] INFO: Epoch: [6] [5850/11727] eta: 1:45:35 lr: 0.000100 data_time: 0.0031 iter_time: 1.0629 loss: 26.9323 (27.0932) loss_class: 0.7740 (0.7673) loss_bbox: 0.1797 (0.1821) loss_giou: 0.3863 (0.3942) loss_class_0: 0.9434 (0.9568) loss_bbox_0: 0.1815 (0.1813) loss_giou_0: 0.3804 (0.3979) loss_class_1: 0.8439 (0.8281) loss_bbox_1: 0.1740 (0.1832) loss_giou_1: 0.3897 (0.3976) loss_class_2: 0.7999 (0.7951) loss_bbox_2: 0.1730 (0.1811) loss_giou_2: 0.3862 (0.3946) loss_class_3: 0.7765 (0.7766) loss_bbox_3: 0.1774 (0.1816) loss_giou_3: 0.3858 (0.3942) loss_class_4: 0.7775 (0.7686) loss_bbox_4: 0.1799 (0.1821) loss_giou_4: 0.3866 (0.3944) loss_class_enc: 0.9070 (0.8964) loss_bbox_enc: 0.2177 (0.2174) loss_giou_enc: 0.4309 (0.4516) loss_class_dn: 0.3887 (0.3892) loss_bbox_dn: 0.2651 (0.2755) loss_giou_dn: 0.4423 (0.4520) loss_class_dn_0: 0.4745 (0.4809) loss_bbox_dn_0: 0.3502 (0.3779) loss_giou_dn_0: 0.5784 (0.5813) loss_class_dn_1: 0.4213 (0.4181) loss_bbox_dn_1: 0.2726 (0.2991) loss_giou_dn_1: 0.4735 (0.4821) loss_class_dn_2: 0.4012 (0.3974) loss_bbox_dn_2: 0.2624 (0.2794) loss_giou_dn_2: 0.4472 (0.4581) loss_class_dn_3: 0.3911 (0.3910) loss_bbox_dn_3: 0.2655 (0.2763) loss_giou_dn_3: 0.4433 (0.4533) loss_class_dn_4: 0.3882 (0.3891) loss_bbox_dn_4: 0.2651 (0.2755) loss_giou_dn_4: 0.4422 (0.4519) loss_class_hybrid: 0.7763 (0.7699) loss_bbox_hybrid: 0.1964 (0.1955) loss_giou_hybrid: 0.3954 (0.4249) loss_class_0_hybrid: 0.8578 (0.8409) loss_bbox_0_hybrid: 0.2025 (0.2043) loss_giou_0_hybrid: 0.4143 (0.4419) loss_class_1_hybrid: 0.8072 (0.7962) loss_bbox_1_hybrid: 0.1925 (0.1992) loss_giou_1_hybrid: 0.3985 (0.4318) loss_class_2_hybrid: 0.7800 (0.7822) loss_bbox_2_hybrid: 0.1915 (0.1958) loss_giou_2_hybrid: 0.3976 (0.4265) loss_class_3_hybrid: 0.7866 (0.7733) loss_bbox_3_hybrid: 0.1883 (0.1955) loss_giou_3_hybrid: 0.3935 (0.4253) loss_class_4_hybrid: 0.7816 (0.7700) loss_bbox_4_hybrid: 0.1950 (0.1956) loss_giou_4_hybrid: 0.3962 (0.4251) loss_class_enc_hybrid: 0.7992 (0.8009) loss_bbox_enc_hybrid: 0.2369 (0.2443) loss_giou_enc_hybrid: 0.4819 (0.5037) mem: 1029 max mem: 36965 [2024-01-15 11:39:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:40:07 det.util.engine] INFO: Epoch: [6] [5900/11727] eta: 1:44:40 lr: 0.000100 data_time: 0.0031 iter_time: 1.0379 loss: 26.1233 (27.0918) loss_class: 0.7324 (0.7672) loss_bbox: 0.1904 (0.1822) loss_giou: 0.3876 (0.3941) loss_class_0: 0.8952 (0.9567) loss_bbox_0: 0.1893 (0.1814) loss_giou_0: 0.3979 (0.3977) loss_class_1: 0.7810 (0.8280) loss_bbox_1: 0.1814 (0.1833) loss_giou_1: 0.3724 (0.3974) loss_class_2: 0.7504 (0.7950) loss_bbox_2: 0.1903 (0.1812) loss_giou_2: 0.3810 (0.3944) loss_class_3: 0.7372 (0.7765) loss_bbox_3: 0.1906 (0.1817) loss_giou_3: 0.3767 (0.3940) loss_class_4: 0.7182 (0.7685) loss_bbox_4: 0.1893 (0.1822) loss_giou_4: 0.3901 (0.3943) loss_class_enc: 0.8588 (0.8963) loss_bbox_enc: 0.2213 (0.2175) loss_giou_enc: 0.4520 (0.4515) loss_class_dn: 0.3914 (0.3892) loss_bbox_dn: 0.2754 (0.2757) loss_giou_dn: 0.4109 (0.4519) loss_class_dn_0: 0.4790 (0.4809) loss_bbox_dn_0: 0.3831 (0.3781) loss_giou_dn_0: 0.5494 (0.5812) loss_class_dn_1: 0.4160 (0.4181) loss_bbox_dn_1: 0.3041 (0.2993) loss_giou_dn_1: 0.4367 (0.4820) loss_class_dn_2: 0.3944 (0.3973) loss_bbox_dn_2: 0.2804 (0.2796) loss_giou_dn_2: 0.4159 (0.4579) loss_class_dn_3: 0.3902 (0.3910) loss_bbox_dn_3: 0.2780 (0.2765) loss_giou_dn_3: 0.4101 (0.4532) loss_class_dn_4: 0.3904 (0.3891) loss_bbox_dn_4: 0.2754 (0.2757) loss_giou_dn_4: 0.4106 (0.4518) loss_class_hybrid: 0.7412 (0.7699) loss_bbox_hybrid: 0.1879 (0.1956) loss_giou_hybrid: 0.4121 (0.4248) loss_class_0_hybrid: 0.7981 (0.8408) loss_bbox_0_hybrid: 0.1993 (0.2044) loss_giou_0_hybrid: 0.4239 (0.4417) loss_class_1_hybrid: 0.7598 (0.7962) loss_bbox_1_hybrid: 0.1933 (0.1993) loss_giou_1_hybrid: 0.4192 (0.4316) loss_class_2_hybrid: 0.7505 (0.7822) loss_bbox_2_hybrid: 0.1901 (0.1959) loss_giou_2_hybrid: 0.4109 (0.4263) loss_class_3_hybrid: 0.7538 (0.7733) loss_bbox_3_hybrid: 0.1879 (0.1956) loss_giou_3_hybrid: 0.4089 (0.4251) loss_class_4_hybrid: 0.7627 (0.7700) loss_bbox_4_hybrid: 0.1885 (0.1957) loss_giou_4_hybrid: 0.4114 (0.4249) loss_class_enc_hybrid: 0.7875 (0.8009) loss_bbox_enc_hybrid: 0.2433 (0.2445) loss_giou_enc_hybrid: 0.5018 (0.5035) mem: 1023 max mem: 36965 [2024-01-15 11:40:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:41:02 det.util.engine] INFO: Epoch: [6] [5950/11727] eta: 1:43:47 lr: 0.000100 data_time: 0.0036 iter_time: 1.1128 loss: 27.6015 (27.0924) loss_class: 0.7792 (0.7674) loss_bbox: 0.1649 (0.1822) loss_giou: 0.4089 (0.3940) loss_class_0: 0.9668 (0.9568) loss_bbox_0: 0.1670 (0.1814) loss_giou_0: 0.4075 (0.3977) loss_class_1: 0.8470 (0.8281) loss_bbox_1: 0.1614 (0.1833) loss_giou_1: 0.4125 (0.3974) loss_class_2: 0.8072 (0.7951) loss_bbox_2: 0.1684 (0.1812) loss_giou_2: 0.4077 (0.3944) loss_class_3: 0.7893 (0.7766) loss_bbox_3: 0.1636 (0.1817) loss_giou_3: 0.4045 (0.3940) loss_class_4: 0.8104 (0.7686) loss_bbox_4: 0.1651 (0.1822) loss_giou_4: 0.4055 (0.3942) loss_class_enc: 0.9120 (0.8964) loss_bbox_enc: 0.1932 (0.2175) loss_giou_enc: 0.4595 (0.4515) loss_class_dn: 0.3955 (0.3892) loss_bbox_dn: 0.2446 (0.2757) loss_giou_dn: 0.4383 (0.4519) loss_class_dn_0: 0.4777 (0.4809) loss_bbox_dn_0: 0.3413 (0.3781) loss_giou_dn_0: 0.5891 (0.5811) loss_class_dn_1: 0.4276 (0.4181) loss_bbox_dn_1: 0.2743 (0.2993) loss_giou_dn_1: 0.4729 (0.4819) loss_class_dn_2: 0.4056 (0.3974) loss_bbox_dn_2: 0.2532 (0.2796) loss_giou_dn_2: 0.4475 (0.4579) loss_class_dn_3: 0.3965 (0.3910) loss_bbox_dn_3: 0.2479 (0.2765) loss_giou_dn_3: 0.4388 (0.4531) loss_class_dn_4: 0.3945 (0.3891) loss_bbox_dn_4: 0.2445 (0.2757) loss_giou_dn_4: 0.4382 (0.4517) loss_class_hybrid: 0.7927 (0.7700) loss_bbox_hybrid: 0.1803 (0.1956) loss_giou_hybrid: 0.4503 (0.4247) loss_class_0_hybrid: 0.8372 (0.8408) loss_bbox_0_hybrid: 0.1908 (0.2044) loss_giou_0_hybrid: 0.4644 (0.4417) loss_class_1_hybrid: 0.8133 (0.7963) loss_bbox_1_hybrid: 0.1893 (0.1992) loss_giou_1_hybrid: 0.4569 (0.4316) loss_class_2_hybrid: 0.7918 (0.7823) loss_bbox_2_hybrid: 0.1975 (0.1959) loss_giou_2_hybrid: 0.4562 (0.4263) loss_class_3_hybrid: 0.7950 (0.7734) loss_bbox_3_hybrid: 0.1822 (0.1956) loss_giou_3_hybrid: 0.4519 (0.4251) loss_class_4_hybrid: 0.7949 (0.7701) loss_bbox_4_hybrid: 0.1825 (0.1957) loss_giou_4_hybrid: 0.4492 (0.4249) loss_class_enc_hybrid: 0.8084 (0.8009) loss_bbox_enc_hybrid: 0.2277 (0.2444) loss_giou_enc_hybrid: 0.5214 (0.5035) mem: 1020 max mem: 36965 [2024-01-15 11:41:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:41:55 det.util.engine] INFO: Epoch: [6] [6000/11727] eta: 1:42:51 lr: 0.000100 data_time: 0.0029 iter_time: 1.0364 loss: 25.7141 (27.0862) loss_class: 0.7076 (0.7672) loss_bbox: 0.1608 (0.1822) loss_giou: 0.3507 (0.3940) loss_class_0: 0.9160 (0.9565) loss_bbox_0: 0.1683 (0.1813) loss_giou_0: 0.3603 (0.3977) loss_class_1: 0.7644 (0.8278) loss_bbox_1: 0.1641 (0.1833) loss_giou_1: 0.3590 (0.3974) loss_class_2: 0.7575 (0.7949) loss_bbox_2: 0.1614 (0.1812) loss_giou_2: 0.3547 (0.3944) loss_class_3: 0.7145 (0.7764) loss_bbox_3: 0.1633 (0.1817) loss_giou_3: 0.3526 (0.3940) loss_class_4: 0.7078 (0.7683) loss_bbox_4: 0.1625 (0.1822) loss_giou_4: 0.3541 (0.3942) loss_class_enc: 0.8508 (0.8961) loss_bbox_enc: 0.2084 (0.2174) loss_giou_enc: 0.4207 (0.4515) loss_class_dn: 0.3813 (0.3892) loss_bbox_dn: 0.2433 (0.2755) loss_giou_dn: 0.4242 (0.4518) loss_class_dn_0: 0.4769 (0.4809) loss_bbox_dn_0: 0.3353 (0.3778) loss_giou_dn_0: 0.5396 (0.5810) loss_class_dn_1: 0.4160 (0.4181) loss_bbox_dn_1: 0.2578 (0.2991) loss_giou_dn_1: 0.4640 (0.4818) loss_class_dn_2: 0.3883 (0.3973) loss_bbox_dn_2: 0.2452 (0.2794) loss_giou_dn_2: 0.4356 (0.4578) loss_class_dn_3: 0.3806 (0.3910) loss_bbox_dn_3: 0.2440 (0.2763) loss_giou_dn_3: 0.4257 (0.4530) loss_class_dn_4: 0.3795 (0.3890) loss_bbox_dn_4: 0.2433 (0.2755) loss_giou_dn_4: 0.4240 (0.4516) loss_class_hybrid: 0.7206 (0.7698) loss_bbox_hybrid: 0.1820 (0.1956) loss_giou_hybrid: 0.3768 (0.4247) loss_class_0_hybrid: 0.8147 (0.8406) loss_bbox_0_hybrid: 0.1887 (0.2044) loss_giou_0_hybrid: 0.4038 (0.4416) loss_class_1_hybrid: 0.7590 (0.7961) loss_bbox_1_hybrid: 0.1800 (0.1992) loss_giou_1_hybrid: 0.3918 (0.4316) loss_class_2_hybrid: 0.7555 (0.7821) loss_bbox_2_hybrid: 0.1804 (0.1959) loss_giou_2_hybrid: 0.3739 (0.4263) loss_class_3_hybrid: 0.7144 (0.7732) loss_bbox_3_hybrid: 0.1822 (0.1955) loss_giou_3_hybrid: 0.3761 (0.4251) loss_class_4_hybrid: 0.7144 (0.7699) loss_bbox_4_hybrid: 0.1810 (0.1957) loss_giou_4_hybrid: 0.3758 (0.4249) loss_class_enc_hybrid: 0.7705 (0.8008) loss_bbox_enc_hybrid: 0.2251 (0.2444) loss_giou_enc_hybrid: 0.4531 (0.5035) mem: 1032 max mem: 36965 [2024-01-15 11:41:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:42:49 det.util.engine] INFO: Epoch: [6] [6050/11727] eta: 1:41:58 lr: 0.000100 data_time: 0.0034 iter_time: 1.1085 loss: 27.3937 (27.0822) loss_class: 0.7762 (0.7670) loss_bbox: 0.1914 (0.1822) loss_giou: 0.3937 (0.3940) loss_class_0: 0.9432 (0.9563) loss_bbox_0: 0.1856 (0.1814) loss_giou_0: 0.3945 (0.3976) loss_class_1: 0.8394 (0.8276) loss_bbox_1: 0.1946 (0.1833) loss_giou_1: 0.3984 (0.3974) loss_class_2: 0.7873 (0.7947) loss_bbox_2: 0.1933 (0.1812) loss_giou_2: 0.3976 (0.3943) loss_class_3: 0.7887 (0.7762) loss_bbox_3: 0.1924 (0.1817) loss_giou_3: 0.3916 (0.3939) loss_class_4: 0.7927 (0.7681) loss_bbox_4: 0.1928 (0.1822) loss_giou_4: 0.3936 (0.3942) loss_class_enc: 0.8854 (0.8959) loss_bbox_enc: 0.2287 (0.2175) loss_giou_enc: 0.4532 (0.4515) loss_class_dn: 0.3796 (0.3891) loss_bbox_dn: 0.2551 (0.2754) loss_giou_dn: 0.4526 (0.4517) loss_class_dn_0: 0.4763 (0.4809) loss_bbox_dn_0: 0.3539 (0.3778) loss_giou_dn_0: 0.5896 (0.5810) loss_class_dn_1: 0.4110 (0.4180) loss_bbox_dn_1: 0.2727 (0.2990) loss_giou_dn_1: 0.4861 (0.4817) loss_class_dn_2: 0.3897 (0.3973) loss_bbox_dn_2: 0.2619 (0.2793) loss_giou_dn_2: 0.4587 (0.4577) loss_class_dn_3: 0.3856 (0.3909) loss_bbox_dn_3: 0.2561 (0.2762) loss_giou_dn_3: 0.4545 (0.4530) loss_class_dn_4: 0.3815 (0.3890) loss_bbox_dn_4: 0.2553 (0.2754) loss_giou_dn_4: 0.4525 (0.4516) loss_class_hybrid: 0.7650 (0.7696) loss_bbox_hybrid: 0.2107 (0.1956) loss_giou_hybrid: 0.4123 (0.4247) loss_class_0_hybrid: 0.8124 (0.8404) loss_bbox_0_hybrid: 0.2304 (0.2044) loss_giou_0_hybrid: 0.4360 (0.4416) loss_class_1_hybrid: 0.7872 (0.7959) loss_bbox_1_hybrid: 0.2189 (0.1992) loss_giou_1_hybrid: 0.4270 (0.4315) loss_class_2_hybrid: 0.7718 (0.7819) loss_bbox_2_hybrid: 0.2084 (0.1959) loss_giou_2_hybrid: 0.4130 (0.4262) loss_class_3_hybrid: 0.7576 (0.7730) loss_bbox_3_hybrid: 0.2048 (0.1955) loss_giou_3_hybrid: 0.4122 (0.4250) loss_class_4_hybrid: 0.7622 (0.7697) loss_bbox_4_hybrid: 0.2092 (0.1957) loss_giou_4_hybrid: 0.4170 (0.4248) loss_class_enc_hybrid: 0.7758 (0.8006) loss_bbox_enc_hybrid: 0.2638 (0.2444) loss_giou_enc_hybrid: 0.5074 (0.5034) mem: 1023 max mem: 36965 [2024-01-15 11:42:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:43:42 det.util.engine] INFO: Epoch: [6] [6100/11727] eta: 1:41:03 lr: 0.000100 data_time: 0.0032 iter_time: 1.0746 loss: 27.5863 (27.0886) loss_class: 0.8461 (0.7671) loss_bbox: 0.1828 (0.1823) loss_giou: 0.3776 (0.3941) loss_class_0: 0.9962 (0.9564) loss_bbox_0: 0.1789 (0.1814) loss_giou_0: 0.3751 (0.3977) loss_class_1: 0.9081 (0.8278) loss_bbox_1: 0.1783 (0.1834) loss_giou_1: 0.3771 (0.3974) loss_class_2: 0.8817 (0.7950) loss_bbox_2: 0.1768 (0.1812) loss_giou_2: 0.3705 (0.3944) loss_class_3: 0.8574 (0.7764) loss_bbox_3: 0.1801 (0.1818) loss_giou_3: 0.3675 (0.3940) loss_class_4: 0.8465 (0.7683) loss_bbox_4: 0.1921 (0.1823) loss_giou_4: 0.3762 (0.3943) loss_class_enc: 0.9524 (0.8960) loss_bbox_enc: 0.2260 (0.2175) loss_giou_enc: 0.4572 (0.4516) loss_class_dn: 0.3904 (0.3891) loss_bbox_dn: 0.3036 (0.2756) loss_giou_dn: 0.4615 (0.4519) loss_class_dn_0: 0.4836 (0.4809) loss_bbox_dn_0: 0.4097 (0.3779) loss_giou_dn_0: 0.5920 (0.5811) loss_class_dn_1: 0.4247 (0.4180) loss_bbox_dn_1: 0.3335 (0.2991) loss_giou_dn_1: 0.4973 (0.4819) loss_class_dn_2: 0.4018 (0.3973) loss_bbox_dn_2: 0.3105 (0.2794) loss_giou_dn_2: 0.4703 (0.4579) loss_class_dn_3: 0.3960 (0.3909) loss_bbox_dn_3: 0.3063 (0.2764) loss_giou_dn_3: 0.4623 (0.4531) loss_class_dn_4: 0.3920 (0.3890) loss_bbox_dn_4: 0.3035 (0.2756) loss_giou_dn_4: 0.4617 (0.4518) loss_class_hybrid: 0.8011 (0.7697) loss_bbox_hybrid: 0.2129 (0.1957) loss_giou_hybrid: 0.4114 (0.4248) loss_class_0_hybrid: 0.8706 (0.8404) loss_bbox_0_hybrid: 0.2145 (0.2045) loss_giou_0_hybrid: 0.4306 (0.4417) loss_class_1_hybrid: 0.8445 (0.7960) loss_bbox_1_hybrid: 0.2149 (0.1993) loss_giou_1_hybrid: 0.4112 (0.4316) loss_class_2_hybrid: 0.8148 (0.7820) loss_bbox_2_hybrid: 0.2152 (0.1960) loss_giou_2_hybrid: 0.4104 (0.4263) loss_class_3_hybrid: 0.7982 (0.7731) loss_bbox_3_hybrid: 0.2143 (0.1956) loss_giou_3_hybrid: 0.4108 (0.4251) loss_class_4_hybrid: 0.8022 (0.7698) loss_bbox_4_hybrid: 0.2144 (0.1958) loss_giou_4_hybrid: 0.4124 (0.4250) loss_class_enc_hybrid: 0.8540 (0.8006) loss_bbox_enc_hybrid: 0.2614 (0.2445) loss_giou_enc_hybrid: 0.4897 (0.5036) mem: 1029 max mem: 36965 [2024-01-15 11:43:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:44:35 det.util.engine] INFO: Epoch: [6] [6150/11727] eta: 1:40:08 lr: 0.000100 data_time: 0.0033 iter_time: 1.0582 loss: 26.4473 (27.0855) loss_class: 0.7290 (0.7669) loss_bbox: 0.1786 (0.1823) loss_giou: 0.4189 (0.3941) loss_class_0: 0.9144 (0.9563) loss_bbox_0: 0.1688 (0.1814) loss_giou_0: 0.4077 (0.3977) loss_class_1: 0.7853 (0.8277) loss_bbox_1: 0.1801 (0.1833) loss_giou_1: 0.4148 (0.3974) loss_class_2: 0.7517 (0.7949) loss_bbox_2: 0.1862 (0.1812) loss_giou_2: 0.4081 (0.3944) loss_class_3: 0.7366 (0.7763) loss_bbox_3: 0.1829 (0.1817) loss_giou_3: 0.4151 (0.3940) loss_class_4: 0.7238 (0.7681) loss_bbox_4: 0.1785 (0.1822) loss_giou_4: 0.4189 (0.3943) loss_class_enc: 0.8509 (0.8959) loss_bbox_enc: 0.2035 (0.2175) loss_giou_enc: 0.4682 (0.4516) loss_class_dn: 0.3796 (0.3891) loss_bbox_dn: 0.2547 (0.2755) loss_giou_dn: 0.4577 (0.4518) loss_class_dn_0: 0.4702 (0.4808) loss_bbox_dn_0: 0.3599 (0.3777) loss_giou_dn_0: 0.5803 (0.5810) loss_class_dn_1: 0.4091 (0.4180) loss_bbox_dn_1: 0.2795 (0.2990) loss_giou_dn_1: 0.4868 (0.4819) loss_class_dn_2: 0.3877 (0.3972) loss_bbox_dn_2: 0.2611 (0.2794) loss_giou_dn_2: 0.4625 (0.4579) loss_class_dn_3: 0.3793 (0.3909) loss_bbox_dn_3: 0.2574 (0.2763) loss_giou_dn_3: 0.4569 (0.4531) loss_class_dn_4: 0.3767 (0.3889) loss_bbox_dn_4: 0.2546 (0.2755) loss_giou_dn_4: 0.4566 (0.4517) loss_class_hybrid: 0.7295 (0.7696) loss_bbox_hybrid: 0.1954 (0.1957) loss_giou_hybrid: 0.4514 (0.4249) loss_class_0_hybrid: 0.7923 (0.8403) loss_bbox_0_hybrid: 0.1929 (0.2045) loss_giou_0_hybrid: 0.4623 (0.4418) loss_class_1_hybrid: 0.7443 (0.7958) loss_bbox_1_hybrid: 0.1950 (0.1993) loss_giou_1_hybrid: 0.4551 (0.4317) loss_class_2_hybrid: 0.7334 (0.7819) loss_bbox_2_hybrid: 0.1926 (0.1960) loss_giou_2_hybrid: 0.4538 (0.4264) loss_class_3_hybrid: 0.7328 (0.7729) loss_bbox_3_hybrid: 0.1941 (0.1956) loss_giou_3_hybrid: 0.4527 (0.4252) loss_class_4_hybrid: 0.7355 (0.7697) loss_bbox_4_hybrid: 0.1940 (0.1958) loss_giou_4_hybrid: 0.4527 (0.4250) loss_class_enc_hybrid: 0.7712 (0.8005) loss_bbox_enc_hybrid: 0.2345 (0.2445) loss_giou_enc_hybrid: 0.5132 (0.5036) mem: 1017 max mem: 36965 [2024-01-15 11:44:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:45:28 det.util.engine] INFO: Epoch: [6] [6200/11727] eta: 1:39:14 lr: 0.000100 data_time: 0.0034 iter_time: 1.0453 loss: 26.3774 (27.0868) loss_class: 0.7201 (0.7669) loss_bbox: 0.1786 (0.1823) loss_giou: 0.3937 (0.3942) loss_class_0: 0.8834 (0.9562) loss_bbox_0: 0.1677 (0.1814) loss_giou_0: 0.4095 (0.3978) loss_class_1: 0.7840 (0.8277) loss_bbox_1: 0.1831 (0.1834) loss_giou_1: 0.4093 (0.3975) loss_class_2: 0.7254 (0.7949) loss_bbox_2: 0.1763 (0.1812) loss_giou_2: 0.4078 (0.3945) loss_class_3: 0.7293 (0.7763) loss_bbox_3: 0.1770 (0.1818) loss_giou_3: 0.3998 (0.3941) loss_class_4: 0.7170 (0.7681) loss_bbox_4: 0.1783 (0.1823) loss_giou_4: 0.4028 (0.3944) loss_class_enc: 0.8518 (0.8958) loss_bbox_enc: 0.2110 (0.2175) loss_giou_enc: 0.4708 (0.4516) loss_class_dn: 0.3775 (0.3891) loss_bbox_dn: 0.2474 (0.2755) loss_giou_dn: 0.4291 (0.4519) loss_class_dn_0: 0.4770 (0.4808) loss_bbox_dn_0: 0.3345 (0.3777) loss_giou_dn_0: 0.5592 (0.5811) loss_class_dn_1: 0.4129 (0.4180) loss_bbox_dn_1: 0.2609 (0.2990) loss_giou_dn_1: 0.4534 (0.4819) loss_class_dn_2: 0.3877 (0.3972) loss_bbox_dn_2: 0.2519 (0.2794) loss_giou_dn_2: 0.4305 (0.4579) loss_class_dn_3: 0.3808 (0.3909) loss_bbox_dn_3: 0.2471 (0.2763) loss_giou_dn_3: 0.4293 (0.4531) loss_class_dn_4: 0.3781 (0.3890) loss_bbox_dn_4: 0.2474 (0.2755) loss_giou_dn_4: 0.4292 (0.4518) loss_class_hybrid: 0.7363 (0.7696) loss_bbox_hybrid: 0.1781 (0.1957) loss_giou_hybrid: 0.4286 (0.4249) loss_class_0_hybrid: 0.8151 (0.8403) loss_bbox_0_hybrid: 0.1892 (0.2045) loss_giou_0_hybrid: 0.4437 (0.4418) loss_class_1_hybrid: 0.7644 (0.7959) loss_bbox_1_hybrid: 0.1840 (0.1993) loss_giou_1_hybrid: 0.4363 (0.4318) loss_class_2_hybrid: 0.7455 (0.7819) loss_bbox_2_hybrid: 0.1819 (0.1960) loss_giou_2_hybrid: 0.4302 (0.4264) loss_class_3_hybrid: 0.7310 (0.7730) loss_bbox_3_hybrid: 0.1788 (0.1956) loss_giou_3_hybrid: 0.4339 (0.4253) loss_class_4_hybrid: 0.7302 (0.7697) loss_bbox_4_hybrid: 0.1797 (0.1958) loss_giou_4_hybrid: 0.4269 (0.4251) loss_class_enc_hybrid: 0.7815 (0.8005) loss_bbox_enc_hybrid: 0.2353 (0.2445) loss_giou_enc_hybrid: 0.5053 (0.5036) mem: 1031 max mem: 36965 [2024-01-15 11:45:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:46:20 det.util.engine] INFO: Epoch: [6] [6250/11727] eta: 1:38:19 lr: 0.000100 data_time: 0.0034 iter_time: 1.0476 loss: 27.1303 (27.0880) loss_class: 0.7382 (0.7670) loss_bbox: 0.1763 (0.1824) loss_giou: 0.3568 (0.3941) loss_class_0: 0.9083 (0.9561) loss_bbox_0: 0.1865 (0.1815) loss_giou_0: 0.3676 (0.3977) loss_class_1: 0.7970 (0.8278) loss_bbox_1: 0.1855 (0.1834) loss_giou_1: 0.3583 (0.3975) loss_class_2: 0.7595 (0.7950) loss_bbox_2: 0.1775 (0.1813) loss_giou_2: 0.3668 (0.3944) loss_class_3: 0.7255 (0.7763) loss_bbox_3: 0.1811 (0.1818) loss_giou_3: 0.3584 (0.3940) loss_class_4: 0.7468 (0.7682) loss_bbox_4: 0.1763 (0.1823) loss_giou_4: 0.3554 (0.3943) loss_class_enc: 0.8811 (0.8957) loss_bbox_enc: 0.2135 (0.2176) loss_giou_enc: 0.4205 (0.4516) loss_class_dn: 0.3814 (0.3891) loss_bbox_dn: 0.2809 (0.2756) loss_giou_dn: 0.4443 (0.4519) loss_class_dn_0: 0.4674 (0.4808) loss_bbox_dn_0: 0.3775 (0.3779) loss_giou_dn_0: 0.5851 (0.5811) loss_class_dn_1: 0.4009 (0.4180) loss_bbox_dn_1: 0.3044 (0.2991) loss_giou_dn_1: 0.4725 (0.4819) loss_class_dn_2: 0.3901 (0.3972) loss_bbox_dn_2: 0.2816 (0.2795) loss_giou_dn_2: 0.4479 (0.4579) loss_class_dn_3: 0.3801 (0.3909) loss_bbox_dn_3: 0.2815 (0.2764) loss_giou_dn_3: 0.4439 (0.4531) loss_class_dn_4: 0.3755 (0.3889) loss_bbox_dn_4: 0.2808 (0.2756) loss_giou_dn_4: 0.4437 (0.4518) loss_class_hybrid: 0.7407 (0.7697) loss_bbox_hybrid: 0.1988 (0.1958) loss_giou_hybrid: 0.3721 (0.4248) loss_class_0_hybrid: 0.8264 (0.8403) loss_bbox_0_hybrid: 0.2065 (0.2046) loss_giou_0_hybrid: 0.3843 (0.4418) loss_class_1_hybrid: 0.7674 (0.7959) loss_bbox_1_hybrid: 0.2009 (0.1994) loss_giou_1_hybrid: 0.3720 (0.4317) loss_class_2_hybrid: 0.7512 (0.7820) loss_bbox_2_hybrid: 0.1986 (0.1960) loss_giou_2_hybrid: 0.3727 (0.4263) loss_class_3_hybrid: 0.7371 (0.7731) loss_bbox_3_hybrid: 0.2032 (0.1957) loss_giou_3_hybrid: 0.3776 (0.4252) loss_class_4_hybrid: 0.7397 (0.7698) loss_bbox_4_hybrid: 0.2041 (0.1958) loss_giou_4_hybrid: 0.3759 (0.4250) loss_class_enc_hybrid: 0.7797 (0.8005) loss_bbox_enc_hybrid: 0.2512 (0.2445) loss_giou_enc_hybrid: 0.4446 (0.5035) mem: 1024 max mem: 36965 [2024-01-15 11:46:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:47:14 det.util.engine] INFO: Epoch: [6] [6300/11727] eta: 1:37:25 lr: 0.000100 data_time: 0.0031 iter_time: 1.0841 loss: 27.7517 (27.0864) loss_class: 0.7865 (0.7670) loss_bbox: 0.1668 (0.1823) loss_giou: 0.4020 (0.3941) loss_class_0: 1.0084 (0.9561) loss_bbox_0: 0.1584 (0.1814) loss_giou_0: 0.4038 (0.3978) loss_class_1: 0.8594 (0.8277) loss_bbox_1: 0.1622 (0.1834) loss_giou_1: 0.4083 (0.3975) loss_class_2: 0.8081 (0.7949) loss_bbox_2: 0.1682 (0.1812) loss_giou_2: 0.4003 (0.3945) loss_class_3: 0.8067 (0.7764) loss_bbox_3: 0.1618 (0.1818) loss_giou_3: 0.4019 (0.3941) loss_class_4: 0.8108 (0.7683) loss_bbox_4: 0.1668 (0.1822) loss_giou_4: 0.4011 (0.3943) loss_class_enc: 0.9016 (0.8957) loss_bbox_enc: 0.1962 (0.2175) loss_giou_enc: 0.4663 (0.4516) loss_class_dn: 0.3983 (0.3891) loss_bbox_dn: 0.2557 (0.2755) loss_giou_dn: 0.4826 (0.4519) loss_class_dn_0: 0.4816 (0.4808) loss_bbox_dn_0: 0.3505 (0.3777) loss_giou_dn_0: 0.6030 (0.5811) loss_class_dn_1: 0.4216 (0.4180) loss_bbox_dn_1: 0.2761 (0.2990) loss_giou_dn_1: 0.5067 (0.4819) loss_class_dn_2: 0.4039 (0.3972) loss_bbox_dn_2: 0.2577 (0.2793) loss_giou_dn_2: 0.4887 (0.4579) loss_class_dn_3: 0.3987 (0.3909) loss_bbox_dn_3: 0.2562 (0.2762) loss_giou_dn_3: 0.4842 (0.4531) loss_class_dn_4: 0.3984 (0.3889) loss_bbox_dn_4: 0.2558 (0.2755) loss_giou_dn_4: 0.4827 (0.4518) loss_class_hybrid: 0.7982 (0.7696) loss_bbox_hybrid: 0.1932 (0.1957) loss_giou_hybrid: 0.4262 (0.4249) loss_class_0_hybrid: 0.8695 (0.8403) loss_bbox_0_hybrid: 0.1963 (0.2045) loss_giou_0_hybrid: 0.4332 (0.4419) loss_class_1_hybrid: 0.8107 (0.7958) loss_bbox_1_hybrid: 0.1924 (0.1993) loss_giou_1_hybrid: 0.4357 (0.4318) loss_class_2_hybrid: 0.7991 (0.7819) loss_bbox_2_hybrid: 0.1922 (0.1960) loss_giou_2_hybrid: 0.4247 (0.4264) loss_class_3_hybrid: 0.7940 (0.7730) loss_bbox_3_hybrid: 0.1894 (0.1956) loss_giou_3_hybrid: 0.4250 (0.4253) loss_class_4_hybrid: 0.7954 (0.7697) loss_bbox_4_hybrid: 0.1914 (0.1958) loss_giou_4_hybrid: 0.4228 (0.4251) loss_class_enc_hybrid: 0.8336 (0.8005) loss_bbox_enc_hybrid: 0.2287 (0.2444) loss_giou_enc_hybrid: 0.5085 (0.5036) mem: 1030 max mem: 36965 [2024-01-15 11:47:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:48:07 det.util.engine] INFO: Epoch: [6] [6350/11727] eta: 1:36:31 lr: 0.000100 data_time: 0.0032 iter_time: 1.0649 loss: 27.2709 (27.0890) loss_class: 0.7719 (0.7671) loss_bbox: 0.1726 (0.1823) loss_giou: 0.3936 (0.3943) loss_class_0: 0.9309 (0.9560) loss_bbox_0: 0.1760 (0.1814) loss_giou_0: 0.4082 (0.3979) loss_class_1: 0.8065 (0.8276) loss_bbox_1: 0.1796 (0.1834) loss_giou_1: 0.4164 (0.3977) loss_class_2: 0.7902 (0.7948) loss_bbox_2: 0.1816 (0.1813) loss_giou_2: 0.4110 (0.3947) loss_class_3: 0.7767 (0.7764) loss_bbox_3: 0.1792 (0.1818) loss_giou_3: 0.3850 (0.3942) loss_class_4: 0.7697 (0.7683) loss_bbox_4: 0.1781 (0.1823) loss_giou_4: 0.3966 (0.3945) loss_class_enc: 0.9189 (0.8955) loss_bbox_enc: 0.2087 (0.2175) loss_giou_enc: 0.4490 (0.4518) loss_class_dn: 0.3904 (0.3891) loss_bbox_dn: 0.2567 (0.2754) loss_giou_dn: 0.4672 (0.4520) loss_class_dn_0: 0.4697 (0.4808) loss_bbox_dn_0: 0.3555 (0.3776) loss_giou_dn_0: 0.5927 (0.5812) loss_class_dn_1: 0.4140 (0.4180) loss_bbox_dn_1: 0.2883 (0.2989) loss_giou_dn_1: 0.4931 (0.4820) loss_class_dn_2: 0.3985 (0.3972) loss_bbox_dn_2: 0.2713 (0.2793) loss_giou_dn_2: 0.4731 (0.4581) loss_class_dn_3: 0.3895 (0.3909) loss_bbox_dn_3: 0.2582 (0.2762) loss_giou_dn_3: 0.4686 (0.4533) loss_class_dn_4: 0.3895 (0.3890) loss_bbox_dn_4: 0.2567 (0.2754) loss_giou_dn_4: 0.4671 (0.4519) loss_class_hybrid: 0.7472 (0.7695) loss_bbox_hybrid: 0.1855 (0.1958) loss_giou_hybrid: 0.4271 (0.4251) loss_class_0_hybrid: 0.8296 (0.8401) loss_bbox_0_hybrid: 0.1885 (0.2045) loss_giou_0_hybrid: 0.4444 (0.4421) loss_class_1_hybrid: 0.7851 (0.7957) loss_bbox_1_hybrid: 0.1816 (0.1994) loss_giou_1_hybrid: 0.4346 (0.4320) loss_class_2_hybrid: 0.7796 (0.7819) loss_bbox_2_hybrid: 0.1790 (0.1960) loss_giou_2_hybrid: 0.4316 (0.4266) loss_class_3_hybrid: 0.7492 (0.7729) loss_bbox_3_hybrid: 0.1810 (0.1957) loss_giou_3_hybrid: 0.4293 (0.4255) loss_class_4_hybrid: 0.7571 (0.7696) loss_bbox_4_hybrid: 0.1814 (0.1958) loss_giou_4_hybrid: 0.4307 (0.4253) loss_class_enc_hybrid: 0.7954 (0.8003) loss_bbox_enc_hybrid: 0.2167 (0.2444) loss_giou_enc_hybrid: 0.4824 (0.5038) mem: 1017 max mem: 36965 [2024-01-15 11:48:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:49:01 det.util.engine] INFO: Epoch: [6] [6400/11727] eta: 1:35:36 lr: 0.000100 data_time: 0.0032 iter_time: 1.0504 loss: 26.4078 (27.0807) loss_class: 0.7353 (0.7668) loss_bbox: 0.1701 (0.1822) loss_giou: 0.3845 (0.3942) loss_class_0: 0.9361 (0.9557) loss_bbox_0: 0.1729 (0.1813) loss_giou_0: 0.3842 (0.3978) loss_class_1: 0.8088 (0.8273) loss_bbox_1: 0.1779 (0.1834) loss_giou_1: 0.3890 (0.3976) loss_class_2: 0.7500 (0.7946) loss_bbox_2: 0.1720 (0.1812) loss_giou_2: 0.3894 (0.3946) loss_class_3: 0.7451 (0.7761) loss_bbox_3: 0.1702 (0.1817) loss_giou_3: 0.3805 (0.3942) loss_class_4: 0.7427 (0.7681) loss_bbox_4: 0.1683 (0.1822) loss_giou_4: 0.3810 (0.3944) loss_class_enc: 0.9067 (0.8954) loss_bbox_enc: 0.2062 (0.2174) loss_giou_enc: 0.4290 (0.4517) loss_class_dn: 0.3793 (0.3890) loss_bbox_dn: 0.2435 (0.2752) loss_giou_dn: 0.4409 (0.4519) loss_class_dn_0: 0.4789 (0.4808) loss_bbox_dn_0: 0.3577 (0.3773) loss_giou_dn_0: 0.5633 (0.5811) loss_class_dn_1: 0.4125 (0.4179) loss_bbox_dn_1: 0.2779 (0.2987) loss_giou_dn_1: 0.4687 (0.4819) loss_class_dn_2: 0.3934 (0.3972) loss_bbox_dn_2: 0.2521 (0.2791) loss_giou_dn_2: 0.4452 (0.4579) loss_class_dn_3: 0.3858 (0.3908) loss_bbox_dn_3: 0.2463 (0.2760) loss_giou_dn_3: 0.4429 (0.4531) loss_class_dn_4: 0.3793 (0.3889) loss_bbox_dn_4: 0.2435 (0.2752) loss_giou_dn_4: 0.4411 (0.4518) loss_class_hybrid: 0.7115 (0.7693) loss_bbox_hybrid: 0.1836 (0.1957) loss_giou_hybrid: 0.4005 (0.4251) loss_class_0_hybrid: 0.7996 (0.8398) loss_bbox_0_hybrid: 0.1932 (0.2044) loss_giou_0_hybrid: 0.4272 (0.4420) loss_class_1_hybrid: 0.7493 (0.7955) loss_bbox_1_hybrid: 0.1920 (0.1993) loss_giou_1_hybrid: 0.4102 (0.4319) loss_class_2_hybrid: 0.7402 (0.7816) loss_bbox_2_hybrid: 0.1879 (0.1959) loss_giou_2_hybrid: 0.4053 (0.4266) loss_class_3_hybrid: 0.7282 (0.7727) loss_bbox_3_hybrid: 0.1836 (0.1956) loss_giou_3_hybrid: 0.4016 (0.4254) loss_class_4_hybrid: 0.7134 (0.7693) loss_bbox_4_hybrid: 0.1831 (0.1957) loss_giou_4_hybrid: 0.3984 (0.4252) loss_class_enc_hybrid: 0.7839 (0.8002) loss_bbox_enc_hybrid: 0.2385 (0.2443) loss_giou_enc_hybrid: 0.4911 (0.5037) mem: 1032 max mem: 36965 [2024-01-15 11:49:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:49:54 det.util.engine] INFO: Epoch: [6] [6450/11727] eta: 1:34:42 lr: 0.000100 data_time: 0.0034 iter_time: 1.0686 loss: 27.0772 (27.0793) loss_class: 0.8154 (0.7669) loss_bbox: 0.1672 (0.1822) loss_giou: 0.3702 (0.3941) loss_class_0: 0.9372 (0.9556) loss_bbox_0: 0.1710 (0.1813) loss_giou_0: 0.3766 (0.3978) loss_class_1: 0.8834 (0.8273) loss_bbox_1: 0.1724 (0.1834) loss_giou_1: 0.3892 (0.3976) loss_class_2: 0.8487 (0.7947) loss_bbox_2: 0.1681 (0.1812) loss_giou_2: 0.3729 (0.3945) loss_class_3: 0.8212 (0.7762) loss_bbox_3: 0.1631 (0.1817) loss_giou_3: 0.3688 (0.3941) loss_class_4: 0.8307 (0.7682) loss_bbox_4: 0.1654 (0.1822) loss_giou_4: 0.3766 (0.3943) loss_class_enc: 0.9420 (0.8953) loss_bbox_enc: 0.2067 (0.2174) loss_giou_enc: 0.4484 (0.4516) loss_class_dn: 0.3853 (0.3890) loss_bbox_dn: 0.2798 (0.2752) loss_giou_dn: 0.4517 (0.4518) loss_class_dn_0: 0.4827 (0.4807) loss_bbox_dn_0: 0.3765 (0.3774) loss_giou_dn_0: 0.5707 (0.5810) loss_class_dn_1: 0.4162 (0.4179) loss_bbox_dn_1: 0.3135 (0.2987) loss_giou_dn_1: 0.4844 (0.4818) loss_class_dn_2: 0.3946 (0.3971) loss_bbox_dn_2: 0.2904 (0.2790) loss_giou_dn_2: 0.4595 (0.4578) loss_class_dn_3: 0.3899 (0.3908) loss_bbox_dn_3: 0.2832 (0.2760) loss_giou_dn_3: 0.4534 (0.4530) loss_class_dn_4: 0.3868 (0.3888) loss_bbox_dn_4: 0.2799 (0.2752) loss_giou_dn_4: 0.4516 (0.4517) loss_class_hybrid: 0.7891 (0.7693) loss_bbox_hybrid: 0.1848 (0.1957) loss_giou_hybrid: 0.3886 (0.4250) loss_class_0_hybrid: 0.8653 (0.8399) loss_bbox_0_hybrid: 0.2004 (0.2044) loss_giou_0_hybrid: 0.4193 (0.4419) loss_class_1_hybrid: 0.8099 (0.7955) loss_bbox_1_hybrid: 0.1838 (0.1993) loss_giou_1_hybrid: 0.4027 (0.4319) loss_class_2_hybrid: 0.8016 (0.7817) loss_bbox_2_hybrid: 0.1831 (0.1959) loss_giou_2_hybrid: 0.3945 (0.4265) loss_class_3_hybrid: 0.7886 (0.7727) loss_bbox_3_hybrid: 0.1829 (0.1956) loss_giou_3_hybrid: 0.3898 (0.4253) loss_class_4_hybrid: 0.7862 (0.7694) loss_bbox_4_hybrid: 0.1854 (0.1957) loss_giou_4_hybrid: 0.3885 (0.4252) loss_class_enc_hybrid: 0.8248 (0.8002) loss_bbox_enc_hybrid: 0.2452 (0.2443) loss_giou_enc_hybrid: 0.4882 (0.5037) mem: 1032 max mem: 36965 [2024-01-15 11:49:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:50:47 det.util.engine] INFO: Epoch: [6] [6500/11727] eta: 1:33:48 lr: 0.000100 data_time: 0.0032 iter_time: 1.0116 loss: 26.2182 (27.0747) loss_class: 0.7361 (0.7667) loss_bbox: 0.1867 (0.1821) loss_giou: 0.3649 (0.3942) loss_class_0: 0.9072 (0.9554) loss_bbox_0: 0.1694 (0.1813) loss_giou_0: 0.3817 (0.3978) loss_class_1: 0.8126 (0.8273) loss_bbox_1: 0.1704 (0.1832) loss_giou_1: 0.3714 (0.3976) loss_class_2: 0.7591 (0.7945) loss_bbox_2: 0.1862 (0.1811) loss_giou_2: 0.3677 (0.3946) loss_class_3: 0.7494 (0.7760) loss_bbox_3: 0.1855 (0.1816) loss_giou_3: 0.3606 (0.3941) loss_class_4: 0.7404 (0.7680) loss_bbox_4: 0.1860 (0.1821) loss_giou_4: 0.3603 (0.3943) loss_class_enc: 0.8158 (0.8951) loss_bbox_enc: 0.2122 (0.2173) loss_giou_enc: 0.4518 (0.4516) loss_class_dn: 0.3898 (0.3889) loss_bbox_dn: 0.2549 (0.2750) loss_giou_dn: 0.4508 (0.4518) loss_class_dn_0: 0.4809 (0.4807) loss_bbox_dn_0: 0.3919 (0.3772) loss_giou_dn_0: 0.5833 (0.5810) loss_class_dn_1: 0.4068 (0.4179) loss_bbox_dn_1: 0.2915 (0.2986) loss_giou_dn_1: 0.4805 (0.4818) loss_class_dn_2: 0.3949 (0.3971) loss_bbox_dn_2: 0.2567 (0.2789) loss_giou_dn_2: 0.4585 (0.4578) loss_class_dn_3: 0.3926 (0.3907) loss_bbox_dn_3: 0.2526 (0.2758) loss_giou_dn_3: 0.4538 (0.4530) loss_class_dn_4: 0.3904 (0.3888) loss_bbox_dn_4: 0.2549 (0.2750) loss_giou_dn_4: 0.4506 (0.4516) loss_class_hybrid: 0.7105 (0.7691) loss_bbox_hybrid: 0.1936 (0.1956) loss_giou_hybrid: 0.4153 (0.4250) loss_class_0_hybrid: 0.7863 (0.8396) loss_bbox_0_hybrid: 0.1938 (0.2043) loss_giou_0_hybrid: 0.4413 (0.4420) loss_class_1_hybrid: 0.7547 (0.7953) loss_bbox_1_hybrid: 0.1924 (0.1992) loss_giou_1_hybrid: 0.4179 (0.4319) loss_class_2_hybrid: 0.7328 (0.7814) loss_bbox_2_hybrid: 0.1965 (0.1959) loss_giou_2_hybrid: 0.4156 (0.4266) loss_class_3_hybrid: 0.7289 (0.7725) loss_bbox_3_hybrid: 0.1940 (0.1955) loss_giou_3_hybrid: 0.4164 (0.4254) loss_class_4_hybrid: 0.7176 (0.7692) loss_bbox_4_hybrid: 0.1968 (0.1957) loss_giou_4_hybrid: 0.4147 (0.4252) loss_class_enc_hybrid: 0.7490 (0.8000) loss_bbox_enc_hybrid: 0.2436 (0.2442) loss_giou_enc_hybrid: 0.5067 (0.5037) mem: 1024 max mem: 36965 [2024-01-15 11:50:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:51:41 det.util.engine] INFO: Epoch: [6] [6550/11727] eta: 1:32:54 lr: 0.000100 data_time: 0.0032 iter_time: 1.0694 loss: 27.3167 (27.0748) loss_class: 0.7465 (0.7669) loss_bbox: 0.1905 (0.1821) loss_giou: 0.3934 (0.3941) loss_class_0: 0.9753 (0.9556) loss_bbox_0: 0.1770 (0.1813) loss_giou_0: 0.4016 (0.3977) loss_class_1: 0.8201 (0.8274) loss_bbox_1: 0.1897 (0.1832) loss_giou_1: 0.3922 (0.3975) loss_class_2: 0.7677 (0.7946) loss_bbox_2: 0.1896 (0.1811) loss_giou_2: 0.3952 (0.3945) loss_class_3: 0.7442 (0.7762) loss_bbox_3: 0.1851 (0.1816) loss_giou_3: 0.3873 (0.3940) loss_class_4: 0.7394 (0.7681) loss_bbox_4: 0.1905 (0.1821) loss_giou_4: 0.3917 (0.3942) loss_class_enc: 0.8938 (0.8952) loss_bbox_enc: 0.2110 (0.2173) loss_giou_enc: 0.4464 (0.4515) loss_class_dn: 0.3906 (0.3889) loss_bbox_dn: 0.2763 (0.2751) loss_giou_dn: 0.4650 (0.4517) loss_class_dn_0: 0.4776 (0.4807) loss_bbox_dn_0: 0.3566 (0.3773) loss_giou_dn_0: 0.5836 (0.5808) loss_class_dn_1: 0.4187 (0.4179) loss_bbox_dn_1: 0.2997 (0.2986) loss_giou_dn_1: 0.4903 (0.4817) loss_class_dn_2: 0.3999 (0.3971) loss_bbox_dn_2: 0.2809 (0.2790) loss_giou_dn_2: 0.4732 (0.4577) loss_class_dn_3: 0.3859 (0.3907) loss_bbox_dn_3: 0.2759 (0.2759) loss_giou_dn_3: 0.4679 (0.4529) loss_class_dn_4: 0.3893 (0.3888) loss_bbox_dn_4: 0.2762 (0.2751) loss_giou_dn_4: 0.4649 (0.4515) loss_class_hybrid: 0.7605 (0.7692) loss_bbox_hybrid: 0.1831 (0.1956) loss_giou_hybrid: 0.4168 (0.4249) loss_class_0_hybrid: 0.8290 (0.8396) loss_bbox_0_hybrid: 0.1985 (0.2043) loss_giou_0_hybrid: 0.4446 (0.4419) loss_class_1_hybrid: 0.7872 (0.7953) loss_bbox_1_hybrid: 0.1846 (0.1992) loss_giou_1_hybrid: 0.4317 (0.4318) loss_class_2_hybrid: 0.7765 (0.7816) loss_bbox_2_hybrid: 0.1833 (0.1958) loss_giou_2_hybrid: 0.4230 (0.4264) loss_class_3_hybrid: 0.7650 (0.7726) loss_bbox_3_hybrid: 0.1841 (0.1955) loss_giou_3_hybrid: 0.4213 (0.4253) loss_class_4_hybrid: 0.7520 (0.7692) loss_bbox_4_hybrid: 0.1886 (0.1956) loss_giou_4_hybrid: 0.4195 (0.4251) loss_class_enc_hybrid: 0.7926 (0.8000) loss_bbox_enc_hybrid: 0.2394 (0.2442) loss_giou_enc_hybrid: 0.4925 (0.5036) mem: 1029 max mem: 36965 [2024-01-15 11:51:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:52:34 det.util.engine] INFO: Epoch: [6] [6600/11727] eta: 1:31:59 lr: 0.000100 data_time: 0.0034 iter_time: 1.0331 loss: 26.6689 (27.0743) loss_class: 0.7079 (0.7668) loss_bbox: 0.1814 (0.1822) loss_giou: 0.3721 (0.3941) loss_class_0: 0.9041 (0.9554) loss_bbox_0: 0.1855 (0.1813) loss_giou_0: 0.3785 (0.3978) loss_class_1: 0.7836 (0.8274) loss_bbox_1: 0.1906 (0.1833) loss_giou_1: 0.3750 (0.3975) loss_class_2: 0.7370 (0.7946) loss_bbox_2: 0.1785 (0.1811) loss_giou_2: 0.3692 (0.3944) loss_class_3: 0.7141 (0.7761) loss_bbox_3: 0.1816 (0.1816) loss_giou_3: 0.3622 (0.3940) loss_class_4: 0.7140 (0.7681) loss_bbox_4: 0.1814 (0.1821) loss_giou_4: 0.3594 (0.3942) loss_class_enc: 0.8465 (0.8952) loss_bbox_enc: 0.2234 (0.2173) loss_giou_enc: 0.4210 (0.4516) loss_class_dn: 0.3776 (0.3889) loss_bbox_dn: 0.2972 (0.2752) loss_giou_dn: 0.4250 (0.4516) loss_class_dn_0: 0.4740 (0.4807) loss_bbox_dn_0: 0.3948 (0.3774) loss_giou_dn_0: 0.5402 (0.5808) loss_class_dn_1: 0.4142 (0.4179) loss_bbox_dn_1: 0.3209 (0.2987) loss_giou_dn_1: 0.4551 (0.4816) loss_class_dn_2: 0.3857 (0.3971) loss_bbox_dn_2: 0.2992 (0.2790) loss_giou_dn_2: 0.4311 (0.4577) loss_class_dn_3: 0.3778 (0.3907) loss_bbox_dn_3: 0.2986 (0.2759) loss_giou_dn_3: 0.4275 (0.4529) loss_class_dn_4: 0.3789 (0.3888) loss_bbox_dn_4: 0.2973 (0.2752) loss_giou_dn_4: 0.4252 (0.4515) loss_class_hybrid: 0.7454 (0.7692) loss_bbox_hybrid: 0.1902 (0.1956) loss_giou_hybrid: 0.3907 (0.4249) loss_class_0_hybrid: 0.8017 (0.8396) loss_bbox_0_hybrid: 0.2006 (0.2044) loss_giou_0_hybrid: 0.4009 (0.4419) loss_class_1_hybrid: 0.7661 (0.7953) loss_bbox_1_hybrid: 0.1888 (0.1992) loss_giou_1_hybrid: 0.4007 (0.4318) loss_class_2_hybrid: 0.7380 (0.7816) loss_bbox_2_hybrid: 0.1881 (0.1958) loss_giou_2_hybrid: 0.3900 (0.4264) loss_class_3_hybrid: 0.7437 (0.7726) loss_bbox_3_hybrid: 0.1883 (0.1955) loss_giou_3_hybrid: 0.3917 (0.4253) loss_class_4_hybrid: 0.7417 (0.7693) loss_bbox_4_hybrid: 0.1871 (0.1956) loss_giou_4_hybrid: 0.3925 (0.4251) loss_class_enc_hybrid: 0.7611 (0.8000) loss_bbox_enc_hybrid: 0.2506 (0.2443) loss_giou_enc_hybrid: 0.4654 (0.5036) mem: 1013 max mem: 36965 [2024-01-15 11:52:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:53:27 det.util.engine] INFO: Epoch: [6] [6650/11727] eta: 1:31:05 lr: 0.000100 data_time: 0.0035 iter_time: 1.0803 loss: 27.0292 (27.0733) loss_class: 0.7795 (0.7669) loss_bbox: 0.1676 (0.1822) loss_giou: 0.3979 (0.3940) loss_class_0: 0.9587 (0.9555) loss_bbox_0: 0.1731 (0.1813) loss_giou_0: 0.3940 (0.3977) loss_class_1: 0.8648 (0.8274) loss_bbox_1: 0.1677 (0.1833) loss_giou_1: 0.3854 (0.3974) loss_class_2: 0.8229 (0.7947) loss_bbox_2: 0.1610 (0.1811) loss_giou_2: 0.3793 (0.3944) loss_class_3: 0.7902 (0.7762) loss_bbox_3: 0.1734 (0.1816) loss_giou_3: 0.3966 (0.3939) loss_class_4: 0.7774 (0.7682) loss_bbox_4: 0.1728 (0.1821) loss_giou_4: 0.3950 (0.3942) loss_class_enc: 0.8478 (0.8952) loss_bbox_enc: 0.1994 (0.2173) loss_giou_enc: 0.4568 (0.4515) loss_class_dn: 0.3928 (0.3889) loss_bbox_dn: 0.2222 (0.2752) loss_giou_dn: 0.4371 (0.4515) loss_class_dn_0: 0.4775 (0.4807) loss_bbox_dn_0: 0.3488 (0.3774) loss_giou_dn_0: 0.5624 (0.5807) loss_class_dn_1: 0.4269 (0.4179) loss_bbox_dn_1: 0.2707 (0.2987) loss_giou_dn_1: 0.4649 (0.4815) loss_class_dn_2: 0.4014 (0.3971) loss_bbox_dn_2: 0.2284 (0.2790) loss_giou_dn_2: 0.4402 (0.4575) loss_class_dn_3: 0.4062 (0.3907) loss_bbox_dn_3: 0.2226 (0.2759) loss_giou_dn_3: 0.4369 (0.4528) loss_class_dn_4: 0.3933 (0.3888) loss_bbox_dn_4: 0.2222 (0.2751) loss_giou_dn_4: 0.4372 (0.4514) loss_class_hybrid: 0.7816 (0.7692) loss_bbox_hybrid: 0.1816 (0.1956) loss_giou_hybrid: 0.4330 (0.4248) loss_class_0_hybrid: 0.8268 (0.8396) loss_bbox_0_hybrid: 0.1866 (0.2044) loss_giou_0_hybrid: 0.4485 (0.4418) loss_class_1_hybrid: 0.7986 (0.7954) loss_bbox_1_hybrid: 0.1827 (0.1992) loss_giou_1_hybrid: 0.4391 (0.4317) loss_class_2_hybrid: 0.7667 (0.7816) loss_bbox_2_hybrid: 0.1819 (0.1958) loss_giou_2_hybrid: 0.4306 (0.4263) loss_class_3_hybrid: 0.7855 (0.7727) loss_bbox_3_hybrid: 0.1818 (0.1955) loss_giou_3_hybrid: 0.4327 (0.4251) loss_class_4_hybrid: 0.7802 (0.7694) loss_bbox_4_hybrid: 0.1818 (0.1956) loss_giou_4_hybrid: 0.4332 (0.4250) loss_class_enc_hybrid: 0.7583 (0.7999) loss_bbox_enc_hybrid: 0.2341 (0.2443) loss_giou_enc_hybrid: 0.5049 (0.5035) mem: 1027 max mem: 36965 [2024-01-15 11:53:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:54:21 det.util.engine] INFO: Epoch: [6] [6700/11727] eta: 1:30:11 lr: 0.000100 data_time: 0.0036 iter_time: 1.0632 loss: 26.2753 (27.0710) loss_class: 0.7152 (0.7668) loss_bbox: 0.1758 (0.1821) loss_giou: 0.3689 (0.3940) loss_class_0: 0.9202 (0.9554) loss_bbox_0: 0.1750 (0.1812) loss_giou_0: 0.3745 (0.3977) loss_class_1: 0.7884 (0.8274) loss_bbox_1: 0.1867 (0.1832) loss_giou_1: 0.3912 (0.3974) loss_class_2: 0.7388 (0.7946) loss_bbox_2: 0.1778 (0.1811) loss_giou_2: 0.3740 (0.3944) loss_class_3: 0.7206 (0.7761) loss_bbox_3: 0.1880 (0.1816) loss_giou_3: 0.3801 (0.3940) loss_class_4: 0.7270 (0.7681) loss_bbox_4: 0.1758 (0.1821) loss_giou_4: 0.3740 (0.3942) loss_class_enc: 0.8452 (0.8950) loss_bbox_enc: 0.2128 (0.2173) loss_giou_enc: 0.4294 (0.4515) loss_class_dn: 0.3791 (0.3889) loss_bbox_dn: 0.2345 (0.2751) loss_giou_dn: 0.4240 (0.4515) loss_class_dn_0: 0.4765 (0.4807) loss_bbox_dn_0: 0.3581 (0.3773) loss_giou_dn_0: 0.5766 (0.5807) loss_class_dn_1: 0.4191 (0.4179) loss_bbox_dn_1: 0.2677 (0.2986) loss_giou_dn_1: 0.4577 (0.4815) loss_class_dn_2: 0.3882 (0.3971) loss_bbox_dn_2: 0.2395 (0.2789) loss_giou_dn_2: 0.4299 (0.4575) loss_class_dn_3: 0.3842 (0.3907) loss_bbox_dn_3: 0.2368 (0.2758) loss_giou_dn_3: 0.4261 (0.4527) loss_class_dn_4: 0.3801 (0.3888) loss_bbox_dn_4: 0.2344 (0.2750) loss_giou_dn_4: 0.4242 (0.4514) loss_class_hybrid: 0.7557 (0.7691) loss_bbox_hybrid: 0.1847 (0.1955) loss_giou_hybrid: 0.3888 (0.4248) loss_class_0_hybrid: 0.8163 (0.8396) loss_bbox_0_hybrid: 0.1950 (0.2043) loss_giou_0_hybrid: 0.4052 (0.4418) loss_class_1_hybrid: 0.7589 (0.7953) loss_bbox_1_hybrid: 0.1928 (0.1991) loss_giou_1_hybrid: 0.3956 (0.4317) loss_class_2_hybrid: 0.7633 (0.7815) loss_bbox_2_hybrid: 0.1929 (0.1958) loss_giou_2_hybrid: 0.3919 (0.4263) loss_class_3_hybrid: 0.7548 (0.7726) loss_bbox_3_hybrid: 0.1941 (0.1954) loss_giou_3_hybrid: 0.3922 (0.4252) loss_class_4_hybrid: 0.7596 (0.7693) loss_bbox_4_hybrid: 0.1861 (0.1956) loss_giou_4_hybrid: 0.3901 (0.4250) loss_class_enc_hybrid: 0.7846 (0.7998) loss_bbox_enc_hybrid: 0.2390 (0.2442) loss_giou_enc_hybrid: 0.4682 (0.5035) mem: 1019 max mem: 36965 [2024-01-15 11:54:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:55:15 det.util.engine] INFO: Epoch: [6] [6750/11727] eta: 1:29:17 lr: 0.000100 data_time: 0.0035 iter_time: 1.0511 loss: 24.9225 (27.0699) loss_class: 0.6902 (0.7669) loss_bbox: 0.1799 (0.1821) loss_giou: 0.3363 (0.3940) loss_class_0: 0.8583 (0.9553) loss_bbox_0: 0.1854 (0.1812) loss_giou_0: 0.3414 (0.3977) loss_class_1: 0.7313 (0.8273) loss_bbox_1: 0.1841 (0.1832) loss_giou_1: 0.3375 (0.3974) loss_class_2: 0.7186 (0.7947) loss_bbox_2: 0.1808 (0.1810) loss_giou_2: 0.3319 (0.3944) loss_class_3: 0.7136 (0.7761) loss_bbox_3: 0.1729 (0.1816) loss_giou_3: 0.3214 (0.3940) loss_class_4: 0.6895 (0.7681) loss_bbox_4: 0.1841 (0.1820) loss_giou_4: 0.3368 (0.3942) loss_class_enc: 0.8496 (0.8950) loss_bbox_enc: 0.2314 (0.2173) loss_giou_enc: 0.3963 (0.4516) loss_class_dn: 0.3704 (0.3889) loss_bbox_dn: 0.2813 (0.2750) loss_giou_dn: 0.4159 (0.4514) loss_class_dn_0: 0.4766 (0.4807) loss_bbox_dn_0: 0.3596 (0.3774) loss_giou_dn_0: 0.5434 (0.5807) loss_class_dn_1: 0.4084 (0.4178) loss_bbox_dn_1: 0.3041 (0.2986) loss_giou_dn_1: 0.4443 (0.4814) loss_class_dn_2: 0.3825 (0.3970) loss_bbox_dn_2: 0.2855 (0.2789) loss_giou_dn_2: 0.4250 (0.4574) loss_class_dn_3: 0.3756 (0.3907) loss_bbox_dn_3: 0.2810 (0.2758) loss_giou_dn_3: 0.4165 (0.4527) loss_class_dn_4: 0.3695 (0.3887) loss_bbox_dn_4: 0.2813 (0.2750) loss_giou_dn_4: 0.4158 (0.4513) loss_class_hybrid: 0.6905 (0.7691) loss_bbox_hybrid: 0.1859 (0.1955) loss_giou_hybrid: 0.3530 (0.4248) loss_class_0_hybrid: 0.7671 (0.8396) loss_bbox_0_hybrid: 0.2038 (0.2043) loss_giou_0_hybrid: 0.3631 (0.4418) loss_class_1_hybrid: 0.7284 (0.7953) loss_bbox_1_hybrid: 0.1920 (0.1991) loss_giou_1_hybrid: 0.3600 (0.4317) loss_class_2_hybrid: 0.7124 (0.7816) loss_bbox_2_hybrid: 0.1857 (0.1958) loss_giou_2_hybrid: 0.3540 (0.4263) loss_class_3_hybrid: 0.7056 (0.7726) loss_bbox_3_hybrid: 0.1872 (0.1954) loss_giou_3_hybrid: 0.3516 (0.4252) loss_class_4_hybrid: 0.6806 (0.7693) loss_bbox_4_hybrid: 0.1881 (0.1956) loss_giou_4_hybrid: 0.3540 (0.4250) loss_class_enc_hybrid: 0.7488 (0.7998) loss_bbox_enc_hybrid: 0.2470 (0.2442) loss_giou_enc_hybrid: 0.4259 (0.5035) mem: 1031 max mem: 36965 [2024-01-15 11:55:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:56:07 det.util.engine] INFO: Epoch: [6] [6800/11727] eta: 1:28:22 lr: 0.000100 data_time: 0.0036 iter_time: 1.0574 loss: 27.2755 (27.0717) loss_class: 0.7828 (0.7670) loss_bbox: 0.1624 (0.1820) loss_giou: 0.3797 (0.3940) loss_class_0: 0.9371 (0.9554) loss_bbox_0: 0.1642 (0.1812) loss_giou_0: 0.3828 (0.3977) loss_class_1: 0.8299 (0.8275) loss_bbox_1: 0.1706 (0.1832) loss_giou_1: 0.3872 (0.3975) loss_class_2: 0.7957 (0.7948) loss_bbox_2: 0.1635 (0.1810) loss_giou_2: 0.3809 (0.3944) loss_class_3: 0.7987 (0.7763) loss_bbox_3: 0.1614 (0.1815) loss_giou_3: 0.3810 (0.3940) loss_class_4: 0.7909 (0.7683) loss_bbox_4: 0.1625 (0.1820) loss_giou_4: 0.3769 (0.3942) loss_class_enc: 0.8914 (0.8950) loss_bbox_enc: 0.1906 (0.2173) loss_giou_enc: 0.4460 (0.4516) loss_class_dn: 0.3908 (0.3889) loss_bbox_dn: 0.2478 (0.2750) loss_giou_dn: 0.4625 (0.4515) loss_class_dn_0: 0.4812 (0.4807) loss_bbox_dn_0: 0.3488 (0.3773) loss_giou_dn_0: 0.5984 (0.5807) loss_class_dn_1: 0.4215 (0.4178) loss_bbox_dn_1: 0.2718 (0.2986) loss_giou_dn_1: 0.4928 (0.4815) loss_class_dn_2: 0.4005 (0.3971) loss_bbox_dn_2: 0.2521 (0.2789) loss_giou_dn_2: 0.4680 (0.4575) loss_class_dn_3: 0.3954 (0.3907) loss_bbox_dn_3: 0.2490 (0.2758) loss_giou_dn_3: 0.4634 (0.4527) loss_class_dn_4: 0.3915 (0.3887) loss_bbox_dn_4: 0.2478 (0.2750) loss_giou_dn_4: 0.4623 (0.4513) loss_class_hybrid: 0.7647 (0.7693) loss_bbox_hybrid: 0.1850 (0.1955) loss_giou_hybrid: 0.4351 (0.4248) loss_class_0_hybrid: 0.8070 (0.8396) loss_bbox_0_hybrid: 0.1927 (0.2043) loss_giou_0_hybrid: 0.4427 (0.4418) loss_class_1_hybrid: 0.7828 (0.7954) loss_bbox_1_hybrid: 0.1867 (0.1991) loss_giou_1_hybrid: 0.4357 (0.4317) loss_class_2_hybrid: 0.7726 (0.7817) loss_bbox_2_hybrid: 0.1855 (0.1958) loss_giou_2_hybrid: 0.4327 (0.4263) loss_class_3_hybrid: 0.7698 (0.7727) loss_bbox_3_hybrid: 0.1853 (0.1954) loss_giou_3_hybrid: 0.4307 (0.4252) loss_class_4_hybrid: 0.7528 (0.7694) loss_bbox_4_hybrid: 0.1820 (0.1955) loss_giou_4_hybrid: 0.4315 (0.4250) loss_class_enc_hybrid: 0.7830 (0.7999) loss_bbox_enc_hybrid: 0.2258 (0.2442) loss_giou_enc_hybrid: 0.4981 (0.5036) mem: 1026 max mem: 36965 [2024-01-15 11:56:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:57:02 det.util.engine] INFO: Epoch: [6] [6850/11727] eta: 1:27:29 lr: 0.000100 data_time: 0.0031 iter_time: 1.0732 loss: 26.1171 (27.0708) loss_class: 0.7672 (0.7670) loss_bbox: 0.1780 (0.1821) loss_giou: 0.3437 (0.3939) loss_class_0: 0.9479 (0.9553) loss_bbox_0: 0.1807 (0.1813) loss_giou_0: 0.3529 (0.3976) loss_class_1: 0.8392 (0.8275) loss_bbox_1: 0.1729 (0.1832) loss_giou_1: 0.3426 (0.3974) loss_class_2: 0.7911 (0.7948) loss_bbox_2: 0.1779 (0.1811) loss_giou_2: 0.3399 (0.3944) loss_class_3: 0.7718 (0.7763) loss_bbox_3: 0.1787 (0.1816) loss_giou_3: 0.3393 (0.3939) loss_class_4: 0.7570 (0.7683) loss_bbox_4: 0.1821 (0.1821) loss_giou_4: 0.3373 (0.3941) loss_class_enc: 0.8781 (0.8950) loss_bbox_enc: 0.2206 (0.2173) loss_giou_enc: 0.3982 (0.4515) loss_class_dn: 0.3809 (0.3888) loss_bbox_dn: 0.2716 (0.2750) loss_giou_dn: 0.4074 (0.4514) loss_class_dn_0: 0.4829 (0.4807) loss_bbox_dn_0: 0.3773 (0.3773) loss_giou_dn_0: 0.5393 (0.5806) loss_class_dn_1: 0.4165 (0.4178) loss_bbox_dn_1: 0.3045 (0.2986) loss_giou_dn_1: 0.4319 (0.4814) loss_class_dn_2: 0.3929 (0.3970) loss_bbox_dn_2: 0.2811 (0.2789) loss_giou_dn_2: 0.4136 (0.4574) loss_class_dn_3: 0.3865 (0.3906) loss_bbox_dn_3: 0.2761 (0.2758) loss_giou_dn_3: 0.4081 (0.4526) loss_class_dn_4: 0.3804 (0.3887) loss_bbox_dn_4: 0.2715 (0.2750) loss_giou_dn_4: 0.4073 (0.4513) loss_class_hybrid: 0.7572 (0.7692) loss_bbox_hybrid: 0.1823 (0.1956) loss_giou_hybrid: 0.3695 (0.4248) loss_class_0_hybrid: 0.8678 (0.8396) loss_bbox_0_hybrid: 0.1900 (0.2043) loss_giou_0_hybrid: 0.3773 (0.4417) loss_class_1_hybrid: 0.8033 (0.7954) loss_bbox_1_hybrid: 0.1892 (0.1992) loss_giou_1_hybrid: 0.3694 (0.4316) loss_class_2_hybrid: 0.7794 (0.7817) loss_bbox_2_hybrid: 0.1847 (0.1958) loss_giou_2_hybrid: 0.3659 (0.4262) loss_class_3_hybrid: 0.7630 (0.7727) loss_bbox_3_hybrid: 0.1824 (0.1955) loss_giou_3_hybrid: 0.3651 (0.4251) loss_class_4_hybrid: 0.7603 (0.7694) loss_bbox_4_hybrid: 0.1838 (0.1956) loss_giou_4_hybrid: 0.3662 (0.4249) loss_class_enc_hybrid: 0.8147 (0.7999) loss_bbox_enc_hybrid: 0.2344 (0.2443) loss_giou_enc_hybrid: 0.4549 (0.5035) mem: 1031 max mem: 36965 [2024-01-15 11:57:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:57:56 det.util.engine] INFO: Epoch: [6] [6900/11727] eta: 1:26:35 lr: 0.000100 data_time: 0.0033 iter_time: 1.0904 loss: 26.7397 (27.0726) loss_class: 0.7453 (0.7669) loss_bbox: 0.1820 (0.1821) loss_giou: 0.3883 (0.3942) loss_class_0: 0.9352 (0.9552) loss_bbox_0: 0.1886 (0.1813) loss_giou_0: 0.3941 (0.3978) loss_class_1: 0.8012 (0.8275) loss_bbox_1: 0.1777 (0.1832) loss_giou_1: 0.3832 (0.3976) loss_class_2: 0.7709 (0.7947) loss_bbox_2: 0.1792 (0.1811) loss_giou_2: 0.3809 (0.3946) loss_class_3: 0.7489 (0.7762) loss_bbox_3: 0.1830 (0.1816) loss_giou_3: 0.3850 (0.3941) loss_class_4: 0.7451 (0.7682) loss_bbox_4: 0.1846 (0.1821) loss_giou_4: 0.3821 (0.3943) loss_class_enc: 0.8320 (0.8947) loss_bbox_enc: 0.2237 (0.2174) loss_giou_enc: 0.4417 (0.4518) loss_class_dn: 0.3870 (0.3889) loss_bbox_dn: 0.2546 (0.2749) loss_giou_dn: 0.4259 (0.4515) loss_class_dn_0: 0.4689 (0.4807) loss_bbox_dn_0: 0.3508 (0.3771) loss_giou_dn_0: 0.5551 (0.5807) loss_class_dn_1: 0.4190 (0.4178) loss_bbox_dn_1: 0.2867 (0.2984) loss_giou_dn_1: 0.4544 (0.4815) loss_class_dn_2: 0.3983 (0.3971) loss_bbox_dn_2: 0.2613 (0.2788) loss_giou_dn_2: 0.4301 (0.4575) loss_class_dn_3: 0.3900 (0.3907) loss_bbox_dn_3: 0.2556 (0.2757) loss_giou_dn_3: 0.4259 (0.4527) loss_class_dn_4: 0.3868 (0.3887) loss_bbox_dn_4: 0.2546 (0.2749) loss_giou_dn_4: 0.4261 (0.4514) loss_class_hybrid: 0.7568 (0.7692) loss_bbox_hybrid: 0.1885 (0.1956) loss_giou_hybrid: 0.3874 (0.4250) loss_class_0_hybrid: 0.8224 (0.8395) loss_bbox_0_hybrid: 0.2046 (0.2043) loss_giou_0_hybrid: 0.4139 (0.4420) loss_class_1_hybrid: 0.7695 (0.7953) loss_bbox_1_hybrid: 0.1978 (0.1992) loss_giou_1_hybrid: 0.3987 (0.4318) loss_class_2_hybrid: 0.7684 (0.7816) loss_bbox_2_hybrid: 0.1917 (0.1958) loss_giou_2_hybrid: 0.3896 (0.4264) loss_class_3_hybrid: 0.7531 (0.7726) loss_bbox_3_hybrid: 0.1949 (0.1955) loss_giou_3_hybrid: 0.3887 (0.4253) loss_class_4_hybrid: 0.7537 (0.7693) loss_bbox_4_hybrid: 0.1903 (0.1956) loss_giou_4_hybrid: 0.3873 (0.4251) loss_class_enc_hybrid: 0.7612 (0.7998) loss_bbox_enc_hybrid: 0.2633 (0.2443) loss_giou_enc_hybrid: 0.4903 (0.5037) mem: 1021 max mem: 36965 [2024-01-15 11:57:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:58:49 det.util.engine] INFO: Epoch: [6] [6950/11727] eta: 1:25:41 lr: 0.000100 data_time: 0.0033 iter_time: 1.0444 loss: 26.8506 (27.0718) loss_class: 0.7661 (0.7669) loss_bbox: 0.1856 (0.1821) loss_giou: 0.3859 (0.3941) loss_class_0: 0.9465 (0.9552) loss_bbox_0: 0.1752 (0.1812) loss_giou_0: 0.3826 (0.3978) loss_class_1: 0.8207 (0.8276) loss_bbox_1: 0.1768 (0.1832) loss_giou_1: 0.3825 (0.3975) loss_class_2: 0.7758 (0.7947) loss_bbox_2: 0.1835 (0.1811) loss_giou_2: 0.3870 (0.3946) loss_class_3: 0.7670 (0.7762) loss_bbox_3: 0.1840 (0.1816) loss_giou_3: 0.3887 (0.3941) loss_class_4: 0.7773 (0.7682) loss_bbox_4: 0.1855 (0.1821) loss_giou_4: 0.3860 (0.3943) loss_class_enc: 0.8701 (0.8947) loss_bbox_enc: 0.2024 (0.2173) loss_giou_enc: 0.4295 (0.4517) loss_class_dn: 0.3851 (0.3889) loss_bbox_dn: 0.2585 (0.2750) loss_giou_dn: 0.4354 (0.4515) loss_class_dn_0: 0.4753 (0.4807) loss_bbox_dn_0: 0.3575 (0.3771) loss_giou_dn_0: 0.5795 (0.5806) loss_class_dn_1: 0.4176 (0.4178) loss_bbox_dn_1: 0.2788 (0.2985) loss_giou_dn_1: 0.4724 (0.4815) loss_class_dn_2: 0.3971 (0.3971) loss_bbox_dn_2: 0.2622 (0.2788) loss_giou_dn_2: 0.4461 (0.4575) loss_class_dn_3: 0.3906 (0.3907) loss_bbox_dn_3: 0.2590 (0.2757) loss_giou_dn_3: 0.4361 (0.4527) loss_class_dn_4: 0.3879 (0.3887) loss_bbox_dn_4: 0.2586 (0.2749) loss_giou_dn_4: 0.4353 (0.4514) loss_class_hybrid: 0.7647 (0.7692) loss_bbox_hybrid: 0.1831 (0.1955) loss_giou_hybrid: 0.4247 (0.4249) loss_class_0_hybrid: 0.8412 (0.8395) loss_bbox_0_hybrid: 0.1853 (0.2043) loss_giou_0_hybrid: 0.4255 (0.4418) loss_class_1_hybrid: 0.7950 (0.7954) loss_bbox_1_hybrid: 0.1843 (0.1991) loss_giou_1_hybrid: 0.4208 (0.4318) loss_class_2_hybrid: 0.7743 (0.7816) loss_bbox_2_hybrid: 0.1873 (0.1958) loss_giou_2_hybrid: 0.4250 (0.4264) loss_class_3_hybrid: 0.7612 (0.7727) loss_bbox_3_hybrid: 0.1877 (0.1954) loss_giou_3_hybrid: 0.4220 (0.4252) loss_class_4_hybrid: 0.7600 (0.7694) loss_bbox_4_hybrid: 0.1845 (0.1956) loss_giou_4_hybrid: 0.4256 (0.4251) loss_class_enc_hybrid: 0.7951 (0.7998) loss_bbox_enc_hybrid: 0.2187 (0.2442) loss_giou_enc_hybrid: 0.4825 (0.5036) mem: 1030 max mem: 36965 [2024-01-15 11:58:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 11:59:42 det.util.engine] INFO: Epoch: [6] [7000/11727] eta: 1:24:47 lr: 0.000100 data_time: 0.0035 iter_time: 1.0507 loss: 26.6441 (27.0698) loss_class: 0.7946 (0.7670) loss_bbox: 0.1850 (0.1821) loss_giou: 0.3524 (0.3940) loss_class_0: 0.9895 (0.9554) loss_bbox_0: 0.1849 (0.1813) loss_giou_0: 0.3686 (0.3976) loss_class_1: 0.8774 (0.8277) loss_bbox_1: 0.1829 (0.1832) loss_giou_1: 0.3593 (0.3974) loss_class_2: 0.8192 (0.7947) loss_bbox_2: 0.1803 (0.1811) loss_giou_2: 0.3552 (0.3944) loss_class_3: 0.8255 (0.7763) loss_bbox_3: 0.1825 (0.1816) loss_giou_3: 0.3435 (0.3939) loss_class_4: 0.8043 (0.7683) loss_bbox_4: 0.1831 (0.1821) loss_giou_4: 0.3524 (0.3942) loss_class_enc: 0.9119 (0.8947) loss_bbox_enc: 0.2235 (0.2174) loss_giou_enc: 0.4133 (0.4516) loss_class_dn: 0.3866 (0.3888) loss_bbox_dn: 0.2459 (0.2750) loss_giou_dn: 0.4387 (0.4514) loss_class_dn_0: 0.4874 (0.4807) loss_bbox_dn_0: 0.3507 (0.3772) loss_giou_dn_0: 0.5577 (0.5805) loss_class_dn_1: 0.4183 (0.4178) loss_bbox_dn_1: 0.2690 (0.2985) loss_giou_dn_1: 0.4593 (0.4814) loss_class_dn_2: 0.3977 (0.3970) loss_bbox_dn_2: 0.2484 (0.2788) loss_giou_dn_2: 0.4419 (0.4574) loss_class_dn_3: 0.3890 (0.3906) loss_bbox_dn_3: 0.2470 (0.2758) loss_giou_dn_3: 0.4399 (0.4526) loss_class_dn_4: 0.3846 (0.3887) loss_bbox_dn_4: 0.2461 (0.2750) loss_giou_dn_4: 0.4386 (0.4512) loss_class_hybrid: 0.7785 (0.7693) loss_bbox_hybrid: 0.1915 (0.1955) loss_giou_hybrid: 0.3841 (0.4247) loss_class_0_hybrid: 0.8547 (0.8396) loss_bbox_0_hybrid: 0.2037 (0.2043) loss_giou_0_hybrid: 0.4091 (0.4417) loss_class_1_hybrid: 0.7958 (0.7954) loss_bbox_1_hybrid: 0.1944 (0.1991) loss_giou_1_hybrid: 0.3890 (0.4316) loss_class_2_hybrid: 0.7883 (0.7817) loss_bbox_2_hybrid: 0.1895 (0.1958) loss_giou_2_hybrid: 0.3931 (0.4262) loss_class_3_hybrid: 0.7794 (0.7727) loss_bbox_3_hybrid: 0.1929 (0.1954) loss_giou_3_hybrid: 0.3913 (0.4251) loss_class_4_hybrid: 0.7722 (0.7694) loss_bbox_4_hybrid: 0.1904 (0.1956) loss_giou_4_hybrid: 0.3903 (0.4249) loss_class_enc_hybrid: 0.8088 (0.7999) loss_bbox_enc_hybrid: 0.2288 (0.2442) loss_giou_enc_hybrid: 0.4610 (0.5034) mem: 1025 max mem: 36965 [2024-01-15 11:59:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:00:37 det.util.engine] INFO: Epoch: [6] [7050/11727] eta: 1:23:54 lr: 0.000100 data_time: 0.0034 iter_time: 1.1051 loss: 26.6105 (27.0667) loss_class: 0.6958 (0.7670) loss_bbox: 0.1532 (0.1821) loss_giou: 0.4044 (0.3939) loss_class_0: 0.8899 (0.9552) loss_bbox_0: 0.1546 (0.1812) loss_giou_0: 0.4140 (0.3976) loss_class_1: 0.7237 (0.8276) loss_bbox_1: 0.1511 (0.1832) loss_giou_1: 0.4250 (0.3973) loss_class_2: 0.7135 (0.7947) loss_bbox_2: 0.1486 (0.1811) loss_giou_2: 0.4141 (0.3943) loss_class_3: 0.7020 (0.7763) loss_bbox_3: 0.1523 (0.1815) loss_giou_3: 0.4081 (0.3939) loss_class_4: 0.6893 (0.7683) loss_bbox_4: 0.1544 (0.1820) loss_giou_4: 0.4085 (0.3941) loss_class_enc: 0.8186 (0.8947) loss_bbox_enc: 0.2023 (0.2174) loss_giou_enc: 0.4676 (0.4515) loss_class_dn: 0.3847 (0.3888) loss_bbox_dn: 0.2177 (0.2749) loss_giou_dn: 0.4486 (0.4513) loss_class_dn_0: 0.4710 (0.4807) loss_bbox_dn_0: 0.3170 (0.3772) loss_giou_dn_0: 0.5764 (0.5804) loss_class_dn_1: 0.4170 (0.4178) loss_bbox_dn_1: 0.2478 (0.2985) loss_giou_dn_1: 0.4839 (0.4813) loss_class_dn_2: 0.3924 (0.3970) loss_bbox_dn_2: 0.2243 (0.2788) loss_giou_dn_2: 0.4526 (0.4573) loss_class_dn_3: 0.3822 (0.3906) loss_bbox_dn_3: 0.2196 (0.2757) loss_giou_dn_3: 0.4504 (0.4525) loss_class_dn_4: 0.3838 (0.3887) loss_bbox_dn_4: 0.2177 (0.2749) loss_giou_dn_4: 0.4485 (0.4512) loss_class_hybrid: 0.6839 (0.7692) loss_bbox_hybrid: 0.1752 (0.1955) loss_giou_hybrid: 0.4333 (0.4246) loss_class_0_hybrid: 0.7489 (0.8395) loss_bbox_0_hybrid: 0.1815 (0.2043) loss_giou_0_hybrid: 0.4404 (0.4416) loss_class_1_hybrid: 0.6963 (0.7953) loss_bbox_1_hybrid: 0.1775 (0.1991) loss_giou_1_hybrid: 0.4487 (0.4315) loss_class_2_hybrid: 0.6937 (0.7816) loss_bbox_2_hybrid: 0.1757 (0.1957) loss_giou_2_hybrid: 0.4354 (0.4261) loss_class_3_hybrid: 0.6842 (0.7727) loss_bbox_3_hybrid: 0.1727 (0.1954) loss_giou_3_hybrid: 0.4359 (0.4250) loss_class_4_hybrid: 0.6796 (0.7694) loss_bbox_4_hybrid: 0.1735 (0.1955) loss_giou_4_hybrid: 0.4340 (0.4248) loss_class_enc_hybrid: 0.7424 (0.7998) loss_bbox_enc_hybrid: 0.2240 (0.2442) loss_giou_enc_hybrid: 0.5162 (0.5033) mem: 1027 max mem: 36965 [2024-01-15 12:00:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:01:30 det.util.engine] INFO: Epoch: [6] [7100/11727] eta: 1:23:00 lr: 0.000100 data_time: 0.0035 iter_time: 1.0722 loss: 27.3047 (27.0656) loss_class: 0.7425 (0.7670) loss_bbox: 0.1823 (0.1821) loss_giou: 0.4024 (0.3939) loss_class_0: 0.9887 (0.9553) loss_bbox_0: 0.1755 (0.1812) loss_giou_0: 0.4194 (0.3976) loss_class_1: 0.7848 (0.8277) loss_bbox_1: 0.1920 (0.1831) loss_giou_1: 0.4216 (0.3973) loss_class_2: 0.7463 (0.7947) loss_bbox_2: 0.1919 (0.1810) loss_giou_2: 0.4239 (0.3943) loss_class_3: 0.7499 (0.7762) loss_bbox_3: 0.1908 (0.1815) loss_giou_3: 0.4104 (0.3939) loss_class_4: 0.7432 (0.7683) loss_bbox_4: 0.1856 (0.1820) loss_giou_4: 0.4024 (0.3941) loss_class_enc: 0.8892 (0.8947) loss_bbox_enc: 0.2134 (0.2173) loss_giou_enc: 0.4752 (0.4515) loss_class_dn: 0.3905 (0.3888) loss_bbox_dn: 0.2787 (0.2749) loss_giou_dn: 0.4770 (0.4513) loss_class_dn_0: 0.4811 (0.4807) loss_bbox_dn_0: 0.3903 (0.3771) loss_giou_dn_0: 0.5901 (0.5804) loss_class_dn_1: 0.4152 (0.4178) loss_bbox_dn_1: 0.3115 (0.2984) loss_giou_dn_1: 0.5004 (0.4813) loss_class_dn_2: 0.3931 (0.3970) loss_bbox_dn_2: 0.2828 (0.2787) loss_giou_dn_2: 0.4783 (0.4573) loss_class_dn_3: 0.3931 (0.3906) loss_bbox_dn_3: 0.2804 (0.2757) loss_giou_dn_3: 0.4778 (0.4525) loss_class_dn_4: 0.3907 (0.3887) loss_bbox_dn_4: 0.2788 (0.2749) loss_giou_dn_4: 0.4768 (0.4512) loss_class_hybrid: 0.7603 (0.7692) loss_bbox_hybrid: 0.2048 (0.1954) loss_giou_hybrid: 0.4572 (0.4246) loss_class_0_hybrid: 0.8308 (0.8396) loss_bbox_0_hybrid: 0.2255 (0.2042) loss_giou_0_hybrid: 0.4781 (0.4416) loss_class_1_hybrid: 0.7840 (0.7954) loss_bbox_1_hybrid: 0.2174 (0.1990) loss_giou_1_hybrid: 0.4613 (0.4315) loss_class_2_hybrid: 0.7545 (0.7816) loss_bbox_2_hybrid: 0.2073 (0.1957) loss_giou_2_hybrid: 0.4562 (0.4261) loss_class_3_hybrid: 0.7436 (0.7727) loss_bbox_3_hybrid: 0.2156 (0.1953) loss_giou_3_hybrid: 0.4561 (0.4250) loss_class_4_hybrid: 0.7521 (0.7693) loss_bbox_4_hybrid: 0.2121 (0.1955) loss_giou_4_hybrid: 0.4571 (0.4248) loss_class_enc_hybrid: 0.7942 (0.7998) loss_bbox_enc_hybrid: 0.2501 (0.2441) loss_giou_enc_hybrid: 0.5297 (0.5033) mem: 1022 max mem: 36965 [2024-01-15 12:01:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:02:25 det.util.engine] INFO: Epoch: [6] [7150/11727] eta: 1:22:06 lr: 0.000100 data_time: 0.0031 iter_time: 1.0826 loss: 26.2906 (27.0645) loss_class: 0.7582 (0.7670) loss_bbox: 0.1698 (0.1820) loss_giou: 0.3662 (0.3938) loss_class_0: 0.9519 (0.9553) loss_bbox_0: 0.1643 (0.1811) loss_giou_0: 0.3671 (0.3975) loss_class_1: 0.7866 (0.8277) loss_bbox_1: 0.1688 (0.1831) loss_giou_1: 0.3747 (0.3972) loss_class_2: 0.7853 (0.7948) loss_bbox_2: 0.1668 (0.1810) loss_giou_2: 0.3607 (0.3942) loss_class_3: 0.7641 (0.7763) loss_bbox_3: 0.1696 (0.1815) loss_giou_3: 0.3652 (0.3938) loss_class_4: 0.7594 (0.7683) loss_bbox_4: 0.1646 (0.1819) loss_giou_4: 0.3693 (0.3940) loss_class_enc: 0.8963 (0.8948) loss_bbox_enc: 0.1990 (0.2173) loss_giou_enc: 0.4225 (0.4514) loss_class_dn: 0.3909 (0.3888) loss_bbox_dn: 0.2571 (0.2749) loss_giou_dn: 0.4386 (0.4512) loss_class_dn_0: 0.4682 (0.4807) loss_bbox_dn_0: 0.3536 (0.3771) loss_giou_dn_0: 0.5606 (0.5804) loss_class_dn_1: 0.4147 (0.4178) loss_bbox_dn_1: 0.2704 (0.2984) loss_giou_dn_1: 0.4634 (0.4812) loss_class_dn_2: 0.3968 (0.3970) loss_bbox_dn_2: 0.2560 (0.2787) loss_giou_dn_2: 0.4444 (0.4572) loss_class_dn_3: 0.3913 (0.3906) loss_bbox_dn_3: 0.2567 (0.2757) loss_giou_dn_3: 0.4379 (0.4525) loss_class_dn_4: 0.3889 (0.3887) loss_bbox_dn_4: 0.2572 (0.2749) loss_giou_dn_4: 0.4385 (0.4511) loss_class_hybrid: 0.7400 (0.7693) loss_bbox_hybrid: 0.1873 (0.1954) loss_giou_hybrid: 0.4156 (0.4245) loss_class_0_hybrid: 0.8239 (0.8396) loss_bbox_0_hybrid: 0.1997 (0.2042) loss_giou_0_hybrid: 0.4306 (0.4415) loss_class_1_hybrid: 0.7749 (0.7955) loss_bbox_1_hybrid: 0.1952 (0.1990) loss_giou_1_hybrid: 0.4292 (0.4314) loss_class_2_hybrid: 0.7657 (0.7817) loss_bbox_2_hybrid: 0.1889 (0.1957) loss_giou_2_hybrid: 0.4142 (0.4260) loss_class_3_hybrid: 0.7559 (0.7727) loss_bbox_3_hybrid: 0.1848 (0.1953) loss_giou_3_hybrid: 0.4130 (0.4249) loss_class_4_hybrid: 0.7425 (0.7694) loss_bbox_4_hybrid: 0.1867 (0.1954) loss_giou_4_hybrid: 0.4131 (0.4247) loss_class_enc_hybrid: 0.7702 (0.7999) loss_bbox_enc_hybrid: 0.2320 (0.2441) loss_giou_enc_hybrid: 0.4799 (0.5032) mem: 1031 max mem: 36965 [2024-01-15 12:02:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:03:18 det.util.engine] INFO: Epoch: [6] [7200/11727] eta: 1:21:12 lr: 0.000100 data_time: 0.0035 iter_time: 1.0261 loss: 26.8042 (27.0660) loss_class: 0.7621 (0.7671) loss_bbox: 0.1778 (0.1820) loss_giou: 0.3697 (0.3938) loss_class_0: 0.9246 (0.9554) loss_bbox_0: 0.1694 (0.1811) loss_giou_0: 0.3630 (0.3975) loss_class_1: 0.8248 (0.8278) loss_bbox_1: 0.1669 (0.1831) loss_giou_1: 0.3503 (0.3972) loss_class_2: 0.7893 (0.7949) loss_bbox_2: 0.1745 (0.1810) loss_giou_2: 0.3566 (0.3942) loss_class_3: 0.7941 (0.7764) loss_bbox_3: 0.1774 (0.1815) loss_giou_3: 0.3717 (0.3938) loss_class_4: 0.7784 (0.7684) loss_bbox_4: 0.1777 (0.1819) loss_giou_4: 0.3694 (0.3940) loss_class_enc: 0.8829 (0.8949) loss_bbox_enc: 0.1960 (0.2173) loss_giou_enc: 0.4179 (0.4514) loss_class_dn: 0.4022 (0.3888) loss_bbox_dn: 0.2423 (0.2749) loss_giou_dn: 0.4288 (0.4512) loss_class_dn_0: 0.4758 (0.4807) loss_bbox_dn_0: 0.3361 (0.3772) loss_giou_dn_0: 0.5654 (0.5804) loss_class_dn_1: 0.4253 (0.4178) loss_bbox_dn_1: 0.2656 (0.2985) loss_giou_dn_1: 0.4588 (0.4813) loss_class_dn_2: 0.4073 (0.3970) loss_bbox_dn_2: 0.2434 (0.2788) loss_giou_dn_2: 0.4377 (0.4572) loss_class_dn_3: 0.3991 (0.3906) loss_bbox_dn_3: 0.2425 (0.2757) loss_giou_dn_3: 0.4304 (0.4525) loss_class_dn_4: 0.3973 (0.3887) loss_bbox_dn_4: 0.2423 (0.2749) loss_giou_dn_4: 0.4288 (0.4511) loss_class_hybrid: 0.7946 (0.7694) loss_bbox_hybrid: 0.1872 (0.1954) loss_giou_hybrid: 0.3848 (0.4245) loss_class_0_hybrid: 0.8356 (0.8396) loss_bbox_0_hybrid: 0.1938 (0.2042) loss_giou_0_hybrid: 0.4095 (0.4415) loss_class_1_hybrid: 0.8047 (0.7955) loss_bbox_1_hybrid: 0.1926 (0.1990) loss_giou_1_hybrid: 0.4027 (0.4314) loss_class_2_hybrid: 0.7853 (0.7817) loss_bbox_2_hybrid: 0.1855 (0.1957) loss_giou_2_hybrid: 0.3892 (0.4260) loss_class_3_hybrid: 0.8020 (0.7728) loss_bbox_3_hybrid: 0.1906 (0.1953) loss_giou_3_hybrid: 0.3880 (0.4249) loss_class_4_hybrid: 0.7932 (0.7695) loss_bbox_4_hybrid: 0.1880 (0.1955) loss_giou_4_hybrid: 0.3857 (0.4247) loss_class_enc_hybrid: 0.7992 (0.7999) loss_bbox_enc_hybrid: 0.2199 (0.2441) loss_giou_enc_hybrid: 0.4665 (0.5032) mem: 1039 max mem: 36965 [2024-01-15 12:03:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:04:11 det.util.engine] INFO: Epoch: [6] [7250/11727] eta: 1:20:18 lr: 0.000100 data_time: 0.0034 iter_time: 1.0609 loss: 26.6890 (27.0619) loss_class: 0.7647 (0.7671) loss_bbox: 0.1894 (0.1820) loss_giou: 0.3571 (0.3936) loss_class_0: 0.9632 (0.9554) loss_bbox_0: 0.1717 (0.1811) loss_giou_0: 0.3608 (0.3973) loss_class_1: 0.8482 (0.8279) loss_bbox_1: 0.1680 (0.1830) loss_giou_1: 0.3471 (0.3970) loss_class_2: 0.7794 (0.7949) loss_bbox_2: 0.1883 (0.1809) loss_giou_2: 0.3622 (0.3940) loss_class_3: 0.7258 (0.7763) loss_bbox_3: 0.1882 (0.1814) loss_giou_3: 0.3584 (0.3936) loss_class_4: 0.7649 (0.7684) loss_bbox_4: 0.1895 (0.1819) loss_giou_4: 0.3632 (0.3938) loss_class_enc: 0.9276 (0.8949) loss_bbox_enc: 0.2129 (0.2173) loss_giou_enc: 0.4179 (0.4513) loss_class_dn: 0.3807 (0.3887) loss_bbox_dn: 0.2803 (0.2750) loss_giou_dn: 0.4308 (0.4511) loss_class_dn_0: 0.4690 (0.4806) loss_bbox_dn_0: 0.3724 (0.3773) loss_giou_dn_0: 0.5721 (0.5803) loss_class_dn_1: 0.4090 (0.4177) loss_bbox_dn_1: 0.2955 (0.2985) loss_giou_dn_1: 0.4665 (0.4811) loss_class_dn_2: 0.3907 (0.3969) loss_bbox_dn_2: 0.2813 (0.2788) loss_giou_dn_2: 0.4374 (0.4571) loss_class_dn_3: 0.3856 (0.3905) loss_bbox_dn_3: 0.2792 (0.2758) loss_giou_dn_3: 0.4338 (0.4523) loss_class_dn_4: 0.3808 (0.3886) loss_bbox_dn_4: 0.2802 (0.2750) loss_giou_dn_4: 0.4314 (0.4510) loss_class_hybrid: 0.7764 (0.7694) loss_bbox_hybrid: 0.1847 (0.1953) loss_giou_hybrid: 0.3790 (0.4243) loss_class_0_hybrid: 0.8518 (0.8396) loss_bbox_0_hybrid: 0.1937 (0.2041) loss_giou_0_hybrid: 0.3992 (0.4413) loss_class_1_hybrid: 0.7984 (0.7955) loss_bbox_1_hybrid: 0.1803 (0.1989) loss_giou_1_hybrid: 0.3873 (0.4312) loss_class_2_hybrid: 0.7834 (0.7817) loss_bbox_2_hybrid: 0.1912 (0.1956) loss_giou_2_hybrid: 0.3785 (0.4258) loss_class_3_hybrid: 0.7762 (0.7728) loss_bbox_3_hybrid: 0.1854 (0.1953) loss_giou_3_hybrid: 0.3789 (0.4247) loss_class_4_hybrid: 0.7731 (0.7695) loss_bbox_4_hybrid: 0.1847 (0.1954) loss_giou_4_hybrid: 0.3799 (0.4245) loss_class_enc_hybrid: 0.8202 (0.8000) loss_bbox_enc_hybrid: 0.2311 (0.2441) loss_giou_enc_hybrid: 0.4686 (0.5031) mem: 1018 max mem: 36965 [2024-01-15 12:04:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:05:05 det.util.engine] INFO: Epoch: [6] [7300/11727] eta: 1:19:24 lr: 0.000100 data_time: 0.0033 iter_time: 1.0741 loss: 27.4380 (27.0594) loss_class: 0.7439 (0.7670) loss_bbox: 0.1806 (0.1819) loss_giou: 0.4133 (0.3936) loss_class_0: 0.9518 (0.9553) loss_bbox_0: 0.1731 (0.1811) loss_giou_0: 0.4082 (0.3972) loss_class_1: 0.7922 (0.8279) loss_bbox_1: 0.1815 (0.1830) loss_giou_1: 0.4309 (0.3970) loss_class_2: 0.7622 (0.7949) loss_bbox_2: 0.1790 (0.1809) loss_giou_2: 0.4178 (0.3940) loss_class_3: 0.7504 (0.7763) loss_bbox_3: 0.1799 (0.1814) loss_giou_3: 0.4067 (0.3936) loss_class_4: 0.7422 (0.7683) loss_bbox_4: 0.1806 (0.1819) loss_giou_4: 0.4117 (0.3938) loss_class_enc: 0.9089 (0.8949) loss_bbox_enc: 0.1976 (0.2173) loss_giou_enc: 0.4666 (0.4513) loss_class_dn: 0.4008 (0.3887) loss_bbox_dn: 0.2520 (0.2749) loss_giou_dn: 0.4559 (0.4510) loss_class_dn_0: 0.4712 (0.4806) loss_bbox_dn_0: 0.3493 (0.3773) loss_giou_dn_0: 0.5771 (0.5802) loss_class_dn_1: 0.4225 (0.4177) loss_bbox_dn_1: 0.2786 (0.2985) loss_giou_dn_1: 0.4840 (0.4810) loss_class_dn_2: 0.4067 (0.3969) loss_bbox_dn_2: 0.2599 (0.2788) loss_giou_dn_2: 0.4599 (0.4570) loss_class_dn_3: 0.4014 (0.3905) loss_bbox_dn_3: 0.2539 (0.2757) loss_giou_dn_3: 0.4563 (0.4523) loss_class_dn_4: 0.3994 (0.3886) loss_bbox_dn_4: 0.2520 (0.2749) loss_giou_dn_4: 0.4557 (0.4509) loss_class_hybrid: 0.7667 (0.7695) loss_bbox_hybrid: 0.1888 (0.1953) loss_giou_hybrid: 0.4487 (0.4242) loss_class_0_hybrid: 0.8155 (0.8396) loss_bbox_0_hybrid: 0.1982 (0.2041) loss_giou_0_hybrid: 0.4648 (0.4412) loss_class_1_hybrid: 0.7848 (0.7955) loss_bbox_1_hybrid: 0.1899 (0.1989) loss_giou_1_hybrid: 0.4516 (0.4311) loss_class_2_hybrid: 0.7685 (0.7818) loss_bbox_2_hybrid: 0.1900 (0.1956) loss_giou_2_hybrid: 0.4516 (0.4257) loss_class_3_hybrid: 0.7689 (0.7729) loss_bbox_3_hybrid: 0.1886 (0.1952) loss_giou_3_hybrid: 0.4501 (0.4246) loss_class_4_hybrid: 0.7675 (0.7695) loss_bbox_4_hybrid: 0.1874 (0.1953) loss_giou_4_hybrid: 0.4491 (0.4244) loss_class_enc_hybrid: 0.7624 (0.7999) loss_bbox_enc_hybrid: 0.2300 (0.2441) loss_giou_enc_hybrid: 0.5098 (0.5030) mem: 1014 max mem: 36965 [2024-01-15 12:05:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:05:59 det.util.engine] INFO: Epoch: [6] [7350/11727] eta: 1:18:30 lr: 0.000100 data_time: 0.0034 iter_time: 1.0656 loss: 25.3964 (27.0572) loss_class: 0.7111 (0.7669) loss_bbox: 0.1616 (0.1820) loss_giou: 0.3713 (0.3936) loss_class_0: 0.8845 (0.9551) loss_bbox_0: 0.1688 (0.1811) loss_giou_0: 0.3729 (0.3973) loss_class_1: 0.7713 (0.8278) loss_bbox_1: 0.1632 (0.1830) loss_giou_1: 0.3739 (0.3970) loss_class_2: 0.7572 (0.7948) loss_bbox_2: 0.1621 (0.1809) loss_giou_2: 0.3660 (0.3940) loss_class_3: 0.7157 (0.7762) loss_bbox_3: 0.1617 (0.1814) loss_giou_3: 0.3703 (0.3936) loss_class_4: 0.7137 (0.7682) loss_bbox_4: 0.1621 (0.1819) loss_giou_4: 0.3677 (0.3938) loss_class_enc: 0.8529 (0.8948) loss_bbox_enc: 0.1972 (0.2173) loss_giou_enc: 0.4322 (0.4512) loss_class_dn: 0.3761 (0.3887) loss_bbox_dn: 0.2438 (0.2748) loss_giou_dn: 0.4336 (0.4509) loss_class_dn_0: 0.4732 (0.4806) loss_bbox_dn_0: 0.3374 (0.3772) loss_giou_dn_0: 0.5638 (0.5801) loss_class_dn_1: 0.4014 (0.4177) loss_bbox_dn_1: 0.2612 (0.2984) loss_giou_dn_1: 0.4542 (0.4809) loss_class_dn_2: 0.3838 (0.3969) loss_bbox_dn_2: 0.2473 (0.2787) loss_giou_dn_2: 0.4364 (0.4569) loss_class_dn_3: 0.3791 (0.3905) loss_bbox_dn_3: 0.2446 (0.2756) loss_giou_dn_3: 0.4335 (0.4521) loss_class_dn_4: 0.3776 (0.3886) loss_bbox_dn_4: 0.2439 (0.2748) loss_giou_dn_4: 0.4331 (0.4508) loss_class_hybrid: 0.7447 (0.7695) loss_bbox_hybrid: 0.1631 (0.1953) loss_giou_hybrid: 0.4015 (0.4242) loss_class_0_hybrid: 0.8072 (0.8396) loss_bbox_0_hybrid: 0.1820 (0.2041) loss_giou_0_hybrid: 0.4144 (0.4412) loss_class_1_hybrid: 0.7856 (0.7956) loss_bbox_1_hybrid: 0.1739 (0.1989) loss_giou_1_hybrid: 0.4065 (0.4310) loss_class_2_hybrid: 0.7604 (0.7818) loss_bbox_2_hybrid: 0.1698 (0.1956) loss_giou_2_hybrid: 0.4048 (0.4257) loss_class_3_hybrid: 0.7554 (0.7729) loss_bbox_3_hybrid: 0.1690 (0.1952) loss_giou_3_hybrid: 0.4038 (0.4245) loss_class_4_hybrid: 0.7375 (0.7695) loss_bbox_4_hybrid: 0.1653 (0.1953) loss_giou_4_hybrid: 0.4004 (0.4243) loss_class_enc_hybrid: 0.7491 (0.7999) loss_bbox_enc_hybrid: 0.2196 (0.2441) loss_giou_enc_hybrid: 0.4747 (0.5030) mem: 1015 max mem: 36965 [2024-01-15 12:05:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:06:53 det.util.engine] INFO: Epoch: [6] [7400/11727] eta: 1:17:37 lr: 0.000100 data_time: 0.0033 iter_time: 1.1208 loss: 26.3596 (27.0582) loss_class: 0.7336 (0.7669) loss_bbox: 0.1851 (0.1820) loss_giou: 0.3721 (0.3937) loss_class_0: 0.9104 (0.9552) loss_bbox_0: 0.1824 (0.1811) loss_giou_0: 0.3795 (0.3973) loss_class_1: 0.8120 (0.8279) loss_bbox_1: 0.1765 (0.1830) loss_giou_1: 0.3635 (0.3970) loss_class_2: 0.7609 (0.7949) loss_bbox_2: 0.1806 (0.1809) loss_giou_2: 0.3662 (0.3940) loss_class_3: 0.7415 (0.7762) loss_bbox_3: 0.1828 (0.1814) loss_giou_3: 0.3713 (0.3936) loss_class_4: 0.7270 (0.7682) loss_bbox_4: 0.1851 (0.1819) loss_giou_4: 0.3721 (0.3938) loss_class_enc: 0.8559 (0.8947) loss_bbox_enc: 0.2089 (0.2174) loss_giou_enc: 0.4373 (0.4513) loss_class_dn: 0.3814 (0.3887) loss_bbox_dn: 0.2565 (0.2748) loss_giou_dn: 0.4285 (0.4509) loss_class_dn_0: 0.4721 (0.4806) loss_bbox_dn_0: 0.3593 (0.3772) loss_giou_dn_0: 0.5748 (0.5802) loss_class_dn_1: 0.4119 (0.4177) loss_bbox_dn_1: 0.2778 (0.2984) loss_giou_dn_1: 0.4631 (0.4810) loss_class_dn_2: 0.3916 (0.3969) loss_bbox_dn_2: 0.2600 (0.2787) loss_giou_dn_2: 0.4333 (0.4569) loss_class_dn_3: 0.3839 (0.3905) loss_bbox_dn_3: 0.2585 (0.2756) loss_giou_dn_3: 0.4299 (0.4522) loss_class_dn_4: 0.3847 (0.3886) loss_bbox_dn_4: 0.2564 (0.2748) loss_giou_dn_4: 0.4284 (0.4508) loss_class_hybrid: 0.7640 (0.7696) loss_bbox_hybrid: 0.1857 (0.1952) loss_giou_hybrid: 0.3794 (0.4242) loss_class_0_hybrid: 0.8014 (0.8396) loss_bbox_0_hybrid: 0.2005 (0.2041) loss_giou_0_hybrid: 0.4105 (0.4412) loss_class_1_hybrid: 0.7748 (0.7956) loss_bbox_1_hybrid: 0.1993 (0.1988) loss_giou_1_hybrid: 0.3895 (0.4311) loss_class_2_hybrid: 0.7668 (0.7819) loss_bbox_2_hybrid: 0.1940 (0.1955) loss_giou_2_hybrid: 0.3828 (0.4257) loss_class_3_hybrid: 0.7694 (0.7730) loss_bbox_3_hybrid: 0.1879 (0.1952) loss_giou_3_hybrid: 0.3839 (0.4246) loss_class_4_hybrid: 0.7539 (0.7696) loss_bbox_4_hybrid: 0.1848 (0.1953) loss_giou_4_hybrid: 0.3830 (0.4244) loss_class_enc_hybrid: 0.7636 (0.7999) loss_bbox_enc_hybrid: 0.2353 (0.2441) loss_giou_enc_hybrid: 0.4788 (0.5030) mem: 1015 max mem: 36965 [2024-01-15 12:06:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:07:46 det.util.engine] INFO: Epoch: [6] [7450/11727] eta: 1:16:43 lr: 0.000100 data_time: 0.0030 iter_time: 1.0507 loss: 26.8459 (27.0612) loss_class: 0.7529 (0.7669) loss_bbox: 0.1606 (0.1820) loss_giou: 0.3949 (0.3939) loss_class_0: 0.9341 (0.9552) loss_bbox_0: 0.1587 (0.1810) loss_giou_0: 0.4001 (0.3974) loss_class_1: 0.8007 (0.8279) loss_bbox_1: 0.1618 (0.1829) loss_giou_1: 0.3981 (0.3971) loss_class_2: 0.8167 (0.7950) loss_bbox_2: 0.1667 (0.1809) loss_giou_2: 0.3968 (0.3942) loss_class_3: 0.7545 (0.7761) loss_bbox_3: 0.1598 (0.1814) loss_giou_3: 0.3933 (0.3938) loss_class_4: 0.7440 (0.7682) loss_bbox_4: 0.1633 (0.1819) loss_giou_4: 0.3947 (0.3940) loss_class_enc: 0.9023 (0.8949) loss_bbox_enc: 0.1889 (0.2173) loss_giou_enc: 0.4557 (0.4514) loss_class_dn: 0.3868 (0.3888) loss_bbox_dn: 0.2429 (0.2748) loss_giou_dn: 0.4682 (0.4510) loss_class_dn_0: 0.4733 (0.4806) loss_bbox_dn_0: 0.3420 (0.3772) loss_giou_dn_0: 0.5927 (0.5803) loss_class_dn_1: 0.4190 (0.4177) loss_bbox_dn_1: 0.2677 (0.2983) loss_giou_dn_1: 0.4987 (0.4811) loss_class_dn_2: 0.3945 (0.3969) loss_bbox_dn_2: 0.2463 (0.2786) loss_giou_dn_2: 0.4738 (0.4570) loss_class_dn_3: 0.3905 (0.3905) loss_bbox_dn_3: 0.2437 (0.2756) loss_giou_dn_3: 0.4702 (0.4523) loss_class_dn_4: 0.3891 (0.3886) loss_bbox_dn_4: 0.2428 (0.2748) loss_giou_dn_4: 0.4681 (0.4509) loss_class_hybrid: 0.7382 (0.7696) loss_bbox_hybrid: 0.1813 (0.1952) loss_giou_hybrid: 0.4387 (0.4244) loss_class_0_hybrid: 0.7905 (0.8396) loss_bbox_0_hybrid: 0.1894 (0.2041) loss_giou_0_hybrid: 0.4572 (0.4414) loss_class_1_hybrid: 0.7653 (0.7956) loss_bbox_1_hybrid: 0.1840 (0.1988) loss_giou_1_hybrid: 0.4367 (0.4313) loss_class_2_hybrid: 0.7503 (0.7819) loss_bbox_2_hybrid: 0.1848 (0.1955) loss_giou_2_hybrid: 0.4348 (0.4259) loss_class_3_hybrid: 0.7513 (0.7730) loss_bbox_3_hybrid: 0.1867 (0.1952) loss_giou_3_hybrid: 0.4381 (0.4248) loss_class_4_hybrid: 0.7317 (0.7696) loss_bbox_4_hybrid: 0.1844 (0.1953) loss_giou_4_hybrid: 0.4405 (0.4246) loss_class_enc_hybrid: 0.7844 (0.7999) loss_bbox_enc_hybrid: 0.2258 (0.2441) loss_giou_enc_hybrid: 0.5306 (0.5032) mem: 1026 max mem: 36965 [2024-01-15 12:07:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:08:39 det.util.engine] INFO: Epoch: [6] [7500/11727] eta: 1:15:48 lr: 0.000100 data_time: 0.0034 iter_time: 1.0731 loss: 27.5077 (27.0633) loss_class: 0.7888 (0.7670) loss_bbox: 0.1828 (0.1820) loss_giou: 0.4138 (0.3939) loss_class_0: 0.9644 (0.9553) loss_bbox_0: 0.1833 (0.1810) loss_giou_0: 0.4205 (0.3975) loss_class_1: 0.8270 (0.8281) loss_bbox_1: 0.1785 (0.1830) loss_giou_1: 0.4054 (0.3971) loss_class_2: 0.8162 (0.7950) loss_bbox_2: 0.1775 (0.1809) loss_giou_2: 0.4107 (0.3942) loss_class_3: 0.7725 (0.7762) loss_bbox_3: 0.1843 (0.1815) loss_giou_3: 0.4225 (0.3939) loss_class_4: 0.7896 (0.7683) loss_bbox_4: 0.1828 (0.1819) loss_giou_4: 0.4138 (0.3941) loss_class_enc: 0.8822 (0.8948) loss_bbox_enc: 0.2199 (0.2173) loss_giou_enc: 0.4550 (0.4515) loss_class_dn: 0.3878 (0.3887) loss_bbox_dn: 0.2937 (0.2748) loss_giou_dn: 0.4633 (0.4511) loss_class_dn_0: 0.4755 (0.4806) loss_bbox_dn_0: 0.3982 (0.3772) loss_giou_dn_0: 0.5834 (0.5803) loss_class_dn_1: 0.4144 (0.4177) loss_bbox_dn_1: 0.3215 (0.2984) loss_giou_dn_1: 0.4926 (0.4811) loss_class_dn_2: 0.3978 (0.3969) loss_bbox_dn_2: 0.2980 (0.2787) loss_giou_dn_2: 0.4711 (0.4571) loss_class_dn_3: 0.3920 (0.3905) loss_bbox_dn_3: 0.2948 (0.2756) loss_giou_dn_3: 0.4628 (0.4523) loss_class_dn_4: 0.3900 (0.3886) loss_bbox_dn_4: 0.2937 (0.2748) loss_giou_dn_4: 0.4631 (0.4509) loss_class_hybrid: 0.7611 (0.7696) loss_bbox_hybrid: 0.2093 (0.1953) loss_giou_hybrid: 0.4319 (0.4245) loss_class_0_hybrid: 0.8279 (0.8396) loss_bbox_0_hybrid: 0.2061 (0.2041) loss_giou_0_hybrid: 0.4438 (0.4415) loss_class_1_hybrid: 0.7869 (0.7956) loss_bbox_1_hybrid: 0.2117 (0.1989) loss_giou_1_hybrid: 0.4345 (0.4313) loss_class_2_hybrid: 0.7742 (0.7819) loss_bbox_2_hybrid: 0.1979 (0.1956) loss_giou_2_hybrid: 0.4329 (0.4260) loss_class_3_hybrid: 0.7598 (0.7730) loss_bbox_3_hybrid: 0.2098 (0.1952) loss_giou_3_hybrid: 0.4348 (0.4248) loss_class_4_hybrid: 0.7691 (0.7696) loss_bbox_4_hybrid: 0.2092 (0.1953) loss_giou_4_hybrid: 0.4348 (0.4246) loss_class_enc_hybrid: 0.7916 (0.7999) loss_bbox_enc_hybrid: 0.2475 (0.2441) loss_giou_enc_hybrid: 0.5195 (0.5033) mem: 1025 max mem: 36965 [2024-01-15 12:08:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:09:33 det.util.engine] INFO: Epoch: [6] [7550/11727] eta: 1:14:54 lr: 0.000100 data_time: 0.0036 iter_time: 1.0940 loss: 26.3416 (27.0621) loss_class: 0.7308 (0.7670) loss_bbox: 0.1691 (0.1820) loss_giou: 0.3841 (0.3938) loss_class_0: 0.9155 (0.9553) loss_bbox_0: 0.1754 (0.1811) loss_giou_0: 0.3948 (0.3974) loss_class_1: 0.7775 (0.8280) loss_bbox_1: 0.1824 (0.1830) loss_giou_1: 0.4030 (0.3971) loss_class_2: 0.7786 (0.7951) loss_bbox_2: 0.1759 (0.1809) loss_giou_2: 0.3877 (0.3941) loss_class_3: 0.7282 (0.7762) loss_bbox_3: 0.1692 (0.1815) loss_giou_3: 0.3806 (0.3938) loss_class_4: 0.7209 (0.7682) loss_bbox_4: 0.1742 (0.1819) loss_giou_4: 0.3860 (0.3940) loss_class_enc: 0.8754 (0.8948) loss_bbox_enc: 0.2018 (0.2173) loss_giou_enc: 0.4455 (0.4514) loss_class_dn: 0.3892 (0.3888) loss_bbox_dn: 0.2568 (0.2749) loss_giou_dn: 0.4481 (0.4510) loss_class_dn_0: 0.4812 (0.4806) loss_bbox_dn_0: 0.3360 (0.3773) loss_giou_dn_0: 0.5651 (0.5803) loss_class_dn_1: 0.4233 (0.4177) loss_bbox_dn_1: 0.2796 (0.2985) loss_giou_dn_1: 0.4717 (0.4811) loss_class_dn_2: 0.4004 (0.3969) loss_bbox_dn_2: 0.2640 (0.2788) loss_giou_dn_2: 0.4525 (0.4570) loss_class_dn_3: 0.3901 (0.3905) loss_bbox_dn_3: 0.2599 (0.2757) loss_giou_dn_3: 0.4493 (0.4523) loss_class_dn_4: 0.3878 (0.3886) loss_bbox_dn_4: 0.2567 (0.2749) loss_giou_dn_4: 0.4478 (0.4509) loss_class_hybrid: 0.7561 (0.7696) loss_bbox_hybrid: 0.1782 (0.1953) loss_giou_hybrid: 0.4020 (0.4243) loss_class_0_hybrid: 0.8396 (0.8396) loss_bbox_0_hybrid: 0.1924 (0.2041) loss_giou_0_hybrid: 0.4235 (0.4413) loss_class_1_hybrid: 0.7686 (0.7956) loss_bbox_1_hybrid: 0.1854 (0.1989) loss_giou_1_hybrid: 0.4101 (0.4312) loss_class_2_hybrid: 0.7419 (0.7819) loss_bbox_2_hybrid: 0.1818 (0.1956) loss_giou_2_hybrid: 0.4017 (0.4258) loss_class_3_hybrid: 0.7360 (0.7730) loss_bbox_3_hybrid: 0.1785 (0.1952) loss_giou_3_hybrid: 0.4028 (0.4247) loss_class_4_hybrid: 0.7426 (0.7697) loss_bbox_4_hybrid: 0.1787 (0.1953) loss_giou_4_hybrid: 0.3993 (0.4245) loss_class_enc_hybrid: 0.8213 (0.7999) loss_bbox_enc_hybrid: 0.2220 (0.2441) loss_giou_enc_hybrid: 0.4752 (0.5031) mem: 1011 max mem: 36965 [2024-01-15 12:09:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:10:27 det.util.engine] INFO: Epoch: [6] [7600/11727] eta: 1:14:01 lr: 0.000100 data_time: 0.0035 iter_time: 1.0887 loss: 27.0241 (27.0576) loss_class: 0.7711 (0.7669) loss_bbox: 0.1651 (0.1819) loss_giou: 0.3752 (0.3937) loss_class_0: 0.9650 (0.9552) loss_bbox_0: 0.1689 (0.1810) loss_giou_0: 0.3805 (0.3973) loss_class_1: 0.8547 (0.8280) loss_bbox_1: 0.1693 (0.1829) loss_giou_1: 0.3833 (0.3970) loss_class_2: 0.8077 (0.7950) loss_bbox_2: 0.1694 (0.1808) loss_giou_2: 0.3570 (0.3940) loss_class_3: 0.7987 (0.7761) loss_bbox_3: 0.1744 (0.1814) loss_giou_3: 0.3578 (0.3937) loss_class_4: 0.7799 (0.7682) loss_bbox_4: 0.1660 (0.1819) loss_giou_4: 0.3712 (0.3939) loss_class_enc: 0.9364 (0.8948) loss_bbox_enc: 0.2092 (0.2173) loss_giou_enc: 0.4312 (0.4513) loss_class_dn: 0.3848 (0.3887) loss_bbox_dn: 0.2607 (0.2748) loss_giou_dn: 0.4419 (0.4509) loss_class_dn_0: 0.4780 (0.4805) loss_bbox_dn_0: 0.3533 (0.3771) loss_giou_dn_0: 0.5562 (0.5801) loss_class_dn_1: 0.4167 (0.4176) loss_bbox_dn_1: 0.2777 (0.2983) loss_giou_dn_1: 0.4672 (0.4809) loss_class_dn_2: 0.3932 (0.3968) loss_bbox_dn_2: 0.2636 (0.2787) loss_giou_dn_2: 0.4499 (0.4569) loss_class_dn_3: 0.3916 (0.3905) loss_bbox_dn_3: 0.2604 (0.2756) loss_giou_dn_3: 0.4421 (0.4521) loss_class_dn_4: 0.3850 (0.3886) loss_bbox_dn_4: 0.2608 (0.2748) loss_giou_dn_4: 0.4419 (0.4508) loss_class_hybrid: 0.7766 (0.7695) loss_bbox_hybrid: 0.1785 (0.1952) loss_giou_hybrid: 0.3926 (0.4242) loss_class_0_hybrid: 0.8507 (0.8395) loss_bbox_0_hybrid: 0.1959 (0.2041) loss_giou_0_hybrid: 0.4292 (0.4412) loss_class_1_hybrid: 0.7907 (0.7955) loss_bbox_1_hybrid: 0.1808 (0.1988) loss_giou_1_hybrid: 0.4284 (0.4311) loss_class_2_hybrid: 0.7876 (0.7818) loss_bbox_2_hybrid: 0.1802 (0.1955) loss_giou_2_hybrid: 0.3992 (0.4257) loss_class_3_hybrid: 0.7944 (0.7729) loss_bbox_3_hybrid: 0.1790 (0.1952) loss_giou_3_hybrid: 0.3966 (0.4246) loss_class_4_hybrid: 0.7827 (0.7696) loss_bbox_4_hybrid: 0.1803 (0.1953) loss_giou_4_hybrid: 0.3954 (0.4244) loss_class_enc_hybrid: 0.8455 (0.7998) loss_bbox_enc_hybrid: 0.2382 (0.2441) loss_giou_enc_hybrid: 0.4740 (0.5030) mem: 1039 max mem: 36965 [2024-01-15 12:10:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:11:20 det.util.engine] INFO: Epoch: [6] [7650/11727] eta: 1:13:06 lr: 0.000100 data_time: 0.0034 iter_time: 1.0561 loss: 25.6707 (27.0508) loss_class: 0.7257 (0.7667) loss_bbox: 0.1474 (0.1819) loss_giou: 0.3637 (0.3937) loss_class_0: 0.8840 (0.9550) loss_bbox_0: 0.1520 (0.1809) loss_giou_0: 0.3823 (0.3972) loss_class_1: 0.7947 (0.8278) loss_bbox_1: 0.1519 (0.1829) loss_giou_1: 0.3646 (0.3969) loss_class_2: 0.7651 (0.7949) loss_bbox_2: 0.1523 (0.1807) loss_giou_2: 0.3712 (0.3939) loss_class_3: 0.7337 (0.7760) loss_bbox_3: 0.1476 (0.1813) loss_giou_3: 0.3630 (0.3936) loss_class_4: 0.7399 (0.7680) loss_bbox_4: 0.1476 (0.1818) loss_giou_4: 0.3608 (0.3938) loss_class_enc: 0.8741 (0.8946) loss_bbox_enc: 0.1857 (0.2172) loss_giou_enc: 0.4173 (0.4512) loss_class_dn: 0.3810 (0.3886) loss_bbox_dn: 0.2128 (0.2746) loss_giou_dn: 0.4418 (0.4508) loss_class_dn_0: 0.4706 (0.4805) loss_bbox_dn_0: 0.3041 (0.3769) loss_giou_dn_0: 0.5709 (0.5800) loss_class_dn_1: 0.4072 (0.4176) loss_bbox_dn_1: 0.2239 (0.2981) loss_giou_dn_1: 0.4686 (0.4808) loss_class_dn_2: 0.3903 (0.3968) loss_bbox_dn_2: 0.2135 (0.2785) loss_giou_dn_2: 0.4457 (0.4568) loss_class_dn_3: 0.3786 (0.3904) loss_bbox_dn_3: 0.2135 (0.2754) loss_giou_dn_3: 0.4420 (0.4520) loss_class_dn_4: 0.3781 (0.3885) loss_bbox_dn_4: 0.2127 (0.2746) loss_giou_dn_4: 0.4411 (0.4507) loss_class_hybrid: 0.7356 (0.7694) loss_bbox_hybrid: 0.1604 (0.1951) loss_giou_hybrid: 0.4023 (0.4241) loss_class_0_hybrid: 0.8026 (0.8394) loss_bbox_0_hybrid: 0.1686 (0.2039) loss_giou_0_hybrid: 0.4058 (0.4411) loss_class_1_hybrid: 0.7535 (0.7954) loss_bbox_1_hybrid: 0.1708 (0.1987) loss_giou_1_hybrid: 0.4038 (0.4310) loss_class_2_hybrid: 0.7424 (0.7817) loss_bbox_2_hybrid: 0.1615 (0.1954) loss_giou_2_hybrid: 0.3976 (0.4256) loss_class_3_hybrid: 0.7338 (0.7728) loss_bbox_3_hybrid: 0.1603 (0.1950) loss_giou_3_hybrid: 0.3923 (0.4245) loss_class_4_hybrid: 0.7373 (0.7695) loss_bbox_4_hybrid: 0.1605 (0.1952) loss_giou_4_hybrid: 0.4022 (0.4243) loss_class_enc_hybrid: 0.7723 (0.7997) loss_bbox_enc_hybrid: 0.2038 (0.2439) loss_giou_enc_hybrid: 0.4669 (0.5029) mem: 1032 max mem: 36965 [2024-01-15 12:11:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:12:13 det.util.engine] INFO: Epoch: [6] [7700/11727] eta: 1:12:12 lr: 0.000100 data_time: 0.0031 iter_time: 1.0685 loss: 27.1763 (27.0519) loss_class: 0.7503 (0.7667) loss_bbox: 0.1557 (0.1819) loss_giou: 0.4180 (0.3938) loss_class_0: 0.9296 (0.9548) loss_bbox_0: 0.1646 (0.1809) loss_giou_0: 0.4219 (0.3974) loss_class_1: 0.7851 (0.8277) loss_bbox_1: 0.1531 (0.1829) loss_giou_1: 0.4178 (0.3970) loss_class_2: 0.7646 (0.7948) loss_bbox_2: 0.1662 (0.1807) loss_giou_2: 0.4196 (0.3941) loss_class_3: 0.7539 (0.7759) loss_bbox_3: 0.1589 (0.1813) loss_giou_3: 0.4228 (0.3938) loss_class_4: 0.7557 (0.7680) loss_bbox_4: 0.1555 (0.1818) loss_giou_4: 0.4160 (0.3940) loss_class_enc: 0.8572 (0.8946) loss_bbox_enc: 0.2127 (0.2172) loss_giou_enc: 0.4830 (0.4514) loss_class_dn: 0.3895 (0.3886) loss_bbox_dn: 0.2529 (0.2746) loss_giou_dn: 0.4795 (0.4509) loss_class_dn_0: 0.4761 (0.4805) loss_bbox_dn_0: 0.3595 (0.3769) loss_giou_dn_0: 0.6176 (0.5802) loss_class_dn_1: 0.4173 (0.4176) loss_bbox_dn_1: 0.2549 (0.2981) loss_giou_dn_1: 0.5266 (0.4809) loss_class_dn_2: 0.3968 (0.3968) loss_bbox_dn_2: 0.2512 (0.2784) loss_giou_dn_2: 0.4968 (0.4569) loss_class_dn_3: 0.3899 (0.3904) loss_bbox_dn_3: 0.2540 (0.2753) loss_giou_dn_3: 0.4852 (0.4521) loss_class_dn_4: 0.3918 (0.3885) loss_bbox_dn_4: 0.2528 (0.2745) loss_giou_dn_4: 0.4797 (0.4508) loss_class_hybrid: 0.7469 (0.7694) loss_bbox_hybrid: 0.1856 (0.1951) loss_giou_hybrid: 0.4444 (0.4243) loss_class_0_hybrid: 0.8088 (0.8393) loss_bbox_0_hybrid: 0.1848 (0.2039) loss_giou_0_hybrid: 0.4637 (0.4413) loss_class_1_hybrid: 0.7718 (0.7953) loss_bbox_1_hybrid: 0.1809 (0.1987) loss_giou_1_hybrid: 0.4491 (0.4312) loss_class_2_hybrid: 0.7523 (0.7816) loss_bbox_2_hybrid: 0.1779 (0.1954) loss_giou_2_hybrid: 0.4487 (0.4258) loss_class_3_hybrid: 0.7597 (0.7728) loss_bbox_3_hybrid: 0.1863 (0.1950) loss_giou_3_hybrid: 0.4469 (0.4246) loss_class_4_hybrid: 0.7569 (0.7694) loss_bbox_4_hybrid: 0.1835 (0.1952) loss_giou_4_hybrid: 0.4476 (0.4244) loss_class_enc_hybrid: 0.7650 (0.7996) loss_bbox_enc_hybrid: 0.2259 (0.2439) loss_giou_enc_hybrid: 0.5320 (0.5031) mem: 1020 max mem: 36965 [2024-01-15 12:12:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:13:07 det.util.engine] INFO: Epoch: [6] [7750/11727] eta: 1:11:18 lr: 0.000100 data_time: 0.0033 iter_time: 1.0983 loss: 26.8769 (27.0485) loss_class: 0.7471 (0.7665) loss_bbox: 0.1805 (0.1818) loss_giou: 0.3681 (0.3938) loss_class_0: 0.9224 (0.9547) loss_bbox_0: 0.1844 (0.1809) loss_giou_0: 0.3703 (0.3974) loss_class_1: 0.7751 (0.8276) loss_bbox_1: 0.1865 (0.1828) loss_giou_1: 0.3770 (0.3970) loss_class_2: 0.7560 (0.7946) loss_bbox_2: 0.1845 (0.1807) loss_giou_2: 0.3826 (0.3941) loss_class_3: 0.7400 (0.7757) loss_bbox_3: 0.1816 (0.1813) loss_giou_3: 0.3726 (0.3938) loss_class_4: 0.7481 (0.7678) loss_bbox_4: 0.1805 (0.1818) loss_giou_4: 0.3681 (0.3940) loss_class_enc: 0.8533 (0.8944) loss_bbox_enc: 0.2227 (0.2172) loss_giou_enc: 0.4344 (0.4513) loss_class_dn: 0.3820 (0.3886) loss_bbox_dn: 0.2733 (0.2745) loss_giou_dn: 0.4461 (0.4509) loss_class_dn_0: 0.4717 (0.4804) loss_bbox_dn_0: 0.3953 (0.3768) loss_giou_dn_0: 0.5620 (0.5801) loss_class_dn_1: 0.4148 (0.4175) loss_bbox_dn_1: 0.3020 (0.2980) loss_giou_dn_1: 0.4733 (0.4809) loss_class_dn_2: 0.3928 (0.3967) loss_bbox_dn_2: 0.2788 (0.2784) loss_giou_dn_2: 0.4460 (0.4569) loss_class_dn_3: 0.3842 (0.3904) loss_bbox_dn_3: 0.2766 (0.2753) loss_giou_dn_3: 0.4472 (0.4521) loss_class_dn_4: 0.3812 (0.3885) loss_bbox_dn_4: 0.2733 (0.2745) loss_giou_dn_4: 0.4462 (0.4508) loss_class_hybrid: 0.7500 (0.7693) loss_bbox_hybrid: 0.1969 (0.1951) loss_giou_hybrid: 0.3952 (0.4242) loss_class_0_hybrid: 0.8328 (0.8392) loss_bbox_0_hybrid: 0.2084 (0.2039) loss_giou_0_hybrid: 0.4126 (0.4412) loss_class_1_hybrid: 0.7677 (0.7952) loss_bbox_1_hybrid: 0.2018 (0.1987) loss_giou_1_hybrid: 0.4068 (0.4311) loss_class_2_hybrid: 0.7600 (0.7815) loss_bbox_2_hybrid: 0.2013 (0.1954) loss_giou_2_hybrid: 0.3973 (0.4257) loss_class_3_hybrid: 0.7555 (0.7727) loss_bbox_3_hybrid: 0.2007 (0.1950) loss_giou_3_hybrid: 0.3995 (0.4246) loss_class_4_hybrid: 0.7457 (0.7693) loss_bbox_4_hybrid: 0.2001 (0.1951) loss_giou_4_hybrid: 0.3959 (0.4244) loss_class_enc_hybrid: 0.7992 (0.7995) loss_bbox_enc_hybrid: 0.2523 (0.2439) loss_giou_enc_hybrid: 0.4772 (0.5030) mem: 1023 max mem: 36965 [2024-01-15 12:13:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:14:00 det.util.engine] INFO: Epoch: [6] [7800/11727] eta: 1:10:25 lr: 0.000100 data_time: 0.0033 iter_time: 1.0961 loss: 27.1568 (27.0499) loss_class: 0.7186 (0.7664) loss_bbox: 0.1750 (0.1818) loss_giou: 0.4506 (0.3940) loss_class_0: 0.8785 (0.9545) loss_bbox_0: 0.1741 (0.1809) loss_giou_0: 0.4425 (0.3976) loss_class_1: 0.7773 (0.8275) loss_bbox_1: 0.1711 (0.1828) loss_giou_1: 0.4535 (0.3973) loss_class_2: 0.7652 (0.7946) loss_bbox_2: 0.1691 (0.1807) loss_giou_2: 0.4485 (0.3943) loss_class_3: 0.7450 (0.7757) loss_bbox_3: 0.1699 (0.1813) loss_giou_3: 0.4503 (0.3940) loss_class_4: 0.7217 (0.7678) loss_bbox_4: 0.1750 (0.1818) loss_giou_4: 0.4475 (0.3942) loss_class_enc: 0.8094 (0.8943) loss_bbox_enc: 0.2108 (0.2171) loss_giou_enc: 0.4958 (0.4515) loss_class_dn: 0.3823 (0.3886) loss_bbox_dn: 0.2318 (0.2743) loss_giou_dn: 0.4738 (0.4510) loss_class_dn_0: 0.4707 (0.4804) loss_bbox_dn_0: 0.3319 (0.3766) loss_giou_dn_0: 0.6045 (0.5802) loss_class_dn_1: 0.4145 (0.4175) loss_bbox_dn_1: 0.2498 (0.2978) loss_giou_dn_1: 0.5018 (0.4810) loss_class_dn_2: 0.3930 (0.3968) loss_bbox_dn_2: 0.2342 (0.2782) loss_giou_dn_2: 0.4775 (0.4570) loss_class_dn_3: 0.3861 (0.3904) loss_bbox_dn_3: 0.2322 (0.2751) loss_giou_dn_3: 0.4748 (0.4522) loss_class_dn_4: 0.3814 (0.3885) loss_bbox_dn_4: 0.2317 (0.2743) loss_giou_dn_4: 0.4737 (0.4509) loss_class_hybrid: 0.6938 (0.7691) loss_bbox_hybrid: 0.1860 (0.1951) loss_giou_hybrid: 0.4917 (0.4245) loss_class_0_hybrid: 0.7598 (0.8389) loss_bbox_0_hybrid: 0.1979 (0.2039) loss_giou_0_hybrid: 0.5183 (0.4415) loss_class_1_hybrid: 0.7151 (0.7951) loss_bbox_1_hybrid: 0.1871 (0.1987) loss_giou_1_hybrid: 0.5017 (0.4314) loss_class_2_hybrid: 0.6956 (0.7814) loss_bbox_2_hybrid: 0.1881 (0.1954) loss_giou_2_hybrid: 0.4982 (0.4261) loss_class_3_hybrid: 0.6953 (0.7725) loss_bbox_3_hybrid: 0.1881 (0.1950) loss_giou_3_hybrid: 0.4912 (0.4249) loss_class_4_hybrid: 0.6932 (0.7692) loss_bbox_4_hybrid: 0.1866 (0.1951) loss_giou_4_hybrid: 0.4921 (0.4247) loss_class_enc_hybrid: 0.7343 (0.7993) loss_bbox_enc_hybrid: 0.2331 (0.2439) loss_giou_enc_hybrid: 0.5744 (0.5033) mem: 1026 max mem: 36965 [2024-01-15 12:14:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:14:55 det.util.engine] INFO: Epoch: [6] [7850/11727] eta: 1:09:31 lr: 0.000100 data_time: 0.0034 iter_time: 1.0845 loss: 26.4734 (27.0509) loss_class: 0.7400 (0.7664) loss_bbox: 0.1799 (0.1818) loss_giou: 0.3795 (0.3940) loss_class_0: 0.9531 (0.9546) loss_bbox_0: 0.1838 (0.1809) loss_giou_0: 0.3760 (0.3975) loss_class_1: 0.8154 (0.8276) loss_bbox_1: 0.1737 (0.1828) loss_giou_1: 0.3673 (0.3972) loss_class_2: 0.7805 (0.7946) loss_bbox_2: 0.1753 (0.1807) loss_giou_2: 0.3869 (0.3943) loss_class_3: 0.7515 (0.7756) loss_bbox_3: 0.1818 (0.1813) loss_giou_3: 0.3852 (0.3940) loss_class_4: 0.7488 (0.7678) loss_bbox_4: 0.1803 (0.1818) loss_giou_4: 0.3768 (0.3942) loss_class_enc: 0.8689 (0.8944) loss_bbox_enc: 0.2249 (0.2171) loss_giou_enc: 0.4339 (0.4515) loss_class_dn: 0.3869 (0.3886) loss_bbox_dn: 0.2521 (0.2744) loss_giou_dn: 0.4113 (0.4510) loss_class_dn_0: 0.4862 (0.4804) loss_bbox_dn_0: 0.3626 (0.3767) loss_giou_dn_0: 0.5504 (0.5802) loss_class_dn_1: 0.4159 (0.4175) loss_bbox_dn_1: 0.2760 (0.2979) loss_giou_dn_1: 0.4405 (0.4810) loss_class_dn_2: 0.3916 (0.3968) loss_bbox_dn_2: 0.2576 (0.2782) loss_giou_dn_2: 0.4180 (0.4570) loss_class_dn_3: 0.3872 (0.3904) loss_bbox_dn_3: 0.2529 (0.2751) loss_giou_dn_3: 0.4127 (0.4522) loss_class_dn_4: 0.3883 (0.3885) loss_bbox_dn_4: 0.2522 (0.2744) loss_giou_dn_4: 0.4115 (0.4509) loss_class_hybrid: 0.7313 (0.7691) loss_bbox_hybrid: 0.1939 (0.1951) loss_giou_hybrid: 0.3860 (0.4245) loss_class_0_hybrid: 0.8131 (0.8390) loss_bbox_0_hybrid: 0.2024 (0.2039) loss_giou_0_hybrid: 0.4129 (0.4415) loss_class_1_hybrid: 0.7686 (0.7951) loss_bbox_1_hybrid: 0.1975 (0.1987) loss_giou_1_hybrid: 0.4017 (0.4314) loss_class_2_hybrid: 0.7563 (0.7814) loss_bbox_2_hybrid: 0.1970 (0.1954) loss_giou_2_hybrid: 0.3951 (0.4260) loss_class_3_hybrid: 0.7473 (0.7725) loss_bbox_3_hybrid: 0.1922 (0.1950) loss_giou_3_hybrid: 0.3890 (0.4249) loss_class_4_hybrid: 0.7389 (0.7692) loss_bbox_4_hybrid: 0.1926 (0.1952) loss_giou_4_hybrid: 0.3877 (0.4247) loss_class_enc_hybrid: 0.7752 (0.7994) loss_bbox_enc_hybrid: 0.2339 (0.2439) loss_giou_enc_hybrid: 0.4692 (0.5033) mem: 1022 max mem: 36965 [2024-01-15 12:14:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:15:47 det.util.engine] INFO: Epoch: [6] [7900/11727] eta: 1:08:37 lr: 0.000100 data_time: 0.0035 iter_time: 1.0269 loss: 26.7543 (27.0545) loss_class: 0.7557 (0.7666) loss_bbox: 0.1699 (0.1819) loss_giou: 0.3974 (0.3940) loss_class_0: 0.9794 (0.9548) loss_bbox_0: 0.1728 (0.1809) loss_giou_0: 0.3980 (0.3976) loss_class_1: 0.8175 (0.8277) loss_bbox_1: 0.1746 (0.1829) loss_giou_1: 0.4015 (0.3973) loss_class_2: 0.7738 (0.7948) loss_bbox_2: 0.1703 (0.1807) loss_giou_2: 0.4027 (0.3943) loss_class_3: 0.7524 (0.7758) loss_bbox_3: 0.1737 (0.1814) loss_giou_3: 0.4029 (0.3941) loss_class_4: 0.7377 (0.7679) loss_bbox_4: 0.1699 (0.1818) loss_giou_4: 0.3999 (0.3942) loss_class_enc: 0.8801 (0.8945) loss_bbox_enc: 0.2074 (0.2171) loss_giou_enc: 0.4501 (0.4515) loss_class_dn: 0.3845 (0.3887) loss_bbox_dn: 0.2420 (0.2744) loss_giou_dn: 0.4690 (0.4511) loss_class_dn_0: 0.4813 (0.4805) loss_bbox_dn_0: 0.3426 (0.3767) loss_giou_dn_0: 0.5786 (0.5803) loss_class_dn_1: 0.4169 (0.4176) loss_bbox_dn_1: 0.2669 (0.2979) loss_giou_dn_1: 0.4943 (0.4811) loss_class_dn_2: 0.3960 (0.3968) loss_bbox_dn_2: 0.2443 (0.2783) loss_giou_dn_2: 0.4763 (0.4571) loss_class_dn_3: 0.3864 (0.3905) loss_bbox_dn_3: 0.2443 (0.2752) loss_giou_dn_3: 0.4702 (0.4523) loss_class_dn_4: 0.3834 (0.3886) loss_bbox_dn_4: 0.2418 (0.2744) loss_giou_dn_4: 0.4688 (0.4509) loss_class_hybrid: 0.7457 (0.7692) loss_bbox_hybrid: 0.1796 (0.1951) loss_giou_hybrid: 0.4049 (0.4246) loss_class_0_hybrid: 0.8372 (0.8391) loss_bbox_0_hybrid: 0.1922 (0.2039) loss_giou_0_hybrid: 0.4227 (0.4416) loss_class_1_hybrid: 0.7574 (0.7952) loss_bbox_1_hybrid: 0.1844 (0.1987) loss_giou_1_hybrid: 0.4106 (0.4315) loss_class_2_hybrid: 0.7439 (0.7815) loss_bbox_2_hybrid: 0.1811 (0.1954) loss_giou_2_hybrid: 0.4096 (0.4261) loss_class_3_hybrid: 0.7560 (0.7726) loss_bbox_3_hybrid: 0.1791 (0.1951) loss_giou_3_hybrid: 0.4078 (0.4249) loss_class_4_hybrid: 0.7441 (0.7693) loss_bbox_4_hybrid: 0.1786 (0.1952) loss_giou_4_hybrid: 0.4066 (0.4248) loss_class_enc_hybrid: 0.8073 (0.7994) loss_bbox_enc_hybrid: 0.2308 (0.2439) loss_giou_enc_hybrid: 0.4869 (0.5033) mem: 1010 max mem: 36965 [2024-01-15 12:15:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:16:41 det.util.engine] INFO: Epoch: [6] [7950/11727] eta: 1:07:43 lr: 0.000100 data_time: 0.0034 iter_time: 1.0740 loss: 27.2090 (27.0520) loss_class: 0.7413 (0.7666) loss_bbox: 0.1725 (0.1818) loss_giou: 0.4261 (0.3940) loss_class_0: 0.8948 (0.9547) loss_bbox_0: 0.1766 (0.1809) loss_giou_0: 0.4187 (0.3975) loss_class_1: 0.7904 (0.8277) loss_bbox_1: 0.1762 (0.1828) loss_giou_1: 0.3955 (0.3972) loss_class_2: 0.7590 (0.7947) loss_bbox_2: 0.1753 (0.1807) loss_giou_2: 0.4014 (0.3943) loss_class_3: 0.7395 (0.7757) loss_bbox_3: 0.1722 (0.1813) loss_giou_3: 0.4284 (0.3941) loss_class_4: 0.7405 (0.7679) loss_bbox_4: 0.1713 (0.1818) loss_giou_4: 0.4260 (0.3942) loss_class_enc: 0.8544 (0.8945) loss_bbox_enc: 0.1996 (0.2171) loss_giou_enc: 0.4791 (0.4514) loss_class_dn: 0.3922 (0.3887) loss_bbox_dn: 0.2324 (0.2743) loss_giou_dn: 0.4333 (0.4510) loss_class_dn_0: 0.4791 (0.4804) loss_bbox_dn_0: 0.3406 (0.3767) loss_giou_dn_0: 0.5822 (0.5803) loss_class_dn_1: 0.4155 (0.4176) loss_bbox_dn_1: 0.2556 (0.2979) loss_giou_dn_1: 0.4722 (0.4811) loss_class_dn_2: 0.4020 (0.3968) loss_bbox_dn_2: 0.2336 (0.2782) loss_giou_dn_2: 0.4436 (0.4570) loss_class_dn_3: 0.3956 (0.3905) loss_bbox_dn_3: 0.2322 (0.2751) loss_giou_dn_3: 0.4375 (0.4522) loss_class_dn_4: 0.3921 (0.3885) loss_bbox_dn_4: 0.2324 (0.2743) loss_giou_dn_4: 0.4335 (0.4509) loss_class_hybrid: 0.7255 (0.7692) loss_bbox_hybrid: 0.1926 (0.1951) loss_giou_hybrid: 0.4529 (0.4245) loss_class_0_hybrid: 0.7890 (0.8391) loss_bbox_0_hybrid: 0.2004 (0.2039) loss_giou_0_hybrid: 0.4709 (0.4415) loss_class_1_hybrid: 0.7450 (0.7952) loss_bbox_1_hybrid: 0.1999 (0.1987) loss_giou_1_hybrid: 0.4607 (0.4314) loss_class_2_hybrid: 0.7393 (0.7814) loss_bbox_2_hybrid: 0.1964 (0.1954) loss_giou_2_hybrid: 0.4508 (0.4261) loss_class_3_hybrid: 0.7297 (0.7725) loss_bbox_3_hybrid: 0.1955 (0.1950) loss_giou_3_hybrid: 0.4516 (0.4249) loss_class_4_hybrid: 0.7279 (0.7692) loss_bbox_4_hybrid: 0.1940 (0.1952) loss_giou_4_hybrid: 0.4519 (0.4247) loss_class_enc_hybrid: 0.7543 (0.7994) loss_bbox_enc_hybrid: 0.2358 (0.2438) loss_giou_enc_hybrid: 0.5215 (0.5033) mem: 1019 max mem: 36965 [2024-01-15 12:16:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:17:36 det.util.engine] INFO: Epoch: [6] [8000/11727] eta: 1:06:49 lr: 0.000100 data_time: 0.0035 iter_time: 1.1007 loss: 26.7647 (27.0508) loss_class: 0.7325 (0.7665) loss_bbox: 0.1812 (0.1819) loss_giou: 0.3718 (0.3940) loss_class_0: 0.9205 (0.9547) loss_bbox_0: 0.1864 (0.1809) loss_giou_0: 0.3922 (0.3975) loss_class_1: 0.7854 (0.8276) loss_bbox_1: 0.1878 (0.1829) loss_giou_1: 0.3783 (0.3972) loss_class_2: 0.7510 (0.7947) loss_bbox_2: 0.1830 (0.1807) loss_giou_2: 0.3762 (0.3942) loss_class_3: 0.7400 (0.7756) loss_bbox_3: 0.1931 (0.1814) loss_giou_3: 0.3744 (0.3940) loss_class_4: 0.7254 (0.7678) loss_bbox_4: 0.1801 (0.1818) loss_giou_4: 0.3720 (0.3942) loss_class_enc: 0.8400 (0.8945) loss_bbox_enc: 0.2164 (0.2171) loss_giou_enc: 0.4509 (0.4514) loss_class_dn: 0.3801 (0.3887) loss_bbox_dn: 0.2064 (0.2744) loss_giou_dn: 0.4323 (0.4509) loss_class_dn_0: 0.4772 (0.4804) loss_bbox_dn_0: 0.3207 (0.3767) loss_giou_dn_0: 0.5788 (0.5802) loss_class_dn_1: 0.4118 (0.4175) loss_bbox_dn_1: 0.2297 (0.2979) loss_giou_dn_1: 0.4812 (0.4810) loss_class_dn_2: 0.3910 (0.3968) loss_bbox_dn_2: 0.2090 (0.2782) loss_giou_dn_2: 0.4443 (0.4570) loss_class_dn_3: 0.3853 (0.3904) loss_bbox_dn_3: 0.2065 (0.2751) loss_giou_dn_3: 0.4373 (0.4522) loss_class_dn_4: 0.3811 (0.3885) loss_bbox_dn_4: 0.2064 (0.2744) loss_giou_dn_4: 0.4324 (0.4508) loss_class_hybrid: 0.7373 (0.7691) loss_bbox_hybrid: 0.1921 (0.1952) loss_giou_hybrid: 0.3924 (0.4245) loss_class_0_hybrid: 0.8305 (0.8390) loss_bbox_0_hybrid: 0.1993 (0.2039) loss_giou_0_hybrid: 0.4054 (0.4415) loss_class_1_hybrid: 0.7698 (0.7951) loss_bbox_1_hybrid: 0.1930 (0.1988) loss_giou_1_hybrid: 0.3966 (0.4314) loss_class_2_hybrid: 0.7588 (0.7814) loss_bbox_2_hybrid: 0.1912 (0.1954) loss_giou_2_hybrid: 0.3945 (0.4260) loss_class_3_hybrid: 0.7420 (0.7725) loss_bbox_3_hybrid: 0.1896 (0.1951) loss_giou_3_hybrid: 0.3920 (0.4248) loss_class_4_hybrid: 0.7403 (0.7692) loss_bbox_4_hybrid: 0.1906 (0.1952) loss_giou_4_hybrid: 0.3938 (0.4247) loss_class_enc_hybrid: 0.7672 (0.7994) loss_bbox_enc_hybrid: 0.2284 (0.2439) loss_giou_enc_hybrid: 0.4757 (0.5032) mem: 1029 max mem: 36965 [2024-01-15 12:17:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:18:29 det.util.engine] INFO: Epoch: [6] [8050/11727] eta: 1:05:55 lr: 0.000100 data_time: 0.0033 iter_time: 1.0702 loss: 25.9011 (27.0501) loss_class: 0.7322 (0.7666) loss_bbox: 0.1714 (0.1819) loss_giou: 0.3957 (0.3939) loss_class_0: 0.9172 (0.9547) loss_bbox_0: 0.1703 (0.1810) loss_giou_0: 0.3890 (0.3974) loss_class_1: 0.7951 (0.8277) loss_bbox_1: 0.1690 (0.1829) loss_giou_1: 0.3941 (0.3971) loss_class_2: 0.7574 (0.7947) loss_bbox_2: 0.1680 (0.1808) loss_giou_2: 0.3913 (0.3941) loss_class_3: 0.7572 (0.7757) loss_bbox_3: 0.1715 (0.1814) loss_giou_3: 0.3944 (0.3939) loss_class_4: 0.7361 (0.7679) loss_bbox_4: 0.1715 (0.1818) loss_giou_4: 0.3956 (0.3941) loss_class_enc: 0.8482 (0.8945) loss_bbox_enc: 0.2022 (0.2171) loss_giou_enc: 0.4181 (0.4513) loss_class_dn: 0.3840 (0.3887) loss_bbox_dn: 0.2540 (0.2744) loss_giou_dn: 0.4391 (0.4509) loss_class_dn_0: 0.4669 (0.4804) loss_bbox_dn_0: 0.3450 (0.3768) loss_giou_dn_0: 0.5539 (0.5801) loss_class_dn_1: 0.4173 (0.4176) loss_bbox_dn_1: 0.2753 (0.2980) loss_giou_dn_1: 0.4631 (0.4809) loss_class_dn_2: 0.3933 (0.3968) loss_bbox_dn_2: 0.2557 (0.2783) loss_giou_dn_2: 0.4422 (0.4569) loss_class_dn_3: 0.3880 (0.3904) loss_bbox_dn_3: 0.2549 (0.2752) loss_giou_dn_3: 0.4407 (0.4521) loss_class_dn_4: 0.3885 (0.3885) loss_bbox_dn_4: 0.2540 (0.2744) loss_giou_dn_4: 0.4390 (0.4507) loss_class_hybrid: 0.7415 (0.7691) loss_bbox_hybrid: 0.1815 (0.1952) loss_giou_hybrid: 0.4074 (0.4244) loss_class_0_hybrid: 0.7876 (0.8390) loss_bbox_0_hybrid: 0.1870 (0.2040) loss_giou_0_hybrid: 0.4267 (0.4414) loss_class_1_hybrid: 0.7533 (0.7951) loss_bbox_1_hybrid: 0.1874 (0.1988) loss_giou_1_hybrid: 0.4127 (0.4312) loss_class_2_hybrid: 0.7405 (0.7814) loss_bbox_2_hybrid: 0.1787 (0.1955) loss_giou_2_hybrid: 0.4088 (0.4259) loss_class_3_hybrid: 0.7424 (0.7725) loss_bbox_3_hybrid: 0.1817 (0.1951) loss_giou_3_hybrid: 0.4076 (0.4247) loss_class_4_hybrid: 0.7340 (0.7692) loss_bbox_4_hybrid: 0.1816 (0.1952) loss_giou_4_hybrid: 0.4075 (0.4246) loss_class_enc_hybrid: 0.7590 (0.7994) loss_bbox_enc_hybrid: 0.2154 (0.2439) loss_giou_enc_hybrid: 0.4816 (0.5031) mem: 1017 max mem: 36965 [2024-01-15 12:18:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:19:23 det.util.engine] INFO: Epoch: [6] [8100/11727] eta: 1:05:02 lr: 0.000100 data_time: 0.0033 iter_time: 1.0922 loss: 26.6659 (27.0503) loss_class: 0.6668 (0.7664) loss_bbox: 0.1759 (0.1820) loss_giou: 0.4194 (0.3939) loss_class_0: 0.8691 (0.9546) loss_bbox_0: 0.1822 (0.1810) loss_giou_0: 0.4267 (0.3974) loss_class_1: 0.7402 (0.8275) loss_bbox_1: 0.1826 (0.1830) loss_giou_1: 0.4217 (0.3971) loss_class_2: 0.7274 (0.7946) loss_bbox_2: 0.1747 (0.1809) loss_giou_2: 0.4265 (0.3942) loss_class_3: 0.6903 (0.7755) loss_bbox_3: 0.1739 (0.1815) loss_giou_3: 0.4143 (0.3939) loss_class_4: 0.6846 (0.7677) loss_bbox_4: 0.1717 (0.1819) loss_giou_4: 0.4164 (0.3941) loss_class_enc: 0.7892 (0.8943) loss_bbox_enc: 0.2111 (0.2172) loss_giou_enc: 0.4673 (0.4513) loss_class_dn: 0.3871 (0.3887) loss_bbox_dn: 0.2392 (0.2745) loss_giou_dn: 0.4494 (0.4509) loss_class_dn_0: 0.4722 (0.4804) loss_bbox_dn_0: 0.3172 (0.3769) loss_giou_dn_0: 0.5787 (0.5801) loss_class_dn_1: 0.4193 (0.4176) loss_bbox_dn_1: 0.2685 (0.2981) loss_giou_dn_1: 0.4818 (0.4809) loss_class_dn_2: 0.3961 (0.3968) loss_bbox_dn_2: 0.2462 (0.2784) loss_giou_dn_2: 0.4552 (0.4569) loss_class_dn_3: 0.3882 (0.3904) loss_bbox_dn_3: 0.2407 (0.2753) loss_giou_dn_3: 0.4508 (0.4521) loss_class_dn_4: 0.3869 (0.3885) loss_bbox_dn_4: 0.2393 (0.2745) loss_giou_dn_4: 0.4491 (0.4508) loss_class_hybrid: 0.7211 (0.7691) loss_bbox_hybrid: 0.1895 (0.1952) loss_giou_hybrid: 0.4385 (0.4243) loss_class_0_hybrid: 0.8059 (0.8390) loss_bbox_0_hybrid: 0.2004 (0.2040) loss_giou_0_hybrid: 0.4485 (0.4413) loss_class_1_hybrid: 0.7247 (0.7950) loss_bbox_1_hybrid: 0.1923 (0.1989) loss_giou_1_hybrid: 0.4398 (0.4312) loss_class_2_hybrid: 0.7238 (0.7813) loss_bbox_2_hybrid: 0.1925 (0.1955) loss_giou_2_hybrid: 0.4483 (0.4259) loss_class_3_hybrid: 0.7348 (0.7724) loss_bbox_3_hybrid: 0.1918 (0.1952) loss_giou_3_hybrid: 0.4420 (0.4247) loss_class_4_hybrid: 0.7150 (0.7691) loss_bbox_4_hybrid: 0.1907 (0.1953) loss_giou_4_hybrid: 0.4410 (0.4245) loss_class_enc_hybrid: 0.7423 (0.7994) loss_bbox_enc_hybrid: 0.2367 (0.2440) loss_giou_enc_hybrid: 0.5104 (0.5030) mem: 1024 max mem: 36965 [2024-01-15 12:19:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:20:16 det.util.engine] INFO: Epoch: [6] [8150/11727] eta: 1:04:08 lr: 0.000100 data_time: 0.0032 iter_time: 1.0688 loss: 27.4563 (27.0497) loss_class: 0.8488 (0.7666) loss_bbox: 0.1522 (0.1819) loss_giou: 0.3607 (0.3938) loss_class_0: 1.0230 (0.9546) loss_bbox_0: 0.1667 (0.1810) loss_giou_0: 0.3761 (0.3973) loss_class_1: 0.9085 (0.8276) loss_bbox_1: 0.1662 (0.1829) loss_giou_1: 0.3765 (0.3970) loss_class_2: 0.8625 (0.7947) loss_bbox_2: 0.1536 (0.1808) loss_giou_2: 0.3568 (0.3940) loss_class_3: 0.8587 (0.7757) loss_bbox_3: 0.1492 (0.1815) loss_giou_3: 0.3787 (0.3938) loss_class_4: 0.8515 (0.7679) loss_bbox_4: 0.1633 (0.1819) loss_giou_4: 0.3765 (0.3940) loss_class_enc: 0.9572 (0.8944) loss_bbox_enc: 0.2025 (0.2172) loss_giou_enc: 0.4236 (0.4512) loss_class_dn: 0.3922 (0.3887) loss_bbox_dn: 0.2613 (0.2746) loss_giou_dn: 0.4602 (0.4508) loss_class_dn_0: 0.4822 (0.4804) loss_bbox_dn_0: 0.3790 (0.3770) loss_giou_dn_0: 0.5886 (0.5801) loss_class_dn_1: 0.4158 (0.4176) loss_bbox_dn_1: 0.2882 (0.2982) loss_giou_dn_1: 0.4869 (0.4809) loss_class_dn_2: 0.3984 (0.3968) loss_bbox_dn_2: 0.2639 (0.2785) loss_giou_dn_2: 0.4638 (0.4568) loss_class_dn_3: 0.3912 (0.3904) loss_bbox_dn_3: 0.2622 (0.2754) loss_giou_dn_3: 0.4606 (0.4521) loss_class_dn_4: 0.3911 (0.3885) loss_bbox_dn_4: 0.2613 (0.2746) loss_giou_dn_4: 0.4599 (0.4507) loss_class_hybrid: 0.8727 (0.7692) loss_bbox_hybrid: 0.1712 (0.1952) loss_giou_hybrid: 0.3954 (0.4242) loss_class_0_hybrid: 0.8985 (0.8391) loss_bbox_0_hybrid: 0.1876 (0.2040) loss_giou_0_hybrid: 0.4053 (0.4412) loss_class_1_hybrid: 0.8755 (0.7951) loss_bbox_1_hybrid: 0.1749 (0.1988) loss_giou_1_hybrid: 0.3985 (0.4311) loss_class_2_hybrid: 0.8494 (0.7814) loss_bbox_2_hybrid: 0.1738 (0.1955) loss_giou_2_hybrid: 0.4015 (0.4257) loss_class_3_hybrid: 0.8575 (0.7726) loss_bbox_3_hybrid: 0.1718 (0.1951) loss_giou_3_hybrid: 0.3979 (0.4245) loss_class_4_hybrid: 0.8577 (0.7692) loss_bbox_4_hybrid: 0.1721 (0.1953) loss_giou_4_hybrid: 0.3990 (0.4244) loss_class_enc_hybrid: 0.8693 (0.7995) loss_bbox_enc_hybrid: 0.2290 (0.2440) loss_giou_enc_hybrid: 0.4647 (0.5029) mem: 1018 max mem: 36965 [2024-01-15 12:20:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:21:10 det.util.engine] INFO: Epoch: [6] [8200/11727] eta: 1:03:14 lr: 0.000100 data_time: 0.0033 iter_time: 1.0530 loss: 27.3446 (27.0520) loss_class: 0.7632 (0.7666) loss_bbox: 0.1820 (0.1820) loss_giou: 0.3915 (0.3938) loss_class_0: 0.9554 (0.9547) loss_bbox_0: 0.1794 (0.1811) loss_giou_0: 0.3858 (0.3973) loss_class_1: 0.8511 (0.8277) loss_bbox_1: 0.1870 (0.1830) loss_giou_1: 0.3768 (0.3970) loss_class_2: 0.8061 (0.7947) loss_bbox_2: 0.1787 (0.1809) loss_giou_2: 0.3891 (0.3941) loss_class_3: 0.7564 (0.7757) loss_bbox_3: 0.1866 (0.1815) loss_giou_3: 0.3936 (0.3939) loss_class_4: 0.7653 (0.7679) loss_bbox_4: 0.1822 (0.1819) loss_giou_4: 0.3885 (0.3940) loss_class_enc: 0.8644 (0.8944) loss_bbox_enc: 0.2205 (0.2173) loss_giou_enc: 0.4341 (0.4512) loss_class_dn: 0.3866 (0.3887) loss_bbox_dn: 0.2577 (0.2746) loss_giou_dn: 0.4471 (0.4509) loss_class_dn_0: 0.4725 (0.4804) loss_bbox_dn_0: 0.3737 (0.3771) loss_giou_dn_0: 0.5693 (0.5801) loss_class_dn_1: 0.4140 (0.4175) loss_bbox_dn_1: 0.2996 (0.2982) loss_giou_dn_1: 0.4811 (0.4810) loss_class_dn_2: 0.3895 (0.3968) loss_bbox_dn_2: 0.2689 (0.2785) loss_giou_dn_2: 0.4561 (0.4569) loss_class_dn_3: 0.3819 (0.3904) loss_bbox_dn_3: 0.2620 (0.2754) loss_giou_dn_3: 0.4487 (0.4521) loss_class_dn_4: 0.3814 (0.3885) loss_bbox_dn_4: 0.2576 (0.2746) loss_giou_dn_4: 0.4471 (0.4508) loss_class_hybrid: 0.7492 (0.7692) loss_bbox_hybrid: 0.2003 (0.1952) loss_giou_hybrid: 0.4130 (0.4242) loss_class_0_hybrid: 0.8231 (0.8390) loss_bbox_0_hybrid: 0.1971 (0.2040) loss_giou_0_hybrid: 0.4315 (0.4413) loss_class_1_hybrid: 0.8041 (0.7952) loss_bbox_1_hybrid: 0.2036 (0.1989) loss_giou_1_hybrid: 0.4173 (0.4311) loss_class_2_hybrid: 0.7621 (0.7814) loss_bbox_2_hybrid: 0.1961 (0.1955) loss_giou_2_hybrid: 0.4126 (0.4258) loss_class_3_hybrid: 0.7509 (0.7726) loss_bbox_3_hybrid: 0.1966 (0.1952) loss_giou_3_hybrid: 0.4097 (0.4246) loss_class_4_hybrid: 0.7453 (0.7693) loss_bbox_4_hybrid: 0.2002 (0.1953) loss_giou_4_hybrid: 0.4118 (0.4244) loss_class_enc_hybrid: 0.7841 (0.7995) loss_bbox_enc_hybrid: 0.2427 (0.2440) loss_giou_enc_hybrid: 0.4924 (0.5030) mem: 1026 max mem: 36965 [2024-01-15 12:21:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:22:04 det.util.engine] INFO: Epoch: [6] [8250/11727] eta: 1:02:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.0804 loss: 27.5835 (27.0514) loss_class: 0.7923 (0.7666) loss_bbox: 0.1814 (0.1820) loss_giou: 0.3740 (0.3939) loss_class_0: 0.9501 (0.9546) loss_bbox_0: 0.1844 (0.1810) loss_giou_0: 0.3872 (0.3973) loss_class_1: 0.8383 (0.8277) loss_bbox_1: 0.1866 (0.1830) loss_giou_1: 0.3831 (0.3970) loss_class_2: 0.8164 (0.7947) loss_bbox_2: 0.1897 (0.1809) loss_giou_2: 0.3801 (0.3941) loss_class_3: 0.7970 (0.7757) loss_bbox_3: 0.1816 (0.1815) loss_giou_3: 0.3822 (0.3939) loss_class_4: 0.7906 (0.7679) loss_bbox_4: 0.1814 (0.1819) loss_giou_4: 0.3828 (0.3941) loss_class_enc: 0.9283 (0.8945) loss_bbox_enc: 0.2245 (0.2172) loss_giou_enc: 0.4431 (0.4512) loss_class_dn: 0.3857 (0.3887) loss_bbox_dn: 0.2660 (0.2746) loss_giou_dn: 0.4490 (0.4509) loss_class_dn_0: 0.4816 (0.4804) loss_bbox_dn_0: 0.3522 (0.3770) loss_giou_dn_0: 0.5821 (0.5802) loss_class_dn_1: 0.4158 (0.4175) loss_bbox_dn_1: 0.2896 (0.2982) loss_giou_dn_1: 0.4892 (0.4810) loss_class_dn_2: 0.3926 (0.3968) loss_bbox_dn_2: 0.2693 (0.2785) loss_giou_dn_2: 0.4581 (0.4569) loss_class_dn_3: 0.3882 (0.3904) loss_bbox_dn_3: 0.2685 (0.2754) loss_giou_dn_3: 0.4500 (0.4521) loss_class_dn_4: 0.3855 (0.3885) loss_bbox_dn_4: 0.2659 (0.2746) loss_giou_dn_4: 0.4487 (0.4508) loss_class_hybrid: 0.7995 (0.7693) loss_bbox_hybrid: 0.2114 (0.1952) loss_giou_hybrid: 0.4113 (0.4242) loss_class_0_hybrid: 0.8520 (0.8389) loss_bbox_0_hybrid: 0.2056 (0.2040) loss_giou_0_hybrid: 0.4295 (0.4413) loss_class_1_hybrid: 0.8205 (0.7951) loss_bbox_1_hybrid: 0.2048 (0.1988) loss_giou_1_hybrid: 0.4226 (0.4312) loss_class_2_hybrid: 0.8267 (0.7814) loss_bbox_2_hybrid: 0.2063 (0.1955) loss_giou_2_hybrid: 0.4117 (0.4258) loss_class_3_hybrid: 0.8225 (0.7726) loss_bbox_3_hybrid: 0.2084 (0.1951) loss_giou_3_hybrid: 0.4110 (0.4246) loss_class_4_hybrid: 0.8006 (0.7693) loss_bbox_4_hybrid: 0.2111 (0.1953) loss_giou_4_hybrid: 0.4098 (0.4244) loss_class_enc_hybrid: 0.8330 (0.7995) loss_bbox_enc_hybrid: 0.2425 (0.2440) loss_giou_enc_hybrid: 0.4815 (0.5030) mem: 1036 max mem: 36965 [2024-01-15 12:22:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:22:56 det.util.engine] INFO: Epoch: [6] [8300/11727] eta: 1:01:26 lr: 0.000100 data_time: 0.0032 iter_time: 1.0425 loss: 27.9647 (27.0531) loss_class: 0.7818 (0.7666) loss_bbox: 0.1867 (0.1820) loss_giou: 0.4152 (0.3940) loss_class_0: 0.9373 (0.9546) loss_bbox_0: 0.1697 (0.1810) loss_giou_0: 0.4113 (0.3974) loss_class_1: 0.8571 (0.8276) loss_bbox_1: 0.1656 (0.1830) loss_giou_1: 0.4149 (0.3971) loss_class_2: 0.8082 (0.7947) loss_bbox_2: 0.1787 (0.1809) loss_giou_2: 0.4093 (0.3942) loss_class_3: 0.7866 (0.7757) loss_bbox_3: 0.1789 (0.1815) loss_giou_3: 0.4152 (0.3940) loss_class_4: 0.7720 (0.7679) loss_bbox_4: 0.1818 (0.1819) loss_giou_4: 0.4133 (0.3941) loss_class_enc: 0.8586 (0.8944) loss_bbox_enc: 0.2109 (0.2172) loss_giou_enc: 0.4639 (0.4513) loss_class_dn: 0.3921 (0.3886) loss_bbox_dn: 0.2796 (0.2746) loss_giou_dn: 0.4783 (0.4510) loss_class_dn_0: 0.4701 (0.4803) loss_bbox_dn_0: 0.3670 (0.3770) loss_giou_dn_0: 0.6061 (0.5802) loss_class_dn_1: 0.4246 (0.4175) loss_bbox_dn_1: 0.3049 (0.2982) loss_giou_dn_1: 0.5185 (0.4811) loss_class_dn_2: 0.4010 (0.3967) loss_bbox_dn_2: 0.2877 (0.2785) loss_giou_dn_2: 0.4853 (0.4570) loss_class_dn_3: 0.3931 (0.3904) loss_bbox_dn_3: 0.2821 (0.2754) loss_giou_dn_3: 0.4811 (0.4522) loss_class_dn_4: 0.3932 (0.3885) loss_bbox_dn_4: 0.2797 (0.2746) loss_giou_dn_4: 0.4782 (0.4508) loss_class_hybrid: 0.7850 (0.7692) loss_bbox_hybrid: 0.1959 (0.1952) loss_giou_hybrid: 0.4407 (0.4243) loss_class_0_hybrid: 0.8548 (0.8389) loss_bbox_0_hybrid: 0.1954 (0.2040) loss_giou_0_hybrid: 0.4598 (0.4414) loss_class_1_hybrid: 0.7939 (0.7951) loss_bbox_1_hybrid: 0.2102 (0.1989) loss_giou_1_hybrid: 0.4512 (0.4312) loss_class_2_hybrid: 0.7947 (0.7814) loss_bbox_2_hybrid: 0.2006 (0.1955) loss_giou_2_hybrid: 0.4431 (0.4259) loss_class_3_hybrid: 0.7914 (0.7726) loss_bbox_3_hybrid: 0.1988 (0.1952) loss_giou_3_hybrid: 0.4417 (0.4247) loss_class_4_hybrid: 0.7872 (0.7693) loss_bbox_4_hybrid: 0.1981 (0.1953) loss_giou_4_hybrid: 0.4418 (0.4245) loss_class_enc_hybrid: 0.7896 (0.7994) loss_bbox_enc_hybrid: 0.2470 (0.2440) loss_giou_enc_hybrid: 0.5176 (0.5030) mem: 1025 max mem: 36965 [2024-01-15 12:22:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:23:49 det.util.engine] INFO: Epoch: [6] [8350/11727] eta: 1:00:32 lr: 0.000100 data_time: 0.0036 iter_time: 1.0432 loss: 27.0483 (27.0522) loss_class: 0.7341 (0.7665) loss_bbox: 0.1673 (0.1820) loss_giou: 0.3671 (0.3940) loss_class_0: 0.9165 (0.9545) loss_bbox_0: 0.1678 (0.1810) loss_giou_0: 0.3774 (0.3975) loss_class_1: 0.8130 (0.8276) loss_bbox_1: 0.1623 (0.1830) loss_giou_1: 0.3716 (0.3971) loss_class_2: 0.7822 (0.7946) loss_bbox_2: 0.1645 (0.1809) loss_giou_2: 0.3589 (0.3942) loss_class_3: 0.7322 (0.7755) loss_bbox_3: 0.1696 (0.1816) loss_giou_3: 0.3670 (0.3940) loss_class_4: 0.7299 (0.7678) loss_bbox_4: 0.1672 (0.1819) loss_giou_4: 0.3667 (0.3942) loss_class_enc: 0.8861 (0.8943) loss_bbox_enc: 0.2166 (0.2172) loss_giou_enc: 0.4306 (0.4513) loss_class_dn: 0.3738 (0.3886) loss_bbox_dn: 0.2669 (0.2746) loss_giou_dn: 0.4326 (0.4509) loss_class_dn_0: 0.4684 (0.4803) loss_bbox_dn_0: 0.3821 (0.3770) loss_giou_dn_0: 0.5557 (0.5802) loss_class_dn_1: 0.4044 (0.4175) loss_bbox_dn_1: 0.2897 (0.2982) loss_giou_dn_1: 0.4661 (0.4810) loss_class_dn_2: 0.3865 (0.3967) loss_bbox_dn_2: 0.2638 (0.2784) loss_giou_dn_2: 0.4372 (0.4570) loss_class_dn_3: 0.3770 (0.3904) loss_bbox_dn_3: 0.2654 (0.2754) loss_giou_dn_3: 0.4321 (0.4522) loss_class_dn_4: 0.3733 (0.3885) loss_bbox_dn_4: 0.2669 (0.2746) loss_giou_dn_4: 0.4321 (0.4508) loss_class_hybrid: 0.7528 (0.7692) loss_bbox_hybrid: 0.1799 (0.1952) loss_giou_hybrid: 0.3935 (0.4244) loss_class_0_hybrid: 0.8173 (0.8389) loss_bbox_0_hybrid: 0.1873 (0.2040) loss_giou_0_hybrid: 0.4155 (0.4414) loss_class_1_hybrid: 0.7961 (0.7950) loss_bbox_1_hybrid: 0.1809 (0.1989) loss_giou_1_hybrid: 0.4089 (0.4313) loss_class_2_hybrid: 0.7635 (0.7813) loss_bbox_2_hybrid: 0.1821 (0.1956) loss_giou_2_hybrid: 0.3943 (0.4259) loss_class_3_hybrid: 0.7433 (0.7725) loss_bbox_3_hybrid: 0.1809 (0.1952) loss_giou_3_hybrid: 0.3962 (0.4247) loss_class_4_hybrid: 0.7576 (0.7692) loss_bbox_4_hybrid: 0.1785 (0.1953) loss_giou_4_hybrid: 0.3960 (0.4246) loss_class_enc_hybrid: 0.8141 (0.7994) loss_bbox_enc_hybrid: 0.2301 (0.2440) loss_giou_enc_hybrid: 0.4778 (0.5031) mem: 1036 max mem: 36965 [2024-01-15 12:23:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:24:43 det.util.engine] INFO: Epoch: [6] [8400/11727] eta: 0:59:38 lr: 0.000100 data_time: 0.0033 iter_time: 1.0696 loss: 27.7297 (27.0523) loss_class: 0.8041 (0.7665) loss_bbox: 0.1833 (0.1820) loss_giou: 0.3906 (0.3940) loss_class_0: 0.9496 (0.9544) loss_bbox_0: 0.1743 (0.1810) loss_giou_0: 0.4088 (0.3974) loss_class_1: 0.8633 (0.8276) loss_bbox_1: 0.1784 (0.1830) loss_giou_1: 0.4057 (0.3971) loss_class_2: 0.8328 (0.7947) loss_bbox_2: 0.1711 (0.1809) loss_giou_2: 0.3830 (0.3942) loss_class_3: 0.8153 (0.7756) loss_bbox_3: 0.1758 (0.1816) loss_giou_3: 0.3941 (0.3940) loss_class_4: 0.8077 (0.7679) loss_bbox_4: 0.1800 (0.1820) loss_giou_4: 0.3882 (0.3941) loss_class_enc: 0.9081 (0.8942) loss_bbox_enc: 0.2035 (0.2173) loss_giou_enc: 0.4592 (0.4513) loss_class_dn: 0.3898 (0.3886) loss_bbox_dn: 0.2823 (0.2747) loss_giou_dn: 0.4642 (0.4509) loss_class_dn_0: 0.4822 (0.4803) loss_bbox_dn_0: 0.3892 (0.3771) loss_giou_dn_0: 0.5972 (0.5802) loss_class_dn_1: 0.4224 (0.4175) loss_bbox_dn_1: 0.3143 (0.2982) loss_giou_dn_1: 0.5006 (0.4810) loss_class_dn_2: 0.4004 (0.3967) loss_bbox_dn_2: 0.2933 (0.2785) loss_giou_dn_2: 0.4725 (0.4570) loss_class_dn_3: 0.3956 (0.3904) loss_bbox_dn_3: 0.2840 (0.2754) loss_giou_dn_3: 0.4680 (0.4522) loss_class_dn_4: 0.3914 (0.3885) loss_bbox_dn_4: 0.2824 (0.2746) loss_giou_dn_4: 0.4642 (0.4508) loss_class_hybrid: 0.7615 (0.7692) loss_bbox_hybrid: 0.1996 (0.1953) loss_giou_hybrid: 0.4278 (0.4244) loss_class_0_hybrid: 0.8513 (0.8388) loss_bbox_0_hybrid: 0.2019 (0.2041) loss_giou_0_hybrid: 0.4484 (0.4414) loss_class_1_hybrid: 0.7961 (0.7949) loss_bbox_1_hybrid: 0.2021 (0.1989) loss_giou_1_hybrid: 0.4334 (0.4313) loss_class_2_hybrid: 0.7772 (0.7813) loss_bbox_2_hybrid: 0.1982 (0.1956) loss_giou_2_hybrid: 0.4309 (0.4259) loss_class_3_hybrid: 0.7707 (0.7725) loss_bbox_3_hybrid: 0.1964 (0.1952) loss_giou_3_hybrid: 0.4288 (0.4247) loss_class_4_hybrid: 0.7650 (0.7692) loss_bbox_4_hybrid: 0.1989 (0.1953) loss_giou_4_hybrid: 0.4215 (0.4246) loss_class_enc_hybrid: 0.8027 (0.7993) loss_bbox_enc_hybrid: 0.2355 (0.2440) loss_giou_enc_hybrid: 0.5125 (0.5031) mem: 1026 max mem: 36965 [2024-01-15 12:24:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:25:35 det.util.engine] INFO: Epoch: [6] [8450/11727] eta: 0:58:43 lr: 0.000100 data_time: 0.0037 iter_time: 1.0248 loss: 27.5302 (27.0562) loss_class: 0.7879 (0.7668) loss_bbox: 0.1786 (0.1821) loss_giou: 0.3972 (0.3939) loss_class_0: 0.9789 (0.9547) loss_bbox_0: 0.1722 (0.1811) loss_giou_0: 0.3962 (0.3973) loss_class_1: 0.8580 (0.8278) loss_bbox_1: 0.1710 (0.1831) loss_giou_1: 0.3951 (0.3970) loss_class_2: 0.8328 (0.7950) loss_bbox_2: 0.1774 (0.1810) loss_giou_2: 0.3933 (0.3941) loss_class_3: 0.8155 (0.7759) loss_bbox_3: 0.1655 (0.1816) loss_giou_3: 0.3959 (0.3939) loss_class_4: 0.7956 (0.7681) loss_bbox_4: 0.1788 (0.1820) loss_giou_4: 0.3973 (0.3941) loss_class_enc: 0.8983 (0.8945) loss_bbox_enc: 0.1942 (0.2173) loss_giou_enc: 0.4465 (0.4512) loss_class_dn: 0.3926 (0.3886) loss_bbox_dn: 0.2404 (0.2748) loss_giou_dn: 0.4550 (0.4509) loss_class_dn_0: 0.4844 (0.4803) loss_bbox_dn_0: 0.3426 (0.3773) loss_giou_dn_0: 0.5809 (0.5802) loss_class_dn_1: 0.4199 (0.4175) loss_bbox_dn_1: 0.2607 (0.2984) loss_giou_dn_1: 0.4738 (0.4810) loss_class_dn_2: 0.3959 (0.3967) loss_bbox_dn_2: 0.2475 (0.2787) loss_giou_dn_2: 0.4561 (0.4569) loss_class_dn_3: 0.3948 (0.3904) loss_bbox_dn_3: 0.2411 (0.2756) loss_giou_dn_3: 0.4539 (0.4521) loss_class_dn_4: 0.3940 (0.3885) loss_bbox_dn_4: 0.2404 (0.2748) loss_giou_dn_4: 0.4549 (0.4508) loss_class_hybrid: 0.7918 (0.7694) loss_bbox_hybrid: 0.1812 (0.1953) loss_giou_hybrid: 0.4239 (0.4242) loss_class_0_hybrid: 0.8827 (0.8390) loss_bbox_0_hybrid: 0.1860 (0.2041) loss_giou_0_hybrid: 0.4318 (0.4413) loss_class_1_hybrid: 0.8067 (0.7952) loss_bbox_1_hybrid: 0.1811 (0.1990) loss_giou_1_hybrid: 0.4254 (0.4312) loss_class_2_hybrid: 0.7808 (0.7815) loss_bbox_2_hybrid: 0.1810 (0.1957) loss_giou_2_hybrid: 0.4250 (0.4258) loss_class_3_hybrid: 0.7874 (0.7727) loss_bbox_3_hybrid: 0.1805 (0.1953) loss_giou_3_hybrid: 0.4235 (0.4246) loss_class_4_hybrid: 0.7845 (0.7694) loss_bbox_4_hybrid: 0.1786 (0.1954) loss_giou_4_hybrid: 0.4259 (0.4244) loss_class_enc_hybrid: 0.8292 (0.7996) loss_bbox_enc_hybrid: 0.2102 (0.2441) loss_giou_enc_hybrid: 0.4855 (0.5029) mem: 1027 max mem: 36965 [2024-01-15 12:25:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:26:28 det.util.engine] INFO: Epoch: [6] [8500/11727] eta: 0:57:49 lr: 0.000100 data_time: 0.0033 iter_time: 1.0454 loss: 28.4610 (27.0540) loss_class: 0.7742 (0.7666) loss_bbox: 0.1764 (0.1821) loss_giou: 0.3868 (0.3938) loss_class_0: 0.9856 (0.9546) loss_bbox_0: 0.1712 (0.1811) loss_giou_0: 0.3843 (0.3972) loss_class_1: 0.8475 (0.8277) loss_bbox_1: 0.1728 (0.1831) loss_giou_1: 0.3928 (0.3969) loss_class_2: 0.8464 (0.7949) loss_bbox_2: 0.1717 (0.1810) loss_giou_2: 0.3764 (0.3940) loss_class_3: 0.8067 (0.7758) loss_bbox_3: 0.1689 (0.1816) loss_giou_3: 0.3869 (0.3938) loss_class_4: 0.7880 (0.7680) loss_bbox_4: 0.1694 (0.1820) loss_giou_4: 0.3910 (0.3940) loss_class_enc: 0.9106 (0.8943) loss_bbox_enc: 0.2161 (0.2173) loss_giou_enc: 0.4541 (0.4511) loss_class_dn: 0.3962 (0.3886) loss_bbox_dn: 0.2604 (0.2749) loss_giou_dn: 0.4594 (0.4509) loss_class_dn_0: 0.4768 (0.4803) loss_bbox_dn_0: 0.3617 (0.3774) loss_giou_dn_0: 0.5922 (0.5801) loss_class_dn_1: 0.4177 (0.4175) loss_bbox_dn_1: 0.2786 (0.2985) loss_giou_dn_1: 0.4860 (0.4810) loss_class_dn_2: 0.3994 (0.3967) loss_bbox_dn_2: 0.2599 (0.2788) loss_giou_dn_2: 0.4643 (0.4569) loss_class_dn_3: 0.3909 (0.3904) loss_bbox_dn_3: 0.2587 (0.2757) loss_giou_dn_3: 0.4601 (0.4521) loss_class_dn_4: 0.3960 (0.3885) loss_bbox_dn_4: 0.2605 (0.2749) loss_giou_dn_4: 0.4594 (0.4507) loss_class_hybrid: 0.7883 (0.7693) loss_bbox_hybrid: 0.1881 (0.1953) loss_giou_hybrid: 0.4209 (0.4242) loss_class_0_hybrid: 0.8241 (0.8390) loss_bbox_0_hybrid: 0.1963 (0.2041) loss_giou_0_hybrid: 0.4318 (0.4412) loss_class_1_hybrid: 0.8091 (0.7951) loss_bbox_1_hybrid: 0.1903 (0.1990) loss_giou_1_hybrid: 0.4239 (0.4311) loss_class_2_hybrid: 0.8034 (0.7814) loss_bbox_2_hybrid: 0.1945 (0.1957) loss_giou_2_hybrid: 0.4209 (0.4257) loss_class_3_hybrid: 0.7838 (0.7727) loss_bbox_3_hybrid: 0.1884 (0.1953) loss_giou_3_hybrid: 0.4193 (0.4245) loss_class_4_hybrid: 0.7842 (0.7693) loss_bbox_4_hybrid: 0.1882 (0.1954) loss_giou_4_hybrid: 0.4200 (0.4244) loss_class_enc_hybrid: 0.8163 (0.7995) loss_bbox_enc_hybrid: 0.2440 (0.2441) loss_giou_enc_hybrid: 0.4979 (0.5028) mem: 1027 max mem: 36965 [2024-01-15 12:26:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:27:22 det.util.engine] INFO: Epoch: [6] [8550/11727] eta: 0:56:56 lr: 0.000100 data_time: 0.0031 iter_time: 1.0496 loss: 27.3336 (27.0538) loss_class: 0.7101 (0.7666) loss_bbox: 0.1844 (0.1821) loss_giou: 0.3832 (0.3939) loss_class_0: 0.9229 (0.9547) loss_bbox_0: 0.1835 (0.1811) loss_giou_0: 0.3938 (0.3972) loss_class_1: 0.7719 (0.8277) loss_bbox_1: 0.1884 (0.1831) loss_giou_1: 0.3870 (0.3970) loss_class_2: 0.7438 (0.7948) loss_bbox_2: 0.1867 (0.1810) loss_giou_2: 0.3825 (0.3940) loss_class_3: 0.7265 (0.7757) loss_bbox_3: 0.1853 (0.1816) loss_giou_3: 0.3834 (0.3939) loss_class_4: 0.7113 (0.7679) loss_bbox_4: 0.1840 (0.1820) loss_giou_4: 0.3849 (0.3940) loss_class_enc: 0.8813 (0.8944) loss_bbox_enc: 0.2327 (0.2173) loss_giou_enc: 0.4523 (0.4511) loss_class_dn: 0.3814 (0.3886) loss_bbox_dn: 0.2935 (0.2749) loss_giou_dn: 0.4712 (0.4509) loss_class_dn_0: 0.4735 (0.4803) loss_bbox_dn_0: 0.3423 (0.3773) loss_giou_dn_0: 0.5896 (0.5801) loss_class_dn_1: 0.4073 (0.4175) loss_bbox_dn_1: 0.3001 (0.2985) loss_giou_dn_1: 0.4960 (0.4810) loss_class_dn_2: 0.3887 (0.3967) loss_bbox_dn_2: 0.2905 (0.2788) loss_giou_dn_2: 0.4745 (0.4569) loss_class_dn_3: 0.3839 (0.3904) loss_bbox_dn_3: 0.2919 (0.2757) loss_giou_dn_3: 0.4755 (0.4521) loss_class_dn_4: 0.3825 (0.3885) loss_bbox_dn_4: 0.2937 (0.2749) loss_giou_dn_4: 0.4711 (0.4508) loss_class_hybrid: 0.7371 (0.7693) loss_bbox_hybrid: 0.1964 (0.1953) loss_giou_hybrid: 0.4210 (0.4242) loss_class_0_hybrid: 0.7935 (0.8390) loss_bbox_0_hybrid: 0.2053 (0.2041) loss_giou_0_hybrid: 0.4508 (0.4412) loss_class_1_hybrid: 0.7601 (0.7951) loss_bbox_1_hybrid: 0.1943 (0.1990) loss_giou_1_hybrid: 0.4351 (0.4311) loss_class_2_hybrid: 0.7722 (0.7814) loss_bbox_2_hybrid: 0.1926 (0.1956) loss_giou_2_hybrid: 0.4258 (0.4257) loss_class_3_hybrid: 0.7421 (0.7726) loss_bbox_3_hybrid: 0.1972 (0.1952) loss_giou_3_hybrid: 0.4210 (0.4245) loss_class_4_hybrid: 0.7412 (0.7693) loss_bbox_4_hybrid: 0.1962 (0.1954) loss_giou_4_hybrid: 0.4194 (0.4244) loss_class_enc_hybrid: 0.7784 (0.7995) loss_bbox_enc_hybrid: 0.2525 (0.2440) loss_giou_enc_hybrid: 0.5012 (0.5028) mem: 1029 max mem: 36965 [2024-01-15 12:27:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:28:18 det.util.engine] INFO: Epoch: [6] [8600/11727] eta: 0:56:03 lr: 0.000100 data_time: 0.0030 iter_time: 1.1316 loss: 27.4154 (27.0558) loss_class: 0.7465 (0.7666) loss_bbox: 0.1978 (0.1821) loss_giou: 0.4172 (0.3940) loss_class_0: 0.9406 (0.9547) loss_bbox_0: 0.2012 (0.1810) loss_giou_0: 0.4242 (0.3973) loss_class_1: 0.8230 (0.8277) loss_bbox_1: 0.1958 (0.1831) loss_giou_1: 0.4253 (0.3971) loss_class_2: 0.7794 (0.7948) loss_bbox_2: 0.1954 (0.1810) loss_giou_2: 0.4181 (0.3941) loss_class_3: 0.7605 (0.7757) loss_bbox_3: 0.1880 (0.1816) loss_giou_3: 0.4215 (0.3940) loss_class_4: 0.7519 (0.7679) loss_bbox_4: 0.1876 (0.1820) loss_giou_4: 0.4177 (0.3941) loss_class_enc: 0.8864 (0.8944) loss_bbox_enc: 0.2285 (0.2173) loss_giou_enc: 0.4697 (0.4512) loss_class_dn: 0.3864 (0.3886) loss_bbox_dn: 0.3171 (0.2750) loss_giou_dn: 0.4701 (0.4510) loss_class_dn_0: 0.4714 (0.4803) loss_bbox_dn_0: 0.3880 (0.3774) loss_giou_dn_0: 0.6012 (0.5803) loss_class_dn_1: 0.4146 (0.4175) loss_bbox_dn_1: 0.3393 (0.2985) loss_giou_dn_1: 0.5039 (0.4811) loss_class_dn_2: 0.3996 (0.3967) loss_bbox_dn_2: 0.3228 (0.2788) loss_giou_dn_2: 0.4801 (0.4570) loss_class_dn_3: 0.3905 (0.3904) loss_bbox_dn_3: 0.3165 (0.2757) loss_giou_dn_3: 0.4719 (0.4522) loss_class_dn_4: 0.3876 (0.3885) loss_bbox_dn_4: 0.3170 (0.2750) loss_giou_dn_4: 0.4701 (0.4509) loss_class_hybrid: 0.7575 (0.7693) loss_bbox_hybrid: 0.2029 (0.1953) loss_giou_hybrid: 0.4650 (0.4243) loss_class_0_hybrid: 0.8105 (0.8390) loss_bbox_0_hybrid: 0.2136 (0.2041) loss_giou_0_hybrid: 0.4684 (0.4413) loss_class_1_hybrid: 0.7803 (0.7951) loss_bbox_1_hybrid: 0.2058 (0.1990) loss_giou_1_hybrid: 0.4620 (0.4312) loss_class_2_hybrid: 0.7675 (0.7814) loss_bbox_2_hybrid: 0.1996 (0.1956) loss_giou_2_hybrid: 0.4640 (0.4258) loss_class_3_hybrid: 0.7538 (0.7726) loss_bbox_3_hybrid: 0.1988 (0.1953) loss_giou_3_hybrid: 0.4618 (0.4246) loss_class_4_hybrid: 0.7504 (0.7693) loss_bbox_4_hybrid: 0.2021 (0.1954) loss_giou_4_hybrid: 0.4651 (0.4244) loss_class_enc_hybrid: 0.7815 (0.7995) loss_bbox_enc_hybrid: 0.2557 (0.2441) loss_giou_enc_hybrid: 0.5262 (0.5029) mem: 1012 max mem: 36965 [2024-01-15 12:28:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:29:11 det.util.engine] INFO: Epoch: [6] [8650/11727] eta: 0:55:09 lr: 0.000100 data_time: 0.0035 iter_time: 1.0413 loss: 27.9023 (27.0591) loss_class: 0.7626 (0.7667) loss_bbox: 0.1860 (0.1821) loss_giou: 0.4050 (0.3940) loss_class_0: 0.9632 (0.9548) loss_bbox_0: 0.1759 (0.1810) loss_giou_0: 0.3949 (0.3974) loss_class_1: 0.8716 (0.8278) loss_bbox_1: 0.1752 (0.1831) loss_giou_1: 0.4052 (0.3971) loss_class_2: 0.8188 (0.7950) loss_bbox_2: 0.1773 (0.1810) loss_giou_2: 0.3990 (0.3942) loss_class_3: 0.7794 (0.7758) loss_bbox_3: 0.1836 (0.1816) loss_giou_3: 0.4046 (0.3941) loss_class_4: 0.7971 (0.7680) loss_bbox_4: 0.1809 (0.1820) loss_giou_4: 0.4051 (0.3942) loss_class_enc: 0.8718 (0.8944) loss_bbox_enc: 0.2081 (0.2173) loss_giou_enc: 0.4714 (0.4513) loss_class_dn: 0.3940 (0.3886) loss_bbox_dn: 0.2683 (0.2750) loss_giou_dn: 0.4493 (0.4510) loss_class_dn_0: 0.4715 (0.4803) loss_bbox_dn_0: 0.3529 (0.3774) loss_giou_dn_0: 0.5743 (0.5803) loss_class_dn_1: 0.4172 (0.4175) loss_bbox_dn_1: 0.2906 (0.2986) loss_giou_dn_1: 0.4832 (0.4812) loss_class_dn_2: 0.3989 (0.3967) loss_bbox_dn_2: 0.2725 (0.2789) loss_giou_dn_2: 0.4570 (0.4571) loss_class_dn_3: 0.3934 (0.3904) loss_bbox_dn_3: 0.2713 (0.2758) loss_giou_dn_3: 0.4510 (0.4523) loss_class_dn_4: 0.3911 (0.3885) loss_bbox_dn_4: 0.2682 (0.2750) loss_giou_dn_4: 0.4495 (0.4509) loss_class_hybrid: 0.7664 (0.7694) loss_bbox_hybrid: 0.1889 (0.1953) loss_giou_hybrid: 0.4607 (0.4243) loss_class_0_hybrid: 0.8341 (0.8390) loss_bbox_0_hybrid: 0.1901 (0.2041) loss_giou_0_hybrid: 0.4700 (0.4414) loss_class_1_hybrid: 0.8020 (0.7952) loss_bbox_1_hybrid: 0.1906 (0.1990) loss_giou_1_hybrid: 0.4668 (0.4313) loss_class_2_hybrid: 0.7784 (0.7815) loss_bbox_2_hybrid: 0.1866 (0.1956) loss_giou_2_hybrid: 0.4593 (0.4259) loss_class_3_hybrid: 0.7596 (0.7727) loss_bbox_3_hybrid: 0.1875 (0.1953) loss_giou_3_hybrid: 0.4590 (0.4247) loss_class_4_hybrid: 0.7714 (0.7694) loss_bbox_4_hybrid: 0.1931 (0.1954) loss_giou_4_hybrid: 0.4592 (0.4245) loss_class_enc_hybrid: 0.7890 (0.7995) loss_bbox_enc_hybrid: 0.2442 (0.2441) loss_giou_enc_hybrid: 0.5290 (0.5030) mem: 1016 max mem: 36965 [2024-01-15 12:29:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:30:06 det.util.engine] INFO: Epoch: [6] [8700/11727] eta: 0:54:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0943 loss: 26.9825 (27.0577) loss_class: 0.7143 (0.7667) loss_bbox: 0.1857 (0.1821) loss_giou: 0.4038 (0.3940) loss_class_0: 0.9339 (0.9549) loss_bbox_0: 0.1826 (0.1810) loss_giou_0: 0.3846 (0.3973) loss_class_1: 0.8156 (0.8279) loss_bbox_1: 0.1717 (0.1831) loss_giou_1: 0.3845 (0.3971) loss_class_2: 0.7485 (0.7950) loss_bbox_2: 0.1806 (0.1810) loss_giou_2: 0.3914 (0.3941) loss_class_3: 0.7384 (0.7758) loss_bbox_3: 0.1798 (0.1816) loss_giou_3: 0.3961 (0.3940) loss_class_4: 0.7131 (0.7680) loss_bbox_4: 0.1817 (0.1820) loss_giou_4: 0.3986 (0.3942) loss_class_enc: 0.8987 (0.8944) loss_bbox_enc: 0.2256 (0.2173) loss_giou_enc: 0.4518 (0.4512) loss_class_dn: 0.3809 (0.3886) loss_bbox_dn: 0.2406 (0.2750) loss_giou_dn: 0.4301 (0.4510) loss_class_dn_0: 0.4868 (0.4803) loss_bbox_dn_0: 0.3741 (0.3774) loss_giou_dn_0: 0.5687 (0.5802) loss_class_dn_1: 0.4115 (0.4175) loss_bbox_dn_1: 0.2767 (0.2986) loss_giou_dn_1: 0.4778 (0.4811) loss_class_dn_2: 0.3832 (0.3967) loss_bbox_dn_2: 0.2441 (0.2789) loss_giou_dn_2: 0.4446 (0.4570) loss_class_dn_3: 0.3786 (0.3904) loss_bbox_dn_3: 0.2396 (0.2758) loss_giou_dn_3: 0.4341 (0.4522) loss_class_dn_4: 0.3805 (0.3885) loss_bbox_dn_4: 0.2406 (0.2750) loss_giou_dn_4: 0.4297 (0.4508) loss_class_hybrid: 0.7365 (0.7694) loss_bbox_hybrid: 0.1998 (0.1953) loss_giou_hybrid: 0.4048 (0.4243) loss_class_0_hybrid: 0.8041 (0.8391) loss_bbox_0_hybrid: 0.2152 (0.2041) loss_giou_0_hybrid: 0.4257 (0.4413) loss_class_1_hybrid: 0.7629 (0.7952) loss_bbox_1_hybrid: 0.1993 (0.1990) loss_giou_1_hybrid: 0.4168 (0.4312) loss_class_2_hybrid: 0.7519 (0.7815) loss_bbox_2_hybrid: 0.1990 (0.1956) loss_giou_2_hybrid: 0.4092 (0.4258) loss_class_3_hybrid: 0.7410 (0.7727) loss_bbox_3_hybrid: 0.1994 (0.1953) loss_giou_3_hybrid: 0.4062 (0.4246) loss_class_4_hybrid: 0.7312 (0.7694) loss_bbox_4_hybrid: 0.1995 (0.1954) loss_giou_4_hybrid: 0.4061 (0.4245) loss_class_enc_hybrid: 0.7800 (0.7995) loss_bbox_enc_hybrid: 0.2527 (0.2441) loss_giou_enc_hybrid: 0.4967 (0.5029) mem: 1024 max mem: 36965 [2024-01-15 12:30:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:31:00 det.util.engine] INFO: Epoch: [6] [8750/11727] eta: 0:53:22 lr: 0.000100 data_time: 0.0033 iter_time: 1.0826 loss: 25.9144 (27.0558) loss_class: 0.7385 (0.7667) loss_bbox: 0.1625 (0.1821) loss_giou: 0.3883 (0.3939) loss_class_0: 0.9292 (0.9549) loss_bbox_0: 0.1661 (0.1810) loss_giou_0: 0.3842 (0.3972) loss_class_1: 0.7921 (0.8279) loss_bbox_1: 0.1690 (0.1830) loss_giou_1: 0.3881 (0.3970) loss_class_2: 0.7700 (0.7951) loss_bbox_2: 0.1649 (0.1810) loss_giou_2: 0.3869 (0.3940) loss_class_3: 0.7595 (0.7758) loss_bbox_3: 0.1618 (0.1816) loss_giou_3: 0.3857 (0.3939) loss_class_4: 0.7447 (0.7680) loss_bbox_4: 0.1631 (0.1820) loss_giou_4: 0.3897 (0.3941) loss_class_enc: 0.8534 (0.8944) loss_bbox_enc: 0.1988 (0.2173) loss_giou_enc: 0.4504 (0.4511) loss_class_dn: 0.3823 (0.3886) loss_bbox_dn: 0.2364 (0.2750) loss_giou_dn: 0.4261 (0.4509) loss_class_dn_0: 0.4785 (0.4803) loss_bbox_dn_0: 0.3309 (0.3774) loss_giou_dn_0: 0.5614 (0.5802) loss_class_dn_1: 0.4097 (0.4175) loss_bbox_dn_1: 0.2604 (0.2986) loss_giou_dn_1: 0.4596 (0.4810) loss_class_dn_2: 0.3889 (0.3967) loss_bbox_dn_2: 0.2396 (0.2788) loss_giou_dn_2: 0.4302 (0.4569) loss_class_dn_3: 0.3847 (0.3904) loss_bbox_dn_3: 0.2361 (0.2758) loss_giou_dn_3: 0.4269 (0.4521) loss_class_dn_4: 0.3808 (0.3885) loss_bbox_dn_4: 0.2365 (0.2750) loss_giou_dn_4: 0.4260 (0.4507) loss_class_hybrid: 0.7510 (0.7694) loss_bbox_hybrid: 0.1735 (0.1953) loss_giou_hybrid: 0.4038 (0.4241) loss_class_0_hybrid: 0.8156 (0.8391) loss_bbox_0_hybrid: 0.1817 (0.2041) loss_giou_0_hybrid: 0.4431 (0.4412) loss_class_1_hybrid: 0.7712 (0.7952) loss_bbox_1_hybrid: 0.1807 (0.1990) loss_giou_1_hybrid: 0.4093 (0.4311) loss_class_2_hybrid: 0.7459 (0.7815) loss_bbox_2_hybrid: 0.1622 (0.1956) loss_giou_2_hybrid: 0.4070 (0.4257) loss_class_3_hybrid: 0.7387 (0.7728) loss_bbox_3_hybrid: 0.1670 (0.1952) loss_giou_3_hybrid: 0.4047 (0.4245) loss_class_4_hybrid: 0.7441 (0.7694) loss_bbox_4_hybrid: 0.1714 (0.1954) loss_giou_4_hybrid: 0.4038 (0.4243) loss_class_enc_hybrid: 0.7906 (0.7996) loss_bbox_enc_hybrid: 0.2132 (0.2441) loss_giou_enc_hybrid: 0.4958 (0.5028) mem: 1019 max mem: 36965 [2024-01-15 12:31:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:31:55 det.util.engine] INFO: Epoch: [6] [8800/11727] eta: 0:52:28 lr: 0.000100 data_time: 0.0037 iter_time: 1.0894 loss: 27.5985 (27.0557) loss_class: 0.7753 (0.7667) loss_bbox: 0.1922 (0.1821) loss_giou: 0.4178 (0.3939) loss_class_0: 0.9374 (0.9548) loss_bbox_0: 0.1811 (0.1810) loss_giou_0: 0.4193 (0.3972) loss_class_1: 0.8482 (0.8279) loss_bbox_1: 0.1895 (0.1831) loss_giou_1: 0.4109 (0.3970) loss_class_2: 0.7782 (0.7950) loss_bbox_2: 0.1936 (0.1810) loss_giou_2: 0.4096 (0.3940) loss_class_3: 0.7797 (0.7759) loss_bbox_3: 0.1787 (0.1816) loss_giou_3: 0.4171 (0.3939) loss_class_4: 0.7659 (0.7680) loss_bbox_4: 0.1922 (0.1820) loss_giou_4: 0.4185 (0.3941) loss_class_enc: 0.8825 (0.8944) loss_bbox_enc: 0.2264 (0.2173) loss_giou_enc: 0.4697 (0.4511) loss_class_dn: 0.3805 (0.3886) loss_bbox_dn: 0.2379 (0.2749) loss_giou_dn: 0.4593 (0.4509) loss_class_dn_0: 0.4615 (0.4803) loss_bbox_dn_0: 0.3385 (0.3774) loss_giou_dn_0: 0.5846 (0.5802) loss_class_dn_1: 0.4060 (0.4174) loss_bbox_dn_1: 0.2625 (0.2985) loss_giou_dn_1: 0.4880 (0.4810) loss_class_dn_2: 0.3798 (0.3967) loss_bbox_dn_2: 0.2484 (0.2788) loss_giou_dn_2: 0.4636 (0.4569) loss_class_dn_3: 0.3778 (0.3904) loss_bbox_dn_3: 0.2400 (0.2757) loss_giou_dn_3: 0.4603 (0.4521) loss_class_dn_4: 0.3801 (0.3884) loss_bbox_dn_4: 0.2379 (0.2749) loss_giou_dn_4: 0.4593 (0.4508) loss_class_hybrid: 0.7793 (0.7695) loss_bbox_hybrid: 0.2102 (0.1953) loss_giou_hybrid: 0.4104 (0.4242) loss_class_0_hybrid: 0.8269 (0.8391) loss_bbox_0_hybrid: 0.2161 (0.2041) loss_giou_0_hybrid: 0.4381 (0.4412) loss_class_1_hybrid: 0.8084 (0.7952) loss_bbox_1_hybrid: 0.2134 (0.1990) loss_giou_1_hybrid: 0.4279 (0.4311) loss_class_2_hybrid: 0.7821 (0.7815) loss_bbox_2_hybrid: 0.2074 (0.1956) loss_giou_2_hybrid: 0.4193 (0.4257) loss_class_3_hybrid: 0.7815 (0.7728) loss_bbox_3_hybrid: 0.2121 (0.1952) loss_giou_3_hybrid: 0.4152 (0.4245) loss_class_4_hybrid: 0.7744 (0.7694) loss_bbox_4_hybrid: 0.2115 (0.1954) loss_giou_4_hybrid: 0.4141 (0.4244) loss_class_enc_hybrid: 0.7747 (0.7995) loss_bbox_enc_hybrid: 0.2643 (0.2441) loss_giou_enc_hybrid: 0.4996 (0.5028) mem: 1025 max mem: 36965 [2024-01-15 12:31:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:32:49 det.util.engine] INFO: Epoch: [6] [8850/11727] eta: 0:51:34 lr: 0.000100 data_time: 0.0033 iter_time: 1.0664 loss: 26.3585 (27.0536) loss_class: 0.7470 (0.7667) loss_bbox: 0.1650 (0.1820) loss_giou: 0.3847 (0.3940) loss_class_0: 0.9259 (0.9548) loss_bbox_0: 0.1729 (0.1810) loss_giou_0: 0.3922 (0.3972) loss_class_1: 0.8281 (0.8279) loss_bbox_1: 0.1563 (0.1830) loss_giou_1: 0.3826 (0.3970) loss_class_2: 0.8098 (0.7950) loss_bbox_2: 0.1575 (0.1809) loss_giou_2: 0.3791 (0.3941) loss_class_3: 0.7693 (0.7758) loss_bbox_3: 0.1521 (0.1816) loss_giou_3: 0.3788 (0.3940) loss_class_4: 0.7606 (0.7680) loss_bbox_4: 0.1601 (0.1820) loss_giou_4: 0.3847 (0.3941) loss_class_enc: 0.8907 (0.8943) loss_bbox_enc: 0.2055 (0.2173) loss_giou_enc: 0.4478 (0.4512) loss_class_dn: 0.3767 (0.3886) loss_bbox_dn: 0.2409 (0.2747) loss_giou_dn: 0.4361 (0.4508) loss_class_dn_0: 0.4832 (0.4803) loss_bbox_dn_0: 0.3461 (0.3772) loss_giou_dn_0: 0.5537 (0.5801) loss_class_dn_1: 0.4136 (0.4174) loss_bbox_dn_1: 0.2616 (0.2983) loss_giou_dn_1: 0.4622 (0.4810) loss_class_dn_2: 0.3890 (0.3966) loss_bbox_dn_2: 0.2430 (0.2786) loss_giou_dn_2: 0.4417 (0.4569) loss_class_dn_3: 0.3811 (0.3903) loss_bbox_dn_3: 0.2393 (0.2755) loss_giou_dn_3: 0.4352 (0.4521) loss_class_dn_4: 0.3805 (0.3884) loss_bbox_dn_4: 0.2409 (0.2747) loss_giou_dn_4: 0.4361 (0.4507) loss_class_hybrid: 0.7661 (0.7695) loss_bbox_hybrid: 0.1633 (0.1953) loss_giou_hybrid: 0.4019 (0.4242) loss_class_0_hybrid: 0.8468 (0.8391) loss_bbox_0_hybrid: 0.1716 (0.2041) loss_giou_0_hybrid: 0.4291 (0.4412) loss_class_1_hybrid: 0.7988 (0.7952) loss_bbox_1_hybrid: 0.1683 (0.1989) loss_giou_1_hybrid: 0.4193 (0.4311) loss_class_2_hybrid: 0.7706 (0.7815) loss_bbox_2_hybrid: 0.1646 (0.1956) loss_giou_2_hybrid: 0.4074 (0.4257) loss_class_3_hybrid: 0.7620 (0.7728) loss_bbox_3_hybrid: 0.1643 (0.1952) loss_giou_3_hybrid: 0.4023 (0.4245) loss_class_4_hybrid: 0.7651 (0.7695) loss_bbox_4_hybrid: 0.1640 (0.1953) loss_giou_4_hybrid: 0.4051 (0.4244) loss_class_enc_hybrid: 0.7857 (0.7995) loss_bbox_enc_hybrid: 0.2318 (0.2440) loss_giou_enc_hybrid: 0.4936 (0.5029) mem: 1023 max mem: 36965 [2024-01-15 12:32:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:33:42 det.util.engine] INFO: Epoch: [6] [8900/11727] eta: 0:50:40 lr: 0.000100 data_time: 0.0032 iter_time: 1.0324 loss: 26.7574 (27.0530) loss_class: 0.7535 (0.7667) loss_bbox: 0.1860 (0.1821) loss_giou: 0.3453 (0.3939) loss_class_0: 0.9588 (0.9548) loss_bbox_0: 0.1793 (0.1810) loss_giou_0: 0.3393 (0.3971) loss_class_1: 0.8099 (0.8279) loss_bbox_1: 0.1777 (0.1830) loss_giou_1: 0.3345 (0.3969) loss_class_2: 0.7816 (0.7951) loss_bbox_2: 0.1801 (0.1810) loss_giou_2: 0.3317 (0.3939) loss_class_3: 0.7526 (0.7758) loss_bbox_3: 0.1786 (0.1816) loss_giou_3: 0.3534 (0.3938) loss_class_4: 0.7632 (0.7681) loss_bbox_4: 0.1850 (0.1820) loss_giou_4: 0.3452 (0.3940) loss_class_enc: 0.9115 (0.8943) loss_bbox_enc: 0.2415 (0.2173) loss_giou_enc: 0.3994 (0.4511) loss_class_dn: 0.3799 (0.3885) loss_bbox_dn: 0.2927 (0.2749) loss_giou_dn: 0.4030 (0.4507) loss_class_dn_0: 0.4859 (0.4803) loss_bbox_dn_0: 0.4240 (0.3773) loss_giou_dn_0: 0.5537 (0.5801) loss_class_dn_1: 0.4134 (0.4174) loss_bbox_dn_1: 0.3436 (0.2985) loss_giou_dn_1: 0.4471 (0.4809) loss_class_dn_2: 0.3922 (0.3966) loss_bbox_dn_2: 0.3004 (0.2787) loss_giou_dn_2: 0.4123 (0.4568) loss_class_dn_3: 0.3822 (0.3903) loss_bbox_dn_3: 0.2957 (0.2756) loss_giou_dn_3: 0.4053 (0.4520) loss_class_dn_4: 0.3778 (0.3884) loss_bbox_dn_4: 0.2927 (0.2748) loss_giou_dn_4: 0.4030 (0.4506) loss_class_hybrid: 0.7792 (0.7696) loss_bbox_hybrid: 0.1899 (0.1953) loss_giou_hybrid: 0.3559 (0.4240) loss_class_0_hybrid: 0.8593 (0.8392) loss_bbox_0_hybrid: 0.2119 (0.2041) loss_giou_0_hybrid: 0.3658 (0.4411) loss_class_1_hybrid: 0.8133 (0.7953) loss_bbox_1_hybrid: 0.1893 (0.1989) loss_giou_1_hybrid: 0.3585 (0.4309) loss_class_2_hybrid: 0.7958 (0.7816) loss_bbox_2_hybrid: 0.1854 (0.1956) loss_giou_2_hybrid: 0.3559 (0.4256) loss_class_3_hybrid: 0.7843 (0.7729) loss_bbox_3_hybrid: 0.1865 (0.1952) loss_giou_3_hybrid: 0.3585 (0.4244) loss_class_4_hybrid: 0.7826 (0.7696) loss_bbox_4_hybrid: 0.1949 (0.1953) loss_giou_4_hybrid: 0.3583 (0.4242) loss_class_enc_hybrid: 0.8068 (0.7996) loss_bbox_enc_hybrid: 0.2709 (0.2441) loss_giou_enc_hybrid: 0.4319 (0.5027) mem: 1030 max mem: 36965 [2024-01-15 12:33:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:34:34 det.util.engine] INFO: Epoch: [6] [8950/11727] eta: 0:49:46 lr: 0.000100 data_time: 0.0034 iter_time: 1.1038 loss: 26.4141 (27.0528) loss_class: 0.7245 (0.7667) loss_bbox: 0.1635 (0.1821) loss_giou: 0.3968 (0.3939) loss_class_0: 0.9230 (0.9548) loss_bbox_0: 0.1671 (0.1810) loss_giou_0: 0.3984 (0.3971) loss_class_1: 0.7826 (0.8279) loss_bbox_1: 0.1647 (0.1830) loss_giou_1: 0.4126 (0.3969) loss_class_2: 0.7671 (0.7951) loss_bbox_2: 0.1639 (0.1810) loss_giou_2: 0.4107 (0.3939) loss_class_3: 0.7327 (0.7758) loss_bbox_3: 0.1660 (0.1816) loss_giou_3: 0.4100 (0.3939) loss_class_4: 0.7347 (0.7681) loss_bbox_4: 0.1622 (0.1820) loss_giou_4: 0.3994 (0.3940) loss_class_enc: 0.8207 (0.8942) loss_bbox_enc: 0.2021 (0.2174) loss_giou_enc: 0.4505 (0.4511) loss_class_dn: 0.3814 (0.3885) loss_bbox_dn: 0.2193 (0.2748) loss_giou_dn: 0.4517 (0.4508) loss_class_dn_0: 0.4775 (0.4803) loss_bbox_dn_0: 0.3143 (0.3773) loss_giou_dn_0: 0.5786 (0.5801) loss_class_dn_1: 0.4162 (0.4174) loss_bbox_dn_1: 0.2407 (0.2984) loss_giou_dn_1: 0.4752 (0.4809) loss_class_dn_2: 0.3854 (0.3966) loss_bbox_dn_2: 0.2261 (0.2787) loss_giou_dn_2: 0.4592 (0.4568) loss_class_dn_3: 0.3824 (0.3903) loss_bbox_dn_3: 0.2204 (0.2756) loss_giou_dn_3: 0.4531 (0.4520) loss_class_dn_4: 0.3789 (0.3884) loss_bbox_dn_4: 0.2193 (0.2748) loss_giou_dn_4: 0.4513 (0.4506) loss_class_hybrid: 0.7240 (0.7695) loss_bbox_hybrid: 0.1754 (0.1953) loss_giou_hybrid: 0.4316 (0.4240) loss_class_0_hybrid: 0.7996 (0.8392) loss_bbox_0_hybrid: 0.1806 (0.2041) loss_giou_0_hybrid: 0.4425 (0.4411) loss_class_1_hybrid: 0.7481 (0.7953) loss_bbox_1_hybrid: 0.1796 (0.1989) loss_giou_1_hybrid: 0.4434 (0.4310) loss_class_2_hybrid: 0.7378 (0.7816) loss_bbox_2_hybrid: 0.1767 (0.1956) loss_giou_2_hybrid: 0.4291 (0.4256) loss_class_3_hybrid: 0.7198 (0.7729) loss_bbox_3_hybrid: 0.1753 (0.1952) loss_giou_3_hybrid: 0.4338 (0.4244) loss_class_4_hybrid: 0.7238 (0.7695) loss_bbox_4_hybrid: 0.1749 (0.1953) loss_giou_4_hybrid: 0.4310 (0.4242) loss_class_enc_hybrid: 0.7630 (0.7996) loss_bbox_enc_hybrid: 0.2229 (0.2441) loss_giou_enc_hybrid: 0.4963 (0.5028) mem: 1032 max mem: 36965 [2024-01-15 12:34:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:35:29 det.util.engine] INFO: Epoch: [6] [9000/11727] eta: 0:48:53 lr: 0.000100 data_time: 0.0034 iter_time: 1.0966 loss: 28.1193 (27.0521) loss_class: 0.7972 (0.7667) loss_bbox: 0.1678 (0.1821) loss_giou: 0.4040 (0.3939) loss_class_0: 0.9741 (0.9547) loss_bbox_0: 0.1623 (0.1810) loss_giou_0: 0.4178 (0.3972) loss_class_1: 0.8461 (0.8278) loss_bbox_1: 0.1658 (0.1830) loss_giou_1: 0.4092 (0.3969) loss_class_2: 0.8135 (0.7950) loss_bbox_2: 0.1670 (0.1809) loss_giou_2: 0.4041 (0.3940) loss_class_3: 0.8024 (0.7758) loss_bbox_3: 0.1654 (0.1816) loss_giou_3: 0.3967 (0.3939) loss_class_4: 0.7911 (0.7680) loss_bbox_4: 0.1672 (0.1820) loss_giou_4: 0.4040 (0.3941) loss_class_enc: 0.9436 (0.8942) loss_bbox_enc: 0.1988 (0.2173) loss_giou_enc: 0.4472 (0.4511) loss_class_dn: 0.3891 (0.3885) loss_bbox_dn: 0.2452 (0.2747) loss_giou_dn: 0.4485 (0.4508) loss_class_dn_0: 0.4748 (0.4803) loss_bbox_dn_0: 0.3600 (0.3772) loss_giou_dn_0: 0.5888 (0.5801) loss_class_dn_1: 0.4279 (0.4174) loss_bbox_dn_1: 0.2665 (0.2983) loss_giou_dn_1: 0.4868 (0.4809) loss_class_dn_2: 0.4037 (0.3966) loss_bbox_dn_2: 0.2457 (0.2786) loss_giou_dn_2: 0.4558 (0.4568) loss_class_dn_3: 0.3939 (0.3903) loss_bbox_dn_3: 0.2453 (0.2755) loss_giou_dn_3: 0.4510 (0.4520) loss_class_dn_4: 0.3896 (0.3884) loss_bbox_dn_4: 0.2451 (0.2747) loss_giou_dn_4: 0.4482 (0.4506) loss_class_hybrid: 0.7649 (0.7695) loss_bbox_hybrid: 0.1896 (0.1953) loss_giou_hybrid: 0.4341 (0.4241) loss_class_0_hybrid: 0.8348 (0.8391) loss_bbox_0_hybrid: 0.1983 (0.2041) loss_giou_0_hybrid: 0.4587 (0.4411) loss_class_1_hybrid: 0.8018 (0.7953) loss_bbox_1_hybrid: 0.1945 (0.1989) loss_giou_1_hybrid: 0.4490 (0.4310) loss_class_2_hybrid: 0.7769 (0.7816) loss_bbox_2_hybrid: 0.1891 (0.1956) loss_giou_2_hybrid: 0.4369 (0.4256) loss_class_3_hybrid: 0.7776 (0.7729) loss_bbox_3_hybrid: 0.1899 (0.1952) loss_giou_3_hybrid: 0.4373 (0.4244) loss_class_4_hybrid: 0.7721 (0.7695) loss_bbox_4_hybrid: 0.1874 (0.1953) loss_giou_4_hybrid: 0.4356 (0.4243) loss_class_enc_hybrid: 0.8086 (0.7995) loss_bbox_enc_hybrid: 0.2368 (0.2441) loss_giou_enc_hybrid: 0.5267 (0.5028) mem: 1019 max mem: 36965 [2024-01-15 12:35:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:36:23 det.util.engine] INFO: Epoch: [6] [9050/11727] eta: 0:47:59 lr: 0.000100 data_time: 0.0031 iter_time: 1.0605 loss: 25.9291 (27.0495) loss_class: 0.7655 (0.7667) loss_bbox: 0.1699 (0.1820) loss_giou: 0.3747 (0.3938) loss_class_0: 0.9192 (0.9547) loss_bbox_0: 0.1705 (0.1810) loss_giou_0: 0.3948 (0.3971) loss_class_1: 0.7801 (0.8278) loss_bbox_1: 0.1635 (0.1830) loss_giou_1: 0.3919 (0.3968) loss_class_2: 0.7614 (0.7950) loss_bbox_2: 0.1639 (0.1809) loss_giou_2: 0.3761 (0.3939) loss_class_3: 0.7404 (0.7758) loss_bbox_3: 0.1669 (0.1816) loss_giou_3: 0.3735 (0.3938) loss_class_4: 0.7597 (0.7680) loss_bbox_4: 0.1700 (0.1820) loss_giou_4: 0.3747 (0.3940) loss_class_enc: 0.8556 (0.8941) loss_bbox_enc: 0.2015 (0.2173) loss_giou_enc: 0.4487 (0.4510) loss_class_dn: 0.3846 (0.3885) loss_bbox_dn: 0.2372 (0.2747) loss_giou_dn: 0.4383 (0.4507) loss_class_dn_0: 0.4793 (0.4802) loss_bbox_dn_0: 0.3216 (0.3772) loss_giou_dn_0: 0.5491 (0.5800) loss_class_dn_1: 0.4145 (0.4173) loss_bbox_dn_1: 0.2563 (0.2983) loss_giou_dn_1: 0.4654 (0.4808) loss_class_dn_2: 0.3883 (0.3965) loss_bbox_dn_2: 0.2412 (0.2786) loss_giou_dn_2: 0.4488 (0.4567) loss_class_dn_3: 0.3838 (0.3903) loss_bbox_dn_3: 0.2384 (0.2755) loss_giou_dn_3: 0.4406 (0.4519) loss_class_dn_4: 0.3838 (0.3883) loss_bbox_dn_4: 0.2372 (0.2747) loss_giou_dn_4: 0.4385 (0.4506) loss_class_hybrid: 0.7566 (0.7695) loss_bbox_hybrid: 0.1788 (0.1952) loss_giou_hybrid: 0.4206 (0.4240) loss_class_0_hybrid: 0.8291 (0.8391) loss_bbox_0_hybrid: 0.1877 (0.2041) loss_giou_0_hybrid: 0.4373 (0.4410) loss_class_1_hybrid: 0.7709 (0.7952) loss_bbox_1_hybrid: 0.1834 (0.1989) loss_giou_1_hybrid: 0.4288 (0.4309) loss_class_2_hybrid: 0.7695 (0.7816) loss_bbox_2_hybrid: 0.1773 (0.1955) loss_giou_2_hybrid: 0.4240 (0.4255) loss_class_3_hybrid: 0.7612 (0.7728) loss_bbox_3_hybrid: 0.1791 (0.1951) loss_giou_3_hybrid: 0.4187 (0.4243) loss_class_4_hybrid: 0.7608 (0.7695) loss_bbox_4_hybrid: 0.1817 (0.1953) loss_giou_4_hybrid: 0.4225 (0.4242) loss_class_enc_hybrid: 0.8002 (0.7995) loss_bbox_enc_hybrid: 0.2233 (0.2441) loss_giou_enc_hybrid: 0.4845 (0.5027) mem: 1031 max mem: 36965 [2024-01-15 12:36:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:37:17 det.util.engine] INFO: Epoch: [6] [9100/11727] eta: 0:47:05 lr: 0.000100 data_time: 0.0035 iter_time: 1.0709 loss: 26.8674 (27.0477) loss_class: 0.7984 (0.7668) loss_bbox: 0.1841 (0.1820) loss_giou: 0.3441 (0.3938) loss_class_0: 0.9675 (0.9546) loss_bbox_0: 0.1843 (0.1810) loss_giou_0: 0.3426 (0.3971) loss_class_1: 0.8662 (0.8277) loss_bbox_1: 0.1892 (0.1830) loss_giou_1: 0.3410 (0.3968) loss_class_2: 0.8141 (0.7950) loss_bbox_2: 0.1852 (0.1809) loss_giou_2: 0.3494 (0.3939) loss_class_3: 0.8021 (0.7758) loss_bbox_3: 0.1881 (0.1815) loss_giou_3: 0.3461 (0.3938) loss_class_4: 0.7847 (0.7681) loss_bbox_4: 0.1833 (0.1819) loss_giou_4: 0.3438 (0.3939) loss_class_enc: 0.9100 (0.8941) loss_bbox_enc: 0.2238 (0.2173) loss_giou_enc: 0.3963 (0.4510) loss_class_dn: 0.3883 (0.3885) loss_bbox_dn: 0.2740 (0.2747) loss_giou_dn: 0.4098 (0.4506) loss_class_dn_0: 0.4742 (0.4802) loss_bbox_dn_0: 0.3671 (0.3772) loss_giou_dn_0: 0.5442 (0.5799) loss_class_dn_1: 0.4127 (0.4173) loss_bbox_dn_1: 0.2972 (0.2983) loss_giou_dn_1: 0.4473 (0.4808) loss_class_dn_2: 0.3983 (0.3965) loss_bbox_dn_2: 0.2766 (0.2786) loss_giou_dn_2: 0.4169 (0.4567) loss_class_dn_3: 0.3934 (0.3902) loss_bbox_dn_3: 0.2745 (0.2755) loss_giou_dn_3: 0.4127 (0.4519) loss_class_dn_4: 0.3893 (0.3883) loss_bbox_dn_4: 0.2741 (0.2747) loss_giou_dn_4: 0.4098 (0.4505) loss_class_hybrid: 0.8023 (0.7695) loss_bbox_hybrid: 0.1930 (0.1952) loss_giou_hybrid: 0.3424 (0.4239) loss_class_0_hybrid: 0.8790 (0.8391) loss_bbox_0_hybrid: 0.2022 (0.2040) loss_giou_0_hybrid: 0.3633 (0.4410) loss_class_1_hybrid: 0.8213 (0.7952) loss_bbox_1_hybrid: 0.1993 (0.1989) loss_giou_1_hybrid: 0.3535 (0.4309) loss_class_2_hybrid: 0.7968 (0.7816) loss_bbox_2_hybrid: 0.1937 (0.1955) loss_giou_2_hybrid: 0.3493 (0.4254) loss_class_3_hybrid: 0.8029 (0.7729) loss_bbox_3_hybrid: 0.1918 (0.1951) loss_giou_3_hybrid: 0.3454 (0.4242) loss_class_4_hybrid: 0.8030 (0.7695) loss_bbox_4_hybrid: 0.1903 (0.1953) loss_giou_4_hybrid: 0.3449 (0.4241) loss_class_enc_hybrid: 0.8260 (0.7995) loss_bbox_enc_hybrid: 0.2481 (0.2441) loss_giou_enc_hybrid: 0.4299 (0.5026) mem: 1021 max mem: 36965 [2024-01-15 12:37:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:38:10 det.util.engine] INFO: Epoch: [6] [9150/11727] eta: 0:46:11 lr: 0.000100 data_time: 0.0029 iter_time: 1.0379 loss: 25.1865 (27.0447) loss_class: 0.7589 (0.7668) loss_bbox: 0.1482 (0.1820) loss_giou: 0.3489 (0.3937) loss_class_0: 0.9212 (0.9545) loss_bbox_0: 0.1577 (0.1809) loss_giou_0: 0.3580 (0.3970) loss_class_1: 0.8276 (0.8277) loss_bbox_1: 0.1523 (0.1829) loss_giou_1: 0.3553 (0.3967) loss_class_2: 0.7921 (0.7950) loss_bbox_2: 0.1503 (0.1809) loss_giou_2: 0.3471 (0.3938) loss_class_3: 0.7697 (0.7758) loss_bbox_3: 0.1477 (0.1815) loss_giou_3: 0.3459 (0.3937) loss_class_4: 0.7526 (0.7681) loss_bbox_4: 0.1478 (0.1819) loss_giou_4: 0.3525 (0.3939) loss_class_enc: 0.8566 (0.8940) loss_bbox_enc: 0.1992 (0.2173) loss_giou_enc: 0.4036 (0.4510) loss_class_dn: 0.3788 (0.3884) loss_bbox_dn: 0.2337 (0.2746) loss_giou_dn: 0.3999 (0.4505) loss_class_dn_0: 0.4763 (0.4802) loss_bbox_dn_0: 0.3630 (0.3771) loss_giou_dn_0: 0.5327 (0.5799) loss_class_dn_1: 0.4033 (0.4173) loss_bbox_dn_1: 0.2683 (0.2982) loss_giou_dn_1: 0.4445 (0.4807) loss_class_dn_2: 0.3826 (0.3965) loss_bbox_dn_2: 0.2384 (0.2785) loss_giou_dn_2: 0.4101 (0.4566) loss_class_dn_3: 0.3793 (0.3902) loss_bbox_dn_3: 0.2348 (0.2754) loss_giou_dn_3: 0.4006 (0.4518) loss_class_dn_4: 0.3778 (0.3883) loss_bbox_dn_4: 0.2337 (0.2746) loss_giou_dn_4: 0.4003 (0.4504) loss_class_hybrid: 0.7452 (0.7695) loss_bbox_hybrid: 0.1631 (0.1952) loss_giou_hybrid: 0.3784 (0.4239) loss_class_0_hybrid: 0.8016 (0.8391) loss_bbox_0_hybrid: 0.1729 (0.2040) loss_giou_0_hybrid: 0.3872 (0.4409) loss_class_1_hybrid: 0.7744 (0.7951) loss_bbox_1_hybrid: 0.1666 (0.1988) loss_giou_1_hybrid: 0.3805 (0.4308) loss_class_2_hybrid: 0.7668 (0.7815) loss_bbox_2_hybrid: 0.1616 (0.1955) loss_giou_2_hybrid: 0.3786 (0.4254) loss_class_3_hybrid: 0.7397 (0.7728) loss_bbox_3_hybrid: 0.1630 (0.1951) loss_giou_3_hybrid: 0.3775 (0.4242) loss_class_4_hybrid: 0.7319 (0.7695) loss_bbox_4_hybrid: 0.1618 (0.1952) loss_giou_4_hybrid: 0.3782 (0.4241) loss_class_enc_hybrid: 0.7781 (0.7994) loss_bbox_enc_hybrid: 0.2175 (0.2440) loss_giou_enc_hybrid: 0.4432 (0.5026) mem: 1020 max mem: 36965 [2024-01-15 12:38:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:39:05 det.util.engine] INFO: Epoch: [6] [9200/11727] eta: 0:45:18 lr: 0.000100 data_time: 0.0032 iter_time: 1.1068 loss: 27.0169 (27.0411) loss_class: 0.8079 (0.7668) loss_bbox: 0.1549 (0.1819) loss_giou: 0.3493 (0.3936) loss_class_0: 0.9661 (0.9546) loss_bbox_0: 0.1577 (0.1808) loss_giou_0: 0.3628 (0.3969) loss_class_1: 0.8368 (0.8278) loss_bbox_1: 0.1504 (0.1828) loss_giou_1: 0.3722 (0.3966) loss_class_2: 0.8209 (0.7950) loss_bbox_2: 0.1498 (0.1808) loss_giou_2: 0.3706 (0.3937) loss_class_3: 0.7882 (0.7758) loss_bbox_3: 0.1531 (0.1814) loss_giou_3: 0.3527 (0.3936) loss_class_4: 0.7958 (0.7682) loss_bbox_4: 0.1544 (0.1818) loss_giou_4: 0.3492 (0.3938) loss_class_enc: 0.8792 (0.8940) loss_bbox_enc: 0.1997 (0.2172) loss_giou_enc: 0.4118 (0.4509) loss_class_dn: 0.3900 (0.3884) loss_bbox_dn: 0.2270 (0.2745) loss_giou_dn: 0.4056 (0.4504) loss_class_dn_0: 0.4777 (0.4802) loss_bbox_dn_0: 0.3677 (0.3770) loss_giou_dn_0: 0.5604 (0.5797) loss_class_dn_1: 0.4172 (0.4173) loss_bbox_dn_1: 0.2495 (0.2981) loss_giou_dn_1: 0.4456 (0.4805) loss_class_dn_2: 0.3965 (0.3965) loss_bbox_dn_2: 0.2328 (0.2784) loss_giou_dn_2: 0.4116 (0.4564) loss_class_dn_3: 0.3926 (0.3902) loss_bbox_dn_3: 0.2290 (0.2753) loss_giou_dn_3: 0.4071 (0.4516) loss_class_dn_4: 0.3934 (0.3883) loss_bbox_dn_4: 0.2270 (0.2745) loss_giou_dn_4: 0.4056 (0.4503) loss_class_hybrid: 0.7814 (0.7695) loss_bbox_hybrid: 0.1775 (0.1951) loss_giou_hybrid: 0.3732 (0.4238) loss_class_0_hybrid: 0.8363 (0.8391) loss_bbox_0_hybrid: 0.1916 (0.2039) loss_giou_0_hybrid: 0.3826 (0.4408) loss_class_1_hybrid: 0.8206 (0.7952) loss_bbox_1_hybrid: 0.1819 (0.1988) loss_giou_1_hybrid: 0.3889 (0.4307) loss_class_2_hybrid: 0.7919 (0.7816) loss_bbox_2_hybrid: 0.1787 (0.1954) loss_giou_2_hybrid: 0.3754 (0.4253) loss_class_3_hybrid: 0.7872 (0.7729) loss_bbox_3_hybrid: 0.1772 (0.1950) loss_giou_3_hybrid: 0.3757 (0.4241) loss_class_4_hybrid: 0.7750 (0.7695) loss_bbox_4_hybrid: 0.1776 (0.1952) loss_giou_4_hybrid: 0.3716 (0.4240) loss_class_enc_hybrid: 0.7839 (0.7995) loss_bbox_enc_hybrid: 0.2448 (0.2439) loss_giou_enc_hybrid: 0.4601 (0.5025) mem: 1024 max mem: 36965 [2024-01-15 12:39:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:39:58 det.util.engine] INFO: Epoch: [6] [9250/11727] eta: 0:44:24 lr: 0.000100 data_time: 0.0033 iter_time: 1.0430 loss: 26.6299 (27.0419) loss_class: 0.7407 (0.7669) loss_bbox: 0.1792 (0.1819) loss_giou: 0.4001 (0.3936) loss_class_0: 0.8806 (0.9545) loss_bbox_0: 0.1683 (0.1809) loss_giou_0: 0.4200 (0.3969) loss_class_1: 0.7863 (0.8277) loss_bbox_1: 0.1798 (0.1828) loss_giou_1: 0.4033 (0.3967) loss_class_2: 0.7465 (0.7950) loss_bbox_2: 0.1819 (0.1808) loss_giou_2: 0.3952 (0.3937) loss_class_3: 0.7532 (0.7758) loss_bbox_3: 0.1810 (0.1814) loss_giou_3: 0.4018 (0.3936) loss_class_4: 0.7480 (0.7682) loss_bbox_4: 0.1809 (0.1818) loss_giou_4: 0.3908 (0.3938) loss_class_enc: 0.8666 (0.8940) loss_bbox_enc: 0.1939 (0.2172) loss_giou_enc: 0.4729 (0.4509) loss_class_dn: 0.3869 (0.3884) loss_bbox_dn: 0.2481 (0.2745) loss_giou_dn: 0.4558 (0.4504) loss_class_dn_0: 0.4759 (0.4802) loss_bbox_dn_0: 0.3495 (0.3770) loss_giou_dn_0: 0.5692 (0.5797) loss_class_dn_1: 0.4067 (0.4172) loss_bbox_dn_1: 0.2721 (0.2981) loss_giou_dn_1: 0.4791 (0.4806) loss_class_dn_2: 0.3943 (0.3964) loss_bbox_dn_2: 0.2536 (0.2784) loss_giou_dn_2: 0.4603 (0.4565) loss_class_dn_3: 0.3923 (0.3902) loss_bbox_dn_3: 0.2478 (0.2753) loss_giou_dn_3: 0.4573 (0.4517) loss_class_dn_4: 0.3890 (0.3882) loss_bbox_dn_4: 0.2481 (0.2745) loss_giou_dn_4: 0.4556 (0.4503) loss_class_hybrid: 0.7385 (0.7695) loss_bbox_hybrid: 0.1829 (0.1951) loss_giou_hybrid: 0.4025 (0.4238) loss_class_0_hybrid: 0.8059 (0.8391) loss_bbox_0_hybrid: 0.1867 (0.2039) loss_giou_0_hybrid: 0.4261 (0.4408) loss_class_1_hybrid: 0.7648 (0.7951) loss_bbox_1_hybrid: 0.1807 (0.1988) loss_giou_1_hybrid: 0.4170 (0.4308) loss_class_2_hybrid: 0.7538 (0.7816) loss_bbox_2_hybrid: 0.1848 (0.1955) loss_giou_2_hybrid: 0.4048 (0.4253) loss_class_3_hybrid: 0.7450 (0.7729) loss_bbox_3_hybrid: 0.1888 (0.1950) loss_giou_3_hybrid: 0.4035 (0.4241) loss_class_4_hybrid: 0.7455 (0.7696) loss_bbox_4_hybrid: 0.1819 (0.1952) loss_giou_4_hybrid: 0.4061 (0.4240) loss_class_enc_hybrid: 0.7539 (0.7995) loss_bbox_enc_hybrid: 0.2217 (0.2440) loss_giou_enc_hybrid: 0.4769 (0.5025) mem: 1035 max mem: 36965 [2024-01-15 12:39:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:40:53 det.util.engine] INFO: Epoch: [6] [9300/11727] eta: 0:43:30 lr: 0.000100 data_time: 0.0031 iter_time: 1.0879 loss: 27.1632 (27.0389) loss_class: 0.7642 (0.7667) loss_bbox: 0.1830 (0.1819) loss_giou: 0.3896 (0.3936) loss_class_0: 0.9100 (0.9543) loss_bbox_0: 0.1880 (0.1808) loss_giou_0: 0.4088 (0.3970) loss_class_1: 0.8189 (0.8275) loss_bbox_1: 0.1906 (0.1828) loss_giou_1: 0.3854 (0.3967) loss_class_2: 0.7755 (0.7948) loss_bbox_2: 0.1789 (0.1808) loss_giou_2: 0.3923 (0.3938) loss_class_3: 0.7760 (0.7757) loss_bbox_3: 0.1779 (0.1814) loss_giou_3: 0.3862 (0.3937) loss_class_4: 0.7740 (0.7681) loss_bbox_4: 0.1838 (0.1818) loss_giou_4: 0.3890 (0.3938) loss_class_enc: 0.8739 (0.8938) loss_bbox_enc: 0.2300 (0.2172) loss_giou_enc: 0.4684 (0.4509) loss_class_dn: 0.3854 (0.3883) loss_bbox_dn: 0.2574 (0.2745) loss_giou_dn: 0.4439 (0.4504) loss_class_dn_0: 0.4670 (0.4801) loss_bbox_dn_0: 0.3573 (0.3769) loss_giou_dn_0: 0.5737 (0.5797) loss_class_dn_1: 0.4124 (0.4172) loss_bbox_dn_1: 0.2822 (0.2981) loss_giou_dn_1: 0.4767 (0.4806) loss_class_dn_2: 0.3957 (0.3964) loss_bbox_dn_2: 0.2654 (0.2783) loss_giou_dn_2: 0.4511 (0.4565) loss_class_dn_3: 0.3879 (0.3901) loss_bbox_dn_3: 0.2598 (0.2753) loss_giou_dn_3: 0.4443 (0.4517) loss_class_dn_4: 0.3861 (0.3882) loss_bbox_dn_4: 0.2573 (0.2745) loss_giou_dn_4: 0.4439 (0.4503) loss_class_hybrid: 0.7527 (0.7694) loss_bbox_hybrid: 0.1973 (0.1951) loss_giou_hybrid: 0.4184 (0.4238) loss_class_0_hybrid: 0.8063 (0.8389) loss_bbox_0_hybrid: 0.2024 (0.2039) loss_giou_0_hybrid: 0.4327 (0.4409) loss_class_1_hybrid: 0.7689 (0.7950) loss_bbox_1_hybrid: 0.2006 (0.1988) loss_giou_1_hybrid: 0.4332 (0.4308) loss_class_2_hybrid: 0.7548 (0.7814) loss_bbox_2_hybrid: 0.1930 (0.1954) loss_giou_2_hybrid: 0.4211 (0.4254) loss_class_3_hybrid: 0.7465 (0.7727) loss_bbox_3_hybrid: 0.2000 (0.1950) loss_giou_3_hybrid: 0.4209 (0.4242) loss_class_4_hybrid: 0.7558 (0.7694) loss_bbox_4_hybrid: 0.1941 (0.1952) loss_giou_4_hybrid: 0.4170 (0.4240) loss_class_enc_hybrid: 0.7688 (0.7993) loss_bbox_enc_hybrid: 0.2480 (0.2439) loss_giou_enc_hybrid: 0.5213 (0.5025) mem: 1031 max mem: 36965 [2024-01-15 12:40:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:41:47 det.util.engine] INFO: Epoch: [6] [9350/11727] eta: 0:42:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0927 loss: 26.7477 (27.0372) loss_class: 0.7327 (0.7668) loss_bbox: 0.1703 (0.1818) loss_giou: 0.3772 (0.3936) loss_class_0: 0.9415 (0.9543) loss_bbox_0: 0.1653 (0.1808) loss_giou_0: 0.3502 (0.3969) loss_class_1: 0.8117 (0.8276) loss_bbox_1: 0.1636 (0.1827) loss_giou_1: 0.3677 (0.3966) loss_class_2: 0.7878 (0.7948) loss_bbox_2: 0.1677 (0.1807) loss_giou_2: 0.3604 (0.3937) loss_class_3: 0.7625 (0.7757) loss_bbox_3: 0.1677 (0.1813) loss_giou_3: 0.3550 (0.3936) loss_class_4: 0.7283 (0.7681) loss_bbox_4: 0.1675 (0.1818) loss_giou_4: 0.3798 (0.3938) loss_class_enc: 0.8642 (0.8938) loss_bbox_enc: 0.1933 (0.2172) loss_giou_enc: 0.4270 (0.4509) loss_class_dn: 0.3855 (0.3883) loss_bbox_dn: 0.2482 (0.2744) loss_giou_dn: 0.4451 (0.4504) loss_class_dn_0: 0.4725 (0.4801) loss_bbox_dn_0: 0.3306 (0.3768) loss_giou_dn_0: 0.5651 (0.5796) loss_class_dn_1: 0.4094 (0.4172) loss_bbox_dn_1: 0.2568 (0.2980) loss_giou_dn_1: 0.4735 (0.4805) loss_class_dn_2: 0.3963 (0.3964) loss_bbox_dn_2: 0.2498 (0.2783) loss_giou_dn_2: 0.4535 (0.4564) loss_class_dn_3: 0.3909 (0.3901) loss_bbox_dn_3: 0.2494 (0.2752) loss_giou_dn_3: 0.4460 (0.4517) loss_class_dn_4: 0.3860 (0.3882) loss_bbox_dn_4: 0.2481 (0.2744) loss_giou_dn_4: 0.4452 (0.4503) loss_class_hybrid: 0.7559 (0.7694) loss_bbox_hybrid: 0.1752 (0.1951) loss_giou_hybrid: 0.3896 (0.4238) loss_class_0_hybrid: 0.8190 (0.8388) loss_bbox_0_hybrid: 0.1791 (0.2039) loss_giou_0_hybrid: 0.3964 (0.4408) loss_class_1_hybrid: 0.7876 (0.7950) loss_bbox_1_hybrid: 0.1762 (0.1987) loss_giou_1_hybrid: 0.3897 (0.4307) loss_class_2_hybrid: 0.7726 (0.7814) loss_bbox_2_hybrid: 0.1720 (0.1954) loss_giou_2_hybrid: 0.3862 (0.4253) loss_class_3_hybrid: 0.7637 (0.7727) loss_bbox_3_hybrid: 0.1769 (0.1950) loss_giou_3_hybrid: 0.3895 (0.4241) loss_class_4_hybrid: 0.7535 (0.7694) loss_bbox_4_hybrid: 0.1751 (0.1951) loss_giou_4_hybrid: 0.3901 (0.4240) loss_class_enc_hybrid: 0.7795 (0.7993) loss_bbox_enc_hybrid: 0.2278 (0.2439) loss_giou_enc_hybrid: 0.4818 (0.5025) mem: 1027 max mem: 36965 [2024-01-15 12:41:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:42:40 det.util.engine] INFO: Epoch: [6] [9400/11727] eta: 0:41:43 lr: 0.000100 data_time: 0.0031 iter_time: 1.0377 loss: 25.9875 (27.0369) loss_class: 0.7552 (0.7668) loss_bbox: 0.1844 (0.1818) loss_giou: 0.3659 (0.3936) loss_class_0: 0.9441 (0.9543) loss_bbox_0: 0.1784 (0.1808) loss_giou_0: 0.3628 (0.3969) loss_class_1: 0.8076 (0.8276) loss_bbox_1: 0.1706 (0.1827) loss_giou_1: 0.3636 (0.3966) loss_class_2: 0.7717 (0.7948) loss_bbox_2: 0.1821 (0.1807) loss_giou_2: 0.3651 (0.3937) loss_class_3: 0.7678 (0.7757) loss_bbox_3: 0.1822 (0.1814) loss_giou_3: 0.3705 (0.3936) loss_class_4: 0.7578 (0.7681) loss_bbox_4: 0.1838 (0.1818) loss_giou_4: 0.3573 (0.3937) loss_class_enc: 0.8728 (0.8938) loss_bbox_enc: 0.2304 (0.2172) loss_giou_enc: 0.4301 (0.4509) loss_class_dn: 0.3790 (0.3883) loss_bbox_dn: 0.2628 (0.2744) loss_giou_dn: 0.4110 (0.4504) loss_class_dn_0: 0.4709 (0.4801) loss_bbox_dn_0: 0.3908 (0.3768) loss_giou_dn_0: 0.5607 (0.5796) loss_class_dn_1: 0.4130 (0.4171) loss_bbox_dn_1: 0.3032 (0.2980) loss_giou_dn_1: 0.4485 (0.4805) loss_class_dn_2: 0.3907 (0.3964) loss_bbox_dn_2: 0.2787 (0.2783) loss_giou_dn_2: 0.4177 (0.4564) loss_class_dn_3: 0.3851 (0.3901) loss_bbox_dn_3: 0.2683 (0.2752) loss_giou_dn_3: 0.4138 (0.4516) loss_class_dn_4: 0.3837 (0.3882) loss_bbox_dn_4: 0.2627 (0.2744) loss_giou_dn_4: 0.4109 (0.4503) loss_class_hybrid: 0.7678 (0.7694) loss_bbox_hybrid: 0.1855 (0.1951) loss_giou_hybrid: 0.3839 (0.4238) loss_class_0_hybrid: 0.8315 (0.8388) loss_bbox_0_hybrid: 0.1941 (0.2039) loss_giou_0_hybrid: 0.3759 (0.4408) loss_class_1_hybrid: 0.7769 (0.7950) loss_bbox_1_hybrid: 0.1894 (0.1987) loss_giou_1_hybrid: 0.3717 (0.4307) loss_class_2_hybrid: 0.7588 (0.7814) loss_bbox_2_hybrid: 0.1860 (0.1954) loss_giou_2_hybrid: 0.3723 (0.4253) loss_class_3_hybrid: 0.7668 (0.7727) loss_bbox_3_hybrid: 0.1868 (0.1950) loss_giou_3_hybrid: 0.3763 (0.4241) loss_class_4_hybrid: 0.7672 (0.7694) loss_bbox_4_hybrid: 0.1856 (0.1951) loss_giou_4_hybrid: 0.3825 (0.4240) loss_class_enc_hybrid: 0.7738 (0.7993) loss_bbox_enc_hybrid: 0.2356 (0.2439) loss_giou_enc_hybrid: 0.4433 (0.5024) mem: 1027 max mem: 36965 [2024-01-15 12:42:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:43:33 det.util.engine] INFO: Epoch: [6] [9450/11727] eta: 0:40:49 lr: 0.000100 data_time: 0.0030 iter_time: 1.0509 loss: 27.0418 (27.0335) loss_class: 0.7488 (0.7667) loss_bbox: 0.1795 (0.1818) loss_giou: 0.3869 (0.3935) loss_class_0: 0.8732 (0.9542) loss_bbox_0: 0.1783 (0.1808) loss_giou_0: 0.3901 (0.3968) loss_class_1: 0.7730 (0.8275) loss_bbox_1: 0.1798 (0.1827) loss_giou_1: 0.3903 (0.3965) loss_class_2: 0.7590 (0.7948) loss_bbox_2: 0.1855 (0.1807) loss_giou_2: 0.3910 (0.3936) loss_class_3: 0.7641 (0.7756) loss_bbox_3: 0.1781 (0.1814) loss_giou_3: 0.3977 (0.3936) loss_class_4: 0.7384 (0.7680) loss_bbox_4: 0.1827 (0.1818) loss_giou_4: 0.3938 (0.3937) loss_class_enc: 0.8267 (0.8937) loss_bbox_enc: 0.2017 (0.2171) loss_giou_enc: 0.4411 (0.4508) loss_class_dn: 0.3844 (0.3883) loss_bbox_dn: 0.2687 (0.2744) loss_giou_dn: 0.4394 (0.4503) loss_class_dn_0: 0.4763 (0.4801) loss_bbox_dn_0: 0.3413 (0.3767) loss_giou_dn_0: 0.5679 (0.5795) loss_class_dn_1: 0.4146 (0.4171) loss_bbox_dn_1: 0.2726 (0.2980) loss_giou_dn_1: 0.4697 (0.4804) loss_class_dn_2: 0.3925 (0.3963) loss_bbox_dn_2: 0.2718 (0.2782) loss_giou_dn_2: 0.4419 (0.4563) loss_class_dn_3: 0.3908 (0.3901) loss_bbox_dn_3: 0.2698 (0.2752) loss_giou_dn_3: 0.4402 (0.4516) loss_class_dn_4: 0.3904 (0.3881) loss_bbox_dn_4: 0.2687 (0.2744) loss_giou_dn_4: 0.4396 (0.4502) loss_class_hybrid: 0.7623 (0.7693) loss_bbox_hybrid: 0.1930 (0.1951) loss_giou_hybrid: 0.4207 (0.4237) loss_class_0_hybrid: 0.8255 (0.8387) loss_bbox_0_hybrid: 0.1958 (0.2039) loss_giou_0_hybrid: 0.4384 (0.4408) loss_class_1_hybrid: 0.7595 (0.7949) loss_bbox_1_hybrid: 0.1992 (0.1987) loss_giou_1_hybrid: 0.4290 (0.4307) loss_class_2_hybrid: 0.7658 (0.7813) loss_bbox_2_hybrid: 0.1943 (0.1954) loss_giou_2_hybrid: 0.4230 (0.4253) loss_class_3_hybrid: 0.7591 (0.7726) loss_bbox_3_hybrid: 0.1876 (0.1950) loss_giou_3_hybrid: 0.4195 (0.4241) loss_class_4_hybrid: 0.7679 (0.7693) loss_bbox_4_hybrid: 0.1889 (0.1951) loss_giou_4_hybrid: 0.4216 (0.4239) loss_class_enc_hybrid: 0.7779 (0.7992) loss_bbox_enc_hybrid: 0.2314 (0.2439) loss_giou_enc_hybrid: 0.5005 (0.5024) mem: 1029 max mem: 36965 [2024-01-15 12:43:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:44:29 det.util.engine] INFO: Epoch: [6] [9500/11727] eta: 0:39:55 lr: 0.000100 data_time: 0.0032 iter_time: 1.0928 loss: 26.9447 (27.0330) loss_class: 0.7478 (0.7668) loss_bbox: 0.1738 (0.1818) loss_giou: 0.3872 (0.3935) loss_class_0: 0.9396 (0.9542) loss_bbox_0: 0.1668 (0.1807) loss_giou_0: 0.4076 (0.3968) loss_class_1: 0.8425 (0.8276) loss_bbox_1: 0.1720 (0.1827) loss_giou_1: 0.3986 (0.3965) loss_class_2: 0.7932 (0.7948) loss_bbox_2: 0.1701 (0.1807) loss_giou_2: 0.3921 (0.3936) loss_class_3: 0.7787 (0.7757) loss_bbox_3: 0.1667 (0.1813) loss_giou_3: 0.3772 (0.3935) loss_class_4: 0.7448 (0.7680) loss_bbox_4: 0.1669 (0.1817) loss_giou_4: 0.3871 (0.3937) loss_class_enc: 0.8804 (0.8937) loss_bbox_enc: 0.2042 (0.2171) loss_giou_enc: 0.4541 (0.4508) loss_class_dn: 0.3855 (0.3883) loss_bbox_dn: 0.2586 (0.2744) loss_giou_dn: 0.4583 (0.4503) loss_class_dn_0: 0.4712 (0.4801) loss_bbox_dn_0: 0.3695 (0.3767) loss_giou_dn_0: 0.5948 (0.5795) loss_class_dn_1: 0.4141 (0.4171) loss_bbox_dn_1: 0.2861 (0.2980) loss_giou_dn_1: 0.4853 (0.4804) loss_class_dn_2: 0.3944 (0.3963) loss_bbox_dn_2: 0.2697 (0.2782) loss_giou_dn_2: 0.4590 (0.4563) loss_class_dn_3: 0.3901 (0.3901) loss_bbox_dn_3: 0.2598 (0.2751) loss_giou_dn_3: 0.4594 (0.4516) loss_class_dn_4: 0.3868 (0.3881) loss_bbox_dn_4: 0.2586 (0.2743) loss_giou_dn_4: 0.4581 (0.4502) loss_class_hybrid: 0.7444 (0.7693) loss_bbox_hybrid: 0.1870 (0.1950) loss_giou_hybrid: 0.4373 (0.4237) loss_class_0_hybrid: 0.8263 (0.8387) loss_bbox_0_hybrid: 0.1925 (0.2038) loss_giou_0_hybrid: 0.4593 (0.4408) loss_class_1_hybrid: 0.7834 (0.7949) loss_bbox_1_hybrid: 0.1886 (0.1987) loss_giou_1_hybrid: 0.4472 (0.4307) loss_class_2_hybrid: 0.7767 (0.7813) loss_bbox_2_hybrid: 0.1857 (0.1953) loss_giou_2_hybrid: 0.4397 (0.4253) loss_class_3_hybrid: 0.7526 (0.7726) loss_bbox_3_hybrid: 0.1872 (0.1949) loss_giou_3_hybrid: 0.4364 (0.4241) loss_class_4_hybrid: 0.7476 (0.7693) loss_bbox_4_hybrid: 0.1887 (0.1951) loss_giou_4_hybrid: 0.4372 (0.4239) loss_class_enc_hybrid: 0.7825 (0.7992) loss_bbox_enc_hybrid: 0.2288 (0.2438) loss_giou_enc_hybrid: 0.5133 (0.5024) mem: 1027 max mem: 36965 [2024-01-15 12:44:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:45:27 det.util.engine] INFO: Epoch: [6] [9550/11727] eta: 0:39:03 lr: 0.000100 data_time: 0.0036 iter_time: 1.1996 loss: 26.7680 (27.0305) loss_class: 0.7511 (0.7666) loss_bbox: 0.1746 (0.1817) loss_giou: 0.3918 (0.3935) loss_class_0: 0.9082 (0.9540) loss_bbox_0: 0.1745 (0.1807) loss_giou_0: 0.4207 (0.3969) loss_class_1: 0.8106 (0.8274) loss_bbox_1: 0.1744 (0.1826) loss_giou_1: 0.4060 (0.3966) loss_class_2: 0.7747 (0.7946) loss_bbox_2: 0.1714 (0.1807) loss_giou_2: 0.4050 (0.3937) loss_class_3: 0.7534 (0.7755) loss_bbox_3: 0.1733 (0.1813) loss_giou_3: 0.3946 (0.3936) loss_class_4: 0.7476 (0.7679) loss_bbox_4: 0.1746 (0.1817) loss_giou_4: 0.3947 (0.3937) loss_class_enc: 0.8609 (0.8935) loss_bbox_enc: 0.2032 (0.2170) loss_giou_enc: 0.4762 (0.4508) loss_class_dn: 0.3889 (0.3882) loss_bbox_dn: 0.2480 (0.2743) loss_giou_dn: 0.4659 (0.4503) loss_class_dn_0: 0.4757 (0.4800) loss_bbox_dn_0: 0.3361 (0.3767) loss_giou_dn_0: 0.6031 (0.5796) loss_class_dn_1: 0.4161 (0.4171) loss_bbox_dn_1: 0.2643 (0.2979) loss_giou_dn_1: 0.5050 (0.4805) loss_class_dn_2: 0.3990 (0.3963) loss_bbox_dn_2: 0.2489 (0.2782) loss_giou_dn_2: 0.4741 (0.4564) loss_class_dn_3: 0.3888 (0.3900) loss_bbox_dn_3: 0.2493 (0.2751) loss_giou_dn_3: 0.4679 (0.4516) loss_class_dn_4: 0.3880 (0.3881) loss_bbox_dn_4: 0.2479 (0.2743) loss_giou_dn_4: 0.4657 (0.4502) loss_class_hybrid: 0.7310 (0.7692) loss_bbox_hybrid: 0.1950 (0.1950) loss_giou_hybrid: 0.4272 (0.4238) loss_class_0_hybrid: 0.7864 (0.8385) loss_bbox_0_hybrid: 0.1950 (0.2038) loss_giou_0_hybrid: 0.4503 (0.4408) loss_class_1_hybrid: 0.7653 (0.7947) loss_bbox_1_hybrid: 0.1901 (0.1986) loss_giou_1_hybrid: 0.4395 (0.4307) loss_class_2_hybrid: 0.7508 (0.7812) loss_bbox_2_hybrid: 0.1923 (0.1953) loss_giou_2_hybrid: 0.4313 (0.4253) loss_class_3_hybrid: 0.7392 (0.7725) loss_bbox_3_hybrid: 0.1918 (0.1949) loss_giou_3_hybrid: 0.4279 (0.4241) loss_class_4_hybrid: 0.7372 (0.7692) loss_bbox_4_hybrid: 0.1922 (0.1950) loss_giou_4_hybrid: 0.4289 (0.4240) loss_class_enc_hybrid: 0.7575 (0.7990) loss_bbox_enc_hybrid: 0.2355 (0.2438) loss_giou_enc_hybrid: 0.5194 (0.5025) mem: 1020 max mem: 36965 [2024-01-15 12:45:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:46:23 det.util.engine] INFO: Epoch: [6] [9600/11727] eta: 0:38:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.0878 loss: 25.4089 (27.0278) loss_class: 0.7199 (0.7666) loss_bbox: 0.1613 (0.1817) loss_giou: 0.3610 (0.3935) loss_class_0: 0.8865 (0.9539) loss_bbox_0: 0.1733 (0.1807) loss_giou_0: 0.3688 (0.3969) loss_class_1: 0.7882 (0.8274) loss_bbox_1: 0.1685 (0.1826) loss_giou_1: 0.3674 (0.3966) loss_class_2: 0.7458 (0.7946) loss_bbox_2: 0.1614 (0.1806) loss_giou_2: 0.3638 (0.3937) loss_class_3: 0.7422 (0.7755) loss_bbox_3: 0.1589 (0.1812) loss_giou_3: 0.3610 (0.3936) loss_class_4: 0.7029 (0.7679) loss_bbox_4: 0.1612 (0.1816) loss_giou_4: 0.3611 (0.3937) loss_class_enc: 0.8354 (0.8934) loss_bbox_enc: 0.1978 (0.2170) loss_giou_enc: 0.4311 (0.4509) loss_class_dn: 0.3833 (0.3882) loss_bbox_dn: 0.2359 (0.2742) loss_giou_dn: 0.4149 (0.4503) loss_class_dn_0: 0.4701 (0.4800) loss_bbox_dn_0: 0.3479 (0.3766) loss_giou_dn_0: 0.5613 (0.5795) loss_class_dn_1: 0.4060 (0.4170) loss_bbox_dn_1: 0.2691 (0.2978) loss_giou_dn_1: 0.4480 (0.4804) loss_class_dn_2: 0.3871 (0.3962) loss_bbox_dn_2: 0.2439 (0.2781) loss_giou_dn_2: 0.4195 (0.4563) loss_class_dn_3: 0.3844 (0.3900) loss_bbox_dn_3: 0.2375 (0.2750) loss_giou_dn_3: 0.4171 (0.4515) loss_class_dn_4: 0.3838 (0.3881) loss_bbox_dn_4: 0.2359 (0.2742) loss_giou_dn_4: 0.4150 (0.4502) loss_class_hybrid: 0.7201 (0.7691) loss_bbox_hybrid: 0.1783 (0.1949) loss_giou_hybrid: 0.3925 (0.4237) loss_class_0_hybrid: 0.8067 (0.8385) loss_bbox_0_hybrid: 0.1864 (0.2037) loss_giou_0_hybrid: 0.4101 (0.4408) loss_class_1_hybrid: 0.7439 (0.7947) loss_bbox_1_hybrid: 0.1767 (0.1986) loss_giou_1_hybrid: 0.4006 (0.4307) loss_class_2_hybrid: 0.7387 (0.7811) loss_bbox_2_hybrid: 0.1735 (0.1952) loss_giou_2_hybrid: 0.3871 (0.4253) loss_class_3_hybrid: 0.7523 (0.7724) loss_bbox_3_hybrid: 0.1753 (0.1948) loss_giou_3_hybrid: 0.3926 (0.4241) loss_class_4_hybrid: 0.7208 (0.7691) loss_bbox_4_hybrid: 0.1778 (0.1950) loss_giou_4_hybrid: 0.3938 (0.4239) loss_class_enc_hybrid: 0.7749 (0.7990) loss_bbox_enc_hybrid: 0.2221 (0.2437) loss_giou_enc_hybrid: 0.4821 (0.5024) mem: 1014 max mem: 36965 [2024-01-15 12:46:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:47:18 det.util.engine] INFO: Epoch: [6] [9650/11727] eta: 0:37:16 lr: 0.000100 data_time: 0.0033 iter_time: 1.0433 loss: 27.1007 (27.0294) loss_class: 0.7790 (0.7667) loss_bbox: 0.1614 (0.1817) loss_giou: 0.4009 (0.3935) loss_class_0: 0.9351 (0.9540) loss_bbox_0: 0.1683 (0.1807) loss_giou_0: 0.4152 (0.3969) loss_class_1: 0.8166 (0.8275) loss_bbox_1: 0.1680 (0.1826) loss_giou_1: 0.4118 (0.3966) loss_class_2: 0.7941 (0.7947) loss_bbox_2: 0.1651 (0.1806) loss_giou_2: 0.4061 (0.3937) loss_class_3: 0.7831 (0.7756) loss_bbox_3: 0.1682 (0.1812) loss_giou_3: 0.3994 (0.3936) loss_class_4: 0.7509 (0.7679) loss_bbox_4: 0.1623 (0.1816) loss_giou_4: 0.4052 (0.3937) loss_class_enc: 0.8893 (0.8934) loss_bbox_enc: 0.2029 (0.2170) loss_giou_enc: 0.4550 (0.4509) loss_class_dn: 0.3871 (0.3882) loss_bbox_dn: 0.2542 (0.2742) loss_giou_dn: 0.4817 (0.4504) loss_class_dn_0: 0.4704 (0.4800) loss_bbox_dn_0: 0.3569 (0.3766) loss_giou_dn_0: 0.6025 (0.5795) loss_class_dn_1: 0.4138 (0.4170) loss_bbox_dn_1: 0.2829 (0.2978) loss_giou_dn_1: 0.5108 (0.4805) loss_class_dn_2: 0.3926 (0.3962) loss_bbox_dn_2: 0.2584 (0.2781) loss_giou_dn_2: 0.4870 (0.4564) loss_class_dn_3: 0.3858 (0.3900) loss_bbox_dn_3: 0.2550 (0.2750) loss_giou_dn_3: 0.4837 (0.4516) loss_class_dn_4: 0.3843 (0.3881) loss_bbox_dn_4: 0.2542 (0.2742) loss_giou_dn_4: 0.4818 (0.4502) loss_class_hybrid: 0.7531 (0.7691) loss_bbox_hybrid: 0.1858 (0.1949) loss_giou_hybrid: 0.4445 (0.4238) loss_class_0_hybrid: 0.8118 (0.8385) loss_bbox_0_hybrid: 0.1945 (0.2038) loss_giou_0_hybrid: 0.4604 (0.4409) loss_class_1_hybrid: 0.7588 (0.7947) loss_bbox_1_hybrid: 0.1843 (0.1986) loss_giou_1_hybrid: 0.4466 (0.4307) loss_class_2_hybrid: 0.7503 (0.7811) loss_bbox_2_hybrid: 0.1840 (0.1953) loss_giou_2_hybrid: 0.4399 (0.4253) loss_class_3_hybrid: 0.7488 (0.7724) loss_bbox_3_hybrid: 0.1839 (0.1949) loss_giou_3_hybrid: 0.4416 (0.4241) loss_class_4_hybrid: 0.7415 (0.7691) loss_bbox_4_hybrid: 0.1849 (0.1950) loss_giou_4_hybrid: 0.4434 (0.4240) loss_class_enc_hybrid: 0.7712 (0.7990) loss_bbox_enc_hybrid: 0.2274 (0.2437) loss_giou_enc_hybrid: 0.5307 (0.5025) mem: 1017 max mem: 36965 [2024-01-15 12:47:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:48:11 det.util.engine] INFO: Epoch: [6] [9700/11727] eta: 0:36:22 lr: 0.000100 data_time: 0.0030 iter_time: 1.0552 loss: 26.4790 (27.0305) loss_class: 0.7741 (0.7668) loss_bbox: 0.1831 (0.1817) loss_giou: 0.3603 (0.3935) loss_class_0: 0.9536 (0.9540) loss_bbox_0: 0.1939 (0.1807) loss_giou_0: 0.3791 (0.3969) loss_class_1: 0.8288 (0.8276) loss_bbox_1: 0.1849 (0.1826) loss_giou_1: 0.3723 (0.3965) loss_class_2: 0.8109 (0.7948) loss_bbox_2: 0.1780 (0.1806) loss_giou_2: 0.3662 (0.3936) loss_class_3: 0.7918 (0.7757) loss_bbox_3: 0.1818 (0.1812) loss_giou_3: 0.3589 (0.3935) loss_class_4: 0.7850 (0.7680) loss_bbox_4: 0.1804 (0.1816) loss_giou_4: 0.3601 (0.3937) loss_class_enc: 0.8761 (0.8935) loss_bbox_enc: 0.2426 (0.2170) loss_giou_enc: 0.4326 (0.4509) loss_class_dn: 0.3929 (0.3882) loss_bbox_dn: 0.2832 (0.2743) loss_giou_dn: 0.4397 (0.4504) loss_class_dn_0: 0.4837 (0.4800) loss_bbox_dn_0: 0.4083 (0.3767) loss_giou_dn_0: 0.5656 (0.5796) loss_class_dn_1: 0.4213 (0.4170) loss_bbox_dn_1: 0.3107 (0.2979) loss_giou_dn_1: 0.4632 (0.4805) loss_class_dn_2: 0.4012 (0.3962) loss_bbox_dn_2: 0.2877 (0.2782) loss_giou_dn_2: 0.4431 (0.4564) loss_class_dn_3: 0.3960 (0.3900) loss_bbox_dn_3: 0.2853 (0.2751) loss_giou_dn_3: 0.4395 (0.4516) loss_class_dn_4: 0.3945 (0.3881) loss_bbox_dn_4: 0.2833 (0.2743) loss_giou_dn_4: 0.4397 (0.4503) loss_class_hybrid: 0.7690 (0.7692) loss_bbox_hybrid: 0.2041 (0.1950) loss_giou_hybrid: 0.3910 (0.4237) loss_class_0_hybrid: 0.8293 (0.8385) loss_bbox_0_hybrid: 0.2130 (0.2038) loss_giou_0_hybrid: 0.4160 (0.4408) loss_class_1_hybrid: 0.7871 (0.7948) loss_bbox_1_hybrid: 0.2059 (0.1986) loss_giou_1_hybrid: 0.3949 (0.4307) loss_class_2_hybrid: 0.7772 (0.7812) loss_bbox_2_hybrid: 0.1999 (0.1953) loss_giou_2_hybrid: 0.3906 (0.4253) loss_class_3_hybrid: 0.7638 (0.7725) loss_bbox_3_hybrid: 0.2011 (0.1949) loss_giou_3_hybrid: 0.3912 (0.4241) loss_class_4_hybrid: 0.7665 (0.7692) loss_bbox_4_hybrid: 0.2011 (0.1950) loss_giou_4_hybrid: 0.3934 (0.4239) loss_class_enc_hybrid: 0.7704 (0.7990) loss_bbox_enc_hybrid: 0.2573 (0.2437) loss_giou_enc_hybrid: 0.4675 (0.5024) mem: 1029 max mem: 36965 [2024-01-15 12:48:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:49:05 det.util.engine] INFO: Epoch: [6] [9750/11727] eta: 0:35:28 lr: 0.000100 data_time: 0.0030 iter_time: 1.0734 loss: 27.1620 (27.0296) loss_class: 0.7545 (0.7668) loss_bbox: 0.1901 (0.1816) loss_giou: 0.3917 (0.3935) loss_class_0: 0.9812 (0.9539) loss_bbox_0: 0.1855 (0.1807) loss_giou_0: 0.3654 (0.3969) loss_class_1: 0.8156 (0.8275) loss_bbox_1: 0.1879 (0.1826) loss_giou_1: 0.3862 (0.3965) loss_class_2: 0.8106 (0.7948) loss_bbox_2: 0.1879 (0.1806) loss_giou_2: 0.3896 (0.3936) loss_class_3: 0.7863 (0.7757) loss_bbox_3: 0.1892 (0.1812) loss_giou_3: 0.3801 (0.3935) loss_class_4: 0.7806 (0.7680) loss_bbox_4: 0.1900 (0.1816) loss_giou_4: 0.3877 (0.3937) loss_class_enc: 0.8724 (0.8936) loss_bbox_enc: 0.2285 (0.2170) loss_giou_enc: 0.4328 (0.4508) loss_class_dn: 0.3804 (0.3882) loss_bbox_dn: 0.2747 (0.2743) loss_giou_dn: 0.4469 (0.4504) loss_class_dn_0: 0.4785 (0.4800) loss_bbox_dn_0: 0.3905 (0.3766) loss_giou_dn_0: 0.5980 (0.5796) loss_class_dn_1: 0.4132 (0.4170) loss_bbox_dn_1: 0.2885 (0.2979) loss_giou_dn_1: 0.4791 (0.4805) loss_class_dn_2: 0.3904 (0.3962) loss_bbox_dn_2: 0.2802 (0.2782) loss_giou_dn_2: 0.4547 (0.4564) loss_class_dn_3: 0.3837 (0.3900) loss_bbox_dn_3: 0.2755 (0.2751) loss_giou_dn_3: 0.4498 (0.4516) loss_class_dn_4: 0.3798 (0.3880) loss_bbox_dn_4: 0.2745 (0.2743) loss_giou_dn_4: 0.4468 (0.4503) loss_class_hybrid: 0.7630 (0.7691) loss_bbox_hybrid: 0.2059 (0.1949) loss_giou_hybrid: 0.4059 (0.4237) loss_class_0_hybrid: 0.8520 (0.8385) loss_bbox_0_hybrid: 0.2013 (0.2037) loss_giou_0_hybrid: 0.4233 (0.4408) loss_class_1_hybrid: 0.7921 (0.7947) loss_bbox_1_hybrid: 0.2062 (0.1986) loss_giou_1_hybrid: 0.4086 (0.4307) loss_class_2_hybrid: 0.7858 (0.7812) loss_bbox_2_hybrid: 0.1977 (0.1953) loss_giou_2_hybrid: 0.4053 (0.4253) loss_class_3_hybrid: 0.7831 (0.7725) loss_bbox_3_hybrid: 0.1948 (0.1949) loss_giou_3_hybrid: 0.3974 (0.4241) loss_class_4_hybrid: 0.7714 (0.7692) loss_bbox_4_hybrid: 0.1957 (0.1950) loss_giou_4_hybrid: 0.3985 (0.4239) loss_class_enc_hybrid: 0.8149 (0.7990) loss_bbox_enc_hybrid: 0.2409 (0.2437) loss_giou_enc_hybrid: 0.4782 (0.5024) mem: 1018 max mem: 36965 [2024-01-15 12:49:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:50:00 det.util.engine] INFO: Epoch: [6] [9800/11727] eta: 0:34:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.0742 loss: 26.7861 (27.0282) loss_class: 0.7650 (0.7669) loss_bbox: 0.1648 (0.1816) loss_giou: 0.4080 (0.3934) loss_class_0: 0.9255 (0.9539) loss_bbox_0: 0.1689 (0.1807) loss_giou_0: 0.4165 (0.3969) loss_class_1: 0.8170 (0.8276) loss_bbox_1: 0.1696 (0.1825) loss_giou_1: 0.4140 (0.3965) loss_class_2: 0.7836 (0.7948) loss_bbox_2: 0.1633 (0.1805) loss_giou_2: 0.4077 (0.3936) loss_class_3: 0.7741 (0.7758) loss_bbox_3: 0.1672 (0.1811) loss_giou_3: 0.4049 (0.3935) loss_class_4: 0.7621 (0.7681) loss_bbox_4: 0.1649 (0.1815) loss_giou_4: 0.4067 (0.3936) loss_class_enc: 0.8440 (0.8936) loss_bbox_enc: 0.2007 (0.2169) loss_giou_enc: 0.4586 (0.4508) loss_class_dn: 0.3807 (0.3882) loss_bbox_dn: 0.2278 (0.2742) loss_giou_dn: 0.4430 (0.4504) loss_class_dn_0: 0.4776 (0.4799) loss_bbox_dn_0: 0.3118 (0.3766) loss_giou_dn_0: 0.5684 (0.5796) loss_class_dn_1: 0.4124 (0.4170) loss_bbox_dn_1: 0.2469 (0.2978) loss_giou_dn_1: 0.4736 (0.4805) loss_class_dn_2: 0.3884 (0.3962) loss_bbox_dn_2: 0.2326 (0.2781) loss_giou_dn_2: 0.4478 (0.4564) loss_class_dn_3: 0.3856 (0.3899) loss_bbox_dn_3: 0.2303 (0.2750) loss_giou_dn_3: 0.4439 (0.4516) loss_class_dn_4: 0.3850 (0.3880) loss_bbox_dn_4: 0.2278 (0.2742) loss_giou_dn_4: 0.4428 (0.4502) loss_class_hybrid: 0.7599 (0.7691) loss_bbox_hybrid: 0.1761 (0.1949) loss_giou_hybrid: 0.4307 (0.4237) loss_class_0_hybrid: 0.8064 (0.8385) loss_bbox_0_hybrid: 0.1839 (0.2037) loss_giou_0_hybrid: 0.4513 (0.4408) loss_class_1_hybrid: 0.7813 (0.7947) loss_bbox_1_hybrid: 0.1783 (0.1985) loss_giou_1_hybrid: 0.4426 (0.4307) loss_class_2_hybrid: 0.7698 (0.7811) loss_bbox_2_hybrid: 0.1779 (0.1952) loss_giou_2_hybrid: 0.4339 (0.4252) loss_class_3_hybrid: 0.7545 (0.7725) loss_bbox_3_hybrid: 0.1781 (0.1948) loss_giou_3_hybrid: 0.4302 (0.4240) loss_class_4_hybrid: 0.7474 (0.7692) loss_bbox_4_hybrid: 0.1754 (0.1950) loss_giou_4_hybrid: 0.4302 (0.4239) loss_class_enc_hybrid: 0.7714 (0.7990) loss_bbox_enc_hybrid: 0.2217 (0.2436) loss_giou_enc_hybrid: 0.5008 (0.5024) mem: 1034 max mem: 36965 [2024-01-15 12:50:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:50:54 det.util.engine] INFO: Epoch: [6] [9850/11727] eta: 0:33:40 lr: 0.000100 data_time: 0.0032 iter_time: 1.0694 loss: 26.9023 (27.0290) loss_class: 0.7994 (0.7670) loss_bbox: 0.1720 (0.1816) loss_giou: 0.3582 (0.3933) loss_class_0: 0.9767 (0.9540) loss_bbox_0: 0.1748 (0.1807) loss_giou_0: 0.3736 (0.3968) loss_class_1: 0.8575 (0.8278) loss_bbox_1: 0.1767 (0.1825) loss_giou_1: 0.3665 (0.3964) loss_class_2: 0.8195 (0.7950) loss_bbox_2: 0.1717 (0.1805) loss_giou_2: 0.3634 (0.3935) loss_class_3: 0.8007 (0.7760) loss_bbox_3: 0.1728 (0.1811) loss_giou_3: 0.3602 (0.3934) loss_class_4: 0.8007 (0.7683) loss_bbox_4: 0.1742 (0.1815) loss_giou_4: 0.3622 (0.3935) loss_class_enc: 0.9024 (0.8937) loss_bbox_enc: 0.2071 (0.2169) loss_giou_enc: 0.4105 (0.4507) loss_class_dn: 0.3880 (0.3882) loss_bbox_dn: 0.2645 (0.2742) loss_giou_dn: 0.4278 (0.4503) loss_class_dn_0: 0.4814 (0.4799) loss_bbox_dn_0: 0.3495 (0.3766) loss_giou_dn_0: 0.5562 (0.5795) loss_class_dn_1: 0.4209 (0.4170) loss_bbox_dn_1: 0.2978 (0.2978) loss_giou_dn_1: 0.4552 (0.4805) loss_class_dn_2: 0.3984 (0.3962) loss_bbox_dn_2: 0.2708 (0.2781) loss_giou_dn_2: 0.4371 (0.4564) loss_class_dn_3: 0.3902 (0.3900) loss_bbox_dn_3: 0.2662 (0.2750) loss_giou_dn_3: 0.4295 (0.4516) loss_class_dn_4: 0.3873 (0.3880) loss_bbox_dn_4: 0.2643 (0.2742) loss_giou_dn_4: 0.4278 (0.4502) loss_class_hybrid: 0.7950 (0.7693) loss_bbox_hybrid: 0.1848 (0.1949) loss_giou_hybrid: 0.3785 (0.4236) loss_class_0_hybrid: 0.8473 (0.8386) loss_bbox_0_hybrid: 0.1830 (0.2037) loss_giou_0_hybrid: 0.3942 (0.4407) loss_class_1_hybrid: 0.8109 (0.7949) loss_bbox_1_hybrid: 0.1871 (0.1985) loss_giou_1_hybrid: 0.3864 (0.4306) loss_class_2_hybrid: 0.8011 (0.7813) loss_bbox_2_hybrid: 0.1892 (0.1952) loss_giou_2_hybrid: 0.3796 (0.4251) loss_class_3_hybrid: 0.8078 (0.7726) loss_bbox_3_hybrid: 0.1817 (0.1948) loss_giou_3_hybrid: 0.3793 (0.4239) loss_class_4_hybrid: 0.7981 (0.7693) loss_bbox_4_hybrid: 0.1858 (0.1950) loss_giou_4_hybrid: 0.3788 (0.4238) loss_class_enc_hybrid: 0.8064 (0.7992) loss_bbox_enc_hybrid: 0.2302 (0.2436) loss_giou_enc_hybrid: 0.4587 (0.5023) mem: 1036 max mem: 36965 [2024-01-15 12:50:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:51:47 det.util.engine] INFO: Epoch: [6] [9900/11727] eta: 0:32:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0842 loss: 26.7925 (27.0274) loss_class: 0.7447 (0.7671) loss_bbox: 0.1768 (0.1815) loss_giou: 0.4052 (0.3933) loss_class_0: 0.9298 (0.9539) loss_bbox_0: 0.1826 (0.1807) loss_giou_0: 0.4053 (0.3968) loss_class_1: 0.8003 (0.8278) loss_bbox_1: 0.1788 (0.1825) loss_giou_1: 0.4027 (0.3964) loss_class_2: 0.7640 (0.7950) loss_bbox_2: 0.1753 (0.1805) loss_giou_2: 0.3981 (0.3935) loss_class_3: 0.7596 (0.7760) loss_bbox_3: 0.1751 (0.1811) loss_giou_3: 0.4001 (0.3934) loss_class_4: 0.7456 (0.7684) loss_bbox_4: 0.1773 (0.1815) loss_giou_4: 0.4058 (0.3935) loss_class_enc: 0.8681 (0.8937) loss_bbox_enc: 0.2182 (0.2169) loss_giou_enc: 0.4566 (0.4507) loss_class_dn: 0.3864 (0.3882) loss_bbox_dn: 0.2613 (0.2741) loss_giou_dn: 0.4350 (0.4503) loss_class_dn_0: 0.4776 (0.4799) loss_bbox_dn_0: 0.3560 (0.3765) loss_giou_dn_0: 0.5538 (0.5795) loss_class_dn_1: 0.4123 (0.4170) loss_bbox_dn_1: 0.2885 (0.2977) loss_giou_dn_1: 0.4699 (0.4804) loss_class_dn_2: 0.3887 (0.3962) loss_bbox_dn_2: 0.2636 (0.2780) loss_giou_dn_2: 0.4424 (0.4563) loss_class_dn_3: 0.3868 (0.3899) loss_bbox_dn_3: 0.2624 (0.2749) loss_giou_dn_3: 0.4370 (0.4515) loss_class_dn_4: 0.3847 (0.3880) loss_bbox_dn_4: 0.2614 (0.2741) loss_giou_dn_4: 0.4354 (0.4501) loss_class_hybrid: 0.7549 (0.7693) loss_bbox_hybrid: 0.1976 (0.1949) loss_giou_hybrid: 0.4244 (0.4236) loss_class_0_hybrid: 0.8151 (0.8386) loss_bbox_0_hybrid: 0.2105 (0.2037) loss_giou_0_hybrid: 0.4226 (0.4407) loss_class_1_hybrid: 0.7843 (0.7949) loss_bbox_1_hybrid: 0.1978 (0.1985) loss_giou_1_hybrid: 0.4221 (0.4305) loss_class_2_hybrid: 0.7688 (0.7813) loss_bbox_2_hybrid: 0.1989 (0.1952) loss_giou_2_hybrid: 0.4229 (0.4251) loss_class_3_hybrid: 0.7565 (0.7726) loss_bbox_3_hybrid: 0.1959 (0.1948) loss_giou_3_hybrid: 0.4239 (0.4239) loss_class_4_hybrid: 0.7560 (0.7693) loss_bbox_4_hybrid: 0.2001 (0.1950) loss_giou_4_hybrid: 0.4253 (0.4237) loss_class_enc_hybrid: 0.7922 (0.7992) loss_bbox_enc_hybrid: 0.2394 (0.2436) loss_giou_enc_hybrid: 0.4946 (0.5022) mem: 1032 max mem: 36965 [2024-01-15 12:51:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:52:41 det.util.engine] INFO: Epoch: [6] [9950/11727] eta: 0:31:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.0868 loss: 26.0198 (27.0253) loss_class: 0.7222 (0.7670) loss_bbox: 0.1496 (0.1815) loss_giou: 0.4200 (0.3933) loss_class_0: 0.8868 (0.9538) loss_bbox_0: 0.1630 (0.1806) loss_giou_0: 0.4201 (0.3968) loss_class_1: 0.7656 (0.8277) loss_bbox_1: 0.1561 (0.1825) loss_giou_1: 0.4320 (0.3964) loss_class_2: 0.7335 (0.7949) loss_bbox_2: 0.1527 (0.1805) loss_giou_2: 0.4187 (0.3935) loss_class_3: 0.7360 (0.7760) loss_bbox_3: 0.1494 (0.1811) loss_giou_3: 0.4209 (0.3934) loss_class_4: 0.7172 (0.7683) loss_bbox_4: 0.1510 (0.1815) loss_giou_4: 0.4200 (0.3935) loss_class_enc: 0.7969 (0.8936) loss_bbox_enc: 0.2076 (0.2168) loss_giou_enc: 0.4683 (0.4507) loss_class_dn: 0.3802 (0.3882) loss_bbox_dn: 0.2253 (0.2740) loss_giou_dn: 0.4636 (0.4503) loss_class_dn_0: 0.4792 (0.4799) loss_bbox_dn_0: 0.3297 (0.3764) loss_giou_dn_0: 0.5940 (0.5795) loss_class_dn_1: 0.4167 (0.4170) loss_bbox_dn_1: 0.2466 (0.2976) loss_giou_dn_1: 0.4988 (0.4804) loss_class_dn_2: 0.3880 (0.3962) loss_bbox_dn_2: 0.2290 (0.2779) loss_giou_dn_2: 0.4716 (0.4563) loss_class_dn_3: 0.3819 (0.3899) loss_bbox_dn_3: 0.2253 (0.2748) loss_giou_dn_3: 0.4649 (0.4515) loss_class_dn_4: 0.3801 (0.3880) loss_bbox_dn_4: 0.2253 (0.2740) loss_giou_dn_4: 0.4637 (0.4501) loss_class_hybrid: 0.7134 (0.7692) loss_bbox_hybrid: 0.1757 (0.1949) loss_giou_hybrid: 0.4534 (0.4236) loss_class_0_hybrid: 0.7711 (0.8385) loss_bbox_0_hybrid: 0.1853 (0.2036) loss_giou_0_hybrid: 0.4748 (0.4407) loss_class_1_hybrid: 0.7344 (0.7948) loss_bbox_1_hybrid: 0.1739 (0.1985) loss_giou_1_hybrid: 0.4628 (0.4305) loss_class_2_hybrid: 0.7119 (0.7812) loss_bbox_2_hybrid: 0.1712 (0.1952) loss_giou_2_hybrid: 0.4526 (0.4251) loss_class_3_hybrid: 0.7071 (0.7725) loss_bbox_3_hybrid: 0.1729 (0.1948) loss_giou_3_hybrid: 0.4501 (0.4239) loss_class_4_hybrid: 0.7166 (0.7693) loss_bbox_4_hybrid: 0.1755 (0.1949) loss_giou_4_hybrid: 0.4533 (0.4238) loss_class_enc_hybrid: 0.7355 (0.7991) loss_bbox_enc_hybrid: 0.2300 (0.2435) loss_giou_enc_hybrid: 0.5279 (0.5022) mem: 1040 max mem: 36965 [2024-01-15 12:52:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:53:36 det.util.engine] INFO: Epoch: [6] [10000/11727] eta: 0:30:59 lr: 0.000100 data_time: 0.0032 iter_time: 1.0788 loss: 27.0120 (27.0252) loss_class: 0.7685 (0.7671) loss_bbox: 0.1719 (0.1815) loss_giou: 0.3697 (0.3932) loss_class_0: 0.9734 (0.9539) loss_bbox_0: 0.1695 (0.1807) loss_giou_0: 0.3689 (0.3967) loss_class_1: 0.8368 (0.8278) loss_bbox_1: 0.1744 (0.1825) loss_giou_1: 0.3867 (0.3963) loss_class_2: 0.8089 (0.7950) loss_bbox_2: 0.1778 (0.1805) loss_giou_2: 0.3691 (0.3934) loss_class_3: 0.7858 (0.7761) loss_bbox_3: 0.1728 (0.1811) loss_giou_3: 0.3624 (0.3932) loss_class_4: 0.7694 (0.7684) loss_bbox_4: 0.1733 (0.1815) loss_giou_4: 0.3696 (0.3934) loss_class_enc: 0.9191 (0.8937) loss_bbox_enc: 0.2052 (0.2169) loss_giou_enc: 0.4320 (0.4506) loss_class_dn: 0.3980 (0.3881) loss_bbox_dn: 0.2775 (0.2742) loss_giou_dn: 0.4274 (0.4501) loss_class_dn_0: 0.4910 (0.4799) loss_bbox_dn_0: 0.3643 (0.3765) loss_giou_dn_0: 0.5609 (0.5793) loss_class_dn_1: 0.4198 (0.4169) loss_bbox_dn_1: 0.2936 (0.2977) loss_giou_dn_1: 0.4507 (0.4803) loss_class_dn_2: 0.3994 (0.3962) loss_bbox_dn_2: 0.2807 (0.2780) loss_giou_dn_2: 0.4323 (0.4562) loss_class_dn_3: 0.3980 (0.3899) loss_bbox_dn_3: 0.2785 (0.2750) loss_giou_dn_3: 0.4299 (0.4514) loss_class_dn_4: 0.3983 (0.3880) loss_bbox_dn_4: 0.2775 (0.2741) loss_giou_dn_4: 0.4276 (0.4500) loss_class_hybrid: 0.7792 (0.7693) loss_bbox_hybrid: 0.1931 (0.1949) loss_giou_hybrid: 0.3965 (0.4234) loss_class_0_hybrid: 0.8548 (0.8386) loss_bbox_0_hybrid: 0.1959 (0.2037) loss_giou_0_hybrid: 0.4274 (0.4405) loss_class_1_hybrid: 0.7929 (0.7949) loss_bbox_1_hybrid: 0.1917 (0.1985) loss_giou_1_hybrid: 0.4120 (0.4304) loss_class_2_hybrid: 0.7997 (0.7813) loss_bbox_2_hybrid: 0.1940 (0.1952) loss_giou_2_hybrid: 0.4053 (0.4250) loss_class_3_hybrid: 0.7837 (0.7727) loss_bbox_3_hybrid: 0.1924 (0.1948) loss_giou_3_hybrid: 0.4018 (0.4238) loss_class_4_hybrid: 0.7784 (0.7694) loss_bbox_4_hybrid: 0.1916 (0.1949) loss_giou_4_hybrid: 0.3985 (0.4236) loss_class_enc_hybrid: 0.8131 (0.7992) loss_bbox_enc_hybrid: 0.2346 (0.2436) loss_giou_enc_hybrid: 0.4776 (0.5021) mem: 1024 max mem: 36965 [2024-01-15 12:53:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:54:29 det.util.engine] INFO: Epoch: [6] [10050/11727] eta: 0:30:05 lr: 0.000100 data_time: 0.0032 iter_time: 1.0867 loss: 27.2896 (27.0262) loss_class: 0.7611 (0.7672) loss_bbox: 0.1941 (0.1816) loss_giou: 0.3661 (0.3931) loss_class_0: 0.9512 (0.9540) loss_bbox_0: 0.1878 (0.1807) loss_giou_0: 0.3618 (0.3966) loss_class_1: 0.7960 (0.8279) loss_bbox_1: 0.1946 (0.1825) loss_giou_1: 0.3795 (0.3962) loss_class_2: 0.7726 (0.7951) loss_bbox_2: 0.1972 (0.1806) loss_giou_2: 0.3747 (0.3933) loss_class_3: 0.7756 (0.7762) loss_bbox_3: 0.1923 (0.1812) loss_giou_3: 0.3759 (0.3932) loss_class_4: 0.7658 (0.7685) loss_bbox_4: 0.1941 (0.1815) loss_giou_4: 0.3641 (0.3933) loss_class_enc: 0.8862 (0.8938) loss_bbox_enc: 0.2284 (0.2169) loss_giou_enc: 0.4200 (0.4505) loss_class_dn: 0.3891 (0.3882) loss_bbox_dn: 0.3114 (0.2743) loss_giou_dn: 0.4376 (0.4501) loss_class_dn_0: 0.4798 (0.4799) loss_bbox_dn_0: 0.4321 (0.3767) loss_giou_dn_0: 0.5789 (0.5793) loss_class_dn_1: 0.4178 (0.4170) loss_bbox_dn_1: 0.3517 (0.2979) loss_giou_dn_1: 0.4794 (0.4802) loss_class_dn_2: 0.4024 (0.3962) loss_bbox_dn_2: 0.3213 (0.2782) loss_giou_dn_2: 0.4475 (0.4561) loss_class_dn_3: 0.3954 (0.3899) loss_bbox_dn_3: 0.3137 (0.2751) loss_giou_dn_3: 0.4386 (0.4513) loss_class_dn_4: 0.3896 (0.3880) loss_bbox_dn_4: 0.3114 (0.2743) loss_giou_dn_4: 0.4374 (0.4500) loss_class_hybrid: 0.7727 (0.7694) loss_bbox_hybrid: 0.1902 (0.1949) loss_giou_hybrid: 0.3962 (0.4233) loss_class_0_hybrid: 0.8188 (0.8387) loss_bbox_0_hybrid: 0.2053 (0.2037) loss_giou_0_hybrid: 0.4121 (0.4404) loss_class_1_hybrid: 0.7759 (0.7950) loss_bbox_1_hybrid: 0.1981 (0.1986) loss_giou_1_hybrid: 0.4004 (0.4303) loss_class_2_hybrid: 0.7907 (0.7814) loss_bbox_2_hybrid: 0.1938 (0.1952) loss_giou_2_hybrid: 0.3988 (0.4249) loss_class_3_hybrid: 0.7740 (0.7728) loss_bbox_3_hybrid: 0.1904 (0.1948) loss_giou_3_hybrid: 0.3959 (0.4237) loss_class_4_hybrid: 0.7819 (0.7695) loss_bbox_4_hybrid: 0.1911 (0.1950) loss_giou_4_hybrid: 0.3983 (0.4235) loss_class_enc_hybrid: 0.7931 (0.7993) loss_bbox_enc_hybrid: 0.2576 (0.2436) loss_giou_enc_hybrid: 0.4670 (0.5019) mem: 1022 max mem: 36965 [2024-01-15 12:54:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:55:22 det.util.engine] INFO: Epoch: [6] [10100/11727] eta: 0:29:11 lr: 0.000100 data_time: 0.0031 iter_time: 1.0471 loss: 26.8550 (27.0262) loss_class: 0.7991 (0.7672) loss_bbox: 0.1664 (0.1815) loss_giou: 0.3723 (0.3931) loss_class_0: 0.9614 (0.9540) loss_bbox_0: 0.1633 (0.1807) loss_giou_0: 0.3744 (0.3967) loss_class_1: 0.8440 (0.8279) loss_bbox_1: 0.1685 (0.1825) loss_giou_1: 0.3660 (0.3962) loss_class_2: 0.8047 (0.7951) loss_bbox_2: 0.1698 (0.1806) loss_giou_2: 0.3685 (0.3933) loss_class_3: 0.7901 (0.7762) loss_bbox_3: 0.1542 (0.1811) loss_giou_3: 0.3644 (0.3932) loss_class_4: 0.7959 (0.7685) loss_bbox_4: 0.1603 (0.1815) loss_giou_4: 0.3637 (0.3933) loss_class_enc: 0.8732 (0.8937) loss_bbox_enc: 0.2021 (0.2169) loss_giou_enc: 0.4296 (0.4505) loss_class_dn: 0.3897 (0.3882) loss_bbox_dn: 0.2467 (0.2742) loss_giou_dn: 0.4393 (0.4501) loss_class_dn_0: 0.4747 (0.4799) loss_bbox_dn_0: 0.3476 (0.3766) loss_giou_dn_0: 0.5896 (0.5793) loss_class_dn_1: 0.4158 (0.4169) loss_bbox_dn_1: 0.2868 (0.2978) loss_giou_dn_1: 0.4709 (0.4803) loss_class_dn_2: 0.3990 (0.3962) loss_bbox_dn_2: 0.2562 (0.2781) loss_giou_dn_2: 0.4472 (0.4561) loss_class_dn_3: 0.3910 (0.3899) loss_bbox_dn_3: 0.2488 (0.2750) loss_giou_dn_3: 0.4408 (0.4513) loss_class_dn_4: 0.3887 (0.3880) loss_bbox_dn_4: 0.2467 (0.2742) loss_giou_dn_4: 0.4398 (0.4500) loss_class_hybrid: 0.7880 (0.7695) loss_bbox_hybrid: 0.1703 (0.1949) loss_giou_hybrid: 0.3794 (0.4234) loss_class_0_hybrid: 0.8396 (0.8387) loss_bbox_0_hybrid: 0.1786 (0.2037) loss_giou_0_hybrid: 0.4047 (0.4405) loss_class_1_hybrid: 0.8046 (0.7950) loss_bbox_1_hybrid: 0.1778 (0.1985) loss_giou_1_hybrid: 0.3848 (0.4303) loss_class_2_hybrid: 0.7917 (0.7815) loss_bbox_2_hybrid: 0.1724 (0.1952) loss_giou_2_hybrid: 0.3816 (0.4249) loss_class_3_hybrid: 0.7932 (0.7728) loss_bbox_3_hybrid: 0.1684 (0.1948) loss_giou_3_hybrid: 0.3808 (0.4237) loss_class_4_hybrid: 0.7857 (0.7695) loss_bbox_4_hybrid: 0.1710 (0.1949) loss_giou_4_hybrid: 0.3789 (0.4235) loss_class_enc_hybrid: 0.8063 (0.7993) loss_bbox_enc_hybrid: 0.2223 (0.2436) loss_giou_enc_hybrid: 0.4684 (0.5020) mem: 1026 max mem: 36965 [2024-01-15 12:55:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:56:16 det.util.engine] INFO: Epoch: [6] [10150/11727] eta: 0:28:17 lr: 0.000100 data_time: 0.0036 iter_time: 1.0744 loss: 27.0480 (27.0254) loss_class: 0.7927 (0.7673) loss_bbox: 0.1619 (0.1815) loss_giou: 0.3507 (0.3930) loss_class_0: 0.9898 (0.9541) loss_bbox_0: 0.1706 (0.1806) loss_giou_0: 0.3735 (0.3966) loss_class_1: 0.8363 (0.8281) loss_bbox_1: 0.1569 (0.1825) loss_giou_1: 0.3558 (0.3961) loss_class_2: 0.8009 (0.7952) loss_bbox_2: 0.1607 (0.1805) loss_giou_2: 0.3527 (0.3932) loss_class_3: 0.7846 (0.7763) loss_bbox_3: 0.1581 (0.1811) loss_giou_3: 0.3522 (0.3931) loss_class_4: 0.7699 (0.7686) loss_bbox_4: 0.1625 (0.1815) loss_giou_4: 0.3510 (0.3932) loss_class_enc: 0.9027 (0.8938) loss_bbox_enc: 0.2031 (0.2169) loss_giou_enc: 0.4230 (0.4504) loss_class_dn: 0.3790 (0.3882) loss_bbox_dn: 0.2638 (0.2742) loss_giou_dn: 0.4174 (0.4500) loss_class_dn_0: 0.4763 (0.4799) loss_bbox_dn_0: 0.3708 (0.3767) loss_giou_dn_0: 0.5551 (0.5792) loss_class_dn_1: 0.4097 (0.4169) loss_bbox_dn_1: 0.2917 (0.2979) loss_giou_dn_1: 0.4441 (0.4802) loss_class_dn_2: 0.3875 (0.3961) loss_bbox_dn_2: 0.2702 (0.2781) loss_giou_dn_2: 0.4217 (0.4561) loss_class_dn_3: 0.3817 (0.3899) loss_bbox_dn_3: 0.2633 (0.2750) loss_giou_dn_3: 0.4174 (0.4513) loss_class_dn_4: 0.3793 (0.3880) loss_bbox_dn_4: 0.2639 (0.2742) loss_giou_dn_4: 0.4171 (0.4499) loss_class_hybrid: 0.7659 (0.7696) loss_bbox_hybrid: 0.1845 (0.1949) loss_giou_hybrid: 0.3756 (0.4232) loss_class_0_hybrid: 0.8508 (0.8388) loss_bbox_0_hybrid: 0.1911 (0.2037) loss_giou_0_hybrid: 0.4010 (0.4403) loss_class_1_hybrid: 0.8088 (0.7951) loss_bbox_1_hybrid: 0.1882 (0.1985) loss_giou_1_hybrid: 0.3834 (0.4302) loss_class_2_hybrid: 0.7724 (0.7816) loss_bbox_2_hybrid: 0.1854 (0.1952) loss_giou_2_hybrid: 0.3847 (0.4248) loss_class_3_hybrid: 0.7785 (0.7729) loss_bbox_3_hybrid: 0.1849 (0.1948) loss_giou_3_hybrid: 0.3784 (0.4236) loss_class_4_hybrid: 0.7617 (0.7696) loss_bbox_4_hybrid: 0.1881 (0.1949) loss_giou_4_hybrid: 0.3785 (0.4234) loss_class_enc_hybrid: 0.8008 (0.7995) loss_bbox_enc_hybrid: 0.2372 (0.2435) loss_giou_enc_hybrid: 0.4646 (0.5018) mem: 1027 max mem: 36965 [2024-01-15 12:56:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:57:09 det.util.engine] INFO: Epoch: [6] [10200/11727] eta: 0:27:23 lr: 0.000100 data_time: 0.0030 iter_time: 1.0453 loss: 26.1282 (27.0245) loss_class: 0.7447 (0.7674) loss_bbox: 0.1453 (0.1815) loss_giou: 0.3883 (0.3930) loss_class_0: 0.9095 (0.9541) loss_bbox_0: 0.1549 (0.1806) loss_giou_0: 0.3993 (0.3966) loss_class_1: 0.7879 (0.8281) loss_bbox_1: 0.1576 (0.1824) loss_giou_1: 0.3786 (0.3961) loss_class_2: 0.7727 (0.7953) loss_bbox_2: 0.1504 (0.1805) loss_giou_2: 0.3823 (0.3932) loss_class_3: 0.7594 (0.7763) loss_bbox_3: 0.1500 (0.1810) loss_giou_3: 0.3889 (0.3931) loss_class_4: 0.7295 (0.7687) loss_bbox_4: 0.1462 (0.1814) loss_giou_4: 0.3884 (0.3932) loss_class_enc: 0.8311 (0.8938) loss_bbox_enc: 0.1810 (0.2168) loss_giou_enc: 0.4553 (0.4504) loss_class_dn: 0.3974 (0.3881) loss_bbox_dn: 0.2091 (0.2742) loss_giou_dn: 0.4503 (0.4500) loss_class_dn_0: 0.4730 (0.4799) loss_bbox_dn_0: 0.2990 (0.3766) loss_giou_dn_0: 0.5811 (0.5792) loss_class_dn_1: 0.4137 (0.4169) loss_bbox_dn_1: 0.2321 (0.2978) loss_giou_dn_1: 0.4762 (0.4802) loss_class_dn_2: 0.3978 (0.3961) loss_bbox_dn_2: 0.2115 (0.2781) loss_giou_dn_2: 0.4560 (0.4560) loss_class_dn_3: 0.3978 (0.3899) loss_bbox_dn_3: 0.2098 (0.2750) loss_giou_dn_3: 0.4501 (0.4512) loss_class_dn_4: 0.3952 (0.3880) loss_bbox_dn_4: 0.2093 (0.2742) loss_giou_dn_4: 0.4506 (0.4499) loss_class_hybrid: 0.7197 (0.7696) loss_bbox_hybrid: 0.1673 (0.1948) loss_giou_hybrid: 0.4239 (0.4232) loss_class_0_hybrid: 0.7997 (0.8388) loss_bbox_0_hybrid: 0.1791 (0.2036) loss_giou_0_hybrid: 0.4424 (0.4403) loss_class_1_hybrid: 0.7497 (0.7951) loss_bbox_1_hybrid: 0.1733 (0.1985) loss_giou_1_hybrid: 0.4403 (0.4302) loss_class_2_hybrid: 0.7404 (0.7816) loss_bbox_2_hybrid: 0.1671 (0.1952) loss_giou_2_hybrid: 0.4284 (0.4248) loss_class_3_hybrid: 0.7426 (0.7729) loss_bbox_3_hybrid: 0.1684 (0.1947) loss_giou_3_hybrid: 0.4267 (0.4236) loss_class_4_hybrid: 0.7171 (0.7696) loss_bbox_4_hybrid: 0.1678 (0.1949) loss_giou_4_hybrid: 0.4219 (0.4234) loss_class_enc_hybrid: 0.7721 (0.7995) loss_bbox_enc_hybrid: 0.2121 (0.2435) loss_giou_enc_hybrid: 0.4851 (0.5018) mem: 1028 max mem: 36965 [2024-01-15 12:57:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:58:04 det.util.engine] INFO: Epoch: [6] [10250/11727] eta: 0:26:30 lr: 0.000100 data_time: 0.0035 iter_time: 1.0812 loss: 26.2685 (27.0241) loss_class: 0.7338 (0.7673) loss_bbox: 0.1513 (0.1815) loss_giou: 0.3978 (0.3930) loss_class_0: 0.9020 (0.9540) loss_bbox_0: 0.1652 (0.1806) loss_giou_0: 0.3829 (0.3966) loss_class_1: 0.8032 (0.8281) loss_bbox_1: 0.1420 (0.1824) loss_giou_1: 0.3768 (0.3961) loss_class_2: 0.7763 (0.7953) loss_bbox_2: 0.1418 (0.1805) loss_giou_2: 0.3809 (0.3932) loss_class_3: 0.7397 (0.7763) loss_bbox_3: 0.1492 (0.1811) loss_giou_3: 0.3904 (0.3931) loss_class_4: 0.7429 (0.7686) loss_bbox_4: 0.1481 (0.1814) loss_giou_4: 0.3927 (0.3932) loss_class_enc: 0.8918 (0.8938) loss_bbox_enc: 0.1904 (0.2168) loss_giou_enc: 0.4313 (0.4504) loss_class_dn: 0.3826 (0.3881) loss_bbox_dn: 0.2274 (0.2742) loss_giou_dn: 0.4488 (0.4500) loss_class_dn_0: 0.4809 (0.4799) loss_bbox_dn_0: 0.3198 (0.3766) loss_giou_dn_0: 0.5736 (0.5792) loss_class_dn_1: 0.4115 (0.4169) loss_bbox_dn_1: 0.2512 (0.2978) loss_giou_dn_1: 0.4789 (0.4801) loss_class_dn_2: 0.3931 (0.3961) loss_bbox_dn_2: 0.2334 (0.2781) loss_giou_dn_2: 0.4546 (0.4560) loss_class_dn_3: 0.3867 (0.3899) loss_bbox_dn_3: 0.2303 (0.2750) loss_giou_dn_3: 0.4503 (0.4512) loss_class_dn_4: 0.3811 (0.3880) loss_bbox_dn_4: 0.2273 (0.2742) loss_giou_dn_4: 0.4486 (0.4498) loss_class_hybrid: 0.7729 (0.7696) loss_bbox_hybrid: 0.1709 (0.1948) loss_giou_hybrid: 0.3988 (0.4232) loss_class_0_hybrid: 0.8295 (0.8388) loss_bbox_0_hybrid: 0.1769 (0.2036) loss_giou_0_hybrid: 0.4112 (0.4404) loss_class_1_hybrid: 0.7778 (0.7951) loss_bbox_1_hybrid: 0.1684 (0.1985) loss_giou_1_hybrid: 0.3963 (0.4302) loss_class_2_hybrid: 0.7754 (0.7815) loss_bbox_2_hybrid: 0.1723 (0.1952) loss_giou_2_hybrid: 0.3986 (0.4248) loss_class_3_hybrid: 0.7743 (0.7729) loss_bbox_3_hybrid: 0.1697 (0.1948) loss_giou_3_hybrid: 0.4007 (0.4236) loss_class_4_hybrid: 0.7700 (0.7696) loss_bbox_4_hybrid: 0.1691 (0.1949) loss_giou_4_hybrid: 0.3996 (0.4234) loss_class_enc_hybrid: 0.8031 (0.7995) loss_bbox_enc_hybrid: 0.2072 (0.2435) loss_giou_enc_hybrid: 0.4794 (0.5018) mem: 1023 max mem: 36965 [2024-01-15 12:58:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:58:59 det.util.engine] INFO: Epoch: [6] [10300/11727] eta: 0:25:36 lr: 0.000100 data_time: 0.0031 iter_time: 1.1043 loss: 26.3390 (27.0241) loss_class: 0.7641 (0.7674) loss_bbox: 0.1973 (0.1815) loss_giou: 0.3853 (0.3929) loss_class_0: 0.9802 (0.9540) loss_bbox_0: 0.1867 (0.1807) loss_giou_0: 0.3946 (0.3965) loss_class_1: 0.8250 (0.8281) loss_bbox_1: 0.1887 (0.1825) loss_giou_1: 0.3974 (0.3960) loss_class_2: 0.8101 (0.7953) loss_bbox_2: 0.1895 (0.1805) loss_giou_2: 0.3854 (0.3931) loss_class_3: 0.7511 (0.7763) loss_bbox_3: 0.2014 (0.1811) loss_giou_3: 0.3891 (0.3930) loss_class_4: 0.7545 (0.7687) loss_bbox_4: 0.1974 (0.1814) loss_giou_4: 0.3853 (0.3931) loss_class_enc: 0.9272 (0.8939) loss_bbox_enc: 0.2162 (0.2169) loss_giou_enc: 0.4521 (0.4503) loss_class_dn: 0.3903 (0.3881) loss_bbox_dn: 0.2987 (0.2743) loss_giou_dn: 0.4269 (0.4499) loss_class_dn_0: 0.4795 (0.4799) loss_bbox_dn_0: 0.4148 (0.3767) loss_giou_dn_0: 0.5519 (0.5791) loss_class_dn_1: 0.4150 (0.4169) loss_bbox_dn_1: 0.3263 (0.2979) loss_giou_dn_1: 0.4567 (0.4801) loss_class_dn_2: 0.4006 (0.3961) loss_bbox_dn_2: 0.3018 (0.2782) loss_giou_dn_2: 0.4264 (0.4560) loss_class_dn_3: 0.3940 (0.3899) loss_bbox_dn_3: 0.2985 (0.2751) loss_giou_dn_3: 0.4261 (0.4512) loss_class_dn_4: 0.3887 (0.3879) loss_bbox_dn_4: 0.2987 (0.2743) loss_giou_dn_4: 0.4269 (0.4498) loss_class_hybrid: 0.7761 (0.7696) loss_bbox_hybrid: 0.2004 (0.1949) loss_giou_hybrid: 0.4060 (0.4231) loss_class_0_hybrid: 0.8458 (0.8388) loss_bbox_0_hybrid: 0.2040 (0.2037) loss_giou_0_hybrid: 0.4150 (0.4403) loss_class_1_hybrid: 0.8001 (0.7951) loss_bbox_1_hybrid: 0.2049 (0.1986) loss_giou_1_hybrid: 0.4153 (0.4301) loss_class_2_hybrid: 0.7812 (0.7816) loss_bbox_2_hybrid: 0.1974 (0.1952) loss_giou_2_hybrid: 0.4041 (0.4247) loss_class_3_hybrid: 0.7878 (0.7729) loss_bbox_3_hybrid: 0.2070 (0.1948) loss_giou_3_hybrid: 0.4026 (0.4235) loss_class_4_hybrid: 0.7713 (0.7696) loss_bbox_4_hybrid: 0.2069 (0.1949) loss_giou_4_hybrid: 0.4034 (0.4233) loss_class_enc_hybrid: 0.8206 (0.7995) loss_bbox_enc_hybrid: 0.2361 (0.2436) loss_giou_enc_hybrid: 0.4619 (0.5017) mem: 1027 max mem: 36965 [2024-01-15 12:58:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 12:59:53 det.util.engine] INFO: Epoch: [6] [10350/11727] eta: 0:24:42 lr: 0.000100 data_time: 0.0032 iter_time: 1.0916 loss: 25.6693 (27.0204) loss_class: 0.7328 (0.7672) loss_bbox: 0.1675 (0.1814) loss_giou: 0.3513 (0.3929) loss_class_0: 0.9177 (0.9538) loss_bbox_0: 0.1644 (0.1806) loss_giou_0: 0.3646 (0.3965) loss_class_1: 0.7885 (0.8280) loss_bbox_1: 0.1599 (0.1824) loss_giou_1: 0.3580 (0.3960) loss_class_2: 0.7479 (0.7952) loss_bbox_2: 0.1614 (0.1805) loss_giou_2: 0.3494 (0.3931) loss_class_3: 0.7286 (0.7761) loss_bbox_3: 0.1659 (0.1811) loss_giou_3: 0.3567 (0.3930) loss_class_4: 0.7378 (0.7685) loss_bbox_4: 0.1676 (0.1814) loss_giou_4: 0.3515 (0.3931) loss_class_enc: 0.8819 (0.8938) loss_bbox_enc: 0.1990 (0.2168) loss_giou_enc: 0.4189 (0.4503) loss_class_dn: 0.3833 (0.3881) loss_bbox_dn: 0.2464 (0.2742) loss_giou_dn: 0.4248 (0.4499) loss_class_dn_0: 0.4763 (0.4799) loss_bbox_dn_0: 0.3577 (0.3767) loss_giou_dn_0: 0.5477 (0.5791) loss_class_dn_1: 0.4109 (0.4168) loss_bbox_dn_1: 0.2815 (0.2978) loss_giou_dn_1: 0.4462 (0.4800) loss_class_dn_2: 0.3923 (0.3961) loss_bbox_dn_2: 0.2543 (0.2781) loss_giou_dn_2: 0.4296 (0.4559) loss_class_dn_3: 0.3836 (0.3898) loss_bbox_dn_3: 0.2477 (0.2750) loss_giou_dn_3: 0.4273 (0.4511) loss_class_dn_4: 0.3831 (0.3879) loss_bbox_dn_4: 0.2464 (0.2742) loss_giou_dn_4: 0.4249 (0.4497) loss_class_hybrid: 0.7744 (0.7695) loss_bbox_hybrid: 0.1749 (0.1948) loss_giou_hybrid: 0.3857 (0.4231) loss_class_0_hybrid: 0.8336 (0.8387) loss_bbox_0_hybrid: 0.1896 (0.2036) loss_giou_0_hybrid: 0.4010 (0.4402) loss_class_1_hybrid: 0.7831 (0.7950) loss_bbox_1_hybrid: 0.1831 (0.1985) loss_giou_1_hybrid: 0.3929 (0.4301) loss_class_2_hybrid: 0.7938 (0.7815) loss_bbox_2_hybrid: 0.1795 (0.1952) loss_giou_2_hybrid: 0.3910 (0.4247) loss_class_3_hybrid: 0.7637 (0.7729) loss_bbox_3_hybrid: 0.1712 (0.1948) loss_giou_3_hybrid: 0.3825 (0.4235) loss_class_4_hybrid: 0.7878 (0.7695) loss_bbox_4_hybrid: 0.1723 (0.1949) loss_giou_4_hybrid: 0.3823 (0.4233) loss_class_enc_hybrid: 0.7948 (0.7994) loss_bbox_enc_hybrid: 0.2233 (0.2435) loss_giou_enc_hybrid: 0.4594 (0.5017) mem: 1017 max mem: 36965 [2024-01-15 12:59:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:00:46 det.util.engine] INFO: Epoch: [6] [10400/11727] eta: 0:23:48 lr: 0.000100 data_time: 0.0030 iter_time: 1.0322 loss: 26.5700 (27.0210) loss_class: 0.7428 (0.7673) loss_bbox: 0.1822 (0.1814) loss_giou: 0.4027 (0.3929) loss_class_0: 0.8961 (0.9539) loss_bbox_0: 0.1716 (0.1806) loss_giou_0: 0.4078 (0.3965) loss_class_1: 0.8258 (0.8281) loss_bbox_1: 0.1833 (0.1824) loss_giou_1: 0.4015 (0.3960) loss_class_2: 0.7653 (0.7953) loss_bbox_2: 0.1798 (0.1804) loss_giou_2: 0.3947 (0.3931) loss_class_3: 0.7443 (0.7762) loss_bbox_3: 0.1816 (0.1811) loss_giou_3: 0.3949 (0.3930) loss_class_4: 0.7395 (0.7686) loss_bbox_4: 0.1777 (0.1814) loss_giou_4: 0.3934 (0.3931) loss_class_enc: 0.8532 (0.8939) loss_bbox_enc: 0.2105 (0.2168) loss_giou_enc: 0.4524 (0.4503) loss_class_dn: 0.3822 (0.3881) loss_bbox_dn: 0.2557 (0.2741) loss_giou_dn: 0.4265 (0.4499) loss_class_dn_0: 0.4800 (0.4799) loss_bbox_dn_0: 0.3578 (0.3766) loss_giou_dn_0: 0.5703 (0.5791) loss_class_dn_1: 0.4129 (0.4168) loss_bbox_dn_1: 0.2756 (0.2978) loss_giou_dn_1: 0.4691 (0.4800) loss_class_dn_2: 0.3887 (0.3961) loss_bbox_dn_2: 0.2544 (0.2781) loss_giou_dn_2: 0.4296 (0.4559) loss_class_dn_3: 0.3837 (0.3898) loss_bbox_dn_3: 0.2546 (0.2750) loss_giou_dn_3: 0.4268 (0.4511) loss_class_dn_4: 0.3825 (0.3879) loss_bbox_dn_4: 0.2558 (0.2741) loss_giou_dn_4: 0.4269 (0.4497) loss_class_hybrid: 0.7408 (0.7696) loss_bbox_hybrid: 0.1925 (0.1948) loss_giou_hybrid: 0.4261 (0.4231) loss_class_0_hybrid: 0.8221 (0.8388) loss_bbox_0_hybrid: 0.1941 (0.2036) loss_giou_0_hybrid: 0.4692 (0.4402) loss_class_1_hybrid: 0.7734 (0.7951) loss_bbox_1_hybrid: 0.1920 (0.1985) loss_giou_1_hybrid: 0.4461 (0.4301) loss_class_2_hybrid: 0.7510 (0.7816) loss_bbox_2_hybrid: 0.1911 (0.1952) loss_giou_2_hybrid: 0.4257 (0.4247) loss_class_3_hybrid: 0.7542 (0.7729) loss_bbox_3_hybrid: 0.1861 (0.1947) loss_giou_3_hybrid: 0.4228 (0.4235) loss_class_4_hybrid: 0.7348 (0.7696) loss_bbox_4_hybrid: 0.1912 (0.1949) loss_giou_4_hybrid: 0.4252 (0.4233) loss_class_enc_hybrid: 0.7951 (0.7995) loss_bbox_enc_hybrid: 0.2389 (0.2435) loss_giou_enc_hybrid: 0.5222 (0.5017) mem: 1024 max mem: 36965 [2024-01-15 13:00:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:01:41 det.util.engine] INFO: Epoch: [6] [10450/11727] eta: 0:22:55 lr: 0.000100 data_time: 0.0032 iter_time: 1.1008 loss: 26.8913 (27.0219) loss_class: 0.7784 (0.7673) loss_bbox: 0.1810 (0.1814) loss_giou: 0.3468 (0.3929) loss_class_0: 0.9823 (0.9540) loss_bbox_0: 0.1706 (0.1806) loss_giou_0: 0.3405 (0.3965) loss_class_1: 0.8317 (0.8282) loss_bbox_1: 0.1904 (0.1824) loss_giou_1: 0.3608 (0.3960) loss_class_2: 0.8010 (0.7953) loss_bbox_2: 0.1849 (0.1805) loss_giou_2: 0.3520 (0.3931) loss_class_3: 0.7952 (0.7762) loss_bbox_3: 0.1807 (0.1811) loss_giou_3: 0.3496 (0.3930) loss_class_4: 0.7823 (0.7686) loss_bbox_4: 0.1809 (0.1814) loss_giou_4: 0.3526 (0.3931) loss_class_enc: 0.9320 (0.8940) loss_bbox_enc: 0.1968 (0.2168) loss_giou_enc: 0.4041 (0.4502) loss_class_dn: 0.3844 (0.3881) loss_bbox_dn: 0.2545 (0.2741) loss_giou_dn: 0.4227 (0.4499) loss_class_dn_0: 0.4833 (0.4799) loss_bbox_dn_0: 0.3639 (0.3766) loss_giou_dn_0: 0.5468 (0.5790) loss_class_dn_1: 0.4162 (0.4169) loss_bbox_dn_1: 0.2767 (0.2978) loss_giou_dn_1: 0.4464 (0.4800) loss_class_dn_2: 0.3941 (0.3961) loss_bbox_dn_2: 0.2565 (0.2780) loss_giou_dn_2: 0.4284 (0.4559) loss_class_dn_3: 0.3848 (0.3898) loss_bbox_dn_3: 0.2549 (0.2749) loss_giou_dn_3: 0.4245 (0.4511) loss_class_dn_4: 0.3828 (0.3879) loss_bbox_dn_4: 0.2546 (0.2741) loss_giou_dn_4: 0.4227 (0.4497) loss_class_hybrid: 0.7791 (0.7696) loss_bbox_hybrid: 0.2043 (0.1948) loss_giou_hybrid: 0.3744 (0.4231) loss_class_0_hybrid: 0.8375 (0.8388) loss_bbox_0_hybrid: 0.1923 (0.2036) loss_giou_0_hybrid: 0.4024 (0.4402) loss_class_1_hybrid: 0.7988 (0.7951) loss_bbox_1_hybrid: 0.2135 (0.1985) loss_giou_1_hybrid: 0.3922 (0.4301) loss_class_2_hybrid: 0.7896 (0.7816) loss_bbox_2_hybrid: 0.2073 (0.1952) loss_giou_2_hybrid: 0.3758 (0.4247) loss_class_3_hybrid: 0.8028 (0.7730) loss_bbox_3_hybrid: 0.2081 (0.1947) loss_giou_3_hybrid: 0.3731 (0.4235) loss_class_4_hybrid: 0.7619 (0.7696) loss_bbox_4_hybrid: 0.2041 (0.1949) loss_giou_4_hybrid: 0.3737 (0.4233) loss_class_enc_hybrid: 0.8043 (0.7996) loss_bbox_enc_hybrid: 0.2376 (0.2435) loss_giou_enc_hybrid: 0.4507 (0.5017) mem: 1026 max mem: 36965 [2024-01-15 13:01:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:02:34 det.util.engine] INFO: Epoch: [6] [10500/11727] eta: 0:22:01 lr: 0.000100 data_time: 0.0030 iter_time: 1.0863 loss: 26.4877 (27.0196) loss_class: 0.7661 (0.7672) loss_bbox: 0.1694 (0.1814) loss_giou: 0.4071 (0.3929) loss_class_0: 0.9427 (0.9539) loss_bbox_0: 0.1742 (0.1806) loss_giou_0: 0.4145 (0.3965) loss_class_1: 0.7829 (0.8280) loss_bbox_1: 0.1788 (0.1824) loss_giou_1: 0.4045 (0.3961) loss_class_2: 0.7539 (0.7952) loss_bbox_2: 0.1761 (0.1804) loss_giou_2: 0.4114 (0.3932) loss_class_3: 0.7454 (0.7761) loss_bbox_3: 0.1781 (0.1810) loss_giou_3: 0.4105 (0.3930) loss_class_4: 0.7565 (0.7685) loss_bbox_4: 0.1780 (0.1814) loss_giou_4: 0.4086 (0.3931) loss_class_enc: 0.8692 (0.8939) loss_bbox_enc: 0.2159 (0.2168) loss_giou_enc: 0.4624 (0.4503) loss_class_dn: 0.3803 (0.3880) loss_bbox_dn: 0.2487 (0.2741) loss_giou_dn: 0.4369 (0.4498) loss_class_dn_0: 0.4748 (0.4799) loss_bbox_dn_0: 0.3561 (0.3765) loss_giou_dn_0: 0.5631 (0.5790) loss_class_dn_1: 0.4060 (0.4168) loss_bbox_dn_1: 0.2785 (0.2977) loss_giou_dn_1: 0.4649 (0.4800) loss_class_dn_2: 0.3874 (0.3961) loss_bbox_dn_2: 0.2504 (0.2780) loss_giou_dn_2: 0.4435 (0.4559) loss_class_dn_3: 0.3845 (0.3898) loss_bbox_dn_3: 0.2494 (0.2749) loss_giou_dn_3: 0.4374 (0.4511) loss_class_dn_4: 0.3801 (0.3879) loss_bbox_dn_4: 0.2488 (0.2741) loss_giou_dn_4: 0.4366 (0.4497) loss_class_hybrid: 0.7369 (0.7695) loss_bbox_hybrid: 0.1823 (0.1948) loss_giou_hybrid: 0.4319 (0.4232) loss_class_0_hybrid: 0.8050 (0.8387) loss_bbox_0_hybrid: 0.1917 (0.2036) loss_giou_0_hybrid: 0.4505 (0.4403) loss_class_1_hybrid: 0.7365 (0.7950) loss_bbox_1_hybrid: 0.1868 (0.1985) loss_giou_1_hybrid: 0.4469 (0.4301) loss_class_2_hybrid: 0.7373 (0.7815) loss_bbox_2_hybrid: 0.1812 (0.1951) loss_giou_2_hybrid: 0.4396 (0.4247) loss_class_3_hybrid: 0.7291 (0.7729) loss_bbox_3_hybrid: 0.1823 (0.1947) loss_giou_3_hybrid: 0.4368 (0.4235) loss_class_4_hybrid: 0.7383 (0.7695) loss_bbox_4_hybrid: 0.1806 (0.1949) loss_giou_4_hybrid: 0.4332 (0.4233) loss_class_enc_hybrid: 0.7583 (0.7995) loss_bbox_enc_hybrid: 0.2406 (0.2434) loss_giou_enc_hybrid: 0.5145 (0.5017) mem: 1035 max mem: 36965 [2024-01-15 13:02:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:03:27 det.util.engine] INFO: Epoch: [6] [10550/11727] eta: 0:21:07 lr: 0.000100 data_time: 0.0031 iter_time: 1.0820 loss: 26.6565 (27.0193) loss_class: 0.7279 (0.7673) loss_bbox: 0.1729 (0.1814) loss_giou: 0.4011 (0.3929) loss_class_0: 0.9095 (0.9539) loss_bbox_0: 0.1831 (0.1806) loss_giou_0: 0.4088 (0.3965) loss_class_1: 0.7985 (0.8280) loss_bbox_1: 0.1807 (0.1824) loss_giou_1: 0.4097 (0.3960) loss_class_2: 0.7701 (0.7952) loss_bbox_2: 0.1749 (0.1804) loss_giou_2: 0.4081 (0.3931) loss_class_3: 0.7327 (0.7761) loss_bbox_3: 0.1809 (0.1810) loss_giou_3: 0.4055 (0.3930) loss_class_4: 0.7254 (0.7685) loss_bbox_4: 0.1777 (0.1814) loss_giou_4: 0.4041 (0.3931) loss_class_enc: 0.8999 (0.8939) loss_bbox_enc: 0.2225 (0.2168) loss_giou_enc: 0.4610 (0.4502) loss_class_dn: 0.3881 (0.3880) loss_bbox_dn: 0.2744 (0.2741) loss_giou_dn: 0.4539 (0.4498) loss_class_dn_0: 0.4794 (0.4799) loss_bbox_dn_0: 0.3562 (0.3765) loss_giou_dn_0: 0.5804 (0.5789) loss_class_dn_1: 0.4216 (0.4168) loss_bbox_dn_1: 0.2964 (0.2977) loss_giou_dn_1: 0.4867 (0.4799) loss_class_dn_2: 0.3946 (0.3960) loss_bbox_dn_2: 0.2767 (0.2780) loss_giou_dn_2: 0.4587 (0.4558) loss_class_dn_3: 0.3897 (0.3898) loss_bbox_dn_3: 0.2740 (0.2749) loss_giou_dn_3: 0.4545 (0.4510) loss_class_dn_4: 0.3883 (0.3879) loss_bbox_dn_4: 0.2743 (0.2741) loss_giou_dn_4: 0.4537 (0.4497) loss_class_hybrid: 0.7362 (0.7695) loss_bbox_hybrid: 0.2018 (0.1948) loss_giou_hybrid: 0.4363 (0.4231) loss_class_0_hybrid: 0.8234 (0.8387) loss_bbox_0_hybrid: 0.2043 (0.2036) loss_giou_0_hybrid: 0.4448 (0.4402) loss_class_1_hybrid: 0.7882 (0.7950) loss_bbox_1_hybrid: 0.2007 (0.1985) loss_giou_1_hybrid: 0.4366 (0.4301) loss_class_2_hybrid: 0.7641 (0.7815) loss_bbox_2_hybrid: 0.1964 (0.1952) loss_giou_2_hybrid: 0.4333 (0.4247) loss_class_3_hybrid: 0.7426 (0.7729) loss_bbox_3_hybrid: 0.2004 (0.1947) loss_giou_3_hybrid: 0.4368 (0.4235) loss_class_4_hybrid: 0.7367 (0.7695) loss_bbox_4_hybrid: 0.2026 (0.1949) loss_giou_4_hybrid: 0.4381 (0.4233) loss_class_enc_hybrid: 0.7890 (0.7995) loss_bbox_enc_hybrid: 0.2489 (0.2434) loss_giou_enc_hybrid: 0.5067 (0.5017) mem: 1024 max mem: 36965 [2024-01-15 13:03:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:04:21 det.util.engine] INFO: Epoch: [6] [10600/11727] eta: 0:20:13 lr: 0.000100 data_time: 0.0029 iter_time: 1.0508 loss: 26.6766 (27.0193) loss_class: 0.7619 (0.7674) loss_bbox: 0.1571 (0.1814) loss_giou: 0.3933 (0.3929) loss_class_0: 0.9300 (0.9540) loss_bbox_0: 0.1632 (0.1805) loss_giou_0: 0.4042 (0.3965) loss_class_1: 0.8432 (0.8282) loss_bbox_1: 0.1586 (0.1823) loss_giou_1: 0.3936 (0.3960) loss_class_2: 0.8002 (0.7953) loss_bbox_2: 0.1563 (0.1804) loss_giou_2: 0.3932 (0.3931) loss_class_3: 0.7527 (0.7762) loss_bbox_3: 0.1612 (0.1810) loss_giou_3: 0.3920 (0.3930) loss_class_4: 0.7579 (0.7686) loss_bbox_4: 0.1570 (0.1813) loss_giou_4: 0.3956 (0.3931) loss_class_enc: 0.8924 (0.8940) loss_bbox_enc: 0.1914 (0.2167) loss_giou_enc: 0.4725 (0.4503) loss_class_dn: 0.3927 (0.3880) loss_bbox_dn: 0.2497 (0.2740) loss_giou_dn: 0.4700 (0.4498) loss_class_dn_0: 0.4902 (0.4799) loss_bbox_dn_0: 0.3276 (0.3764) loss_giou_dn_0: 0.6033 (0.5789) loss_class_dn_1: 0.4289 (0.4168) loss_bbox_dn_1: 0.2628 (0.2976) loss_giou_dn_1: 0.4931 (0.4799) loss_class_dn_2: 0.4022 (0.3961) loss_bbox_dn_2: 0.2530 (0.2779) loss_giou_dn_2: 0.4779 (0.4558) loss_class_dn_3: 0.3945 (0.3898) loss_bbox_dn_3: 0.2514 (0.2748) loss_giou_dn_3: 0.4711 (0.4510) loss_class_dn_4: 0.3930 (0.3879) loss_bbox_dn_4: 0.2499 (0.2740) loss_giou_dn_4: 0.4695 (0.4497) loss_class_hybrid: 0.7641 (0.7696) loss_bbox_hybrid: 0.1831 (0.1948) loss_giou_hybrid: 0.4098 (0.4232) loss_class_0_hybrid: 0.8351 (0.8388) loss_bbox_0_hybrid: 0.1882 (0.2036) loss_giou_0_hybrid: 0.4239 (0.4403) loss_class_1_hybrid: 0.7912 (0.7951) loss_bbox_1_hybrid: 0.1853 (0.1984) loss_giou_1_hybrid: 0.4165 (0.4301) loss_class_2_hybrid: 0.7871 (0.7816) loss_bbox_2_hybrid: 0.1807 (0.1951) loss_giou_2_hybrid: 0.4083 (0.4247) loss_class_3_hybrid: 0.7654 (0.7729) loss_bbox_3_hybrid: 0.1790 (0.1947) loss_giou_3_hybrid: 0.4076 (0.4235) loss_class_4_hybrid: 0.7706 (0.7696) loss_bbox_4_hybrid: 0.1824 (0.1948) loss_giou_4_hybrid: 0.4101 (0.4233) loss_class_enc_hybrid: 0.7874 (0.7996) loss_bbox_enc_hybrid: 0.2272 (0.2434) loss_giou_enc_hybrid: 0.4900 (0.5017) mem: 1025 max mem: 36965 [2024-01-15 13:04:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:05:19 det.util.engine] INFO: Epoch: [6] [10650/11727] eta: 0:19:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.3376 loss: 26.6827 (27.0179) loss_class: 0.7158 (0.7673) loss_bbox: 0.1705 (0.1813) loss_giou: 0.3921 (0.3929) loss_class_0: 0.9501 (0.9538) loss_bbox_0: 0.1810 (0.1805) loss_giou_0: 0.3918 (0.3966) loss_class_1: 0.8093 (0.8281) loss_bbox_1: 0.1704 (0.1823) loss_giou_1: 0.3890 (0.3961) loss_class_2: 0.7808 (0.7952) loss_bbox_2: 0.1707 (0.1803) loss_giou_2: 0.3885 (0.3932) loss_class_3: 0.7278 (0.7761) loss_bbox_3: 0.1736 (0.1810) loss_giou_3: 0.3875 (0.3931) loss_class_4: 0.7261 (0.7686) loss_bbox_4: 0.1737 (0.1813) loss_giou_4: 0.3843 (0.3931) loss_class_enc: 0.8918 (0.8939) loss_bbox_enc: 0.2163 (0.2167) loss_giou_enc: 0.4490 (0.4503) loss_class_dn: 0.3828 (0.3880) loss_bbox_dn: 0.2577 (0.2739) loss_giou_dn: 0.4514 (0.4498) loss_class_dn_0: 0.4702 (0.4798) loss_bbox_dn_0: 0.3757 (0.3763) loss_giou_dn_0: 0.5873 (0.5789) loss_class_dn_1: 0.4133 (0.4168) loss_bbox_dn_1: 0.2786 (0.2976) loss_giou_dn_1: 0.4757 (0.4799) loss_class_dn_2: 0.3939 (0.3960) loss_bbox_dn_2: 0.2622 (0.2778) loss_giou_dn_2: 0.4551 (0.4558) loss_class_dn_3: 0.3866 (0.3898) loss_bbox_dn_3: 0.2585 (0.2747) loss_giou_dn_3: 0.4515 (0.4510) loss_class_dn_4: 0.3845 (0.3879) loss_bbox_dn_4: 0.2577 (0.2739) loss_giou_dn_4: 0.4510 (0.4497) loss_class_hybrid: 0.7456 (0.7695) loss_bbox_hybrid: 0.1887 (0.1947) loss_giou_hybrid: 0.4094 (0.4232) loss_class_0_hybrid: 0.8153 (0.8387) loss_bbox_0_hybrid: 0.1909 (0.2035) loss_giou_0_hybrid: 0.4276 (0.4403) loss_class_1_hybrid: 0.7917 (0.7950) loss_bbox_1_hybrid: 0.1900 (0.1984) loss_giou_1_hybrid: 0.4228 (0.4302) loss_class_2_hybrid: 0.7779 (0.7815) loss_bbox_2_hybrid: 0.1879 (0.1951) loss_giou_2_hybrid: 0.4111 (0.4248) loss_class_3_hybrid: 0.7543 (0.7729) loss_bbox_3_hybrid: 0.1861 (0.1947) loss_giou_3_hybrid: 0.4115 (0.4236) loss_class_4_hybrid: 0.7539 (0.7695) loss_bbox_4_hybrid: 0.1908 (0.1948) loss_giou_4_hybrid: 0.4084 (0.4234) loss_class_enc_hybrid: 0.7861 (0.7995) loss_bbox_enc_hybrid: 0.2351 (0.2434) loss_giou_enc_hybrid: 0.4850 (0.5017) mem: 1011 max mem: 36965 [2024-01-15 13:05:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:06:13 det.util.engine] INFO: Epoch: [6] [10700/11727] eta: 0:18:26 lr: 0.000100 data_time: 0.0030 iter_time: 1.0694 loss: 26.1895 (27.0154) loss_class: 0.7248 (0.7672) loss_bbox: 0.1534 (0.1813) loss_giou: 0.3819 (0.3929) loss_class_0: 0.8897 (0.9537) loss_bbox_0: 0.1575 (0.1805) loss_giou_0: 0.3906 (0.3966) loss_class_1: 0.8035 (0.8279) loss_bbox_1: 0.1533 (0.1823) loss_giou_1: 0.3935 (0.3961) loss_class_2: 0.7753 (0.7951) loss_bbox_2: 0.1506 (0.1803) loss_giou_2: 0.3773 (0.3932) loss_class_3: 0.7456 (0.7760) loss_bbox_3: 0.1498 (0.1810) loss_giou_3: 0.3758 (0.3931) loss_class_4: 0.7280 (0.7684) loss_bbox_4: 0.1534 (0.1813) loss_giou_4: 0.3821 (0.3931) loss_class_enc: 0.8555 (0.8938) loss_bbox_enc: 0.1902 (0.2167) loss_giou_enc: 0.4442 (0.4503) loss_class_dn: 0.3796 (0.3880) loss_bbox_dn: 0.2103 (0.2739) loss_giou_dn: 0.4310 (0.4498) loss_class_dn_0: 0.4687 (0.4798) loss_bbox_dn_0: 0.3093 (0.3763) loss_giou_dn_0: 0.5663 (0.5789) loss_class_dn_1: 0.4125 (0.4168) loss_bbox_dn_1: 0.2389 (0.2975) loss_giou_dn_1: 0.4643 (0.4799) loss_class_dn_2: 0.3870 (0.3960) loss_bbox_dn_2: 0.2157 (0.2778) loss_giou_dn_2: 0.4369 (0.4558) loss_class_dn_3: 0.3826 (0.3898) loss_bbox_dn_3: 0.2103 (0.2747) loss_giou_dn_3: 0.4298 (0.4510) loss_class_dn_4: 0.3814 (0.3878) loss_bbox_dn_4: 0.2103 (0.2739) loss_giou_dn_4: 0.4306 (0.4496) loss_class_hybrid: 0.7427 (0.7693) loss_bbox_hybrid: 0.1603 (0.1947) loss_giou_hybrid: 0.4112 (0.4232) loss_class_0_hybrid: 0.8086 (0.8386) loss_bbox_0_hybrid: 0.1683 (0.2035) loss_giou_0_hybrid: 0.4273 (0.4403) loss_class_1_hybrid: 0.7585 (0.7949) loss_bbox_1_hybrid: 0.1642 (0.1984) loss_giou_1_hybrid: 0.4152 (0.4302) loss_class_2_hybrid: 0.7475 (0.7814) loss_bbox_2_hybrid: 0.1616 (0.1951) loss_giou_2_hybrid: 0.4131 (0.4248) loss_class_3_hybrid: 0.7434 (0.7727) loss_bbox_3_hybrid: 0.1586 (0.1947) loss_giou_3_hybrid: 0.4096 (0.4236) loss_class_4_hybrid: 0.7414 (0.7694) loss_bbox_4_hybrid: 0.1600 (0.1948) loss_giou_4_hybrid: 0.4134 (0.4234) loss_class_enc_hybrid: 0.7910 (0.7994) loss_bbox_enc_hybrid: 0.2040 (0.2433) loss_giou_enc_hybrid: 0.4856 (0.5017) mem: 1027 max mem: 36965 [2024-01-15 13:06:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:07:06 det.util.engine] INFO: Epoch: [6] [10750/11727] eta: 0:17:32 lr: 0.000100 data_time: 0.0032 iter_time: 1.0587 loss: 26.1086 (27.0146) loss_class: 0.7766 (0.7672) loss_bbox: 0.1640 (0.1813) loss_giou: 0.3460 (0.3929) loss_class_0: 0.9277 (0.9537) loss_bbox_0: 0.1620 (0.1805) loss_giou_0: 0.3676 (0.3965) loss_class_1: 0.7998 (0.8280) loss_bbox_1: 0.1686 (0.1823) loss_giou_1: 0.3542 (0.3961) loss_class_2: 0.8106 (0.7951) loss_bbox_2: 0.1620 (0.1803) loss_giou_2: 0.3482 (0.3931) loss_class_3: 0.7756 (0.7760) loss_bbox_3: 0.1630 (0.1809) loss_giou_3: 0.3467 (0.3931) loss_class_4: 0.7891 (0.7684) loss_bbox_4: 0.1639 (0.1813) loss_giou_4: 0.3486 (0.3931) loss_class_enc: 0.9149 (0.8938) loss_bbox_enc: 0.2118 (0.2167) loss_giou_enc: 0.4181 (0.4502) loss_class_dn: 0.3850 (0.3880) loss_bbox_dn: 0.2214 (0.2738) loss_giou_dn: 0.4278 (0.4497) loss_class_dn_0: 0.4853 (0.4798) loss_bbox_dn_0: 0.3196 (0.3763) loss_giou_dn_0: 0.5443 (0.5789) loss_class_dn_1: 0.4136 (0.4168) loss_bbox_dn_1: 0.2430 (0.2975) loss_giou_dn_1: 0.4626 (0.4799) loss_class_dn_2: 0.3919 (0.3960) loss_bbox_dn_2: 0.2245 (0.2777) loss_giou_dn_2: 0.4328 (0.4558) loss_class_dn_3: 0.3870 (0.3897) loss_bbox_dn_3: 0.2228 (0.2746) loss_giou_dn_3: 0.4282 (0.4510) loss_class_dn_4: 0.3831 (0.3878) loss_bbox_dn_4: 0.2214 (0.2738) loss_giou_dn_4: 0.4279 (0.4496) loss_class_hybrid: 0.7512 (0.7693) loss_bbox_hybrid: 0.1766 (0.1947) loss_giou_hybrid: 0.3950 (0.4232) loss_class_0_hybrid: 0.8154 (0.8386) loss_bbox_0_hybrid: 0.1819 (0.2035) loss_giou_0_hybrid: 0.4151 (0.4403) loss_class_1_hybrid: 0.7650 (0.7949) loss_bbox_1_hybrid: 0.1775 (0.1984) loss_giou_1_hybrid: 0.4023 (0.4302) loss_class_2_hybrid: 0.7761 (0.7814) loss_bbox_2_hybrid: 0.1775 (0.1951) loss_giou_2_hybrid: 0.3968 (0.4248) loss_class_3_hybrid: 0.7549 (0.7727) loss_bbox_3_hybrid: 0.1763 (0.1946) loss_giou_3_hybrid: 0.3951 (0.4236) loss_class_4_hybrid: 0.7537 (0.7693) loss_bbox_4_hybrid: 0.1766 (0.1948) loss_giou_4_hybrid: 0.3953 (0.4234) loss_class_enc_hybrid: 0.7864 (0.7994) loss_bbox_enc_hybrid: 0.2328 (0.2433) loss_giou_enc_hybrid: 0.4689 (0.5017) mem: 1026 max mem: 36965 [2024-01-15 13:07:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:08:01 det.util.engine] INFO: Epoch: [6] [10800/11727] eta: 0:16:38 lr: 0.000100 data_time: 0.0029 iter_time: 1.0908 loss: 28.3104 (27.0161) loss_class: 0.7926 (0.7673) loss_bbox: 0.1702 (0.1813) loss_giou: 0.4181 (0.3929) loss_class_0: 0.9624 (0.9538) loss_bbox_0: 0.1721 (0.1805) loss_giou_0: 0.4257 (0.3966) loss_class_1: 0.8372 (0.8281) loss_bbox_1: 0.1715 (0.1823) loss_giou_1: 0.4174 (0.3961) loss_class_2: 0.8155 (0.7952) loss_bbox_2: 0.1688 (0.1803) loss_giou_2: 0.4124 (0.3932) loss_class_3: 0.8025 (0.7761) loss_bbox_3: 0.1630 (0.1809) loss_giou_3: 0.4163 (0.3931) loss_class_4: 0.7993 (0.7685) loss_bbox_4: 0.1692 (0.1813) loss_giou_4: 0.4198 (0.3931) loss_class_enc: 0.8607 (0.8938) loss_bbox_enc: 0.2167 (0.2167) loss_giou_enc: 0.4760 (0.4503) loss_class_dn: 0.3928 (0.3880) loss_bbox_dn: 0.2447 (0.2738) loss_giou_dn: 0.4803 (0.4498) loss_class_dn_0: 0.4751 (0.4798) loss_bbox_dn_0: 0.3529 (0.3762) loss_giou_dn_0: 0.6109 (0.5789) loss_class_dn_1: 0.4242 (0.4168) loss_bbox_dn_1: 0.2734 (0.2974) loss_giou_dn_1: 0.5154 (0.4800) loss_class_dn_2: 0.4004 (0.3960) loss_bbox_dn_2: 0.2497 (0.2777) loss_giou_dn_2: 0.4864 (0.4558) loss_class_dn_3: 0.3936 (0.3898) loss_bbox_dn_3: 0.2453 (0.2746) loss_giou_dn_3: 0.4818 (0.4510) loss_class_dn_4: 0.3912 (0.3878) loss_bbox_dn_4: 0.2447 (0.2738) loss_giou_dn_4: 0.4803 (0.4496) loss_class_hybrid: 0.7710 (0.7694) loss_bbox_hybrid: 0.1798 (0.1947) loss_giou_hybrid: 0.4446 (0.4233) loss_class_0_hybrid: 0.8149 (0.8386) loss_bbox_0_hybrid: 0.1932 (0.2035) loss_giou_0_hybrid: 0.4622 (0.4404) loss_class_1_hybrid: 0.7724 (0.7949) loss_bbox_1_hybrid: 0.1847 (0.1984) loss_giou_1_hybrid: 0.4513 (0.4303) loss_class_2_hybrid: 0.7790 (0.7814) loss_bbox_2_hybrid: 0.1881 (0.1951) loss_giou_2_hybrid: 0.4463 (0.4248) loss_class_3_hybrid: 0.7808 (0.7728) loss_bbox_3_hybrid: 0.1800 (0.1946) loss_giou_3_hybrid: 0.4425 (0.4236) loss_class_4_hybrid: 0.7812 (0.7694) loss_bbox_4_hybrid: 0.1796 (0.1948) loss_giou_4_hybrid: 0.4445 (0.4235) loss_class_enc_hybrid: 0.7860 (0.7994) loss_bbox_enc_hybrid: 0.2353 (0.2434) loss_giou_enc_hybrid: 0.5113 (0.5018) mem: 1017 max mem: 36965 [2024-01-15 13:08:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:08:54 det.util.engine] INFO: Epoch: [6] [10850/11727] eta: 0:15:44 lr: 0.000100 data_time: 0.0029 iter_time: 1.0680 loss: 25.6548 (27.0127) loss_class: 0.7231 (0.7672) loss_bbox: 0.1644 (0.1813) loss_giou: 0.3922 (0.3929) loss_class_0: 0.9111 (0.9536) loss_bbox_0: 0.1656 (0.1805) loss_giou_0: 0.3767 (0.3965) loss_class_1: 0.8153 (0.8280) loss_bbox_1: 0.1611 (0.1822) loss_giou_1: 0.3933 (0.3960) loss_class_2: 0.7441 (0.7952) loss_bbox_2: 0.1585 (0.1803) loss_giou_2: 0.3846 (0.3931) loss_class_3: 0.7329 (0.7760) loss_bbox_3: 0.1644 (0.1809) loss_giou_3: 0.3927 (0.3930) loss_class_4: 0.7389 (0.7685) loss_bbox_4: 0.1629 (0.1812) loss_giou_4: 0.3890 (0.3931) loss_class_enc: 0.8963 (0.8937) loss_bbox_enc: 0.1932 (0.2166) loss_giou_enc: 0.4259 (0.4502) loss_class_dn: 0.3805 (0.3879) loss_bbox_dn: 0.2406 (0.2737) loss_giou_dn: 0.4244 (0.4497) loss_class_dn_0: 0.4753 (0.4798) loss_bbox_dn_0: 0.3260 (0.3762) loss_giou_dn_0: 0.5626 (0.5789) loss_class_dn_1: 0.4103 (0.4167) loss_bbox_dn_1: 0.2562 (0.2974) loss_giou_dn_1: 0.4611 (0.4799) loss_class_dn_2: 0.3884 (0.3960) loss_bbox_dn_2: 0.2444 (0.2776) loss_giou_dn_2: 0.4320 (0.4558) loss_class_dn_3: 0.3842 (0.3897) loss_bbox_dn_3: 0.2397 (0.2745) loss_giou_dn_3: 0.4253 (0.4510) loss_class_dn_4: 0.3809 (0.3878) loss_bbox_dn_4: 0.2405 (0.2737) loss_giou_dn_4: 0.4237 (0.4496) loss_class_hybrid: 0.7178 (0.7693) loss_bbox_hybrid: 0.1701 (0.1947) loss_giou_hybrid: 0.3997 (0.4232) loss_class_0_hybrid: 0.7771 (0.8386) loss_bbox_0_hybrid: 0.1781 (0.2035) loss_giou_0_hybrid: 0.4229 (0.4403) loss_class_1_hybrid: 0.7501 (0.7948) loss_bbox_1_hybrid: 0.1707 (0.1983) loss_giou_1_hybrid: 0.4139 (0.4302) loss_class_2_hybrid: 0.7387 (0.7813) loss_bbox_2_hybrid: 0.1671 (0.1950) loss_giou_2_hybrid: 0.4067 (0.4248) loss_class_3_hybrid: 0.7246 (0.7727) loss_bbox_3_hybrid: 0.1696 (0.1946) loss_giou_3_hybrid: 0.4019 (0.4236) loss_class_4_hybrid: 0.7211 (0.7693) loss_bbox_4_hybrid: 0.1701 (0.1947) loss_giou_4_hybrid: 0.3992 (0.4234) loss_class_enc_hybrid: 0.7726 (0.7993) loss_bbox_enc_hybrid: 0.2189 (0.2433) loss_giou_enc_hybrid: 0.4854 (0.5017) mem: 1035 max mem: 36965 [2024-01-15 13:08:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:09:48 det.util.engine] INFO: Epoch: [6] [10900/11727] eta: 0:14:50 lr: 0.000100 data_time: 0.0029 iter_time: 1.1017 loss: 26.7426 (27.0105) loss_class: 0.7183 (0.7672) loss_bbox: 0.1784 (0.1813) loss_giou: 0.4011 (0.3928) loss_class_0: 0.8823 (0.9536) loss_bbox_0: 0.1795 (0.1805) loss_giou_0: 0.4192 (0.3965) loss_class_1: 0.7670 (0.8280) loss_bbox_1: 0.1790 (0.1822) loss_giou_1: 0.4074 (0.3960) loss_class_2: 0.7316 (0.7952) loss_bbox_2: 0.1772 (0.1803) loss_giou_2: 0.4075 (0.3931) loss_class_3: 0.7163 (0.7760) loss_bbox_3: 0.1750 (0.1809) loss_giou_3: 0.4028 (0.3930) loss_class_4: 0.7294 (0.7685) loss_bbox_4: 0.1732 (0.1812) loss_giou_4: 0.4014 (0.3930) loss_class_enc: 0.8457 (0.8937) loss_bbox_enc: 0.2059 (0.2166) loss_giou_enc: 0.4555 (0.4502) loss_class_dn: 0.3813 (0.3879) loss_bbox_dn: 0.2574 (0.2736) loss_giou_dn: 0.4658 (0.4496) loss_class_dn_0: 0.4718 (0.4798) loss_bbox_dn_0: 0.3388 (0.3761) loss_giou_dn_0: 0.5824 (0.5788) loss_class_dn_1: 0.4113 (0.4167) loss_bbox_dn_1: 0.2834 (0.2973) loss_giou_dn_1: 0.4841 (0.4798) loss_class_dn_2: 0.3894 (0.3959) loss_bbox_dn_2: 0.2601 (0.2776) loss_giou_dn_2: 0.4700 (0.4557) loss_class_dn_3: 0.3802 (0.3897) loss_bbox_dn_3: 0.2594 (0.2744) loss_giou_dn_3: 0.4654 (0.4509) loss_class_dn_4: 0.3791 (0.3877) loss_bbox_dn_4: 0.2574 (0.2736) loss_giou_dn_4: 0.4657 (0.4495) loss_class_hybrid: 0.7125 (0.7693) loss_bbox_hybrid: 0.1883 (0.1947) loss_giou_hybrid: 0.4318 (0.4232) loss_class_0_hybrid: 0.8342 (0.8386) loss_bbox_0_hybrid: 0.1948 (0.2035) loss_giou_0_hybrid: 0.4426 (0.4402) loss_class_1_hybrid: 0.7441 (0.7948) loss_bbox_1_hybrid: 0.1921 (0.1983) loss_giou_1_hybrid: 0.4359 (0.4301) loss_class_2_hybrid: 0.7224 (0.7813) loss_bbox_2_hybrid: 0.1931 (0.1950) loss_giou_2_hybrid: 0.4337 (0.4247) loss_class_3_hybrid: 0.7211 (0.7726) loss_bbox_3_hybrid: 0.1897 (0.1946) loss_giou_3_hybrid: 0.4345 (0.4235) loss_class_4_hybrid: 0.7340 (0.7693) loss_bbox_4_hybrid: 0.1920 (0.1947) loss_giou_4_hybrid: 0.4318 (0.4234) loss_class_enc_hybrid: 0.7679 (0.7994) loss_bbox_enc_hybrid: 0.2352 (0.2433) loss_giou_enc_hybrid: 0.4950 (0.5016) mem: 1010 max mem: 36965 [2024-01-15 13:09:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:10:44 det.util.engine] INFO: Epoch: [6] [10950/11727] eta: 0:13:56 lr: 0.000100 data_time: 0.0032 iter_time: 1.1141 loss: 26.1938 (27.0075) loss_class: 0.7426 (0.7671) loss_bbox: 0.1828 (0.1813) loss_giou: 0.3897 (0.3929) loss_class_0: 0.9280 (0.9535) loss_bbox_0: 0.1746 (0.1804) loss_giou_0: 0.4015 (0.3965) loss_class_1: 0.7852 (0.8279) loss_bbox_1: 0.1786 (0.1822) loss_giou_1: 0.3994 (0.3960) loss_class_2: 0.7448 (0.7950) loss_bbox_2: 0.1776 (0.1802) loss_giou_2: 0.3802 (0.3931) loss_class_3: 0.7430 (0.7759) loss_bbox_3: 0.1823 (0.1809) loss_giou_3: 0.3782 (0.3930) loss_class_4: 0.7246 (0.7683) loss_bbox_4: 0.1810 (0.1812) loss_giou_4: 0.3896 (0.3931) loss_class_enc: 0.8834 (0.8936) loss_bbox_enc: 0.2044 (0.2165) loss_giou_enc: 0.4485 (0.4502) loss_class_dn: 0.3811 (0.3879) loss_bbox_dn: 0.2463 (0.2735) loss_giou_dn: 0.4314 (0.4496) loss_class_dn_0: 0.4702 (0.4798) loss_bbox_dn_0: 0.3325 (0.3760) loss_giou_dn_0: 0.5598 (0.5787) loss_class_dn_1: 0.4092 (0.4167) loss_bbox_dn_1: 0.2723 (0.2972) loss_giou_dn_1: 0.4665 (0.4798) loss_class_dn_2: 0.3898 (0.3959) loss_bbox_dn_2: 0.2503 (0.2775) loss_giou_dn_2: 0.4417 (0.4556) loss_class_dn_3: 0.3836 (0.3897) loss_bbox_dn_3: 0.2474 (0.2744) loss_giou_dn_3: 0.4358 (0.4508) loss_class_dn_4: 0.3840 (0.3877) loss_bbox_dn_4: 0.2462 (0.2735) loss_giou_dn_4: 0.4314 (0.4494) loss_class_hybrid: 0.7459 (0.7692) loss_bbox_hybrid: 0.1859 (0.1947) loss_giou_hybrid: 0.3987 (0.4232) loss_class_0_hybrid: 0.8031 (0.8384) loss_bbox_0_hybrid: 0.1950 (0.2034) loss_giou_0_hybrid: 0.4190 (0.4403) loss_class_1_hybrid: 0.7689 (0.7947) loss_bbox_1_hybrid: 0.1914 (0.1983) loss_giou_1_hybrid: 0.4133 (0.4302) loss_class_2_hybrid: 0.7497 (0.7812) loss_bbox_2_hybrid: 0.1836 (0.1950) loss_giou_2_hybrid: 0.4054 (0.4247) loss_class_3_hybrid: 0.7381 (0.7725) loss_bbox_3_hybrid: 0.1864 (0.1946) loss_giou_3_hybrid: 0.3970 (0.4236) loss_class_4_hybrid: 0.7392 (0.7692) loss_bbox_4_hybrid: 0.1858 (0.1947) loss_giou_4_hybrid: 0.4006 (0.4234) loss_class_enc_hybrid: 0.7741 (0.7993) loss_bbox_enc_hybrid: 0.2356 (0.2432) loss_giou_enc_hybrid: 0.4670 (0.5016) mem: 1034 max mem: 36965 [2024-01-15 13:10:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:11:38 det.util.engine] INFO: Epoch: [6] [11000/11727] eta: 0:13:03 lr: 0.000100 data_time: 0.0031 iter_time: 1.0586 loss: 25.7672 (27.0055) loss_class: 0.7397 (0.7670) loss_bbox: 0.1589 (0.1812) loss_giou: 0.3978 (0.3928) loss_class_0: 0.9154 (0.9534) loss_bbox_0: 0.1648 (0.1804) loss_giou_0: 0.4100 (0.3965) loss_class_1: 0.8125 (0.8279) loss_bbox_1: 0.1638 (0.1821) loss_giou_1: 0.4022 (0.3960) loss_class_2: 0.7559 (0.7950) loss_bbox_2: 0.1565 (0.1802) loss_giou_2: 0.4008 (0.3931) loss_class_3: 0.7446 (0.7759) loss_bbox_3: 0.1579 (0.1808) loss_giou_3: 0.4050 (0.3930) loss_class_4: 0.7329 (0.7683) loss_bbox_4: 0.1633 (0.1812) loss_giou_4: 0.4041 (0.3930) loss_class_enc: 0.8290 (0.8935) loss_bbox_enc: 0.1935 (0.2165) loss_giou_enc: 0.4686 (0.4502) loss_class_dn: 0.3830 (0.3879) loss_bbox_dn: 0.2365 (0.2735) loss_giou_dn: 0.4332 (0.4495) loss_class_dn_0: 0.4729 (0.4798) loss_bbox_dn_0: 0.3278 (0.3759) loss_giou_dn_0: 0.5713 (0.5787) loss_class_dn_1: 0.4122 (0.4167) loss_bbox_dn_1: 0.2624 (0.2972) loss_giou_dn_1: 0.4721 (0.4797) loss_class_dn_2: 0.3898 (0.3959) loss_bbox_dn_2: 0.2429 (0.2774) loss_giou_dn_2: 0.4405 (0.4556) loss_class_dn_3: 0.3816 (0.3897) loss_bbox_dn_3: 0.2380 (0.2743) loss_giou_dn_3: 0.4349 (0.4508) loss_class_dn_4: 0.3825 (0.3877) loss_bbox_dn_4: 0.2366 (0.2735) loss_giou_dn_4: 0.4331 (0.4494) loss_class_hybrid: 0.7364 (0.7691) loss_bbox_hybrid: 0.1684 (0.1946) loss_giou_hybrid: 0.4020 (0.4232) loss_class_0_hybrid: 0.8001 (0.8384) loss_bbox_0_hybrid: 0.1746 (0.2034) loss_giou_0_hybrid: 0.4273 (0.4402) loss_class_1_hybrid: 0.7686 (0.7947) loss_bbox_1_hybrid: 0.1768 (0.1983) loss_giou_1_hybrid: 0.4179 (0.4301) loss_class_2_hybrid: 0.7442 (0.7811) loss_bbox_2_hybrid: 0.1713 (0.1949) loss_giou_2_hybrid: 0.4075 (0.4247) loss_class_3_hybrid: 0.7342 (0.7725) loss_bbox_3_hybrid: 0.1725 (0.1945) loss_giou_3_hybrid: 0.4018 (0.4235) loss_class_4_hybrid: 0.7366 (0.7691) loss_bbox_4_hybrid: 0.1734 (0.1947) loss_giou_4_hybrid: 0.4017 (0.4233) loss_class_enc_hybrid: 0.7649 (0.7992) loss_bbox_enc_hybrid: 0.2184 (0.2432) loss_giou_enc_hybrid: 0.5037 (0.5016) mem: 1029 max mem: 36965 [2024-01-15 13:11:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:12:32 det.util.engine] INFO: Epoch: [6] [11050/11727] eta: 0:12:09 lr: 0.000100 data_time: 0.0032 iter_time: 1.0627 loss: 26.9419 (27.0032) loss_class: 0.7473 (0.7669) loss_bbox: 0.1887 (0.1812) loss_giou: 0.3613 (0.3928) loss_class_0: 0.9664 (0.9534) loss_bbox_0: 0.1863 (0.1804) loss_giou_0: 0.3797 (0.3964) loss_class_1: 0.8102 (0.8278) loss_bbox_1: 0.1871 (0.1821) loss_giou_1: 0.3860 (0.3959) loss_class_2: 0.7759 (0.7949) loss_bbox_2: 0.1876 (0.1802) loss_giou_2: 0.3646 (0.3930) loss_class_3: 0.7595 (0.7757) loss_bbox_3: 0.1895 (0.1808) loss_giou_3: 0.3610 (0.3930) loss_class_4: 0.7489 (0.7682) loss_bbox_4: 0.1853 (0.1812) loss_giou_4: 0.3611 (0.3930) loss_class_enc: 0.9077 (0.8935) loss_bbox_enc: 0.2275 (0.2165) loss_giou_enc: 0.4292 (0.4501) loss_class_dn: 0.3918 (0.3878) loss_bbox_dn: 0.2600 (0.2735) loss_giou_dn: 0.4134 (0.4495) loss_class_dn_0: 0.4724 (0.4797) loss_bbox_dn_0: 0.3555 (0.3759) loss_giou_dn_0: 0.5522 (0.5786) loss_class_dn_1: 0.4121 (0.4166) loss_bbox_dn_1: 0.2832 (0.2971) loss_giou_dn_1: 0.4453 (0.4796) loss_class_dn_2: 0.3977 (0.3959) loss_bbox_dn_2: 0.2644 (0.2774) loss_giou_dn_2: 0.4230 (0.4555) loss_class_dn_3: 0.3950 (0.3896) loss_bbox_dn_3: 0.2599 (0.2743) loss_giou_dn_3: 0.4159 (0.4507) loss_class_dn_4: 0.3903 (0.3877) loss_bbox_dn_4: 0.2600 (0.2735) loss_giou_dn_4: 0.4136 (0.4493) loss_class_hybrid: 0.7819 (0.7691) loss_bbox_hybrid: 0.1941 (0.1946) loss_giou_hybrid: 0.3763 (0.4231) loss_class_0_hybrid: 0.8520 (0.8383) loss_bbox_0_hybrid: 0.2118 (0.2034) loss_giou_0_hybrid: 0.4109 (0.4402) loss_class_1_hybrid: 0.8055 (0.7946) loss_bbox_1_hybrid: 0.2036 (0.1982) loss_giou_1_hybrid: 0.3949 (0.4301) loss_class_2_hybrid: 0.7784 (0.7811) loss_bbox_2_hybrid: 0.1963 (0.1949) loss_giou_2_hybrid: 0.3804 (0.4247) loss_class_3_hybrid: 0.7834 (0.7724) loss_bbox_3_hybrid: 0.1966 (0.1945) loss_giou_3_hybrid: 0.3794 (0.4235) loss_class_4_hybrid: 0.7847 (0.7691) loss_bbox_4_hybrid: 0.1953 (0.1946) loss_giou_4_hybrid: 0.3856 (0.4233) loss_class_enc_hybrid: 0.8169 (0.7992) loss_bbox_enc_hybrid: 0.2500 (0.2432) loss_giou_enc_hybrid: 0.4707 (0.5016) mem: 1024 max mem: 36965 [2024-01-15 13:12:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:13:31 det.util.engine] INFO: Epoch: [6] [11100/11727] eta: 0:11:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.3611 loss: 28.0490 (27.0057) loss_class: 0.7726 (0.7669) loss_bbox: 0.1786 (0.1813) loss_giou: 0.4422 (0.3929) loss_class_0: 0.9032 (0.9534) loss_bbox_0: 0.1753 (0.1804) loss_giou_0: 0.4371 (0.3965) loss_class_1: 0.8143 (0.8278) loss_bbox_1: 0.1727 (0.1822) loss_giou_1: 0.4304 (0.3960) loss_class_2: 0.7791 (0.7949) loss_bbox_2: 0.1760 (0.1802) loss_giou_2: 0.4416 (0.3931) loss_class_3: 0.7592 (0.7758) loss_bbox_3: 0.1781 (0.1809) loss_giou_3: 0.4424 (0.3930) loss_class_4: 0.7524 (0.7682) loss_bbox_4: 0.1812 (0.1812) loss_giou_4: 0.4462 (0.3931) loss_class_enc: 0.8644 (0.8936) loss_bbox_enc: 0.2055 (0.2166) loss_giou_enc: 0.4939 (0.4502) loss_class_dn: 0.3948 (0.3879) loss_bbox_dn: 0.2385 (0.2735) loss_giou_dn: 0.4846 (0.4495) loss_class_dn_0: 0.4823 (0.4797) loss_bbox_dn_0: 0.3418 (0.3759) loss_giou_dn_0: 0.6068 (0.5786) loss_class_dn_1: 0.4249 (0.4166) loss_bbox_dn_1: 0.2652 (0.2972) loss_giou_dn_1: 0.5208 (0.4797) loss_class_dn_2: 0.4067 (0.3959) loss_bbox_dn_2: 0.2440 (0.2774) loss_giou_dn_2: 0.4923 (0.4556) loss_class_dn_3: 0.4006 (0.3896) loss_bbox_dn_3: 0.2419 (0.2744) loss_giou_dn_3: 0.4856 (0.4507) loss_class_dn_4: 0.3984 (0.3877) loss_bbox_dn_4: 0.2387 (0.2735) loss_giou_dn_4: 0.4845 (0.4494) loss_class_hybrid: 0.7450 (0.7691) loss_bbox_hybrid: 0.1988 (0.1947) loss_giou_hybrid: 0.4943 (0.4232) loss_class_0_hybrid: 0.8224 (0.8383) loss_bbox_0_hybrid: 0.2073 (0.2034) loss_giou_0_hybrid: 0.5174 (0.4403) loss_class_1_hybrid: 0.7664 (0.7946) loss_bbox_1_hybrid: 0.2007 (0.1983) loss_giou_1_hybrid: 0.5055 (0.4302) loss_class_2_hybrid: 0.7526 (0.7811) loss_bbox_2_hybrid: 0.2019 (0.1950) loss_giou_2_hybrid: 0.4938 (0.4247) loss_class_3_hybrid: 0.7495 (0.7724) loss_bbox_3_hybrid: 0.2003 (0.1946) loss_giou_3_hybrid: 0.4928 (0.4235) loss_class_4_hybrid: 0.7397 (0.7691) loss_bbox_4_hybrid: 0.1990 (0.1947) loss_giou_4_hybrid: 0.4957 (0.4234) loss_class_enc_hybrid: 0.7900 (0.7992) loss_bbox_enc_hybrid: 0.2394 (0.2433) loss_giou_enc_hybrid: 0.5477 (0.5016) mem: 1025 max mem: 36965 [2024-01-15 13:13:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:14:26 det.util.engine] INFO: Epoch: [6] [11150/11727] eta: 0:10:21 lr: 0.000100 data_time: 0.0030 iter_time: 1.0975 loss: 26.0021 (27.0017) loss_class: 0.7335 (0.7669) loss_bbox: 0.1697 (0.1813) loss_giou: 0.4054 (0.3928) loss_class_0: 0.8755 (0.9534) loss_bbox_0: 0.1624 (0.1804) loss_giou_0: 0.3941 (0.3964) loss_class_1: 0.7613 (0.8277) loss_bbox_1: 0.1598 (0.1822) loss_giou_1: 0.4130 (0.3959) loss_class_2: 0.7430 (0.7949) loss_bbox_2: 0.1596 (0.1802) loss_giou_2: 0.4030 (0.3930) loss_class_3: 0.7235 (0.7758) loss_bbox_3: 0.1591 (0.1809) loss_giou_3: 0.4051 (0.3929) loss_class_4: 0.7183 (0.7682) loss_bbox_4: 0.1657 (0.1812) loss_giou_4: 0.3933 (0.3929) loss_class_enc: 0.8320 (0.8936) loss_bbox_enc: 0.2095 (0.2166) loss_giou_enc: 0.4656 (0.4501) loss_class_dn: 0.3906 (0.3878) loss_bbox_dn: 0.2263 (0.2735) loss_giou_dn: 0.4483 (0.4493) loss_class_dn_0: 0.4763 (0.4797) loss_bbox_dn_0: 0.3376 (0.3759) loss_giou_dn_0: 0.5555 (0.5785) loss_class_dn_1: 0.4204 (0.4166) loss_bbox_dn_1: 0.2576 (0.2971) loss_giou_dn_1: 0.4742 (0.4795) loss_class_dn_2: 0.3962 (0.3958) loss_bbox_dn_2: 0.2404 (0.2774) loss_giou_dn_2: 0.4522 (0.4554) loss_class_dn_3: 0.3860 (0.3896) loss_bbox_dn_3: 0.2328 (0.2743) loss_giou_dn_3: 0.4486 (0.4506) loss_class_dn_4: 0.3888 (0.3877) loss_bbox_dn_4: 0.2262 (0.2735) loss_giou_dn_4: 0.4481 (0.4492) loss_class_hybrid: 0.7195 (0.7691) loss_bbox_hybrid: 0.1668 (0.1946) loss_giou_hybrid: 0.4236 (0.4230) loss_class_0_hybrid: 0.7964 (0.8384) loss_bbox_0_hybrid: 0.1766 (0.2034) loss_giou_0_hybrid: 0.4336 (0.4401) loss_class_1_hybrid: 0.7384 (0.7946) loss_bbox_1_hybrid: 0.1701 (0.1983) loss_giou_1_hybrid: 0.4276 (0.4300) loss_class_2_hybrid: 0.7309 (0.7811) loss_bbox_2_hybrid: 0.1670 (0.1949) loss_giou_2_hybrid: 0.4246 (0.4246) loss_class_3_hybrid: 0.7139 (0.7724) loss_bbox_3_hybrid: 0.1659 (0.1945) loss_giou_3_hybrid: 0.4218 (0.4234) loss_class_4_hybrid: 0.7156 (0.7691) loss_bbox_4_hybrid: 0.1662 (0.1947) loss_giou_4_hybrid: 0.4237 (0.4232) loss_class_enc_hybrid: 0.7648 (0.7992) loss_bbox_enc_hybrid: 0.2352 (0.2432) loss_giou_enc_hybrid: 0.4959 (0.5015) mem: 1030 max mem: 36965 [2024-01-15 13:14:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:15:20 det.util.engine] INFO: Epoch: [6] [11200/11727] eta: 0:09:28 lr: 0.000100 data_time: 0.0030 iter_time: 1.1009 loss: 27.0550 (27.0034) loss_class: 0.7674 (0.7669) loss_bbox: 0.1631 (0.1813) loss_giou: 0.3741 (0.3928) loss_class_0: 0.9638 (0.9534) loss_bbox_0: 0.1750 (0.1804) loss_giou_0: 0.3886 (0.3964) loss_class_1: 0.8195 (0.8277) loss_bbox_1: 0.1734 (0.1821) loss_giou_1: 0.3944 (0.3959) loss_class_2: 0.8312 (0.7949) loss_bbox_2: 0.1620 (0.1802) loss_giou_2: 0.3778 (0.3930) loss_class_3: 0.8052 (0.7758) loss_bbox_3: 0.1618 (0.1809) loss_giou_3: 0.3739 (0.3929) loss_class_4: 0.7762 (0.7682) loss_bbox_4: 0.1630 (0.1812) loss_giou_4: 0.3732 (0.3930) loss_class_enc: 0.9056 (0.8937) loss_bbox_enc: 0.2083 (0.2165) loss_giou_enc: 0.4374 (0.4501) loss_class_dn: 0.4014 (0.3879) loss_bbox_dn: 0.2623 (0.2735) loss_giou_dn: 0.4468 (0.4494) loss_class_dn_0: 0.4824 (0.4797) loss_bbox_dn_0: 0.3593 (0.3759) loss_giou_dn_0: 0.5775 (0.5785) loss_class_dn_1: 0.4330 (0.4166) loss_bbox_dn_1: 0.2832 (0.2972) loss_giou_dn_1: 0.4789 (0.4795) loss_class_dn_2: 0.4088 (0.3959) loss_bbox_dn_2: 0.2688 (0.2774) loss_giou_dn_2: 0.4537 (0.4554) loss_class_dn_3: 0.4005 (0.3896) loss_bbox_dn_3: 0.2633 (0.2743) loss_giou_dn_3: 0.4477 (0.4506) loss_class_dn_4: 0.4015 (0.3877) loss_bbox_dn_4: 0.2623 (0.2735) loss_giou_dn_4: 0.4469 (0.4492) loss_class_hybrid: 0.7717 (0.7691) loss_bbox_hybrid: 0.1857 (0.1946) loss_giou_hybrid: 0.3864 (0.4231) loss_class_0_hybrid: 0.8153 (0.8384) loss_bbox_0_hybrid: 0.1962 (0.2034) loss_giou_0_hybrid: 0.4084 (0.4401) loss_class_1_hybrid: 0.8126 (0.7947) loss_bbox_1_hybrid: 0.1781 (0.1983) loss_giou_1_hybrid: 0.3941 (0.4300) loss_class_2_hybrid: 0.7879 (0.7811) loss_bbox_2_hybrid: 0.1814 (0.1950) loss_giou_2_hybrid: 0.3907 (0.4246) loss_class_3_hybrid: 0.7665 (0.7725) loss_bbox_3_hybrid: 0.1833 (0.1946) loss_giou_3_hybrid: 0.3902 (0.4234) loss_class_4_hybrid: 0.7666 (0.7691) loss_bbox_4_hybrid: 0.1856 (0.1947) loss_giou_4_hybrid: 0.3884 (0.4232) loss_class_enc_hybrid: 0.8002 (0.7993) loss_bbox_enc_hybrid: 0.2405 (0.2432) loss_giou_enc_hybrid: 0.4718 (0.5015) mem: 1025 max mem: 36965 [2024-01-15 13:15:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:16:14 det.util.engine] INFO: Epoch: [6] [11250/11727] eta: 0:08:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0465 loss: 26.5958 (26.9997) loss_class: 0.7189 (0.7669) loss_bbox: 0.1816 (0.1813) loss_giou: 0.3439 (0.3927) loss_class_0: 0.9206 (0.9534) loss_bbox_0: 0.1725 (0.1804) loss_giou_0: 0.3471 (0.3963) loss_class_1: 0.8072 (0.8277) loss_bbox_1: 0.1803 (0.1821) loss_giou_1: 0.3303 (0.3958) loss_class_2: 0.7608 (0.7948) loss_bbox_2: 0.1763 (0.1802) loss_giou_2: 0.3253 (0.3929) loss_class_3: 0.7347 (0.7757) loss_bbox_3: 0.1808 (0.1809) loss_giou_3: 0.3335 (0.3928) loss_class_4: 0.7277 (0.7682) loss_bbox_4: 0.1817 (0.1812) loss_giou_4: 0.3338 (0.3929) loss_class_enc: 0.9120 (0.8937) loss_bbox_enc: 0.2342 (0.2165) loss_giou_enc: 0.4137 (0.4499) loss_class_dn: 0.3741 (0.3878) loss_bbox_dn: 0.2696 (0.2735) loss_giou_dn: 0.4077 (0.4492) loss_class_dn_0: 0.4803 (0.4797) loss_bbox_dn_0: 0.3598 (0.3759) loss_giou_dn_0: 0.5470 (0.5783) loss_class_dn_1: 0.4145 (0.4166) loss_bbox_dn_1: 0.2808 (0.2971) loss_giou_dn_1: 0.4350 (0.4794) loss_class_dn_2: 0.3813 (0.3958) loss_bbox_dn_2: 0.2672 (0.2774) loss_giou_dn_2: 0.4167 (0.4553) loss_class_dn_3: 0.3774 (0.3896) loss_bbox_dn_3: 0.2679 (0.2743) loss_giou_dn_3: 0.4103 (0.4505) loss_class_dn_4: 0.3737 (0.3877) loss_bbox_dn_4: 0.2696 (0.2735) loss_giou_dn_4: 0.4077 (0.4491) loss_class_hybrid: 0.7650 (0.7691) loss_bbox_hybrid: 0.1882 (0.1946) loss_giou_hybrid: 0.3466 (0.4229) loss_class_0_hybrid: 0.8703 (0.8384) loss_bbox_0_hybrid: 0.1929 (0.2034) loss_giou_0_hybrid: 0.3768 (0.4400) loss_class_1_hybrid: 0.8151 (0.7947) loss_bbox_1_hybrid: 0.1914 (0.1983) loss_giou_1_hybrid: 0.3669 (0.4299) loss_class_2_hybrid: 0.7974 (0.7811) loss_bbox_2_hybrid: 0.1914 (0.1949) loss_giou_2_hybrid: 0.3497 (0.4245) loss_class_3_hybrid: 0.7793 (0.7725) loss_bbox_3_hybrid: 0.1892 (0.1945) loss_giou_3_hybrid: 0.3530 (0.4233) loss_class_4_hybrid: 0.7835 (0.7691) loss_bbox_4_hybrid: 0.1888 (0.1947) loss_giou_4_hybrid: 0.3457 (0.4231) loss_class_enc_hybrid: 0.8100 (0.7993) loss_bbox_enc_hybrid: 0.2460 (0.2432) loss_giou_enc_hybrid: 0.4462 (0.5013) mem: 1029 max mem: 36965 [2024-01-15 13:16:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:17:08 det.util.engine] INFO: Epoch: [6] [11300/11727] eta: 0:07:40 lr: 0.000100 data_time: 0.0031 iter_time: 1.0796 loss: 26.7601 (26.9975) loss_class: 0.7430 (0.7668) loss_bbox: 0.1917 (0.1813) loss_giou: 0.4123 (0.3927) loss_class_0: 0.8950 (0.9533) loss_bbox_0: 0.1943 (0.1804) loss_giou_0: 0.4198 (0.3962) loss_class_1: 0.7944 (0.8276) loss_bbox_1: 0.2032 (0.1822) loss_giou_1: 0.4214 (0.3957) loss_class_2: 0.7822 (0.7947) loss_bbox_2: 0.1935 (0.1803) loss_giou_2: 0.4169 (0.3929) loss_class_3: 0.7545 (0.7756) loss_bbox_3: 0.1983 (0.1809) loss_giou_3: 0.4176 (0.3928) loss_class_4: 0.7519 (0.7681) loss_bbox_4: 0.1897 (0.1812) loss_giou_4: 0.4126 (0.3928) loss_class_enc: 0.8455 (0.8937) loss_bbox_enc: 0.2229 (0.2166) loss_giou_enc: 0.4682 (0.4499) loss_class_dn: 0.3713 (0.3878) loss_bbox_dn: 0.2530 (0.2735) loss_giou_dn: 0.4436 (0.4491) loss_class_dn_0: 0.4669 (0.4797) loss_bbox_dn_0: 0.3656 (0.3759) loss_giou_dn_0: 0.5798 (0.5782) loss_class_dn_1: 0.4009 (0.4166) loss_bbox_dn_1: 0.3015 (0.2971) loss_giou_dn_1: 0.4784 (0.4793) loss_class_dn_2: 0.3791 (0.3958) loss_bbox_dn_2: 0.2591 (0.2774) loss_giou_dn_2: 0.4547 (0.4552) loss_class_dn_3: 0.3739 (0.3896) loss_bbox_dn_3: 0.2546 (0.2743) loss_giou_dn_3: 0.4472 (0.4504) loss_class_dn_4: 0.3699 (0.3876) loss_bbox_dn_4: 0.2530 (0.2735) loss_giou_dn_4: 0.4436 (0.4490) loss_class_hybrid: 0.7566 (0.7691) loss_bbox_hybrid: 0.2039 (0.1946) loss_giou_hybrid: 0.4267 (0.4228) loss_class_0_hybrid: 0.8063 (0.8384) loss_bbox_0_hybrid: 0.2120 (0.2034) loss_giou_0_hybrid: 0.4533 (0.4399) loss_class_1_hybrid: 0.7749 (0.7947) loss_bbox_1_hybrid: 0.2085 (0.1983) loss_giou_1_hybrid: 0.4346 (0.4298) loss_class_2_hybrid: 0.7663 (0.7811) loss_bbox_2_hybrid: 0.2081 (0.1949) loss_giou_2_hybrid: 0.4356 (0.4244) loss_class_3_hybrid: 0.7611 (0.7724) loss_bbox_3_hybrid: 0.2012 (0.1945) loss_giou_3_hybrid: 0.4319 (0.4232) loss_class_4_hybrid: 0.7539 (0.7691) loss_bbox_4_hybrid: 0.2043 (0.1947) loss_giou_4_hybrid: 0.4286 (0.4230) loss_class_enc_hybrid: 0.7801 (0.7993) loss_bbox_enc_hybrid: 0.2451 (0.2432) loss_giou_enc_hybrid: 0.5113 (0.5012) mem: 1035 max mem: 36965 [2024-01-15 13:17:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:18:02 det.util.engine] INFO: Epoch: [6] [11350/11727] eta: 0:06:46 lr: 0.000100 data_time: 0.0034 iter_time: 1.0707 loss: 26.0549 (26.9961) loss_class: 0.7546 (0.7667) loss_bbox: 0.1775 (0.1813) loss_giou: 0.3576 (0.3927) loss_class_0: 0.9194 (0.9532) loss_bbox_0: 0.1785 (0.1804) loss_giou_0: 0.3593 (0.3963) loss_class_1: 0.7939 (0.8274) loss_bbox_1: 0.1880 (0.1822) loss_giou_1: 0.3678 (0.3958) loss_class_2: 0.7668 (0.7946) loss_bbox_2: 0.1844 (0.1803) loss_giou_2: 0.3603 (0.3929) loss_class_3: 0.7301 (0.7755) loss_bbox_3: 0.1847 (0.1809) loss_giou_3: 0.3597 (0.3928) loss_class_4: 0.7407 (0.7680) loss_bbox_4: 0.1823 (0.1812) loss_giou_4: 0.3529 (0.3929) loss_class_enc: 0.8599 (0.8936) loss_bbox_enc: 0.2147 (0.2165) loss_giou_enc: 0.4073 (0.4499) loss_class_dn: 0.3863 (0.3878) loss_bbox_dn: 0.2511 (0.2734) loss_giou_dn: 0.4091 (0.4491) loss_class_dn_0: 0.4782 (0.4797) loss_bbox_dn_0: 0.3584 (0.3758) loss_giou_dn_0: 0.5360 (0.5782) loss_class_dn_1: 0.4148 (0.4166) loss_bbox_dn_1: 0.2701 (0.2971) loss_giou_dn_1: 0.4366 (0.4793) loss_class_dn_2: 0.4010 (0.3958) loss_bbox_dn_2: 0.2543 (0.2773) loss_giou_dn_2: 0.4151 (0.4552) loss_class_dn_3: 0.3988 (0.3895) loss_bbox_dn_3: 0.2526 (0.2742) loss_giou_dn_3: 0.4105 (0.4504) loss_class_dn_4: 0.3908 (0.3876) loss_bbox_dn_4: 0.2511 (0.2734) loss_giou_dn_4: 0.4090 (0.4490) loss_class_hybrid: 0.7212 (0.7690) loss_bbox_hybrid: 0.1826 (0.1946) loss_giou_hybrid: 0.3779 (0.4229) loss_class_0_hybrid: 0.8044 (0.8383) loss_bbox_0_hybrid: 0.1992 (0.2034) loss_giou_0_hybrid: 0.3775 (0.4399) loss_class_1_hybrid: 0.7372 (0.7946) loss_bbox_1_hybrid: 0.1927 (0.1983) loss_giou_1_hybrid: 0.3718 (0.4298) loss_class_2_hybrid: 0.7464 (0.7810) loss_bbox_2_hybrid: 0.1922 (0.1949) loss_giou_2_hybrid: 0.3721 (0.4244) loss_class_3_hybrid: 0.7294 (0.7723) loss_bbox_3_hybrid: 0.1896 (0.1945) loss_giou_3_hybrid: 0.3759 (0.4232) loss_class_4_hybrid: 0.7295 (0.7690) loss_bbox_4_hybrid: 0.1828 (0.1947) loss_giou_4_hybrid: 0.3778 (0.4230) loss_class_enc_hybrid: 0.7564 (0.7992) loss_bbox_enc_hybrid: 0.2399 (0.2432) loss_giou_enc_hybrid: 0.4528 (0.5012) mem: 1024 max mem: 36965 [2024-01-15 13:18:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:18:56 det.util.engine] INFO: Epoch: [6] [11400/11727] eta: 0:05:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.1063 loss: 25.5299 (26.9934) loss_class: 0.7007 (0.7665) loss_bbox: 0.1741 (0.1813) loss_giou: 0.4017 (0.3928) loss_class_0: 0.9138 (0.9530) loss_bbox_0: 0.1739 (0.1804) loss_giou_0: 0.3993 (0.3963) loss_class_1: 0.7461 (0.8272) loss_bbox_1: 0.1713 (0.1822) loss_giou_1: 0.3903 (0.3959) loss_class_2: 0.7281 (0.7944) loss_bbox_2: 0.1743 (0.1802) loss_giou_2: 0.3874 (0.3930) loss_class_3: 0.7074 (0.7753) loss_bbox_3: 0.1743 (0.1809) loss_giou_3: 0.3830 (0.3929) loss_class_4: 0.6967 (0.7678) loss_bbox_4: 0.1741 (0.1812) loss_giou_4: 0.4017 (0.3929) loss_class_enc: 0.8287 (0.8933) loss_bbox_enc: 0.2056 (0.2165) loss_giou_enc: 0.4582 (0.4500) loss_class_dn: 0.3736 (0.3878) loss_bbox_dn: 0.2171 (0.2733) loss_giou_dn: 0.4149 (0.4492) loss_class_dn_0: 0.4685 (0.4797) loss_bbox_dn_0: 0.3085 (0.3757) loss_giou_dn_0: 0.5476 (0.5782) loss_class_dn_1: 0.4090 (0.4165) loss_bbox_dn_1: 0.2335 (0.2969) loss_giou_dn_1: 0.4464 (0.4793) loss_class_dn_2: 0.3846 (0.3958) loss_bbox_dn_2: 0.2213 (0.2772) loss_giou_dn_2: 0.4220 (0.4552) loss_class_dn_3: 0.3776 (0.3895) loss_bbox_dn_3: 0.2183 (0.2741) loss_giou_dn_3: 0.4176 (0.4504) loss_class_dn_4: 0.3754 (0.3876) loss_bbox_dn_4: 0.2172 (0.2733) loss_giou_dn_4: 0.4145 (0.4490) loss_class_hybrid: 0.7072 (0.7688) loss_bbox_hybrid: 0.1727 (0.1946) loss_giou_hybrid: 0.4305 (0.4230) loss_class_0_hybrid: 0.7774 (0.8382) loss_bbox_0_hybrid: 0.1807 (0.2033) loss_giou_0_hybrid: 0.4526 (0.4400) loss_class_1_hybrid: 0.7370 (0.7944) loss_bbox_1_hybrid: 0.1782 (0.1982) loss_giou_1_hybrid: 0.4331 (0.4299) loss_class_2_hybrid: 0.7221 (0.7808) loss_bbox_2_hybrid: 0.1734 (0.1949) loss_giou_2_hybrid: 0.4306 (0.4245) loss_class_3_hybrid: 0.7130 (0.7722) loss_bbox_3_hybrid: 0.1766 (0.1945) loss_giou_3_hybrid: 0.4268 (0.4233) loss_class_4_hybrid: 0.7047 (0.7688) loss_bbox_4_hybrid: 0.1734 (0.1946) loss_giou_4_hybrid: 0.4318 (0.4231) loss_class_enc_hybrid: 0.7602 (0.7991) loss_bbox_enc_hybrid: 0.2071 (0.2431) loss_giou_enc_hybrid: 0.5082 (0.5013) mem: 1023 max mem: 36965 [2024-01-15 13:18:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:19:49 det.util.engine] INFO: Epoch: [6] [11450/11727] eta: 0:04:58 lr: 0.000100 data_time: 0.0030 iter_time: 1.0624 loss: 26.9363 (26.9953) loss_class: 0.7553 (0.7666) loss_bbox: 0.1646 (0.1812) loss_giou: 0.4006 (0.3928) loss_class_0: 0.8876 (0.9529) loss_bbox_0: 0.1659 (0.1804) loss_giou_0: 0.4045 (0.3964) loss_class_1: 0.7840 (0.8272) loss_bbox_1: 0.1747 (0.1822) loss_giou_1: 0.4098 (0.3959) loss_class_2: 0.7668 (0.7944) loss_bbox_2: 0.1661 (0.1802) loss_giou_2: 0.4074 (0.3930) loss_class_3: 0.7653 (0.7754) loss_bbox_3: 0.1701 (0.1808) loss_giou_3: 0.4025 (0.3929) loss_class_4: 0.7540 (0.7679) loss_bbox_4: 0.1681 (0.1812) loss_giou_4: 0.3975 (0.3930) loss_class_enc: 0.8527 (0.8933) loss_bbox_enc: 0.2054 (0.2165) loss_giou_enc: 0.4579 (0.4501) loss_class_dn: 0.3900 (0.3878) loss_bbox_dn: 0.2508 (0.2734) loss_giou_dn: 0.4741 (0.4492) loss_class_dn_0: 0.4726 (0.4797) loss_bbox_dn_0: 0.3268 (0.3757) loss_giou_dn_0: 0.5978 (0.5783) loss_class_dn_1: 0.4167 (0.4166) loss_bbox_dn_1: 0.2682 (0.2970) loss_giou_dn_1: 0.4955 (0.4794) loss_class_dn_2: 0.3965 (0.3958) loss_bbox_dn_2: 0.2528 (0.2773) loss_giou_dn_2: 0.4735 (0.4553) loss_class_dn_3: 0.3897 (0.3896) loss_bbox_dn_3: 0.2513 (0.2742) loss_giou_dn_3: 0.4741 (0.4505) loss_class_dn_4: 0.3883 (0.3876) loss_bbox_dn_4: 0.2508 (0.2734) loss_giou_dn_4: 0.4743 (0.4491) loss_class_hybrid: 0.7346 (0.7688) loss_bbox_hybrid: 0.1809 (0.1946) loss_giou_hybrid: 0.4369 (0.4230) loss_class_0_hybrid: 0.7745 (0.8381) loss_bbox_0_hybrid: 0.1845 (0.2033) loss_giou_0_hybrid: 0.4453 (0.4401) loss_class_1_hybrid: 0.7706 (0.7944) loss_bbox_1_hybrid: 0.1820 (0.1982) loss_giou_1_hybrid: 0.4440 (0.4300) loss_class_2_hybrid: 0.7411 (0.7809) loss_bbox_2_hybrid: 0.1713 (0.1949) loss_giou_2_hybrid: 0.4387 (0.4245) loss_class_3_hybrid: 0.7370 (0.7722) loss_bbox_3_hybrid: 0.1727 (0.1945) loss_giou_3_hybrid: 0.4374 (0.4234) loss_class_4_hybrid: 0.7346 (0.7689) loss_bbox_4_hybrid: 0.1758 (0.1946) loss_giou_4_hybrid: 0.4382 (0.4232) loss_class_enc_hybrid: 0.7425 (0.7990) loss_bbox_enc_hybrid: 0.2276 (0.2432) loss_giou_enc_hybrid: 0.5124 (0.5014) mem: 1033 max mem: 36965 [2024-01-15 13:19:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:20:44 det.util.engine] INFO: Epoch: [6] [11500/11727] eta: 0:04:04 lr: 0.000100 data_time: 0.0030 iter_time: 1.0638 loss: 26.1958 (26.9948) loss_class: 0.8180 (0.7666) loss_bbox: 0.1632 (0.1812) loss_giou: 0.3737 (0.3928) loss_class_0: 0.9626 (0.9529) loss_bbox_0: 0.1573 (0.1803) loss_giou_0: 0.3658 (0.3965) loss_class_1: 0.8617 (0.8273) loss_bbox_1: 0.1542 (0.1821) loss_giou_1: 0.3656 (0.3960) loss_class_2: 0.8548 (0.7945) loss_bbox_2: 0.1561 (0.1802) loss_giou_2: 0.3673 (0.3931) loss_class_3: 0.8434 (0.7755) loss_bbox_3: 0.1638 (0.1808) loss_giou_3: 0.3753 (0.3930) loss_class_4: 0.8180 (0.7679) loss_bbox_4: 0.1633 (0.1811) loss_giou_4: 0.3723 (0.3930) loss_class_enc: 0.9512 (0.8933) loss_bbox_enc: 0.1887 (0.2164) loss_giou_enc: 0.4289 (0.4501) loss_class_dn: 0.3892 (0.3878) loss_bbox_dn: 0.2258 (0.2733) loss_giou_dn: 0.4279 (0.4493) loss_class_dn_0: 0.4844 (0.4797) loss_bbox_dn_0: 0.3118 (0.3755) loss_giou_dn_0: 0.5553 (0.5783) loss_class_dn_1: 0.4192 (0.4166) loss_bbox_dn_1: 0.2531 (0.2969) loss_giou_dn_1: 0.4601 (0.4794) loss_class_dn_2: 0.3948 (0.3958) loss_bbox_dn_2: 0.2296 (0.2772) loss_giou_dn_2: 0.4333 (0.4553) loss_class_dn_3: 0.3905 (0.3896) loss_bbox_dn_3: 0.2264 (0.2741) loss_giou_dn_3: 0.4283 (0.4505) loss_class_dn_4: 0.3914 (0.3876) loss_bbox_dn_4: 0.2258 (0.2733) loss_giou_dn_4: 0.4280 (0.4491) loss_class_hybrid: 0.8171 (0.7689) loss_bbox_hybrid: 0.1714 (0.1945) loss_giou_hybrid: 0.3957 (0.4230) loss_class_0_hybrid: 0.8866 (0.8381) loss_bbox_0_hybrid: 0.1788 (0.2033) loss_giou_0_hybrid: 0.4130 (0.4401) loss_class_1_hybrid: 0.8561 (0.7945) loss_bbox_1_hybrid: 0.1691 (0.1982) loss_giou_1_hybrid: 0.3962 (0.4300) loss_class_2_hybrid: 0.8241 (0.7809) loss_bbox_2_hybrid: 0.1733 (0.1948) loss_giou_2_hybrid: 0.3962 (0.4246) loss_class_3_hybrid: 0.8305 (0.7723) loss_bbox_3_hybrid: 0.1723 (0.1944) loss_giou_3_hybrid: 0.3978 (0.4234) loss_class_4_hybrid: 0.8225 (0.7689) loss_bbox_4_hybrid: 0.1695 (0.1946) loss_giou_4_hybrid: 0.3951 (0.4232) loss_class_enc_hybrid: 0.8476 (0.7990) loss_bbox_enc_hybrid: 0.2126 (0.2431) loss_giou_enc_hybrid: 0.4762 (0.5014) mem: 1022 max mem: 36965 [2024-01-15 13:20:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:21:37 det.util.engine] INFO: Epoch: [6] [11550/11727] eta: 0:03:10 lr: 0.000100 data_time: 0.0031 iter_time: 1.0403 loss: 27.6332 (26.9959) loss_class: 0.7739 (0.7667) loss_bbox: 0.1926 (0.1812) loss_giou: 0.3442 (0.3928) loss_class_0: 0.9792 (0.9530) loss_bbox_0: 0.1937 (0.1804) loss_giou_0: 0.3171 (0.3964) loss_class_1: 0.8200 (0.8273) loss_bbox_1: 0.1965 (0.1821) loss_giou_1: 0.3297 (0.3959) loss_class_2: 0.7780 (0.7945) loss_bbox_2: 0.1951 (0.1802) loss_giou_2: 0.3470 (0.3930) loss_class_3: 0.7845 (0.7755) loss_bbox_3: 0.2029 (0.1808) loss_giou_3: 0.3470 (0.3929) loss_class_4: 0.7581 (0.7680) loss_bbox_4: 0.1934 (0.1812) loss_giou_4: 0.3471 (0.3930) loss_class_enc: 0.8926 (0.8933) loss_bbox_enc: 0.2353 (0.2165) loss_giou_enc: 0.3819 (0.4500) loss_class_dn: 0.4032 (0.3878) loss_bbox_dn: 0.3046 (0.2733) loss_giou_dn: 0.4048 (0.4492) loss_class_dn_0: 0.4777 (0.4797) loss_bbox_dn_0: 0.4110 (0.3756) loss_giou_dn_0: 0.5462 (0.5783) loss_class_dn_1: 0.4291 (0.4166) loss_bbox_dn_1: 0.3200 (0.2969) loss_giou_dn_1: 0.4430 (0.4794) loss_class_dn_2: 0.4045 (0.3958) loss_bbox_dn_2: 0.3058 (0.2772) loss_giou_dn_2: 0.4156 (0.4553) loss_class_dn_3: 0.3968 (0.3896) loss_bbox_dn_3: 0.3049 (0.2741) loss_giou_dn_3: 0.4075 (0.4505) loss_class_dn_4: 0.3996 (0.3876) loss_bbox_dn_4: 0.3047 (0.2733) loss_giou_dn_4: 0.4048 (0.4491) loss_class_hybrid: 0.7671 (0.7690) loss_bbox_hybrid: 0.2051 (0.1945) loss_giou_hybrid: 0.3541 (0.4230) loss_class_0_hybrid: 0.8428 (0.8382) loss_bbox_0_hybrid: 0.2182 (0.2033) loss_giou_0_hybrid: 0.3838 (0.4400) loss_class_1_hybrid: 0.7806 (0.7945) loss_bbox_1_hybrid: 0.2088 (0.1982) loss_giou_1_hybrid: 0.3669 (0.4300) loss_class_2_hybrid: 0.7601 (0.7810) loss_bbox_2_hybrid: 0.2082 (0.1949) loss_giou_2_hybrid: 0.3540 (0.4246) loss_class_3_hybrid: 0.7663 (0.7723) loss_bbox_3_hybrid: 0.2078 (0.1945) loss_giou_3_hybrid: 0.3522 (0.4234) loss_class_4_hybrid: 0.7693 (0.7690) loss_bbox_4_hybrid: 0.2071 (0.1946) loss_giou_4_hybrid: 0.3548 (0.4232) loss_class_enc_hybrid: 0.8140 (0.7991) loss_bbox_enc_hybrid: 0.2516 (0.2431) loss_giou_enc_hybrid: 0.4350 (0.5014) mem: 1023 max mem: 36965 [2024-01-15 13:21:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:22:31 det.util.engine] INFO: Epoch: [6] [11600/11727] eta: 0:02:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.0818 loss: 26.2642 (26.9973) loss_class: 0.7688 (0.7668) loss_bbox: 0.1618 (0.1812) loss_giou: 0.3892 (0.3928) loss_class_0: 0.9604 (0.9532) loss_bbox_0: 0.1618 (0.1803) loss_giou_0: 0.3955 (0.3964) loss_class_1: 0.8056 (0.8275) loss_bbox_1: 0.1687 (0.1821) loss_giou_1: 0.3904 (0.3959) loss_class_2: 0.7637 (0.7946) loss_bbox_2: 0.1630 (0.1802) loss_giou_2: 0.3927 (0.3930) loss_class_3: 0.7628 (0.7757) loss_bbox_3: 0.1615 (0.1808) loss_giou_3: 0.3924 (0.3930) loss_class_4: 0.7660 (0.7681) loss_bbox_4: 0.1618 (0.1812) loss_giou_4: 0.3918 (0.3930) loss_class_enc: 0.8983 (0.8934) loss_bbox_enc: 0.1901 (0.2164) loss_giou_enc: 0.4389 (0.4500) loss_class_dn: 0.3806 (0.3878) loss_bbox_dn: 0.2734 (0.2733) loss_giou_dn: 0.4410 (0.4492) loss_class_dn_0: 0.4759 (0.4797) loss_bbox_dn_0: 0.3635 (0.3755) loss_giou_dn_0: 0.5679 (0.5782) loss_class_dn_1: 0.4113 (0.4166) loss_bbox_dn_1: 0.2898 (0.2969) loss_giou_dn_1: 0.4740 (0.4794) loss_class_dn_2: 0.3906 (0.3958) loss_bbox_dn_2: 0.2802 (0.2772) loss_giou_dn_2: 0.4462 (0.4553) loss_class_dn_3: 0.3827 (0.3896) loss_bbox_dn_3: 0.2741 (0.2741) loss_giou_dn_3: 0.4428 (0.4505) loss_class_dn_4: 0.3796 (0.3876) loss_bbox_dn_4: 0.2734 (0.2733) loss_giou_dn_4: 0.4406 (0.4491) loss_class_hybrid: 0.7778 (0.7691) loss_bbox_hybrid: 0.1679 (0.1945) loss_giou_hybrid: 0.4096 (0.4230) loss_class_0_hybrid: 0.8459 (0.8383) loss_bbox_0_hybrid: 0.1850 (0.2033) loss_giou_0_hybrid: 0.4322 (0.4401) loss_class_1_hybrid: 0.7971 (0.7946) loss_bbox_1_hybrid: 0.1742 (0.1982) loss_giou_1_hybrid: 0.4204 (0.4300) loss_class_2_hybrid: 0.7816 (0.7811) loss_bbox_2_hybrid: 0.1671 (0.1949) loss_giou_2_hybrid: 0.4116 (0.4246) loss_class_3_hybrid: 0.7779 (0.7724) loss_bbox_3_hybrid: 0.1680 (0.1944) loss_giou_3_hybrid: 0.4128 (0.4234) loss_class_4_hybrid: 0.7831 (0.7691) loss_bbox_4_hybrid: 0.1675 (0.1946) loss_giou_4_hybrid: 0.4125 (0.4232) loss_class_enc_hybrid: 0.8059 (0.7992) loss_bbox_enc_hybrid: 0.2254 (0.2431) loss_giou_enc_hybrid: 0.4996 (0.5014) mem: 1032 max mem: 36965 [2024-01-15 13:22:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:23:24 det.util.engine] INFO: Epoch: [6] [11650/11727] eta: 0:01:22 lr: 0.000100 data_time: 0.0033 iter_time: 1.0532 loss: 26.6832 (26.9935) loss_class: 0.7218 (0.7667) loss_bbox: 0.1752 (0.1812) loss_giou: 0.3568 (0.3928) loss_class_0: 0.9475 (0.9531) loss_bbox_0: 0.1754 (0.1803) loss_giou_0: 0.3651 (0.3963) loss_class_1: 0.8141 (0.8273) loss_bbox_1: 0.1756 (0.1821) loss_giou_1: 0.3713 (0.3959) loss_class_2: 0.7787 (0.7945) loss_bbox_2: 0.1711 (0.1801) loss_giou_2: 0.3632 (0.3930) loss_class_3: 0.7222 (0.7755) loss_bbox_3: 0.1720 (0.1808) loss_giou_3: 0.3656 (0.3929) loss_class_4: 0.7103 (0.7680) loss_bbox_4: 0.1746 (0.1811) loss_giou_4: 0.3567 (0.3930) loss_class_enc: 0.8817 (0.8933) loss_bbox_enc: 0.2051 (0.2164) loss_giou_enc: 0.4259 (0.4500) loss_class_dn: 0.3769 (0.3878) loss_bbox_dn: 0.2407 (0.2733) loss_giou_dn: 0.4133 (0.4492) loss_class_dn_0: 0.4696 (0.4797) loss_bbox_dn_0: 0.3305 (0.3755) loss_giou_dn_0: 0.5446 (0.5782) loss_class_dn_1: 0.4045 (0.4165) loss_bbox_dn_1: 0.2648 (0.2969) loss_giou_dn_1: 0.4526 (0.4794) loss_class_dn_2: 0.3862 (0.3958) loss_bbox_dn_2: 0.2477 (0.2772) loss_giou_dn_2: 0.4197 (0.4553) loss_class_dn_3: 0.3775 (0.3895) loss_bbox_dn_3: 0.2425 (0.2741) loss_giou_dn_3: 0.4142 (0.4505) loss_class_dn_4: 0.3760 (0.3876) loss_bbox_dn_4: 0.2407 (0.2733) loss_giou_dn_4: 0.4130 (0.4491) loss_class_hybrid: 0.7252 (0.7690) loss_bbox_hybrid: 0.1820 (0.1945) loss_giou_hybrid: 0.3766 (0.4230) loss_class_0_hybrid: 0.7893 (0.8382) loss_bbox_0_hybrid: 0.1725 (0.2032) loss_giou_0_hybrid: 0.4037 (0.4400) loss_class_1_hybrid: 0.7424 (0.7945) loss_bbox_1_hybrid: 0.1789 (0.1981) loss_giou_1_hybrid: 0.3869 (0.4299) loss_class_2_hybrid: 0.7309 (0.7810) loss_bbox_2_hybrid: 0.1816 (0.1948) loss_giou_2_hybrid: 0.3758 (0.4245) loss_class_3_hybrid: 0.7200 (0.7723) loss_bbox_3_hybrid: 0.1815 (0.1944) loss_giou_3_hybrid: 0.3789 (0.4233) loss_class_4_hybrid: 0.7296 (0.7690) loss_bbox_4_hybrid: 0.1813 (0.1945) loss_giou_4_hybrid: 0.3774 (0.4231) loss_class_enc_hybrid: 0.8058 (0.7990) loss_bbox_enc_hybrid: 0.2125 (0.2430) loss_giou_enc_hybrid: 0.4626 (0.5013) mem: 1011 max mem: 36965 [2024-01-15 13:23:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:24:17 det.util.engine] INFO: Epoch: [6] [11700/11727] eta: 0:00:29 lr: 0.000100 data_time: 0.0034 iter_time: 1.0542 loss: 26.8489 (26.9941) loss_class: 0.7632 (0.7668) loss_bbox: 0.1762 (0.1812) loss_giou: 0.3915 (0.3928) loss_class_0: 0.9333 (0.9530) loss_bbox_0: 0.1782 (0.1803) loss_giou_0: 0.3947 (0.3964) loss_class_1: 0.8272 (0.8273) loss_bbox_1: 0.1806 (0.1821) loss_giou_1: 0.3979 (0.3959) loss_class_2: 0.8415 (0.7945) loss_bbox_2: 0.1817 (0.1801) loss_giou_2: 0.3922 (0.3930) loss_class_3: 0.8104 (0.7756) loss_bbox_3: 0.1737 (0.1808) loss_giou_3: 0.3908 (0.3929) loss_class_4: 0.7782 (0.7680) loss_bbox_4: 0.1796 (0.1811) loss_giou_4: 0.3936 (0.3930) loss_class_enc: 0.8867 (0.8933) loss_bbox_enc: 0.1986 (0.2164) loss_giou_enc: 0.4418 (0.4500) loss_class_dn: 0.3952 (0.3878) loss_bbox_dn: 0.2249 (0.2732) loss_giou_dn: 0.4463 (0.4492) loss_class_dn_0: 0.4864 (0.4797) loss_bbox_dn_0: 0.3273 (0.3754) loss_giou_dn_0: 0.5667 (0.5782) loss_class_dn_1: 0.4148 (0.4165) loss_bbox_dn_1: 0.2484 (0.2968) loss_giou_dn_1: 0.4722 (0.4794) loss_class_dn_2: 0.3984 (0.3958) loss_bbox_dn_2: 0.2268 (0.2771) loss_giou_dn_2: 0.4535 (0.4553) loss_class_dn_3: 0.3928 (0.3896) loss_bbox_dn_3: 0.2253 (0.2740) loss_giou_dn_3: 0.4483 (0.4505) loss_class_dn_4: 0.3933 (0.3876) loss_bbox_dn_4: 0.2250 (0.2732) loss_giou_dn_4: 0.4462 (0.4491) loss_class_hybrid: 0.7719 (0.7689) loss_bbox_hybrid: 0.1827 (0.1945) loss_giou_hybrid: 0.4262 (0.4230) loss_class_0_hybrid: 0.8500 (0.8382) loss_bbox_0_hybrid: 0.1907 (0.2032) loss_giou_0_hybrid: 0.4410 (0.4401) loss_class_1_hybrid: 0.7972 (0.7945) loss_bbox_1_hybrid: 0.1842 (0.1981) loss_giou_1_hybrid: 0.4308 (0.4299) loss_class_2_hybrid: 0.7872 (0.7809) loss_bbox_2_hybrid: 0.1825 (0.1948) loss_giou_2_hybrid: 0.4262 (0.4246) loss_class_3_hybrid: 0.7756 (0.7723) loss_bbox_3_hybrid: 0.1857 (0.1944) loss_giou_3_hybrid: 0.4250 (0.4234) loss_class_4_hybrid: 0.7666 (0.7690) loss_bbox_4_hybrid: 0.1827 (0.1945) loss_giou_4_hybrid: 0.4243 (0.4232) loss_class_enc_hybrid: 0.8051 (0.7990) loss_bbox_enc_hybrid: 0.2161 (0.2430) loss_giou_enc_hybrid: 0.5045 (0.5014) mem: 1034 max mem: 36965 [2024-01-15 13:24:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:24:45 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0027 iter_time: 1.0517 loss: 27.7056 (26.9946) loss_class: 0.7771 (0.7668) loss_bbox: 0.1672 (0.1811) loss_giou: 0.4289 (0.3929) loss_class_0: 0.9123 (0.9530) loss_bbox_0: 0.1682 (0.1803) loss_giou_0: 0.4520 (0.3965) loss_class_1: 0.8187 (0.8273) loss_bbox_1: 0.1751 (0.1821) loss_giou_1: 0.4338 (0.3960) loss_class_2: 0.8219 (0.7946) loss_bbox_2: 0.1695 (0.1801) loss_giou_2: 0.4308 (0.3931) loss_class_3: 0.7792 (0.7756) loss_bbox_3: 0.1722 (0.1807) loss_giou_3: 0.4188 (0.3930) loss_class_4: 0.7812 (0.7680) loss_bbox_4: 0.1680 (0.1811) loss_giou_4: 0.4218 (0.3931) loss_class_enc: 0.8888 (0.8933) loss_bbox_enc: 0.2211 (0.2164) loss_giou_enc: 0.5094 (0.4501) loss_class_dn: 0.3870 (0.3878) loss_bbox_dn: 0.2415 (0.2732) loss_giou_dn: 0.4824 (0.4493) loss_class_dn_0: 0.4859 (0.4797) loss_bbox_dn_0: 0.3227 (0.3754) loss_giou_dn_0: 0.6007 (0.5782) loss_class_dn_1: 0.4217 (0.4165) loss_bbox_dn_1: 0.2658 (0.2968) loss_giou_dn_1: 0.5013 (0.4794) loss_class_dn_2: 0.3984 (0.3958) loss_bbox_dn_2: 0.2484 (0.2771) loss_giou_dn_2: 0.4877 (0.4553) loss_class_dn_3: 0.3937 (0.3896) loss_bbox_dn_3: 0.2429 (0.2740) loss_giou_dn_3: 0.4849 (0.4505) loss_class_dn_4: 0.3886 (0.3876) loss_bbox_dn_4: 0.2414 (0.2732) loss_giou_dn_4: 0.4825 (0.4491) loss_class_hybrid: 0.7530 (0.7689) loss_bbox_hybrid: 0.1788 (0.1945) loss_giou_hybrid: 0.4858 (0.4231) loss_class_0_hybrid: 0.8174 (0.8382) loss_bbox_0_hybrid: 0.1916 (0.2032) loss_giou_0_hybrid: 0.4910 (0.4401) loss_class_1_hybrid: 0.7906 (0.7945) loss_bbox_1_hybrid: 0.1790 (0.1981) loss_giou_1_hybrid: 0.4859 (0.4300) loss_class_2_hybrid: 0.7547 (0.7809) loss_bbox_2_hybrid: 0.1797 (0.1948) loss_giou_2_hybrid: 0.4843 (0.4246) loss_class_3_hybrid: 0.7555 (0.7723) loss_bbox_3_hybrid: 0.1783 (0.1944) loss_giou_3_hybrid: 0.4870 (0.4234) loss_class_4_hybrid: 0.7605 (0.7689) loss_bbox_4_hybrid: 0.1786 (0.1945) loss_giou_4_hybrid: 0.4867 (0.4233) loss_class_enc_hybrid: 0.7868 (0.7990) loss_bbox_enc_hybrid: 0.2366 (0.2430) loss_giou_enc_hybrid: 0.5585 (0.5014) [2024-01-15 13:24:45 accelerate.accelerator] WARNING: Deleting 1 checkpoints to make room for new checkpoint. [2024-01-15 13:24:45 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_6 [2024-01-15 13:24:46 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_6/model.safetensors [2024-01-15 13:24:47 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_6/optimizer.bin [2024-01-15 13:24:47 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_6/scheduler.bin [2024-01-15 13:24:47 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_6/sampler.bin [2024-01-15 13:24:47 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_6/sampler_1.bin [2024-01-15 13:24:47 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_6/random_states_0.pkl [2024-01-15 13:24:47 det.__main__] INFO: Start evaluation [2024-01-15 13:24:49 det.util.utils] INFO: Test: [ 0/2500] eta: 0:31:43 model_time: 0.3766 (0.3766) evaluator_time: 0.0293 (0.0293) time: 0.7615 data: 0.3540 mem: 961 max mem: 36965 [2024-01-15 13:24:51 det.util.utils] INFO: Test: [ 10/2500] eta: 0:12:00 model_time: 0.1484 (0.2299) evaluator_time: 0.0233 (0.0247) time: 0.2894 data: 0.0328 mem: 961 max mem: 36965 [2024-01-15 13:24:53 det.util.utils] INFO: Test: [ 20/2500] eta: 0:10:06 model_time: 0.1484 (0.2037) evaluator_time: 0.0182 (0.0215) time: 0.2188 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:24:55 det.util.utils] INFO: Test: [ 30/2500] eta: 0:09:11 model_time: 0.1396 (0.1877) evaluator_time: 0.0166 (0.0218) time: 0.1870 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:24:57 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:58 model_time: 0.1322 (0.1851) evaluator_time: 0.0178 (0.0226) time: 0.1917 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:24:59 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:44 model_time: 0.1382 (0.1823) evaluator_time: 0.0180 (0.0224) time: 0.1999 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:01 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:30 model_time: 0.1360 (0.1788) evaluator_time: 0.0199 (0.0223) time: 0.1902 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:03 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:17 model_time: 0.1405 (0.1752) evaluator_time: 0.0199 (0.0221) time: 0.1812 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:04 det.util.utils] INFO: Test: [ 80/2500] eta: 0:08:10 model_time: 0.1439 (0.1738) evaluator_time: 0.0171 (0.0218) time: 0.1816 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:06 det.util.utils] INFO: Test: [ 90/2500] eta: 0:08:07 model_time: 0.1422 (0.1734) evaluator_time: 0.0153 (0.0224) time: 0.1932 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:08 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:59 model_time: 0.1391 (0.1715) evaluator_time: 0.0167 (0.0224) time: 0.1894 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:10 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:52 model_time: 0.1427 (0.1699) evaluator_time: 0.0198 (0.0222) time: 0.1778 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:12 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:45 model_time: 0.1463 (0.1681) evaluator_time: 0.0201 (0.0222) time: 0.1743 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:14 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:41 model_time: 0.1463 (0.1675) evaluator_time: 0.0178 (0.0220) time: 0.1773 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:25:15 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:37 model_time: 0.1401 (0.1667) evaluator_time: 0.0170 (0.0220) time: 0.1820 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:25:17 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:32 model_time: 0.1413 (0.1655) evaluator_time: 0.0170 (0.0224) time: 0.1795 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:19 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:26 model_time: 0.1413 (0.1638) evaluator_time: 0.0175 (0.0224) time: 0.1710 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:21 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:26 model_time: 0.1399 (0.1645) evaluator_time: 0.0198 (0.0226) time: 0.1842 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:23 det.util.utils] INFO: Test: [ 180/2500] eta: 0:07:22 model_time: 0.1429 (0.1634) evaluator_time: 0.0198 (0.0228) time: 0.1891 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:24 det.util.utils] INFO: Test: [ 190/2500] eta: 0:07:18 model_time: 0.1457 (0.1627) evaluator_time: 0.0214 (0.0228) time: 0.1748 data: 0.0010 mem: 961 max mem: 36965 [2024-01-15 13:25:26 det.util.utils] INFO: Test: [ 200/2500] eta: 0:07:16 model_time: 0.1507 (0.1628) evaluator_time: 0.0200 (0.0226) time: 0.1817 data: 0.0010 mem: 961 max mem: 36965 [2024-01-15 13:25:28 det.util.utils] INFO: Test: [ 210/2500] eta: 0:07:12 model_time: 0.1480 (0.1619) evaluator_time: 0.0187 (0.0224) time: 0.1765 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:29 det.util.utils] INFO: Test: [ 220/2500] eta: 0:07:06 model_time: 0.1387 (0.1607) evaluator_time: 0.0175 (0.0222) time: 0.1595 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:31 det.util.utils] INFO: Test: [ 230/2500] eta: 0:07:01 model_time: 0.1380 (0.1598) evaluator_time: 0.0139 (0.0218) time: 0.1555 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:33 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:57 model_time: 0.1380 (0.1589) evaluator_time: 0.0151 (0.0219) time: 0.1600 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:34 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:54 model_time: 0.1322 (0.1580) evaluator_time: 0.0198 (0.0221) time: 0.1640 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:36 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:51 model_time: 0.1362 (0.1578) evaluator_time: 0.0221 (0.0221) time: 0.1726 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:38 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:50 model_time: 0.1332 (0.1578) evaluator_time: 0.0219 (0.0223) time: 0.1831 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:25:40 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:48 model_time: 0.1395 (0.1581) evaluator_time: 0.0205 (0.0223) time: 0.1884 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:41 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:45 model_time: 0.1428 (0.1574) evaluator_time: 0.0161 (0.0221) time: 0.1741 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:43 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:42 model_time: 0.1375 (0.1571) evaluator_time: 0.0158 (0.0220) time: 0.1633 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:25:45 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:39 model_time: 0.1352 (0.1565) evaluator_time: 0.0185 (0.0220) time: 0.1676 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:46 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:36 model_time: 0.1359 (0.1561) evaluator_time: 0.0196 (0.0220) time: 0.1655 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:25:48 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:33 model_time: 0.1377 (0.1555) evaluator_time: 0.0196 (0.0220) time: 0.1647 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:50 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:31 model_time: 0.1387 (0.1555) evaluator_time: 0.0171 (0.0221) time: 0.1731 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:52 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:29 model_time: 0.1457 (0.1553) evaluator_time: 0.0179 (0.0221) time: 0.1766 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:53 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:26 model_time: 0.1441 (0.1549) evaluator_time: 0.0180 (0.0222) time: 0.1702 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:55 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:23 model_time: 0.1313 (0.1543) evaluator_time: 0.0204 (0.0221) time: 0.1626 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:25:57 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:20 model_time: 0.1313 (0.1541) evaluator_time: 0.0184 (0.0220) time: 0.1620 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:25:58 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:19 model_time: 0.1357 (0.1544) evaluator_time: 0.0140 (0.0219) time: 0.1746 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:26:00 det.util.utils] INFO: Test: [ 400/2500] eta: 0:06:15 model_time: 0.1265 (0.1537) evaluator_time: 0.0150 (0.0218) time: 0.1657 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:02 det.util.utils] INFO: Test: [ 410/2500] eta: 0:06:13 model_time: 0.1265 (0.1535) evaluator_time: 0.0154 (0.0218) time: 0.1595 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:03 det.util.utils] INFO: Test: [ 420/2500] eta: 0:06:12 model_time: 0.1334 (0.1537) evaluator_time: 0.0154 (0.0218) time: 0.1780 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:05 det.util.utils] INFO: Test: [ 430/2500] eta: 0:06:09 model_time: 0.1391 (0.1535) evaluator_time: 0.0179 (0.0218) time: 0.1777 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:07 det.util.utils] INFO: Test: [ 440/2500] eta: 0:06:07 model_time: 0.1378 (0.1532) evaluator_time: 0.0173 (0.0217) time: 0.1647 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:08 det.util.utils] INFO: Test: [ 450/2500] eta: 0:06:04 model_time: 0.1370 (0.1529) evaluator_time: 0.0144 (0.0216) time: 0.1601 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:26:10 det.util.utils] INFO: Test: [ 460/2500] eta: 0:06:01 model_time: 0.1354 (0.1525) evaluator_time: 0.0144 (0.0215) time: 0.1559 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:26:11 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:58 model_time: 0.1279 (0.1520) evaluator_time: 0.0135 (0.0213) time: 0.1517 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:26:13 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:56 model_time: 0.1356 (0.1518) evaluator_time: 0.0142 (0.0213) time: 0.1557 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:15 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:53 model_time: 0.1356 (0.1514) evaluator_time: 0.0174 (0.0213) time: 0.1588 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:16 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:51 model_time: 0.1275 (0.1513) evaluator_time: 0.0140 (0.0212) time: 0.1612 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:26:18 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:50 model_time: 0.1392 (0.1513) evaluator_time: 0.0195 (0.0214) time: 0.1749 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:26:20 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:47 model_time: 0.1450 (0.1512) evaluator_time: 0.0195 (0.0213) time: 0.1746 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:26:21 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:45 model_time: 0.1385 (0.1509) evaluator_time: 0.0143 (0.0212) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:23 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:43 model_time: 0.1375 (0.1507) evaluator_time: 0.0146 (0.0212) time: 0.1595 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:25 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:41 model_time: 0.1373 (0.1508) evaluator_time: 0.0153 (0.0212) time: 0.1685 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:26 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:39 model_time: 0.1415 (0.1507) evaluator_time: 0.0193 (0.0212) time: 0.1731 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:26:28 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:38 model_time: 0.1450 (0.1507) evaluator_time: 0.0169 (0.0212) time: 0.1743 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:30 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:36 model_time: 0.1450 (0.1506) evaluator_time: 0.0181 (0.0212) time: 0.1733 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:32 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:34 model_time: 0.1451 (0.1506) evaluator_time: 0.0188 (0.0213) time: 0.1711 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:33 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:32 model_time: 0.1411 (0.1503) evaluator_time: 0.0201 (0.0214) time: 0.1708 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:35 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:30 model_time: 0.1345 (0.1501) evaluator_time: 0.0199 (0.0214) time: 0.1650 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:37 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:28 model_time: 0.1405 (0.1499) evaluator_time: 0.0199 (0.0215) time: 0.1658 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:26:38 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:26 model_time: 0.1447 (0.1498) evaluator_time: 0.0151 (0.0214) time: 0.1650 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:26:40 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:23 model_time: 0.1348 (0.1496) evaluator_time: 0.0155 (0.0214) time: 0.1622 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:41 det.util.utils] INFO: Test: [ 650/2500] eta: 0:05:21 model_time: 0.1289 (0.1494) evaluator_time: 0.0157 (0.0214) time: 0.1583 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:43 det.util.utils] INFO: Test: [ 660/2500] eta: 0:05:19 model_time: 0.1287 (0.1492) evaluator_time: 0.0157 (0.0214) time: 0.1597 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:45 det.util.utils] INFO: Test: [ 670/2500] eta: 0:05:17 model_time: 0.1360 (0.1491) evaluator_time: 0.0200 (0.0215) time: 0.1679 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:46 det.util.utils] INFO: Test: [ 680/2500] eta: 0:05:15 model_time: 0.1355 (0.1489) evaluator_time: 0.0185 (0.0215) time: 0.1650 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:48 det.util.utils] INFO: Test: [ 690/2500] eta: 0:05:13 model_time: 0.1289 (0.1488) evaluator_time: 0.0178 (0.0215) time: 0.1629 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:50 det.util.utils] INFO: Test: [ 700/2500] eta: 0:05:11 model_time: 0.1285 (0.1486) evaluator_time: 0.0184 (0.0215) time: 0.1623 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:26:51 det.util.utils] INFO: Test: [ 710/2500] eta: 0:05:09 model_time: 0.1263 (0.1484) evaluator_time: 0.0134 (0.0215) time: 0.1568 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:26:53 det.util.utils] INFO: Test: [ 720/2500] eta: 0:05:07 model_time: 0.1269 (0.1483) evaluator_time: 0.0175 (0.0216) time: 0.1659 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:26:54 det.util.utils] INFO: Test: [ 730/2500] eta: 0:05:05 model_time: 0.1362 (0.1482) evaluator_time: 0.0174 (0.0216) time: 0.1685 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:26:56 det.util.utils] INFO: Test: [ 740/2500] eta: 0:05:03 model_time: 0.1352 (0.1480) evaluator_time: 0.0154 (0.0216) time: 0.1615 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:26:58 det.util.utils] INFO: Test: [ 750/2500] eta: 0:05:01 model_time: 0.1285 (0.1479) evaluator_time: 0.0161 (0.0215) time: 0.1619 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:26:59 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:59 model_time: 0.1345 (0.1478) evaluator_time: 0.0159 (0.0215) time: 0.1608 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:01 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:58 model_time: 0.1345 (0.1477) evaluator_time: 0.0179 (0.0215) time: 0.1632 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:27:03 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:56 model_time: 0.1397 (0.1476) evaluator_time: 0.0216 (0.0215) time: 0.1660 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:04 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:54 model_time: 0.1346 (0.1475) evaluator_time: 0.0178 (0.0215) time: 0.1624 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:27:06 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:52 model_time: 0.1356 (0.1474) evaluator_time: 0.0180 (0.0216) time: 0.1667 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:27:07 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:50 model_time: 0.1352 (0.1473) evaluator_time: 0.0145 (0.0215) time: 0.1642 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:27:09 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:48 model_time: 0.1304 (0.1472) evaluator_time: 0.0161 (0.0215) time: 0.1590 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:11 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:46 model_time: 0.1296 (0.1471) evaluator_time: 0.0177 (0.0215) time: 0.1618 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:12 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:44 model_time: 0.1393 (0.1471) evaluator_time: 0.0177 (0.0215) time: 0.1653 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:14 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:43 model_time: 0.1434 (0.1472) evaluator_time: 0.0172 (0.0216) time: 0.1820 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:16 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:41 model_time: 0.1391 (0.1471) evaluator_time: 0.0151 (0.0216) time: 0.1781 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:18 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:39 model_time: 0.1347 (0.1470) evaluator_time: 0.0149 (0.0216) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:19 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:37 model_time: 0.1352 (0.1469) evaluator_time: 0.0149 (0.0215) time: 0.1556 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:21 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:35 model_time: 0.1358 (0.1468) evaluator_time: 0.0156 (0.0215) time: 0.1568 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:22 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:33 model_time: 0.1358 (0.1468) evaluator_time: 0.0178 (0.0215) time: 0.1648 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:27:24 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:32 model_time: 0.1359 (0.1468) evaluator_time: 0.0179 (0.0215) time: 0.1693 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:26 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:30 model_time: 0.1354 (0.1467) evaluator_time: 0.0201 (0.0215) time: 0.1652 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:27 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:28 model_time: 0.1299 (0.1465) evaluator_time: 0.0193 (0.0215) time: 0.1584 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:29 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:26 model_time: 0.1274 (0.1464) evaluator_time: 0.0168 (0.0215) time: 0.1574 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:30 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:24 model_time: 0.1361 (0.1463) evaluator_time: 0.0165 (0.0214) time: 0.1588 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:32 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:22 model_time: 0.1346 (0.1463) evaluator_time: 0.0139 (0.0214) time: 0.1647 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:34 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:21 model_time: 0.1365 (0.1463) evaluator_time: 0.0152 (0.0214) time: 0.1709 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:35 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:19 model_time: 0.1447 (0.1462) evaluator_time: 0.0172 (0.0214) time: 0.1658 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:37 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:17 model_time: 0.1331 (0.1462) evaluator_time: 0.0169 (0.0215) time: 0.1640 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:39 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:15 model_time: 0.1401 (0.1461) evaluator_time: 0.0161 (0.0215) time: 0.1651 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:40 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:13 model_time: 0.1377 (0.1461) evaluator_time: 0.0194 (0.0215) time: 0.1654 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:42 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:12 model_time: 0.1377 (0.1460) evaluator_time: 0.0194 (0.0214) time: 0.1662 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:44 det.util.utils] INFO: Test: [1030/2500] eta: 0:04:10 model_time: 0.1393 (0.1460) evaluator_time: 0.0175 (0.0214) time: 0.1611 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:45 det.util.utils] INFO: Test: [1040/2500] eta: 0:04:08 model_time: 0.1375 (0.1459) evaluator_time: 0.0145 (0.0214) time: 0.1612 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:47 det.util.utils] INFO: Test: [1050/2500] eta: 0:04:06 model_time: 0.1340 (0.1459) evaluator_time: 0.0156 (0.0214) time: 0.1690 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:49 det.util.utils] INFO: Test: [1060/2500] eta: 0:04:05 model_time: 0.1362 (0.1459) evaluator_time: 0.0162 (0.0214) time: 0.1686 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:50 det.util.utils] INFO: Test: [1070/2500] eta: 0:04:03 model_time: 0.1424 (0.1459) evaluator_time: 0.0173 (0.0213) time: 0.1668 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:27:52 det.util.utils] INFO: Test: [1080/2500] eta: 0:04:01 model_time: 0.1340 (0.1459) evaluator_time: 0.0153 (0.0213) time: 0.1654 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:27:54 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:59 model_time: 0.1353 (0.1458) evaluator_time: 0.0152 (0.0214) time: 0.1646 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:55 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:57 model_time: 0.1392 (0.1458) evaluator_time: 0.0147 (0.0213) time: 0.1629 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:27:57 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:56 model_time: 0.1392 (0.1457) evaluator_time: 0.0145 (0.0214) time: 0.1658 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:27:59 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:54 model_time: 0.1456 (0.1457) evaluator_time: 0.0206 (0.0214) time: 0.1739 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:00 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:52 model_time: 0.1411 (0.1456) evaluator_time: 0.0196 (0.0214) time: 0.1672 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:02 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:50 model_time: 0.1291 (0.1456) evaluator_time: 0.0162 (0.0214) time: 0.1595 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:04 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:49 model_time: 0.1388 (0.1455) evaluator_time: 0.0155 (0.0213) time: 0.1590 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:05 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:47 model_time: 0.1438 (0.1455) evaluator_time: 0.0167 (0.0214) time: 0.1634 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:07 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:45 model_time: 0.1315 (0.1454) evaluator_time: 0.0184 (0.0213) time: 0.1606 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:08 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:43 model_time: 0.1348 (0.1453) evaluator_time: 0.0184 (0.0213) time: 0.1582 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:10 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:42 model_time: 0.1386 (0.1453) evaluator_time: 0.0199 (0.0214) time: 0.1681 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:12 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:40 model_time: 0.1388 (0.1453) evaluator_time: 0.0185 (0.0214) time: 0.1696 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:13 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:38 model_time: 0.1378 (0.1453) evaluator_time: 0.0195 (0.0214) time: 0.1675 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:15 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:36 model_time: 0.1386 (0.1453) evaluator_time: 0.0207 (0.0214) time: 0.1689 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:17 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:35 model_time: 0.1450 (0.1453) evaluator_time: 0.0152 (0.0214) time: 0.1706 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:28:19 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:33 model_time: 0.1428 (0.1453) evaluator_time: 0.0150 (0.0213) time: 0.1684 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:28:20 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:31 model_time: 0.1400 (0.1452) evaluator_time: 0.0147 (0.0213) time: 0.1602 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:28:22 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:30 model_time: 0.1324 (0.1451) evaluator_time: 0.0175 (0.0214) time: 0.1600 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:28:23 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:28 model_time: 0.1279 (0.1451) evaluator_time: 0.0149 (0.0213) time: 0.1576 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:28:25 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:26 model_time: 0.1406 (0.1451) evaluator_time: 0.0180 (0.0213) time: 0.1621 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:27 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:24 model_time: 0.1406 (0.1450) evaluator_time: 0.0226 (0.0213) time: 0.1675 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:28 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:22 model_time: 0.1317 (0.1449) evaluator_time: 0.0190 (0.0213) time: 0.1607 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:28:30 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:21 model_time: 0.1319 (0.1448) evaluator_time: 0.0190 (0.0214) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:31 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:19 model_time: 0.1319 (0.1448) evaluator_time: 0.0195 (0.0214) time: 0.1609 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:33 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:17 model_time: 0.1291 (0.1447) evaluator_time: 0.0180 (0.0214) time: 0.1589 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:35 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:15 model_time: 0.1312 (0.1446) evaluator_time: 0.0180 (0.0214) time: 0.1630 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:36 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:14 model_time: 0.1319 (0.1446) evaluator_time: 0.0163 (0.0214) time: 0.1613 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:28:38 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:12 model_time: 0.1319 (0.1445) evaluator_time: 0.0158 (0.0214) time: 0.1564 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:28:39 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:10 model_time: 0.1348 (0.1445) evaluator_time: 0.0158 (0.0214) time: 0.1609 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:41 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:08 model_time: 0.1354 (0.1445) evaluator_time: 0.0214 (0.0214) time: 0.1650 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:28:43 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:07 model_time: 0.1355 (0.1445) evaluator_time: 0.0214 (0.0214) time: 0.1688 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:44 det.util.utils] INFO: Test: [1400/2500] eta: 0:03:05 model_time: 0.1341 (0.1444) evaluator_time: 0.0166 (0.0214) time: 0.1639 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:46 det.util.utils] INFO: Test: [1410/2500] eta: 0:03:03 model_time: 0.1328 (0.1443) evaluator_time: 0.0190 (0.0215) time: 0.1651 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:48 det.util.utils] INFO: Test: [1420/2500] eta: 0:03:02 model_time: 0.1364 (0.1443) evaluator_time: 0.0209 (0.0214) time: 0.1672 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:49 det.util.utils] INFO: Test: [1430/2500] eta: 0:03:00 model_time: 0.1386 (0.1444) evaluator_time: 0.0157 (0.0214) time: 0.1681 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:28:51 det.util.utils] INFO: Test: [1440/2500] eta: 0:02:58 model_time: 0.1425 (0.1444) evaluator_time: 0.0159 (0.0214) time: 0.1702 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:53 det.util.utils] INFO: Test: [1450/2500] eta: 0:02:56 model_time: 0.1440 (0.1444) evaluator_time: 0.0159 (0.0214) time: 0.1642 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:28:55 det.util.utils] INFO: Test: [1460/2500] eta: 0:02:55 model_time: 0.1402 (0.1444) evaluator_time: 0.0163 (0.0214) time: 0.1680 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:28:56 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:53 model_time: 0.1379 (0.1443) evaluator_time: 0.0151 (0.0214) time: 0.1672 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:28:58 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:51 model_time: 0.1341 (0.1443) evaluator_time: 0.0150 (0.0214) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:28:59 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:50 model_time: 0.1388 (0.1443) evaluator_time: 0.0144 (0.0214) time: 0.1662 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:01 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:48 model_time: 0.1380 (0.1443) evaluator_time: 0.0144 (0.0213) time: 0.1586 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:29:03 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:46 model_time: 0.1401 (0.1443) evaluator_time: 0.0154 (0.0213) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:04 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:45 model_time: 0.1401 (0.1442) evaluator_time: 0.0187 (0.0213) time: 0.1657 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:06 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:43 model_time: 0.1292 (0.1442) evaluator_time: 0.0187 (0.0213) time: 0.1607 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:08 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:41 model_time: 0.1285 (0.1442) evaluator_time: 0.0171 (0.0213) time: 0.1609 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:09 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:39 model_time: 0.1393 (0.1441) evaluator_time: 0.0149 (0.0213) time: 0.1610 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:29:11 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:38 model_time: 0.1411 (0.1441) evaluator_time: 0.0138 (0.0213) time: 0.1642 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:29:12 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:36 model_time: 0.1280 (0.1441) evaluator_time: 0.0157 (0.0213) time: 0.1627 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:14 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:34 model_time: 0.1421 (0.1441) evaluator_time: 0.0155 (0.0213) time: 0.1625 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:16 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:33 model_time: 0.1440 (0.1441) evaluator_time: 0.0154 (0.0213) time: 0.1648 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:17 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:31 model_time: 0.1364 (0.1441) evaluator_time: 0.0168 (0.0212) time: 0.1614 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:29:19 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:29 model_time: 0.1333 (0.1440) evaluator_time: 0.0168 (0.0212) time: 0.1570 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:21 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:27 model_time: 0.1308 (0.1440) evaluator_time: 0.0193 (0.0213) time: 0.1648 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:22 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:26 model_time: 0.1423 (0.1440) evaluator_time: 0.0206 (0.0213) time: 0.1754 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:24 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:24 model_time: 0.1399 (0.1440) evaluator_time: 0.0180 (0.0213) time: 0.1689 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:26 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:22 model_time: 0.1304 (0.1439) evaluator_time: 0.0172 (0.0213) time: 0.1614 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:27 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:21 model_time: 0.1306 (0.1439) evaluator_time: 0.0178 (0.0213) time: 0.1679 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:34 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:21 model_time: 0.1294 (0.1439) evaluator_time: 0.0232 (0.0243) time: 0.4159 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:36 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:20 model_time: 0.1280 (0.1438) evaluator_time: 0.0219 (0.0243) time: 0.4100 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:37 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:18 model_time: 0.1320 (0.1438) evaluator_time: 0.0162 (0.0243) time: 0.1635 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:39 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:16 model_time: 0.1398 (0.1438) evaluator_time: 0.0161 (0.0243) time: 0.1661 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:41 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:14 model_time: 0.1317 (0.1438) evaluator_time: 0.0179 (0.0243) time: 0.1652 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:42 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:13 model_time: 0.1334 (0.1438) evaluator_time: 0.0179 (0.0243) time: 0.1681 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:44 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:11 model_time: 0.1338 (0.1437) evaluator_time: 0.0173 (0.0243) time: 0.1642 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:45 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:09 model_time: 0.1357 (0.1437) evaluator_time: 0.0183 (0.0242) time: 0.1595 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:47 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:07 model_time: 0.1347 (0.1436) evaluator_time: 0.0135 (0.0242) time: 0.1595 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:29:49 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:06 model_time: 0.1335 (0.1436) evaluator_time: 0.0149 (0.0242) time: 0.1619 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:50 det.util.utils] INFO: Test: [1770/2500] eta: 0:02:04 model_time: 0.1356 (0.1436) evaluator_time: 0.0159 (0.0242) time: 0.1602 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:52 det.util.utils] INFO: Test: [1780/2500] eta: 0:02:02 model_time: 0.1325 (0.1435) evaluator_time: 0.0158 (0.0241) time: 0.1571 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:53 det.util.utils] INFO: Test: [1790/2500] eta: 0:02:00 model_time: 0.1320 (0.1435) evaluator_time: 0.0144 (0.0241) time: 0.1599 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:29:55 det.util.utils] INFO: Test: [1800/2500] eta: 0:01:59 model_time: 0.1394 (0.1435) evaluator_time: 0.0156 (0.0241) time: 0.1617 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:29:57 det.util.utils] INFO: Test: [1810/2500] eta: 0:01:57 model_time: 0.1315 (0.1434) evaluator_time: 0.0169 (0.0241) time: 0.1592 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:29:58 det.util.utils] INFO: Test: [1820/2500] eta: 0:01:55 model_time: 0.1292 (0.1434) evaluator_time: 0.0156 (0.0240) time: 0.1561 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:30:00 det.util.utils] INFO: Test: [1830/2500] eta: 0:01:54 model_time: 0.1295 (0.1434) evaluator_time: 0.0156 (0.0240) time: 0.1600 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:30:01 det.util.utils] INFO: Test: [1840/2500] eta: 0:01:52 model_time: 0.1295 (0.1433) evaluator_time: 0.0209 (0.0240) time: 0.1608 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:03 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:50 model_time: 0.1355 (0.1433) evaluator_time: 0.0222 (0.0240) time: 0.1647 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:30:05 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:48 model_time: 0.1392 (0.1433) evaluator_time: 0.0152 (0.0240) time: 0.1621 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:06 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:47 model_time: 0.1343 (0.1433) evaluator_time: 0.0150 (0.0240) time: 0.1619 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:30:08 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:45 model_time: 0.1363 (0.1433) evaluator_time: 0.0162 (0.0240) time: 0.1703 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:30:10 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:43 model_time: 0.1363 (0.1433) evaluator_time: 0.0158 (0.0240) time: 0.1675 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:11 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:41 model_time: 0.1327 (0.1432) evaluator_time: 0.0169 (0.0240) time: 0.1659 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:13 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:40 model_time: 0.1347 (0.1432) evaluator_time: 0.0192 (0.0239) time: 0.1655 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:15 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:38 model_time: 0.1357 (0.1432) evaluator_time: 0.0169 (0.0239) time: 0.1596 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:16 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:36 model_time: 0.1310 (0.1431) evaluator_time: 0.0154 (0.0239) time: 0.1542 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:18 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:35 model_time: 0.1339 (0.1432) evaluator_time: 0.0175 (0.0239) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:20 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:33 model_time: 0.1467 (0.1432) evaluator_time: 0.0159 (0.0238) time: 0.1707 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:21 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:31 model_time: 0.1371 (0.1432) evaluator_time: 0.0159 (0.0238) time: 0.1667 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:30:23 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:29 model_time: 0.1370 (0.1432) evaluator_time: 0.0174 (0.0238) time: 0.1630 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:24 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:28 model_time: 0.1446 (0.1432) evaluator_time: 0.0188 (0.0238) time: 0.1690 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:26 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:26 model_time: 0.1348 (0.1431) evaluator_time: 0.0189 (0.0238) time: 0.1621 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:30:28 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:24 model_time: 0.1296 (0.1431) evaluator_time: 0.0154 (0.0238) time: 0.1565 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:30:29 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:23 model_time: 0.1334 (0.1431) evaluator_time: 0.0156 (0.0238) time: 0.1624 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:31 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:21 model_time: 0.1336 (0.1430) evaluator_time: 0.0221 (0.0238) time: 0.1630 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 13:30:32 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:19 model_time: 0.1333 (0.1430) evaluator_time: 0.0211 (0.0237) time: 0.1603 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:30:34 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:17 model_time: 0.1452 (0.1430) evaluator_time: 0.0190 (0.0237) time: 0.1684 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:30:36 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:16 model_time: 0.1472 (0.1430) evaluator_time: 0.0169 (0.0237) time: 0.1694 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:30:37 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:14 model_time: 0.1282 (0.1429) evaluator_time: 0.0147 (0.0237) time: 0.1533 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:39 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:12 model_time: 0.1251 (0.1429) evaluator_time: 0.0162 (0.0237) time: 0.1519 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:30:40 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:11 model_time: 0.1277 (0.1428) evaluator_time: 0.0182 (0.0237) time: 0.1567 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:30:42 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:09 model_time: 0.1310 (0.1428) evaluator_time: 0.0172 (0.0236) time: 0.1564 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:44 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:07 model_time: 0.1291 (0.1428) evaluator_time: 0.0148 (0.0236) time: 0.1583 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:45 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:05 model_time: 0.1309 (0.1428) evaluator_time: 0.0161 (0.0236) time: 0.1623 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:47 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:04 model_time: 0.1427 (0.1428) evaluator_time: 0.0149 (0.0236) time: 0.1670 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:49 det.util.utils] INFO: Test: [2130/2500] eta: 0:01:02 model_time: 0.1497 (0.1428) evaluator_time: 0.0174 (0.0236) time: 0.1715 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:30:50 det.util.utils] INFO: Test: [2140/2500] eta: 0:01:00 model_time: 0.1299 (0.1428) evaluator_time: 0.0179 (0.0236) time: 0.1653 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:52 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:59 model_time: 0.1304 (0.1427) evaluator_time: 0.0170 (0.0236) time: 0.1578 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:30:54 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:57 model_time: 0.1321 (0.1427) evaluator_time: 0.0167 (0.0235) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:55 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:55 model_time: 0.1303 (0.1427) evaluator_time: 0.0135 (0.0235) time: 0.1565 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:57 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:54 model_time: 0.1303 (0.1426) evaluator_time: 0.0138 (0.0235) time: 0.1520 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:30:58 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:52 model_time: 0.1402 (0.1427) evaluator_time: 0.0167 (0.0235) time: 0.1655 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:00 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:50 model_time: 0.1402 (0.1427) evaluator_time: 0.0189 (0.0235) time: 0.1713 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:02 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:48 model_time: 0.1379 (0.1426) evaluator_time: 0.0167 (0.0235) time: 0.1645 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:03 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:47 model_time: 0.1254 (0.1426) evaluator_time: 0.0165 (0.0235) time: 0.1548 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:31:05 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:45 model_time: 0.1254 (0.1425) evaluator_time: 0.0171 (0.0234) time: 0.1554 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:06 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:43 model_time: 0.1306 (0.1425) evaluator_time: 0.0144 (0.0234) time: 0.1570 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:08 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:42 model_time: 0.1286 (0.1425) evaluator_time: 0.0143 (0.0234) time: 0.1545 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:31:09 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:40 model_time: 0.1348 (0.1425) evaluator_time: 0.0149 (0.0234) time: 0.1583 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:11 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:38 model_time: 0.1299 (0.1424) evaluator_time: 0.0140 (0.0233) time: 0.1531 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:13 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:37 model_time: 0.1276 (0.1424) evaluator_time: 0.0158 (0.0233) time: 0.1558 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:31:14 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:35 model_time: 0.1325 (0.1424) evaluator_time: 0.0174 (0.0233) time: 0.1610 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:31:16 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:33 model_time: 0.1367 (0.1423) evaluator_time: 0.0168 (0.0233) time: 0.1581 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:17 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:31 model_time: 0.1391 (0.1423) evaluator_time: 0.0169 (0.0233) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:19 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:30 model_time: 0.1391 (0.1423) evaluator_time: 0.0159 (0.0232) time: 0.1589 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:20 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:28 model_time: 0.1307 (0.1423) evaluator_time: 0.0159 (0.0232) time: 0.1570 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:22 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:26 model_time: 0.1387 (0.1423) evaluator_time: 0.0160 (0.0232) time: 0.1623 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:24 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:25 model_time: 0.1411 (0.1423) evaluator_time: 0.0176 (0.0232) time: 0.1680 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:25 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:23 model_time: 0.1411 (0.1423) evaluator_time: 0.0186 (0.0232) time: 0.1682 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:27 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1431 (0.1423) evaluator_time: 0.0172 (0.0232) time: 0.1677 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 13:31:29 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:20 model_time: 0.1334 (0.1423) evaluator_time: 0.0149 (0.0232) time: 0.1633 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:30 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:18 model_time: 0.1339 (0.1423) evaluator_time: 0.0149 (0.0232) time: 0.1590 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 13:31:32 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1356 (0.1423) evaluator_time: 0.0172 (0.0231) time: 0.1595 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:33 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:15 model_time: 0.1298 (0.1422) evaluator_time: 0.0158 (0.0231) time: 0.1536 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:35 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1298 (0.1422) evaluator_time: 0.0158 (0.0231) time: 0.1568 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:37 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1389 (0.1422) evaluator_time: 0.0195 (0.0231) time: 0.1647 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:38 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:10 model_time: 0.1433 (0.1422) evaluator_time: 0.0181 (0.0231) time: 0.1651 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:40 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1453 (0.1422) evaluator_time: 0.0181 (0.0231) time: 0.1694 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 13:31:42 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1428 (0.1422) evaluator_time: 0.0191 (0.0231) time: 0.1712 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:43 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:05 model_time: 0.1428 (0.1422) evaluator_time: 0.0163 (0.0231) time: 0.1664 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 13:31:45 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1453 (0.1422) evaluator_time: 0.0137 (0.0231) time: 0.1646 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 13:31:47 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1264 (0.1422) evaluator_time: 0.0135 (0.0230) time: 0.1528 data: 0.0005 mem: 961 max mem: 36965 [2024-01-15 13:31:48 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1247 (0.1421) evaluator_time: 0.0144 (0.0230) time: 0.1442 data: 0.0004 mem: 962 max mem: 36965 [2024-01-15 13:31:48 det.util.engine] INFO: Averaged stats: model_time: 0.1247 (0.1368) evaluator_time: 0.0144 (0.0224) [2024-01-15 13:32:25 det.util.engine] INFO: Accumulating evaluation results... DONE (t=19.69s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.479 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.650 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.325 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.620 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.746 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.860 [2024-01-15 13:32:25 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 142736 | 0.953 | 0.842 | | bicycle | 149 | 316 | 5144 | 0.885 | 0.613 | | car | 535 | 1932 | 58306 | 0.924 | 0.713 | | motorcycle | 159 | 371 | 5060 | 0.932 | 0.741 | | airplane | 97 | 143 | 4220 | 0.986 | 0.869 | | bus | 189 | 285 | 4005 | 0.954 | 0.840 | | train | 157 | 190 | 3448 | 0.974 | 0.875 | | truck | 250 | 415 | 12241 | 0.964 | 0.583 | | boat | 121 | 430 | 15032 | 0.889 | 0.559 | | traffic light | 191 | 637 | 10832 | 0.858 | 0.578 | | fire hydrant | 86 | 101 | 1445 | 0.990 | 0.896 | | stop sign | 69 | 75 | 1569 | 0.947 | 0.773 | | parking meter | 37 | 60 | 990 | 0.850 | 0.684 | | bench | 235 | 413 | 23484 | 0.776 | 0.418 | | bird | 125 | 440 | 17124 | 0.785 | 0.622 | | cat | 184 | 202 | 7015 | 0.990 | 0.902 | | dog | 177 | 218 | 18812 | 0.972 | 0.857 | | horse | 128 | 273 | 5203 | 0.952 | 0.842 | | sheep | 65 | 361 | 8009 | 0.963 | 0.794 | | cow | 87 | 380 | 10226 | 0.957 | 0.814 | | elephant | 89 | 255 | 5241 | 0.996 | 0.891 | | bear | 49 | 71 | 18094 | 0.986 | 0.934 | | zebra | 85 | 268 | 5676 | 0.992 | 0.924 | | giraffe | 101 | 232 | 6631 | 0.996 | 0.914 | | backpack | 228 | 371 | 17156 | 0.879 | 0.331 | | umbrella | 174 | 413 | 5763 | 0.899 | 0.669 | | handbag | 292 | 540 | 15964 | 0.837 | 0.344 | | tie | 145 | 254 | 5428 | 0.829 | 0.607 | | suitcase | 105 | 303 | 5374 | 0.930 | 0.667 | | frisbee | 84 | 115 | 1714 | 0.965 | 0.903 | | skis | 120 | 241 | 10326 | 0.842 | 0.504 | | snowboard | 49 | 69 | 5683 | 0.884 | 0.582 | | sports ball | 169 | 263 | 8513 | 0.858 | 0.689 | | kite | 91 | 336 | 4188 | 0.896 | 0.679 | | baseball bat | 97 | 146 | 2310 | 0.897 | 0.677 | | baseball glove | 100 | 148 | 2805 | 0.912 | 0.668 | | skateboard | 127 | 179 | 3431 | 0.927 | 0.812 | | surfboard | 149 | 269 | 9972 | 0.895 | 0.672 | | tennis racket | 167 | 225 | 3043 | 0.929 | 0.817 | | bottle | 379 | 1025 | 17129 | 0.894 | 0.631 | | wine glass | 110 | 343 | 4903 | 0.874 | 0.627 | | cup | 390 | 899 | 12774 | 0.917 | 0.657 | | fork | 155 | 215 | 7418 | 0.921 | 0.608 | | knife | 181 | 326 | 5928 | 0.769 | 0.379 | | spoon | 153 | 253 | 6002 | 0.794 | 0.344 | | bowl | 314 | 626 | 10471 | 0.923 | 0.607 | | banana | 103 | 379 | 7165 | 0.873 | 0.428 | | apple | 76 | 239 | 8518 | 0.831 | 0.351 | | sandwich | 98 | 177 | 4437 | 0.904 | 0.549 | | orange | 85 | 287 | 5850 | 0.884 | 0.486 | | broccoli | 71 | 316 | 9844 | 0.904 | 0.410 | | carrot | 3 | 2303 | 58306 | 0.852 | 0.396 | | hot dog | 0 | 345 | 18812 | 0.896 | 0.609 | | pizza | 153 | 285 | 3138 | 0.930 | 0.765 | | donut | 62 | 338 | 4687 | 0.963 | 0.735 | | cake | 124 | 316 | 5244 | 0.929 | 0.651 | | chair | 580 | 1791 | 46567 | 0.883 | 0.516 | | couch | 195 | 261 | 7283 | 0.954 | 0.643 | | potted plant | 172 | 343 | 12290 | 0.865 | 0.448 | | bed | 149 | 163 | 5543 | 0.939 | 0.681 | | dining table | 501 | 697 | 15639 | 0.872 | 0.460 | | toilet | 149 | 179 | 2473 | 0.955 | 0.809 | | tv | 207 | 288 | 6828 | 0.955 | 0.800 | | laptop | 183 | 231 | 4012 | 0.970 | 0.804 | | mouse | 88 | 106 | 948 | 0.925 | 0.824 | | remote | 145 | 283 | 6668 | 0.908 | 0.580 | | keyboard | 106 | 153 | 1626 | 0.935 | 0.743 | | cell phone | 214 | 262 | 6852 | 0.859 | 0.615 | | microwave | 54 | 55 | 1904 | 1.000 | 0.802 | | oven | 115 | 143 | 3275 | 0.909 | 0.573 | | toaster | 8 | 9 | 251 | 0.889 | 0.620 | | sink | 187 | 225 | 6539 | 0.920 | 0.629 | | refrigerator | 101 | 126 | 2624 | 0.921 | 0.750 | | book | 230 | 1161 | 30257 | 0.837 | 0.313 | | clock | 204 | 267 | 8290 | 0.929 | 0.780 | | vase | 137 | 277 | 8829 | 0.891 | 0.562 | | scissors | 28 | 36 | 1813 | 0.667 | 0.390 | | teddy bear | 0 | 262 | 18094 | 0.921 | 0.666 | | hair drier | 9 | 11 | 1401 | 0.727 | 0.231 | | toothbrush | 34 | 57 | 2341 | 0.737 | 0.442 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.903 | 0.650 | +----------------+------+-------+--------+--------+-------+ [2024-01-15 13:32:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:32:28 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-15 13:32:29 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-15 13:32:31 det.util.engine] INFO: Epoch: [7] [0/11727] eta: 3:34:37 lr: 0.000100 data_time: 0.0032 iter_time: 1.0981 loss: 26.6176 (26.6176) loss_class: 0.7678 (0.7678) loss_bbox: 0.1738 (0.1738) loss_giou: 0.3716 (0.3716) loss_class_0: 0.9110 (0.9110) loss_bbox_0: 0.1978 (0.1978) loss_giou_0: 0.3830 (0.3830) loss_class_1: 0.7748 (0.7748) loss_bbox_1: 0.1959 (0.1959) loss_giou_1: 0.4006 (0.4006) loss_class_2: 0.7773 (0.7773) loss_bbox_2: 0.1813 (0.1813) loss_giou_2: 0.3778 (0.3778) loss_class_3: 0.7840 (0.7840) loss_bbox_3: 0.1703 (0.1703) loss_giou_3: 0.3689 (0.3689) loss_class_4: 0.7582 (0.7582) loss_bbox_4: 0.1727 (0.1727) loss_giou_4: 0.3747 (0.3747) loss_class_enc: 0.8683 (0.8683) loss_bbox_enc: 0.2195 (0.2195) loss_giou_enc: 0.4357 (0.4357) loss_class_dn: 0.4204 (0.4204) loss_bbox_dn: 0.2569 (0.2569) loss_giou_dn: 0.4367 (0.4367) loss_class_dn_0: 0.5016 (0.5016) loss_bbox_dn_0: 0.3549 (0.3549) loss_giou_dn_0: 0.5762 (0.5762) loss_class_dn_1: 0.4480 (0.4480) loss_bbox_dn_1: 0.2842 (0.2842) loss_giou_dn_1: 0.4684 (0.4684) loss_class_dn_2: 0.4265 (0.4265) loss_bbox_dn_2: 0.2616 (0.2616) loss_giou_dn_2: 0.4450 (0.4450) loss_class_dn_3: 0.4208 (0.4208) loss_bbox_dn_3: 0.2570 (0.2570) loss_giou_dn_3: 0.4377 (0.4377) loss_class_dn_4: 0.4158 (0.4158) loss_bbox_dn_4: 0.2569 (0.2569) loss_giou_dn_4: 0.4367 (0.4367) loss_class_hybrid: 0.7525 (0.7525) loss_bbox_hybrid: 0.1940 (0.1940) loss_giou_hybrid: 0.4192 (0.4192) loss_class_0_hybrid: 0.7971 (0.7971) loss_bbox_0_hybrid: 0.2201 (0.2201) loss_giou_0_hybrid: 0.4454 (0.4454) loss_class_1_hybrid: 0.7626 (0.7626) loss_bbox_1_hybrid: 0.2050 (0.2050) loss_giou_1_hybrid: 0.4299 (0.4299) loss_class_2_hybrid: 0.7520 (0.7520) loss_bbox_2_hybrid: 0.2007 (0.2007) loss_giou_2_hybrid: 0.4245 (0.4245) loss_class_3_hybrid: 0.7650 (0.7650) loss_bbox_3_hybrid: 0.1941 (0.1941) loss_giou_3_hybrid: 0.4152 (0.4152) loss_class_4_hybrid: 0.7430 (0.7430) loss_bbox_4_hybrid: 0.1969 (0.1969) loss_giou_4_hybrid: 0.4196 (0.4196) loss_class_enc_hybrid: 0.7824 (0.7824) loss_bbox_enc_hybrid: 0.2447 (0.2447) loss_giou_enc_hybrid: 0.4835 (0.4835) mem: 1022 max mem: 36965 [2024-01-15 13:32:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:33:24 det.util.engine] INFO: Epoch: [7] [50/11727] eta: 3:26:55 lr: 0.000100 data_time: 0.0040 iter_time: 1.0596 loss: 27.6429 (27.0611) loss_class: 0.7635 (0.7670) loss_bbox: 0.1940 (0.1848) loss_giou: 0.3957 (0.3965) loss_class_0: 0.9217 (0.9353) loss_bbox_0: 0.2050 (0.1863) loss_giou_0: 0.4170 (0.4043) loss_class_1: 0.8341 (0.8329) loss_bbox_1: 0.2034 (0.1878) loss_giou_1: 0.4143 (0.4001) loss_class_2: 0.8084 (0.7967) loss_bbox_2: 0.2071 (0.1859) loss_giou_2: 0.3931 (0.3994) loss_class_3: 0.7777 (0.7788) loss_bbox_3: 0.2034 (0.1845) loss_giou_3: 0.3916 (0.3965) loss_class_4: 0.7680 (0.7672) loss_bbox_4: 0.1937 (0.1855) loss_giou_4: 0.3920 (0.3980) loss_class_enc: 0.8894 (0.8819) loss_bbox_enc: 0.2296 (0.2214) loss_giou_enc: 0.4776 (0.4562) loss_class_dn: 0.3903 (0.3915) loss_bbox_dn: 0.2640 (0.2654) loss_giou_dn: 0.4583 (0.4473) loss_class_dn_0: 0.4755 (0.4831) loss_bbox_dn_0: 0.3838 (0.3682) loss_giou_dn_0: 0.6000 (0.5804) loss_class_dn_1: 0.4200 (0.4207) loss_bbox_dn_1: 0.2875 (0.2875) loss_giou_dn_1: 0.4897 (0.4795) loss_class_dn_2: 0.3991 (0.3995) loss_bbox_dn_2: 0.2677 (0.2686) loss_giou_dn_2: 0.4660 (0.4536) loss_class_dn_3: 0.3915 (0.3927) loss_bbox_dn_3: 0.2644 (0.2661) loss_giou_dn_3: 0.4591 (0.4485) loss_class_dn_4: 0.3908 (0.3907) loss_bbox_dn_4: 0.2639 (0.2654) loss_giou_dn_4: 0.4581 (0.4471) loss_class_hybrid: 0.7812 (0.7642) loss_bbox_hybrid: 0.2131 (0.1991) loss_giou_hybrid: 0.4343 (0.4276) loss_class_0_hybrid: 0.8112 (0.8316) loss_bbox_0_hybrid: 0.2300 (0.2078) loss_giou_0_hybrid: 0.4706 (0.4457) loss_class_1_hybrid: 0.8237 (0.7917) loss_bbox_1_hybrid: 0.2277 (0.2048) loss_giou_1_hybrid: 0.4560 (0.4364) loss_class_2_hybrid: 0.8080 (0.7792) loss_bbox_2_hybrid: 0.2119 (0.2022) loss_giou_2_hybrid: 0.4476 (0.4316) loss_class_3_hybrid: 0.7929 (0.7666) loss_bbox_3_hybrid: 0.2082 (0.1999) loss_giou_3_hybrid: 0.4414 (0.4288) loss_class_4_hybrid: 0.7814 (0.7642) loss_bbox_4_hybrid: 0.2116 (0.1996) loss_giou_4_hybrid: 0.4390 (0.4284) loss_class_enc_hybrid: 0.8067 (0.7943) loss_bbox_enc_hybrid: 0.2754 (0.2480) loss_giou_enc_hybrid: 0.5314 (0.5065) mem: 1021 max mem: 36965 [2024-01-15 13:33:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:34:18 det.util.engine] INFO: Epoch: [7] [100/11727] eta: 3:27:22 lr: 0.000100 data_time: 0.0036 iter_time: 1.0879 loss: 27.3505 (27.1844) loss_class: 0.7179 (0.7624) loss_bbox: 0.1614 (0.1875) loss_giou: 0.4296 (0.3988) loss_class_0: 0.9076 (0.9394) loss_bbox_0: 0.1673 (0.1876) loss_giou_0: 0.4283 (0.4045) loss_class_1: 0.8109 (0.8304) loss_bbox_1: 0.1734 (0.1903) loss_giou_1: 0.4391 (0.4028) loss_class_2: 0.7555 (0.7940) loss_bbox_2: 0.1576 (0.1876) loss_giou_2: 0.4184 (0.4004) loss_class_3: 0.7237 (0.7740) loss_bbox_3: 0.1632 (0.1867) loss_giou_3: 0.4287 (0.3990) loss_class_4: 0.7163 (0.7635) loss_bbox_4: 0.1599 (0.1879) loss_giou_4: 0.4314 (0.4000) loss_class_enc: 0.8558 (0.8909) loss_bbox_enc: 0.1962 (0.2217) loss_giou_enc: 0.4776 (0.4564) loss_class_dn: 0.3906 (0.3903) loss_bbox_dn: 0.2453 (0.2777) loss_giou_dn: 0.4673 (0.4522) loss_class_dn_0: 0.4688 (0.4808) loss_bbox_dn_0: 0.3300 (0.3765) loss_giou_dn_0: 0.5942 (0.5813) loss_class_dn_1: 0.4154 (0.4188) loss_bbox_dn_1: 0.2620 (0.2992) loss_giou_dn_1: 0.5000 (0.4830) loss_class_dn_2: 0.4002 (0.3990) loss_bbox_dn_2: 0.2476 (0.2808) loss_giou_dn_2: 0.4716 (0.4582) loss_class_dn_3: 0.3920 (0.3918) loss_bbox_dn_3: 0.2463 (0.2784) loss_giou_dn_3: 0.4669 (0.4533) loss_class_dn_4: 0.3900 (0.3897) loss_bbox_dn_4: 0.2454 (0.2777) loss_giou_dn_4: 0.4676 (0.4520) loss_class_hybrid: 0.7288 (0.7623) loss_bbox_hybrid: 0.1830 (0.2017) loss_giou_hybrid: 0.4512 (0.4305) loss_class_0_hybrid: 0.8098 (0.8310) loss_bbox_0_hybrid: 0.1886 (0.2109) loss_giou_0_hybrid: 0.4692 (0.4476) loss_class_1_hybrid: 0.7508 (0.7906) loss_bbox_1_hybrid: 0.1867 (0.2063) loss_giou_1_hybrid: 0.4599 (0.4378) loss_class_2_hybrid: 0.7555 (0.7768) loss_bbox_2_hybrid: 0.1771 (0.2030) loss_giou_2_hybrid: 0.4538 (0.4332) loss_class_3_hybrid: 0.7294 (0.7657) loss_bbox_3_hybrid: 0.1808 (0.2017) loss_giou_3_hybrid: 0.4532 (0.4314) loss_class_4_hybrid: 0.7352 (0.7622) loss_bbox_4_hybrid: 0.1824 (0.2019) loss_giou_4_hybrid: 0.4539 (0.4310) loss_class_enc_hybrid: 0.7537 (0.7956) loss_bbox_enc_hybrid: 0.2183 (0.2488) loss_giou_enc_hybrid: 0.5343 (0.5080) mem: 1013 max mem: 36965 [2024-01-15 13:34:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:35:11 det.util.engine] INFO: Epoch: [7] [150/11727] eta: 3:25:40 lr: 0.000100 data_time: 0.0034 iter_time: 1.0885 loss: 25.8295 (26.9739) loss_class: 0.7390 (0.7613) loss_bbox: 0.1769 (0.1830) loss_giou: 0.3641 (0.3974) loss_class_0: 0.9352 (0.9458) loss_bbox_0: 0.1773 (0.1822) loss_giou_0: 0.3733 (0.4006) loss_class_1: 0.8197 (0.8292) loss_bbox_1: 0.1687 (0.1847) loss_giou_1: 0.3721 (0.4002) loss_class_2: 0.7558 (0.7943) loss_bbox_2: 0.1799 (0.1829) loss_giou_2: 0.3658 (0.3978) loss_class_3: 0.7510 (0.7726) loss_bbox_3: 0.1760 (0.1826) loss_giou_3: 0.3625 (0.3972) loss_class_4: 0.7409 (0.7637) loss_bbox_4: 0.1840 (0.1833) loss_giou_4: 0.3633 (0.3981) loss_class_enc: 0.8725 (0.8890) loss_bbox_enc: 0.1961 (0.2147) loss_giou_enc: 0.4188 (0.4522) loss_class_dn: 0.3828 (0.3872) loss_bbox_dn: 0.2319 (0.2675) loss_giou_dn: 0.4061 (0.4478) loss_class_dn_0: 0.4798 (0.4797) loss_bbox_dn_0: 0.3271 (0.3668) loss_giou_dn_0: 0.5309 (0.5768) loss_class_dn_1: 0.4152 (0.4169) loss_bbox_dn_1: 0.2574 (0.2898) loss_giou_dn_1: 0.4255 (0.4787) loss_class_dn_2: 0.3933 (0.3963) loss_bbox_dn_2: 0.2381 (0.2708) loss_giou_dn_2: 0.4104 (0.4536) loss_class_dn_3: 0.3859 (0.3891) loss_bbox_dn_3: 0.2354 (0.2682) loss_giou_dn_3: 0.4077 (0.4488) loss_class_dn_4: 0.3854 (0.3871) loss_bbox_dn_4: 0.2319 (0.2675) loss_giou_dn_4: 0.4062 (0.4476) loss_class_hybrid: 0.7428 (0.7597) loss_bbox_hybrid: 0.1864 (0.1981) loss_giou_hybrid: 0.3991 (0.4287) loss_class_0_hybrid: 0.8174 (0.8315) loss_bbox_0_hybrid: 0.1976 (0.2064) loss_giou_0_hybrid: 0.4215 (0.4454) loss_class_1_hybrid: 0.7826 (0.7892) loss_bbox_1_hybrid: 0.1935 (0.2020) loss_giou_1_hybrid: 0.4051 (0.4357) loss_class_2_hybrid: 0.7565 (0.7745) loss_bbox_2_hybrid: 0.1781 (0.1988) loss_giou_2_hybrid: 0.4025 (0.4311) loss_class_3_hybrid: 0.7503 (0.7633) loss_bbox_3_hybrid: 0.1848 (0.1982) loss_giou_3_hybrid: 0.4009 (0.4294) loss_class_4_hybrid: 0.7452 (0.7595) loss_bbox_4_hybrid: 0.1867 (0.1984) loss_giou_4_hybrid: 0.3981 (0.4292) loss_class_enc_hybrid: 0.7774 (0.7941) loss_bbox_enc_hybrid: 0.2451 (0.2430) loss_giou_enc_hybrid: 0.4842 (0.5048) mem: 1025 max mem: 36965 [2024-01-15 13:35:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:36:05 det.util.engine] INFO: Epoch: [7] [200/11727] eta: 3:25:08 lr: 0.000100 data_time: 0.0030 iter_time: 1.0668 loss: 26.1347 (26.7456) loss_class: 0.6573 (0.7535) loss_bbox: 0.1623 (0.1804) loss_giou: 0.3826 (0.3953) loss_class_0: 0.8902 (0.9397) loss_bbox_0: 0.1507 (0.1779) loss_giou_0: 0.3781 (0.3978) loss_class_1: 0.7374 (0.8205) loss_bbox_1: 0.1600 (0.1807) loss_giou_1: 0.3754 (0.3976) loss_class_2: 0.7049 (0.7856) loss_bbox_2: 0.1587 (0.1792) loss_giou_2: 0.3773 (0.3951) loss_class_3: 0.6941 (0.7665) loss_bbox_3: 0.1571 (0.1791) loss_giou_3: 0.3812 (0.3945) loss_class_4: 0.6613 (0.7557) loss_bbox_4: 0.1622 (0.1802) loss_giou_4: 0.3831 (0.3958) loss_class_enc: 0.8463 (0.8840) loss_bbox_enc: 0.1954 (0.2119) loss_giou_enc: 0.4367 (0.4502) loss_class_dn: 0.3763 (0.3845) loss_bbox_dn: 0.2452 (0.2634) loss_giou_dn: 0.4332 (0.4452) loss_class_dn_0: 0.4634 (0.4767) loss_bbox_dn_0: 0.3480 (0.3622) loss_giou_dn_0: 0.5732 (0.5745) loss_class_dn_1: 0.4036 (0.4138) loss_bbox_dn_1: 0.2675 (0.2860) loss_giou_dn_1: 0.4699 (0.4756) loss_class_dn_2: 0.3854 (0.3934) loss_bbox_dn_2: 0.2484 (0.2669) loss_giou_dn_2: 0.4448 (0.4511) loss_class_dn_3: 0.3787 (0.3864) loss_bbox_dn_3: 0.2455 (0.2642) loss_giou_dn_3: 0.4359 (0.4462) loss_class_dn_4: 0.3785 (0.3845) loss_bbox_dn_4: 0.2452 (0.2634) loss_giou_dn_4: 0.4332 (0.4450) loss_class_hybrid: 0.6721 (0.7557) loss_bbox_hybrid: 0.1661 (0.1943) loss_giou_hybrid: 0.4018 (0.4261) loss_class_0_hybrid: 0.7435 (0.8250) loss_bbox_0_hybrid: 0.1789 (0.2022) loss_giou_0_hybrid: 0.4117 (0.4432) loss_class_1_hybrid: 0.6939 (0.7830) loss_bbox_1_hybrid: 0.1694 (0.1981) loss_giou_1_hybrid: 0.4098 (0.4334) loss_class_2_hybrid: 0.6667 (0.7681) loss_bbox_2_hybrid: 0.1659 (0.1949) loss_giou_2_hybrid: 0.4038 (0.4287) loss_class_3_hybrid: 0.6792 (0.7587) loss_bbox_3_hybrid: 0.1646 (0.1943) loss_giou_3_hybrid: 0.4018 (0.4270) loss_class_4_hybrid: 0.6740 (0.7554) loss_bbox_4_hybrid: 0.1673 (0.1945) loss_giou_4_hybrid: 0.3998 (0.4266) loss_class_enc_hybrid: 0.7498 (0.7889) loss_bbox_enc_hybrid: 0.2213 (0.2398) loss_giou_enc_hybrid: 0.4766 (0.5032) mem: 1021 max mem: 36965 [2024-01-15 13:36:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:37:00 det.util.engine] INFO: Epoch: [7] [250/11727] eta: 3:25:30 lr: 0.000100 data_time: 0.0036 iter_time: 1.0733 loss: 25.8197 (26.7209) loss_class: 0.7451 (0.7520) loss_bbox: 0.1887 (0.1817) loss_giou: 0.3455 (0.3950) loss_class_0: 0.9140 (0.9358) loss_bbox_0: 0.1828 (0.1793) loss_giou_0: 0.3561 (0.3981) loss_class_1: 0.8132 (0.8176) loss_bbox_1: 0.1958 (0.1824) loss_giou_1: 0.3497 (0.3974) loss_class_2: 0.7846 (0.7859) loss_bbox_2: 0.1868 (0.1802) loss_giou_2: 0.3442 (0.3942) loss_class_3: 0.7547 (0.7654) loss_bbox_3: 0.1865 (0.1802) loss_giou_3: 0.3484 (0.3940) loss_class_4: 0.7280 (0.7538) loss_bbox_4: 0.1902 (0.1819) loss_giou_4: 0.3452 (0.3957) loss_class_enc: 0.8548 (0.8831) loss_bbox_enc: 0.2168 (0.2138) loss_giou_enc: 0.4076 (0.4501) loss_class_dn: 0.3833 (0.3847) loss_bbox_dn: 0.2537 (0.2630) loss_giou_dn: 0.3978 (0.4441) loss_class_dn_0: 0.4835 (0.4774) loss_bbox_dn_0: 0.3523 (0.3634) loss_giou_dn_0: 0.5296 (0.5735) loss_class_dn_1: 0.4060 (0.4137) loss_bbox_dn_1: 0.2845 (0.2861) loss_giou_dn_1: 0.4288 (0.4747) loss_class_dn_2: 0.3884 (0.3931) loss_bbox_dn_2: 0.2630 (0.2667) loss_giou_dn_2: 0.4041 (0.4502) loss_class_dn_3: 0.3828 (0.3865) loss_bbox_dn_3: 0.2551 (0.2638) loss_giou_dn_3: 0.3976 (0.4452) loss_class_dn_4: 0.3813 (0.3846) loss_bbox_dn_4: 0.2536 (0.2630) loss_giou_dn_4: 0.3976 (0.4439) loss_class_hybrid: 0.7514 (0.7528) loss_bbox_hybrid: 0.1902 (0.1950) loss_giou_hybrid: 0.3668 (0.4255) loss_class_0_hybrid: 0.8431 (0.8244) loss_bbox_0_hybrid: 0.1969 (0.2030) loss_giou_0_hybrid: 0.3860 (0.4424) loss_class_1_hybrid: 0.7640 (0.7804) loss_bbox_1_hybrid: 0.1976 (0.1987) loss_giou_1_hybrid: 0.3746 (0.4327) loss_class_2_hybrid: 0.7569 (0.7654) loss_bbox_2_hybrid: 0.1937 (0.1953) loss_giou_2_hybrid: 0.3679 (0.4277) loss_class_3_hybrid: 0.7374 (0.7558) loss_bbox_3_hybrid: 0.1920 (0.1949) loss_giou_3_hybrid: 0.3691 (0.4263) loss_class_4_hybrid: 0.7454 (0.7525) loss_bbox_4_hybrid: 0.1905 (0.1950) loss_giou_4_hybrid: 0.3673 (0.4259) loss_class_enc_hybrid: 0.7910 (0.7883) loss_bbox_enc_hybrid: 0.2362 (0.2413) loss_giou_enc_hybrid: 0.4497 (0.5025) mem: 1025 max mem: 36965 [2024-01-15 13:37:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:37:55 det.util.engine] INFO: Epoch: [7] [300/11727] eta: 3:26:00 lr: 0.000100 data_time: 0.0032 iter_time: 1.1211 loss: 26.3716 (26.6879) loss_class: 0.7165 (0.7529) loss_bbox: 0.1502 (0.1811) loss_giou: 0.3568 (0.3919) loss_class_0: 0.9231 (0.9356) loss_bbox_0: 0.1615 (0.1795) loss_giou_0: 0.3662 (0.3954) loss_class_1: 0.7874 (0.8160) loss_bbox_1: 0.1528 (0.1823) loss_giou_1: 0.3655 (0.3948) loss_class_2: 0.7732 (0.7851) loss_bbox_2: 0.1613 (0.1798) loss_giou_2: 0.3504 (0.3913) loss_class_3: 0.7493 (0.7656) loss_bbox_3: 0.1497 (0.1799) loss_giou_3: 0.3550 (0.3911) loss_class_4: 0.7270 (0.7545) loss_bbox_4: 0.1503 (0.1815) loss_giou_4: 0.3587 (0.3927) loss_class_enc: 0.8837 (0.8831) loss_bbox_enc: 0.1929 (0.2148) loss_giou_enc: 0.4063 (0.4476) loss_class_dn: 0.3894 (0.3841) loss_bbox_dn: 0.2590 (0.2661) loss_giou_dn: 0.4278 (0.4428) loss_class_dn_0: 0.4932 (0.4773) loss_bbox_dn_0: 0.3443 (0.3678) loss_giou_dn_0: 0.5617 (0.5717) loss_class_dn_1: 0.4122 (0.4133) loss_bbox_dn_1: 0.2845 (0.2898) loss_giou_dn_1: 0.4645 (0.4734) loss_class_dn_2: 0.3997 (0.3926) loss_bbox_dn_2: 0.2640 (0.2699) loss_giou_dn_2: 0.4378 (0.4490) loss_class_dn_3: 0.3946 (0.3860) loss_bbox_dn_3: 0.2597 (0.2670) loss_giou_dn_3: 0.4295 (0.4440) loss_class_dn_4: 0.3907 (0.3841) loss_bbox_dn_4: 0.2589 (0.2661) loss_giou_dn_4: 0.4276 (0.4426) loss_class_hybrid: 0.7487 (0.7533) loss_bbox_hybrid: 0.1762 (0.1947) loss_giou_hybrid: 0.3842 (0.4220) loss_class_0_hybrid: 0.8198 (0.8254) loss_bbox_0_hybrid: 0.1838 (0.2028) loss_giou_0_hybrid: 0.3890 (0.4385) loss_class_1_hybrid: 0.7654 (0.7802) loss_bbox_1_hybrid: 0.1748 (0.1987) loss_giou_1_hybrid: 0.3917 (0.4292) loss_class_2_hybrid: 0.7700 (0.7654) loss_bbox_2_hybrid: 0.1747 (0.1953) loss_giou_2_hybrid: 0.3974 (0.4242) loss_class_3_hybrid: 0.7599 (0.7564) loss_bbox_3_hybrid: 0.1782 (0.1950) loss_giou_3_hybrid: 0.3891 (0.4228) loss_class_4_hybrid: 0.7475 (0.7533) loss_bbox_4_hybrid: 0.1778 (0.1948) loss_giou_4_hybrid: 0.3858 (0.4224) loss_class_enc_hybrid: 0.7851 (0.7893) loss_bbox_enc_hybrid: 0.2164 (0.2417) loss_giou_enc_hybrid: 0.4460 (0.4984) mem: 1016 max mem: 36965 [2024-01-15 13:37:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:38:49 det.util.engine] INFO: Epoch: [7] [350/11727] eta: 3:24:37 lr: 0.000100 data_time: 0.0033 iter_time: 1.0290 loss: 25.7478 (26.7292) loss_class: 0.7052 (0.7565) loss_bbox: 0.1825 (0.1811) loss_giou: 0.3663 (0.3900) loss_class_0: 0.8790 (0.9398) loss_bbox_0: 0.1681 (0.1799) loss_giou_0: 0.3702 (0.3940) loss_class_1: 0.7580 (0.8197) loss_bbox_1: 0.1742 (0.1826) loss_giou_1: 0.3674 (0.3935) loss_class_2: 0.7297 (0.7890) loss_bbox_2: 0.1755 (0.1797) loss_giou_2: 0.3603 (0.3897) loss_class_3: 0.7147 (0.7682) loss_bbox_3: 0.1830 (0.1800) loss_giou_3: 0.3778 (0.3897) loss_class_4: 0.7152 (0.7576) loss_bbox_4: 0.1759 (0.1816) loss_giou_4: 0.3652 (0.3909) loss_class_enc: 0.8569 (0.8850) loss_bbox_enc: 0.2096 (0.2156) loss_giou_enc: 0.4338 (0.4469) loss_class_dn: 0.3691 (0.3841) loss_bbox_dn: 0.2565 (0.2685) loss_giou_dn: 0.4118 (0.4423) loss_class_dn_0: 0.4802 (0.4775) loss_bbox_dn_0: 0.3876 (0.3720) loss_giou_dn_0: 0.5502 (0.5716) loss_class_dn_1: 0.4045 (0.4134) loss_bbox_dn_1: 0.2892 (0.2928) loss_giou_dn_1: 0.4517 (0.4732) loss_class_dn_2: 0.3764 (0.3927) loss_bbox_dn_2: 0.2646 (0.2726) loss_giou_dn_2: 0.4216 (0.4486) loss_class_dn_3: 0.3715 (0.3861) loss_bbox_dn_3: 0.2630 (0.2694) loss_giou_dn_3: 0.4151 (0.4435) loss_class_dn_4: 0.3658 (0.3840) loss_bbox_dn_4: 0.2565 (0.2685) loss_giou_dn_4: 0.4118 (0.4422) loss_class_hybrid: 0.7116 (0.7560) loss_bbox_hybrid: 0.1868 (0.1951) loss_giou_hybrid: 0.4007 (0.4202) loss_class_0_hybrid: 0.7929 (0.8286) loss_bbox_0_hybrid: 0.1875 (0.2033) loss_giou_0_hybrid: 0.4168 (0.4368) loss_class_1_hybrid: 0.7277 (0.7834) loss_bbox_1_hybrid: 0.1931 (0.1990) loss_giou_1_hybrid: 0.4027 (0.4274) loss_class_2_hybrid: 0.7279 (0.7685) loss_bbox_2_hybrid: 0.2027 (0.1955) loss_giou_2_hybrid: 0.4065 (0.4224) loss_class_3_hybrid: 0.6967 (0.7588) loss_bbox_3_hybrid: 0.2010 (0.1953) loss_giou_3_hybrid: 0.4037 (0.4211) loss_class_4_hybrid: 0.7087 (0.7559) loss_bbox_4_hybrid: 0.1998 (0.1952) loss_giou_4_hybrid: 0.4016 (0.4206) loss_class_enc_hybrid: 0.7686 (0.7924) loss_bbox_enc_hybrid: 0.2277 (0.2422) loss_giou_enc_hybrid: 0.4760 (0.4970) mem: 1034 max mem: 36965 [2024-01-15 13:38:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:39:42 det.util.engine] INFO: Epoch: [7] [400/11727] eta: 3:23:30 lr: 0.000100 data_time: 0.0031 iter_time: 1.0915 loss: 26.5205 (26.6883) loss_class: 0.7336 (0.7570) loss_bbox: 0.1700 (0.1809) loss_giou: 0.3939 (0.3884) loss_class_0: 0.9236 (0.9381) loss_bbox_0: 0.1675 (0.1801) loss_giou_0: 0.3995 (0.3931) loss_class_1: 0.7907 (0.8176) loss_bbox_1: 0.1787 (0.1827) loss_giou_1: 0.3874 (0.3921) loss_class_2: 0.7503 (0.7879) loss_bbox_2: 0.1711 (0.1797) loss_giou_2: 0.3980 (0.3882) loss_class_3: 0.7757 (0.7689) loss_bbox_3: 0.1696 (0.1797) loss_giou_3: 0.3889 (0.3881) loss_class_4: 0.7501 (0.7584) loss_bbox_4: 0.1692 (0.1812) loss_giou_4: 0.3949 (0.3892) loss_class_enc: 0.8533 (0.8843) loss_bbox_enc: 0.2105 (0.2154) loss_giou_enc: 0.4564 (0.4459) loss_class_dn: 0.3815 (0.3840) loss_bbox_dn: 0.2637 (0.2678) loss_giou_dn: 0.4561 (0.4411) loss_class_dn_0: 0.4704 (0.4773) loss_bbox_dn_0: 0.3502 (0.3709) loss_giou_dn_0: 0.5819 (0.5702) loss_class_dn_1: 0.4081 (0.4133) loss_bbox_dn_1: 0.2857 (0.2921) loss_giou_dn_1: 0.4888 (0.4719) loss_class_dn_2: 0.3885 (0.3924) loss_bbox_dn_2: 0.2641 (0.2718) loss_giou_dn_2: 0.4604 (0.4473) loss_class_dn_3: 0.3853 (0.3860) loss_bbox_dn_3: 0.2643 (0.2687) loss_giou_dn_3: 0.4579 (0.4422) loss_class_dn_4: 0.3827 (0.3840) loss_bbox_dn_4: 0.2636 (0.2678) loss_giou_dn_4: 0.4563 (0.4410) loss_class_hybrid: 0.7476 (0.7565) loss_bbox_hybrid: 0.1855 (0.1946) loss_giou_hybrid: 0.4182 (0.4185) loss_class_0_hybrid: 0.8170 (0.8283) loss_bbox_0_hybrid: 0.2003 (0.2029) loss_giou_0_hybrid: 0.4276 (0.4352) loss_class_1_hybrid: 0.7702 (0.7834) loss_bbox_1_hybrid: 0.1972 (0.1987) loss_giou_1_hybrid: 0.4150 (0.4257) loss_class_2_hybrid: 0.7395 (0.7683) loss_bbox_2_hybrid: 0.1879 (0.1953) loss_giou_2_hybrid: 0.4221 (0.4208) loss_class_3_hybrid: 0.7224 (0.7590) loss_bbox_3_hybrid: 0.1849 (0.1948) loss_giou_3_hybrid: 0.4223 (0.4194) loss_class_4_hybrid: 0.7369 (0.7561) loss_bbox_4_hybrid: 0.1864 (0.1947) loss_giou_4_hybrid: 0.4154 (0.4189) loss_class_enc_hybrid: 0.7802 (0.7928) loss_bbox_enc_hybrid: 0.2231 (0.2418) loss_giou_enc_hybrid: 0.4827 (0.4958) mem: 1019 max mem: 36965 [2024-01-15 13:39:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:40:35 det.util.engine] INFO: Epoch: [7] [450/11727] eta: 3:22:05 lr: 0.000100 data_time: 0.0031 iter_time: 1.0601 loss: 26.5084 (26.6570) loss_class: 0.7155 (0.7566) loss_bbox: 0.1576 (0.1796) loss_giou: 0.3607 (0.3889) loss_class_0: 0.9194 (0.9365) loss_bbox_0: 0.1669 (0.1792) loss_giou_0: 0.3776 (0.3938) loss_class_1: 0.7974 (0.8165) loss_bbox_1: 0.1659 (0.1815) loss_giou_1: 0.3586 (0.3926) loss_class_2: 0.7524 (0.7868) loss_bbox_2: 0.1670 (0.1785) loss_giou_2: 0.3561 (0.3888) loss_class_3: 0.7327 (0.7680) loss_bbox_3: 0.1642 (0.1784) loss_giou_3: 0.3696 (0.3886) loss_class_4: 0.7138 (0.7583) loss_bbox_4: 0.1603 (0.1798) loss_giou_4: 0.3606 (0.3896) loss_class_enc: 0.8645 (0.8831) loss_bbox_enc: 0.2033 (0.2143) loss_giou_enc: 0.4263 (0.4465) loss_class_dn: 0.3815 (0.3841) loss_bbox_dn: 0.2492 (0.2659) loss_giou_dn: 0.4274 (0.4413) loss_class_dn_0: 0.4741 (0.4771) loss_bbox_dn_0: 0.3431 (0.3685) loss_giou_dn_0: 0.5722 (0.5705) loss_class_dn_1: 0.4119 (0.4132) loss_bbox_dn_1: 0.2772 (0.2902) loss_giou_dn_1: 0.4591 (0.4721) loss_class_dn_2: 0.3907 (0.3923) loss_bbox_dn_2: 0.2511 (0.2698) loss_giou_dn_2: 0.4355 (0.4474) loss_class_dn_3: 0.3834 (0.3860) loss_bbox_dn_3: 0.2516 (0.2668) loss_giou_dn_3: 0.4293 (0.4424) loss_class_dn_4: 0.3791 (0.3840) loss_bbox_dn_4: 0.2492 (0.2659) loss_giou_dn_4: 0.4274 (0.4412) loss_class_hybrid: 0.7368 (0.7560) loss_bbox_hybrid: 0.1792 (0.1935) loss_giou_hybrid: 0.4107 (0.4189) loss_class_0_hybrid: 0.7841 (0.8270) loss_bbox_0_hybrid: 0.1891 (0.2018) loss_giou_0_hybrid: 0.4290 (0.4356) loss_class_1_hybrid: 0.7629 (0.7826) loss_bbox_1_hybrid: 0.1824 (0.1976) loss_giou_1_hybrid: 0.4155 (0.4263) loss_class_2_hybrid: 0.7383 (0.7680) loss_bbox_2_hybrid: 0.1799 (0.1941) loss_giou_2_hybrid: 0.4092 (0.4212) loss_class_3_hybrid: 0.7407 (0.7587) loss_bbox_3_hybrid: 0.1777 (0.1937) loss_giou_3_hybrid: 0.4138 (0.4199) loss_class_4_hybrid: 0.7367 (0.7560) loss_bbox_4_hybrid: 0.1798 (0.1935) loss_giou_4_hybrid: 0.4171 (0.4193) loss_class_enc_hybrid: 0.7850 (0.7921) loss_bbox_enc_hybrid: 0.2268 (0.2404) loss_giou_enc_hybrid: 0.4784 (0.4960) mem: 1022 max mem: 36965 [2024-01-15 13:40:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:41:30 det.util.engine] INFO: Epoch: [7] [500/11727] eta: 3:21:33 lr: 0.000100 data_time: 0.0034 iter_time: 1.1014 loss: 25.5113 (26.6382) loss_class: 0.7067 (0.7552) loss_bbox: 0.1677 (0.1788) loss_giou: 0.4073 (0.3900) loss_class_0: 0.8489 (0.9345) loss_bbox_0: 0.1727 (0.1784) loss_giou_0: 0.4101 (0.3947) loss_class_1: 0.7598 (0.8150) loss_bbox_1: 0.1719 (0.1807) loss_giou_1: 0.3993 (0.3934) loss_class_2: 0.7183 (0.7849) loss_bbox_2: 0.1676 (0.1779) loss_giou_2: 0.3976 (0.3898) loss_class_3: 0.7023 (0.7667) loss_bbox_3: 0.1678 (0.1776) loss_giou_3: 0.3932 (0.3894) loss_class_4: 0.7010 (0.7570) loss_bbox_4: 0.1674 (0.1789) loss_giou_4: 0.4108 (0.3905) loss_class_enc: 0.8123 (0.8817) loss_bbox_enc: 0.2018 (0.2138) loss_giou_enc: 0.4466 (0.4475) loss_class_dn: 0.3788 (0.3841) loss_bbox_dn: 0.2268 (0.2649) loss_giou_dn: 0.4372 (0.4414) loss_class_dn_0: 0.4799 (0.4773) loss_bbox_dn_0: 0.3392 (0.3674) loss_giou_dn_0: 0.5603 (0.5705) loss_class_dn_1: 0.4132 (0.4134) loss_bbox_dn_1: 0.2580 (0.2892) loss_giou_dn_1: 0.4646 (0.4722) loss_class_dn_2: 0.3849 (0.3923) loss_bbox_dn_2: 0.2344 (0.2688) loss_giou_dn_2: 0.4448 (0.4476) loss_class_dn_3: 0.3804 (0.3860) loss_bbox_dn_3: 0.2268 (0.2657) loss_giou_dn_3: 0.4384 (0.4426) loss_class_dn_4: 0.3764 (0.3840) loss_bbox_dn_4: 0.2268 (0.2649) loss_giou_dn_4: 0.4371 (0.4413) loss_class_hybrid: 0.7256 (0.7551) loss_bbox_hybrid: 0.1846 (0.1926) loss_giou_hybrid: 0.4097 (0.4203) loss_class_0_hybrid: 0.7700 (0.8259) loss_bbox_0_hybrid: 0.1900 (0.2010) loss_giou_0_hybrid: 0.4276 (0.4370) loss_class_1_hybrid: 0.7561 (0.7809) loss_bbox_1_hybrid: 0.1880 (0.1969) loss_giou_1_hybrid: 0.4140 (0.4277) loss_class_2_hybrid: 0.7427 (0.7666) loss_bbox_2_hybrid: 0.1827 (0.1933) loss_giou_2_hybrid: 0.4099 (0.4226) loss_class_3_hybrid: 0.7185 (0.7577) loss_bbox_3_hybrid: 0.1830 (0.1927) loss_giou_3_hybrid: 0.4104 (0.4211) loss_class_4_hybrid: 0.7266 (0.7550) loss_bbox_4_hybrid: 0.1828 (0.1928) loss_giou_4_hybrid: 0.4093 (0.4207) loss_class_enc_hybrid: 0.7502 (0.7913) loss_bbox_enc_hybrid: 0.2188 (0.2397) loss_giou_enc_hybrid: 0.4890 (0.4974) mem: 1015 max mem: 36965 [2024-01-15 13:41:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:42:23 det.util.engine] INFO: Epoch: [7] [550/11727] eta: 3:20:39 lr: 0.000100 data_time: 0.0030 iter_time: 1.0914 loss: 26.5718 (26.6568) loss_class: 0.7284 (0.7565) loss_bbox: 0.1650 (0.1784) loss_giou: 0.3842 (0.3910) loss_class_0: 0.9166 (0.9346) loss_bbox_0: 0.1682 (0.1782) loss_giou_0: 0.4046 (0.3959) loss_class_1: 0.7965 (0.8150) loss_bbox_1: 0.1746 (0.1807) loss_giou_1: 0.4032 (0.3948) loss_class_2: 0.7830 (0.7852) loss_bbox_2: 0.1784 (0.1780) loss_giou_2: 0.3986 (0.3912) loss_class_3: 0.7394 (0.7670) loss_bbox_3: 0.1704 (0.1774) loss_giou_3: 0.3938 (0.3906) loss_class_4: 0.7284 (0.7578) loss_bbox_4: 0.1670 (0.1787) loss_giou_4: 0.3888 (0.3916) loss_class_enc: 0.8665 (0.8823) loss_bbox_enc: 0.2028 (0.2136) loss_giou_enc: 0.4595 (0.4484) loss_class_dn: 0.3741 (0.3838) loss_bbox_dn: 0.2260 (0.2640) loss_giou_dn: 0.4455 (0.4419) loss_class_dn_0: 0.4717 (0.4768) loss_bbox_dn_0: 0.3377 (0.3664) loss_giou_dn_0: 0.5714 (0.5706) loss_class_dn_1: 0.4095 (0.4130) loss_bbox_dn_1: 0.2612 (0.2883) loss_giou_dn_1: 0.4780 (0.4725) loss_class_dn_2: 0.3811 (0.3920) loss_bbox_dn_2: 0.2321 (0.2679) loss_giou_dn_2: 0.4549 (0.4480) loss_class_dn_3: 0.3761 (0.3857) loss_bbox_dn_3: 0.2274 (0.2648) loss_giou_dn_3: 0.4466 (0.4430) loss_class_dn_4: 0.3741 (0.3837) loss_bbox_dn_4: 0.2259 (0.2640) loss_giou_dn_4: 0.4452 (0.4417) loss_class_hybrid: 0.7471 (0.7567) loss_bbox_hybrid: 0.1807 (0.1921) loss_giou_hybrid: 0.4110 (0.4214) loss_class_0_hybrid: 0.7998 (0.8262) loss_bbox_0_hybrid: 0.1885 (0.2008) loss_giou_0_hybrid: 0.4286 (0.4383) loss_class_1_hybrid: 0.7696 (0.7814) loss_bbox_1_hybrid: 0.1906 (0.1966) loss_giou_1_hybrid: 0.4175 (0.4291) loss_class_2_hybrid: 0.7854 (0.7679) loss_bbox_2_hybrid: 0.1803 (0.1930) loss_giou_2_hybrid: 0.4167 (0.4239) loss_class_3_hybrid: 0.7437 (0.7588) loss_bbox_3_hybrid: 0.1857 (0.1923) loss_giou_3_hybrid: 0.4119 (0.4223) loss_class_4_hybrid: 0.7497 (0.7566) loss_bbox_4_hybrid: 0.1809 (0.1923) loss_giou_4_hybrid: 0.4115 (0.4219) loss_class_enc_hybrid: 0.7634 (0.7912) loss_bbox_enc_hybrid: 0.2370 (0.2396) loss_giou_enc_hybrid: 0.5011 (0.4989) mem: 1023 max mem: 36965 [2024-01-15 13:42:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:43:17 det.util.engine] INFO: Epoch: [7] [600/11727] eta: 3:19:48 lr: 0.000100 data_time: 0.0028 iter_time: 1.0704 loss: 26.4004 (26.6613) loss_class: 0.7445 (0.7563) loss_bbox: 0.1698 (0.1783) loss_giou: 0.3686 (0.3911) loss_class_0: 0.9519 (0.9366) loss_bbox_0: 0.1630 (0.1775) loss_giou_0: 0.3793 (0.3954) loss_class_1: 0.8408 (0.8168) loss_bbox_1: 0.1713 (0.1803) loss_giou_1: 0.3643 (0.3946) loss_class_2: 0.7678 (0.7855) loss_bbox_2: 0.1687 (0.1778) loss_giou_2: 0.3617 (0.3911) loss_class_3: 0.7724 (0.7675) loss_bbox_3: 0.1670 (0.1772) loss_giou_3: 0.3700 (0.3906) loss_class_4: 0.7544 (0.7576) loss_bbox_4: 0.1681 (0.1786) loss_giou_4: 0.3678 (0.3917) loss_class_enc: 0.8798 (0.8832) loss_bbox_enc: 0.2074 (0.2133) loss_giou_enc: 0.4257 (0.4481) loss_class_dn: 0.3804 (0.3838) loss_bbox_dn: 0.2816 (0.2641) loss_giou_dn: 0.4226 (0.4419) loss_class_dn_0: 0.4782 (0.4769) loss_bbox_dn_0: 0.3955 (0.3665) loss_giou_dn_0: 0.5556 (0.5706) loss_class_dn_1: 0.4182 (0.4131) loss_bbox_dn_1: 0.3157 (0.2883) loss_giou_dn_1: 0.4517 (0.4724) loss_class_dn_2: 0.3952 (0.3920) loss_bbox_dn_2: 0.2885 (0.2680) loss_giou_dn_2: 0.4267 (0.4480) loss_class_dn_3: 0.3852 (0.3857) loss_bbox_dn_3: 0.2828 (0.2649) loss_giou_dn_3: 0.4232 (0.4430) loss_class_dn_4: 0.3797 (0.3837) loss_bbox_dn_4: 0.2816 (0.2641) loss_giou_dn_4: 0.4226 (0.4417) loss_class_hybrid: 0.7523 (0.7579) loss_bbox_hybrid: 0.1772 (0.1918) loss_giou_hybrid: 0.3904 (0.4212) loss_class_0_hybrid: 0.8167 (0.8271) loss_bbox_0_hybrid: 0.1913 (0.2004) loss_giou_0_hybrid: 0.4098 (0.4381) loss_class_1_hybrid: 0.7843 (0.7826) loss_bbox_1_hybrid: 0.1829 (0.1961) loss_giou_1_hybrid: 0.3979 (0.4288) loss_class_2_hybrid: 0.7674 (0.7689) loss_bbox_2_hybrid: 0.1787 (0.1927) loss_giou_2_hybrid: 0.3856 (0.4236) loss_class_3_hybrid: 0.7678 (0.7603) loss_bbox_3_hybrid: 0.1772 (0.1920) loss_giou_3_hybrid: 0.3859 (0.4221) loss_class_4_hybrid: 0.7627 (0.7578) loss_bbox_4_hybrid: 0.1746 (0.1920) loss_giou_4_hybrid: 0.3866 (0.4216) loss_class_enc_hybrid: 0.7887 (0.7916) loss_bbox_enc_hybrid: 0.2350 (0.2391) loss_giou_enc_hybrid: 0.4598 (0.4983) mem: 1026 max mem: 36965 [2024-01-15 13:43:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:44:11 det.util.engine] INFO: Epoch: [7] [650/11727] eta: 3:18:56 lr: 0.000100 data_time: 0.0031 iter_time: 1.0662 loss: 26.5701 (26.6811) loss_class: 0.7240 (0.7552) loss_bbox: 0.1835 (0.1792) loss_giou: 0.3945 (0.3923) loss_class_0: 0.9055 (0.9363) loss_bbox_0: 0.1678 (0.1781) loss_giou_0: 0.3907 (0.3961) loss_class_1: 0.7646 (0.8154) loss_bbox_1: 0.1833 (0.1812) loss_giou_1: 0.4049 (0.3956) loss_class_2: 0.7156 (0.7841) loss_bbox_2: 0.1859 (0.1788) loss_giou_2: 0.4096 (0.3924) loss_class_3: 0.7326 (0.7661) loss_bbox_3: 0.1850 (0.1782) loss_giou_3: 0.3928 (0.3920) loss_class_4: 0.7204 (0.7562) loss_bbox_4: 0.1835 (0.1795) loss_giou_4: 0.4043 (0.3929) loss_class_enc: 0.8542 (0.8826) loss_bbox_enc: 0.2082 (0.2136) loss_giou_enc: 0.4596 (0.4487) loss_class_dn: 0.3864 (0.3835) loss_bbox_dn: 0.2492 (0.2644) loss_giou_dn: 0.4424 (0.4430) loss_class_dn_0: 0.4690 (0.4767) loss_bbox_dn_0: 0.3410 (0.3664) loss_giou_dn_0: 0.5681 (0.5715) loss_class_dn_1: 0.4110 (0.4130) loss_bbox_dn_1: 0.2744 (0.2885) loss_giou_dn_1: 0.4708 (0.4734) loss_class_dn_2: 0.3915 (0.3918) loss_bbox_dn_2: 0.2563 (0.2683) loss_giou_dn_2: 0.4469 (0.4491) loss_class_dn_3: 0.3831 (0.3854) loss_bbox_dn_3: 0.2498 (0.2652) loss_giou_dn_3: 0.4460 (0.4441) loss_class_dn_4: 0.3844 (0.3834) loss_bbox_dn_4: 0.2491 (0.2644) loss_giou_dn_4: 0.4422 (0.4428) loss_class_hybrid: 0.7292 (0.7568) loss_bbox_hybrid: 0.1839 (0.1928) loss_giou_hybrid: 0.4228 (0.4226) loss_class_0_hybrid: 0.7862 (0.8261) loss_bbox_0_hybrid: 0.1844 (0.2011) loss_giou_0_hybrid: 0.4306 (0.4392) loss_class_1_hybrid: 0.7448 (0.7814) loss_bbox_1_hybrid: 0.1880 (0.1969) loss_giou_1_hybrid: 0.4317 (0.4301) loss_class_2_hybrid: 0.7299 (0.7680) loss_bbox_2_hybrid: 0.1827 (0.1936) loss_giou_2_hybrid: 0.4303 (0.4250) loss_class_3_hybrid: 0.7199 (0.7595) loss_bbox_3_hybrid: 0.1874 (0.1929) loss_giou_3_hybrid: 0.4213 (0.4234) loss_class_4_hybrid: 0.7159 (0.7566) loss_bbox_4_hybrid: 0.1823 (0.1929) loss_giou_4_hybrid: 0.4240 (0.4231) loss_class_enc_hybrid: 0.7620 (0.7908) loss_bbox_enc_hybrid: 0.2371 (0.2395) loss_giou_enc_hybrid: 0.4890 (0.4991) mem: 1023 max mem: 36965 [2024-01-15 13:44:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:45:05 det.util.engine] INFO: Epoch: [7] [700/11727] eta: 3:17:54 lr: 0.000100 data_time: 0.0029 iter_time: 1.0651 loss: 25.9276 (26.6509) loss_class: 0.7131 (0.7542) loss_bbox: 0.1763 (0.1789) loss_giou: 0.3549 (0.3924) loss_class_0: 0.8628 (0.9348) loss_bbox_0: 0.1756 (0.1779) loss_giou_0: 0.3721 (0.3962) loss_class_1: 0.7838 (0.8143) loss_bbox_1: 0.1636 (0.1805) loss_giou_1: 0.3702 (0.3955) loss_class_2: 0.7351 (0.7829) loss_bbox_2: 0.1671 (0.1783) loss_giou_2: 0.3592 (0.3924) loss_class_3: 0.7329 (0.7650) loss_bbox_3: 0.1653 (0.1777) loss_giou_3: 0.3573 (0.3919) loss_class_4: 0.7073 (0.7551) loss_bbox_4: 0.1741 (0.1790) loss_giou_4: 0.3619 (0.3930) loss_class_enc: 0.8033 (0.8820) loss_bbox_enc: 0.2016 (0.2129) loss_giou_enc: 0.4277 (0.4486) loss_class_dn: 0.3773 (0.3834) loss_bbox_dn: 0.2432 (0.2632) loss_giou_dn: 0.4150 (0.4426) loss_class_dn_0: 0.4691 (0.4769) loss_bbox_dn_0: 0.3362 (0.3650) loss_giou_dn_0: 0.5401 (0.5713) loss_class_dn_1: 0.4081 (0.4130) loss_bbox_dn_1: 0.2638 (0.2874) loss_giou_dn_1: 0.4456 (0.4730) loss_class_dn_2: 0.3877 (0.3917) loss_bbox_dn_2: 0.2455 (0.2671) loss_giou_dn_2: 0.4240 (0.4487) loss_class_dn_3: 0.3827 (0.3853) loss_bbox_dn_3: 0.2443 (0.2640) loss_giou_dn_3: 0.4168 (0.4438) loss_class_dn_4: 0.3767 (0.3833) loss_bbox_dn_4: 0.2430 (0.2632) loss_giou_dn_4: 0.4151 (0.4424) loss_class_hybrid: 0.7110 (0.7556) loss_bbox_hybrid: 0.1802 (0.1922) loss_giou_hybrid: 0.3787 (0.4229) loss_class_0_hybrid: 0.7672 (0.8250) loss_bbox_0_hybrid: 0.1841 (0.2007) loss_giou_0_hybrid: 0.4053 (0.4395) loss_class_1_hybrid: 0.7503 (0.7805) loss_bbox_1_hybrid: 0.1778 (0.1963) loss_giou_1_hybrid: 0.3987 (0.4303) loss_class_2_hybrid: 0.7152 (0.7670) loss_bbox_2_hybrid: 0.1781 (0.1929) loss_giou_2_hybrid: 0.3951 (0.4251) loss_class_3_hybrid: 0.7086 (0.7581) loss_bbox_3_hybrid: 0.1813 (0.1924) loss_giou_3_hybrid: 0.3759 (0.4237) loss_class_4_hybrid: 0.7118 (0.7557) loss_bbox_4_hybrid: 0.1802 (0.1924) loss_giou_4_hybrid: 0.3806 (0.4233) loss_class_enc_hybrid: 0.7272 (0.7904) loss_bbox_enc_hybrid: 0.2251 (0.2387) loss_giou_enc_hybrid: 0.4573 (0.4994) mem: 1025 max mem: 36965 [2024-01-15 13:45:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:45:58 det.util.engine] INFO: Epoch: [7] [750/11727] eta: 3:16:48 lr: 0.000100 data_time: 0.0030 iter_time: 1.0569 loss: 27.4489 (26.6078) loss_class: 0.7317 (0.7520) loss_bbox: 0.1835 (0.1791) loss_giou: 0.3798 (0.3914) loss_class_0: 0.9591 (0.9346) loss_bbox_0: 0.1860 (0.1781) loss_giou_0: 0.3643 (0.3949) loss_class_1: 0.8177 (0.8130) loss_bbox_1: 0.1726 (0.1806) loss_giou_1: 0.3772 (0.3943) loss_class_2: 0.7549 (0.7812) loss_bbox_2: 0.1824 (0.1784) loss_giou_2: 0.3851 (0.3912) loss_class_3: 0.7445 (0.7629) loss_bbox_3: 0.1833 (0.1780) loss_giou_3: 0.3797 (0.3910) loss_class_4: 0.7419 (0.7531) loss_bbox_4: 0.1798 (0.1792) loss_giou_4: 0.3759 (0.3919) loss_class_enc: 0.8795 (0.8804) loss_bbox_enc: 0.2345 (0.2131) loss_giou_enc: 0.4283 (0.4474) loss_class_dn: 0.3882 (0.3831) loss_bbox_dn: 0.2457 (0.2633) loss_giou_dn: 0.4297 (0.4410) loss_class_dn_0: 0.4761 (0.4770) loss_bbox_dn_0: 0.3650 (0.3655) loss_giou_dn_0: 0.5588 (0.5700) loss_class_dn_1: 0.4184 (0.4129) loss_bbox_dn_1: 0.2767 (0.2875) loss_giou_dn_1: 0.4680 (0.4715) loss_class_dn_2: 0.3956 (0.3913) loss_bbox_dn_2: 0.2516 (0.2672) loss_giou_dn_2: 0.4358 (0.4472) loss_class_dn_3: 0.3880 (0.3849) loss_bbox_dn_3: 0.2463 (0.2641) loss_giou_dn_3: 0.4294 (0.4422) loss_class_dn_4: 0.3869 (0.3828) loss_bbox_dn_4: 0.2457 (0.2633) loss_giou_dn_4: 0.4295 (0.4409) loss_class_hybrid: 0.7396 (0.7551) loss_bbox_hybrid: 0.1923 (0.1921) loss_giou_hybrid: 0.4011 (0.4211) loss_class_0_hybrid: 0.8411 (0.8253) loss_bbox_0_hybrid: 0.2076 (0.2006) loss_giou_0_hybrid: 0.4159 (0.4378) loss_class_1_hybrid: 0.7845 (0.7804) loss_bbox_1_hybrid: 0.1980 (0.1962) loss_giou_1_hybrid: 0.4110 (0.4285) loss_class_2_hybrid: 0.7633 (0.7666) loss_bbox_2_hybrid: 0.1931 (0.1927) loss_giou_2_hybrid: 0.4042 (0.4233) loss_class_3_hybrid: 0.7500 (0.7579) loss_bbox_3_hybrid: 0.1918 (0.1922) loss_giou_3_hybrid: 0.4020 (0.4218) loss_class_4_hybrid: 0.7404 (0.7551) loss_bbox_4_hybrid: 0.1920 (0.1922) loss_giou_4_hybrid: 0.4002 (0.4214) loss_class_enc_hybrid: 0.7907 (0.7896) loss_bbox_enc_hybrid: 0.2574 (0.2389) loss_giou_enc_hybrid: 0.4872 (0.4978) mem: 1029 max mem: 36965 [2024-01-15 13:45:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:46:53 det.util.engine] INFO: Epoch: [7] [800/11727] eta: 3:16:11 lr: 0.000100 data_time: 0.0029 iter_time: 1.0998 loss: 25.7864 (26.6016) loss_class: 0.7462 (0.7514) loss_bbox: 0.1627 (0.1791) loss_giou: 0.3546 (0.3907) loss_class_0: 0.8936 (0.9338) loss_bbox_0: 0.1664 (0.1781) loss_giou_0: 0.3647 (0.3945) loss_class_1: 0.7836 (0.8124) loss_bbox_1: 0.1640 (0.1806) loss_giou_1: 0.3669 (0.3937) loss_class_2: 0.7654 (0.7803) loss_bbox_2: 0.1643 (0.1785) loss_giou_2: 0.3579 (0.3909) loss_class_3: 0.7556 (0.7625) loss_bbox_3: 0.1648 (0.1780) loss_giou_3: 0.3594 (0.3903) loss_class_4: 0.7615 (0.7527) loss_bbox_4: 0.1704 (0.1792) loss_giou_4: 0.3535 (0.3912) loss_class_enc: 0.8626 (0.8802) loss_bbox_enc: 0.1986 (0.2132) loss_giou_enc: 0.4225 (0.4469) loss_class_dn: 0.3872 (0.3830) loss_bbox_dn: 0.2516 (0.2643) loss_giou_dn: 0.4135 (0.4411) loss_class_dn_0: 0.4664 (0.4770) loss_bbox_dn_0: 0.3480 (0.3662) loss_giou_dn_0: 0.5582 (0.5702) loss_class_dn_1: 0.4097 (0.4128) loss_bbox_dn_1: 0.2709 (0.2883) loss_giou_dn_1: 0.4504 (0.4716) loss_class_dn_2: 0.3925 (0.3913) loss_bbox_dn_2: 0.2568 (0.2682) loss_giou_dn_2: 0.4190 (0.4473) loss_class_dn_3: 0.3873 (0.3849) loss_bbox_dn_3: 0.2522 (0.2651) loss_giou_dn_3: 0.4152 (0.4423) loss_class_dn_4: 0.3857 (0.3828) loss_bbox_dn_4: 0.2518 (0.2643) loss_giou_dn_4: 0.4136 (0.4410) loss_class_hybrid: 0.7253 (0.7554) loss_bbox_hybrid: 0.1809 (0.1920) loss_giou_hybrid: 0.4009 (0.4203) loss_class_0_hybrid: 0.7765 (0.8251) loss_bbox_0_hybrid: 0.1888 (0.2005) loss_giou_0_hybrid: 0.4059 (0.4370) loss_class_1_hybrid: 0.7631 (0.7806) loss_bbox_1_hybrid: 0.1846 (0.1961) loss_giou_1_hybrid: 0.3999 (0.4277) loss_class_2_hybrid: 0.7392 (0.7668) loss_bbox_2_hybrid: 0.1836 (0.1927) loss_giou_2_hybrid: 0.4018 (0.4225) loss_class_3_hybrid: 0.7452 (0.7582) loss_bbox_3_hybrid: 0.1772 (0.1922) loss_giou_3_hybrid: 0.3997 (0.4209) loss_class_4_hybrid: 0.7229 (0.7555) loss_bbox_4_hybrid: 0.1857 (0.1923) loss_giou_4_hybrid: 0.3973 (0.4207) loss_class_enc_hybrid: 0.7639 (0.7900) loss_bbox_enc_hybrid: 0.2227 (0.2387) loss_giou_enc_hybrid: 0.4523 (0.4967) mem: 1018 max mem: 36965 [2024-01-15 13:46:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:47:47 det.util.engine] INFO: Epoch: [7] [850/11727] eta: 3:15:20 lr: 0.000100 data_time: 0.0031 iter_time: 1.1051 loss: 25.0128 (26.5639) loss_class: 0.7235 (0.7497) loss_bbox: 0.1461 (0.1788) loss_giou: 0.3738 (0.3904) loss_class_0: 0.9039 (0.9332) loss_bbox_0: 0.1467 (0.1777) loss_giou_0: 0.3761 (0.3941) loss_class_1: 0.7658 (0.8112) loss_bbox_1: 0.1429 (0.1800) loss_giou_1: 0.3741 (0.3933) loss_class_2: 0.7372 (0.7787) loss_bbox_2: 0.1466 (0.1781) loss_giou_2: 0.3801 (0.3905) loss_class_3: 0.7328 (0.7611) loss_bbox_3: 0.1493 (0.1775) loss_giou_3: 0.3755 (0.3899) loss_class_4: 0.7182 (0.7511) loss_bbox_4: 0.1467 (0.1788) loss_giou_4: 0.3734 (0.3908) loss_class_enc: 0.8550 (0.8789) loss_bbox_enc: 0.1870 (0.2131) loss_giou_enc: 0.4215 (0.4465) loss_class_dn: 0.3767 (0.3828) loss_bbox_dn: 0.1997 (0.2635) loss_giou_dn: 0.3953 (0.4405) loss_class_dn_0: 0.4680 (0.4767) loss_bbox_dn_0: 0.3004 (0.3657) loss_giou_dn_0: 0.5428 (0.5696) loss_class_dn_1: 0.4084 (0.4127) loss_bbox_dn_1: 0.2228 (0.2876) loss_giou_dn_1: 0.4317 (0.4709) loss_class_dn_2: 0.3842 (0.3911) loss_bbox_dn_2: 0.2045 (0.2674) loss_giou_dn_2: 0.4039 (0.4466) loss_class_dn_3: 0.3792 (0.3847) loss_bbox_dn_3: 0.2016 (0.2643) loss_giou_dn_3: 0.3979 (0.4417) loss_class_dn_4: 0.3775 (0.3826) loss_bbox_dn_4: 0.1996 (0.2635) loss_giou_dn_4: 0.3953 (0.4404) loss_class_hybrid: 0.7397 (0.7545) loss_bbox_hybrid: 0.1623 (0.1914) loss_giou_hybrid: 0.3938 (0.4197) loss_class_0_hybrid: 0.8016 (0.8246) loss_bbox_0_hybrid: 0.1714 (0.2000) loss_giou_0_hybrid: 0.4157 (0.4364) loss_class_1_hybrid: 0.7532 (0.7800) loss_bbox_1_hybrid: 0.1674 (0.1954) loss_giou_1_hybrid: 0.3964 (0.4270) loss_class_2_hybrid: 0.7469 (0.7660) loss_bbox_2_hybrid: 0.1691 (0.1920) loss_giou_2_hybrid: 0.3954 (0.4218) loss_class_3_hybrid: 0.7268 (0.7575) loss_bbox_3_hybrid: 0.1634 (0.1915) loss_giou_3_hybrid: 0.3913 (0.4203) loss_class_4_hybrid: 0.7409 (0.7546) loss_bbox_4_hybrid: 0.1633 (0.1916) loss_giou_4_hybrid: 0.3929 (0.4200) loss_class_enc_hybrid: 0.7725 (0.7891) loss_bbox_enc_hybrid: 0.2135 (0.2385) loss_giou_enc_hybrid: 0.4674 (0.4964) mem: 1036 max mem: 36965 [2024-01-15 13:47:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:48:40 det.util.engine] INFO: Epoch: [7] [900/11727] eta: 3:14:16 lr: 0.000100 data_time: 0.0027 iter_time: 1.0678 loss: 25.6685 (26.5621) loss_class: 0.7240 (0.7492) loss_bbox: 0.1584 (0.1790) loss_giou: 0.3683 (0.3906) loss_class_0: 0.8993 (0.9338) loss_bbox_0: 0.1656 (0.1778) loss_giou_0: 0.3925 (0.3940) loss_class_1: 0.7946 (0.8113) loss_bbox_1: 0.1615 (0.1801) loss_giou_1: 0.3811 (0.3934) loss_class_2: 0.7602 (0.7781) loss_bbox_2: 0.1704 (0.1782) loss_giou_2: 0.3769 (0.3907) loss_class_3: 0.7222 (0.7603) loss_bbox_3: 0.1622 (0.1778) loss_giou_3: 0.3672 (0.3902) loss_class_4: 0.7279 (0.7505) loss_bbox_4: 0.1592 (0.1789) loss_giou_4: 0.3680 (0.3910) loss_class_enc: 0.8345 (0.8788) loss_bbox_enc: 0.1936 (0.2131) loss_giou_enc: 0.4347 (0.4464) loss_class_dn: 0.3854 (0.3830) loss_bbox_dn: 0.2375 (0.2632) loss_giou_dn: 0.4293 (0.4403) loss_class_dn_0: 0.4772 (0.4771) loss_bbox_dn_0: 0.3324 (0.3652) loss_giou_dn_0: 0.5509 (0.5694) loss_class_dn_1: 0.4171 (0.4130) loss_bbox_dn_1: 0.2647 (0.2873) loss_giou_dn_1: 0.4558 (0.4707) loss_class_dn_2: 0.3905 (0.3914) loss_bbox_dn_2: 0.2398 (0.2671) loss_giou_dn_2: 0.4345 (0.4464) loss_class_dn_3: 0.3860 (0.3850) loss_bbox_dn_3: 0.2398 (0.2640) loss_giou_dn_3: 0.4293 (0.4415) loss_class_dn_4: 0.3842 (0.3829) loss_bbox_dn_4: 0.2375 (0.2632) loss_giou_dn_4: 0.4293 (0.4402) loss_class_hybrid: 0.7364 (0.7545) loss_bbox_hybrid: 0.1795 (0.1914) loss_giou_hybrid: 0.3977 (0.4196) loss_class_0_hybrid: 0.7800 (0.8247) loss_bbox_0_hybrid: 0.1746 (0.2000) loss_giou_0_hybrid: 0.4343 (0.4363) loss_class_1_hybrid: 0.7520 (0.7801) loss_bbox_1_hybrid: 0.1722 (0.1953) loss_giou_1_hybrid: 0.4037 (0.4269) loss_class_2_hybrid: 0.7401 (0.7662) loss_bbox_2_hybrid: 0.1683 (0.1920) loss_giou_2_hybrid: 0.4001 (0.4217) loss_class_3_hybrid: 0.7369 (0.7576) loss_bbox_3_hybrid: 0.1688 (0.1914) loss_giou_3_hybrid: 0.4157 (0.4202) loss_class_4_hybrid: 0.7395 (0.7546) loss_bbox_4_hybrid: 0.1801 (0.1916) loss_giou_4_hybrid: 0.4043 (0.4199) loss_class_enc_hybrid: 0.7469 (0.7896) loss_bbox_enc_hybrid: 0.2191 (0.2383) loss_giou_enc_hybrid: 0.4884 (0.4961) mem: 1040 max mem: 36965 [2024-01-15 13:48:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:49:34 det.util.engine] INFO: Epoch: [7] [950/11727] eta: 3:13:29 lr: 0.000100 data_time: 0.0030 iter_time: 1.1120 loss: 26.6200 (26.5690) loss_class: 0.7237 (0.7494) loss_bbox: 0.1534 (0.1785) loss_giou: 0.4004 (0.3914) loss_class_0: 0.9222 (0.9327) loss_bbox_0: 0.1554 (0.1773) loss_giou_0: 0.4289 (0.3950) loss_class_1: 0.7916 (0.8106) loss_bbox_1: 0.1552 (0.1796) loss_giou_1: 0.4193 (0.3943) loss_class_2: 0.7775 (0.7779) loss_bbox_2: 0.1533 (0.1776) loss_giou_2: 0.4173 (0.3916) loss_class_3: 0.7253 (0.7602) loss_bbox_3: 0.1503 (0.1773) loss_giou_3: 0.4023 (0.3910) loss_class_4: 0.7272 (0.7508) loss_bbox_4: 0.1535 (0.1784) loss_giou_4: 0.4002 (0.3917) loss_class_enc: 0.8629 (0.8782) loss_bbox_enc: 0.1980 (0.2125) loss_giou_enc: 0.4868 (0.4474) loss_class_dn: 0.3773 (0.3831) loss_bbox_dn: 0.2207 (0.2631) loss_giou_dn: 0.4278 (0.4410) loss_class_dn_0: 0.4861 (0.4772) loss_bbox_dn_0: 0.3167 (0.3648) loss_giou_dn_0: 0.5752 (0.5699) loss_class_dn_1: 0.4104 (0.4129) loss_bbox_dn_1: 0.2407 (0.2872) loss_giou_dn_1: 0.4666 (0.4715) loss_class_dn_2: 0.3892 (0.3914) loss_bbox_dn_2: 0.2203 (0.2669) loss_giou_dn_2: 0.4342 (0.4471) loss_class_dn_3: 0.3860 (0.3850) loss_bbox_dn_3: 0.2226 (0.2639) loss_giou_dn_3: 0.4291 (0.4422) loss_class_dn_4: 0.3828 (0.3829) loss_bbox_dn_4: 0.2208 (0.2631) loss_giou_dn_4: 0.4276 (0.4409) loss_class_hybrid: 0.7095 (0.7544) loss_bbox_hybrid: 0.1692 (0.1908) loss_giou_hybrid: 0.4322 (0.4209) loss_class_0_hybrid: 0.8160 (0.8242) loss_bbox_0_hybrid: 0.1783 (0.1995) loss_giou_0_hybrid: 0.4572 (0.4376) loss_class_1_hybrid: 0.7608 (0.7796) loss_bbox_1_hybrid: 0.1703 (0.1949) loss_giou_1_hybrid: 0.4481 (0.4282) loss_class_2_hybrid: 0.7373 (0.7660) loss_bbox_2_hybrid: 0.1645 (0.1914) loss_giou_2_hybrid: 0.4346 (0.4229) loss_class_3_hybrid: 0.7252 (0.7576) loss_bbox_3_hybrid: 0.1648 (0.1909) loss_giou_3_hybrid: 0.4359 (0.4214) loss_class_4_hybrid: 0.7195 (0.7545) loss_bbox_4_hybrid: 0.1660 (0.1910) loss_giou_4_hybrid: 0.4306 (0.4212) loss_class_enc_hybrid: 0.7581 (0.7892) loss_bbox_enc_hybrid: 0.2144 (0.2379) loss_giou_enc_hybrid: 0.5306 (0.4974) mem: 1019 max mem: 36965 [2024-01-15 13:49:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:50:27 det.util.engine] INFO: Epoch: [7] [1000/11727] eta: 3:12:25 lr: 0.000100 data_time: 0.0030 iter_time: 1.0520 loss: 26.1332 (26.5787) loss_class: 0.7287 (0.7488) loss_bbox: 0.1736 (0.1790) loss_giou: 0.3828 (0.3920) loss_class_0: 0.9333 (0.9322) loss_bbox_0: 0.1647 (0.1779) loss_giou_0: 0.3788 (0.3956) loss_class_1: 0.7856 (0.8098) loss_bbox_1: 0.1825 (0.1802) loss_giou_1: 0.3781 (0.3949) loss_class_2: 0.7777 (0.7771) loss_bbox_2: 0.1684 (0.1782) loss_giou_2: 0.3761 (0.3922) loss_class_3: 0.7462 (0.7593) loss_bbox_3: 0.1733 (0.1779) loss_giou_3: 0.3728 (0.3916) loss_class_4: 0.7289 (0.7501) loss_bbox_4: 0.1724 (0.1789) loss_giou_4: 0.3825 (0.3923) loss_class_enc: 0.8902 (0.8774) loss_bbox_enc: 0.1962 (0.2131) loss_giou_enc: 0.4225 (0.4479) loss_class_dn: 0.3832 (0.3830) loss_bbox_dn: 0.2340 (0.2635) loss_giou_dn: 0.4499 (0.4414) loss_class_dn_0: 0.4689 (0.4769) loss_bbox_dn_0: 0.3460 (0.3654) loss_giou_dn_0: 0.5702 (0.5702) loss_class_dn_1: 0.4063 (0.4128) loss_bbox_dn_1: 0.2585 (0.2876) loss_giou_dn_1: 0.4763 (0.4718) loss_class_dn_2: 0.3884 (0.3914) loss_bbox_dn_2: 0.2383 (0.2674) loss_giou_dn_2: 0.4567 (0.4475) loss_class_dn_3: 0.3852 (0.3850) loss_bbox_dn_3: 0.2342 (0.2644) loss_giou_dn_3: 0.4526 (0.4426) loss_class_dn_4: 0.3845 (0.3829) loss_bbox_dn_4: 0.2341 (0.2635) loss_giou_dn_4: 0.4497 (0.4413) loss_class_hybrid: 0.7393 (0.7537) loss_bbox_hybrid: 0.1754 (0.1913) loss_giou_hybrid: 0.4141 (0.4215) loss_class_0_hybrid: 0.8164 (0.8235) loss_bbox_0_hybrid: 0.1817 (0.2000) loss_giou_0_hybrid: 0.4384 (0.4382) loss_class_1_hybrid: 0.7633 (0.7788) loss_bbox_1_hybrid: 0.1765 (0.1953) loss_giou_1_hybrid: 0.4278 (0.4287) loss_class_2_hybrid: 0.7635 (0.7653) loss_bbox_2_hybrid: 0.1781 (0.1918) loss_giou_2_hybrid: 0.4220 (0.4234) loss_class_3_hybrid: 0.7380 (0.7569) loss_bbox_3_hybrid: 0.1762 (0.1914) loss_giou_3_hybrid: 0.4158 (0.4220) loss_class_4_hybrid: 0.7357 (0.7538) loss_bbox_4_hybrid: 0.1729 (0.1915) loss_giou_4_hybrid: 0.4157 (0.4218) loss_class_enc_hybrid: 0.7718 (0.7882) loss_bbox_enc_hybrid: 0.2194 (0.2385) loss_giou_enc_hybrid: 0.4831 (0.4980) mem: 1026 max mem: 36965 [2024-01-15 13:50:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:51:20 det.util.engine] INFO: Epoch: [7] [1050/11727] eta: 3:11:18 lr: 0.000100 data_time: 0.0031 iter_time: 1.0462 loss: 26.0165 (26.5800) loss_class: 0.7042 (0.7484) loss_bbox: 0.1804 (0.1792) loss_giou: 0.3615 (0.3918) loss_class_0: 0.8867 (0.9324) loss_bbox_0: 0.1669 (0.1783) loss_giou_0: 0.3866 (0.3956) loss_class_1: 0.7796 (0.8098) loss_bbox_1: 0.1720 (0.1803) loss_giou_1: 0.3699 (0.3947) loss_class_2: 0.7226 (0.7770) loss_bbox_2: 0.1692 (0.1783) loss_giou_2: 0.3630 (0.3920) loss_class_3: 0.7109 (0.7590) loss_bbox_3: 0.1797 (0.1782) loss_giou_3: 0.3695 (0.3915) loss_class_4: 0.7053 (0.7498) loss_bbox_4: 0.1785 (0.1791) loss_giou_4: 0.3613 (0.3921) loss_class_enc: 0.8562 (0.8776) loss_bbox_enc: 0.2090 (0.2133) loss_giou_enc: 0.4331 (0.4479) loss_class_dn: 0.3798 (0.3831) loss_bbox_dn: 0.2523 (0.2640) loss_giou_dn: 0.4429 (0.4412) loss_class_dn_0: 0.4700 (0.4769) loss_bbox_dn_0: 0.3404 (0.3656) loss_giou_dn_0: 0.5673 (0.5698) loss_class_dn_1: 0.4056 (0.4128) loss_bbox_dn_1: 0.2685 (0.2880) loss_giou_dn_1: 0.4745 (0.4715) loss_class_dn_2: 0.3849 (0.3914) loss_bbox_dn_2: 0.2511 (0.2678) loss_giou_dn_2: 0.4496 (0.4473) loss_class_dn_3: 0.3805 (0.3851) loss_bbox_dn_3: 0.2515 (0.2648) loss_giou_dn_3: 0.4437 (0.4424) loss_class_dn_4: 0.3804 (0.3830) loss_bbox_dn_4: 0.2524 (0.2640) loss_giou_dn_4: 0.4427 (0.4411) loss_class_hybrid: 0.7349 (0.7539) loss_bbox_hybrid: 0.1823 (0.1914) loss_giou_hybrid: 0.3866 (0.4212) loss_class_0_hybrid: 0.8136 (0.8238) loss_bbox_0_hybrid: 0.1956 (0.2002) loss_giou_0_hybrid: 0.3994 (0.4380) loss_class_1_hybrid: 0.7642 (0.7791) loss_bbox_1_hybrid: 0.1824 (0.1954) loss_giou_1_hybrid: 0.4011 (0.4285) loss_class_2_hybrid: 0.7420 (0.7652) loss_bbox_2_hybrid: 0.1825 (0.1919) loss_giou_2_hybrid: 0.3884 (0.4232) loss_class_3_hybrid: 0.7224 (0.7570) loss_bbox_3_hybrid: 0.1818 (0.1914) loss_giou_3_hybrid: 0.3870 (0.4218) loss_class_4_hybrid: 0.7354 (0.7541) loss_bbox_4_hybrid: 0.1813 (0.1915) loss_giou_4_hybrid: 0.3864 (0.4215) loss_class_enc_hybrid: 0.7870 (0.7885) loss_bbox_enc_hybrid: 0.2278 (0.2385) loss_giou_enc_hybrid: 0.4599 (0.4977) mem: 1020 max mem: 36965 [2024-01-15 13:51:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:52:12 det.util.engine] INFO: Epoch: [7] [1100/11727] eta: 3:10:12 lr: 0.000100 data_time: 0.0028 iter_time: 1.0270 loss: 25.9498 (26.5711) loss_class: 0.7482 (0.7479) loss_bbox: 0.1889 (0.1792) loss_giou: 0.3803 (0.3917) loss_class_0: 0.8903 (0.9324) loss_bbox_0: 0.1774 (0.1783) loss_giou_0: 0.3818 (0.3955) loss_class_1: 0.7932 (0.8096) loss_bbox_1: 0.1895 (0.1801) loss_giou_1: 0.3831 (0.3945) loss_class_2: 0.7607 (0.7763) loss_bbox_2: 0.1818 (0.1783) loss_giou_2: 0.3784 (0.3920) loss_class_3: 0.7769 (0.7583) loss_bbox_3: 0.1878 (0.1782) loss_giou_3: 0.3795 (0.3915) loss_class_4: 0.7393 (0.7493) loss_bbox_4: 0.1934 (0.1791) loss_giou_4: 0.3828 (0.3920) loss_class_enc: 0.8803 (0.8769) loss_bbox_enc: 0.2102 (0.2133) loss_giou_enc: 0.4288 (0.4480) loss_class_dn: 0.3857 (0.3829) loss_bbox_dn: 0.2697 (0.2640) loss_giou_dn: 0.4456 (0.4412) loss_class_dn_0: 0.4773 (0.4769) loss_bbox_dn_0: 0.3819 (0.3659) loss_giou_dn_0: 0.5721 (0.5699) loss_class_dn_1: 0.4185 (0.4128) loss_bbox_dn_1: 0.2981 (0.2881) loss_giou_dn_1: 0.4744 (0.4716) loss_class_dn_2: 0.3962 (0.3913) loss_bbox_dn_2: 0.2743 (0.2679) loss_giou_dn_2: 0.4497 (0.4473) loss_class_dn_3: 0.3885 (0.3849) loss_bbox_dn_3: 0.2692 (0.2648) loss_giou_dn_3: 0.4455 (0.4424) loss_class_dn_4: 0.3843 (0.3828) loss_bbox_dn_4: 0.2696 (0.2640) loss_giou_dn_4: 0.4455 (0.4410) loss_class_hybrid: 0.7444 (0.7535) loss_bbox_hybrid: 0.1898 (0.1912) loss_giou_hybrid: 0.4036 (0.4211) loss_class_0_hybrid: 0.7954 (0.8235) loss_bbox_0_hybrid: 0.1982 (0.2000) loss_giou_0_hybrid: 0.4171 (0.4378) loss_class_1_hybrid: 0.7641 (0.7789) loss_bbox_1_hybrid: 0.1967 (0.1952) loss_giou_1_hybrid: 0.4178 (0.4283) loss_class_2_hybrid: 0.7503 (0.7650) loss_bbox_2_hybrid: 0.1833 (0.1917) loss_giou_2_hybrid: 0.4080 (0.4230) loss_class_3_hybrid: 0.7499 (0.7566) loss_bbox_3_hybrid: 0.1851 (0.1912) loss_giou_3_hybrid: 0.4077 (0.4216) loss_class_4_hybrid: 0.7419 (0.7537) loss_bbox_4_hybrid: 0.1856 (0.1914) loss_giou_4_hybrid: 0.4086 (0.4214) loss_class_enc_hybrid: 0.7839 (0.7880) loss_bbox_enc_hybrid: 0.2281 (0.2384) loss_giou_enc_hybrid: 0.4802 (0.4978) mem: 1035 max mem: 36965 [2024-01-15 13:52:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:53:07 det.util.engine] INFO: Epoch: [7] [1150/11727] eta: 3:09:25 lr: 0.000100 data_time: 0.0029 iter_time: 1.1028 loss: 26.8542 (26.5692) loss_class: 0.7533 (0.7477) loss_bbox: 0.1735 (0.1795) loss_giou: 0.4181 (0.3917) loss_class_0: 0.9113 (0.9325) loss_bbox_0: 0.1774 (0.1785) loss_giou_0: 0.4165 (0.3952) loss_class_1: 0.8113 (0.8098) loss_bbox_1: 0.1554 (0.1801) loss_giou_1: 0.4056 (0.3942) loss_class_2: 0.7841 (0.7763) loss_bbox_2: 0.1683 (0.1784) loss_giou_2: 0.4172 (0.3918) loss_class_3: 0.7639 (0.7583) loss_bbox_3: 0.1692 (0.1783) loss_giou_3: 0.4186 (0.3914) loss_class_4: 0.7500 (0.7494) loss_bbox_4: 0.1729 (0.1792) loss_giou_4: 0.4188 (0.3919) loss_class_enc: 0.8803 (0.8772) loss_bbox_enc: 0.2100 (0.2135) loss_giou_enc: 0.4651 (0.4479) loss_class_dn: 0.3885 (0.3829) loss_bbox_dn: 0.2397 (0.2636) loss_giou_dn: 0.4697 (0.4409) loss_class_dn_0: 0.4753 (0.4771) loss_bbox_dn_0: 0.3418 (0.3657) loss_giou_dn_0: 0.5884 (0.5698) loss_class_dn_1: 0.4122 (0.4128) loss_bbox_dn_1: 0.2665 (0.2877) loss_giou_dn_1: 0.5013 (0.4712) loss_class_dn_2: 0.3954 (0.3913) loss_bbox_dn_2: 0.2528 (0.2675) loss_giou_dn_2: 0.4748 (0.4470) loss_class_dn_3: 0.3881 (0.3848) loss_bbox_dn_3: 0.2405 (0.2644) loss_giou_dn_3: 0.4718 (0.4421) loss_class_dn_4: 0.3860 (0.3828) loss_bbox_dn_4: 0.2397 (0.2636) loss_giou_dn_4: 0.4691 (0.4408) loss_class_hybrid: 0.7753 (0.7539) loss_bbox_hybrid: 0.1783 (0.1913) loss_giou_hybrid: 0.4342 (0.4207) loss_class_0_hybrid: 0.8093 (0.8238) loss_bbox_0_hybrid: 0.1921 (0.2001) loss_giou_0_hybrid: 0.4465 (0.4376) loss_class_1_hybrid: 0.8005 (0.7793) loss_bbox_1_hybrid: 0.1894 (0.1953) loss_giou_1_hybrid: 0.4408 (0.4279) loss_class_2_hybrid: 0.7902 (0.7654) loss_bbox_2_hybrid: 0.1809 (0.1918) loss_giou_2_hybrid: 0.4358 (0.4226) loss_class_3_hybrid: 0.7858 (0.7571) loss_bbox_3_hybrid: 0.1813 (0.1913) loss_giou_3_hybrid: 0.4449 (0.4212) loss_class_4_hybrid: 0.7764 (0.7541) loss_bbox_4_hybrid: 0.1784 (0.1915) loss_giou_4_hybrid: 0.4336 (0.4210) loss_class_enc_hybrid: 0.7947 (0.7883) loss_bbox_enc_hybrid: 0.2381 (0.2386) loss_giou_enc_hybrid: 0.5058 (0.4977) mem: 1017 max mem: 36965 [2024-01-15 13:53:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:54:00 det.util.engine] INFO: Epoch: [7] [1200/11727] eta: 3:08:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.0685 loss: 26.1194 (26.5607) loss_class: 0.7470 (0.7475) loss_bbox: 0.1694 (0.1795) loss_giou: 0.3858 (0.3913) loss_class_0: 0.9300 (0.9328) loss_bbox_0: 0.1658 (0.1785) loss_giou_0: 0.3776 (0.3947) loss_class_1: 0.8236 (0.8099) loss_bbox_1: 0.1617 (0.1801) loss_giou_1: 0.3757 (0.3937) loss_class_2: 0.7658 (0.7762) loss_bbox_2: 0.1665 (0.1783) loss_giou_2: 0.3784 (0.3913) loss_class_3: 0.7595 (0.7581) loss_bbox_3: 0.1639 (0.1783) loss_giou_3: 0.3877 (0.3910) loss_class_4: 0.7603 (0.7492) loss_bbox_4: 0.1593 (0.1792) loss_giou_4: 0.3713 (0.3915) loss_class_enc: 0.8817 (0.8769) loss_bbox_enc: 0.2011 (0.2135) loss_giou_enc: 0.4263 (0.4474) loss_class_dn: 0.3872 (0.3831) loss_bbox_dn: 0.2463 (0.2636) loss_giou_dn: 0.4288 (0.4406) loss_class_dn_0: 0.4811 (0.4771) loss_bbox_dn_0: 0.3568 (0.3656) loss_giou_dn_0: 0.5524 (0.5692) loss_class_dn_1: 0.4162 (0.4128) loss_bbox_dn_1: 0.2756 (0.2877) loss_giou_dn_1: 0.4550 (0.4709) loss_class_dn_2: 0.3946 (0.3915) loss_bbox_dn_2: 0.2534 (0.2675) loss_giou_dn_2: 0.4318 (0.4467) loss_class_dn_3: 0.3905 (0.3850) loss_bbox_dn_3: 0.2484 (0.2644) loss_giou_dn_3: 0.4300 (0.4418) loss_class_dn_4: 0.3878 (0.3830) loss_bbox_dn_4: 0.2463 (0.2636) loss_giou_dn_4: 0.4284 (0.4404) loss_class_hybrid: 0.7460 (0.7541) loss_bbox_hybrid: 0.1831 (0.1912) loss_giou_hybrid: 0.3889 (0.4201) loss_class_0_hybrid: 0.8144 (0.8242) loss_bbox_0_hybrid: 0.1936 (0.1999) loss_giou_0_hybrid: 0.4040 (0.4370) loss_class_1_hybrid: 0.7798 (0.7798) loss_bbox_1_hybrid: 0.1908 (0.1951) loss_giou_1_hybrid: 0.4001 (0.4272) loss_class_2_hybrid: 0.7650 (0.7658) loss_bbox_2_hybrid: 0.1870 (0.1916) loss_giou_2_hybrid: 0.3906 (0.4220) loss_class_3_hybrid: 0.7587 (0.7574) loss_bbox_3_hybrid: 0.1822 (0.1911) loss_giou_3_hybrid: 0.3865 (0.4206) loss_class_4_hybrid: 0.7565 (0.7543) loss_bbox_4_hybrid: 0.1827 (0.1913) loss_giou_4_hybrid: 0.3865 (0.4204) loss_class_enc_hybrid: 0.7996 (0.7886) loss_bbox_enc_hybrid: 0.2295 (0.2385) loss_giou_enc_hybrid: 0.4554 (0.4971) mem: 1025 max mem: 36965 [2024-01-15 13:54:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:54:54 det.util.engine] INFO: Epoch: [7] [1250/11727] eta: 3:07:33 lr: 0.000100 data_time: 0.0031 iter_time: 1.0862 loss: 25.8546 (26.5661) loss_class: 0.7232 (0.7484) loss_bbox: 0.1590 (0.1794) loss_giou: 0.3834 (0.3911) loss_class_0: 0.8796 (0.9332) loss_bbox_0: 0.1573 (0.1784) loss_giou_0: 0.3918 (0.3946) loss_class_1: 0.7732 (0.8103) loss_bbox_1: 0.1659 (0.1801) loss_giou_1: 0.4074 (0.3937) loss_class_2: 0.7526 (0.7770) loss_bbox_2: 0.1681 (0.1783) loss_giou_2: 0.3978 (0.3912) loss_class_3: 0.7598 (0.7589) loss_bbox_3: 0.1603 (0.1782) loss_giou_3: 0.3873 (0.3908) loss_class_4: 0.7259 (0.7499) loss_bbox_4: 0.1589 (0.1792) loss_giou_4: 0.3955 (0.3913) loss_class_enc: 0.8269 (0.8772) loss_bbox_enc: 0.1915 (0.2135) loss_giou_enc: 0.4515 (0.4473) loss_class_dn: 0.3829 (0.3831) loss_bbox_dn: 0.2630 (0.2633) loss_giou_dn: 0.4631 (0.4405) loss_class_dn_0: 0.4797 (0.4772) loss_bbox_dn_0: 0.3390 (0.3655) loss_giou_dn_0: 0.5732 (0.5692) loss_class_dn_1: 0.4124 (0.4129) loss_bbox_dn_1: 0.2776 (0.2875) loss_giou_dn_1: 0.4844 (0.4709) loss_class_dn_2: 0.3905 (0.3916) loss_bbox_dn_2: 0.2639 (0.2673) loss_giou_dn_2: 0.4684 (0.4467) loss_class_dn_3: 0.3858 (0.3851) loss_bbox_dn_3: 0.2617 (0.2641) loss_giou_dn_3: 0.4661 (0.4417) loss_class_dn_4: 0.3842 (0.3831) loss_bbox_dn_4: 0.2629 (0.2633) loss_giou_dn_4: 0.4632 (0.4404) loss_class_hybrid: 0.7324 (0.7548) loss_bbox_hybrid: 0.1774 (0.1911) loss_giou_hybrid: 0.4252 (0.4200) loss_class_0_hybrid: 0.8047 (0.8247) loss_bbox_0_hybrid: 0.1827 (0.1999) loss_giou_0_hybrid: 0.4493 (0.4369) loss_class_1_hybrid: 0.7545 (0.7802) loss_bbox_1_hybrid: 0.1819 (0.1952) loss_giou_1_hybrid: 0.4376 (0.4272) loss_class_2_hybrid: 0.7545 (0.7667) loss_bbox_2_hybrid: 0.1768 (0.1915) loss_giou_2_hybrid: 0.4326 (0.4219) loss_class_3_hybrid: 0.7457 (0.7580) loss_bbox_3_hybrid: 0.1791 (0.1911) loss_giou_3_hybrid: 0.4284 (0.4205) loss_class_4_hybrid: 0.7371 (0.7549) loss_bbox_4_hybrid: 0.1773 (0.1912) loss_giou_4_hybrid: 0.4296 (0.4203) loss_class_enc_hybrid: 0.7565 (0.7888) loss_bbox_enc_hybrid: 0.2198 (0.2385) loss_giou_enc_hybrid: 0.5131 (0.4970) mem: 1020 max mem: 36965 [2024-01-15 13:54:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:55:49 det.util.engine] INFO: Epoch: [7] [1300/11727] eta: 3:06:49 lr: 0.000100 data_time: 0.0027 iter_time: 1.1198 loss: 27.2653 (26.5614) loss_class: 0.7814 (0.7490) loss_bbox: 0.1822 (0.1792) loss_giou: 0.3551 (0.3902) loss_class_0: 0.9883 (0.9344) loss_bbox_0: 0.1789 (0.1782) loss_giou_0: 0.3525 (0.3936) loss_class_1: 0.8417 (0.8112) loss_bbox_1: 0.1867 (0.1799) loss_giou_1: 0.3619 (0.3927) loss_class_2: 0.8099 (0.7772) loss_bbox_2: 0.1821 (0.1782) loss_giou_2: 0.3749 (0.3904) loss_class_3: 0.7958 (0.7596) loss_bbox_3: 0.1796 (0.1780) loss_giou_3: 0.3535 (0.3898) loss_class_4: 0.7981 (0.7507) loss_bbox_4: 0.1801 (0.1789) loss_giou_4: 0.3550 (0.3904) loss_class_enc: 0.9002 (0.8778) loss_bbox_enc: 0.2237 (0.2134) loss_giou_enc: 0.4400 (0.4466) loss_class_dn: 0.3876 (0.3832) loss_bbox_dn: 0.2805 (0.2636) loss_giou_dn: 0.4545 (0.4402) loss_class_dn_0: 0.4819 (0.4773) loss_bbox_dn_0: 0.3969 (0.3659) loss_giou_dn_0: 0.5777 (0.5690) loss_class_dn_1: 0.4157 (0.4129) loss_bbox_dn_1: 0.3033 (0.2878) loss_giou_dn_1: 0.4872 (0.4706) loss_class_dn_2: 0.3950 (0.3916) loss_bbox_dn_2: 0.2841 (0.2676) loss_giou_dn_2: 0.4648 (0.4464) loss_class_dn_3: 0.3920 (0.3851) loss_bbox_dn_3: 0.2813 (0.2644) loss_giou_dn_3: 0.4558 (0.4414) loss_class_dn_4: 0.3902 (0.3831) loss_bbox_dn_4: 0.2802 (0.2636) loss_giou_dn_4: 0.4544 (0.4401) loss_class_hybrid: 0.7600 (0.7550) loss_bbox_hybrid: 0.1887 (0.1912) loss_giou_hybrid: 0.3853 (0.4193) loss_class_0_hybrid: 0.8292 (0.8253) loss_bbox_0_hybrid: 0.2054 (0.1999) loss_giou_0_hybrid: 0.4029 (0.4362) loss_class_1_hybrid: 0.7890 (0.7805) loss_bbox_1_hybrid: 0.2061 (0.1952) loss_giou_1_hybrid: 0.3963 (0.4264) loss_class_2_hybrid: 0.7829 (0.7670) loss_bbox_2_hybrid: 0.1968 (0.1915) loss_giou_2_hybrid: 0.3918 (0.4211) loss_class_3_hybrid: 0.7686 (0.7584) loss_bbox_3_hybrid: 0.1927 (0.1911) loss_giou_3_hybrid: 0.3901 (0.4197) loss_class_4_hybrid: 0.7718 (0.7553) loss_bbox_4_hybrid: 0.1921 (0.1913) loss_giou_4_hybrid: 0.3876 (0.4195) loss_class_enc_hybrid: 0.8017 (0.7891) loss_bbox_enc_hybrid: 0.2534 (0.2386) loss_giou_enc_hybrid: 0.4911 (0.4963) mem: 1028 max mem: 36965 [2024-01-15 13:55:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:56:42 det.util.engine] INFO: Epoch: [7] [1350/11727] eta: 3:05:55 lr: 0.000100 data_time: 0.0030 iter_time: 1.0815 loss: 27.1158 (26.5785) loss_class: 0.7414 (0.7493) loss_bbox: 0.1904 (0.1795) loss_giou: 0.3711 (0.3903) loss_class_0: 0.9718 (0.9350) loss_bbox_0: 0.1780 (0.1784) loss_giou_0: 0.3786 (0.3937) loss_class_1: 0.8376 (0.8119) loss_bbox_1: 0.1772 (0.1802) loss_giou_1: 0.3749 (0.3928) loss_class_2: 0.7900 (0.7784) loss_bbox_2: 0.1795 (0.1784) loss_giou_2: 0.3769 (0.3904) loss_class_3: 0.7524 (0.7598) loss_bbox_3: 0.1887 (0.1784) loss_giou_3: 0.3725 (0.3900) loss_class_4: 0.7420 (0.7510) loss_bbox_4: 0.1943 (0.1793) loss_giou_4: 0.3719 (0.3905) loss_class_enc: 0.9291 (0.8783) loss_bbox_enc: 0.2267 (0.2137) loss_giou_enc: 0.4085 (0.4465) loss_class_dn: 0.3983 (0.3834) loss_bbox_dn: 0.2688 (0.2641) loss_giou_dn: 0.4361 (0.4402) loss_class_dn_0: 0.4896 (0.4774) loss_bbox_dn_0: 0.3832 (0.3666) loss_giou_dn_0: 0.5507 (0.5689) loss_class_dn_1: 0.4220 (0.4131) loss_bbox_dn_1: 0.3095 (0.2884) loss_giou_dn_1: 0.4563 (0.4706) loss_class_dn_2: 0.4070 (0.3917) loss_bbox_dn_2: 0.2783 (0.2681) loss_giou_dn_2: 0.4413 (0.4464) loss_class_dn_3: 0.3984 (0.3853) loss_bbox_dn_3: 0.2707 (0.2650) loss_giou_dn_3: 0.4385 (0.4414) loss_class_dn_4: 0.3984 (0.3832) loss_bbox_dn_4: 0.2687 (0.2641) loss_giou_dn_4: 0.4362 (0.4400) loss_class_hybrid: 0.7754 (0.7556) loss_bbox_hybrid: 0.1983 (0.1915) loss_giou_hybrid: 0.3972 (0.4194) loss_class_0_hybrid: 0.8537 (0.8258) loss_bbox_0_hybrid: 0.2076 (0.2001) loss_giou_0_hybrid: 0.3953 (0.4363) loss_class_1_hybrid: 0.8121 (0.7811) loss_bbox_1_hybrid: 0.2030 (0.1955) loss_giou_1_hybrid: 0.3938 (0.4265) loss_class_2_hybrid: 0.7846 (0.7675) loss_bbox_2_hybrid: 0.2039 (0.1919) loss_giou_2_hybrid: 0.3894 (0.4213) loss_class_3_hybrid: 0.7716 (0.7590) loss_bbox_3_hybrid: 0.1990 (0.1914) loss_giou_3_hybrid: 0.3953 (0.4199) loss_class_4_hybrid: 0.7618 (0.7558) loss_bbox_4_hybrid: 0.1967 (0.1915) loss_giou_4_hybrid: 0.3976 (0.4197) loss_class_enc_hybrid: 0.8105 (0.7899) loss_bbox_enc_hybrid: 0.2495 (0.2389) loss_giou_enc_hybrid: 0.4455 (0.4963) mem: 1019 max mem: 36965 [2024-01-15 13:56:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:57:38 det.util.engine] INFO: Epoch: [7] [1400/11727] eta: 3:05:14 lr: 0.000100 data_time: 0.0030 iter_time: 1.1401 loss: 25.8518 (26.5770) loss_class: 0.7447 (0.7497) loss_bbox: 0.1810 (0.1797) loss_giou: 0.3609 (0.3896) loss_class_0: 0.9631 (0.9361) loss_bbox_0: 0.1660 (0.1785) loss_giou_0: 0.3549 (0.3930) loss_class_1: 0.8188 (0.8126) loss_bbox_1: 0.1778 (0.1803) loss_giou_1: 0.3577 (0.3920) loss_class_2: 0.8070 (0.7789) loss_bbox_2: 0.1828 (0.1786) loss_giou_2: 0.3735 (0.3896) loss_class_3: 0.7601 (0.7601) loss_bbox_3: 0.1850 (0.1786) loss_giou_3: 0.3716 (0.3893) loss_class_4: 0.7594 (0.7515) loss_bbox_4: 0.1845 (0.1794) loss_giou_4: 0.3647 (0.3898) loss_class_enc: 0.9143 (0.8792) loss_bbox_enc: 0.2159 (0.2140) loss_giou_enc: 0.4161 (0.4457) loss_class_dn: 0.3711 (0.3833) loss_bbox_dn: 0.2686 (0.2644) loss_giou_dn: 0.4023 (0.4397) loss_class_dn_0: 0.4708 (0.4774) loss_bbox_dn_0: 0.3857 (0.3672) loss_giou_dn_0: 0.5342 (0.5684) loss_class_dn_1: 0.4047 (0.4130) loss_bbox_dn_1: 0.3007 (0.2888) loss_giou_dn_1: 0.4374 (0.4700) loss_class_dn_2: 0.3857 (0.3916) loss_bbox_dn_2: 0.2726 (0.2684) loss_giou_dn_2: 0.4096 (0.4458) loss_class_dn_3: 0.3795 (0.3852) loss_bbox_dn_3: 0.2697 (0.2653) loss_giou_dn_3: 0.4057 (0.4409) loss_class_dn_4: 0.3737 (0.3832) loss_bbox_dn_4: 0.2685 (0.2644) loss_giou_dn_4: 0.4024 (0.4395) loss_class_hybrid: 0.7979 (0.7565) loss_bbox_hybrid: 0.1863 (0.1915) loss_giou_hybrid: 0.3703 (0.4184) loss_class_0_hybrid: 0.8760 (0.8268) loss_bbox_0_hybrid: 0.1882 (0.2002) loss_giou_0_hybrid: 0.3874 (0.4353) loss_class_1_hybrid: 0.8249 (0.7819) loss_bbox_1_hybrid: 0.1776 (0.1955) loss_giou_1_hybrid: 0.3736 (0.4256) loss_class_2_hybrid: 0.8204 (0.7683) loss_bbox_2_hybrid: 0.1904 (0.1920) loss_giou_2_hybrid: 0.3757 (0.4203) loss_class_3_hybrid: 0.7977 (0.7598) loss_bbox_3_hybrid: 0.1798 (0.1915) loss_giou_3_hybrid: 0.3689 (0.4189) loss_class_4_hybrid: 0.8007 (0.7565) loss_bbox_4_hybrid: 0.1893 (0.1916) loss_giou_4_hybrid: 0.3690 (0.4187) loss_class_enc_hybrid: 0.8635 (0.7909) loss_bbox_enc_hybrid: 0.2302 (0.2391) loss_giou_enc_hybrid: 0.4447 (0.4954) mem: 1017 max mem: 36965 [2024-01-15 13:57:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:58:31 det.util.engine] INFO: Epoch: [7] [1450/11727] eta: 3:04:20 lr: 0.000100 data_time: 0.0028 iter_time: 1.0838 loss: 26.6000 (26.6019) loss_class: 0.8068 (0.7502) loss_bbox: 0.1686 (0.1800) loss_giou: 0.3561 (0.3897) loss_class_0: 1.0219 (0.9370) loss_bbox_0: 0.1761 (0.1789) loss_giou_0: 0.3471 (0.3929) loss_class_1: 0.8884 (0.8136) loss_bbox_1: 0.1753 (0.1806) loss_giou_1: 0.3449 (0.3920) loss_class_2: 0.8708 (0.7797) loss_bbox_2: 0.1751 (0.1788) loss_giou_2: 0.3369 (0.3897) loss_class_3: 0.8230 (0.7607) loss_bbox_3: 0.1673 (0.1788) loss_giou_3: 0.3514 (0.3894) loss_class_4: 0.8184 (0.7521) loss_bbox_4: 0.1719 (0.1797) loss_giou_4: 0.3502 (0.3899) loss_class_enc: 0.9208 (0.8797) loss_bbox_enc: 0.2371 (0.2146) loss_giou_enc: 0.4098 (0.4458) loss_class_dn: 0.3740 (0.3833) loss_bbox_dn: 0.2760 (0.2655) loss_giou_dn: 0.4019 (0.4399) loss_class_dn_0: 0.4878 (0.4776) loss_bbox_dn_0: 0.3672 (0.3685) loss_giou_dn_0: 0.5507 (0.5686) loss_class_dn_1: 0.4101 (0.4130) loss_bbox_dn_1: 0.2991 (0.2900) loss_giou_dn_1: 0.4309 (0.4703) loss_class_dn_2: 0.3840 (0.3917) loss_bbox_dn_2: 0.2762 (0.2695) loss_giou_dn_2: 0.4072 (0.4461) loss_class_dn_3: 0.3759 (0.3853) loss_bbox_dn_3: 0.2768 (0.2664) loss_giou_dn_3: 0.4018 (0.4412) loss_class_dn_4: 0.3739 (0.3832) loss_bbox_dn_4: 0.2760 (0.2655) loss_giou_dn_4: 0.4019 (0.4398) loss_class_hybrid: 0.8288 (0.7570) loss_bbox_hybrid: 0.1850 (0.1919) loss_giou_hybrid: 0.3493 (0.4185) loss_class_0_hybrid: 0.8806 (0.8275) loss_bbox_0_hybrid: 0.2027 (0.2007) loss_giou_0_hybrid: 0.3790 (0.4354) loss_class_1_hybrid: 0.8552 (0.7825) loss_bbox_1_hybrid: 0.1971 (0.1961) loss_giou_1_hybrid: 0.3701 (0.4257) loss_class_2_hybrid: 0.8337 (0.7689) loss_bbox_2_hybrid: 0.1942 (0.1924) loss_giou_2_hybrid: 0.3507 (0.4204) loss_class_3_hybrid: 0.8288 (0.7604) loss_bbox_3_hybrid: 0.1926 (0.1919) loss_giou_3_hybrid: 0.3466 (0.4190) loss_class_4_hybrid: 0.8167 (0.7571) loss_bbox_4_hybrid: 0.1899 (0.1920) loss_giou_4_hybrid: 0.3519 (0.4188) loss_class_enc_hybrid: 0.8348 (0.7912) loss_bbox_enc_hybrid: 0.2372 (0.2398) loss_giou_enc_hybrid: 0.4360 (0.4956) mem: 1020 max mem: 36965 [2024-01-15 13:58:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 13:59:24 det.util.engine] INFO: Epoch: [7] [1500/11727] eta: 3:03:20 lr: 0.000100 data_time: 0.0031 iter_time: 1.0703 loss: 26.1489 (26.5963) loss_class: 0.7820 (0.7505) loss_bbox: 0.1611 (0.1797) loss_giou: 0.3641 (0.3895) loss_class_0: 0.9252 (0.9371) loss_bbox_0: 0.1669 (0.1786) loss_giou_0: 0.3659 (0.3927) loss_class_1: 0.8198 (0.8137) loss_bbox_1: 0.1680 (0.1803) loss_giou_1: 0.3726 (0.3919) loss_class_2: 0.7938 (0.7799) loss_bbox_2: 0.1654 (0.1786) loss_giou_2: 0.3614 (0.3895) loss_class_3: 0.7908 (0.7609) loss_bbox_3: 0.1596 (0.1786) loss_giou_3: 0.3598 (0.3893) loss_class_4: 0.7749 (0.7523) loss_bbox_4: 0.1612 (0.1795) loss_giou_4: 0.3643 (0.3897) loss_class_enc: 0.8720 (0.8802) loss_bbox_enc: 0.1994 (0.2143) loss_giou_enc: 0.4249 (0.4457) loss_class_dn: 0.3787 (0.3834) loss_bbox_dn: 0.2506 (0.2652) loss_giou_dn: 0.4459 (0.4400) loss_class_dn_0: 0.4738 (0.4776) loss_bbox_dn_0: 0.3355 (0.3682) loss_giou_dn_0: 0.5639 (0.5686) loss_class_dn_1: 0.4082 (0.4130) loss_bbox_dn_1: 0.2622 (0.2897) loss_giou_dn_1: 0.4702 (0.4704) loss_class_dn_2: 0.3885 (0.3918) loss_bbox_dn_2: 0.2571 (0.2692) loss_giou_dn_2: 0.4461 (0.4462) loss_class_dn_3: 0.3794 (0.3853) loss_bbox_dn_3: 0.2531 (0.2661) loss_giou_dn_3: 0.4443 (0.4413) loss_class_dn_4: 0.3781 (0.3832) loss_bbox_dn_4: 0.2505 (0.2652) loss_giou_dn_4: 0.4454 (0.4399) loss_class_hybrid: 0.7600 (0.7568) loss_bbox_hybrid: 0.1918 (0.1917) loss_giou_hybrid: 0.3897 (0.4185) loss_class_0_hybrid: 0.8182 (0.8274) loss_bbox_0_hybrid: 0.1923 (0.2004) loss_giou_0_hybrid: 0.4115 (0.4353) loss_class_1_hybrid: 0.7711 (0.7826) loss_bbox_1_hybrid: 0.1945 (0.1957) loss_giou_1_hybrid: 0.3966 (0.4256) loss_class_2_hybrid: 0.7644 (0.7688) loss_bbox_2_hybrid: 0.1895 (0.1921) loss_giou_2_hybrid: 0.3888 (0.4203) loss_class_3_hybrid: 0.7627 (0.7603) loss_bbox_3_hybrid: 0.1891 (0.1916) loss_giou_3_hybrid: 0.3933 (0.4189) loss_class_4_hybrid: 0.7556 (0.7569) loss_bbox_4_hybrid: 0.1908 (0.1918) loss_giou_4_hybrid: 0.3900 (0.4187) loss_class_enc_hybrid: 0.7845 (0.7910) loss_bbox_enc_hybrid: 0.2327 (0.2396) loss_giou_enc_hybrid: 0.4716 (0.4956) mem: 1023 max mem: 36965 [2024-01-15 13:59:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:00:17 det.util.engine] INFO: Epoch: [7] [1550/11727] eta: 3:02:20 lr: 0.000100 data_time: 0.0028 iter_time: 1.0554 loss: 27.5379 (26.6012) loss_class: 0.7581 (0.7510) loss_bbox: 0.1731 (0.1796) loss_giou: 0.4106 (0.3896) loss_class_0: 0.9271 (0.9371) loss_bbox_0: 0.1718 (0.1786) loss_giou_0: 0.4236 (0.3930) loss_class_1: 0.8127 (0.8135) loss_bbox_1: 0.1741 (0.1803) loss_giou_1: 0.4218 (0.3921) loss_class_2: 0.7784 (0.7800) loss_bbox_2: 0.1722 (0.1786) loss_giou_2: 0.4152 (0.3897) loss_class_3: 0.7738 (0.7613) loss_bbox_3: 0.1719 (0.1786) loss_giou_3: 0.4104 (0.3894) loss_class_4: 0.7511 (0.7527) loss_bbox_4: 0.1680 (0.1794) loss_giou_4: 0.4103 (0.3898) loss_class_enc: 0.8878 (0.8804) loss_bbox_enc: 0.2152 (0.2143) loss_giou_enc: 0.4731 (0.4460) loss_class_dn: 0.3864 (0.3834) loss_bbox_dn: 0.2691 (0.2652) loss_giou_dn: 0.4563 (0.4403) loss_class_dn_0: 0.4697 (0.4775) loss_bbox_dn_0: 0.3615 (0.3682) loss_giou_dn_0: 0.5813 (0.5690) loss_class_dn_1: 0.4142 (0.4130) loss_bbox_dn_1: 0.2833 (0.2897) loss_giou_dn_1: 0.4908 (0.4707) loss_class_dn_2: 0.4015 (0.3919) loss_bbox_dn_2: 0.2716 (0.2692) loss_giou_dn_2: 0.4615 (0.4464) loss_class_dn_3: 0.3906 (0.3854) loss_bbox_dn_3: 0.2686 (0.2660) loss_giou_dn_3: 0.4582 (0.4415) loss_class_dn_4: 0.3876 (0.3833) loss_bbox_dn_4: 0.2690 (0.2652) loss_giou_dn_4: 0.4561 (0.4401) loss_class_hybrid: 0.7595 (0.7568) loss_bbox_hybrid: 0.1913 (0.1915) loss_giou_hybrid: 0.4304 (0.4186) loss_class_0_hybrid: 0.7988 (0.8276) loss_bbox_0_hybrid: 0.2070 (0.2002) loss_giou_0_hybrid: 0.4476 (0.4354) loss_class_1_hybrid: 0.7756 (0.7827) loss_bbox_1_hybrid: 0.1932 (0.1955) loss_giou_1_hybrid: 0.4394 (0.4257) loss_class_2_hybrid: 0.7620 (0.7690) loss_bbox_2_hybrid: 0.1881 (0.1919) loss_giou_2_hybrid: 0.4374 (0.4204) loss_class_3_hybrid: 0.7586 (0.7604) loss_bbox_3_hybrid: 0.1888 (0.1915) loss_giou_3_hybrid: 0.4361 (0.4190) loss_class_4_hybrid: 0.7631 (0.7570) loss_bbox_4_hybrid: 0.1886 (0.1916) loss_giou_4_hybrid: 0.4311 (0.4188) loss_class_enc_hybrid: 0.7911 (0.7911) loss_bbox_enc_hybrid: 0.2360 (0.2395) loss_giou_enc_hybrid: 0.5107 (0.4960) mem: 1034 max mem: 36965 [2024-01-15 14:00:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:01:11 det.util.engine] INFO: Epoch: [7] [1600/11727] eta: 3:01:24 lr: 0.000100 data_time: 0.0030 iter_time: 1.0445 loss: 25.5150 (26.5927) loss_class: 0.7236 (0.7502) loss_bbox: 0.1575 (0.1795) loss_giou: 0.3842 (0.3904) loss_class_0: 0.8483 (0.9355) loss_bbox_0: 0.1678 (0.1786) loss_giou_0: 0.3803 (0.3939) loss_class_1: 0.7369 (0.8124) loss_bbox_1: 0.1605 (0.1802) loss_giou_1: 0.3737 (0.3930) loss_class_2: 0.7354 (0.7788) loss_bbox_2: 0.1587 (0.1785) loss_giou_2: 0.3786 (0.3905) loss_class_3: 0.7224 (0.7607) loss_bbox_3: 0.1561 (0.1784) loss_giou_3: 0.3829 (0.3902) loss_class_4: 0.7061 (0.7518) loss_bbox_4: 0.1588 (0.1793) loss_giou_4: 0.3842 (0.3906) loss_class_enc: 0.8155 (0.8791) loss_bbox_enc: 0.1934 (0.2141) loss_giou_enc: 0.4285 (0.4468) loss_class_dn: 0.3734 (0.3834) loss_bbox_dn: 0.2315 (0.2644) loss_giou_dn: 0.4203 (0.4405) loss_class_dn_0: 0.4555 (0.4774) loss_bbox_dn_0: 0.3172 (0.3674) loss_giou_dn_0: 0.5392 (0.5693) loss_class_dn_1: 0.3972 (0.4130) loss_bbox_dn_1: 0.2491 (0.2890) loss_giou_dn_1: 0.4419 (0.4709) loss_class_dn_2: 0.3776 (0.3918) loss_bbox_dn_2: 0.2306 (0.2685) loss_giou_dn_2: 0.4241 (0.4466) loss_class_dn_3: 0.3762 (0.3854) loss_bbox_dn_3: 0.2323 (0.2653) loss_giou_dn_3: 0.4213 (0.4417) loss_class_dn_4: 0.3746 (0.3833) loss_bbox_dn_4: 0.2315 (0.2644) loss_giou_dn_4: 0.4204 (0.4403) loss_class_hybrid: 0.6893 (0.7555) loss_bbox_hybrid: 0.1935 (0.1916) loss_giou_hybrid: 0.3910 (0.4195) loss_class_0_hybrid: 0.7467 (0.8261) loss_bbox_0_hybrid: 0.1965 (0.2003) loss_giou_0_hybrid: 0.3969 (0.4363) loss_class_1_hybrid: 0.7219 (0.7814) loss_bbox_1_hybrid: 0.1927 (0.1956) loss_giou_1_hybrid: 0.3854 (0.4267) loss_class_2_hybrid: 0.7190 (0.7679) loss_bbox_2_hybrid: 0.1912 (0.1920) loss_giou_2_hybrid: 0.3897 (0.4214) loss_class_3_hybrid: 0.6957 (0.7591) loss_bbox_3_hybrid: 0.1892 (0.1915) loss_giou_3_hybrid: 0.3870 (0.4200) loss_class_4_hybrid: 0.6987 (0.7558) loss_bbox_4_hybrid: 0.1895 (0.1917) loss_giou_4_hybrid: 0.3883 (0.4198) loss_class_enc_hybrid: 0.7251 (0.7898) loss_bbox_enc_hybrid: 0.2194 (0.2393) loss_giou_enc_hybrid: 0.4594 (0.4969) mem: 1029 max mem: 36965 [2024-01-15 14:01:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:02:04 det.util.engine] INFO: Epoch: [7] [1650/11727] eta: 3:00:26 lr: 0.000100 data_time: 0.0029 iter_time: 1.0279 loss: 25.7617 (26.5896) loss_class: 0.7582 (0.7511) loss_bbox: 0.1578 (0.1791) loss_giou: 0.3510 (0.3899) loss_class_0: 0.9019 (0.9360) loss_bbox_0: 0.1685 (0.1783) loss_giou_0: 0.3697 (0.3936) loss_class_1: 0.7765 (0.8127) loss_bbox_1: 0.1635 (0.1800) loss_giou_1: 0.3578 (0.3926) loss_class_2: 0.7698 (0.7795) loss_bbox_2: 0.1574 (0.1782) loss_giou_2: 0.3580 (0.3901) loss_class_3: 0.7563 (0.7612) loss_bbox_3: 0.1630 (0.1781) loss_giou_3: 0.3488 (0.3897) loss_class_4: 0.7575 (0.7526) loss_bbox_4: 0.1577 (0.1789) loss_giou_4: 0.3500 (0.3902) loss_class_enc: 0.8524 (0.8797) loss_bbox_enc: 0.2074 (0.2139) loss_giou_enc: 0.4252 (0.4464) loss_class_dn: 0.3735 (0.3833) loss_bbox_dn: 0.2506 (0.2645) loss_giou_dn: 0.4300 (0.4403) loss_class_dn_0: 0.4713 (0.4774) loss_bbox_dn_0: 0.3677 (0.3675) loss_giou_dn_0: 0.5453 (0.5690) loss_class_dn_1: 0.3954 (0.4129) loss_bbox_dn_1: 0.2779 (0.2891) loss_giou_dn_1: 0.4588 (0.4707) loss_class_dn_2: 0.3819 (0.3918) loss_bbox_dn_2: 0.2544 (0.2686) loss_giou_dn_2: 0.4366 (0.4464) loss_class_dn_3: 0.3745 (0.3853) loss_bbox_dn_3: 0.2507 (0.2654) loss_giou_dn_3: 0.4315 (0.4415) loss_class_dn_4: 0.3746 (0.3832) loss_bbox_dn_4: 0.2507 (0.2645) loss_giou_dn_4: 0.4300 (0.4401) loss_class_hybrid: 0.7476 (0.7560) loss_bbox_hybrid: 0.1684 (0.1913) loss_giou_hybrid: 0.3704 (0.4191) loss_class_0_hybrid: 0.7946 (0.8264) loss_bbox_0_hybrid: 0.1789 (0.2000) loss_giou_0_hybrid: 0.3968 (0.4359) loss_class_1_hybrid: 0.7561 (0.7819) loss_bbox_1_hybrid: 0.1751 (0.1953) loss_giou_1_hybrid: 0.3777 (0.4262) loss_class_2_hybrid: 0.7439 (0.7681) loss_bbox_2_hybrid: 0.1715 (0.1917) loss_giou_2_hybrid: 0.3738 (0.4209) loss_class_3_hybrid: 0.7523 (0.7595) loss_bbox_3_hybrid: 0.1712 (0.1913) loss_giou_3_hybrid: 0.3726 (0.4196) loss_class_4_hybrid: 0.7501 (0.7564) loss_bbox_4_hybrid: 0.1710 (0.1914) loss_giou_4_hybrid: 0.3699 (0.4193) loss_class_enc_hybrid: 0.7574 (0.7901) loss_bbox_enc_hybrid: 0.2260 (0.2391) loss_giou_enc_hybrid: 0.4454 (0.4965) mem: 1014 max mem: 36965 [2024-01-15 14:02:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:02:59 det.util.engine] INFO: Epoch: [7] [1700/11727] eta: 2:59:40 lr: 0.000100 data_time: 0.0033 iter_time: 1.1016 loss: 26.5185 (26.6003) loss_class: 0.7459 (0.7517) loss_bbox: 0.1616 (0.1789) loss_giou: 0.3553 (0.3903) loss_class_0: 0.8956 (0.9359) loss_bbox_0: 0.1622 (0.1781) loss_giou_0: 0.3768 (0.3941) loss_class_1: 0.7981 (0.8131) loss_bbox_1: 0.1652 (0.1797) loss_giou_1: 0.3534 (0.3931) loss_class_2: 0.7657 (0.7799) loss_bbox_2: 0.1673 (0.1780) loss_giou_2: 0.3574 (0.3906) loss_class_3: 0.7474 (0.7618) loss_bbox_3: 0.1618 (0.1779) loss_giou_3: 0.3540 (0.3901) loss_class_4: 0.7317 (0.7532) loss_bbox_4: 0.1619 (0.1787) loss_giou_4: 0.3554 (0.3906) loss_class_enc: 0.8318 (0.8793) loss_bbox_enc: 0.1988 (0.2138) loss_giou_enc: 0.4208 (0.4471) loss_class_dn: 0.3897 (0.3834) loss_bbox_dn: 0.2453 (0.2646) loss_giou_dn: 0.4329 (0.4408) loss_class_dn_0: 0.4777 (0.4774) loss_bbox_dn_0: 0.3274 (0.3675) loss_giou_dn_0: 0.5558 (0.5695) loss_class_dn_1: 0.4170 (0.4130) loss_bbox_dn_1: 0.2648 (0.2892) loss_giou_dn_1: 0.4640 (0.4712) loss_class_dn_2: 0.3965 (0.3918) loss_bbox_dn_2: 0.2442 (0.2686) loss_giou_dn_2: 0.4391 (0.4470) loss_class_dn_3: 0.3931 (0.3854) loss_bbox_dn_3: 0.2460 (0.2655) loss_giou_dn_3: 0.4328 (0.4421) loss_class_dn_4: 0.3899 (0.3833) loss_bbox_dn_4: 0.2455 (0.2646) loss_giou_dn_4: 0.4324 (0.4407) loss_class_hybrid: 0.7279 (0.7560) loss_bbox_hybrid: 0.1764 (0.1911) loss_giou_hybrid: 0.3675 (0.4197) loss_class_0_hybrid: 0.7934 (0.8262) loss_bbox_0_hybrid: 0.1875 (0.1998) loss_giou_0_hybrid: 0.3960 (0.4366) loss_class_1_hybrid: 0.7607 (0.7819) loss_bbox_1_hybrid: 0.1774 (0.1951) loss_giou_1_hybrid: 0.3801 (0.4268) loss_class_2_hybrid: 0.7357 (0.7682) loss_bbox_2_hybrid: 0.1744 (0.1915) loss_giou_2_hybrid: 0.3687 (0.4215) loss_class_3_hybrid: 0.7277 (0.7596) loss_bbox_3_hybrid: 0.1777 (0.1911) loss_giou_3_hybrid: 0.3682 (0.4202) loss_class_4_hybrid: 0.7323 (0.7564) loss_bbox_4_hybrid: 0.1765 (0.1912) loss_giou_4_hybrid: 0.3686 (0.4200) loss_class_enc_hybrid: 0.7669 (0.7898) loss_bbox_enc_hybrid: 0.2177 (0.2389) loss_giou_enc_hybrid: 0.4700 (0.4973) mem: 1016 max mem: 36965 [2024-01-15 14:02:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:03:53 det.util.engine] INFO: Epoch: [7] [1750/11727] eta: 2:58:47 lr: 0.000100 data_time: 0.0028 iter_time: 1.0570 loss: 26.3588 (26.6024) loss_class: 0.7754 (0.7521) loss_bbox: 0.1790 (0.1789) loss_giou: 0.3592 (0.3905) loss_class_0: 0.9665 (0.9361) loss_bbox_0: 0.1811 (0.1781) loss_giou_0: 0.3490 (0.3943) loss_class_1: 0.8262 (0.8132) loss_bbox_1: 0.1725 (0.1797) loss_giou_1: 0.3516 (0.3933) loss_class_2: 0.7714 (0.7799) loss_bbox_2: 0.1798 (0.1780) loss_giou_2: 0.3547 (0.3908) loss_class_3: 0.7571 (0.7620) loss_bbox_3: 0.1808 (0.1779) loss_giou_3: 0.3495 (0.3903) loss_class_4: 0.7829 (0.7535) loss_bbox_4: 0.1838 (0.1787) loss_giou_4: 0.3668 (0.3908) loss_class_enc: 0.9126 (0.8794) loss_bbox_enc: 0.2212 (0.2137) loss_giou_enc: 0.3981 (0.4472) loss_class_dn: 0.3835 (0.3835) loss_bbox_dn: 0.2657 (0.2643) loss_giou_dn: 0.3974 (0.4407) loss_class_dn_0: 0.4808 (0.4775) loss_bbox_dn_0: 0.3680 (0.3669) loss_giou_dn_0: 0.5239 (0.5692) loss_class_dn_1: 0.4075 (0.4130) loss_bbox_dn_1: 0.2938 (0.2887) loss_giou_dn_1: 0.4328 (0.4711) loss_class_dn_2: 0.3923 (0.3919) loss_bbox_dn_2: 0.2715 (0.2683) loss_giou_dn_2: 0.4043 (0.4469) loss_class_dn_3: 0.3831 (0.3855) loss_bbox_dn_3: 0.2688 (0.2651) loss_giou_dn_3: 0.4022 (0.4420) loss_class_dn_4: 0.3867 (0.3834) loss_bbox_dn_4: 0.2658 (0.2643) loss_giou_dn_4: 0.3970 (0.4406) loss_class_hybrid: 0.7618 (0.7561) loss_bbox_hybrid: 0.1816 (0.1911) loss_giou_hybrid: 0.3723 (0.4200) loss_class_0_hybrid: 0.8552 (0.8262) loss_bbox_0_hybrid: 0.2042 (0.1999) loss_giou_0_hybrid: 0.3822 (0.4368) loss_class_1_hybrid: 0.8193 (0.7820) loss_bbox_1_hybrid: 0.1935 (0.1951) loss_giou_1_hybrid: 0.3779 (0.4270) loss_class_2_hybrid: 0.8020 (0.7684) loss_bbox_2_hybrid: 0.1931 (0.1916) loss_giou_2_hybrid: 0.3711 (0.4218) loss_class_3_hybrid: 0.7699 (0.7597) loss_bbox_3_hybrid: 0.1815 (0.1911) loss_giou_3_hybrid: 0.3699 (0.4204) loss_class_4_hybrid: 0.7550 (0.7564) loss_bbox_4_hybrid: 0.1814 (0.1912) loss_giou_4_hybrid: 0.3738 (0.4202) loss_class_enc_hybrid: 0.8176 (0.7900) loss_bbox_enc_hybrid: 0.2375 (0.2389) loss_giou_enc_hybrid: 0.4359 (0.4974) mem: 1025 max mem: 36965 [2024-01-15 14:03:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:04:47 det.util.engine] INFO: Epoch: [7] [1800/11727] eta: 2:57:58 lr: 0.000100 data_time: 0.0031 iter_time: 1.1210 loss: 25.8770 (26.5868) loss_class: 0.7035 (0.7515) loss_bbox: 0.1478 (0.1785) loss_giou: 0.3851 (0.3907) loss_class_0: 0.8834 (0.9351) loss_bbox_0: 0.1480 (0.1778) loss_giou_0: 0.4056 (0.3945) loss_class_1: 0.7509 (0.8123) loss_bbox_1: 0.1509 (0.1793) loss_giou_1: 0.3975 (0.3935) loss_class_2: 0.7414 (0.7793) loss_bbox_2: 0.1452 (0.1776) loss_giou_2: 0.3870 (0.3910) loss_class_3: 0.7092 (0.7614) loss_bbox_3: 0.1507 (0.1775) loss_giou_3: 0.3928 (0.3905) loss_class_4: 0.7093 (0.7530) loss_bbox_4: 0.1524 (0.1784) loss_giou_4: 0.3855 (0.3910) loss_class_enc: 0.7873 (0.8784) loss_bbox_enc: 0.1828 (0.2134) loss_giou_enc: 0.4399 (0.4473) loss_class_dn: 0.3798 (0.3834) loss_bbox_dn: 0.2166 (0.2637) loss_giou_dn: 0.4305 (0.4409) loss_class_dn_0: 0.4769 (0.4774) loss_bbox_dn_0: 0.3114 (0.3661) loss_giou_dn_0: 0.5654 (0.5693) loss_class_dn_1: 0.4072 (0.4129) loss_bbox_dn_1: 0.2290 (0.2882) loss_giou_dn_1: 0.4586 (0.4712) loss_class_dn_2: 0.3902 (0.3919) loss_bbox_dn_2: 0.2192 (0.2678) loss_giou_dn_2: 0.4366 (0.4470) loss_class_dn_3: 0.3833 (0.3855) loss_bbox_dn_3: 0.2173 (0.2646) loss_giou_dn_3: 0.4329 (0.4421) loss_class_dn_4: 0.3803 (0.3834) loss_bbox_dn_4: 0.2166 (0.2637) loss_giou_dn_4: 0.4304 (0.4407) loss_class_hybrid: 0.7049 (0.7555) loss_bbox_hybrid: 0.1596 (0.1908) loss_giou_hybrid: 0.3990 (0.4201) loss_class_0_hybrid: 0.7755 (0.8255) loss_bbox_0_hybrid: 0.1736 (0.1996) loss_giou_0_hybrid: 0.4256 (0.4369) loss_class_1_hybrid: 0.7125 (0.7812) loss_bbox_1_hybrid: 0.1660 (0.1948) loss_giou_1_hybrid: 0.4104 (0.4272) loss_class_2_hybrid: 0.7188 (0.7677) loss_bbox_2_hybrid: 0.1620 (0.1912) loss_giou_2_hybrid: 0.4000 (0.4219) loss_class_3_hybrid: 0.7142 (0.7591) loss_bbox_3_hybrid: 0.1610 (0.1908) loss_giou_3_hybrid: 0.4063 (0.4206) loss_class_4_hybrid: 0.7072 (0.7558) loss_bbox_4_hybrid: 0.1594 (0.1909) loss_giou_4_hybrid: 0.4027 (0.4203) loss_class_enc_hybrid: 0.7475 (0.7893) loss_bbox_enc_hybrid: 0.1976 (0.2384) loss_giou_enc_hybrid: 0.4706 (0.4974) mem: 1024 max mem: 36965 [2024-01-15 14:04:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:05:42 det.util.engine] INFO: Epoch: [7] [1850/11727] eta: 2:57:08 lr: 0.000100 data_time: 0.0027 iter_time: 1.1020 loss: 25.5927 (26.6004) loss_class: 0.7269 (0.7520) loss_bbox: 0.1619 (0.1786) loss_giou: 0.3636 (0.3908) loss_class_0: 0.9147 (0.9357) loss_bbox_0: 0.1612 (0.1779) loss_giou_0: 0.3763 (0.3947) loss_class_1: 0.7996 (0.8130) loss_bbox_1: 0.1551 (0.1794) loss_giou_1: 0.3613 (0.3936) loss_class_2: 0.7709 (0.7799) loss_bbox_2: 0.1602 (0.1778) loss_giou_2: 0.3679 (0.3912) loss_class_3: 0.7360 (0.7620) loss_bbox_3: 0.1614 (0.1777) loss_giou_3: 0.3603 (0.3906) loss_class_4: 0.7238 (0.7534) loss_bbox_4: 0.1654 (0.1785) loss_giou_4: 0.3647 (0.3911) loss_class_enc: 0.8529 (0.8786) loss_bbox_enc: 0.2039 (0.2135) loss_giou_enc: 0.4290 (0.4475) loss_class_dn: 0.3830 (0.3834) loss_bbox_dn: 0.2478 (0.2640) loss_giou_dn: 0.4116 (0.4410) loss_class_dn_0: 0.4701 (0.4773) loss_bbox_dn_0: 0.3270 (0.3663) loss_giou_dn_0: 0.5563 (0.5696) loss_class_dn_1: 0.4030 (0.4130) loss_bbox_dn_1: 0.2685 (0.2884) loss_giou_dn_1: 0.4507 (0.4714) loss_class_dn_2: 0.3846 (0.3919) loss_bbox_dn_2: 0.2511 (0.2680) loss_giou_dn_2: 0.4178 (0.4472) loss_class_dn_3: 0.3824 (0.3855) loss_bbox_dn_3: 0.2477 (0.2648) loss_giou_dn_3: 0.4138 (0.4423) loss_class_dn_4: 0.3799 (0.3834) loss_bbox_dn_4: 0.2479 (0.2640) loss_giou_dn_4: 0.4116 (0.4409) loss_class_hybrid: 0.7513 (0.7559) loss_bbox_hybrid: 0.1703 (0.1910) loss_giou_hybrid: 0.3915 (0.4204) loss_class_0_hybrid: 0.7984 (0.8258) loss_bbox_0_hybrid: 0.1845 (0.1997) loss_giou_0_hybrid: 0.4052 (0.4372) loss_class_1_hybrid: 0.7673 (0.7817) loss_bbox_1_hybrid: 0.1715 (0.1950) loss_giou_1_hybrid: 0.3987 (0.4274) loss_class_2_hybrid: 0.7516 (0.7680) loss_bbox_2_hybrid: 0.1708 (0.1914) loss_giou_2_hybrid: 0.3966 (0.4221) loss_class_3_hybrid: 0.7503 (0.7594) loss_bbox_3_hybrid: 0.1708 (0.1910) loss_giou_3_hybrid: 0.3919 (0.4208) loss_class_4_hybrid: 0.7509 (0.7562) loss_bbox_4_hybrid: 0.1703 (0.1911) loss_giou_4_hybrid: 0.3921 (0.4206) loss_class_enc_hybrid: 0.7811 (0.7897) loss_bbox_enc_hybrid: 0.2148 (0.2385) loss_giou_enc_hybrid: 0.4787 (0.4976) mem: 1042 max mem: 36965 [2024-01-15 14:05:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:06:38 det.util.engine] INFO: Epoch: [7] [1900/11727] eta: 2:56:26 lr: 0.000100 data_time: 0.0031 iter_time: 1.1119 loss: 27.6483 (26.6071) loss_class: 0.7157 (0.7518) loss_bbox: 0.1932 (0.1791) loss_giou: 0.4080 (0.3908) loss_class_0: 0.9136 (0.9354) loss_bbox_0: 0.1869 (0.1784) loss_giou_0: 0.4133 (0.3947) loss_class_1: 0.7967 (0.8129) loss_bbox_1: 0.1842 (0.1798) loss_giou_1: 0.4114 (0.3936) loss_class_2: 0.7536 (0.7795) loss_bbox_2: 0.1946 (0.1782) loss_giou_2: 0.4075 (0.3912) loss_class_3: 0.7246 (0.7616) loss_bbox_3: 0.1938 (0.1782) loss_giou_3: 0.4131 (0.3907) loss_class_4: 0.7255 (0.7531) loss_bbox_4: 0.1931 (0.1790) loss_giou_4: 0.4107 (0.3911) loss_class_enc: 0.8428 (0.8786) loss_bbox_enc: 0.2136 (0.2139) loss_giou_enc: 0.4986 (0.4475) loss_class_dn: 0.3889 (0.3833) loss_bbox_dn: 0.2672 (0.2645) loss_giou_dn: 0.4543 (0.4410) loss_class_dn_0: 0.4749 (0.4773) loss_bbox_dn_0: 0.3436 (0.3670) loss_giou_dn_0: 0.6210 (0.5696) loss_class_dn_1: 0.4169 (0.4129) loss_bbox_dn_1: 0.2898 (0.2890) loss_giou_dn_1: 0.4950 (0.4714) loss_class_dn_2: 0.3985 (0.3919) loss_bbox_dn_2: 0.2692 (0.2685) loss_giou_dn_2: 0.4544 (0.4472) loss_class_dn_3: 0.3911 (0.3854) loss_bbox_dn_3: 0.2694 (0.2654) loss_giou_dn_3: 0.4534 (0.4422) loss_class_dn_4: 0.3906 (0.3833) loss_bbox_dn_4: 0.2672 (0.2645) loss_giou_dn_4: 0.4544 (0.4409) loss_class_hybrid: 0.7200 (0.7558) loss_bbox_hybrid: 0.2065 (0.1915) loss_giou_hybrid: 0.4286 (0.4202) loss_class_0_hybrid: 0.7863 (0.8257) loss_bbox_0_hybrid: 0.2204 (0.2002) loss_giou_0_hybrid: 0.4653 (0.4371) loss_class_1_hybrid: 0.7572 (0.7816) loss_bbox_1_hybrid: 0.2075 (0.1954) loss_giou_1_hybrid: 0.4485 (0.4273) loss_class_2_hybrid: 0.7334 (0.7679) loss_bbox_2_hybrid: 0.2058 (0.1918) loss_giou_2_hybrid: 0.4358 (0.4220) loss_class_3_hybrid: 0.7159 (0.7592) loss_bbox_3_hybrid: 0.2025 (0.1915) loss_giou_3_hybrid: 0.4359 (0.4207) loss_class_4_hybrid: 0.7220 (0.7562) loss_bbox_4_hybrid: 0.2067 (0.1916) loss_giou_4_hybrid: 0.4302 (0.4205) loss_class_enc_hybrid: 0.7600 (0.7898) loss_bbox_enc_hybrid: 0.2477 (0.2390) loss_giou_enc_hybrid: 0.5216 (0.4975) mem: 1023 max mem: 36965 [2024-01-15 14:06:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:07:32 det.util.engine] INFO: Epoch: [7] [1950/11727] eta: 2:55:33 lr: 0.000100 data_time: 0.0031 iter_time: 1.1181 loss: 26.0204 (26.5960) loss_class: 0.7391 (0.7516) loss_bbox: 0.1590 (0.1789) loss_giou: 0.3875 (0.3905) loss_class_0: 0.8928 (0.9351) loss_bbox_0: 0.1563 (0.1783) loss_giou_0: 0.3839 (0.3944) loss_class_1: 0.7597 (0.8124) loss_bbox_1: 0.1584 (0.1796) loss_giou_1: 0.3810 (0.3933) loss_class_2: 0.7631 (0.7793) loss_bbox_2: 0.1552 (0.1781) loss_giou_2: 0.3899 (0.3910) loss_class_3: 0.7390 (0.7614) loss_bbox_3: 0.1590 (0.1781) loss_giou_3: 0.3846 (0.3904) loss_class_4: 0.7381 (0.7530) loss_bbox_4: 0.1588 (0.1788) loss_giou_4: 0.3858 (0.3909) loss_class_enc: 0.8261 (0.8781) loss_bbox_enc: 0.1931 (0.2138) loss_giou_enc: 0.4325 (0.4472) loss_class_dn: 0.3756 (0.3833) loss_bbox_dn: 0.2266 (0.2644) loss_giou_dn: 0.4475 (0.4409) loss_class_dn_0: 0.4710 (0.4773) loss_bbox_dn_0: 0.3264 (0.3670) loss_giou_dn_0: 0.5747 (0.5697) loss_class_dn_1: 0.4067 (0.4129) loss_bbox_dn_1: 0.2491 (0.2888) loss_giou_dn_1: 0.4723 (0.4713) loss_class_dn_2: 0.3861 (0.3918) loss_bbox_dn_2: 0.2302 (0.2684) loss_giou_dn_2: 0.4531 (0.4470) loss_class_dn_3: 0.3780 (0.3854) loss_bbox_dn_3: 0.2297 (0.2653) loss_giou_dn_3: 0.4491 (0.4421) loss_class_dn_4: 0.3771 (0.3833) loss_bbox_dn_4: 0.2267 (0.2644) loss_giou_dn_4: 0.4474 (0.4407) loss_class_hybrid: 0.7496 (0.7561) loss_bbox_hybrid: 0.1675 (0.1911) loss_giou_hybrid: 0.3963 (0.4197) loss_class_0_hybrid: 0.7803 (0.8257) loss_bbox_0_hybrid: 0.1769 (0.1999) loss_giou_0_hybrid: 0.4066 (0.4366) loss_class_1_hybrid: 0.7587 (0.7817) loss_bbox_1_hybrid: 0.1751 (0.1951) loss_giou_1_hybrid: 0.3956 (0.4268) loss_class_2_hybrid: 0.7519 (0.7680) loss_bbox_2_hybrid: 0.1697 (0.1915) loss_giou_2_hybrid: 0.3983 (0.4215) loss_class_3_hybrid: 0.7463 (0.7595) loss_bbox_3_hybrid: 0.1682 (0.1912) loss_giou_3_hybrid: 0.3943 (0.4202) loss_class_4_hybrid: 0.7452 (0.7565) loss_bbox_4_hybrid: 0.1670 (0.1912) loss_giou_4_hybrid: 0.3971 (0.4199) loss_class_enc_hybrid: 0.7652 (0.7898) loss_bbox_enc_hybrid: 0.2119 (0.2387) loss_giou_enc_hybrid: 0.4648 (0.4970) mem: 1031 max mem: 36965 [2024-01-15 14:07:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:08:26 det.util.engine] INFO: Epoch: [7] [2000/11727] eta: 2:54:41 lr: 0.000100 data_time: 0.0030 iter_time: 1.1131 loss: 27.3278 (26.6065) loss_class: 0.7396 (0.7519) loss_bbox: 0.1640 (0.1791) loss_giou: 0.4122 (0.3907) loss_class_0: 0.9358 (0.9359) loss_bbox_0: 0.1570 (0.1783) loss_giou_0: 0.4059 (0.3944) loss_class_1: 0.7898 (0.8129) loss_bbox_1: 0.1702 (0.1798) loss_giou_1: 0.4099 (0.3935) loss_class_2: 0.7715 (0.7798) loss_bbox_2: 0.1628 (0.1781) loss_giou_2: 0.4044 (0.3911) loss_class_3: 0.7450 (0.7616) loss_bbox_3: 0.1636 (0.1783) loss_giou_3: 0.4037 (0.3906) loss_class_4: 0.7392 (0.7533) loss_bbox_4: 0.1638 (0.1790) loss_giou_4: 0.4059 (0.3911) loss_class_enc: 0.8815 (0.8789) loss_bbox_enc: 0.2091 (0.2138) loss_giou_enc: 0.4511 (0.4472) loss_class_dn: 0.3886 (0.3833) loss_bbox_dn: 0.2346 (0.2645) loss_giou_dn: 0.4481 (0.4410) loss_class_dn_0: 0.4718 (0.4773) loss_bbox_dn_0: 0.3218 (0.3672) loss_giou_dn_0: 0.5691 (0.5697) loss_class_dn_1: 0.4112 (0.4129) loss_bbox_dn_1: 0.2650 (0.2890) loss_giou_dn_1: 0.4700 (0.4714) loss_class_dn_2: 0.3948 (0.3918) loss_bbox_dn_2: 0.2382 (0.2685) loss_giou_dn_2: 0.4529 (0.4471) loss_class_dn_3: 0.3897 (0.3854) loss_bbox_dn_3: 0.2348 (0.2654) loss_giou_dn_3: 0.4495 (0.4422) loss_class_dn_4: 0.3890 (0.3833) loss_bbox_dn_4: 0.2346 (0.2645) loss_giou_dn_4: 0.4479 (0.4409) loss_class_hybrid: 0.7530 (0.7566) loss_bbox_hybrid: 0.1767 (0.1912) loss_giou_hybrid: 0.4450 (0.4198) loss_class_0_hybrid: 0.7883 (0.8261) loss_bbox_0_hybrid: 0.1906 (0.2000) loss_giou_0_hybrid: 0.4622 (0.4367) loss_class_1_hybrid: 0.7601 (0.7822) loss_bbox_1_hybrid: 0.1805 (0.1952) loss_giou_1_hybrid: 0.4582 (0.4269) loss_class_2_hybrid: 0.7676 (0.7685) loss_bbox_2_hybrid: 0.1797 (0.1916) loss_giou_2_hybrid: 0.4496 (0.4216) loss_class_3_hybrid: 0.7478 (0.7599) loss_bbox_3_hybrid: 0.1792 (0.1913) loss_giou_3_hybrid: 0.4478 (0.4203) loss_class_4_hybrid: 0.7507 (0.7569) loss_bbox_4_hybrid: 0.1777 (0.1913) loss_giou_4_hybrid: 0.4474 (0.4200) loss_class_enc_hybrid: 0.7627 (0.7900) loss_bbox_enc_hybrid: 0.2262 (0.2389) loss_giou_enc_hybrid: 0.5162 (0.4972) mem: 1025 max mem: 36965 [2024-01-15 14:08:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:09:21 det.util.engine] INFO: Epoch: [7] [2050/11727] eta: 2:53:50 lr: 0.000100 data_time: 0.0027 iter_time: 1.0548 loss: 26.1397 (26.6028) loss_class: 0.7511 (0.7524) loss_bbox: 0.1695 (0.1790) loss_giou: 0.3817 (0.3904) loss_class_0: 0.8988 (0.9361) loss_bbox_0: 0.1687 (0.1782) loss_giou_0: 0.3815 (0.3940) loss_class_1: 0.7988 (0.8131) loss_bbox_1: 0.1710 (0.1797) loss_giou_1: 0.3774 (0.3932) loss_class_2: 0.7607 (0.7801) loss_bbox_2: 0.1694 (0.1780) loss_giou_2: 0.3767 (0.3907) loss_class_3: 0.7317 (0.7619) loss_bbox_3: 0.1707 (0.1782) loss_giou_3: 0.3860 (0.3904) loss_class_4: 0.7246 (0.7538) loss_bbox_4: 0.1698 (0.1789) loss_giou_4: 0.3812 (0.3908) loss_class_enc: 0.8429 (0.8790) loss_bbox_enc: 0.2051 (0.2137) loss_giou_enc: 0.4353 (0.4470) loss_class_dn: 0.3710 (0.3833) loss_bbox_dn: 0.2336 (0.2643) loss_giou_dn: 0.4439 (0.4409) loss_class_dn_0: 0.4622 (0.4773) loss_bbox_dn_0: 0.3519 (0.3669) loss_giou_dn_0: 0.5690 (0.5695) loss_class_dn_1: 0.4052 (0.4129) loss_bbox_dn_1: 0.2712 (0.2887) loss_giou_dn_1: 0.4683 (0.4712) loss_class_dn_2: 0.3822 (0.3919) loss_bbox_dn_2: 0.2385 (0.2683) loss_giou_dn_2: 0.4499 (0.4470) loss_class_dn_3: 0.3767 (0.3854) loss_bbox_dn_3: 0.2358 (0.2652) loss_giou_dn_3: 0.4463 (0.4421) loss_class_dn_4: 0.3702 (0.3833) loss_bbox_dn_4: 0.2336 (0.2643) loss_giou_dn_4: 0.4438 (0.4407) loss_class_hybrid: 0.7216 (0.7570) loss_bbox_hybrid: 0.1833 (0.1911) loss_giou_hybrid: 0.4030 (0.4193) loss_class_0_hybrid: 0.7878 (0.8264) loss_bbox_0_hybrid: 0.1879 (0.1999) loss_giou_0_hybrid: 0.4215 (0.4362) loss_class_1_hybrid: 0.7375 (0.7825) loss_bbox_1_hybrid: 0.1798 (0.1951) loss_giou_1_hybrid: 0.4089 (0.4265) loss_class_2_hybrid: 0.7227 (0.7688) loss_bbox_2_hybrid: 0.1820 (0.1915) loss_giou_2_hybrid: 0.4064 (0.4212) loss_class_3_hybrid: 0.7172 (0.7603) loss_bbox_3_hybrid: 0.1834 (0.1912) loss_giou_3_hybrid: 0.4059 (0.4199) loss_class_4_hybrid: 0.7185 (0.7573) loss_bbox_4_hybrid: 0.1806 (0.1912) loss_giou_4_hybrid: 0.4029 (0.4196) loss_class_enc_hybrid: 0.7662 (0.7902) loss_bbox_enc_hybrid: 0.2212 (0.2387) loss_giou_enc_hybrid: 0.4888 (0.4968) mem: 1020 max mem: 36965 [2024-01-15 14:09:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:10:15 det.util.engine] INFO: Epoch: [7] [2100/11727] eta: 2:52:57 lr: 0.000100 data_time: 0.0028 iter_time: 1.0859 loss: 26.7719 (26.6117) loss_class: 0.7424 (0.7528) loss_bbox: 0.1773 (0.1789) loss_giou: 0.3769 (0.3909) loss_class_0: 0.9267 (0.9362) loss_bbox_0: 0.1791 (0.1780) loss_giou_0: 0.3975 (0.3945) loss_class_1: 0.8114 (0.8135) loss_bbox_1: 0.1704 (0.1795) loss_giou_1: 0.3894 (0.3937) loss_class_2: 0.7809 (0.7804) loss_bbox_2: 0.1692 (0.1779) loss_giou_2: 0.3902 (0.3913) loss_class_3: 0.7519 (0.7621) loss_bbox_3: 0.1762 (0.1781) loss_giou_3: 0.3833 (0.3909) loss_class_4: 0.7483 (0.7542) loss_bbox_4: 0.1724 (0.1788) loss_giou_4: 0.3925 (0.3912) loss_class_enc: 0.8637 (0.8792) loss_bbox_enc: 0.2037 (0.2136) loss_giou_enc: 0.4505 (0.4475) loss_class_dn: 0.3886 (0.3834) loss_bbox_dn: 0.2399 (0.2641) loss_giou_dn: 0.4417 (0.4412) loss_class_dn_0: 0.4738 (0.4772) loss_bbox_dn_0: 0.3299 (0.3666) loss_giou_dn_0: 0.5725 (0.5698) loss_class_dn_1: 0.4188 (0.4130) loss_bbox_dn_1: 0.2645 (0.2885) loss_giou_dn_1: 0.4786 (0.4716) loss_class_dn_2: 0.3966 (0.3919) loss_bbox_dn_2: 0.2456 (0.2680) loss_giou_dn_2: 0.4472 (0.4474) loss_class_dn_3: 0.3909 (0.3855) loss_bbox_dn_3: 0.2402 (0.2649) loss_giou_dn_3: 0.4428 (0.4424) loss_class_dn_4: 0.3890 (0.3833) loss_bbox_dn_4: 0.2401 (0.2641) loss_giou_dn_4: 0.4420 (0.4411) loss_class_hybrid: 0.7382 (0.7570) loss_bbox_hybrid: 0.1901 (0.1911) loss_giou_hybrid: 0.4234 (0.4200) loss_class_0_hybrid: 0.8027 (0.8262) loss_bbox_0_hybrid: 0.2031 (0.1999) loss_giou_0_hybrid: 0.4506 (0.4369) loss_class_1_hybrid: 0.7587 (0.7824) loss_bbox_1_hybrid: 0.1952 (0.1951) loss_giou_1_hybrid: 0.4302 (0.4271) loss_class_2_hybrid: 0.7502 (0.7687) loss_bbox_2_hybrid: 0.1892 (0.1915) loss_giou_2_hybrid: 0.4256 (0.4219) loss_class_3_hybrid: 0.7384 (0.7603) loss_bbox_3_hybrid: 0.1906 (0.1912) loss_giou_3_hybrid: 0.4251 (0.4205) loss_class_4_hybrid: 0.7377 (0.7573) loss_bbox_4_hybrid: 0.1889 (0.1912) loss_giou_4_hybrid: 0.4219 (0.4203) loss_class_enc_hybrid: 0.7487 (0.7902) loss_bbox_enc_hybrid: 0.2379 (0.2387) loss_giou_enc_hybrid: 0.5103 (0.4974) mem: 1031 max mem: 36965 [2024-01-15 14:10:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:11:09 det.util.engine] INFO: Epoch: [7] [2150/11727] eta: 2:52:04 lr: 0.000100 data_time: 0.0028 iter_time: 1.0967 loss: 26.9092 (26.6126) loss_class: 0.7347 (0.7530) loss_bbox: 0.1666 (0.1788) loss_giou: 0.3655 (0.3908) loss_class_0: 0.9263 (0.9364) loss_bbox_0: 0.1571 (0.1780) loss_giou_0: 0.3619 (0.3944) loss_class_1: 0.7706 (0.8135) loss_bbox_1: 0.1670 (0.1795) loss_giou_1: 0.3732 (0.3936) loss_class_2: 0.7776 (0.7803) loss_bbox_2: 0.1684 (0.1779) loss_giou_2: 0.3712 (0.3912) loss_class_3: 0.7446 (0.7622) loss_bbox_3: 0.1632 (0.1781) loss_giou_3: 0.3663 (0.3908) loss_class_4: 0.7340 (0.7544) loss_bbox_4: 0.1645 (0.1787) loss_giou_4: 0.3657 (0.3911) loss_class_enc: 0.8698 (0.8792) loss_bbox_enc: 0.1964 (0.2136) loss_giou_enc: 0.4351 (0.4474) loss_class_dn: 0.3784 (0.3834) loss_bbox_dn: 0.2319 (0.2642) loss_giou_dn: 0.4215 (0.4413) loss_class_dn_0: 0.4815 (0.4772) loss_bbox_dn_0: 0.3274 (0.3667) loss_giou_dn_0: 0.5476 (0.5698) loss_class_dn_1: 0.4045 (0.4129) loss_bbox_dn_1: 0.2545 (0.2886) loss_giou_dn_1: 0.4457 (0.4716) loss_class_dn_2: 0.3841 (0.3919) loss_bbox_dn_2: 0.2336 (0.2682) loss_giou_dn_2: 0.4255 (0.4474) loss_class_dn_3: 0.3804 (0.3855) loss_bbox_dn_3: 0.2320 (0.2651) loss_giou_dn_3: 0.4214 (0.4425) loss_class_dn_4: 0.3785 (0.3834) loss_bbox_dn_4: 0.2318 (0.2642) loss_giou_dn_4: 0.4212 (0.4411) loss_class_hybrid: 0.7385 (0.7568) loss_bbox_hybrid: 0.1738 (0.1912) loss_giou_hybrid: 0.3890 (0.4200) loss_class_0_hybrid: 0.8128 (0.8262) loss_bbox_0_hybrid: 0.1806 (0.1999) loss_giou_0_hybrid: 0.4177 (0.4369) loss_class_1_hybrid: 0.7502 (0.7823) loss_bbox_1_hybrid: 0.1741 (0.1951) loss_giou_1_hybrid: 0.4038 (0.4271) loss_class_2_hybrid: 0.7540 (0.7686) loss_bbox_2_hybrid: 0.1705 (0.1916) loss_giou_2_hybrid: 0.3887 (0.4219) loss_class_3_hybrid: 0.7382 (0.7601) loss_bbox_3_hybrid: 0.1758 (0.1913) loss_giou_3_hybrid: 0.3878 (0.4206) loss_class_4_hybrid: 0.7309 (0.7571) loss_bbox_4_hybrid: 0.1755 (0.1913) loss_giou_4_hybrid: 0.3880 (0.4203) loss_class_enc_hybrid: 0.7559 (0.7898) loss_bbox_enc_hybrid: 0.2229 (0.2388) loss_giou_enc_hybrid: 0.4827 (0.4975) mem: 1022 max mem: 36965 [2024-01-15 14:11:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:12:03 det.util.engine] INFO: Epoch: [7] [2200/11727] eta: 2:51:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.0948 loss: 26.1075 (26.6183) loss_class: 0.7561 (0.7533) loss_bbox: 0.1895 (0.1790) loss_giou: 0.3597 (0.3905) loss_class_0: 0.9848 (0.9371) loss_bbox_0: 0.1866 (0.1782) loss_giou_0: 0.3619 (0.3942) loss_class_1: 0.8659 (0.8141) loss_bbox_1: 0.1832 (0.1798) loss_giou_1: 0.3457 (0.3934) loss_class_2: 0.8076 (0.7807) loss_bbox_2: 0.1887 (0.1782) loss_giou_2: 0.3534 (0.3911) loss_class_3: 0.7939 (0.7626) loss_bbox_3: 0.1858 (0.1783) loss_giou_3: 0.3577 (0.3906) loss_class_4: 0.7759 (0.7548) loss_bbox_4: 0.1873 (0.1789) loss_giou_4: 0.3607 (0.3908) loss_class_enc: 0.9206 (0.8799) loss_bbox_enc: 0.2113 (0.2137) loss_giou_enc: 0.3981 (0.4471) loss_class_dn: 0.3759 (0.3834) loss_bbox_dn: 0.2558 (0.2646) loss_giou_dn: 0.3987 (0.4411) loss_class_dn_0: 0.4883 (0.4773) loss_bbox_dn_0: 0.3624 (0.3671) loss_giou_dn_0: 0.5403 (0.5696) loss_class_dn_1: 0.4255 (0.4130) loss_bbox_dn_1: 0.2835 (0.2890) loss_giou_dn_1: 0.4385 (0.4715) loss_class_dn_2: 0.3900 (0.3919) loss_bbox_dn_2: 0.2591 (0.2686) loss_giou_dn_2: 0.4108 (0.4472) loss_class_dn_3: 0.3818 (0.3855) loss_bbox_dn_3: 0.2583 (0.2655) loss_giou_dn_3: 0.4005 (0.4423) loss_class_dn_4: 0.3767 (0.3834) loss_bbox_dn_4: 0.2557 (0.2646) loss_giou_dn_4: 0.3986 (0.4409) loss_class_hybrid: 0.7566 (0.7572) loss_bbox_hybrid: 0.1846 (0.1913) loss_giou_hybrid: 0.3528 (0.4197) loss_class_0_hybrid: 0.8412 (0.8267) loss_bbox_0_hybrid: 0.1976 (0.2001) loss_giou_0_hybrid: 0.3863 (0.4366) loss_class_1_hybrid: 0.7874 (0.7827) loss_bbox_1_hybrid: 0.1879 (0.1953) loss_giou_1_hybrid: 0.3642 (0.4267) loss_class_2_hybrid: 0.7720 (0.7689) loss_bbox_2_hybrid: 0.1874 (0.1918) loss_giou_2_hybrid: 0.3596 (0.4215) loss_class_3_hybrid: 0.7523 (0.7605) loss_bbox_3_hybrid: 0.1864 (0.1914) loss_giou_3_hybrid: 0.3601 (0.4202) loss_class_4_hybrid: 0.7523 (0.7575) loss_bbox_4_hybrid: 0.1859 (0.1914) loss_giou_4_hybrid: 0.3597 (0.4199) loss_class_enc_hybrid: 0.7971 (0.7904) loss_bbox_enc_hybrid: 0.2362 (0.2389) loss_giou_enc_hybrid: 0.4462 (0.4971) mem: 1020 max mem: 36965 [2024-01-15 14:12:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:12:55 det.util.engine] INFO: Epoch: [7] [2250/11727] eta: 2:50:10 lr: 0.000100 data_time: 0.0030 iter_time: 1.0176 loss: 25.7511 (26.6205) loss_class: 0.7259 (0.7537) loss_bbox: 0.1756 (0.1789) loss_giou: 0.3930 (0.3906) loss_class_0: 0.9151 (0.9372) loss_bbox_0: 0.1726 (0.1782) loss_giou_0: 0.3897 (0.3944) loss_class_1: 0.8205 (0.8142) loss_bbox_1: 0.1659 (0.1797) loss_giou_1: 0.3995 (0.3935) loss_class_2: 0.7693 (0.7808) loss_bbox_2: 0.1664 (0.1781) loss_giou_2: 0.3889 (0.3912) loss_class_3: 0.7460 (0.7627) loss_bbox_3: 0.1704 (0.1783) loss_giou_3: 0.3906 (0.3907) loss_class_4: 0.7423 (0.7551) loss_bbox_4: 0.1660 (0.1788) loss_giou_4: 0.3868 (0.3909) loss_class_enc: 0.8453 (0.8799) loss_bbox_enc: 0.1935 (0.2137) loss_giou_enc: 0.4424 (0.4473) loss_class_dn: 0.3728 (0.3834) loss_bbox_dn: 0.2366 (0.2645) loss_giou_dn: 0.4421 (0.4412) loss_class_dn_0: 0.4728 (0.4772) loss_bbox_dn_0: 0.3377 (0.3669) loss_giou_dn_0: 0.5563 (0.5698) loss_class_dn_1: 0.4083 (0.4130) loss_bbox_dn_1: 0.2512 (0.2888) loss_giou_dn_1: 0.4608 (0.4716) loss_class_dn_2: 0.3815 (0.3919) loss_bbox_dn_2: 0.2421 (0.2684) loss_giou_dn_2: 0.4456 (0.4473) loss_class_dn_3: 0.3768 (0.3854) loss_bbox_dn_3: 0.2379 (0.2653) loss_giou_dn_3: 0.4440 (0.4424) loss_class_dn_4: 0.3755 (0.3833) loss_bbox_dn_4: 0.2365 (0.2645) loss_giou_dn_4: 0.4417 (0.4410) loss_class_hybrid: 0.7141 (0.7571) loss_bbox_hybrid: 0.1786 (0.1912) loss_giou_hybrid: 0.4292 (0.4199) loss_class_0_hybrid: 0.8168 (0.8268) loss_bbox_0_hybrid: 0.1741 (0.2001) loss_giou_0_hybrid: 0.4336 (0.4368) loss_class_1_hybrid: 0.7576 (0.7826) loss_bbox_1_hybrid: 0.1814 (0.1953) loss_giou_1_hybrid: 0.4313 (0.4270) loss_class_2_hybrid: 0.7380 (0.7688) loss_bbox_2_hybrid: 0.1895 (0.1917) loss_giou_2_hybrid: 0.4326 (0.4218) loss_class_3_hybrid: 0.7375 (0.7604) loss_bbox_3_hybrid: 0.1799 (0.1913) loss_giou_3_hybrid: 0.4249 (0.4205) loss_class_4_hybrid: 0.7249 (0.7574) loss_bbox_4_hybrid: 0.1805 (0.1914) loss_giou_4_hybrid: 0.4283 (0.4202) loss_class_enc_hybrid: 0.7551 (0.7903) loss_bbox_enc_hybrid: 0.2250 (0.2388) loss_giou_enc_hybrid: 0.5107 (0.4973) mem: 1024 max mem: 36965 [2024-01-15 14:12:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:13:48 det.util.engine] INFO: Epoch: [7] [2300/11727] eta: 2:49:13 lr: 0.000100 data_time: 0.0032 iter_time: 1.0597 loss: 26.4617 (26.6241) loss_class: 0.7444 (0.7537) loss_bbox: 0.1606 (0.1789) loss_giou: 0.3994 (0.3909) loss_class_0: 0.9191 (0.9371) loss_bbox_0: 0.1557 (0.1782) loss_giou_0: 0.4175 (0.3946) loss_class_1: 0.7839 (0.8141) loss_bbox_1: 0.1564 (0.1797) loss_giou_1: 0.4030 (0.3937) loss_class_2: 0.7564 (0.7808) loss_bbox_2: 0.1532 (0.1781) loss_giou_2: 0.4035 (0.3914) loss_class_3: 0.7523 (0.7627) loss_bbox_3: 0.1587 (0.1782) loss_giou_3: 0.4015 (0.3909) loss_class_4: 0.7350 (0.7551) loss_bbox_4: 0.1576 (0.1788) loss_giou_4: 0.4007 (0.3911) loss_class_enc: 0.8572 (0.8798) loss_bbox_enc: 0.1920 (0.2135) loss_giou_enc: 0.4450 (0.4474) loss_class_dn: 0.3770 (0.3834) loss_bbox_dn: 0.2294 (0.2646) loss_giou_dn: 0.4417 (0.4414) loss_class_dn_0: 0.4678 (0.4771) loss_bbox_dn_0: 0.3519 (0.3668) loss_giou_dn_0: 0.5653 (0.5699) loss_class_dn_1: 0.4040 (0.4130) loss_bbox_dn_1: 0.2682 (0.2888) loss_giou_dn_1: 0.4763 (0.4718) loss_class_dn_2: 0.3897 (0.3919) loss_bbox_dn_2: 0.2414 (0.2685) loss_giou_dn_2: 0.4508 (0.4476) loss_class_dn_3: 0.3739 (0.3854) loss_bbox_dn_3: 0.2309 (0.2654) loss_giou_dn_3: 0.4421 (0.4426) loss_class_dn_4: 0.3754 (0.3834) loss_bbox_dn_4: 0.2294 (0.2646) loss_giou_dn_4: 0.4415 (0.4413) loss_class_hybrid: 0.7381 (0.7571) loss_bbox_hybrid: 0.1770 (0.1913) loss_giou_hybrid: 0.4229 (0.4202) loss_class_0_hybrid: 0.7867 (0.8269) loss_bbox_0_hybrid: 0.1871 (0.2000) loss_giou_0_hybrid: 0.4279 (0.4369) loss_class_1_hybrid: 0.7679 (0.7826) loss_bbox_1_hybrid: 0.1805 (0.1953) loss_giou_1_hybrid: 0.4399 (0.4272) loss_class_2_hybrid: 0.7514 (0.7687) loss_bbox_2_hybrid: 0.1732 (0.1918) loss_giou_2_hybrid: 0.4220 (0.4220) loss_class_3_hybrid: 0.7397 (0.7604) loss_bbox_3_hybrid: 0.1771 (0.1914) loss_giou_3_hybrid: 0.4227 (0.4208) loss_class_4_hybrid: 0.7237 (0.7573) loss_bbox_4_hybrid: 0.1769 (0.1914) loss_giou_4_hybrid: 0.4247 (0.4204) loss_class_enc_hybrid: 0.7490 (0.7902) loss_bbox_enc_hybrid: 0.2242 (0.2388) loss_giou_enc_hybrid: 0.4900 (0.4975) mem: 1042 max mem: 36965 [2024-01-15 14:13:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:14:42 det.util.engine] INFO: Epoch: [7] [2350/11727] eta: 2:48:19 lr: 0.000100 data_time: 0.0031 iter_time: 1.0725 loss: 26.2098 (26.6269) loss_class: 0.7084 (0.7537) loss_bbox: 0.1640 (0.1788) loss_giou: 0.3955 (0.3911) loss_class_0: 0.8846 (0.9370) loss_bbox_0: 0.1522 (0.1781) loss_giou_0: 0.3915 (0.3949) loss_class_1: 0.7693 (0.8140) loss_bbox_1: 0.1589 (0.1796) loss_giou_1: 0.3889 (0.3940) loss_class_2: 0.7354 (0.7808) loss_bbox_2: 0.1569 (0.1780) loss_giou_2: 0.3903 (0.3916) loss_class_3: 0.7300 (0.7629) loss_bbox_3: 0.1612 (0.1781) loss_giou_3: 0.3936 (0.3911) loss_class_4: 0.7177 (0.7551) loss_bbox_4: 0.1661 (0.1787) loss_giou_4: 0.3900 (0.3913) loss_class_enc: 0.8442 (0.8797) loss_bbox_enc: 0.1918 (0.2135) loss_giou_enc: 0.4409 (0.4476) loss_class_dn: 0.3894 (0.3834) loss_bbox_dn: 0.2451 (0.2645) loss_giou_dn: 0.4380 (0.4417) loss_class_dn_0: 0.4737 (0.4770) loss_bbox_dn_0: 0.3332 (0.3667) loss_giou_dn_0: 0.5571 (0.5702) loss_class_dn_1: 0.4179 (0.4130) loss_bbox_dn_1: 0.2709 (0.2888) loss_giou_dn_1: 0.4614 (0.4721) loss_class_dn_2: 0.3965 (0.3919) loss_bbox_dn_2: 0.2510 (0.2684) loss_giou_dn_2: 0.4410 (0.4478) loss_class_dn_3: 0.3902 (0.3855) loss_bbox_dn_3: 0.2480 (0.2653) loss_giou_dn_3: 0.4388 (0.4429) loss_class_dn_4: 0.3888 (0.3834) loss_bbox_dn_4: 0.2452 (0.2645) loss_giou_dn_4: 0.4382 (0.4415) loss_class_hybrid: 0.7140 (0.7570) loss_bbox_hybrid: 0.1735 (0.1912) loss_giou_hybrid: 0.4281 (0.4205) loss_class_0_hybrid: 0.7799 (0.8266) loss_bbox_0_hybrid: 0.1792 (0.2000) loss_giou_0_hybrid: 0.4378 (0.4372) loss_class_1_hybrid: 0.7397 (0.7825) loss_bbox_1_hybrid: 0.1735 (0.1952) loss_giou_1_hybrid: 0.4354 (0.4275) loss_class_2_hybrid: 0.7317 (0.7686) loss_bbox_2_hybrid: 0.1669 (0.1917) loss_giou_2_hybrid: 0.4232 (0.4223) loss_class_3_hybrid: 0.7164 (0.7603) loss_bbox_3_hybrid: 0.1686 (0.1913) loss_giou_3_hybrid: 0.4286 (0.4210) loss_class_4_hybrid: 0.7249 (0.7572) loss_bbox_4_hybrid: 0.1687 (0.1913) loss_giou_4_hybrid: 0.4279 (0.4207) loss_class_enc_hybrid: 0.7374 (0.7899) loss_bbox_enc_hybrid: 0.2072 (0.2387) loss_giou_enc_hybrid: 0.4708 (0.4978) mem: 1027 max mem: 36965 [2024-01-15 14:14:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:15:36 det.util.engine] INFO: Epoch: [7] [2400/11727] eta: 2:47:25 lr: 0.000100 data_time: 0.0028 iter_time: 1.0540 loss: 26.5908 (26.6189) loss_class: 0.8187 (0.7537) loss_bbox: 0.1849 (0.1788) loss_giou: 0.3291 (0.3906) loss_class_0: 0.9817 (0.9371) loss_bbox_0: 0.1832 (0.1782) loss_giou_0: 0.3469 (0.3944) loss_class_1: 0.8526 (0.8139) loss_bbox_1: 0.2000 (0.1797) loss_giou_1: 0.3342 (0.3935) loss_class_2: 0.8123 (0.7808) loss_bbox_2: 0.1756 (0.1780) loss_giou_2: 0.3420 (0.3912) loss_class_3: 0.8004 (0.7628) loss_bbox_3: 0.1923 (0.1782) loss_giou_3: 0.3251 (0.3906) loss_class_4: 0.8139 (0.7551) loss_bbox_4: 0.1849 (0.1787) loss_giou_4: 0.3225 (0.3909) loss_class_enc: 0.8863 (0.8798) loss_bbox_enc: 0.2172 (0.2136) loss_giou_enc: 0.3919 (0.4472) loss_class_dn: 0.3682 (0.3833) loss_bbox_dn: 0.2708 (0.2646) loss_giou_dn: 0.4215 (0.4412) loss_class_dn_0: 0.4686 (0.4770) loss_bbox_dn_0: 0.3953 (0.3669) loss_giou_dn_0: 0.5556 (0.5698) loss_class_dn_1: 0.4032 (0.4128) loss_bbox_dn_1: 0.3003 (0.2889) loss_giou_dn_1: 0.4583 (0.4717) loss_class_dn_2: 0.3804 (0.3917) loss_bbox_dn_2: 0.2718 (0.2685) loss_giou_dn_2: 0.4301 (0.4474) loss_class_dn_3: 0.3800 (0.3853) loss_bbox_dn_3: 0.2719 (0.2654) loss_giou_dn_3: 0.4242 (0.4425) loss_class_dn_4: 0.3667 (0.3832) loss_bbox_dn_4: 0.2707 (0.2646) loss_giou_dn_4: 0.4214 (0.4411) loss_class_hybrid: 0.7923 (0.7570) loss_bbox_hybrid: 0.1969 (0.1912) loss_giou_hybrid: 0.3673 (0.4200) loss_class_0_hybrid: 0.8504 (0.8269) loss_bbox_0_hybrid: 0.2066 (0.2000) loss_giou_0_hybrid: 0.3815 (0.4367) loss_class_1_hybrid: 0.8163 (0.7826) loss_bbox_1_hybrid: 0.1947 (0.1952) loss_giou_1_hybrid: 0.3682 (0.4270) loss_class_2_hybrid: 0.7790 (0.7688) loss_bbox_2_hybrid: 0.1988 (0.1917) loss_giou_2_hybrid: 0.3708 (0.4218) loss_class_3_hybrid: 0.8119 (0.7604) loss_bbox_3_hybrid: 0.2003 (0.1913) loss_giou_3_hybrid: 0.3670 (0.4205) loss_class_4_hybrid: 0.7987 (0.7572) loss_bbox_4_hybrid: 0.1980 (0.1914) loss_giou_4_hybrid: 0.3664 (0.4202) loss_class_enc_hybrid: 0.7968 (0.7902) loss_bbox_enc_hybrid: 0.2445 (0.2388) loss_giou_enc_hybrid: 0.4400 (0.4972) mem: 1030 max mem: 36965 [2024-01-15 14:15:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:16:29 det.util.engine] INFO: Epoch: [7] [2450/11727] eta: 2:46:30 lr: 0.000100 data_time: 0.0030 iter_time: 1.0640 loss: 27.1401 (26.6292) loss_class: 0.7457 (0.7540) loss_bbox: 0.1631 (0.1788) loss_giou: 0.4245 (0.3909) loss_class_0: 0.9791 (0.9376) loss_bbox_0: 0.1511 (0.1781) loss_giou_0: 0.4163 (0.3947) loss_class_1: 0.8047 (0.8143) loss_bbox_1: 0.1549 (0.1796) loss_giou_1: 0.4300 (0.3938) loss_class_2: 0.7898 (0.7812) loss_bbox_2: 0.1587 (0.1779) loss_giou_2: 0.4255 (0.3915) loss_class_3: 0.7766 (0.7632) loss_bbox_3: 0.1592 (0.1781) loss_giou_3: 0.4235 (0.3910) loss_class_4: 0.7529 (0.7555) loss_bbox_4: 0.1595 (0.1787) loss_giou_4: 0.4288 (0.3912) loss_class_enc: 0.8816 (0.8800) loss_bbox_enc: 0.1973 (0.2136) loss_giou_enc: 0.4795 (0.4476) loss_class_dn: 0.3852 (0.3833) loss_bbox_dn: 0.2525 (0.2646) loss_giou_dn: 0.4654 (0.4416) loss_class_dn_0: 0.4729 (0.4771) loss_bbox_dn_0: 0.3542 (0.3668) loss_giou_dn_0: 0.5863 (0.5701) loss_class_dn_1: 0.4156 (0.4129) loss_bbox_dn_1: 0.2836 (0.2888) loss_giou_dn_1: 0.4889 (0.4720) loss_class_dn_2: 0.3916 (0.3918) loss_bbox_dn_2: 0.2613 (0.2685) loss_giou_dn_2: 0.4662 (0.4478) loss_class_dn_3: 0.3886 (0.3853) loss_bbox_dn_3: 0.2558 (0.2654) loss_giou_dn_3: 0.4650 (0.4428) loss_class_dn_4: 0.3839 (0.3833) loss_bbox_dn_4: 0.2523 (0.2646) loss_giou_dn_4: 0.4648 (0.4415) loss_class_hybrid: 0.7657 (0.7572) loss_bbox_hybrid: 0.1771 (0.1912) loss_giou_hybrid: 0.4489 (0.4203) loss_class_0_hybrid: 0.8302 (0.8270) loss_bbox_0_hybrid: 0.1758 (0.2000) loss_giou_0_hybrid: 0.4657 (0.4370) loss_class_1_hybrid: 0.7790 (0.7827) loss_bbox_1_hybrid: 0.1821 (0.1952) loss_giou_1_hybrid: 0.4554 (0.4273) loss_class_2_hybrid: 0.7861 (0.7690) loss_bbox_2_hybrid: 0.1845 (0.1917) loss_giou_2_hybrid: 0.4489 (0.4222) loss_class_3_hybrid: 0.7785 (0.7607) loss_bbox_3_hybrid: 0.1780 (0.1913) loss_giou_3_hybrid: 0.4468 (0.4209) loss_class_4_hybrid: 0.7643 (0.7574) loss_bbox_4_hybrid: 0.1782 (0.1913) loss_giou_4_hybrid: 0.4480 (0.4206) loss_class_enc_hybrid: 0.7948 (0.7902) loss_bbox_enc_hybrid: 0.2152 (0.2388) loss_giou_enc_hybrid: 0.5406 (0.4977) mem: 1013 max mem: 36965 [2024-01-15 14:16:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:17:23 det.util.engine] INFO: Epoch: [7] [2500/11727] eta: 2:45:34 lr: 0.000100 data_time: 0.0030 iter_time: 1.0864 loss: 27.2615 (26.6324) loss_class: 0.7705 (0.7542) loss_bbox: 0.1840 (0.1789) loss_giou: 0.3681 (0.3910) loss_class_0: 0.9444 (0.9377) loss_bbox_0: 0.1663 (0.1782) loss_giou_0: 0.3728 (0.3947) loss_class_1: 0.8431 (0.8143) loss_bbox_1: 0.1783 (0.1797) loss_giou_1: 0.3771 (0.3938) loss_class_2: 0.7891 (0.7813) loss_bbox_2: 0.1765 (0.1780) loss_giou_2: 0.3684 (0.3915) loss_class_3: 0.7766 (0.7633) loss_bbox_3: 0.1722 (0.1782) loss_giou_3: 0.3739 (0.3909) loss_class_4: 0.7691 (0.7556) loss_bbox_4: 0.1808 (0.1788) loss_giou_4: 0.3672 (0.3912) loss_class_enc: 0.8743 (0.8800) loss_bbox_enc: 0.2098 (0.2138) loss_giou_enc: 0.4276 (0.4476) loss_class_dn: 0.3857 (0.3832) loss_bbox_dn: 0.2299 (0.2647) loss_giou_dn: 0.4273 (0.4416) loss_class_dn_0: 0.4699 (0.4770) loss_bbox_dn_0: 0.3328 (0.3670) loss_giou_dn_0: 0.5557 (0.5702) loss_class_dn_1: 0.4191 (0.4128) loss_bbox_dn_1: 0.2557 (0.2889) loss_giou_dn_1: 0.4633 (0.4720) loss_class_dn_2: 0.3925 (0.3917) loss_bbox_dn_2: 0.2355 (0.2686) loss_giou_dn_2: 0.4361 (0.4477) loss_class_dn_3: 0.3902 (0.3853) loss_bbox_dn_3: 0.2310 (0.2655) loss_giou_dn_3: 0.4279 (0.4428) loss_class_dn_4: 0.3894 (0.3832) loss_bbox_dn_4: 0.2299 (0.2647) loss_giou_dn_4: 0.4273 (0.4414) loss_class_hybrid: 0.7789 (0.7574) loss_bbox_hybrid: 0.1904 (0.1913) loss_giou_hybrid: 0.4030 (0.4203) loss_class_0_hybrid: 0.8549 (0.8271) loss_bbox_0_hybrid: 0.1998 (0.2001) loss_giou_0_hybrid: 0.4170 (0.4370) loss_class_1_hybrid: 0.8076 (0.7829) loss_bbox_1_hybrid: 0.1976 (0.1954) loss_giou_1_hybrid: 0.4055 (0.4273) loss_class_2_hybrid: 0.7949 (0.7692) loss_bbox_2_hybrid: 0.1844 (0.1919) loss_giou_2_hybrid: 0.4024 (0.4221) loss_class_3_hybrid: 0.7909 (0.7608) loss_bbox_3_hybrid: 0.1886 (0.1914) loss_giou_3_hybrid: 0.3995 (0.4208) loss_class_4_hybrid: 0.7792 (0.7575) loss_bbox_4_hybrid: 0.1885 (0.1915) loss_giou_4_hybrid: 0.4050 (0.4205) loss_class_enc_hybrid: 0.8023 (0.7902) loss_bbox_enc_hybrid: 0.2456 (0.2390) loss_giou_enc_hybrid: 0.4827 (0.4976) mem: 1020 max mem: 36965 [2024-01-15 14:17:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:18:16 det.util.engine] INFO: Epoch: [7] [2550/11727] eta: 2:44:38 lr: 0.000100 data_time: 0.0027 iter_time: 1.0725 loss: 27.0385 (26.6310) loss_class: 0.7754 (0.7544) loss_bbox: 0.1648 (0.1789) loss_giou: 0.3700 (0.3906) loss_class_0: 0.9429 (0.9379) loss_bbox_0: 0.1613 (0.1782) loss_giou_0: 0.3741 (0.3944) loss_class_1: 0.8309 (0.8145) loss_bbox_1: 0.1682 (0.1797) loss_giou_1: 0.3726 (0.3934) loss_class_2: 0.8002 (0.7816) loss_bbox_2: 0.1679 (0.1780) loss_giou_2: 0.3817 (0.3911) loss_class_3: 0.7952 (0.7636) loss_bbox_3: 0.1682 (0.1782) loss_giou_3: 0.3637 (0.3906) loss_class_4: 0.7738 (0.7559) loss_bbox_4: 0.1685 (0.1788) loss_giou_4: 0.3636 (0.3908) loss_class_enc: 0.8628 (0.8803) loss_bbox_enc: 0.2076 (0.2139) loss_giou_enc: 0.4248 (0.4473) loss_class_dn: 0.3860 (0.3832) loss_bbox_dn: 0.2456 (0.2649) loss_giou_dn: 0.4475 (0.4414) loss_class_dn_0: 0.4747 (0.4770) loss_bbox_dn_0: 0.3460 (0.3673) loss_giou_dn_0: 0.5814 (0.5700) loss_class_dn_1: 0.4139 (0.4127) loss_bbox_dn_1: 0.2674 (0.2892) loss_giou_dn_1: 0.4738 (0.4718) loss_class_dn_2: 0.3920 (0.3916) loss_bbox_dn_2: 0.2503 (0.2689) loss_giou_dn_2: 0.4531 (0.4475) loss_class_dn_3: 0.3887 (0.3852) loss_bbox_dn_3: 0.2445 (0.2658) loss_giou_dn_3: 0.4498 (0.4426) loss_class_dn_4: 0.3882 (0.3832) loss_bbox_dn_4: 0.2456 (0.2649) loss_giou_dn_4: 0.4474 (0.4412) loss_class_hybrid: 0.7478 (0.7577) loss_bbox_hybrid: 0.1871 (0.1913) loss_giou_hybrid: 0.3817 (0.4198) loss_class_0_hybrid: 0.8088 (0.8274) loss_bbox_0_hybrid: 0.1966 (0.2001) loss_giou_0_hybrid: 0.4181 (0.4365) loss_class_1_hybrid: 0.7627 (0.7833) loss_bbox_1_hybrid: 0.1923 (0.1953) loss_giou_1_hybrid: 0.3968 (0.4268) loss_class_2_hybrid: 0.7558 (0.7695) loss_bbox_2_hybrid: 0.1843 (0.1918) loss_giou_2_hybrid: 0.3894 (0.4217) loss_class_3_hybrid: 0.7559 (0.7612) loss_bbox_3_hybrid: 0.1813 (0.1914) loss_giou_3_hybrid: 0.3837 (0.4203) loss_class_4_hybrid: 0.7548 (0.7580) loss_bbox_4_hybrid: 0.1847 (0.1914) loss_giou_4_hybrid: 0.3829 (0.4201) loss_class_enc_hybrid: 0.7866 (0.7906) loss_bbox_enc_hybrid: 0.2378 (0.2391) loss_giou_enc_hybrid: 0.4756 (0.4972) mem: 1020 max mem: 36965 [2024-01-15 14:18:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:19:10 det.util.engine] INFO: Epoch: [7] [2600/11727] eta: 2:43:44 lr: 0.000100 data_time: 0.0029 iter_time: 1.0745 loss: 25.9022 (26.6238) loss_class: 0.7367 (0.7540) loss_bbox: 0.1541 (0.1789) loss_giou: 0.3831 (0.3906) loss_class_0: 0.9227 (0.9375) loss_bbox_0: 0.1595 (0.1782) loss_giou_0: 0.3688 (0.3943) loss_class_1: 0.8156 (0.8141) loss_bbox_1: 0.1620 (0.1797) loss_giou_1: 0.3885 (0.3935) loss_class_2: 0.7582 (0.7811) loss_bbox_2: 0.1557 (0.1781) loss_giou_2: 0.3833 (0.3912) loss_class_3: 0.7611 (0.7632) loss_bbox_3: 0.1526 (0.1782) loss_giou_3: 0.3785 (0.3906) loss_class_4: 0.7520 (0.7555) loss_bbox_4: 0.1541 (0.1788) loss_giou_4: 0.3828 (0.3908) loss_class_enc: 0.8373 (0.8798) loss_bbox_enc: 0.1914 (0.2139) loss_giou_enc: 0.4306 (0.4474) loss_class_dn: 0.3800 (0.3831) loss_bbox_dn: 0.2304 (0.2649) loss_giou_dn: 0.4305 (0.4412) loss_class_dn_0: 0.4751 (0.4769) loss_bbox_dn_0: 0.3352 (0.3673) loss_giou_dn_0: 0.5644 (0.5699) loss_class_dn_1: 0.4100 (0.4127) loss_bbox_dn_1: 0.2609 (0.2891) loss_giou_dn_1: 0.4635 (0.4717) loss_class_dn_2: 0.3800 (0.3916) loss_bbox_dn_2: 0.2387 (0.2688) loss_giou_dn_2: 0.4386 (0.4474) loss_class_dn_3: 0.3788 (0.3851) loss_bbox_dn_3: 0.2337 (0.2657) loss_giou_dn_3: 0.4329 (0.4424) loss_class_dn_4: 0.3768 (0.3831) loss_bbox_dn_4: 0.2305 (0.2649) loss_giou_dn_4: 0.4300 (0.4411) loss_class_hybrid: 0.7185 (0.7574) loss_bbox_hybrid: 0.1728 (0.1913) loss_giou_hybrid: 0.3878 (0.4197) loss_class_0_hybrid: 0.7968 (0.8271) loss_bbox_0_hybrid: 0.1763 (0.2001) loss_giou_0_hybrid: 0.4057 (0.4364) loss_class_1_hybrid: 0.7596 (0.7830) loss_bbox_1_hybrid: 0.1693 (0.1953) loss_giou_1_hybrid: 0.4020 (0.4267) loss_class_2_hybrid: 0.7300 (0.7692) loss_bbox_2_hybrid: 0.1694 (0.1918) loss_giou_2_hybrid: 0.3954 (0.4215) loss_class_3_hybrid: 0.7233 (0.7609) loss_bbox_3_hybrid: 0.1710 (0.1914) loss_giou_3_hybrid: 0.3952 (0.4202) loss_class_4_hybrid: 0.7146 (0.7576) loss_bbox_4_hybrid: 0.1717 (0.1914) loss_giou_4_hybrid: 0.3895 (0.4200) loss_class_enc_hybrid: 0.7528 (0.7902) loss_bbox_enc_hybrid: 0.2261 (0.2392) loss_giou_enc_hybrid: 0.4822 (0.4971) mem: 1024 max mem: 36965 [2024-01-15 14:19:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:20:03 det.util.engine] INFO: Epoch: [7] [2650/11727] eta: 2:42:50 lr: 0.000100 data_time: 0.0029 iter_time: 1.0712 loss: 27.0258 (26.6228) loss_class: 0.7749 (0.7538) loss_bbox: 0.1762 (0.1790) loss_giou: 0.3783 (0.3909) loss_class_0: 0.9011 (0.9371) loss_bbox_0: 0.1811 (0.1783) loss_giou_0: 0.3963 (0.3946) loss_class_1: 0.8146 (0.8140) loss_bbox_1: 0.1718 (0.1797) loss_giou_1: 0.3825 (0.3937) loss_class_2: 0.7997 (0.7810) loss_bbox_2: 0.1724 (0.1781) loss_giou_2: 0.3837 (0.3914) loss_class_3: 0.7717 (0.7632) loss_bbox_3: 0.1751 (0.1782) loss_giou_3: 0.3834 (0.3908) loss_class_4: 0.7658 (0.7552) loss_bbox_4: 0.1752 (0.1789) loss_giou_4: 0.3839 (0.3911) loss_class_enc: 0.8501 (0.8793) loss_bbox_enc: 0.2162 (0.2140) loss_giou_enc: 0.4692 (0.4477) loss_class_dn: 0.3864 (0.3831) loss_bbox_dn: 0.2495 (0.2647) loss_giou_dn: 0.4616 (0.4413) loss_class_dn_0: 0.4819 (0.4769) loss_bbox_dn_0: 0.3504 (0.3669) loss_giou_dn_0: 0.5745 (0.5699) loss_class_dn_1: 0.4143 (0.4126) loss_bbox_dn_1: 0.2716 (0.2889) loss_giou_dn_1: 0.4880 (0.4718) loss_class_dn_2: 0.3920 (0.3915) loss_bbox_dn_2: 0.2562 (0.2686) loss_giou_dn_2: 0.4668 (0.4475) loss_class_dn_3: 0.3885 (0.3852) loss_bbox_dn_3: 0.2494 (0.2655) loss_giou_dn_3: 0.4617 (0.4425) loss_class_dn_4: 0.3847 (0.3831) loss_bbox_dn_4: 0.2496 (0.2647) loss_giou_dn_4: 0.4615 (0.4411) loss_class_hybrid: 0.7793 (0.7573) loss_bbox_hybrid: 0.1856 (0.1913) loss_giou_hybrid: 0.4200 (0.4198) loss_class_0_hybrid: 0.8414 (0.8270) loss_bbox_0_hybrid: 0.1908 (0.2000) loss_giou_0_hybrid: 0.4444 (0.4365) loss_class_1_hybrid: 0.7774 (0.7828) loss_bbox_1_hybrid: 0.1893 (0.1952) loss_giou_1_hybrid: 0.4288 (0.4268) loss_class_2_hybrid: 0.7916 (0.7691) loss_bbox_2_hybrid: 0.1881 (0.1918) loss_giou_2_hybrid: 0.4310 (0.4216) loss_class_3_hybrid: 0.7930 (0.7607) loss_bbox_3_hybrid: 0.1898 (0.1914) loss_giou_3_hybrid: 0.4267 (0.4204) loss_class_4_hybrid: 0.7869 (0.7575) loss_bbox_4_hybrid: 0.1928 (0.1914) loss_giou_4_hybrid: 0.4214 (0.4201) loss_class_enc_hybrid: 0.8037 (0.7901) loss_bbox_enc_hybrid: 0.2389 (0.2391) loss_giou_enc_hybrid: 0.5250 (0.4972) mem: 1019 max mem: 36965 [2024-01-15 14:20:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:20:56 det.util.engine] INFO: Epoch: [7] [2700/11727] eta: 2:41:52 lr: 0.000100 data_time: 0.0026 iter_time: 1.0562 loss: 26.3472 (26.6259) loss_class: 0.7485 (0.7538) loss_bbox: 0.1751 (0.1789) loss_giou: 0.4020 (0.3911) loss_class_0: 0.9364 (0.9372) loss_bbox_0: 0.1732 (0.1782) loss_giou_0: 0.4111 (0.3948) loss_class_1: 0.7689 (0.8140) loss_bbox_1: 0.1755 (0.1797) loss_giou_1: 0.4002 (0.3939) loss_class_2: 0.7592 (0.7808) loss_bbox_2: 0.1747 (0.1780) loss_giou_2: 0.3940 (0.3916) loss_class_3: 0.7399 (0.7630) loss_bbox_3: 0.1738 (0.1782) loss_giou_3: 0.4098 (0.3910) loss_class_4: 0.7569 (0.7552) loss_bbox_4: 0.1751 (0.1789) loss_giou_4: 0.4022 (0.3913) loss_class_enc: 0.8608 (0.8791) loss_bbox_enc: 0.1998 (0.2140) loss_giou_enc: 0.4807 (0.4479) loss_class_dn: 0.3921 (0.3832) loss_bbox_dn: 0.2385 (0.2646) loss_giou_dn: 0.4760 (0.4416) loss_class_dn_0: 0.4698 (0.4769) loss_bbox_dn_0: 0.3252 (0.3668) loss_giou_dn_0: 0.5983 (0.5701) loss_class_dn_1: 0.4186 (0.4126) loss_bbox_dn_1: 0.2603 (0.2888) loss_giou_dn_1: 0.4984 (0.4720) loss_class_dn_2: 0.4019 (0.3916) loss_bbox_dn_2: 0.2468 (0.2686) loss_giou_dn_2: 0.4816 (0.4477) loss_class_dn_3: 0.3958 (0.3852) loss_bbox_dn_3: 0.2418 (0.2655) loss_giou_dn_3: 0.4793 (0.4428) loss_class_dn_4: 0.3917 (0.3831) loss_bbox_dn_4: 0.2385 (0.2646) loss_giou_dn_4: 0.4755 (0.4414) loss_class_hybrid: 0.7299 (0.7572) loss_bbox_hybrid: 0.1929 (0.1913) loss_giou_hybrid: 0.4436 (0.4202) loss_class_0_hybrid: 0.8192 (0.8269) loss_bbox_0_hybrid: 0.1870 (0.2000) loss_giou_0_hybrid: 0.4487 (0.4368) loss_class_1_hybrid: 0.7533 (0.7826) loss_bbox_1_hybrid: 0.1972 (0.1952) loss_giou_1_hybrid: 0.4494 (0.4271) loss_class_2_hybrid: 0.7390 (0.7689) loss_bbox_2_hybrid: 0.1891 (0.1918) loss_giou_2_hybrid: 0.4417 (0.4220) loss_class_3_hybrid: 0.7249 (0.7604) loss_bbox_3_hybrid: 0.1914 (0.1914) loss_giou_3_hybrid: 0.4444 (0.4207) loss_class_4_hybrid: 0.7179 (0.7573) loss_bbox_4_hybrid: 0.1943 (0.1915) loss_giou_4_hybrid: 0.4422 (0.4204) loss_class_enc_hybrid: 0.7700 (0.7899) loss_bbox_enc_hybrid: 0.2287 (0.2391) loss_giou_enc_hybrid: 0.5134 (0.4975) mem: 1006 max mem: 36965 [2024-01-15 14:20:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:21:49 det.util.engine] INFO: Epoch: [7] [2750/11727] eta: 2:40:55 lr: 0.000100 data_time: 0.0031 iter_time: 1.0671 loss: 27.3186 (26.6336) loss_class: 0.7605 (0.7543) loss_bbox: 0.1843 (0.1790) loss_giou: 0.3357 (0.3910) loss_class_0: 0.8890 (0.9375) loss_bbox_0: 0.1792 (0.1783) loss_giou_0: 0.3351 (0.3947) loss_class_1: 0.8294 (0.8144) loss_bbox_1: 0.1859 (0.1797) loss_giou_1: 0.3404 (0.3938) loss_class_2: 0.8094 (0.7814) loss_bbox_2: 0.1879 (0.1781) loss_giou_2: 0.3352 (0.3915) loss_class_3: 0.7689 (0.7636) loss_bbox_3: 0.1883 (0.1783) loss_giou_3: 0.3353 (0.3909) loss_class_4: 0.7584 (0.7557) loss_bbox_4: 0.1905 (0.1789) loss_giou_4: 0.3263 (0.3912) loss_class_enc: 0.8467 (0.8793) loss_bbox_enc: 0.2184 (0.2140) loss_giou_enc: 0.3956 (0.4478) loss_class_dn: 0.3905 (0.3832) loss_bbox_dn: 0.3143 (0.2649) loss_giou_dn: 0.4319 (0.4417) loss_class_dn_0: 0.4674 (0.4768) loss_bbox_dn_0: 0.4067 (0.3671) loss_giou_dn_0: 0.5559 (0.5703) loss_class_dn_1: 0.4092 (0.4127) loss_bbox_dn_1: 0.3332 (0.2891) loss_giou_dn_1: 0.4628 (0.4722) loss_class_dn_2: 0.3951 (0.3916) loss_bbox_dn_2: 0.3161 (0.2689) loss_giou_dn_2: 0.4344 (0.4479) loss_class_dn_3: 0.3934 (0.3852) loss_bbox_dn_3: 0.3156 (0.2657) loss_giou_dn_3: 0.4312 (0.4430) loss_class_dn_4: 0.3889 (0.3832) loss_bbox_dn_4: 0.3141 (0.2649) loss_giou_dn_4: 0.4314 (0.4416) loss_class_hybrid: 0.7386 (0.7575) loss_bbox_hybrid: 0.2076 (0.1914) loss_giou_hybrid: 0.3496 (0.4201) loss_class_0_hybrid: 0.7997 (0.8273) loss_bbox_0_hybrid: 0.2090 (0.2001) loss_giou_0_hybrid: 0.3690 (0.4367) loss_class_1_hybrid: 0.7723 (0.7828) loss_bbox_1_hybrid: 0.2129 (0.1953) loss_giou_1_hybrid: 0.3546 (0.4270) loss_class_2_hybrid: 0.7454 (0.7693) loss_bbox_2_hybrid: 0.2058 (0.1919) loss_giou_2_hybrid: 0.3477 (0.4219) loss_class_3_hybrid: 0.7501 (0.7607) loss_bbox_3_hybrid: 0.2122 (0.1915) loss_giou_3_hybrid: 0.3460 (0.4206) loss_class_4_hybrid: 0.7344 (0.7576) loss_bbox_4_hybrid: 0.2079 (0.1916) loss_giou_4_hybrid: 0.3538 (0.4203) loss_class_enc_hybrid: 0.7926 (0.7901) loss_bbox_enc_hybrid: 0.2482 (0.2392) loss_giou_enc_hybrid: 0.4238 (0.4974) mem: 1023 max mem: 36965 [2024-01-15 14:21:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:22:41 det.util.engine] INFO: Epoch: [7] [2800/11727] eta: 2:39:57 lr: 0.000100 data_time: 0.0031 iter_time: 1.0294 loss: 27.0975 (26.6395) loss_class: 0.6993 (0.7543) loss_bbox: 0.1876 (0.1792) loss_giou: 0.3936 (0.3912) loss_class_0: 0.9019 (0.9374) loss_bbox_0: 0.1862 (0.1785) loss_giou_0: 0.3765 (0.3948) loss_class_1: 0.7947 (0.8144) loss_bbox_1: 0.1928 (0.1799) loss_giou_1: 0.3856 (0.3940) loss_class_2: 0.7571 (0.7816) loss_bbox_2: 0.1860 (0.1782) loss_giou_2: 0.3858 (0.3916) loss_class_3: 0.7173 (0.7635) loss_bbox_3: 0.1912 (0.1785) loss_giou_3: 0.3920 (0.3911) loss_class_4: 0.7001 (0.7557) loss_bbox_4: 0.1886 (0.1791) loss_giou_4: 0.3958 (0.3914) loss_class_enc: 0.8696 (0.8794) loss_bbox_enc: 0.2208 (0.2141) loss_giou_enc: 0.4350 (0.4478) loss_class_dn: 0.3892 (0.3833) loss_bbox_dn: 0.2682 (0.2650) loss_giou_dn: 0.4230 (0.4417) loss_class_dn_0: 0.4716 (0.4769) loss_bbox_dn_0: 0.3818 (0.3672) loss_giou_dn_0: 0.5252 (0.5702) loss_class_dn_1: 0.4144 (0.4127) loss_bbox_dn_1: 0.3027 (0.2892) loss_giou_dn_1: 0.4558 (0.4722) loss_class_dn_2: 0.3914 (0.3917) loss_bbox_dn_2: 0.2773 (0.2690) loss_giou_dn_2: 0.4280 (0.4479) loss_class_dn_3: 0.3923 (0.3853) loss_bbox_dn_3: 0.2741 (0.2659) loss_giou_dn_3: 0.4235 (0.4429) loss_class_dn_4: 0.3898 (0.3832) loss_bbox_dn_4: 0.2682 (0.2650) loss_giou_dn_4: 0.4227 (0.4415) loss_class_hybrid: 0.7292 (0.7578) loss_bbox_hybrid: 0.1905 (0.1915) loss_giou_hybrid: 0.3939 (0.4200) loss_class_0_hybrid: 0.8035 (0.8275) loss_bbox_0_hybrid: 0.2007 (0.2002) loss_giou_0_hybrid: 0.4032 (0.4366) loss_class_1_hybrid: 0.7742 (0.7832) loss_bbox_1_hybrid: 0.2024 (0.1954) loss_giou_1_hybrid: 0.3955 (0.4270) loss_class_2_hybrid: 0.7484 (0.7697) loss_bbox_2_hybrid: 0.1923 (0.1919) loss_giou_2_hybrid: 0.3931 (0.4218) loss_class_3_hybrid: 0.7379 (0.7610) loss_bbox_3_hybrid: 0.1937 (0.1916) loss_giou_3_hybrid: 0.3926 (0.4206) loss_class_4_hybrid: 0.7342 (0.7579) loss_bbox_4_hybrid: 0.1918 (0.1916) loss_giou_4_hybrid: 0.3907 (0.4203) loss_class_enc_hybrid: 0.7749 (0.7905) loss_bbox_enc_hybrid: 0.2491 (0.2392) loss_giou_enc_hybrid: 0.4522 (0.4973) mem: 1028 max mem: 36965 [2024-01-15 14:22:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:23:35 det.util.engine] INFO: Epoch: [7] [2850/11727] eta: 2:39:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0939 loss: 26.6291 (26.6368) loss_class: 0.7735 (0.7542) loss_bbox: 0.1645 (0.1791) loss_giou: 0.3658 (0.3912) loss_class_0: 0.9175 (0.9372) loss_bbox_0: 0.1692 (0.1785) loss_giou_0: 0.3772 (0.3949) loss_class_1: 0.8252 (0.8143) loss_bbox_1: 0.1720 (0.1799) loss_giou_1: 0.3675 (0.3940) loss_class_2: 0.7854 (0.7816) loss_bbox_2: 0.1729 (0.1781) loss_giou_2: 0.3674 (0.3916) loss_class_3: 0.7678 (0.7635) loss_bbox_3: 0.1698 (0.1784) loss_giou_3: 0.3607 (0.3911) loss_class_4: 0.7703 (0.7557) loss_bbox_4: 0.1644 (0.1791) loss_giou_4: 0.3616 (0.3914) loss_class_enc: 0.8882 (0.8796) loss_bbox_enc: 0.2037 (0.2141) loss_giou_enc: 0.4358 (0.4479) loss_class_dn: 0.3805 (0.3833) loss_bbox_dn: 0.2348 (0.2648) loss_giou_dn: 0.4234 (0.4417) loss_class_dn_0: 0.4803 (0.4769) loss_bbox_dn_0: 0.3297 (0.3670) loss_giou_dn_0: 0.5570 (0.5702) loss_class_dn_1: 0.4100 (0.4127) loss_bbox_dn_1: 0.2451 (0.2890) loss_giou_dn_1: 0.4581 (0.4722) loss_class_dn_2: 0.3930 (0.3917) loss_bbox_dn_2: 0.2340 (0.2688) loss_giou_dn_2: 0.4288 (0.4479) loss_class_dn_3: 0.3855 (0.3853) loss_bbox_dn_3: 0.2337 (0.2656) loss_giou_dn_3: 0.4247 (0.4430) loss_class_dn_4: 0.3827 (0.3832) loss_bbox_dn_4: 0.2347 (0.2648) loss_giou_dn_4: 0.4233 (0.4416) loss_class_hybrid: 0.7563 (0.7577) loss_bbox_hybrid: 0.1773 (0.1914) loss_giou_hybrid: 0.3854 (0.4201) loss_class_0_hybrid: 0.8264 (0.8274) loss_bbox_0_hybrid: 0.1860 (0.2001) loss_giou_0_hybrid: 0.4084 (0.4367) loss_class_1_hybrid: 0.7819 (0.7830) loss_bbox_1_hybrid: 0.1852 (0.1953) loss_giou_1_hybrid: 0.3920 (0.4270) loss_class_2_hybrid: 0.7620 (0.7696) loss_bbox_2_hybrid: 0.1803 (0.1918) loss_giou_2_hybrid: 0.3805 (0.4219) loss_class_3_hybrid: 0.7623 (0.7609) loss_bbox_3_hybrid: 0.1812 (0.1915) loss_giou_3_hybrid: 0.3811 (0.4207) loss_class_4_hybrid: 0.7528 (0.7578) loss_bbox_4_hybrid: 0.1802 (0.1915) loss_giou_4_hybrid: 0.3832 (0.4204) loss_class_enc_hybrid: 0.8171 (0.7904) loss_bbox_enc_hybrid: 0.2224 (0.2391) loss_giou_enc_hybrid: 0.4754 (0.4974) mem: 1020 max mem: 36965 [2024-01-15 14:23:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:24:29 det.util.engine] INFO: Epoch: [7] [2900/11727] eta: 2:38:11 lr: 0.000100 data_time: 0.0027 iter_time: 1.0704 loss: 26.2928 (26.6361) loss_class: 0.7579 (0.7544) loss_bbox: 0.1637 (0.1790) loss_giou: 0.3878 (0.3912) loss_class_0: 0.9324 (0.9373) loss_bbox_0: 0.1685 (0.1784) loss_giou_0: 0.3866 (0.3949) loss_class_1: 0.8277 (0.8144) loss_bbox_1: 0.1646 (0.1797) loss_giou_1: 0.3886 (0.3940) loss_class_2: 0.7907 (0.7816) loss_bbox_2: 0.1636 (0.1780) loss_giou_2: 0.3925 (0.3917) loss_class_3: 0.7678 (0.7635) loss_bbox_3: 0.1638 (0.1783) loss_giou_3: 0.3889 (0.3911) loss_class_4: 0.7682 (0.7558) loss_bbox_4: 0.1639 (0.1789) loss_giou_4: 0.3892 (0.3914) loss_class_enc: 0.8866 (0.8796) loss_bbox_enc: 0.2015 (0.2139) loss_giou_enc: 0.4456 (0.4478) loss_class_dn: 0.3817 (0.3833) loss_bbox_dn: 0.2472 (0.2648) loss_giou_dn: 0.4223 (0.4418) loss_class_dn_0: 0.4844 (0.4769) loss_bbox_dn_0: 0.3356 (0.3668) loss_giou_dn_0: 0.5571 (0.5702) loss_class_dn_1: 0.4170 (0.4127) loss_bbox_dn_1: 0.2704 (0.2890) loss_giou_dn_1: 0.4574 (0.4723) loss_class_dn_2: 0.3906 (0.3917) loss_bbox_dn_2: 0.2542 (0.2688) loss_giou_dn_2: 0.4312 (0.4480) loss_class_dn_3: 0.3836 (0.3853) loss_bbox_dn_3: 0.2493 (0.2656) loss_giou_dn_3: 0.4246 (0.4430) loss_class_dn_4: 0.3805 (0.3833) loss_bbox_dn_4: 0.2470 (0.2648) loss_giou_dn_4: 0.4220 (0.4416) loss_class_hybrid: 0.7768 (0.7577) loss_bbox_hybrid: 0.1758 (0.1913) loss_giou_hybrid: 0.4359 (0.4201) loss_class_0_hybrid: 0.8501 (0.8273) loss_bbox_0_hybrid: 0.1844 (0.2000) loss_giou_0_hybrid: 0.4442 (0.4367) loss_class_1_hybrid: 0.7854 (0.7829) loss_bbox_1_hybrid: 0.1785 (0.1953) loss_giou_1_hybrid: 0.4391 (0.4271) loss_class_2_hybrid: 0.7818 (0.7695) loss_bbox_2_hybrid: 0.1802 (0.1918) loss_giou_2_hybrid: 0.4381 (0.4219) loss_class_3_hybrid: 0.7814 (0.7609) loss_bbox_3_hybrid: 0.1779 (0.1914) loss_giou_3_hybrid: 0.4330 (0.4207) loss_class_4_hybrid: 0.7704 (0.7577) loss_bbox_4_hybrid: 0.1776 (0.1915) loss_giou_4_hybrid: 0.4366 (0.4204) loss_class_enc_hybrid: 0.8182 (0.7903) loss_bbox_enc_hybrid: 0.2217 (0.2390) loss_giou_enc_hybrid: 0.5229 (0.4975) mem: 1018 max mem: 36965 [2024-01-15 14:24:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:25:22 det.util.engine] INFO: Epoch: [7] [2950/11727] eta: 2:37:15 lr: 0.000100 data_time: 0.0030 iter_time: 1.0942 loss: 26.6674 (26.6362) loss_class: 0.8002 (0.7547) loss_bbox: 0.1791 (0.1789) loss_giou: 0.4056 (0.3911) loss_class_0: 0.9538 (0.9374) loss_bbox_0: 0.1649 (0.1783) loss_giou_0: 0.3938 (0.3949) loss_class_1: 0.8876 (0.8148) loss_bbox_1: 0.1624 (0.1796) loss_giou_1: 0.3995 (0.3939) loss_class_2: 0.8163 (0.7819) loss_bbox_2: 0.1755 (0.1779) loss_giou_2: 0.4026 (0.3916) loss_class_3: 0.8088 (0.7638) loss_bbox_3: 0.1783 (0.1782) loss_giou_3: 0.4040 (0.3911) loss_class_4: 0.7961 (0.7560) loss_bbox_4: 0.1790 (0.1789) loss_giou_4: 0.4026 (0.3913) loss_class_enc: 0.8905 (0.8797) loss_bbox_enc: 0.1977 (0.2138) loss_giou_enc: 0.4555 (0.4477) loss_class_dn: 0.3888 (0.3834) loss_bbox_dn: 0.2255 (0.2646) loss_giou_dn: 0.4676 (0.4418) loss_class_dn_0: 0.4691 (0.4769) loss_bbox_dn_0: 0.3418 (0.3668) loss_giou_dn_0: 0.5833 (0.5702) loss_class_dn_1: 0.4149 (0.4127) loss_bbox_dn_1: 0.2640 (0.2889) loss_giou_dn_1: 0.4851 (0.4723) loss_class_dn_2: 0.4011 (0.3918) loss_bbox_dn_2: 0.2318 (0.2686) loss_giou_dn_2: 0.4695 (0.4480) loss_class_dn_3: 0.3898 (0.3854) loss_bbox_dn_3: 0.2264 (0.2655) loss_giou_dn_3: 0.4650 (0.4430) loss_class_dn_4: 0.3857 (0.3833) loss_bbox_dn_4: 0.2256 (0.2646) loss_giou_dn_4: 0.4671 (0.4416) loss_class_hybrid: 0.7688 (0.7578) loss_bbox_hybrid: 0.1817 (0.1912) loss_giou_hybrid: 0.4221 (0.4201) loss_class_0_hybrid: 0.8361 (0.8274) loss_bbox_0_hybrid: 0.1775 (0.1999) loss_giou_0_hybrid: 0.4476 (0.4366) loss_class_1_hybrid: 0.8068 (0.7832) loss_bbox_1_hybrid: 0.1777 (0.1952) loss_giou_1_hybrid: 0.4264 (0.4270) loss_class_2_hybrid: 0.7862 (0.7697) loss_bbox_2_hybrid: 0.1806 (0.1917) loss_giou_2_hybrid: 0.4218 (0.4219) loss_class_3_hybrid: 0.7771 (0.7611) loss_bbox_3_hybrid: 0.1792 (0.1913) loss_giou_3_hybrid: 0.4204 (0.4206) loss_class_4_hybrid: 0.7723 (0.7579) loss_bbox_4_hybrid: 0.1825 (0.1914) loss_giou_4_hybrid: 0.4212 (0.4203) loss_class_enc_hybrid: 0.7965 (0.7905) loss_bbox_enc_hybrid: 0.2236 (0.2389) loss_giou_enc_hybrid: 0.5057 (0.4974) mem: 1027 max mem: 36965 [2024-01-15 14:25:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:26:15 det.util.engine] INFO: Epoch: [7] [3000/11727] eta: 2:36:17 lr: 0.000100 data_time: 0.0030 iter_time: 1.0210 loss: 26.3458 (26.6437) loss_class: 0.7254 (0.7548) loss_bbox: 0.1740 (0.1791) loss_giou: 0.4019 (0.3913) loss_class_0: 0.8850 (0.9372) loss_bbox_0: 0.1801 (0.1785) loss_giou_0: 0.4047 (0.3951) loss_class_1: 0.7715 (0.8149) loss_bbox_1: 0.1739 (0.1797) loss_giou_1: 0.4075 (0.3941) loss_class_2: 0.7449 (0.7819) loss_bbox_2: 0.1700 (0.1781) loss_giou_2: 0.4019 (0.3918) loss_class_3: 0.7251 (0.7639) loss_bbox_3: 0.1711 (0.1784) loss_giou_3: 0.4039 (0.3912) loss_class_4: 0.7301 (0.7561) loss_bbox_4: 0.1719 (0.1790) loss_giou_4: 0.4010 (0.3915) loss_class_enc: 0.8319 (0.8799) loss_bbox_enc: 0.2063 (0.2139) loss_giou_enc: 0.4551 (0.4479) loss_class_dn: 0.3812 (0.3835) loss_bbox_dn: 0.2555 (0.2648) loss_giou_dn: 0.4389 (0.4420) loss_class_dn_0: 0.4746 (0.4770) loss_bbox_dn_0: 0.3553 (0.3670) loss_giou_dn_0: 0.5680 (0.5704) loss_class_dn_1: 0.4098 (0.4128) loss_bbox_dn_1: 0.2807 (0.2891) loss_giou_dn_1: 0.4719 (0.4725) loss_class_dn_2: 0.3918 (0.3919) loss_bbox_dn_2: 0.2587 (0.2688) loss_giou_dn_2: 0.4433 (0.4482) loss_class_dn_3: 0.3885 (0.3855) loss_bbox_dn_3: 0.2564 (0.2657) loss_giou_dn_3: 0.4410 (0.4432) loss_class_dn_4: 0.3834 (0.3834) loss_bbox_dn_4: 0.2554 (0.2648) loss_giou_dn_4: 0.4389 (0.4418) loss_class_hybrid: 0.7084 (0.7578) loss_bbox_hybrid: 0.1896 (0.1914) loss_giou_hybrid: 0.4323 (0.4204) loss_class_0_hybrid: 0.7774 (0.8272) loss_bbox_0_hybrid: 0.2051 (0.2001) loss_giou_0_hybrid: 0.4526 (0.4369) loss_class_1_hybrid: 0.7393 (0.7831) loss_bbox_1_hybrid: 0.1920 (0.1953) loss_giou_1_hybrid: 0.4364 (0.4273) loss_class_2_hybrid: 0.7276 (0.7695) loss_bbox_2_hybrid: 0.1887 (0.1919) loss_giou_2_hybrid: 0.4328 (0.4222) loss_class_3_hybrid: 0.7194 (0.7610) loss_bbox_3_hybrid: 0.1880 (0.1915) loss_giou_3_hybrid: 0.4305 (0.4209) loss_class_4_hybrid: 0.7116 (0.7578) loss_bbox_4_hybrid: 0.1908 (0.1916) loss_giou_4_hybrid: 0.4338 (0.4206) loss_class_enc_hybrid: 0.7512 (0.7904) loss_bbox_enc_hybrid: 0.2310 (0.2390) loss_giou_enc_hybrid: 0.5024 (0.4977) mem: 1036 max mem: 36965 [2024-01-15 14:26:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:27:08 det.util.engine] INFO: Epoch: [7] [3050/11727] eta: 2:35:22 lr: 0.000100 data_time: 0.0029 iter_time: 1.0788 loss: 25.9724 (26.6383) loss_class: 0.7103 (0.7544) loss_bbox: 0.1729 (0.1790) loss_giou: 0.4156 (0.3914) loss_class_0: 0.8966 (0.9369) loss_bbox_0: 0.1737 (0.1784) loss_giou_0: 0.4129 (0.3952) loss_class_1: 0.7621 (0.8144) loss_bbox_1: 0.1770 (0.1796) loss_giou_1: 0.4156 (0.3942) loss_class_2: 0.7349 (0.7815) loss_bbox_2: 0.1787 (0.1780) loss_giou_2: 0.4185 (0.3919) loss_class_3: 0.7030 (0.7634) loss_bbox_3: 0.1784 (0.1783) loss_giou_3: 0.4172 (0.3914) loss_class_4: 0.7081 (0.7559) loss_bbox_4: 0.1725 (0.1789) loss_giou_4: 0.4175 (0.3916) loss_class_enc: 0.8366 (0.8794) loss_bbox_enc: 0.2028 (0.2138) loss_giou_enc: 0.4588 (0.4481) loss_class_dn: 0.3767 (0.3835) loss_bbox_dn: 0.2431 (0.2646) loss_giou_dn: 0.4643 (0.4421) loss_class_dn_0: 0.4695 (0.4769) loss_bbox_dn_0: 0.3462 (0.3667) loss_giou_dn_0: 0.5945 (0.5705) loss_class_dn_1: 0.4069 (0.4128) loss_bbox_dn_1: 0.2729 (0.2889) loss_giou_dn_1: 0.5000 (0.4726) loss_class_dn_2: 0.3869 (0.3918) loss_bbox_dn_2: 0.2450 (0.2686) loss_giou_dn_2: 0.4715 (0.4483) loss_class_dn_3: 0.3781 (0.3854) loss_bbox_dn_3: 0.2442 (0.2655) loss_giou_dn_3: 0.4669 (0.4433) loss_class_dn_4: 0.3773 (0.3834) loss_bbox_dn_4: 0.2432 (0.2646) loss_giou_dn_4: 0.4641 (0.4419) loss_class_hybrid: 0.7283 (0.7574) loss_bbox_hybrid: 0.1860 (0.1913) loss_giou_hybrid: 0.4317 (0.4205) loss_class_0_hybrid: 0.7698 (0.8267) loss_bbox_0_hybrid: 0.1901 (0.2001) loss_giou_0_hybrid: 0.4553 (0.4371) loss_class_1_hybrid: 0.7377 (0.7826) loss_bbox_1_hybrid: 0.1914 (0.1953) loss_giou_1_hybrid: 0.4413 (0.4274) loss_class_2_hybrid: 0.7038 (0.7691) loss_bbox_2_hybrid: 0.1878 (0.1918) loss_giou_2_hybrid: 0.4407 (0.4223) loss_class_3_hybrid: 0.7161 (0.7605) loss_bbox_3_hybrid: 0.1870 (0.1915) loss_giou_3_hybrid: 0.4344 (0.4211) loss_class_4_hybrid: 0.7133 (0.7574) loss_bbox_4_hybrid: 0.1863 (0.1915) loss_giou_4_hybrid: 0.4328 (0.4208) loss_class_enc_hybrid: 0.7205 (0.7899) loss_bbox_enc_hybrid: 0.2298 (0.2390) loss_giou_enc_hybrid: 0.5242 (0.4978) mem: 1029 max mem: 36965 [2024-01-15 14:27:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:28:01 det.util.engine] INFO: Epoch: [7] [3100/11727] eta: 2:34:28 lr: 0.000100 data_time: 0.0030 iter_time: 1.1141 loss: 26.0876 (26.6481) loss_class: 0.7302 (0.7549) loss_bbox: 0.1807 (0.1791) loss_giou: 0.3967 (0.3914) loss_class_0: 0.8962 (0.9370) loss_bbox_0: 0.1704 (0.1786) loss_giou_0: 0.4010 (0.3953) loss_class_1: 0.7867 (0.8148) loss_bbox_1: 0.1728 (0.1798) loss_giou_1: 0.3872 (0.3942) loss_class_2: 0.7550 (0.7819) loss_bbox_2: 0.1729 (0.1781) loss_giou_2: 0.3891 (0.3919) loss_class_3: 0.7300 (0.7639) loss_bbox_3: 0.1806 (0.1784) loss_giou_3: 0.3923 (0.3914) loss_class_4: 0.7296 (0.7563) loss_bbox_4: 0.1762 (0.1790) loss_giou_4: 0.3999 (0.3916) loss_class_enc: 0.8531 (0.8796) loss_bbox_enc: 0.2006 (0.2139) loss_giou_enc: 0.4364 (0.4481) loss_class_dn: 0.3825 (0.3835) loss_bbox_dn: 0.2496 (0.2649) loss_giou_dn: 0.4370 (0.4422) loss_class_dn_0: 0.4804 (0.4770) loss_bbox_dn_0: 0.3461 (0.3671) loss_giou_dn_0: 0.5737 (0.5707) loss_class_dn_1: 0.4109 (0.4128) loss_bbox_dn_1: 0.2758 (0.2892) loss_giou_dn_1: 0.4629 (0.4728) loss_class_dn_2: 0.3908 (0.3919) loss_bbox_dn_2: 0.2576 (0.2689) loss_giou_dn_2: 0.4415 (0.4485) loss_class_dn_3: 0.3843 (0.3855) loss_bbox_dn_3: 0.2516 (0.2658) loss_giou_dn_3: 0.4364 (0.4435) loss_class_dn_4: 0.3822 (0.3835) loss_bbox_dn_4: 0.2494 (0.2649) loss_giou_dn_4: 0.4365 (0.4421) loss_class_hybrid: 0.7258 (0.7578) loss_bbox_hybrid: 0.1923 (0.1915) loss_giou_hybrid: 0.4434 (0.4205) loss_class_0_hybrid: 0.7630 (0.8268) loss_bbox_0_hybrid: 0.2031 (0.2002) loss_giou_0_hybrid: 0.4359 (0.4371) loss_class_1_hybrid: 0.7353 (0.7828) loss_bbox_1_hybrid: 0.1940 (0.1955) loss_giou_1_hybrid: 0.4335 (0.4274) loss_class_2_hybrid: 0.7446 (0.7693) loss_bbox_2_hybrid: 0.1900 (0.1920) loss_giou_2_hybrid: 0.4355 (0.4223) loss_class_3_hybrid: 0.7253 (0.7609) loss_bbox_3_hybrid: 0.1922 (0.1917) loss_giou_3_hybrid: 0.4405 (0.4210) loss_class_4_hybrid: 0.7322 (0.7578) loss_bbox_4_hybrid: 0.1890 (0.1917) loss_giou_4_hybrid: 0.4438 (0.4208) loss_class_enc_hybrid: 0.7388 (0.7901) loss_bbox_enc_hybrid: 0.2358 (0.2391) loss_giou_enc_hybrid: 0.4942 (0.4978) mem: 1037 max mem: 36965 [2024-01-15 14:28:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:28:55 det.util.engine] INFO: Epoch: [7] [3150/11727] eta: 2:33:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0779 loss: 25.6885 (26.6409) loss_class: 0.7078 (0.7545) loss_bbox: 0.1854 (0.1791) loss_giou: 0.3988 (0.3914) loss_class_0: 0.8637 (0.9366) loss_bbox_0: 0.1713 (0.1786) loss_giou_0: 0.4094 (0.3953) loss_class_1: 0.7474 (0.8143) loss_bbox_1: 0.1838 (0.1798) loss_giou_1: 0.4030 (0.3942) loss_class_2: 0.7268 (0.7816) loss_bbox_2: 0.1871 (0.1782) loss_giou_2: 0.3963 (0.3919) loss_class_3: 0.6996 (0.7635) loss_bbox_3: 0.1904 (0.1785) loss_giou_3: 0.4075 (0.3914) loss_class_4: 0.7031 (0.7559) loss_bbox_4: 0.1850 (0.1790) loss_giou_4: 0.3986 (0.3916) loss_class_enc: 0.8335 (0.8793) loss_bbox_enc: 0.2098 (0.2139) loss_giou_enc: 0.4501 (0.4481) loss_class_dn: 0.3788 (0.3835) loss_bbox_dn: 0.2461 (0.2647) loss_giou_dn: 0.4344 (0.4420) loss_class_dn_0: 0.4731 (0.4769) loss_bbox_dn_0: 0.3369 (0.3669) loss_giou_dn_0: 0.5660 (0.5705) loss_class_dn_1: 0.4097 (0.4127) loss_bbox_dn_1: 0.2616 (0.2890) loss_giou_dn_1: 0.4655 (0.4726) loss_class_dn_2: 0.3908 (0.3918) loss_bbox_dn_2: 0.2492 (0.2687) loss_giou_dn_2: 0.4455 (0.4483) loss_class_dn_3: 0.3842 (0.3854) loss_bbox_dn_3: 0.2483 (0.2656) loss_giou_dn_3: 0.4372 (0.4433) loss_class_dn_4: 0.3821 (0.3834) loss_bbox_dn_4: 0.2459 (0.2647) loss_giou_dn_4: 0.4344 (0.4419) loss_class_hybrid: 0.6999 (0.7576) loss_bbox_hybrid: 0.1896 (0.1915) loss_giou_hybrid: 0.4157 (0.4204) loss_class_0_hybrid: 0.7592 (0.8266) loss_bbox_0_hybrid: 0.1911 (0.2002) loss_giou_0_hybrid: 0.4371 (0.4370) loss_class_1_hybrid: 0.7425 (0.7826) loss_bbox_1_hybrid: 0.1880 (0.1954) loss_giou_1_hybrid: 0.4203 (0.4273) loss_class_2_hybrid: 0.7233 (0.7692) loss_bbox_2_hybrid: 0.1891 (0.1920) loss_giou_2_hybrid: 0.4210 (0.4222) loss_class_3_hybrid: 0.7255 (0.7607) loss_bbox_3_hybrid: 0.1893 (0.1916) loss_giou_3_hybrid: 0.4103 (0.4209) loss_class_4_hybrid: 0.7186 (0.7576) loss_bbox_4_hybrid: 0.1881 (0.1917) loss_giou_4_hybrid: 0.4120 (0.4206) loss_class_enc_hybrid: 0.7442 (0.7900) loss_bbox_enc_hybrid: 0.2231 (0.2390) loss_giou_enc_hybrid: 0.4904 (0.4977) mem: 1030 max mem: 36965 [2024-01-15 14:28:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:29:48 det.util.engine] INFO: Epoch: [7] [3200/11727] eta: 2:32:38 lr: 0.000100 data_time: 0.0033 iter_time: 1.0635 loss: 26.1554 (26.6346) loss_class: 0.7368 (0.7543) loss_bbox: 0.1585 (0.1790) loss_giou: 0.3899 (0.3916) loss_class_0: 0.9156 (0.9361) loss_bbox_0: 0.1628 (0.1786) loss_giou_0: 0.3894 (0.3955) loss_class_1: 0.7900 (0.8139) loss_bbox_1: 0.1633 (0.1798) loss_giou_1: 0.3919 (0.3944) loss_class_2: 0.7611 (0.7811) loss_bbox_2: 0.1595 (0.1781) loss_giou_2: 0.4028 (0.3921) loss_class_3: 0.7529 (0.7632) loss_bbox_3: 0.1592 (0.1784) loss_giou_3: 0.3987 (0.3916) loss_class_4: 0.7143 (0.7556) loss_bbox_4: 0.1581 (0.1789) loss_giou_4: 0.3953 (0.3918) loss_class_enc: 0.8505 (0.8787) loss_bbox_enc: 0.1850 (0.2139) loss_giou_enc: 0.4334 (0.4482) loss_class_dn: 0.3861 (0.3834) loss_bbox_dn: 0.2073 (0.2643) loss_giou_dn: 0.4381 (0.4420) loss_class_dn_0: 0.4746 (0.4770) loss_bbox_dn_0: 0.3265 (0.3664) loss_giou_dn_0: 0.5545 (0.5705) loss_class_dn_1: 0.4118 (0.4128) loss_bbox_dn_1: 0.2375 (0.2885) loss_giou_dn_1: 0.4582 (0.4726) loss_class_dn_2: 0.3909 (0.3918) loss_bbox_dn_2: 0.2105 (0.2683) loss_giou_dn_2: 0.4458 (0.4482) loss_class_dn_3: 0.3879 (0.3854) loss_bbox_dn_3: 0.2085 (0.2652) loss_giou_dn_3: 0.4395 (0.4433) loss_class_dn_4: 0.3887 (0.3834) loss_bbox_dn_4: 0.2074 (0.2643) loss_giou_dn_4: 0.4380 (0.4419) loss_class_hybrid: 0.7278 (0.7574) loss_bbox_hybrid: 0.1679 (0.1914) loss_giou_hybrid: 0.4122 (0.4205) loss_class_0_hybrid: 0.7873 (0.8263) loss_bbox_0_hybrid: 0.1716 (0.2001) loss_giou_0_hybrid: 0.4236 (0.4371) loss_class_1_hybrid: 0.7536 (0.7824) loss_bbox_1_hybrid: 0.1693 (0.1954) loss_giou_1_hybrid: 0.4268 (0.4275) loss_class_2_hybrid: 0.7509 (0.7689) loss_bbox_2_hybrid: 0.1681 (0.1919) loss_giou_2_hybrid: 0.4143 (0.4223) loss_class_3_hybrid: 0.7438 (0.7606) loss_bbox_3_hybrid: 0.1686 (0.1915) loss_giou_3_hybrid: 0.4135 (0.4211) loss_class_4_hybrid: 0.7350 (0.7574) loss_bbox_4_hybrid: 0.1694 (0.1916) loss_giou_4_hybrid: 0.4135 (0.4208) loss_class_enc_hybrid: 0.7662 (0.7896) loss_bbox_enc_hybrid: 0.2028 (0.2389) loss_giou_enc_hybrid: 0.4773 (0.4978) mem: 1018 max mem: 36965 [2024-01-15 14:29:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:30:40 det.util.engine] INFO: Epoch: [7] [3250/11727] eta: 2:31:39 lr: 0.000100 data_time: 0.0031 iter_time: 1.0210 loss: 27.0608 (26.6285) loss_class: 0.7224 (0.7538) loss_bbox: 0.1714 (0.1791) loss_giou: 0.4185 (0.3917) loss_class_0: 0.9142 (0.9356) loss_bbox_0: 0.1791 (0.1786) loss_giou_0: 0.4221 (0.3955) loss_class_1: 0.7863 (0.8134) loss_bbox_1: 0.1727 (0.1797) loss_giou_1: 0.4172 (0.3945) loss_class_2: 0.7404 (0.7807) loss_bbox_2: 0.1715 (0.1781) loss_giou_2: 0.4163 (0.3921) loss_class_3: 0.7223 (0.7628) loss_bbox_3: 0.1679 (0.1784) loss_giou_3: 0.4216 (0.3917) loss_class_4: 0.7262 (0.7552) loss_bbox_4: 0.1763 (0.1790) loss_giou_4: 0.4201 (0.3919) loss_class_enc: 0.8587 (0.8782) loss_bbox_enc: 0.2015 (0.2138) loss_giou_enc: 0.4671 (0.4482) loss_class_dn: 0.3874 (0.3834) loss_bbox_dn: 0.2219 (0.2642) loss_giou_dn: 0.4609 (0.4420) loss_class_dn_0: 0.4664 (0.4769) loss_bbox_dn_0: 0.3403 (0.3662) loss_giou_dn_0: 0.5858 (0.5704) loss_class_dn_1: 0.4113 (0.4127) loss_bbox_dn_1: 0.2577 (0.2884) loss_giou_dn_1: 0.4894 (0.4726) loss_class_dn_2: 0.3917 (0.3918) loss_bbox_dn_2: 0.2290 (0.2682) loss_giou_dn_2: 0.4650 (0.4482) loss_class_dn_3: 0.3917 (0.3854) loss_bbox_dn_3: 0.2227 (0.2651) loss_giou_dn_3: 0.4602 (0.4433) loss_class_dn_4: 0.3870 (0.3834) loss_bbox_dn_4: 0.2219 (0.2642) loss_giou_dn_4: 0.4608 (0.4419) loss_class_hybrid: 0.7244 (0.7571) loss_bbox_hybrid: 0.1791 (0.1914) loss_giou_hybrid: 0.4520 (0.4205) loss_class_0_hybrid: 0.7849 (0.8260) loss_bbox_0_hybrid: 0.1881 (0.2001) loss_giou_0_hybrid: 0.4704 (0.4372) loss_class_1_hybrid: 0.7665 (0.7821) loss_bbox_1_hybrid: 0.1815 (0.1953) loss_giou_1_hybrid: 0.4669 (0.4274) loss_class_2_hybrid: 0.7411 (0.7687) loss_bbox_2_hybrid: 0.1806 (0.1919) loss_giou_2_hybrid: 0.4569 (0.4223) loss_class_3_hybrid: 0.7292 (0.7603) loss_bbox_3_hybrid: 0.1828 (0.1915) loss_giou_3_hybrid: 0.4551 (0.4211) loss_class_4_hybrid: 0.7356 (0.7571) loss_bbox_4_hybrid: 0.1823 (0.1915) loss_giou_4_hybrid: 0.4522 (0.4208) loss_class_enc_hybrid: 0.7700 (0.7893) loss_bbox_enc_hybrid: 0.2207 (0.2388) loss_giou_enc_hybrid: 0.5144 (0.4978) mem: 1029 max mem: 36965 [2024-01-15 14:30:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:31:33 det.util.engine] INFO: Epoch: [7] [3300/11727] eta: 2:30:43 lr: 0.000100 data_time: 0.0033 iter_time: 1.0586 loss: 26.7107 (26.6243) loss_class: 0.7190 (0.7534) loss_bbox: 0.1663 (0.1790) loss_giou: 0.3796 (0.3919) loss_class_0: 0.9196 (0.9350) loss_bbox_0: 0.1602 (0.1785) loss_giou_0: 0.3908 (0.3957) loss_class_1: 0.7794 (0.8129) loss_bbox_1: 0.1689 (0.1797) loss_giou_1: 0.3853 (0.3947) loss_class_2: 0.7371 (0.7803) loss_bbox_2: 0.1617 (0.1780) loss_giou_2: 0.3800 (0.3924) loss_class_3: 0.7146 (0.7625) loss_bbox_3: 0.1685 (0.1783) loss_giou_3: 0.3794 (0.3919) loss_class_4: 0.7116 (0.7548) loss_bbox_4: 0.1650 (0.1789) loss_giou_4: 0.3875 (0.3921) loss_class_enc: 0.8325 (0.8777) loss_bbox_enc: 0.1856 (0.2137) loss_giou_enc: 0.4467 (0.4484) loss_class_dn: 0.3839 (0.3835) loss_bbox_dn: 0.2381 (0.2639) loss_giou_dn: 0.4628 (0.4421) loss_class_dn_0: 0.4663 (0.4769) loss_bbox_dn_0: 0.3265 (0.3659) loss_giou_dn_0: 0.5948 (0.5706) loss_class_dn_1: 0.4102 (0.4127) loss_bbox_dn_1: 0.2683 (0.2881) loss_giou_dn_1: 0.4888 (0.4727) loss_class_dn_2: 0.3941 (0.3918) loss_bbox_dn_2: 0.2463 (0.2679) loss_giou_dn_2: 0.4678 (0.4484) loss_class_dn_3: 0.3844 (0.3855) loss_bbox_dn_3: 0.2406 (0.2648) loss_giou_dn_3: 0.4649 (0.4434) loss_class_dn_4: 0.3827 (0.3834) loss_bbox_dn_4: 0.2381 (0.2639) loss_giou_dn_4: 0.4627 (0.4420) loss_class_hybrid: 0.7245 (0.7567) loss_bbox_hybrid: 0.1838 (0.1913) loss_giou_hybrid: 0.4154 (0.4208) loss_class_0_hybrid: 0.7863 (0.8255) loss_bbox_0_hybrid: 0.1848 (0.2000) loss_giou_0_hybrid: 0.4311 (0.4375) loss_class_1_hybrid: 0.7508 (0.7817) loss_bbox_1_hybrid: 0.1829 (0.1953) loss_giou_1_hybrid: 0.4083 (0.4277) loss_class_2_hybrid: 0.7283 (0.7683) loss_bbox_2_hybrid: 0.1873 (0.1918) loss_giou_2_hybrid: 0.4056 (0.4226) loss_class_3_hybrid: 0.7322 (0.7599) loss_bbox_3_hybrid: 0.1805 (0.1914) loss_giou_3_hybrid: 0.4109 (0.4214) loss_class_4_hybrid: 0.7324 (0.7567) loss_bbox_4_hybrid: 0.1833 (0.1915) loss_giou_4_hybrid: 0.4189 (0.4211) loss_class_enc_hybrid: 0.7632 (0.7889) loss_bbox_enc_hybrid: 0.2326 (0.2387) loss_giou_enc_hybrid: 0.4986 (0.4981) mem: 1027 max mem: 36965 [2024-01-15 14:31:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:32:24 det.util.engine] INFO: Epoch: [7] [3350/11727] eta: 2:29:45 lr: 0.000100 data_time: 0.0030 iter_time: 1.0141 loss: 26.3896 (26.6220) loss_class: 0.7693 (0.7533) loss_bbox: 0.1687 (0.1790) loss_giou: 0.3545 (0.3918) loss_class_0: 0.9690 (0.9352) loss_bbox_0: 0.1692 (0.1784) loss_giou_0: 0.3492 (0.3955) loss_class_1: 0.8152 (0.8130) loss_bbox_1: 0.1657 (0.1796) loss_giou_1: 0.3469 (0.3946) loss_class_2: 0.7970 (0.7803) loss_bbox_2: 0.1641 (0.1779) loss_giou_2: 0.3558 (0.3922) loss_class_3: 0.7715 (0.7624) loss_bbox_3: 0.1687 (0.1783) loss_giou_3: 0.3521 (0.3918) loss_class_4: 0.7654 (0.7547) loss_bbox_4: 0.1684 (0.1789) loss_giou_4: 0.3526 (0.3920) loss_class_enc: 0.9133 (0.8779) loss_bbox_enc: 0.2026 (0.2136) loss_giou_enc: 0.4063 (0.4482) loss_class_dn: 0.3857 (0.3834) loss_bbox_dn: 0.2770 (0.2640) loss_giou_dn: 0.4068 (0.4421) loss_class_dn_0: 0.4758 (0.4769) loss_bbox_dn_0: 0.3545 (0.3660) loss_giou_dn_0: 0.5691 (0.5705) loss_class_dn_1: 0.4150 (0.4127) loss_bbox_dn_1: 0.2905 (0.2881) loss_giou_dn_1: 0.4439 (0.4726) loss_class_dn_2: 0.3862 (0.3917) loss_bbox_dn_2: 0.2754 (0.2680) loss_giou_dn_2: 0.4170 (0.4483) loss_class_dn_3: 0.3886 (0.3854) loss_bbox_dn_3: 0.2751 (0.2648) loss_giou_dn_3: 0.4087 (0.4433) loss_class_dn_4: 0.3828 (0.3834) loss_bbox_dn_4: 0.2770 (0.2640) loss_giou_dn_4: 0.4068 (0.4419) loss_class_hybrid: 0.7683 (0.7569) loss_bbox_hybrid: 0.1824 (0.1912) loss_giou_hybrid: 0.3776 (0.4206) loss_class_0_hybrid: 0.8193 (0.8258) loss_bbox_0_hybrid: 0.2032 (0.1999) loss_giou_0_hybrid: 0.3933 (0.4373) loss_class_1_hybrid: 0.7980 (0.7819) loss_bbox_1_hybrid: 0.1885 (0.1952) loss_giou_1_hybrid: 0.3790 (0.4275) loss_class_2_hybrid: 0.7875 (0.7685) loss_bbox_2_hybrid: 0.1877 (0.1917) loss_giou_2_hybrid: 0.3766 (0.4224) loss_class_3_hybrid: 0.7708 (0.7601) loss_bbox_3_hybrid: 0.1814 (0.1914) loss_giou_3_hybrid: 0.3782 (0.4211) loss_class_4_hybrid: 0.7675 (0.7569) loss_bbox_4_hybrid: 0.1836 (0.1914) loss_giou_4_hybrid: 0.3775 (0.4209) loss_class_enc_hybrid: 0.7699 (0.7891) loss_bbox_enc_hybrid: 0.2478 (0.2387) loss_giou_enc_hybrid: 0.4645 (0.4979) mem: 1029 max mem: 36965 [2024-01-15 14:32:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:33:17 det.util.engine] INFO: Epoch: [7] [3400/11727] eta: 2:28:49 lr: 0.000100 data_time: 0.0028 iter_time: 1.0610 loss: 27.6445 (26.6279) loss_class: 0.7875 (0.7535) loss_bbox: 0.1801 (0.1791) loss_giou: 0.3814 (0.3918) loss_class_0: 0.9364 (0.9354) loss_bbox_0: 0.1820 (0.1786) loss_giou_0: 0.3761 (0.3954) loss_class_1: 0.8410 (0.8132) loss_bbox_1: 0.1769 (0.1798) loss_giou_1: 0.3727 (0.3945) loss_class_2: 0.8264 (0.7809) loss_bbox_2: 0.1759 (0.1781) loss_giou_2: 0.3777 (0.3921) loss_class_3: 0.7992 (0.7627) loss_bbox_3: 0.1804 (0.1784) loss_giou_3: 0.3802 (0.3917) loss_class_4: 0.7860 (0.7550) loss_bbox_4: 0.1803 (0.1790) loss_giou_4: 0.3812 (0.3919) loss_class_enc: 0.9311 (0.8781) loss_bbox_enc: 0.2047 (0.2138) loss_giou_enc: 0.4341 (0.4480) loss_class_dn: 0.3915 (0.3834) loss_bbox_dn: 0.2792 (0.2642) loss_giou_dn: 0.4435 (0.4420) loss_class_dn_0: 0.4881 (0.4769) loss_bbox_dn_0: 0.3742 (0.3662) loss_giou_dn_0: 0.6015 (0.5705) loss_class_dn_1: 0.4169 (0.4127) loss_bbox_dn_1: 0.3005 (0.2883) loss_giou_dn_1: 0.4785 (0.4726) loss_class_dn_2: 0.4002 (0.3917) loss_bbox_dn_2: 0.2844 (0.2682) loss_giou_dn_2: 0.4512 (0.4483) loss_class_dn_3: 0.3931 (0.3854) loss_bbox_dn_3: 0.2795 (0.2651) loss_giou_dn_3: 0.4448 (0.4433) loss_class_dn_4: 0.3922 (0.3834) loss_bbox_dn_4: 0.2792 (0.2642) loss_giou_dn_4: 0.4433 (0.4419) loss_class_hybrid: 0.7926 (0.7572) loss_bbox_hybrid: 0.1959 (0.1914) loss_giou_hybrid: 0.3972 (0.4204) loss_class_0_hybrid: 0.8225 (0.8261) loss_bbox_0_hybrid: 0.2006 (0.2001) loss_giou_0_hybrid: 0.4060 (0.4371) loss_class_1_hybrid: 0.8045 (0.7823) loss_bbox_1_hybrid: 0.1950 (0.1953) loss_giou_1_hybrid: 0.4021 (0.4273) loss_class_2_hybrid: 0.7937 (0.7689) loss_bbox_2_hybrid: 0.1904 (0.1918) loss_giou_2_hybrid: 0.3980 (0.4222) loss_class_3_hybrid: 0.7814 (0.7605) loss_bbox_3_hybrid: 0.1968 (0.1915) loss_giou_3_hybrid: 0.4005 (0.4210) loss_class_4_hybrid: 0.7727 (0.7573) loss_bbox_4_hybrid: 0.1953 (0.1916) loss_giou_4_hybrid: 0.4014 (0.4207) loss_class_enc_hybrid: 0.8179 (0.7894) loss_bbox_enc_hybrid: 0.2282 (0.2388) loss_giou_enc_hybrid: 0.4677 (0.4977) mem: 1033 max mem: 36965 [2024-01-15 14:33:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:34:11 det.util.engine] INFO: Epoch: [7] [3450/11727] eta: 2:27:57 lr: 0.000100 data_time: 0.0029 iter_time: 1.1039 loss: 25.6031 (26.6216) loss_class: 0.7418 (0.7533) loss_bbox: 0.1704 (0.1791) loss_giou: 0.3820 (0.3918) loss_class_0: 0.9399 (0.9351) loss_bbox_0: 0.1654 (0.1785) loss_giou_0: 0.3857 (0.3954) loss_class_1: 0.8089 (0.8129) loss_bbox_1: 0.1662 (0.1797) loss_giou_1: 0.3686 (0.3945) loss_class_2: 0.7654 (0.7805) loss_bbox_2: 0.1707 (0.1780) loss_giou_2: 0.3683 (0.3921) loss_class_3: 0.7550 (0.7624) loss_bbox_3: 0.1711 (0.1783) loss_giou_3: 0.3677 (0.3917) loss_class_4: 0.7444 (0.7548) loss_bbox_4: 0.1702 (0.1789) loss_giou_4: 0.3679 (0.3920) loss_class_enc: 0.8530 (0.8778) loss_bbox_enc: 0.1949 (0.2136) loss_giou_enc: 0.4305 (0.4480) loss_class_dn: 0.3744 (0.3834) loss_bbox_dn: 0.2284 (0.2640) loss_giou_dn: 0.4233 (0.4421) loss_class_dn_0: 0.4844 (0.4769) loss_bbox_dn_0: 0.3394 (0.3659) loss_giou_dn_0: 0.5579 (0.5705) loss_class_dn_1: 0.4102 (0.4126) loss_bbox_dn_1: 0.2592 (0.2881) loss_giou_dn_1: 0.4534 (0.4726) loss_class_dn_2: 0.3896 (0.3917) loss_bbox_dn_2: 0.2343 (0.2680) loss_giou_dn_2: 0.4329 (0.4483) loss_class_dn_3: 0.3756 (0.3854) loss_bbox_dn_3: 0.2296 (0.2649) loss_giou_dn_3: 0.4249 (0.4433) loss_class_dn_4: 0.3745 (0.3833) loss_bbox_dn_4: 0.2281 (0.2640) loss_giou_dn_4: 0.4234 (0.4419) loss_class_hybrid: 0.7571 (0.7570) loss_bbox_hybrid: 0.1757 (0.1913) loss_giou_hybrid: 0.3833 (0.4204) loss_class_0_hybrid: 0.8253 (0.8259) loss_bbox_0_hybrid: 0.1801 (0.1999) loss_giou_0_hybrid: 0.4258 (0.4371) loss_class_1_hybrid: 0.7741 (0.7821) loss_bbox_1_hybrid: 0.1796 (0.1952) loss_giou_1_hybrid: 0.4009 (0.4273) loss_class_2_hybrid: 0.7714 (0.7686) loss_bbox_2_hybrid: 0.1752 (0.1917) loss_giou_2_hybrid: 0.3892 (0.4222) loss_class_3_hybrid: 0.7638 (0.7602) loss_bbox_3_hybrid: 0.1753 (0.1914) loss_giou_3_hybrid: 0.3859 (0.4210) loss_class_4_hybrid: 0.7611 (0.7571) loss_bbox_4_hybrid: 0.1771 (0.1914) loss_giou_4_hybrid: 0.3862 (0.4207) loss_class_enc_hybrid: 0.7819 (0.7892) loss_bbox_enc_hybrid: 0.2205 (0.2387) loss_giou_enc_hybrid: 0.4758 (0.4977) mem: 1018 max mem: 36965 [2024-01-15 14:34:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:35:05 det.util.engine] INFO: Epoch: [7] [3500/11727] eta: 2:27:03 lr: 0.000100 data_time: 0.0029 iter_time: 1.0295 loss: 25.6593 (26.6194) loss_class: 0.7403 (0.7534) loss_bbox: 0.1744 (0.1791) loss_giou: 0.3481 (0.3915) loss_class_0: 0.9487 (0.9354) loss_bbox_0: 0.1798 (0.1785) loss_giou_0: 0.3667 (0.3951) loss_class_1: 0.8077 (0.8129) loss_bbox_1: 0.1931 (0.1797) loss_giou_1: 0.3630 (0.3943) loss_class_2: 0.7617 (0.7805) loss_bbox_2: 0.1850 (0.1781) loss_giou_2: 0.3654 (0.3919) loss_class_3: 0.7384 (0.7624) loss_bbox_3: 0.1749 (0.1784) loss_giou_3: 0.3511 (0.3915) loss_class_4: 0.7324 (0.7549) loss_bbox_4: 0.1744 (0.1790) loss_giou_4: 0.3478 (0.3917) loss_class_enc: 0.9071 (0.8782) loss_bbox_enc: 0.2233 (0.2137) loss_giou_enc: 0.4119 (0.4477) loss_class_dn: 0.3671 (0.3833) loss_bbox_dn: 0.2578 (0.2641) loss_giou_dn: 0.4186 (0.4419) loss_class_dn_0: 0.4670 (0.4769) loss_bbox_dn_0: 0.3766 (0.3661) loss_giou_dn_0: 0.5526 (0.5703) loss_class_dn_1: 0.4028 (0.4125) loss_bbox_dn_1: 0.2774 (0.2882) loss_giou_dn_1: 0.4606 (0.4724) loss_class_dn_2: 0.3822 (0.3916) loss_bbox_dn_2: 0.2581 (0.2680) loss_giou_dn_2: 0.4241 (0.4481) loss_class_dn_3: 0.3715 (0.3853) loss_bbox_dn_3: 0.2575 (0.2649) loss_giou_dn_3: 0.4221 (0.4432) loss_class_dn_4: 0.3695 (0.3832) loss_bbox_dn_4: 0.2578 (0.2641) loss_giou_dn_4: 0.4186 (0.4418) loss_class_hybrid: 0.7709 (0.7572) loss_bbox_hybrid: 0.1980 (0.1913) loss_giou_hybrid: 0.3815 (0.4201) loss_class_0_hybrid: 0.8220 (0.8262) loss_bbox_0_hybrid: 0.2176 (0.1999) loss_giou_0_hybrid: 0.4003 (0.4367) loss_class_1_hybrid: 0.7872 (0.7823) loss_bbox_1_hybrid: 0.2053 (0.1952) loss_giou_1_hybrid: 0.3885 (0.4270) loss_class_2_hybrid: 0.7891 (0.7689) loss_bbox_2_hybrid: 0.1964 (0.1918) loss_giou_2_hybrid: 0.3794 (0.4219) loss_class_3_hybrid: 0.7729 (0.7604) loss_bbox_3_hybrid: 0.2015 (0.1914) loss_giou_3_hybrid: 0.3843 (0.4206) loss_class_4_hybrid: 0.7593 (0.7572) loss_bbox_4_hybrid: 0.1979 (0.1915) loss_giou_4_hybrid: 0.3809 (0.4204) loss_class_enc_hybrid: 0.8011 (0.7896) loss_bbox_enc_hybrid: 0.2534 (0.2386) loss_giou_enc_hybrid: 0.4484 (0.4973) mem: 1024 max mem: 36965 [2024-01-15 14:35:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:35:58 det.util.engine] INFO: Epoch: [7] [3550/11727] eta: 2:26:08 lr: 0.000100 data_time: 0.0030 iter_time: 1.0667 loss: 26.9603 (26.6213) loss_class: 0.7329 (0.7532) loss_bbox: 0.1824 (0.1792) loss_giou: 0.4171 (0.3917) loss_class_0: 0.8836 (0.9352) loss_bbox_0: 0.1577 (0.1786) loss_giou_0: 0.4253 (0.3953) loss_class_1: 0.7956 (0.8128) loss_bbox_1: 0.1794 (0.1798) loss_giou_1: 0.4140 (0.3945) loss_class_2: 0.7679 (0.7804) loss_bbox_2: 0.1752 (0.1781) loss_giou_2: 0.4136 (0.3920) loss_class_3: 0.7328 (0.7623) loss_bbox_3: 0.1813 (0.1785) loss_giou_3: 0.4174 (0.3917) loss_class_4: 0.7458 (0.7548) loss_bbox_4: 0.1791 (0.1791) loss_giou_4: 0.4151 (0.3919) loss_class_enc: 0.8573 (0.8780) loss_bbox_enc: 0.2072 (0.2137) loss_giou_enc: 0.4757 (0.4479) loss_class_dn: 0.3894 (0.3833) loss_bbox_dn: 0.2197 (0.2641) loss_giou_dn: 0.4500 (0.4419) loss_class_dn_0: 0.4724 (0.4769) loss_bbox_dn_0: 0.3411 (0.3661) loss_giou_dn_0: 0.5840 (0.5704) loss_class_dn_1: 0.4157 (0.4125) loss_bbox_dn_1: 0.2451 (0.2882) loss_giou_dn_1: 0.4769 (0.4724) loss_class_dn_2: 0.3964 (0.3916) loss_bbox_dn_2: 0.2190 (0.2680) loss_giou_dn_2: 0.4569 (0.4481) loss_class_dn_3: 0.3906 (0.3853) loss_bbox_dn_3: 0.2200 (0.2649) loss_giou_dn_3: 0.4519 (0.4432) loss_class_dn_4: 0.3878 (0.3832) loss_bbox_dn_4: 0.2197 (0.2640) loss_giou_dn_4: 0.4499 (0.4418) loss_class_hybrid: 0.7210 (0.7570) loss_bbox_hybrid: 0.1923 (0.1914) loss_giou_hybrid: 0.4590 (0.4204) loss_class_0_hybrid: 0.7743 (0.8260) loss_bbox_0_hybrid: 0.2063 (0.2000) loss_giou_0_hybrid: 0.4618 (0.4370) loss_class_1_hybrid: 0.7420 (0.7821) loss_bbox_1_hybrid: 0.1950 (0.1953) loss_giou_1_hybrid: 0.4589 (0.4272) loss_class_2_hybrid: 0.7170 (0.7687) loss_bbox_2_hybrid: 0.2069 (0.1919) loss_giou_2_hybrid: 0.4619 (0.4221) loss_class_3_hybrid: 0.7172 (0.7602) loss_bbox_3_hybrid: 0.2007 (0.1915) loss_giou_3_hybrid: 0.4581 (0.4209) loss_class_4_hybrid: 0.7254 (0.7570) loss_bbox_4_hybrid: 0.1921 (0.1916) loss_giou_4_hybrid: 0.4593 (0.4206) loss_class_enc_hybrid: 0.7558 (0.7895) loss_bbox_enc_hybrid: 0.2451 (0.2387) loss_giou_enc_hybrid: 0.5135 (0.4976) mem: 1012 max mem: 36965 [2024-01-15 14:35:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:36:51 det.util.engine] INFO: Epoch: [7] [3600/11727] eta: 2:25:14 lr: 0.000100 data_time: 0.0030 iter_time: 1.0556 loss: 25.2059 (26.6185) loss_class: 0.7038 (0.7529) loss_bbox: 0.1549 (0.1792) loss_giou: 0.3891 (0.3917) loss_class_0: 0.8861 (0.9351) loss_bbox_0: 0.1527 (0.1786) loss_giou_0: 0.3873 (0.3952) loss_class_1: 0.7622 (0.8125) loss_bbox_1: 0.1564 (0.1799) loss_giou_1: 0.3945 (0.3945) loss_class_2: 0.7273 (0.7802) loss_bbox_2: 0.1538 (0.1781) loss_giou_2: 0.3851 (0.3920) loss_class_3: 0.7076 (0.7620) loss_bbox_3: 0.1509 (0.1785) loss_giou_3: 0.3944 (0.3917) loss_class_4: 0.7041 (0.7544) loss_bbox_4: 0.1549 (0.1791) loss_giou_4: 0.3941 (0.3919) loss_class_enc: 0.8344 (0.8779) loss_bbox_enc: 0.1915 (0.2137) loss_giou_enc: 0.4362 (0.4478) loss_class_dn: 0.3790 (0.3833) loss_bbox_dn: 0.2209 (0.2640) loss_giou_dn: 0.4357 (0.4419) loss_class_dn_0: 0.4770 (0.4769) loss_bbox_dn_0: 0.3086 (0.3660) loss_giou_dn_0: 0.5660 (0.5704) loss_class_dn_1: 0.4105 (0.4126) loss_bbox_dn_1: 0.2445 (0.2881) loss_giou_dn_1: 0.4639 (0.4725) loss_class_dn_2: 0.3895 (0.3916) loss_bbox_dn_2: 0.2248 (0.2680) loss_giou_dn_2: 0.4402 (0.4481) loss_class_dn_3: 0.3844 (0.3853) loss_bbox_dn_3: 0.2220 (0.2649) loss_giou_dn_3: 0.4351 (0.4432) loss_class_dn_4: 0.3793 (0.3833) loss_bbox_dn_4: 0.2208 (0.2640) loss_giou_dn_4: 0.4356 (0.4418) loss_class_hybrid: 0.7258 (0.7569) loss_bbox_hybrid: 0.1607 (0.1914) loss_giou_hybrid: 0.4045 (0.4203) loss_class_0_hybrid: 0.7863 (0.8260) loss_bbox_0_hybrid: 0.1762 (0.2000) loss_giou_0_hybrid: 0.4191 (0.4369) loss_class_1_hybrid: 0.7488 (0.7821) loss_bbox_1_hybrid: 0.1664 (0.1953) loss_giou_1_hybrid: 0.4078 (0.4271) loss_class_2_hybrid: 0.7352 (0.7686) loss_bbox_2_hybrid: 0.1628 (0.1919) loss_giou_2_hybrid: 0.4055 (0.4220) loss_class_3_hybrid: 0.7291 (0.7601) loss_bbox_3_hybrid: 0.1600 (0.1915) loss_giou_3_hybrid: 0.4048 (0.4208) loss_class_4_hybrid: 0.7252 (0.7569) loss_bbox_4_hybrid: 0.1611 (0.1916) loss_giou_4_hybrid: 0.4053 (0.4205) loss_class_enc_hybrid: 0.7322 (0.7894) loss_bbox_enc_hybrid: 0.2118 (0.2387) loss_giou_enc_hybrid: 0.4788 (0.4974) mem: 1028 max mem: 36965 [2024-01-15 14:36:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:37:44 det.util.engine] INFO: Epoch: [7] [3650/11727] eta: 2:24:18 lr: 0.000100 data_time: 0.0039 iter_time: 1.0722 loss: 26.3284 (26.6170) loss_class: 0.7236 (0.7530) loss_bbox: 0.1832 (0.1792) loss_giou: 0.4119 (0.3917) loss_class_0: 0.9112 (0.9349) loss_bbox_0: 0.1672 (0.1786) loss_giou_0: 0.4049 (0.3952) loss_class_1: 0.7824 (0.8124) loss_bbox_1: 0.1928 (0.1799) loss_giou_1: 0.4023 (0.3944) loss_class_2: 0.7411 (0.7801) loss_bbox_2: 0.1840 (0.1782) loss_giou_2: 0.3978 (0.3919) loss_class_3: 0.7549 (0.7621) loss_bbox_3: 0.1834 (0.1785) loss_giou_3: 0.4123 (0.3916) loss_class_4: 0.7307 (0.7545) loss_bbox_4: 0.1831 (0.1791) loss_giou_4: 0.4111 (0.3918) loss_class_enc: 0.8435 (0.8779) loss_bbox_enc: 0.2065 (0.2136) loss_giou_enc: 0.4585 (0.4476) loss_class_dn: 0.3726 (0.3833) loss_bbox_dn: 0.2664 (0.2641) loss_giou_dn: 0.4397 (0.4418) loss_class_dn_0: 0.4742 (0.4769) loss_bbox_dn_0: 0.3843 (0.3661) loss_giou_dn_0: 0.5624 (0.5703) loss_class_dn_1: 0.4034 (0.4125) loss_bbox_dn_1: 0.2860 (0.2882) loss_giou_dn_1: 0.4747 (0.4724) loss_class_dn_2: 0.3873 (0.3916) loss_bbox_dn_2: 0.2701 (0.2681) loss_giou_dn_2: 0.4442 (0.4481) loss_class_dn_3: 0.3796 (0.3853) loss_bbox_dn_3: 0.2667 (0.2649) loss_giou_dn_3: 0.4420 (0.4431) loss_class_dn_4: 0.3752 (0.3832) loss_bbox_dn_4: 0.2664 (0.2641) loss_giou_dn_4: 0.4397 (0.4417) loss_class_hybrid: 0.7478 (0.7571) loss_bbox_hybrid: 0.1938 (0.1914) loss_giou_hybrid: 0.4298 (0.4202) loss_class_0_hybrid: 0.8042 (0.8260) loss_bbox_0_hybrid: 0.1945 (0.2000) loss_giou_0_hybrid: 0.4419 (0.4367) loss_class_1_hybrid: 0.7521 (0.7821) loss_bbox_1_hybrid: 0.1940 (0.1953) loss_giou_1_hybrid: 0.4361 (0.4270) loss_class_2_hybrid: 0.7548 (0.7687) loss_bbox_2_hybrid: 0.1952 (0.1919) loss_giou_2_hybrid: 0.4283 (0.4219) loss_class_3_hybrid: 0.7600 (0.7603) loss_bbox_3_hybrid: 0.1924 (0.1915) loss_giou_3_hybrid: 0.4274 (0.4207) loss_class_4_hybrid: 0.7395 (0.7571) loss_bbox_4_hybrid: 0.1934 (0.1916) loss_giou_4_hybrid: 0.4297 (0.4204) loss_class_enc_hybrid: 0.7724 (0.7895) loss_bbox_enc_hybrid: 0.2290 (0.2386) loss_giou_enc_hybrid: 0.5026 (0.4972) mem: 1032 max mem: 36965 [2024-01-15 14:37:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:38:39 det.util.engine] INFO: Epoch: [7] [3700/11727] eta: 2:23:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.1103 loss: 26.3004 (26.6175) loss_class: 0.7442 (0.7532) loss_bbox: 0.1567 (0.1791) loss_giou: 0.4190 (0.3917) loss_class_0: 0.8880 (0.9350) loss_bbox_0: 0.1661 (0.1785) loss_giou_0: 0.4135 (0.3952) loss_class_1: 0.7665 (0.8126) loss_bbox_1: 0.1585 (0.1798) loss_giou_1: 0.4157 (0.3944) loss_class_2: 0.7456 (0.7801) loss_bbox_2: 0.1632 (0.1781) loss_giou_2: 0.4118 (0.3920) loss_class_3: 0.7484 (0.7623) loss_bbox_3: 0.1619 (0.1784) loss_giou_3: 0.4189 (0.3917) loss_class_4: 0.7478 (0.7547) loss_bbox_4: 0.1638 (0.1790) loss_giou_4: 0.4190 (0.3918) loss_class_enc: 0.8738 (0.8781) loss_bbox_enc: 0.2047 (0.2135) loss_giou_enc: 0.4510 (0.4476) loss_class_dn: 0.3793 (0.3834) loss_bbox_dn: 0.2478 (0.2639) loss_giou_dn: 0.4724 (0.4420) loss_class_dn_0: 0.4685 (0.4769) loss_bbox_dn_0: 0.3517 (0.3658) loss_giou_dn_0: 0.5981 (0.5705) loss_class_dn_1: 0.4112 (0.4125) loss_bbox_dn_1: 0.2767 (0.2881) loss_giou_dn_1: 0.5004 (0.4726) loss_class_dn_2: 0.3893 (0.3916) loss_bbox_dn_2: 0.2552 (0.2679) loss_giou_dn_2: 0.4787 (0.4482) loss_class_dn_3: 0.3820 (0.3854) loss_bbox_dn_3: 0.2477 (0.2648) loss_giou_dn_3: 0.4736 (0.4432) loss_class_dn_4: 0.3811 (0.3833) loss_bbox_dn_4: 0.2478 (0.2639) loss_giou_dn_4: 0.4723 (0.4419) loss_class_hybrid: 0.7456 (0.7572) loss_bbox_hybrid: 0.1812 (0.1913) loss_giou_hybrid: 0.4534 (0.4202) loss_class_0_hybrid: 0.8012 (0.8261) loss_bbox_0_hybrid: 0.1914 (0.1998) loss_giou_0_hybrid: 0.4594 (0.4367) loss_class_1_hybrid: 0.7571 (0.7822) loss_bbox_1_hybrid: 0.1809 (0.1951) loss_giou_1_hybrid: 0.4453 (0.4270) loss_class_2_hybrid: 0.7464 (0.7688) loss_bbox_2_hybrid: 0.1806 (0.1917) loss_giou_2_hybrid: 0.4473 (0.4219) loss_class_3_hybrid: 0.7524 (0.7605) loss_bbox_3_hybrid: 0.1842 (0.1913) loss_giou_3_hybrid: 0.4592 (0.4207) loss_class_4_hybrid: 0.7502 (0.7572) loss_bbox_4_hybrid: 0.1854 (0.1914) loss_giou_4_hybrid: 0.4597 (0.4204) loss_class_enc_hybrid: 0.7881 (0.7896) loss_bbox_enc_hybrid: 0.2285 (0.2385) loss_giou_enc_hybrid: 0.5236 (0.4972) mem: 1032 max mem: 36965 [2024-01-15 14:38:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:39:32 det.util.engine] INFO: Epoch: [7] [3750/11727] eta: 2:22:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0519 loss: 26.1719 (26.6167) loss_class: 0.7450 (0.7533) loss_bbox: 0.1491 (0.1790) loss_giou: 0.3657 (0.3916) loss_class_0: 0.8869 (0.9348) loss_bbox_0: 0.1528 (0.1785) loss_giou_0: 0.3768 (0.3952) loss_class_1: 0.7835 (0.8126) loss_bbox_1: 0.1411 (0.1798) loss_giou_1: 0.3591 (0.3943) loss_class_2: 0.7730 (0.7801) loss_bbox_2: 0.1503 (0.1781) loss_giou_2: 0.3594 (0.3919) loss_class_3: 0.7561 (0.7623) loss_bbox_3: 0.1458 (0.1783) loss_giou_3: 0.3632 (0.3915) loss_class_4: 0.7342 (0.7547) loss_bbox_4: 0.1491 (0.1790) loss_giou_4: 0.3656 (0.3917) loss_class_enc: 0.8636 (0.8780) loss_bbox_enc: 0.1973 (0.2135) loss_giou_enc: 0.4327 (0.4476) loss_class_dn: 0.3882 (0.3834) loss_bbox_dn: 0.2438 (0.2641) loss_giou_dn: 0.4342 (0.4419) loss_class_dn_0: 0.4745 (0.4769) loss_bbox_dn_0: 0.3307 (0.3660) loss_giou_dn_0: 0.5502 (0.5704) loss_class_dn_1: 0.4110 (0.4126) loss_bbox_dn_1: 0.2690 (0.2882) loss_giou_dn_1: 0.4493 (0.4725) loss_class_dn_2: 0.3930 (0.3917) loss_bbox_dn_2: 0.2474 (0.2681) loss_giou_dn_2: 0.4334 (0.4481) loss_class_dn_3: 0.3848 (0.3854) loss_bbox_dn_3: 0.2435 (0.2650) loss_giou_dn_3: 0.4339 (0.4432) loss_class_dn_4: 0.3857 (0.3833) loss_bbox_dn_4: 0.2438 (0.2641) loss_giou_dn_4: 0.4340 (0.4418) loss_class_hybrid: 0.7377 (0.7572) loss_bbox_hybrid: 0.1712 (0.1912) loss_giou_hybrid: 0.3861 (0.4201) loss_class_0_hybrid: 0.7850 (0.8261) loss_bbox_0_hybrid: 0.1744 (0.1998) loss_giou_0_hybrid: 0.3867 (0.4366) loss_class_1_hybrid: 0.7550 (0.7823) loss_bbox_1_hybrid: 0.1684 (0.1951) loss_giou_1_hybrid: 0.3826 (0.4269) loss_class_2_hybrid: 0.7539 (0.7689) loss_bbox_2_hybrid: 0.1661 (0.1917) loss_giou_2_hybrid: 0.3791 (0.4218) loss_class_3_hybrid: 0.7430 (0.7606) loss_bbox_3_hybrid: 0.1707 (0.1913) loss_giou_3_hybrid: 0.3855 (0.4205) loss_class_4_hybrid: 0.7394 (0.7572) loss_bbox_4_hybrid: 0.1705 (0.1914) loss_giou_4_hybrid: 0.3882 (0.4203) loss_class_enc_hybrid: 0.7793 (0.7897) loss_bbox_enc_hybrid: 0.2197 (0.2385) loss_giou_enc_hybrid: 0.4631 (0.4971) mem: 1032 max mem: 36965 [2024-01-15 14:39:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:40:26 det.util.engine] INFO: Epoch: [7] [3800/11727] eta: 2:21:39 lr: 0.000100 data_time: 0.0034 iter_time: 1.0450 loss: 26.7162 (26.6173) loss_class: 0.7495 (0.7535) loss_bbox: 0.1641 (0.1789) loss_giou: 0.3882 (0.3917) loss_class_0: 0.9242 (0.9350) loss_bbox_0: 0.1580 (0.1784) loss_giou_0: 0.3986 (0.3952) loss_class_1: 0.7879 (0.8126) loss_bbox_1: 0.1729 (0.1797) loss_giou_1: 0.4070 (0.3944) loss_class_2: 0.7478 (0.7802) loss_bbox_2: 0.1671 (0.1780) loss_giou_2: 0.3982 (0.3920) loss_class_3: 0.7410 (0.7624) loss_bbox_3: 0.1627 (0.1782) loss_giou_3: 0.4062 (0.3916) loss_class_4: 0.7272 (0.7548) loss_bbox_4: 0.1588 (0.1788) loss_giou_4: 0.3886 (0.3918) loss_class_enc: 0.8630 (0.8781) loss_bbox_enc: 0.1927 (0.2133) loss_giou_enc: 0.4457 (0.4476) loss_class_dn: 0.3786 (0.3834) loss_bbox_dn: 0.2449 (0.2640) loss_giou_dn: 0.4357 (0.4420) loss_class_dn_0: 0.4710 (0.4768) loss_bbox_dn_0: 0.3300 (0.3658) loss_giou_dn_0: 0.5678 (0.5704) loss_class_dn_1: 0.4132 (0.4126) loss_bbox_dn_1: 0.2639 (0.2881) loss_giou_dn_1: 0.4608 (0.4725) loss_class_dn_2: 0.3881 (0.3917) loss_bbox_dn_2: 0.2488 (0.2680) loss_giou_dn_2: 0.4403 (0.4482) loss_class_dn_3: 0.3789 (0.3854) loss_bbox_dn_3: 0.2498 (0.2648) loss_giou_dn_3: 0.4355 (0.4432) loss_class_dn_4: 0.3768 (0.3833) loss_bbox_dn_4: 0.2450 (0.2640) loss_giou_dn_4: 0.4360 (0.4418) loss_class_hybrid: 0.7501 (0.7574) loss_bbox_hybrid: 0.1850 (0.1911) loss_giou_hybrid: 0.4144 (0.4202) loss_class_0_hybrid: 0.8168 (0.8260) loss_bbox_0_hybrid: 0.1861 (0.1997) loss_giou_0_hybrid: 0.4336 (0.4368) loss_class_1_hybrid: 0.7605 (0.7823) loss_bbox_1_hybrid: 0.1856 (0.1950) loss_giou_1_hybrid: 0.4240 (0.4271) loss_class_2_hybrid: 0.7618 (0.7689) loss_bbox_2_hybrid: 0.1875 (0.1916) loss_giou_2_hybrid: 0.4175 (0.4219) loss_class_3_hybrid: 0.7515 (0.7607) loss_bbox_3_hybrid: 0.1826 (0.1912) loss_giou_3_hybrid: 0.4147 (0.4207) loss_class_4_hybrid: 0.7446 (0.7573) loss_bbox_4_hybrid: 0.1838 (0.1913) loss_giou_4_hybrid: 0.4160 (0.4204) loss_class_enc_hybrid: 0.7733 (0.7896) loss_bbox_enc_hybrid: 0.2248 (0.2384) loss_giou_enc_hybrid: 0.4889 (0.4973) mem: 1027 max mem: 36965 [2024-01-15 14:40:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:41:18 det.util.engine] INFO: Epoch: [7] [3850/11727] eta: 2:20:44 lr: 0.000100 data_time: 0.0033 iter_time: 1.0664 loss: 25.9698 (26.6140) loss_class: 0.7318 (0.7535) loss_bbox: 0.1594 (0.1788) loss_giou: 0.3934 (0.3916) loss_class_0: 0.9280 (0.9350) loss_bbox_0: 0.1634 (0.1783) loss_giou_0: 0.3922 (0.3951) loss_class_1: 0.7892 (0.8127) loss_bbox_1: 0.1620 (0.1796) loss_giou_1: 0.3947 (0.3943) loss_class_2: 0.7583 (0.7802) loss_bbox_2: 0.1609 (0.1779) loss_giou_2: 0.3971 (0.3919) loss_class_3: 0.7682 (0.7625) loss_bbox_3: 0.1566 (0.1781) loss_giou_3: 0.3939 (0.3915) loss_class_4: 0.7400 (0.7549) loss_bbox_4: 0.1593 (0.1787) loss_giou_4: 0.3889 (0.3917) loss_class_enc: 0.8742 (0.8782) loss_bbox_enc: 0.1859 (0.2133) loss_giou_enc: 0.4432 (0.4475) loss_class_dn: 0.3811 (0.3834) loss_bbox_dn: 0.2550 (0.2639) loss_giou_dn: 0.4329 (0.4418) loss_class_dn_0: 0.4750 (0.4768) loss_bbox_dn_0: 0.3522 (0.3658) loss_giou_dn_0: 0.5529 (0.5703) loss_class_dn_1: 0.4185 (0.4126) loss_bbox_dn_1: 0.2809 (0.2881) loss_giou_dn_1: 0.4604 (0.4724) loss_class_dn_2: 0.3929 (0.3917) loss_bbox_dn_2: 0.2642 (0.2679) loss_giou_dn_2: 0.4368 (0.4481) loss_class_dn_3: 0.3868 (0.3854) loss_bbox_dn_3: 0.2560 (0.2648) loss_giou_dn_3: 0.4326 (0.4431) loss_class_dn_4: 0.3810 (0.3833) loss_bbox_dn_4: 0.2553 (0.2639) loss_giou_dn_4: 0.4329 (0.4417) loss_class_hybrid: 0.7612 (0.7574) loss_bbox_hybrid: 0.1753 (0.1910) loss_giou_hybrid: 0.3988 (0.4200) loss_class_0_hybrid: 0.8487 (0.8261) loss_bbox_0_hybrid: 0.1797 (0.1997) loss_giou_0_hybrid: 0.4223 (0.4367) loss_class_1_hybrid: 0.7844 (0.7824) loss_bbox_1_hybrid: 0.1758 (0.1949) loss_giou_1_hybrid: 0.4046 (0.4269) loss_class_2_hybrid: 0.7860 (0.7690) loss_bbox_2_hybrid: 0.1730 (0.1916) loss_giou_2_hybrid: 0.3986 (0.4218) loss_class_3_hybrid: 0.7905 (0.7607) loss_bbox_3_hybrid: 0.1732 (0.1911) loss_giou_3_hybrid: 0.3931 (0.4205) loss_class_4_hybrid: 0.7595 (0.7573) loss_bbox_4_hybrid: 0.1734 (0.1912) loss_giou_4_hybrid: 0.3972 (0.4203) loss_class_enc_hybrid: 0.7998 (0.7897) loss_bbox_enc_hybrid: 0.2127 (0.2383) loss_giou_enc_hybrid: 0.4752 (0.4971) mem: 1022 max mem: 36965 [2024-01-15 14:41:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:42:12 det.util.engine] INFO: Epoch: [7] [3900/11727] eta: 2:19:50 lr: 0.000100 data_time: 0.0033 iter_time: 1.1013 loss: 27.2227 (26.6119) loss_class: 0.7643 (0.7534) loss_bbox: 0.1754 (0.1788) loss_giou: 0.4160 (0.3916) loss_class_0: 0.9090 (0.9349) loss_bbox_0: 0.1759 (0.1782) loss_giou_0: 0.4170 (0.3951) loss_class_1: 0.7922 (0.8125) loss_bbox_1: 0.1666 (0.1796) loss_giou_1: 0.4120 (0.3943) loss_class_2: 0.7929 (0.7801) loss_bbox_2: 0.1759 (0.1778) loss_giou_2: 0.4107 (0.3920) loss_class_3: 0.7703 (0.7624) loss_bbox_3: 0.1724 (0.1781) loss_giou_3: 0.4106 (0.3916) loss_class_4: 0.7621 (0.7548) loss_bbox_4: 0.1749 (0.1787) loss_giou_4: 0.4138 (0.3918) loss_class_enc: 0.8443 (0.8781) loss_bbox_enc: 0.2035 (0.2132) loss_giou_enc: 0.4443 (0.4475) loss_class_dn: 0.3807 (0.3834) loss_bbox_dn: 0.2357 (0.2638) loss_giou_dn: 0.4550 (0.4418) loss_class_dn_0: 0.4743 (0.4768) loss_bbox_dn_0: 0.3279 (0.3656) loss_giou_dn_0: 0.5720 (0.5703) loss_class_dn_1: 0.4099 (0.4126) loss_bbox_dn_1: 0.2529 (0.2879) loss_giou_dn_1: 0.4781 (0.4724) loss_class_dn_2: 0.3867 (0.3917) loss_bbox_dn_2: 0.2370 (0.2678) loss_giou_dn_2: 0.4568 (0.4480) loss_class_dn_3: 0.3850 (0.3854) loss_bbox_dn_3: 0.2353 (0.2647) loss_giou_dn_3: 0.4544 (0.4430) loss_class_dn_4: 0.3820 (0.3833) loss_bbox_dn_4: 0.2358 (0.2638) loss_giou_dn_4: 0.4547 (0.4416) loss_class_hybrid: 0.7481 (0.7573) loss_bbox_hybrid: 0.1813 (0.1911) loss_giou_hybrid: 0.4325 (0.4201) loss_class_0_hybrid: 0.8091 (0.8261) loss_bbox_0_hybrid: 0.1872 (0.1996) loss_giou_0_hybrid: 0.4471 (0.4367) loss_class_1_hybrid: 0.7597 (0.7823) loss_bbox_1_hybrid: 0.1828 (0.1949) loss_giou_1_hybrid: 0.4337 (0.4269) loss_class_2_hybrid: 0.7613 (0.7689) loss_bbox_2_hybrid: 0.1812 (0.1915) loss_giou_2_hybrid: 0.4330 (0.4218) loss_class_3_hybrid: 0.7538 (0.7607) loss_bbox_3_hybrid: 0.1797 (0.1911) loss_giou_3_hybrid: 0.4334 (0.4206) loss_class_4_hybrid: 0.7550 (0.7572) loss_bbox_4_hybrid: 0.1809 (0.1912) loss_giou_4_hybrid: 0.4328 (0.4203) loss_class_enc_hybrid: 0.7472 (0.7897) loss_bbox_enc_hybrid: 0.2238 (0.2382) loss_giou_enc_hybrid: 0.5087 (0.4971) mem: 1033 max mem: 36965 [2024-01-15 14:42:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:43:05 det.util.engine] INFO: Epoch: [7] [3950/11727] eta: 2:18:56 lr: 0.000100 data_time: 0.0036 iter_time: 1.0788 loss: 26.1115 (26.6131) loss_class: 0.7195 (0.7534) loss_bbox: 0.1596 (0.1788) loss_giou: 0.3960 (0.3918) loss_class_0: 0.8932 (0.9349) loss_bbox_0: 0.1547 (0.1782) loss_giou_0: 0.4042 (0.3952) loss_class_1: 0.7884 (0.8124) loss_bbox_1: 0.1592 (0.1796) loss_giou_1: 0.3885 (0.3945) loss_class_2: 0.7428 (0.7801) loss_bbox_2: 0.1566 (0.1778) loss_giou_2: 0.3839 (0.3921) loss_class_3: 0.7243 (0.7623) loss_bbox_3: 0.1587 (0.1781) loss_giou_3: 0.3837 (0.3918) loss_class_4: 0.7135 (0.7548) loss_bbox_4: 0.1652 (0.1787) loss_giou_4: 0.3965 (0.3919) loss_class_enc: 0.8367 (0.8780) loss_bbox_enc: 0.1899 (0.2131) loss_giou_enc: 0.4721 (0.4477) loss_class_dn: 0.3765 (0.3834) loss_bbox_dn: 0.2191 (0.2636) loss_giou_dn: 0.4231 (0.4418) loss_class_dn_0: 0.4706 (0.4768) loss_bbox_dn_0: 0.3142 (0.3654) loss_giou_dn_0: 0.5680 (0.5704) loss_class_dn_1: 0.4056 (0.4126) loss_bbox_dn_1: 0.2460 (0.2877) loss_giou_dn_1: 0.4565 (0.4725) loss_class_dn_2: 0.3897 (0.3917) loss_bbox_dn_2: 0.2240 (0.2676) loss_giou_dn_2: 0.4337 (0.4481) loss_class_dn_3: 0.3827 (0.3854) loss_bbox_dn_3: 0.2199 (0.2645) loss_giou_dn_3: 0.4243 (0.4431) loss_class_dn_4: 0.3755 (0.3833) loss_bbox_dn_4: 0.2190 (0.2636) loss_giou_dn_4: 0.4226 (0.4417) loss_class_hybrid: 0.7323 (0.7573) loss_bbox_hybrid: 0.1720 (0.1911) loss_giou_hybrid: 0.4409 (0.4203) loss_class_0_hybrid: 0.7973 (0.8261) loss_bbox_0_hybrid: 0.1803 (0.1995) loss_giou_0_hybrid: 0.4488 (0.4369) loss_class_1_hybrid: 0.7465 (0.7822) loss_bbox_1_hybrid: 0.1783 (0.1949) loss_giou_1_hybrid: 0.4391 (0.4271) loss_class_2_hybrid: 0.7335 (0.7689) loss_bbox_2_hybrid: 0.1759 (0.1915) loss_giou_2_hybrid: 0.4371 (0.4220) loss_class_3_hybrid: 0.7273 (0.7606) loss_bbox_3_hybrid: 0.1749 (0.1911) loss_giou_3_hybrid: 0.4337 (0.4208) loss_class_4_hybrid: 0.7380 (0.7572) loss_bbox_4_hybrid: 0.1776 (0.1912) loss_giou_4_hybrid: 0.4397 (0.4206) loss_class_enc_hybrid: 0.7583 (0.7896) loss_bbox_enc_hybrid: 0.2199 (0.2382) loss_giou_enc_hybrid: 0.5192 (0.4974) mem: 1033 max mem: 36965 [2024-01-15 14:43:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:43:59 det.util.engine] INFO: Epoch: [7] [4000/11727] eta: 2:18:03 lr: 0.000100 data_time: 0.0029 iter_time: 1.0747 loss: 26.3163 (26.6149) loss_class: 0.7141 (0.7533) loss_bbox: 0.1724 (0.1789) loss_giou: 0.4229 (0.3919) loss_class_0: 0.8844 (0.9348) loss_bbox_0: 0.1736 (0.1782) loss_giou_0: 0.3929 (0.3953) loss_class_1: 0.7821 (0.8124) loss_bbox_1: 0.1766 (0.1796) loss_giou_1: 0.4084 (0.3946) loss_class_2: 0.7537 (0.7800) loss_bbox_2: 0.1755 (0.1779) loss_giou_2: 0.4188 (0.3922) loss_class_3: 0.7068 (0.7622) loss_bbox_3: 0.1724 (0.1782) loss_giou_3: 0.4303 (0.3920) loss_class_4: 0.7186 (0.7546) loss_bbox_4: 0.1732 (0.1788) loss_giou_4: 0.4330 (0.3921) loss_class_enc: 0.8341 (0.8778) loss_bbox_enc: 0.2037 (0.2132) loss_giou_enc: 0.4737 (0.4479) loss_class_dn: 0.3787 (0.3834) loss_bbox_dn: 0.2442 (0.2636) loss_giou_dn: 0.4652 (0.4420) loss_class_dn_0: 0.4652 (0.4768) loss_bbox_dn_0: 0.3335 (0.3653) loss_giou_dn_0: 0.5781 (0.5705) loss_class_dn_1: 0.4101 (0.4126) loss_bbox_dn_1: 0.2646 (0.2877) loss_giou_dn_1: 0.4874 (0.4727) loss_class_dn_2: 0.3878 (0.3917) loss_bbox_dn_2: 0.2451 (0.2676) loss_giou_dn_2: 0.4698 (0.4482) loss_class_dn_3: 0.3815 (0.3855) loss_bbox_dn_3: 0.2461 (0.2644) loss_giou_dn_3: 0.4665 (0.4433) loss_class_dn_4: 0.3803 (0.3834) loss_bbox_dn_4: 0.2442 (0.2636) loss_giou_dn_4: 0.4653 (0.4419) loss_class_hybrid: 0.7230 (0.7572) loss_bbox_hybrid: 0.1866 (0.1911) loss_giou_hybrid: 0.4588 (0.4205) loss_class_0_hybrid: 0.7706 (0.8258) loss_bbox_0_hybrid: 0.2036 (0.1996) loss_giou_0_hybrid: 0.4719 (0.4370) loss_class_1_hybrid: 0.7253 (0.7821) loss_bbox_1_hybrid: 0.1875 (0.1949) loss_giou_1_hybrid: 0.4512 (0.4273) loss_class_2_hybrid: 0.7379 (0.7688) loss_bbox_2_hybrid: 0.1923 (0.1916) loss_giou_2_hybrid: 0.4552 (0.4222) loss_class_3_hybrid: 0.7271 (0.7606) loss_bbox_3_hybrid: 0.1925 (0.1911) loss_giou_3_hybrid: 0.4592 (0.4209) loss_class_4_hybrid: 0.7232 (0.7571) loss_bbox_4_hybrid: 0.1931 (0.1913) loss_giou_4_hybrid: 0.4585 (0.4207) loss_class_enc_hybrid: 0.7558 (0.7895) loss_bbox_enc_hybrid: 0.2277 (0.2382) loss_giou_enc_hybrid: 0.5219 (0.4975) mem: 1033 max mem: 36965 [2024-01-15 14:43:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:44:52 det.util.engine] INFO: Epoch: [7] [4050/11727] eta: 2:17:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.0475 loss: 27.4303 (26.6144) loss_class: 0.8158 (0.7531) loss_bbox: 0.1760 (0.1788) loss_giou: 0.4012 (0.3921) loss_class_0: 0.9521 (0.9346) loss_bbox_0: 0.1773 (0.1782) loss_giou_0: 0.4127 (0.3955) loss_class_1: 0.8553 (0.8123) loss_bbox_1: 0.1750 (0.1796) loss_giou_1: 0.4033 (0.3948) loss_class_2: 0.8477 (0.7799) loss_bbox_2: 0.1728 (0.1778) loss_giou_2: 0.4025 (0.3924) loss_class_3: 0.8128 (0.7620) loss_bbox_3: 0.1750 (0.1782) loss_giou_3: 0.4002 (0.3922) loss_class_4: 0.8147 (0.7544) loss_bbox_4: 0.1760 (0.1788) loss_giou_4: 0.4046 (0.3923) loss_class_enc: 0.8697 (0.8776) loss_bbox_enc: 0.2040 (0.2131) loss_giou_enc: 0.4693 (0.4480) loss_class_dn: 0.3933 (0.3834) loss_bbox_dn: 0.2592 (0.2634) loss_giou_dn: 0.4569 (0.4421) loss_class_dn_0: 0.4718 (0.4767) loss_bbox_dn_0: 0.3560 (0.3652) loss_giou_dn_0: 0.5970 (0.5706) loss_class_dn_1: 0.4158 (0.4126) loss_bbox_dn_1: 0.2890 (0.2875) loss_giou_dn_1: 0.4928 (0.4727) loss_class_dn_2: 0.3996 (0.3917) loss_bbox_dn_2: 0.2593 (0.2674) loss_giou_dn_2: 0.4601 (0.4483) loss_class_dn_3: 0.3922 (0.3854) loss_bbox_dn_3: 0.2600 (0.2642) loss_giou_dn_3: 0.4562 (0.4433) loss_class_dn_4: 0.3932 (0.3833) loss_bbox_dn_4: 0.2592 (0.2634) loss_giou_dn_4: 0.4572 (0.4419) loss_class_hybrid: 0.7779 (0.7570) loss_bbox_hybrid: 0.1899 (0.1911) loss_giou_hybrid: 0.4409 (0.4207) loss_class_0_hybrid: 0.8543 (0.8257) loss_bbox_0_hybrid: 0.2059 (0.1996) loss_giou_0_hybrid: 0.4530 (0.4373) loss_class_1_hybrid: 0.7944 (0.7819) loss_bbox_1_hybrid: 0.1953 (0.1949) loss_giou_1_hybrid: 0.4409 (0.4275) loss_class_2_hybrid: 0.7824 (0.7686) loss_bbox_2_hybrid: 0.1860 (0.1916) loss_giou_2_hybrid: 0.4297 (0.4224) loss_class_3_hybrid: 0.7817 (0.7604) loss_bbox_3_hybrid: 0.1847 (0.1911) loss_giou_3_hybrid: 0.4383 (0.4212) loss_class_4_hybrid: 0.7701 (0.7569) loss_bbox_4_hybrid: 0.1889 (0.1913) loss_giou_4_hybrid: 0.4328 (0.4210) loss_class_enc_hybrid: 0.8141 (0.7892) loss_bbox_enc_hybrid: 0.2379 (0.2382) loss_giou_enc_hybrid: 0.5182 (0.4977) mem: 1042 max mem: 36965 [2024-01-15 14:44:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:45:45 det.util.engine] INFO: Epoch: [7] [4100/11727] eta: 2:16:13 lr: 0.000100 data_time: 0.0031 iter_time: 1.0472 loss: 26.0223 (26.6162) loss_class: 0.7047 (0.7530) loss_bbox: 0.1703 (0.1790) loss_giou: 0.4050 (0.3921) loss_class_0: 0.8802 (0.9343) loss_bbox_0: 0.1772 (0.1784) loss_giou_0: 0.4098 (0.3955) loss_class_1: 0.7835 (0.8121) loss_bbox_1: 0.1675 (0.1797) loss_giou_1: 0.4102 (0.3947) loss_class_2: 0.7290 (0.7797) loss_bbox_2: 0.1657 (0.1780) loss_giou_2: 0.4085 (0.3923) loss_class_3: 0.7209 (0.7618) loss_bbox_3: 0.1722 (0.1784) loss_giou_3: 0.4057 (0.3921) loss_class_4: 0.7229 (0.7542) loss_bbox_4: 0.1733 (0.1790) loss_giou_4: 0.4079 (0.3923) loss_class_enc: 0.8318 (0.8776) loss_bbox_enc: 0.1969 (0.2133) loss_giou_enc: 0.4530 (0.4480) loss_class_dn: 0.3791 (0.3834) loss_bbox_dn: 0.2337 (0.2638) loss_giou_dn: 0.4529 (0.4421) loss_class_dn_0: 0.4681 (0.4767) loss_bbox_dn_0: 0.3223 (0.3657) loss_giou_dn_0: 0.5826 (0.5707) loss_class_dn_1: 0.4066 (0.4125) loss_bbox_dn_1: 0.2600 (0.2879) loss_giou_dn_1: 0.4792 (0.4728) loss_class_dn_2: 0.3790 (0.3917) loss_bbox_dn_2: 0.2355 (0.2678) loss_giou_dn_2: 0.4596 (0.4483) loss_class_dn_3: 0.3778 (0.3854) loss_bbox_dn_3: 0.2341 (0.2646) loss_giou_dn_3: 0.4524 (0.4434) loss_class_dn_4: 0.3773 (0.3833) loss_bbox_dn_4: 0.2337 (0.2638) loss_giou_dn_4: 0.4529 (0.4420) loss_class_hybrid: 0.6912 (0.7568) loss_bbox_hybrid: 0.1873 (0.1913) loss_giou_hybrid: 0.4220 (0.4206) loss_class_0_hybrid: 0.7793 (0.8255) loss_bbox_0_hybrid: 0.1954 (0.1998) loss_giou_0_hybrid: 0.4458 (0.4372) loss_class_1_hybrid: 0.7230 (0.7817) loss_bbox_1_hybrid: 0.1898 (0.1952) loss_giou_1_hybrid: 0.4330 (0.4275) loss_class_2_hybrid: 0.7193 (0.7684) loss_bbox_2_hybrid: 0.1860 (0.1918) loss_giou_2_hybrid: 0.4282 (0.4224) loss_class_3_hybrid: 0.7015 (0.7602) loss_bbox_3_hybrid: 0.1874 (0.1914) loss_giou_3_hybrid: 0.4220 (0.4211) loss_class_4_hybrid: 0.6898 (0.7567) loss_bbox_4_hybrid: 0.1878 (0.1915) loss_giou_4_hybrid: 0.4221 (0.4209) loss_class_enc_hybrid: 0.7364 (0.7892) loss_bbox_enc_hybrid: 0.2137 (0.2384) loss_giou_enc_hybrid: 0.5024 (0.4976) mem: 1020 max mem: 36965 [2024-01-15 14:45:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:46:38 det.util.engine] INFO: Epoch: [7] [4150/11727] eta: 2:15:19 lr: 0.000100 data_time: 0.0032 iter_time: 1.0618 loss: 26.3671 (26.6110) loss_class: 0.7861 (0.7530) loss_bbox: 0.1645 (0.1789) loss_giou: 0.3379 (0.3919) loss_class_0: 0.9413 (0.9342) loss_bbox_0: 0.1721 (0.1784) loss_giou_0: 0.3392 (0.3953) loss_class_1: 0.8114 (0.8121) loss_bbox_1: 0.1679 (0.1797) loss_giou_1: 0.3501 (0.3945) loss_class_2: 0.7823 (0.7797) loss_bbox_2: 0.1694 (0.1780) loss_giou_2: 0.3397 (0.3921) loss_class_3: 0.7854 (0.7618) loss_bbox_3: 0.1631 (0.1783) loss_giou_3: 0.3375 (0.3919) loss_class_4: 0.7838 (0.7542) loss_bbox_4: 0.1649 (0.1789) loss_giou_4: 0.3381 (0.3921) loss_class_enc: 0.9113 (0.8777) loss_bbox_enc: 0.2120 (0.2133) loss_giou_enc: 0.4051 (0.4478) loss_class_dn: 0.3931 (0.3833) loss_bbox_dn: 0.2416 (0.2637) loss_giou_dn: 0.4077 (0.4419) loss_class_dn_0: 0.4953 (0.4767) loss_bbox_dn_0: 0.3540 (0.3657) loss_giou_dn_0: 0.5290 (0.5705) loss_class_dn_1: 0.4226 (0.4125) loss_bbox_dn_1: 0.2626 (0.2878) loss_giou_dn_1: 0.4341 (0.4726) loss_class_dn_2: 0.4024 (0.3916) loss_bbox_dn_2: 0.2417 (0.2677) loss_giou_dn_2: 0.4123 (0.4482) loss_class_dn_3: 0.3996 (0.3853) loss_bbox_dn_3: 0.2396 (0.2646) loss_giou_dn_3: 0.4089 (0.4432) loss_class_dn_4: 0.3944 (0.3832) loss_bbox_dn_4: 0.2415 (0.2637) loss_giou_dn_4: 0.4078 (0.4418) loss_class_hybrid: 0.7788 (0.7569) loss_bbox_hybrid: 0.1773 (0.1912) loss_giou_hybrid: 0.3567 (0.4204) loss_class_0_hybrid: 0.8676 (0.8256) loss_bbox_0_hybrid: 0.1794 (0.1997) loss_giou_0_hybrid: 0.3683 (0.4369) loss_class_1_hybrid: 0.8027 (0.7817) loss_bbox_1_hybrid: 0.1790 (0.1951) loss_giou_1_hybrid: 0.3622 (0.4272) loss_class_2_hybrid: 0.8039 (0.7685) loss_bbox_2_hybrid: 0.1776 (0.1917) loss_giou_2_hybrid: 0.3585 (0.4221) loss_class_3_hybrid: 0.7933 (0.7603) loss_bbox_3_hybrid: 0.1768 (0.1912) loss_giou_3_hybrid: 0.3582 (0.4208) loss_class_4_hybrid: 0.7823 (0.7568) loss_bbox_4_hybrid: 0.1779 (0.1914) loss_giou_4_hybrid: 0.3565 (0.4206) loss_class_enc_hybrid: 0.8372 (0.7894) loss_bbox_enc_hybrid: 0.2296 (0.2383) loss_giou_enc_hybrid: 0.4340 (0.4974) mem: 1020 max mem: 36965 [2024-01-15 14:46:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:47:32 det.util.engine] INFO: Epoch: [7] [4200/11727] eta: 2:14:25 lr: 0.000100 data_time: 0.0033 iter_time: 1.0465 loss: 27.1575 (26.6097) loss_class: 0.7215 (0.7531) loss_bbox: 0.1702 (0.1789) loss_giou: 0.3888 (0.3917) loss_class_0: 0.9438 (0.9344) loss_bbox_0: 0.1782 (0.1784) loss_giou_0: 0.4044 (0.3952) loss_class_1: 0.8003 (0.8122) loss_bbox_1: 0.1832 (0.1797) loss_giou_1: 0.3946 (0.3944) loss_class_2: 0.7680 (0.7797) loss_bbox_2: 0.1788 (0.1780) loss_giou_2: 0.4013 (0.3920) loss_class_3: 0.7472 (0.7620) loss_bbox_3: 0.1909 (0.1783) loss_giou_3: 0.3932 (0.3918) loss_class_4: 0.7134 (0.7543) loss_bbox_4: 0.1717 (0.1789) loss_giou_4: 0.3822 (0.3919) loss_class_enc: 0.8968 (0.8780) loss_bbox_enc: 0.2232 (0.2132) loss_giou_enc: 0.4348 (0.4477) loss_class_dn: 0.3949 (0.3833) loss_bbox_dn: 0.2764 (0.2636) loss_giou_dn: 0.4540 (0.4418) loss_class_dn_0: 0.4782 (0.4768) loss_bbox_dn_0: 0.3688 (0.3656) loss_giou_dn_0: 0.5865 (0.5704) loss_class_dn_1: 0.4230 (0.4125) loss_bbox_dn_1: 0.2931 (0.2878) loss_giou_dn_1: 0.4869 (0.4724) loss_class_dn_2: 0.4039 (0.3916) loss_bbox_dn_2: 0.2817 (0.2677) loss_giou_dn_2: 0.4597 (0.4480) loss_class_dn_3: 0.3982 (0.3854) loss_bbox_dn_3: 0.2769 (0.2645) loss_giou_dn_3: 0.4546 (0.4431) loss_class_dn_4: 0.3941 (0.3833) loss_bbox_dn_4: 0.2765 (0.2636) loss_giou_dn_4: 0.4542 (0.4416) loss_class_hybrid: 0.7513 (0.7570) loss_bbox_hybrid: 0.1828 (0.1912) loss_giou_hybrid: 0.4150 (0.4202) loss_class_0_hybrid: 0.8248 (0.8258) loss_bbox_0_hybrid: 0.1951 (0.1997) loss_giou_0_hybrid: 0.4299 (0.4367) loss_class_1_hybrid: 0.7698 (0.7818) loss_bbox_1_hybrid: 0.1851 (0.1951) loss_giou_1_hybrid: 0.4229 (0.4271) loss_class_2_hybrid: 0.7616 (0.7686) loss_bbox_2_hybrid: 0.1869 (0.1917) loss_giou_2_hybrid: 0.4151 (0.4219) loss_class_3_hybrid: 0.7430 (0.7605) loss_bbox_3_hybrid: 0.1871 (0.1913) loss_giou_3_hybrid: 0.4153 (0.4206) loss_class_4_hybrid: 0.7485 (0.7569) loss_bbox_4_hybrid: 0.1857 (0.1914) loss_giou_4_hybrid: 0.4172 (0.4204) loss_class_enc_hybrid: 0.7975 (0.7896) loss_bbox_enc_hybrid: 0.2250 (0.2383) loss_giou_enc_hybrid: 0.4829 (0.4971) mem: 1036 max mem: 36965 [2024-01-15 14:47:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:48:25 det.util.engine] INFO: Epoch: [7] [4250/11727] eta: 2:13:32 lr: 0.000100 data_time: 0.0034 iter_time: 1.0729 loss: 26.3119 (26.6069) loss_class: 0.7521 (0.7530) loss_bbox: 0.1582 (0.1789) loss_giou: 0.3617 (0.3916) loss_class_0: 0.9726 (0.9343) loss_bbox_0: 0.1693 (0.1784) loss_giou_0: 0.3703 (0.3951) loss_class_1: 0.8089 (0.8121) loss_bbox_1: 0.1664 (0.1798) loss_giou_1: 0.3645 (0.3943) loss_class_2: 0.7935 (0.7796) loss_bbox_2: 0.1621 (0.1780) loss_giou_2: 0.3756 (0.3919) loss_class_3: 0.7641 (0.7619) loss_bbox_3: 0.1641 (0.1783) loss_giou_3: 0.3518 (0.3916) loss_class_4: 0.7631 (0.7543) loss_bbox_4: 0.1624 (0.1789) loss_giou_4: 0.3528 (0.3918) loss_class_enc: 0.8907 (0.8778) loss_bbox_enc: 0.2062 (0.2133) loss_giou_enc: 0.4234 (0.4476) loss_class_dn: 0.3866 (0.3833) loss_bbox_dn: 0.2429 (0.2636) loss_giou_dn: 0.4237 (0.4417) loss_class_dn_0: 0.4748 (0.4768) loss_bbox_dn_0: 0.3741 (0.3656) loss_giou_dn_0: 0.5471 (0.5703) loss_class_dn_1: 0.4161 (0.4125) loss_bbox_dn_1: 0.2715 (0.2877) loss_giou_dn_1: 0.4496 (0.4724) loss_class_dn_2: 0.4013 (0.3916) loss_bbox_dn_2: 0.2473 (0.2676) loss_giou_dn_2: 0.4287 (0.4480) loss_class_dn_3: 0.3927 (0.3853) loss_bbox_dn_3: 0.2444 (0.2644) loss_giou_dn_3: 0.4243 (0.4430) loss_class_dn_4: 0.3885 (0.3832) loss_bbox_dn_4: 0.2429 (0.2636) loss_giou_dn_4: 0.4236 (0.4416) loss_class_hybrid: 0.7817 (0.7570) loss_bbox_hybrid: 0.1677 (0.1912) loss_giou_hybrid: 0.3730 (0.4201) loss_class_0_hybrid: 0.8506 (0.8258) loss_bbox_0_hybrid: 0.1814 (0.1997) loss_giou_0_hybrid: 0.3925 (0.4366) loss_class_1_hybrid: 0.7799 (0.7818) loss_bbox_1_hybrid: 0.1757 (0.1951) loss_giou_1_hybrid: 0.3784 (0.4270) loss_class_2_hybrid: 0.7945 (0.7686) loss_bbox_2_hybrid: 0.1702 (0.1917) loss_giou_2_hybrid: 0.3775 (0.4218) loss_class_3_hybrid: 0.7981 (0.7604) loss_bbox_3_hybrid: 0.1692 (0.1912) loss_giou_3_hybrid: 0.3733 (0.4205) loss_class_4_hybrid: 0.7847 (0.7569) loss_bbox_4_hybrid: 0.1685 (0.1914) loss_giou_4_hybrid: 0.3704 (0.4203) loss_class_enc_hybrid: 0.8032 (0.7895) loss_bbox_enc_hybrid: 0.2295 (0.2383) loss_giou_enc_hybrid: 0.4552 (0.4971) mem: 1023 max mem: 36965 [2024-01-15 14:48:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:49:19 det.util.engine] INFO: Epoch: [7] [4300/11727] eta: 2:12:39 lr: 0.000100 data_time: 0.0034 iter_time: 1.1159 loss: 26.3130 (26.6092) loss_class: 0.7603 (0.7531) loss_bbox: 0.1706 (0.1790) loss_giou: 0.4242 (0.3917) loss_class_0: 0.9313 (0.9344) loss_bbox_0: 0.1652 (0.1784) loss_giou_0: 0.4376 (0.3952) loss_class_1: 0.7890 (0.8120) loss_bbox_1: 0.1724 (0.1798) loss_giou_1: 0.4278 (0.3944) loss_class_2: 0.7729 (0.7799) loss_bbox_2: 0.1700 (0.1781) loss_giou_2: 0.4212 (0.3920) loss_class_3: 0.7611 (0.7620) loss_bbox_3: 0.1699 (0.1784) loss_giou_3: 0.4250 (0.3917) loss_class_4: 0.7495 (0.7543) loss_bbox_4: 0.1707 (0.1790) loss_giou_4: 0.4239 (0.3919) loss_class_enc: 0.8428 (0.8778) loss_bbox_enc: 0.1937 (0.2134) loss_giou_enc: 0.4626 (0.4477) loss_class_dn: 0.3920 (0.3833) loss_bbox_dn: 0.2305 (0.2635) loss_giou_dn: 0.4495 (0.4417) loss_class_dn_0: 0.4752 (0.4768) loss_bbox_dn_0: 0.3237 (0.3655) loss_giou_dn_0: 0.5771 (0.5703) loss_class_dn_1: 0.4184 (0.4125) loss_bbox_dn_1: 0.2472 (0.2877) loss_giou_dn_1: 0.4916 (0.4724) loss_class_dn_2: 0.3989 (0.3916) loss_bbox_dn_2: 0.2328 (0.2675) loss_giou_dn_2: 0.4593 (0.4480) loss_class_dn_3: 0.3943 (0.3854) loss_bbox_dn_3: 0.2312 (0.2643) loss_giou_dn_3: 0.4503 (0.4430) loss_class_dn_4: 0.3909 (0.3833) loss_bbox_dn_4: 0.2306 (0.2635) loss_giou_dn_4: 0.4493 (0.4416) loss_class_hybrid: 0.7329 (0.7570) loss_bbox_hybrid: 0.1829 (0.1913) loss_giou_hybrid: 0.4493 (0.4202) loss_class_0_hybrid: 0.7995 (0.8257) loss_bbox_0_hybrid: 0.1968 (0.1998) loss_giou_0_hybrid: 0.4673 (0.4368) loss_class_1_hybrid: 0.7556 (0.7818) loss_bbox_1_hybrid: 0.1832 (0.1951) loss_giou_1_hybrid: 0.4499 (0.4271) loss_class_2_hybrid: 0.7578 (0.7686) loss_bbox_2_hybrid: 0.1788 (0.1918) loss_giou_2_hybrid: 0.4501 (0.4219) loss_class_3_hybrid: 0.7399 (0.7604) loss_bbox_3_hybrid: 0.1816 (0.1913) loss_giou_3_hybrid: 0.4485 (0.4206) loss_class_4_hybrid: 0.7310 (0.7569) loss_bbox_4_hybrid: 0.1830 (0.1915) loss_giou_4_hybrid: 0.4480 (0.4204) loss_class_enc_hybrid: 0.7734 (0.7895) loss_bbox_enc_hybrid: 0.2369 (0.2385) loss_giou_enc_hybrid: 0.5205 (0.4972) mem: 1013 max mem: 36965 [2024-01-15 14:49:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:50:13 det.util.engine] INFO: Epoch: [7] [4350/11727] eta: 2:11:45 lr: 0.000100 data_time: 0.0036 iter_time: 1.0899 loss: 26.0262 (26.6076) loss_class: 0.7327 (0.7529) loss_bbox: 0.1690 (0.1791) loss_giou: 0.3809 (0.3917) loss_class_0: 0.8881 (0.9341) loss_bbox_0: 0.1643 (0.1784) loss_giou_0: 0.3792 (0.3952) loss_class_1: 0.7948 (0.8118) loss_bbox_1: 0.1706 (0.1799) loss_giou_1: 0.3796 (0.3944) loss_class_2: 0.7504 (0.7798) loss_bbox_2: 0.1692 (0.1781) loss_giou_2: 0.3817 (0.3920) loss_class_3: 0.7445 (0.7618) loss_bbox_3: 0.1693 (0.1784) loss_giou_3: 0.3725 (0.3918) loss_class_4: 0.7397 (0.7541) loss_bbox_4: 0.1669 (0.1790) loss_giou_4: 0.3809 (0.3919) loss_class_enc: 0.8485 (0.8777) loss_bbox_enc: 0.1904 (0.2134) loss_giou_enc: 0.4511 (0.4478) loss_class_dn: 0.3710 (0.3833) loss_bbox_dn: 0.2568 (0.2636) loss_giou_dn: 0.4526 (0.4417) loss_class_dn_0: 0.4671 (0.4767) loss_bbox_dn_0: 0.3411 (0.3656) loss_giou_dn_0: 0.5946 (0.5703) loss_class_dn_1: 0.3962 (0.4125) loss_bbox_dn_1: 0.2774 (0.2877) loss_giou_dn_1: 0.4816 (0.4724) loss_class_dn_2: 0.3846 (0.3916) loss_bbox_dn_2: 0.2638 (0.2676) loss_giou_dn_2: 0.4579 (0.4480) loss_class_dn_3: 0.3739 (0.3853) loss_bbox_dn_3: 0.2574 (0.2644) loss_giou_dn_3: 0.4540 (0.4430) loss_class_dn_4: 0.3710 (0.3832) loss_bbox_dn_4: 0.2566 (0.2636) loss_giou_dn_4: 0.4526 (0.4416) loss_class_hybrid: 0.7298 (0.7568) loss_bbox_hybrid: 0.1736 (0.1913) loss_giou_hybrid: 0.4043 (0.4202) loss_class_0_hybrid: 0.7821 (0.8254) loss_bbox_0_hybrid: 0.1801 (0.1998) loss_giou_0_hybrid: 0.4318 (0.4368) loss_class_1_hybrid: 0.7541 (0.7816) loss_bbox_1_hybrid: 0.1760 (0.1952) loss_giou_1_hybrid: 0.4151 (0.4271) loss_class_2_hybrid: 0.7423 (0.7685) loss_bbox_2_hybrid: 0.1727 (0.1918) loss_giou_2_hybrid: 0.4056 (0.4219) loss_class_3_hybrid: 0.7342 (0.7602) loss_bbox_3_hybrid: 0.1744 (0.1914) loss_giou_3_hybrid: 0.4020 (0.4206) loss_class_4_hybrid: 0.7245 (0.7567) loss_bbox_4_hybrid: 0.1747 (0.1915) loss_giou_4_hybrid: 0.4039 (0.4204) loss_class_enc_hybrid: 0.7360 (0.7892) loss_bbox_enc_hybrid: 0.2042 (0.2385) loss_giou_enc_hybrid: 0.4970 (0.4972) mem: 1010 max mem: 36965 [2024-01-15 14:50:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:51:07 det.util.engine] INFO: Epoch: [7] [4400/11727] eta: 2:10:52 lr: 0.000100 data_time: 0.0036 iter_time: 1.1067 loss: 25.2470 (26.6057) loss_class: 0.7534 (0.7530) loss_bbox: 0.1676 (0.1790) loss_giou: 0.3253 (0.3914) loss_class_0: 0.9287 (0.9341) loss_bbox_0: 0.1807 (0.1785) loss_giou_0: 0.3332 (0.3950) loss_class_1: 0.8107 (0.8118) loss_bbox_1: 0.1754 (0.1799) loss_giou_1: 0.3266 (0.3942) loss_class_2: 0.7674 (0.7797) loss_bbox_2: 0.1829 (0.1781) loss_giou_2: 0.3279 (0.3917) loss_class_3: 0.7428 (0.7619) loss_bbox_3: 0.1766 (0.1784) loss_giou_3: 0.3233 (0.3915) loss_class_4: 0.7591 (0.7542) loss_bbox_4: 0.1766 (0.1790) loss_giou_4: 0.3386 (0.3916) loss_class_enc: 0.8980 (0.8777) loss_bbox_enc: 0.2123 (0.2134) loss_giou_enc: 0.3806 (0.4475) loss_class_dn: 0.3736 (0.3832) loss_bbox_dn: 0.2510 (0.2638) loss_giou_dn: 0.3939 (0.4416) loss_class_dn_0: 0.4801 (0.4767) loss_bbox_dn_0: 0.3588 (0.3659) loss_giou_dn_0: 0.5378 (0.5702) loss_class_dn_1: 0.4097 (0.4124) loss_bbox_dn_1: 0.2673 (0.2880) loss_giou_dn_1: 0.4264 (0.4723) loss_class_dn_2: 0.3867 (0.3916) loss_bbox_dn_2: 0.2485 (0.2679) loss_giou_dn_2: 0.4083 (0.4479) loss_class_dn_3: 0.3781 (0.3853) loss_bbox_dn_3: 0.2503 (0.2647) loss_giou_dn_3: 0.3971 (0.4429) loss_class_dn_4: 0.3744 (0.3831) loss_bbox_dn_4: 0.2509 (0.2638) loss_giou_dn_4: 0.3936 (0.4415) loss_class_hybrid: 0.7481 (0.7569) loss_bbox_hybrid: 0.1909 (0.1913) loss_giou_hybrid: 0.3531 (0.4199) loss_class_0_hybrid: 0.8121 (0.8255) loss_bbox_0_hybrid: 0.2013 (0.1998) loss_giou_0_hybrid: 0.3642 (0.4365) loss_class_1_hybrid: 0.7788 (0.7817) loss_bbox_1_hybrid: 0.1965 (0.1952) loss_giou_1_hybrid: 0.3573 (0.4268) loss_class_2_hybrid: 0.7520 (0.7686) loss_bbox_2_hybrid: 0.1923 (0.1918) loss_giou_2_hybrid: 0.3518 (0.4216) loss_class_3_hybrid: 0.7532 (0.7604) loss_bbox_3_hybrid: 0.1908 (0.1914) loss_giou_3_hybrid: 0.3511 (0.4203) loss_class_4_hybrid: 0.7476 (0.7568) loss_bbox_4_hybrid: 0.1960 (0.1915) loss_giou_4_hybrid: 0.3536 (0.4202) loss_class_enc_hybrid: 0.7892 (0.7893) loss_bbox_enc_hybrid: 0.2368 (0.2386) loss_giou_enc_hybrid: 0.4229 (0.4970) mem: 1031 max mem: 36965 [2024-01-15 14:51:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:52:00 det.util.engine] INFO: Epoch: [7] [4450/11727] eta: 2:09:58 lr: 0.000100 data_time: 0.0034 iter_time: 1.0657 loss: 26.8418 (26.6064) loss_class: 0.7509 (0.7532) loss_bbox: 0.1756 (0.1791) loss_giou: 0.3762 (0.3913) loss_class_0: 0.9014 (0.9341) loss_bbox_0: 0.1826 (0.1785) loss_giou_0: 0.3760 (0.3949) loss_class_1: 0.8279 (0.8119) loss_bbox_1: 0.1760 (0.1800) loss_giou_1: 0.3854 (0.3941) loss_class_2: 0.7759 (0.7799) loss_bbox_2: 0.1740 (0.1782) loss_giou_2: 0.3793 (0.3916) loss_class_3: 0.7703 (0.7620) loss_bbox_3: 0.1750 (0.1785) loss_giou_3: 0.3774 (0.3914) loss_class_4: 0.7470 (0.7544) loss_bbox_4: 0.1756 (0.1791) loss_giou_4: 0.3771 (0.3915) loss_class_enc: 0.8859 (0.8780) loss_bbox_enc: 0.2118 (0.2134) loss_giou_enc: 0.4362 (0.4474) loss_class_dn: 0.3931 (0.3832) loss_bbox_dn: 0.2552 (0.2639) loss_giou_dn: 0.4353 (0.4415) loss_class_dn_0: 0.4771 (0.4767) loss_bbox_dn_0: 0.3674 (0.3661) loss_giou_dn_0: 0.5761 (0.5701) loss_class_dn_1: 0.4183 (0.4124) loss_bbox_dn_1: 0.2794 (0.2881) loss_giou_dn_1: 0.4764 (0.4722) loss_class_dn_2: 0.4030 (0.3916) loss_bbox_dn_2: 0.2605 (0.2680) loss_giou_dn_2: 0.4412 (0.4478) loss_class_dn_3: 0.3905 (0.3853) loss_bbox_dn_3: 0.2555 (0.2648) loss_giou_dn_3: 0.4367 (0.4428) loss_class_dn_4: 0.3894 (0.3832) loss_bbox_dn_4: 0.2551 (0.2639) loss_giou_dn_4: 0.4343 (0.4413) loss_class_hybrid: 0.7802 (0.7571) loss_bbox_hybrid: 0.1867 (0.1913) loss_giou_hybrid: 0.3874 (0.4197) loss_class_0_hybrid: 0.8364 (0.8257) loss_bbox_0_hybrid: 0.2060 (0.1998) loss_giou_0_hybrid: 0.4121 (0.4363) loss_class_1_hybrid: 0.8251 (0.7819) loss_bbox_1_hybrid: 0.1925 (0.1952) loss_giou_1_hybrid: 0.4021 (0.4266) loss_class_2_hybrid: 0.7959 (0.7688) loss_bbox_2_hybrid: 0.1912 (0.1918) loss_giou_2_hybrid: 0.3873 (0.4215) loss_class_3_hybrid: 0.7906 (0.7605) loss_bbox_3_hybrid: 0.1862 (0.1914) loss_giou_3_hybrid: 0.3910 (0.4202) loss_class_4_hybrid: 0.7817 (0.7569) loss_bbox_4_hybrid: 0.1854 (0.1915) loss_giou_4_hybrid: 0.3885 (0.4200) loss_class_enc_hybrid: 0.7724 (0.7896) loss_bbox_enc_hybrid: 0.2363 (0.2386) loss_giou_enc_hybrid: 0.4828 (0.4968) mem: 1016 max mem: 36965 [2024-01-15 14:52:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:52:52 det.util.engine] INFO: Epoch: [7] [4500/11727] eta: 2:09:02 lr: 0.000100 data_time: 0.0032 iter_time: 1.0710 loss: 25.3329 (26.6076) loss_class: 0.7366 (0.7533) loss_bbox: 0.1677 (0.1792) loss_giou: 0.3648 (0.3912) loss_class_0: 0.8982 (0.9341) loss_bbox_0: 0.1717 (0.1786) loss_giou_0: 0.3694 (0.3948) loss_class_1: 0.8244 (0.8118) loss_bbox_1: 0.1687 (0.1801) loss_giou_1: 0.3743 (0.3940) loss_class_2: 0.7663 (0.7799) loss_bbox_2: 0.1651 (0.1783) loss_giou_2: 0.3619 (0.3915) loss_class_3: 0.7514 (0.7621) loss_bbox_3: 0.1691 (0.1786) loss_giou_3: 0.3725 (0.3913) loss_class_4: 0.7322 (0.7544) loss_bbox_4: 0.1677 (0.1792) loss_giou_4: 0.3738 (0.3914) loss_class_enc: 0.8537 (0.8781) loss_bbox_enc: 0.2032 (0.2134) loss_giou_enc: 0.4207 (0.4472) loss_class_dn: 0.3696 (0.3832) loss_bbox_dn: 0.2661 (0.2641) loss_giou_dn: 0.4218 (0.4415) loss_class_dn_0: 0.4747 (0.4767) loss_bbox_dn_0: 0.3744 (0.3663) loss_giou_dn_0: 0.5600 (0.5701) loss_class_dn_1: 0.4070 (0.4124) loss_bbox_dn_1: 0.2932 (0.2883) loss_giou_dn_1: 0.4535 (0.4722) loss_class_dn_2: 0.3755 (0.3915) loss_bbox_dn_2: 0.2703 (0.2681) loss_giou_dn_2: 0.4307 (0.4478) loss_class_dn_3: 0.3714 (0.3852) loss_bbox_dn_3: 0.2662 (0.2649) loss_giou_dn_3: 0.4239 (0.4428) loss_class_dn_4: 0.3755 (0.3831) loss_bbox_dn_4: 0.2660 (0.2641) loss_giou_dn_4: 0.4216 (0.4414) loss_class_hybrid: 0.7166 (0.7571) loss_bbox_hybrid: 0.1865 (0.1914) loss_giou_hybrid: 0.3994 (0.4197) loss_class_0_hybrid: 0.7807 (0.8257) loss_bbox_0_hybrid: 0.1919 (0.1999) loss_giou_0_hybrid: 0.4137 (0.4363) loss_class_1_hybrid: 0.7453 (0.7818) loss_bbox_1_hybrid: 0.1925 (0.1953) loss_giou_1_hybrid: 0.4057 (0.4266) loss_class_2_hybrid: 0.7277 (0.7687) loss_bbox_2_hybrid: 0.1874 (0.1919) loss_giou_2_hybrid: 0.3910 (0.4214) loss_class_3_hybrid: 0.7366 (0.7606) loss_bbox_3_hybrid: 0.1854 (0.1915) loss_giou_3_hybrid: 0.3958 (0.4201) loss_class_4_hybrid: 0.7276 (0.7570) loss_bbox_4_hybrid: 0.1850 (0.1916) loss_giou_4_hybrid: 0.3965 (0.4199) loss_class_enc_hybrid: 0.7506 (0.7896) loss_bbox_enc_hybrid: 0.2253 (0.2386) loss_giou_enc_hybrid: 0.4660 (0.4967) mem: 1026 max mem: 36965 [2024-01-15 14:52:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:53:45 det.util.engine] INFO: Epoch: [7] [4550/11727] eta: 2:08:07 lr: 0.000100 data_time: 0.0032 iter_time: 1.0375 loss: 26.0639 (26.6035) loss_class: 0.7365 (0.7533) loss_bbox: 0.1858 (0.1791) loss_giou: 0.3515 (0.3910) loss_class_0: 0.9036 (0.9342) loss_bbox_0: 0.1882 (0.1785) loss_giou_0: 0.3600 (0.3946) loss_class_1: 0.8079 (0.8117) loss_bbox_1: 0.1864 (0.1800) loss_giou_1: 0.3446 (0.3938) loss_class_2: 0.7601 (0.7799) loss_bbox_2: 0.1848 (0.1782) loss_giou_2: 0.3651 (0.3913) loss_class_3: 0.7588 (0.7621) loss_bbox_3: 0.1846 (0.1785) loss_giou_3: 0.3620 (0.3911) loss_class_4: 0.7496 (0.7544) loss_bbox_4: 0.1857 (0.1791) loss_giou_4: 0.3512 (0.3912) loss_class_enc: 0.8731 (0.8781) loss_bbox_enc: 0.2319 (0.2134) loss_giou_enc: 0.4276 (0.4471) loss_class_dn: 0.3876 (0.3832) loss_bbox_dn: 0.2769 (0.2641) loss_giou_dn: 0.3908 (0.4414) loss_class_dn_0: 0.4881 (0.4767) loss_bbox_dn_0: 0.3626 (0.3663) loss_giou_dn_0: 0.5183 (0.5700) loss_class_dn_1: 0.4234 (0.4124) loss_bbox_dn_1: 0.3000 (0.2883) loss_giou_dn_1: 0.4273 (0.4721) loss_class_dn_2: 0.3960 (0.3915) loss_bbox_dn_2: 0.2804 (0.2681) loss_giou_dn_2: 0.3988 (0.4476) loss_class_dn_3: 0.3918 (0.3852) loss_bbox_dn_3: 0.2775 (0.2649) loss_giou_dn_3: 0.3904 (0.4427) loss_class_dn_4: 0.3875 (0.3831) loss_bbox_dn_4: 0.2768 (0.2641) loss_giou_dn_4: 0.3910 (0.4412) loss_class_hybrid: 0.7297 (0.7570) loss_bbox_hybrid: 0.1905 (0.1913) loss_giou_hybrid: 0.3706 (0.4195) loss_class_0_hybrid: 0.8347 (0.8258) loss_bbox_0_hybrid: 0.1994 (0.1998) loss_giou_0_hybrid: 0.3928 (0.4361) loss_class_1_hybrid: 0.7811 (0.7819) loss_bbox_1_hybrid: 0.1956 (0.1951) loss_giou_1_hybrid: 0.3865 (0.4264) loss_class_2_hybrid: 0.7543 (0.7687) loss_bbox_2_hybrid: 0.1897 (0.1918) loss_giou_2_hybrid: 0.3755 (0.4212) loss_class_3_hybrid: 0.7358 (0.7605) loss_bbox_3_hybrid: 0.1908 (0.1914) loss_giou_3_hybrid: 0.3754 (0.4199) loss_class_4_hybrid: 0.7324 (0.7569) loss_bbox_4_hybrid: 0.1914 (0.1915) loss_giou_4_hybrid: 0.3732 (0.4198) loss_class_enc_hybrid: 0.8010 (0.7897) loss_bbox_enc_hybrid: 0.2518 (0.2386) loss_giou_enc_hybrid: 0.4613 (0.4966) mem: 1012 max mem: 36965 [2024-01-15 14:53:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:54:39 det.util.engine] INFO: Epoch: [7] [4600/11727] eta: 2:07:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0974 loss: 25.8266 (26.6064) loss_class: 0.7269 (0.7532) loss_bbox: 0.1690 (0.1791) loss_giou: 0.4079 (0.3911) loss_class_0: 0.9084 (0.9341) loss_bbox_0: 0.1655 (0.1786) loss_giou_0: 0.3918 (0.3947) loss_class_1: 0.8128 (0.8120) loss_bbox_1: 0.1705 (0.1800) loss_giou_1: 0.3928 (0.3939) loss_class_2: 0.7792 (0.7800) loss_bbox_2: 0.1636 (0.1782) loss_giou_2: 0.3978 (0.3914) loss_class_3: 0.7407 (0.7621) loss_bbox_3: 0.1662 (0.1785) loss_giou_3: 0.4065 (0.3912) loss_class_4: 0.7373 (0.7544) loss_bbox_4: 0.1685 (0.1791) loss_giou_4: 0.4078 (0.3913) loss_class_enc: 0.8437 (0.8780) loss_bbox_enc: 0.2070 (0.2135) loss_giou_enc: 0.4501 (0.4473) loss_class_dn: 0.3829 (0.3832) loss_bbox_dn: 0.2485 (0.2640) loss_giou_dn: 0.4418 (0.4415) loss_class_dn_0: 0.4741 (0.4767) loss_bbox_dn_0: 0.3448 (0.3662) loss_giou_dn_0: 0.5747 (0.5701) loss_class_dn_1: 0.4185 (0.4124) loss_bbox_dn_1: 0.2693 (0.2883) loss_giou_dn_1: 0.4727 (0.4722) loss_class_dn_2: 0.3986 (0.3916) loss_bbox_dn_2: 0.2526 (0.2681) loss_giou_dn_2: 0.4473 (0.4478) loss_class_dn_3: 0.3862 (0.3853) loss_bbox_dn_3: 0.2497 (0.2649) loss_giou_dn_3: 0.4445 (0.4428) loss_class_dn_4: 0.3835 (0.3831) loss_bbox_dn_4: 0.2485 (0.2640) loss_giou_dn_4: 0.4418 (0.4414) loss_class_hybrid: 0.7391 (0.7569) loss_bbox_hybrid: 0.1787 (0.1914) loss_giou_hybrid: 0.4390 (0.4197) loss_class_0_hybrid: 0.7975 (0.8258) loss_bbox_0_hybrid: 0.1970 (0.1999) loss_giou_0_hybrid: 0.4577 (0.4363) loss_class_1_hybrid: 0.7458 (0.7819) loss_bbox_1_hybrid: 0.1955 (0.1952) loss_giou_1_hybrid: 0.4468 (0.4266) loss_class_2_hybrid: 0.7540 (0.7687) loss_bbox_2_hybrid: 0.1848 (0.1919) loss_giou_2_hybrid: 0.4431 (0.4214) loss_class_3_hybrid: 0.7375 (0.7604) loss_bbox_3_hybrid: 0.1766 (0.1914) loss_giou_3_hybrid: 0.4397 (0.4201) loss_class_4_hybrid: 0.7344 (0.7569) loss_bbox_4_hybrid: 0.1784 (0.1916) loss_giou_4_hybrid: 0.4409 (0.4199) loss_class_enc_hybrid: 0.7587 (0.7895) loss_bbox_enc_hybrid: 0.2413 (0.2387) loss_giou_enc_hybrid: 0.5119 (0.4968) mem: 1022 max mem: 36965 [2024-01-15 14:54:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:55:32 det.util.engine] INFO: Epoch: [7] [4650/11727] eta: 2:06:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.0653 loss: 26.1229 (26.6010) loss_class: 0.7424 (0.7529) loss_bbox: 0.1698 (0.1791) loss_giou: 0.4127 (0.3913) loss_class_0: 0.9047 (0.9338) loss_bbox_0: 0.1774 (0.1785) loss_giou_0: 0.4123 (0.3948) loss_class_1: 0.7900 (0.8116) loss_bbox_1: 0.1696 (0.1799) loss_giou_1: 0.4066 (0.3940) loss_class_2: 0.7613 (0.7797) loss_bbox_2: 0.1679 (0.1782) loss_giou_2: 0.4080 (0.3916) loss_class_3: 0.7347 (0.7617) loss_bbox_3: 0.1688 (0.1785) loss_giou_3: 0.4040 (0.3914) loss_class_4: 0.7347 (0.7541) loss_bbox_4: 0.1679 (0.1790) loss_giou_4: 0.4105 (0.3915) loss_class_enc: 0.8590 (0.8777) loss_bbox_enc: 0.1998 (0.2133) loss_giou_enc: 0.4487 (0.4474) loss_class_dn: 0.3781 (0.3832) loss_bbox_dn: 0.2372 (0.2638) loss_giou_dn: 0.4446 (0.4415) loss_class_dn_0: 0.4617 (0.4767) loss_bbox_dn_0: 0.3242 (0.3658) loss_giou_dn_0: 0.5716 (0.5701) loss_class_dn_1: 0.4007 (0.4124) loss_bbox_dn_1: 0.2574 (0.2879) loss_giou_dn_1: 0.4762 (0.4723) loss_class_dn_2: 0.3900 (0.3915) loss_bbox_dn_2: 0.2417 (0.2678) loss_giou_dn_2: 0.4510 (0.4478) loss_class_dn_3: 0.3800 (0.3852) loss_bbox_dn_3: 0.2372 (0.2646) loss_giou_dn_3: 0.4462 (0.4428) loss_class_dn_4: 0.3773 (0.3831) loss_bbox_dn_4: 0.2371 (0.2638) loss_giou_dn_4: 0.4445 (0.4414) loss_class_hybrid: 0.7579 (0.7567) loss_bbox_hybrid: 0.1767 (0.1913) loss_giou_hybrid: 0.4213 (0.4198) loss_class_0_hybrid: 0.8061 (0.8255) loss_bbox_0_hybrid: 0.1915 (0.1998) loss_giou_0_hybrid: 0.4451 (0.4364) loss_class_1_hybrid: 0.7910 (0.7817) loss_bbox_1_hybrid: 0.1857 (0.1951) loss_giou_1_hybrid: 0.4334 (0.4267) loss_class_2_hybrid: 0.7558 (0.7684) loss_bbox_2_hybrid: 0.1812 (0.1918) loss_giou_2_hybrid: 0.4259 (0.4215) loss_class_3_hybrid: 0.7572 (0.7602) loss_bbox_3_hybrid: 0.1817 (0.1914) loss_giou_3_hybrid: 0.4212 (0.4202) loss_class_4_hybrid: 0.7566 (0.7566) loss_bbox_4_hybrid: 0.1773 (0.1915) loss_giou_4_hybrid: 0.4219 (0.4200) loss_class_enc_hybrid: 0.7681 (0.7893) loss_bbox_enc_hybrid: 0.2168 (0.2385) loss_giou_enc_hybrid: 0.4940 (0.4969) mem: 1027 max mem: 36965 [2024-01-15 14:55:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:56:25 det.util.engine] INFO: Epoch: [7] [4700/11727] eta: 2:05:25 lr: 0.000100 data_time: 0.0040 iter_time: 1.0236 loss: 26.0424 (26.6000) loss_class: 0.7378 (0.7527) loss_bbox: 0.1749 (0.1790) loss_giou: 0.3868 (0.3915) loss_class_0: 0.9090 (0.9335) loss_bbox_0: 0.1861 (0.1785) loss_giou_0: 0.3907 (0.3949) loss_class_1: 0.8130 (0.8115) loss_bbox_1: 0.1753 (0.1799) loss_giou_1: 0.3885 (0.3941) loss_class_2: 0.7471 (0.7795) loss_bbox_2: 0.1792 (0.1781) loss_giou_2: 0.3976 (0.3917) loss_class_3: 0.7578 (0.7616) loss_bbox_3: 0.1764 (0.1784) loss_giou_3: 0.3935 (0.3915) loss_class_4: 0.7182 (0.7539) loss_bbox_4: 0.1802 (0.1790) loss_giou_4: 0.3961 (0.3917) loss_class_enc: 0.8528 (0.8776) loss_bbox_enc: 0.1989 (0.2133) loss_giou_enc: 0.4341 (0.4474) loss_class_dn: 0.3905 (0.3832) loss_bbox_dn: 0.2630 (0.2637) loss_giou_dn: 0.4451 (0.4416) loss_class_dn_0: 0.4730 (0.4766) loss_bbox_dn_0: 0.3520 (0.3658) loss_giou_dn_0: 0.5652 (0.5701) loss_class_dn_1: 0.4181 (0.4124) loss_bbox_dn_1: 0.2890 (0.2879) loss_giou_dn_1: 0.4725 (0.4723) loss_class_dn_2: 0.3981 (0.3915) loss_bbox_dn_2: 0.2667 (0.2677) loss_giou_dn_2: 0.4499 (0.4478) loss_class_dn_3: 0.3891 (0.3852) loss_bbox_dn_3: 0.2638 (0.2645) loss_giou_dn_3: 0.4479 (0.4428) loss_class_dn_4: 0.3873 (0.3831) loss_bbox_dn_4: 0.2632 (0.2637) loss_giou_dn_4: 0.4450 (0.4414) loss_class_hybrid: 0.7531 (0.7566) loss_bbox_hybrid: 0.1781 (0.1913) loss_giou_hybrid: 0.4202 (0.4199) loss_class_0_hybrid: 0.7952 (0.8254) loss_bbox_0_hybrid: 0.1951 (0.1997) loss_giou_0_hybrid: 0.4313 (0.4365) loss_class_1_hybrid: 0.7669 (0.7815) loss_bbox_1_hybrid: 0.1899 (0.1950) loss_giou_1_hybrid: 0.4299 (0.4268) loss_class_2_hybrid: 0.7712 (0.7683) loss_bbox_2_hybrid: 0.1834 (0.1918) loss_giou_2_hybrid: 0.4245 (0.4217) loss_class_3_hybrid: 0.7612 (0.7601) loss_bbox_3_hybrid: 0.1796 (0.1913) loss_giou_3_hybrid: 0.4216 (0.4204) loss_class_4_hybrid: 0.7548 (0.7565) loss_bbox_4_hybrid: 0.1779 (0.1914) loss_giou_4_hybrid: 0.4191 (0.4202) loss_class_enc_hybrid: 0.7731 (0.7891) loss_bbox_enc_hybrid: 0.2347 (0.2385) loss_giou_enc_hybrid: 0.4982 (0.4970) mem: 1025 max mem: 36965 [2024-01-15 14:56:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:57:18 det.util.engine] INFO: Epoch: [7] [4750/11727] eta: 2:04:31 lr: 0.000100 data_time: 0.0032 iter_time: 1.0750 loss: 27.5206 (26.6032) loss_class: 0.7691 (0.7529) loss_bbox: 0.1722 (0.1791) loss_giou: 0.3932 (0.3914) loss_class_0: 0.9299 (0.9336) loss_bbox_0: 0.1731 (0.1786) loss_giou_0: 0.3866 (0.3949) loss_class_1: 0.8102 (0.8115) loss_bbox_1: 0.1776 (0.1800) loss_giou_1: 0.4068 (0.3941) loss_class_2: 0.7975 (0.7797) loss_bbox_2: 0.1744 (0.1782) loss_giou_2: 0.3956 (0.3917) loss_class_3: 0.8024 (0.7618) loss_bbox_3: 0.1724 (0.1785) loss_giou_3: 0.3895 (0.3915) loss_class_4: 0.7685 (0.7541) loss_bbox_4: 0.1722 (0.1791) loss_giou_4: 0.3930 (0.3916) loss_class_enc: 0.8522 (0.8778) loss_bbox_enc: 0.1970 (0.2134) loss_giou_enc: 0.4391 (0.4474) loss_class_dn: 0.3782 (0.3832) loss_bbox_dn: 0.2464 (0.2638) loss_giou_dn: 0.4572 (0.4416) loss_class_dn_0: 0.4665 (0.4766) loss_bbox_dn_0: 0.3297 (0.3658) loss_giou_dn_0: 0.5803 (0.5701) loss_class_dn_1: 0.4129 (0.4124) loss_bbox_dn_1: 0.2627 (0.2879) loss_giou_dn_1: 0.4901 (0.4723) loss_class_dn_2: 0.3942 (0.3916) loss_bbox_dn_2: 0.2470 (0.2678) loss_giou_dn_2: 0.4622 (0.4479) loss_class_dn_3: 0.3851 (0.3853) loss_bbox_dn_3: 0.2468 (0.2646) loss_giou_dn_3: 0.4573 (0.4429) loss_class_dn_4: 0.3810 (0.3831) loss_bbox_dn_4: 0.2464 (0.2638) loss_giou_dn_4: 0.4571 (0.4415) loss_class_hybrid: 0.7680 (0.7567) loss_bbox_hybrid: 0.1939 (0.1914) loss_giou_hybrid: 0.4231 (0.4199) loss_class_0_hybrid: 0.8218 (0.8255) loss_bbox_0_hybrid: 0.1930 (0.1998) loss_giou_0_hybrid: 0.4360 (0.4365) loss_class_1_hybrid: 0.7887 (0.7817) loss_bbox_1_hybrid: 0.1964 (0.1951) loss_giou_1_hybrid: 0.4248 (0.4268) loss_class_2_hybrid: 0.7779 (0.7684) loss_bbox_2_hybrid: 0.1900 (0.1919) loss_giou_2_hybrid: 0.4247 (0.4216) loss_class_3_hybrid: 0.7771 (0.7603) loss_bbox_3_hybrid: 0.1898 (0.1914) loss_giou_3_hybrid: 0.4267 (0.4203) loss_class_4_hybrid: 0.7756 (0.7566) loss_bbox_4_hybrid: 0.1923 (0.1915) loss_giou_4_hybrid: 0.4204 (0.4201) loss_class_enc_hybrid: 0.7741 (0.7892) loss_bbox_enc_hybrid: 0.2231 (0.2386) loss_giou_enc_hybrid: 0.4833 (0.4969) mem: 1009 max mem: 36965 [2024-01-15 14:57:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:58:12 det.util.engine] INFO: Epoch: [7] [4800/11727] eta: 2:03:38 lr: 0.000100 data_time: 0.0035 iter_time: 1.0526 loss: 26.7781 (26.6048) loss_class: 0.7405 (0.7530) loss_bbox: 0.1631 (0.1790) loss_giou: 0.3818 (0.3915) loss_class_0: 0.8986 (0.9334) loss_bbox_0: 0.1797 (0.1785) loss_giou_0: 0.3822 (0.3950) loss_class_1: 0.8077 (0.8116) loss_bbox_1: 0.1748 (0.1800) loss_giou_1: 0.3740 (0.3942) loss_class_2: 0.7680 (0.7798) loss_bbox_2: 0.1720 (0.1782) loss_giou_2: 0.3752 (0.3918) loss_class_3: 0.7566 (0.7620) loss_bbox_3: 0.1744 (0.1785) loss_giou_3: 0.3821 (0.3916) loss_class_4: 0.7525 (0.7542) loss_bbox_4: 0.1664 (0.1790) loss_giou_4: 0.3821 (0.3917) loss_class_enc: 0.8293 (0.8777) loss_bbox_enc: 0.2061 (0.2133) loss_giou_enc: 0.4447 (0.4475) loss_class_dn: 0.3803 (0.3833) loss_bbox_dn: 0.2382 (0.2637) loss_giou_dn: 0.4112 (0.4416) loss_class_dn_0: 0.4713 (0.4766) loss_bbox_dn_0: 0.3326 (0.3657) loss_giou_dn_0: 0.5496 (0.5702) loss_class_dn_1: 0.4146 (0.4124) loss_bbox_dn_1: 0.2564 (0.2879) loss_giou_dn_1: 0.4462 (0.4724) loss_class_dn_2: 0.3913 (0.3916) loss_bbox_dn_2: 0.2403 (0.2678) loss_giou_dn_2: 0.4208 (0.4479) loss_class_dn_3: 0.3859 (0.3853) loss_bbox_dn_3: 0.2381 (0.2646) loss_giou_dn_3: 0.4125 (0.4429) loss_class_dn_4: 0.3837 (0.3832) loss_bbox_dn_4: 0.2383 (0.2637) loss_giou_dn_4: 0.4110 (0.4415) loss_class_hybrid: 0.7577 (0.7567) loss_bbox_hybrid: 0.1814 (0.1913) loss_giou_hybrid: 0.3925 (0.4201) loss_class_0_hybrid: 0.7907 (0.8253) loss_bbox_0_hybrid: 0.1952 (0.1998) loss_giou_0_hybrid: 0.4195 (0.4366) loss_class_1_hybrid: 0.7727 (0.7816) loss_bbox_1_hybrid: 0.1893 (0.1951) loss_giou_1_hybrid: 0.4026 (0.4269) loss_class_2_hybrid: 0.7702 (0.7685) loss_bbox_2_hybrid: 0.1810 (0.1918) loss_giou_2_hybrid: 0.3964 (0.4218) loss_class_3_hybrid: 0.7649 (0.7603) loss_bbox_3_hybrid: 0.1830 (0.1914) loss_giou_3_hybrid: 0.3930 (0.4205) loss_class_4_hybrid: 0.7586 (0.7566) loss_bbox_4_hybrid: 0.1814 (0.1915) loss_giou_4_hybrid: 0.3930 (0.4203) loss_class_enc_hybrid: 0.7711 (0.7891) loss_bbox_enc_hybrid: 0.2295 (0.2385) loss_giou_enc_hybrid: 0.4751 (0.4971) mem: 1024 max mem: 36965 [2024-01-15 14:58:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:59:06 det.util.engine] INFO: Epoch: [7] [4850/11727] eta: 2:02:45 lr: 0.000100 data_time: 0.0031 iter_time: 1.0455 loss: 27.0324 (26.6056) loss_class: 0.7294 (0.7532) loss_bbox: 0.1590 (0.1790) loss_giou: 0.3808 (0.3916) loss_class_0: 0.9236 (0.9336) loss_bbox_0: 0.1698 (0.1784) loss_giou_0: 0.3907 (0.3951) loss_class_1: 0.7852 (0.8117) loss_bbox_1: 0.1687 (0.1799) loss_giou_1: 0.3878 (0.3943) loss_class_2: 0.7885 (0.7800) loss_bbox_2: 0.1606 (0.1781) loss_giou_2: 0.3787 (0.3918) loss_class_3: 0.7464 (0.7622) loss_bbox_3: 0.1593 (0.1784) loss_giou_3: 0.3819 (0.3916) loss_class_4: 0.7358 (0.7543) loss_bbox_4: 0.1626 (0.1790) loss_giou_4: 0.3811 (0.3918) loss_class_enc: 0.8570 (0.8778) loss_bbox_enc: 0.1990 (0.2132) loss_giou_enc: 0.4393 (0.4475) loss_class_dn: 0.3957 (0.3833) loss_bbox_dn: 0.2182 (0.2635) loss_giou_dn: 0.4469 (0.4416) loss_class_dn_0: 0.4759 (0.4766) loss_bbox_dn_0: 0.3138 (0.3655) loss_giou_dn_0: 0.5798 (0.5702) loss_class_dn_1: 0.4174 (0.4125) loss_bbox_dn_1: 0.2342 (0.2877) loss_giou_dn_1: 0.4766 (0.4723) loss_class_dn_2: 0.3993 (0.3917) loss_bbox_dn_2: 0.2165 (0.2676) loss_giou_dn_2: 0.4523 (0.4479) loss_class_dn_3: 0.3926 (0.3854) loss_bbox_dn_3: 0.2178 (0.2644) loss_giou_dn_3: 0.4472 (0.4429) loss_class_dn_4: 0.3945 (0.3832) loss_bbox_dn_4: 0.2180 (0.2635) loss_giou_dn_4: 0.4465 (0.4415) loss_class_hybrid: 0.7507 (0.7568) loss_bbox_hybrid: 0.1797 (0.1913) loss_giou_hybrid: 0.4327 (0.4202) loss_class_0_hybrid: 0.8197 (0.8254) loss_bbox_0_hybrid: 0.1894 (0.1997) loss_giou_0_hybrid: 0.4368 (0.4367) loss_class_1_hybrid: 0.7710 (0.7817) loss_bbox_1_hybrid: 0.1815 (0.1950) loss_giou_1_hybrid: 0.4311 (0.4270) loss_class_2_hybrid: 0.7727 (0.7686) loss_bbox_2_hybrid: 0.1777 (0.1918) loss_giou_2_hybrid: 0.4313 (0.4219) loss_class_3_hybrid: 0.7621 (0.7604) loss_bbox_3_hybrid: 0.1798 (0.1913) loss_giou_3_hybrid: 0.4318 (0.4206) loss_class_4_hybrid: 0.7481 (0.7567) loss_bbox_4_hybrid: 0.1772 (0.1914) loss_giou_4_hybrid: 0.4327 (0.4204) loss_class_enc_hybrid: 0.7824 (0.7892) loss_bbox_enc_hybrid: 0.2229 (0.2384) loss_giou_enc_hybrid: 0.4981 (0.4972) mem: 1028 max mem: 36965 [2024-01-15 14:59:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 14:59:59 det.util.engine] INFO: Epoch: [7] [4900/11727] eta: 2:01:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0773 loss: 26.6946 (26.6100) loss_class: 0.7596 (0.7534) loss_bbox: 0.1786 (0.1791) loss_giou: 0.3811 (0.3916) loss_class_0: 0.9061 (0.9336) loss_bbox_0: 0.1680 (0.1786) loss_giou_0: 0.3800 (0.3952) loss_class_1: 0.8077 (0.8117) loss_bbox_1: 0.1757 (0.1800) loss_giou_1: 0.3843 (0.3943) loss_class_2: 0.7759 (0.7801) loss_bbox_2: 0.1685 (0.1782) loss_giou_2: 0.3779 (0.3918) loss_class_3: 0.7801 (0.7623) loss_bbox_3: 0.1818 (0.1785) loss_giou_3: 0.3817 (0.3916) loss_class_4: 0.7609 (0.7545) loss_bbox_4: 0.1874 (0.1791) loss_giou_4: 0.3798 (0.3918) loss_class_enc: 0.8701 (0.8778) loss_bbox_enc: 0.2073 (0.2134) loss_giou_enc: 0.4117 (0.4476) loss_class_dn: 0.3868 (0.3833) loss_bbox_dn: 0.2525 (0.2637) loss_giou_dn: 0.4210 (0.4417) loss_class_dn_0: 0.4746 (0.4766) loss_bbox_dn_0: 0.3424 (0.3657) loss_giou_dn_0: 0.5505 (0.5702) loss_class_dn_1: 0.4185 (0.4125) loss_bbox_dn_1: 0.2705 (0.2879) loss_giou_dn_1: 0.4492 (0.4724) loss_class_dn_2: 0.3941 (0.3917) loss_bbox_dn_2: 0.2552 (0.2678) loss_giou_dn_2: 0.4253 (0.4479) loss_class_dn_3: 0.3887 (0.3854) loss_bbox_dn_3: 0.2546 (0.2646) loss_giou_dn_3: 0.4216 (0.4429) loss_class_dn_4: 0.3871 (0.3832) loss_bbox_dn_4: 0.2526 (0.2637) loss_giou_dn_4: 0.4210 (0.4415) loss_class_hybrid: 0.7390 (0.7569) loss_bbox_hybrid: 0.1989 (0.1914) loss_giou_hybrid: 0.3891 (0.4202) loss_class_0_hybrid: 0.7926 (0.8254) loss_bbox_0_hybrid: 0.2033 (0.1999) loss_giou_0_hybrid: 0.4058 (0.4368) loss_class_1_hybrid: 0.7561 (0.7818) loss_bbox_1_hybrid: 0.1983 (0.1952) loss_giou_1_hybrid: 0.4039 (0.4271) loss_class_2_hybrid: 0.7511 (0.7687) loss_bbox_2_hybrid: 0.1991 (0.1919) loss_giou_2_hybrid: 0.3901 (0.4219) loss_class_3_hybrid: 0.7400 (0.7605) loss_bbox_3_hybrid: 0.1954 (0.1914) loss_giou_3_hybrid: 0.3890 (0.4206) loss_class_4_hybrid: 0.7446 (0.7568) loss_bbox_4_hybrid: 0.1970 (0.1916) loss_giou_4_hybrid: 0.3882 (0.4204) loss_class_enc_hybrid: 0.7874 (0.7892) loss_bbox_enc_hybrid: 0.2407 (0.2386) loss_giou_enc_hybrid: 0.4647 (0.4972) mem: 1040 max mem: 36965 [2024-01-15 14:59:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:00:58 det.util.engine] INFO: Epoch: [7] [4950/11727] eta: 2:01:06 lr: 0.000100 data_time: 0.0035 iter_time: 1.0729 loss: 27.7196 (26.6104) loss_class: 0.7750 (0.7536) loss_bbox: 0.1910 (0.1791) loss_giou: 0.3748 (0.3915) loss_class_0: 0.9579 (0.9337) loss_bbox_0: 0.1918 (0.1786) loss_giou_0: 0.3906 (0.3951) loss_class_1: 0.8244 (0.8118) loss_bbox_1: 0.1903 (0.1800) loss_giou_1: 0.3880 (0.3943) loss_class_2: 0.8101 (0.7803) loss_bbox_2: 0.1857 (0.1782) loss_giou_2: 0.3716 (0.3917) loss_class_3: 0.7858 (0.7625) loss_bbox_3: 0.1897 (0.1785) loss_giou_3: 0.3795 (0.3915) loss_class_4: 0.7747 (0.7546) loss_bbox_4: 0.1909 (0.1791) loss_giou_4: 0.3759 (0.3917) loss_class_enc: 0.8790 (0.8778) loss_bbox_enc: 0.2297 (0.2134) loss_giou_enc: 0.4532 (0.4475) loss_class_dn: 0.4015 (0.3833) loss_bbox_dn: 0.2561 (0.2638) loss_giou_dn: 0.4453 (0.4416) loss_class_dn_0: 0.4762 (0.4766) loss_bbox_dn_0: 0.3475 (0.3657) loss_giou_dn_0: 0.5727 (0.5701) loss_class_dn_1: 0.4242 (0.4125) loss_bbox_dn_1: 0.2819 (0.2879) loss_giou_dn_1: 0.4782 (0.4723) loss_class_dn_2: 0.4036 (0.3917) loss_bbox_dn_2: 0.2615 (0.2678) loss_giou_dn_2: 0.4535 (0.4479) loss_class_dn_3: 0.4013 (0.3854) loss_bbox_dn_3: 0.2561 (0.2646) loss_giou_dn_3: 0.4470 (0.4429) loss_class_dn_4: 0.4011 (0.3833) loss_bbox_dn_4: 0.2560 (0.2638) loss_giou_dn_4: 0.4453 (0.4415) loss_class_hybrid: 0.7808 (0.7569) loss_bbox_hybrid: 0.2044 (0.1914) loss_giou_hybrid: 0.4247 (0.4202) loss_class_0_hybrid: 0.8294 (0.8254) loss_bbox_0_hybrid: 0.2121 (0.1999) loss_giou_0_hybrid: 0.4483 (0.4367) loss_class_1_hybrid: 0.7816 (0.7818) loss_bbox_1_hybrid: 0.2059 (0.1952) loss_giou_1_hybrid: 0.4305 (0.4270) loss_class_2_hybrid: 0.7806 (0.7687) loss_bbox_2_hybrid: 0.2098 (0.1919) loss_giou_2_hybrid: 0.4248 (0.4219) loss_class_3_hybrid: 0.7743 (0.7605) loss_bbox_3_hybrid: 0.2100 (0.1915) loss_giou_3_hybrid: 0.4238 (0.4206) loss_class_4_hybrid: 0.7877 (0.7568) loss_bbox_4_hybrid: 0.2073 (0.1916) loss_giou_4_hybrid: 0.4231 (0.4204) loss_class_enc_hybrid: 0.7807 (0.7892) loss_bbox_enc_hybrid: 0.2505 (0.2387) loss_giou_enc_hybrid: 0.5086 (0.4972) mem: 1022 max mem: 36965 [2024-01-15 15:00:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:01:53 det.util.engine] INFO: Epoch: [7] [5000/11727] eta: 2:00:14 lr: 0.000100 data_time: 0.0033 iter_time: 1.0841 loss: 26.1148 (26.6110) loss_class: 0.7316 (0.7537) loss_bbox: 0.1505 (0.1790) loss_giou: 0.3946 (0.3914) loss_class_0: 0.8900 (0.9337) loss_bbox_0: 0.1507 (0.1785) loss_giou_0: 0.3869 (0.3950) loss_class_1: 0.7852 (0.8119) loss_bbox_1: 0.1554 (0.1800) loss_giou_1: 0.3908 (0.3942) loss_class_2: 0.7469 (0.7804) loss_bbox_2: 0.1523 (0.1781) loss_giou_2: 0.3870 (0.3916) loss_class_3: 0.7426 (0.7627) loss_bbox_3: 0.1533 (0.1784) loss_giou_3: 0.3918 (0.3914) loss_class_4: 0.7339 (0.7547) loss_bbox_4: 0.1501 (0.1790) loss_giou_4: 0.3869 (0.3916) loss_class_enc: 0.8707 (0.8779) loss_bbox_enc: 0.1876 (0.2134) loss_giou_enc: 0.4360 (0.4475) loss_class_dn: 0.3735 (0.3833) loss_bbox_dn: 0.2288 (0.2638) loss_giou_dn: 0.4346 (0.4416) loss_class_dn_0: 0.4720 (0.4766) loss_bbox_dn_0: 0.3338 (0.3658) loss_giou_dn_0: 0.5634 (0.5701) loss_class_dn_1: 0.4007 (0.4125) loss_bbox_dn_1: 0.2565 (0.2880) loss_giou_dn_1: 0.4797 (0.4724) loss_class_dn_2: 0.3838 (0.3917) loss_bbox_dn_2: 0.2343 (0.2679) loss_giou_dn_2: 0.4418 (0.4479) loss_class_dn_3: 0.3783 (0.3854) loss_bbox_dn_3: 0.2290 (0.2647) loss_giou_dn_3: 0.4367 (0.4429) loss_class_dn_4: 0.3753 (0.3832) loss_bbox_dn_4: 0.2291 (0.2638) loss_giou_dn_4: 0.4345 (0.4415) loss_class_hybrid: 0.7108 (0.7570) loss_bbox_hybrid: 0.1648 (0.1914) loss_giou_hybrid: 0.4136 (0.4201) loss_class_0_hybrid: 0.8056 (0.8254) loss_bbox_0_hybrid: 0.1697 (0.1999) loss_giou_0_hybrid: 0.4364 (0.4367) loss_class_1_hybrid: 0.7405 (0.7818) loss_bbox_1_hybrid: 0.1675 (0.1952) loss_giou_1_hybrid: 0.4202 (0.4270) loss_class_2_hybrid: 0.7340 (0.7688) loss_bbox_2_hybrid: 0.1651 (0.1919) loss_giou_2_hybrid: 0.4162 (0.4219) loss_class_3_hybrid: 0.7201 (0.7605) loss_bbox_3_hybrid: 0.1651 (0.1914) loss_giou_3_hybrid: 0.4160 (0.4206) loss_class_4_hybrid: 0.7247 (0.7569) loss_bbox_4_hybrid: 0.1646 (0.1916) loss_giou_4_hybrid: 0.4137 (0.4204) loss_class_enc_hybrid: 0.7738 (0.7893) loss_bbox_enc_hybrid: 0.2048 (0.2387) loss_giou_enc_hybrid: 0.5172 (0.4972) mem: 1020 max mem: 36965 [2024-01-15 15:01:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:02:47 det.util.engine] INFO: Epoch: [7] [5050/11727] eta: 1:59:21 lr: 0.000100 data_time: 0.0032 iter_time: 1.1063 loss: 27.4734 (26.6112) loss_class: 0.7546 (0.7537) loss_bbox: 0.1952 (0.1791) loss_giou: 0.3860 (0.3913) loss_class_0: 0.9347 (0.9337) loss_bbox_0: 0.1849 (0.1786) loss_giou_0: 0.3751 (0.3949) loss_class_1: 0.8103 (0.8118) loss_bbox_1: 0.1936 (0.1800) loss_giou_1: 0.3933 (0.3941) loss_class_2: 0.7743 (0.7804) loss_bbox_2: 0.1974 (0.1782) loss_giou_2: 0.3802 (0.3915) loss_class_3: 0.7645 (0.7626) loss_bbox_3: 0.2035 (0.1785) loss_giou_3: 0.3915 (0.3913) loss_class_4: 0.7518 (0.7547) loss_bbox_4: 0.1943 (0.1791) loss_giou_4: 0.3861 (0.3915) loss_class_enc: 0.8963 (0.8780) loss_bbox_enc: 0.2394 (0.2134) loss_giou_enc: 0.4347 (0.4473) loss_class_dn: 0.3882 (0.3833) loss_bbox_dn: 0.3060 (0.2640) loss_giou_dn: 0.4413 (0.4416) loss_class_dn_0: 0.4758 (0.4766) loss_bbox_dn_0: 0.4233 (0.3659) loss_giou_dn_0: 0.5770 (0.5701) loss_class_dn_1: 0.4232 (0.4124) loss_bbox_dn_1: 0.3355 (0.2882) loss_giou_dn_1: 0.4625 (0.4724) loss_class_dn_2: 0.3963 (0.3917) loss_bbox_dn_2: 0.3098 (0.2680) loss_giou_dn_2: 0.4454 (0.4479) loss_class_dn_3: 0.3908 (0.3854) loss_bbox_dn_3: 0.3082 (0.2648) loss_giou_dn_3: 0.4412 (0.4429) loss_class_dn_4: 0.3871 (0.3832) loss_bbox_dn_4: 0.3060 (0.2640) loss_giou_dn_4: 0.4408 (0.4415) loss_class_hybrid: 0.7563 (0.7570) loss_bbox_hybrid: 0.2010 (0.1915) loss_giou_hybrid: 0.3977 (0.4200) loss_class_0_hybrid: 0.8175 (0.8254) loss_bbox_0_hybrid: 0.2231 (0.2000) loss_giou_0_hybrid: 0.4141 (0.4366) loss_class_1_hybrid: 0.7878 (0.7818) loss_bbox_1_hybrid: 0.2080 (0.1952) loss_giou_1_hybrid: 0.4050 (0.4269) loss_class_2_hybrid: 0.7666 (0.7688) loss_bbox_2_hybrid: 0.2072 (0.1920) loss_giou_2_hybrid: 0.3987 (0.4217) loss_class_3_hybrid: 0.7652 (0.7605) loss_bbox_3_hybrid: 0.2032 (0.1915) loss_giou_3_hybrid: 0.3983 (0.4205) loss_class_4_hybrid: 0.7513 (0.7569) loss_bbox_4_hybrid: 0.2026 (0.1916) loss_giou_4_hybrid: 0.3977 (0.4203) loss_class_enc_hybrid: 0.7917 (0.7893) loss_bbox_enc_hybrid: 0.2542 (0.2387) loss_giou_enc_hybrid: 0.4759 (0.4971) mem: 1020 max mem: 36965 [2024-01-15 15:02:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:03:43 det.util.engine] INFO: Epoch: [7] [5100/11727] eta: 1:58:30 lr: 0.000100 data_time: 0.0034 iter_time: 1.1096 loss: 26.8228 (26.6118) loss_class: 0.7366 (0.7536) loss_bbox: 0.1837 (0.1790) loss_giou: 0.3973 (0.3915) loss_class_0: 0.9055 (0.9335) loss_bbox_0: 0.1895 (0.1786) loss_giou_0: 0.4127 (0.3951) loss_class_1: 0.7950 (0.8117) loss_bbox_1: 0.1854 (0.1800) loss_giou_1: 0.4176 (0.3943) loss_class_2: 0.7636 (0.7803) loss_bbox_2: 0.1854 (0.1782) loss_giou_2: 0.4038 (0.3917) loss_class_3: 0.7490 (0.7625) loss_bbox_3: 0.1856 (0.1785) loss_giou_3: 0.4084 (0.3915) loss_class_4: 0.7310 (0.7545) loss_bbox_4: 0.1883 (0.1791) loss_giou_4: 0.4065 (0.3917) loss_class_enc: 0.8409 (0.8778) loss_bbox_enc: 0.2007 (0.2133) loss_giou_enc: 0.4519 (0.4475) loss_class_dn: 0.3960 (0.3833) loss_bbox_dn: 0.2714 (0.2640) loss_giou_dn: 0.4501 (0.4417) loss_class_dn_0: 0.4717 (0.4766) loss_bbox_dn_0: 0.3592 (0.3659) loss_giou_dn_0: 0.5978 (0.5702) loss_class_dn_1: 0.4171 (0.4125) loss_bbox_dn_1: 0.2869 (0.2881) loss_giou_dn_1: 0.4993 (0.4725) loss_class_dn_2: 0.3988 (0.3917) loss_bbox_dn_2: 0.2786 (0.2680) loss_giou_dn_2: 0.4596 (0.4480) loss_class_dn_3: 0.3980 (0.3854) loss_bbox_dn_3: 0.2724 (0.2648) loss_giou_dn_3: 0.4522 (0.4430) loss_class_dn_4: 0.3960 (0.3833) loss_bbox_dn_4: 0.2713 (0.2640) loss_giou_dn_4: 0.4501 (0.4416) loss_class_hybrid: 0.7324 (0.7568) loss_bbox_hybrid: 0.2016 (0.1914) loss_giou_hybrid: 0.4123 (0.4203) loss_class_0_hybrid: 0.8143 (0.8252) loss_bbox_0_hybrid: 0.2162 (0.2000) loss_giou_0_hybrid: 0.4357 (0.4369) loss_class_1_hybrid: 0.7478 (0.7815) loss_bbox_1_hybrid: 0.2096 (0.1952) loss_giou_1_hybrid: 0.4190 (0.4272) loss_class_2_hybrid: 0.7374 (0.7686) loss_bbox_2_hybrid: 0.2021 (0.1919) loss_giou_2_hybrid: 0.4102 (0.4220) loss_class_3_hybrid: 0.7398 (0.7603) loss_bbox_3_hybrid: 0.2070 (0.1915) loss_giou_3_hybrid: 0.4148 (0.4207) loss_class_4_hybrid: 0.7330 (0.7567) loss_bbox_4_hybrid: 0.2014 (0.1916) loss_giou_4_hybrid: 0.4138 (0.4205) loss_class_enc_hybrid: 0.7771 (0.7891) loss_bbox_enc_hybrid: 0.2372 (0.2387) loss_giou_enc_hybrid: 0.4906 (0.4973) mem: 1027 max mem: 36965 [2024-01-15 15:03:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:04:37 det.util.engine] INFO: Epoch: [7] [5150/11727] eta: 1:57:37 lr: 0.000100 data_time: 0.0030 iter_time: 1.0728 loss: 27.3875 (26.6184) loss_class: 0.7191 (0.7536) loss_bbox: 0.1829 (0.1792) loss_giou: 0.3960 (0.3915) loss_class_0: 0.9162 (0.9337) loss_bbox_0: 0.1814 (0.1787) loss_giou_0: 0.3932 (0.3951) loss_class_1: 0.8040 (0.8120) loss_bbox_1: 0.1787 (0.1801) loss_giou_1: 0.3942 (0.3943) loss_class_2: 0.7509 (0.7806) loss_bbox_2: 0.1801 (0.1783) loss_giou_2: 0.3936 (0.3917) loss_class_3: 0.7306 (0.7625) loss_bbox_3: 0.1816 (0.1787) loss_giou_3: 0.3939 (0.3916) loss_class_4: 0.7114 (0.7546) loss_bbox_4: 0.1832 (0.1792) loss_giou_4: 0.3962 (0.3918) loss_class_enc: 0.8641 (0.8780) loss_bbox_enc: 0.2231 (0.2134) loss_giou_enc: 0.4467 (0.4476) loss_class_dn: 0.3931 (0.3834) loss_bbox_dn: 0.2725 (0.2641) loss_giou_dn: 0.4264 (0.4418) loss_class_dn_0: 0.4697 (0.4767) loss_bbox_dn_0: 0.3899 (0.3661) loss_giou_dn_0: 0.5724 (0.5702) loss_class_dn_1: 0.4190 (0.4125) loss_bbox_dn_1: 0.3009 (0.2883) loss_giou_dn_1: 0.4705 (0.4725) loss_class_dn_2: 0.3965 (0.3918) loss_bbox_dn_2: 0.2780 (0.2682) loss_giou_dn_2: 0.4339 (0.4480) loss_class_dn_3: 0.3936 (0.3855) loss_bbox_dn_3: 0.2727 (0.2650) loss_giou_dn_3: 0.4280 (0.4430) loss_class_dn_4: 0.3928 (0.3833) loss_bbox_dn_4: 0.2725 (0.2641) loss_giou_dn_4: 0.4262 (0.4416) loss_class_hybrid: 0.7646 (0.7570) loss_bbox_hybrid: 0.2053 (0.1916) loss_giou_hybrid: 0.3986 (0.4203) loss_class_0_hybrid: 0.8126 (0.8254) loss_bbox_0_hybrid: 0.2158 (0.2001) loss_giou_0_hybrid: 0.4258 (0.4369) loss_class_1_hybrid: 0.7837 (0.7818) loss_bbox_1_hybrid: 0.2066 (0.1954) loss_giou_1_hybrid: 0.4069 (0.4272) loss_class_2_hybrid: 0.7718 (0.7688) loss_bbox_2_hybrid: 0.2063 (0.1921) loss_giou_2_hybrid: 0.3992 (0.4220) loss_class_3_hybrid: 0.7621 (0.7605) loss_bbox_3_hybrid: 0.2064 (0.1916) loss_giou_3_hybrid: 0.4004 (0.4207) loss_class_4_hybrid: 0.7530 (0.7569) loss_bbox_4_hybrid: 0.2055 (0.1918) loss_giou_4_hybrid: 0.4005 (0.4205) loss_class_enc_hybrid: 0.7872 (0.7893) loss_bbox_enc_hybrid: 0.2467 (0.2388) loss_giou_enc_hybrid: 0.4945 (0.4973) mem: 1022 max mem: 36965 [2024-01-15 15:04:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:05:33 det.util.engine] INFO: Epoch: [7] [5200/11727] eta: 1:56:46 lr: 0.000100 data_time: 0.0034 iter_time: 1.0748 loss: 26.2794 (26.6167) loss_class: 0.7237 (0.7536) loss_bbox: 0.1658 (0.1792) loss_giou: 0.4009 (0.3915) loss_class_0: 0.9105 (0.9336) loss_bbox_0: 0.1722 (0.1787) loss_giou_0: 0.3876 (0.3951) loss_class_1: 0.8151 (0.8119) loss_bbox_1: 0.1638 (0.1801) loss_giou_1: 0.3926 (0.3942) loss_class_2: 0.7464 (0.7804) loss_bbox_2: 0.1656 (0.1783) loss_giou_2: 0.3964 (0.3917) loss_class_3: 0.7392 (0.7624) loss_bbox_3: 0.1686 (0.1787) loss_giou_3: 0.4009 (0.3916) loss_class_4: 0.7318 (0.7546) loss_bbox_4: 0.1659 (0.1792) loss_giou_4: 0.4024 (0.3917) loss_class_enc: 0.8424 (0.8780) loss_bbox_enc: 0.2109 (0.2135) loss_giou_enc: 0.4634 (0.4475) loss_class_dn: 0.3852 (0.3834) loss_bbox_dn: 0.2775 (0.2642) loss_giou_dn: 0.4423 (0.4417) loss_class_dn_0: 0.4759 (0.4767) loss_bbox_dn_0: 0.3709 (0.3661) loss_giou_dn_0: 0.5667 (0.5701) loss_class_dn_1: 0.4113 (0.4125) loss_bbox_dn_1: 0.2880 (0.2883) loss_giou_dn_1: 0.4729 (0.4724) loss_class_dn_2: 0.3912 (0.3917) loss_bbox_dn_2: 0.2817 (0.2682) loss_giou_dn_2: 0.4475 (0.4479) loss_class_dn_3: 0.3868 (0.3855) loss_bbox_dn_3: 0.2789 (0.2650) loss_giou_dn_3: 0.4443 (0.4429) loss_class_dn_4: 0.3841 (0.3833) loss_bbox_dn_4: 0.2774 (0.2641) loss_giou_dn_4: 0.4425 (0.4415) loss_class_hybrid: 0.7253 (0.7570) loss_bbox_hybrid: 0.1814 (0.1916) loss_giou_hybrid: 0.4132 (0.4202) loss_class_0_hybrid: 0.8074 (0.8254) loss_bbox_0_hybrid: 0.1968 (0.2002) loss_giou_0_hybrid: 0.4348 (0.4368) loss_class_1_hybrid: 0.7561 (0.7818) loss_bbox_1_hybrid: 0.1875 (0.1954) loss_giou_1_hybrid: 0.4257 (0.4271) loss_class_2_hybrid: 0.7498 (0.7688) loss_bbox_2_hybrid: 0.1797 (0.1921) loss_giou_2_hybrid: 0.4160 (0.4219) loss_class_3_hybrid: 0.7289 (0.7605) loss_bbox_3_hybrid: 0.1818 (0.1917) loss_giou_3_hybrid: 0.4133 (0.4206) loss_class_4_hybrid: 0.7318 (0.7569) loss_bbox_4_hybrid: 0.1794 (0.1918) loss_giou_4_hybrid: 0.4148 (0.4204) loss_class_enc_hybrid: 0.7626 (0.7893) loss_bbox_enc_hybrid: 0.2296 (0.2389) loss_giou_enc_hybrid: 0.4873 (0.4972) mem: 1030 max mem: 36965 [2024-01-15 15:05:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:06:26 det.util.engine] INFO: Epoch: [7] [5250/11727] eta: 1:55:52 lr: 0.000100 data_time: 0.0034 iter_time: 1.0574 loss: 25.9831 (26.6149) loss_class: 0.7333 (0.7534) loss_bbox: 0.1802 (0.1793) loss_giou: 0.3633 (0.3914) loss_class_0: 0.9436 (0.9335) loss_bbox_0: 0.1785 (0.1788) loss_giou_0: 0.3678 (0.3950) loss_class_1: 0.8161 (0.8119) loss_bbox_1: 0.1707 (0.1801) loss_giou_1: 0.3642 (0.3941) loss_class_2: 0.7298 (0.7803) loss_bbox_2: 0.1823 (0.1784) loss_giou_2: 0.3622 (0.3916) loss_class_3: 0.7625 (0.7624) loss_bbox_3: 0.1732 (0.1787) loss_giou_3: 0.3578 (0.3914) loss_class_4: 0.7170 (0.7544) loss_bbox_4: 0.1769 (0.1793) loss_giou_4: 0.3665 (0.3916) loss_class_enc: 0.8536 (0.8779) loss_bbox_enc: 0.2209 (0.2136) loss_giou_enc: 0.4310 (0.4474) loss_class_dn: 0.3828 (0.3834) loss_bbox_dn: 0.2625 (0.2643) loss_giou_dn: 0.4231 (0.4416) loss_class_dn_0: 0.4770 (0.4767) loss_bbox_dn_0: 0.3668 (0.3662) loss_giou_dn_0: 0.5629 (0.5701) loss_class_dn_1: 0.4149 (0.4125) loss_bbox_dn_1: 0.2768 (0.2884) loss_giou_dn_1: 0.4586 (0.4724) loss_class_dn_2: 0.3896 (0.3917) loss_bbox_dn_2: 0.2628 (0.2683) loss_giou_dn_2: 0.4336 (0.4479) loss_class_dn_3: 0.3848 (0.3854) loss_bbox_dn_3: 0.2608 (0.2651) loss_giou_dn_3: 0.4251 (0.4429) loss_class_dn_4: 0.3818 (0.3833) loss_bbox_dn_4: 0.2626 (0.2642) loss_giou_dn_4: 0.4227 (0.4415) loss_class_hybrid: 0.7546 (0.7569) loss_bbox_hybrid: 0.1898 (0.1917) loss_giou_hybrid: 0.3864 (0.4201) loss_class_0_hybrid: 0.8186 (0.8253) loss_bbox_0_hybrid: 0.1958 (0.2002) loss_giou_0_hybrid: 0.4044 (0.4367) loss_class_1_hybrid: 0.8089 (0.7817) loss_bbox_1_hybrid: 0.1990 (0.1955) loss_giou_1_hybrid: 0.3927 (0.4270) loss_class_2_hybrid: 0.7752 (0.7687) loss_bbox_2_hybrid: 0.1967 (0.1922) loss_giou_2_hybrid: 0.3874 (0.4218) loss_class_3_hybrid: 0.7560 (0.7604) loss_bbox_3_hybrid: 0.1861 (0.1917) loss_giou_3_hybrid: 0.3861 (0.4205) loss_class_4_hybrid: 0.7572 (0.7568) loss_bbox_4_hybrid: 0.1884 (0.1918) loss_giou_4_hybrid: 0.3866 (0.4204) loss_class_enc_hybrid: 0.7649 (0.7892) loss_bbox_enc_hybrid: 0.2454 (0.2390) loss_giou_enc_hybrid: 0.4673 (0.4971) mem: 1030 max mem: 36965 [2024-01-15 15:06:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:07:22 det.util.engine] INFO: Epoch: [7] [5300/11727] eta: 1:55:01 lr: 0.000100 data_time: 0.0037 iter_time: 1.0998 loss: 27.6864 (26.6140) loss_class: 0.7045 (0.7535) loss_bbox: 0.1753 (0.1792) loss_giou: 0.4049 (0.3914) loss_class_0: 0.8880 (0.9334) loss_bbox_0: 0.1771 (0.1788) loss_giou_0: 0.4063 (0.3950) loss_class_1: 0.8109 (0.8120) loss_bbox_1: 0.1713 (0.1801) loss_giou_1: 0.3942 (0.3941) loss_class_2: 0.7428 (0.7803) loss_bbox_2: 0.1702 (0.1783) loss_giou_2: 0.4087 (0.3916) loss_class_3: 0.7532 (0.7624) loss_bbox_3: 0.1740 (0.1787) loss_giou_3: 0.3963 (0.3915) loss_class_4: 0.7221 (0.7544) loss_bbox_4: 0.1754 (0.1792) loss_giou_4: 0.4048 (0.3917) loss_class_enc: 0.8423 (0.8779) loss_bbox_enc: 0.2197 (0.2135) loss_giou_enc: 0.4490 (0.4474) loss_class_dn: 0.3832 (0.3834) loss_bbox_dn: 0.2989 (0.2643) loss_giou_dn: 0.4613 (0.4416) loss_class_dn_0: 0.4795 (0.4767) loss_bbox_dn_0: 0.4136 (0.3662) loss_giou_dn_0: 0.5595 (0.5700) loss_class_dn_1: 0.4153 (0.4125) loss_bbox_dn_1: 0.3300 (0.2884) loss_giou_dn_1: 0.4730 (0.4723) loss_class_dn_2: 0.3939 (0.3917) loss_bbox_dn_2: 0.3056 (0.2683) loss_giou_dn_2: 0.4660 (0.4478) loss_class_dn_3: 0.3852 (0.3854) loss_bbox_dn_3: 0.2996 (0.2651) loss_giou_dn_3: 0.4617 (0.4428) loss_class_dn_4: 0.3768 (0.3833) loss_bbox_dn_4: 0.2989 (0.2643) loss_giou_dn_4: 0.4612 (0.4414) loss_class_hybrid: 0.7180 (0.7569) loss_bbox_hybrid: 0.1996 (0.1916) loss_giou_hybrid: 0.4244 (0.4202) loss_class_0_hybrid: 0.7870 (0.8252) loss_bbox_0_hybrid: 0.2049 (0.2002) loss_giou_0_hybrid: 0.4200 (0.4368) loss_class_1_hybrid: 0.7524 (0.7816) loss_bbox_1_hybrid: 0.1980 (0.1954) loss_giou_1_hybrid: 0.4273 (0.4270) loss_class_2_hybrid: 0.7281 (0.7686) loss_bbox_2_hybrid: 0.1949 (0.1921) loss_giou_2_hybrid: 0.4261 (0.4219) loss_class_3_hybrid: 0.7180 (0.7603) loss_bbox_3_hybrid: 0.1958 (0.1917) loss_giou_3_hybrid: 0.4269 (0.4206) loss_class_4_hybrid: 0.7141 (0.7567) loss_bbox_4_hybrid: 0.1975 (0.1918) loss_giou_4_hybrid: 0.4293 (0.4204) loss_class_enc_hybrid: 0.7846 (0.7891) loss_bbox_enc_hybrid: 0.2444 (0.2389) loss_giou_enc_hybrid: 0.4630 (0.4972) mem: 1019 max mem: 36965 [2024-01-15 15:07:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:08:19 det.util.engine] INFO: Epoch: [7] [5350/11727] eta: 1:54:11 lr: 0.000100 data_time: 0.0036 iter_time: 1.1411 loss: 27.1101 (26.6154) loss_class: 0.7479 (0.7535) loss_bbox: 0.1742 (0.1792) loss_giou: 0.3693 (0.3914) loss_class_0: 0.9229 (0.9335) loss_bbox_0: 0.1717 (0.1788) loss_giou_0: 0.3880 (0.3950) loss_class_1: 0.8047 (0.8121) loss_bbox_1: 0.1699 (0.1800) loss_giou_1: 0.3804 (0.3941) loss_class_2: 0.7802 (0.7804) loss_bbox_2: 0.1717 (0.1783) loss_giou_2: 0.3758 (0.3916) loss_class_3: 0.7408 (0.7625) loss_bbox_3: 0.1728 (0.1786) loss_giou_3: 0.3735 (0.3915) loss_class_4: 0.7459 (0.7545) loss_bbox_4: 0.1702 (0.1792) loss_giou_4: 0.3753 (0.3917) loss_class_enc: 0.8892 (0.8780) loss_bbox_enc: 0.1957 (0.2135) loss_giou_enc: 0.4291 (0.4474) loss_class_dn: 0.3879 (0.3834) loss_bbox_dn: 0.2364 (0.2643) loss_giou_dn: 0.4317 (0.4416) loss_class_dn_0: 0.4718 (0.4767) loss_bbox_dn_0: 0.3335 (0.3662) loss_giou_dn_0: 0.5720 (0.5700) loss_class_dn_1: 0.4111 (0.4125) loss_bbox_dn_1: 0.2609 (0.2884) loss_giou_dn_1: 0.4609 (0.4723) loss_class_dn_2: 0.3915 (0.3917) loss_bbox_dn_2: 0.2418 (0.2683) loss_giou_dn_2: 0.4405 (0.4479) loss_class_dn_3: 0.3876 (0.3854) loss_bbox_dn_3: 0.2378 (0.2652) loss_giou_dn_3: 0.4344 (0.4429) loss_class_dn_4: 0.3866 (0.3833) loss_bbox_dn_4: 0.2361 (0.2643) loss_giou_dn_4: 0.4314 (0.4415) loss_class_hybrid: 0.7580 (0.7569) loss_bbox_hybrid: 0.1797 (0.1916) loss_giou_hybrid: 0.4071 (0.4202) loss_class_0_hybrid: 0.8131 (0.8252) loss_bbox_0_hybrid: 0.1949 (0.2002) loss_giou_0_hybrid: 0.4277 (0.4368) loss_class_1_hybrid: 0.7869 (0.7816) loss_bbox_1_hybrid: 0.1848 (0.1954) loss_giou_1_hybrid: 0.4137 (0.4271) loss_class_2_hybrid: 0.7722 (0.7687) loss_bbox_2_hybrid: 0.1836 (0.1921) loss_giou_2_hybrid: 0.4060 (0.4219) loss_class_3_hybrid: 0.7758 (0.7603) loss_bbox_3_hybrid: 0.1772 (0.1917) loss_giou_3_hybrid: 0.4058 (0.4206) loss_class_4_hybrid: 0.7684 (0.7567) loss_bbox_4_hybrid: 0.1774 (0.1918) loss_giou_4_hybrid: 0.4047 (0.4204) loss_class_enc_hybrid: 0.7898 (0.7892) loss_bbox_enc_hybrid: 0.2210 (0.2389) loss_giou_enc_hybrid: 0.4686 (0.4972) mem: 1025 max mem: 36965 [2024-01-15 15:08:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:09:16 det.util.engine] INFO: Epoch: [7] [5400/11727] eta: 1:53:21 lr: 0.000100 data_time: 0.0038 iter_time: 1.1077 loss: 27.4785 (26.6126) loss_class: 0.7664 (0.7535) loss_bbox: 0.1792 (0.1792) loss_giou: 0.3668 (0.3913) loss_class_0: 0.9018 (0.9333) loss_bbox_0: 0.1827 (0.1788) loss_giou_0: 0.3849 (0.3950) loss_class_1: 0.8424 (0.8121) loss_bbox_1: 0.1836 (0.1800) loss_giou_1: 0.3654 (0.3940) loss_class_2: 0.7836 (0.7803) loss_bbox_2: 0.1811 (0.1783) loss_giou_2: 0.3748 (0.3915) loss_class_3: 0.7842 (0.7625) loss_bbox_3: 0.1790 (0.1786) loss_giou_3: 0.3671 (0.3913) loss_class_4: 0.7663 (0.7544) loss_bbox_4: 0.1791 (0.1792) loss_giou_4: 0.3643 (0.3916) loss_class_enc: 0.8731 (0.8779) loss_bbox_enc: 0.2093 (0.2135) loss_giou_enc: 0.4204 (0.4473) loss_class_dn: 0.3846 (0.3833) loss_bbox_dn: 0.2620 (0.2644) loss_giou_dn: 0.4415 (0.4416) loss_class_dn_0: 0.4690 (0.4767) loss_bbox_dn_0: 0.3650 (0.3663) loss_giou_dn_0: 0.5774 (0.5700) loss_class_dn_1: 0.4094 (0.4124) loss_bbox_dn_1: 0.2941 (0.2885) loss_giou_dn_1: 0.4736 (0.4723) loss_class_dn_2: 0.3966 (0.3917) loss_bbox_dn_2: 0.2619 (0.2684) loss_giou_dn_2: 0.4479 (0.4478) loss_class_dn_3: 0.3880 (0.3854) loss_bbox_dn_3: 0.2614 (0.2652) loss_giou_dn_3: 0.4435 (0.4428) loss_class_dn_4: 0.3855 (0.3833) loss_bbox_dn_4: 0.2623 (0.2644) loss_giou_dn_4: 0.4417 (0.4414) loss_class_hybrid: 0.7483 (0.7568) loss_bbox_hybrid: 0.1905 (0.1916) loss_giou_hybrid: 0.3940 (0.4201) loss_class_0_hybrid: 0.7914 (0.8251) loss_bbox_0_hybrid: 0.1963 (0.2002) loss_giou_0_hybrid: 0.4079 (0.4367) loss_class_1_hybrid: 0.7665 (0.7816) loss_bbox_1_hybrid: 0.1919 (0.1954) loss_giou_1_hybrid: 0.3946 (0.4270) loss_class_2_hybrid: 0.7601 (0.7686) loss_bbox_2_hybrid: 0.1921 (0.1921) loss_giou_2_hybrid: 0.3938 (0.4218) loss_class_3_hybrid: 0.7528 (0.7602) loss_bbox_3_hybrid: 0.1916 (0.1917) loss_giou_3_hybrid: 0.3955 (0.4205) loss_class_4_hybrid: 0.7451 (0.7566) loss_bbox_4_hybrid: 0.1919 (0.1918) loss_giou_4_hybrid: 0.3927 (0.4204) loss_class_enc_hybrid: 0.7777 (0.7890) loss_bbox_enc_hybrid: 0.2409 (0.2389) loss_giou_enc_hybrid: 0.4679 (0.4971) mem: 1021 max mem: 36965 [2024-01-15 15:09:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:10:13 det.util.engine] INFO: Epoch: [7] [5450/11727] eta: 1:52:31 lr: 0.000100 data_time: 0.0034 iter_time: 1.1206 loss: 28.0558 (26.6190) loss_class: 0.8017 (0.7537) loss_bbox: 0.1733 (0.1792) loss_giou: 0.4032 (0.3913) loss_class_0: 0.9244 (0.9336) loss_bbox_0: 0.1766 (0.1788) loss_giou_0: 0.4016 (0.3950) loss_class_1: 0.8261 (0.8123) loss_bbox_1: 0.1839 (0.1801) loss_giou_1: 0.4079 (0.3941) loss_class_2: 0.8297 (0.7807) loss_bbox_2: 0.1750 (0.1783) loss_giou_2: 0.3998 (0.3915) loss_class_3: 0.7993 (0.7628) loss_bbox_3: 0.1749 (0.1786) loss_giou_3: 0.4014 (0.3914) loss_class_4: 0.7955 (0.7547) loss_bbox_4: 0.1707 (0.1792) loss_giou_4: 0.3947 (0.3916) loss_class_enc: 0.8897 (0.8782) loss_bbox_enc: 0.2005 (0.2135) loss_giou_enc: 0.4622 (0.4473) loss_class_dn: 0.3947 (0.3834) loss_bbox_dn: 0.2446 (0.2645) loss_giou_dn: 0.4676 (0.4417) loss_class_dn_0: 0.4755 (0.4767) loss_bbox_dn_0: 0.3811 (0.3664) loss_giou_dn_0: 0.5897 (0.5701) loss_class_dn_1: 0.4212 (0.4125) loss_bbox_dn_1: 0.2724 (0.2886) loss_giou_dn_1: 0.4998 (0.4725) loss_class_dn_2: 0.3974 (0.3917) loss_bbox_dn_2: 0.2469 (0.2685) loss_giou_dn_2: 0.4762 (0.4480) loss_class_dn_3: 0.3940 (0.3854) loss_bbox_dn_3: 0.2449 (0.2653) loss_giou_dn_3: 0.4696 (0.4430) loss_class_dn_4: 0.3927 (0.3833) loss_bbox_dn_4: 0.2448 (0.2645) loss_giou_dn_4: 0.4676 (0.4416) loss_class_hybrid: 0.7627 (0.7570) loss_bbox_hybrid: 0.2006 (0.1916) loss_giou_hybrid: 0.4545 (0.4202) loss_class_0_hybrid: 0.7959 (0.8253) loss_bbox_0_hybrid: 0.2113 (0.2002) loss_giou_0_hybrid: 0.4691 (0.4368) loss_class_1_hybrid: 0.7642 (0.7818) loss_bbox_1_hybrid: 0.2048 (0.1954) loss_giou_1_hybrid: 0.4614 (0.4271) loss_class_2_hybrid: 0.7671 (0.7688) loss_bbox_2_hybrid: 0.1987 (0.1921) loss_giou_2_hybrid: 0.4590 (0.4219) loss_class_3_hybrid: 0.7482 (0.7604) loss_bbox_3_hybrid: 0.2002 (0.1917) loss_giou_3_hybrid: 0.4570 (0.4206) loss_class_4_hybrid: 0.7512 (0.7568) loss_bbox_4_hybrid: 0.1999 (0.1918) loss_giou_4_hybrid: 0.4555 (0.4205) loss_class_enc_hybrid: 0.7842 (0.7892) loss_bbox_enc_hybrid: 0.2459 (0.2390) loss_giou_enc_hybrid: 0.5241 (0.4972) mem: 1032 max mem: 36965 [2024-01-15 15:10:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:11:08 det.util.engine] INFO: Epoch: [7] [5500/11727] eta: 1:51:38 lr: 0.000100 data_time: 0.0037 iter_time: 1.0613 loss: 25.6369 (26.6195) loss_class: 0.7275 (0.7538) loss_bbox: 0.1595 (0.1792) loss_giou: 0.3487 (0.3914) loss_class_0: 0.8460 (0.9334) loss_bbox_0: 0.1634 (0.1788) loss_giou_0: 0.3571 (0.3951) loss_class_1: 0.7573 (0.8122) loss_bbox_1: 0.1618 (0.1801) loss_giou_1: 0.3567 (0.3941) loss_class_2: 0.7248 (0.7807) loss_bbox_2: 0.1603 (0.1782) loss_giou_2: 0.3481 (0.3916) loss_class_3: 0.7349 (0.7628) loss_bbox_3: 0.1595 (0.1786) loss_giou_3: 0.3509 (0.3914) loss_class_4: 0.7402 (0.7548) loss_bbox_4: 0.1610 (0.1792) loss_giou_4: 0.3484 (0.3916) loss_class_enc: 0.8273 (0.8781) loss_bbox_enc: 0.1948 (0.2135) loss_giou_enc: 0.4059 (0.4474) loss_class_dn: 0.3737 (0.3834) loss_bbox_dn: 0.2637 (0.2645) loss_giou_dn: 0.4243 (0.4417) loss_class_dn_0: 0.4654 (0.4767) loss_bbox_dn_0: 0.3693 (0.3664) loss_giou_dn_0: 0.5534 (0.5701) loss_class_dn_1: 0.3988 (0.4125) loss_bbox_dn_1: 0.2887 (0.2886) loss_giou_dn_1: 0.4562 (0.4725) loss_class_dn_2: 0.3799 (0.3917) loss_bbox_dn_2: 0.2670 (0.2685) loss_giou_dn_2: 0.4310 (0.4480) loss_class_dn_3: 0.3713 (0.3854) loss_bbox_dn_3: 0.2639 (0.2653) loss_giou_dn_3: 0.4260 (0.4430) loss_class_dn_4: 0.3695 (0.3833) loss_bbox_dn_4: 0.2639 (0.2645) loss_giou_dn_4: 0.4242 (0.4416) loss_class_hybrid: 0.7124 (0.7569) loss_bbox_hybrid: 0.1854 (0.1916) loss_giou_hybrid: 0.3875 (0.4203) loss_class_0_hybrid: 0.7734 (0.8253) loss_bbox_0_hybrid: 0.1934 (0.2003) loss_giou_0_hybrid: 0.4060 (0.4369) loss_class_1_hybrid: 0.7390 (0.7817) loss_bbox_1_hybrid: 0.1811 (0.1954) loss_giou_1_hybrid: 0.3893 (0.4271) loss_class_2_hybrid: 0.7132 (0.7687) loss_bbox_2_hybrid: 0.1833 (0.1922) loss_giou_2_hybrid: 0.3850 (0.4220) loss_class_3_hybrid: 0.7222 (0.7604) loss_bbox_3_hybrid: 0.1877 (0.1917) loss_giou_3_hybrid: 0.3831 (0.4207) loss_class_4_hybrid: 0.7117 (0.7568) loss_bbox_4_hybrid: 0.1880 (0.1918) loss_giou_4_hybrid: 0.3825 (0.4205) loss_class_enc_hybrid: 0.7690 (0.7892) loss_bbox_enc_hybrid: 0.2269 (0.2389) loss_giou_enc_hybrid: 0.4636 (0.4973) mem: 1021 max mem: 36965 [2024-01-15 15:11:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:12:01 det.util.engine] INFO: Epoch: [7] [5550/11727] eta: 1:50:44 lr: 0.000100 data_time: 0.0031 iter_time: 1.0629 loss: 26.7345 (26.6159) loss_class: 0.7479 (0.7537) loss_bbox: 0.1754 (0.1791) loss_giou: 0.3847 (0.3913) loss_class_0: 0.9002 (0.9332) loss_bbox_0: 0.1754 (0.1788) loss_giou_0: 0.3941 (0.3951) loss_class_1: 0.7897 (0.8121) loss_bbox_1: 0.1769 (0.1800) loss_giou_1: 0.3934 (0.3941) loss_class_2: 0.7679 (0.7806) loss_bbox_2: 0.1760 (0.1782) loss_giou_2: 0.3759 (0.3915) loss_class_3: 0.7334 (0.7627) loss_bbox_3: 0.1772 (0.1785) loss_giou_3: 0.3884 (0.3914) loss_class_4: 0.7366 (0.7547) loss_bbox_4: 0.1739 (0.1792) loss_giou_4: 0.3823 (0.3916) loss_class_enc: 0.8553 (0.8779) loss_bbox_enc: 0.2092 (0.2134) loss_giou_enc: 0.4450 (0.4474) loss_class_dn: 0.3763 (0.3833) loss_bbox_dn: 0.2543 (0.2644) loss_giou_dn: 0.4408 (0.4417) loss_class_dn_0: 0.4684 (0.4766) loss_bbox_dn_0: 0.3536 (0.3663) loss_giou_dn_0: 0.5787 (0.5701) loss_class_dn_1: 0.4057 (0.4124) loss_bbox_dn_1: 0.2858 (0.2886) loss_giou_dn_1: 0.4764 (0.4725) loss_class_dn_2: 0.3899 (0.3917) loss_bbox_dn_2: 0.2612 (0.2685) loss_giou_dn_2: 0.4471 (0.4480) loss_class_dn_3: 0.3786 (0.3854) loss_bbox_dn_3: 0.2555 (0.2653) loss_giou_dn_3: 0.4423 (0.4430) loss_class_dn_4: 0.3771 (0.3833) loss_bbox_dn_4: 0.2545 (0.2644) loss_giou_dn_4: 0.4410 (0.4416) loss_class_hybrid: 0.7401 (0.7569) loss_bbox_hybrid: 0.1912 (0.1916) loss_giou_hybrid: 0.3995 (0.4202) loss_class_0_hybrid: 0.7862 (0.8252) loss_bbox_0_hybrid: 0.2009 (0.2002) loss_giou_0_hybrid: 0.4261 (0.4369) loss_class_1_hybrid: 0.7536 (0.7817) loss_bbox_1_hybrid: 0.1855 (0.1954) loss_giou_1_hybrid: 0.4075 (0.4271) loss_class_2_hybrid: 0.7591 (0.7687) loss_bbox_2_hybrid: 0.1852 (0.1921) loss_giou_2_hybrid: 0.3994 (0.4219) loss_class_3_hybrid: 0.7501 (0.7603) loss_bbox_3_hybrid: 0.1901 (0.1916) loss_giou_3_hybrid: 0.3981 (0.4207) loss_class_4_hybrid: 0.7419 (0.7567) loss_bbox_4_hybrid: 0.1898 (0.1917) loss_giou_4_hybrid: 0.3970 (0.4205) loss_class_enc_hybrid: 0.7441 (0.7890) loss_bbox_enc_hybrid: 0.2392 (0.2389) loss_giou_enc_hybrid: 0.4678 (0.4973) mem: 1029 max mem: 36965 [2024-01-15 15:12:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:12:56 det.util.engine] INFO: Epoch: [7] [5600/11727] eta: 1:49:51 lr: 0.000100 data_time: 0.0032 iter_time: 1.0979 loss: 26.7347 (26.6218) loss_class: 0.7653 (0.7541) loss_bbox: 0.1810 (0.1791) loss_giou: 0.3402 (0.3912) loss_class_0: 0.9694 (0.9335) loss_bbox_0: 0.1658 (0.1788) loss_giou_0: 0.3595 (0.3950) loss_class_1: 0.8119 (0.8125) loss_bbox_1: 0.1865 (0.1800) loss_giou_1: 0.3530 (0.3940) loss_class_2: 0.7811 (0.7810) loss_bbox_2: 0.1865 (0.1782) loss_giou_2: 0.3440 (0.3914) loss_class_3: 0.7677 (0.7632) loss_bbox_3: 0.1785 (0.1786) loss_giou_3: 0.3414 (0.3912) loss_class_4: 0.7543 (0.7551) loss_bbox_4: 0.1832 (0.1792) loss_giou_4: 0.3398 (0.3915) loss_class_enc: 0.8815 (0.8781) loss_bbox_enc: 0.2145 (0.2134) loss_giou_enc: 0.4119 (0.4473) loss_class_dn: 0.3782 (0.3833) loss_bbox_dn: 0.2767 (0.2646) loss_giou_dn: 0.4255 (0.4418) loss_class_dn_0: 0.4744 (0.4767) loss_bbox_dn_0: 0.4277 (0.3666) loss_giou_dn_0: 0.5686 (0.5702) loss_class_dn_1: 0.4091 (0.4125) loss_bbox_dn_1: 0.3167 (0.2888) loss_giou_dn_1: 0.4608 (0.4726) loss_class_dn_2: 0.3866 (0.3917) loss_bbox_dn_2: 0.2840 (0.2687) loss_giou_dn_2: 0.4365 (0.4481) loss_class_dn_3: 0.3826 (0.3854) loss_bbox_dn_3: 0.2780 (0.2655) loss_giou_dn_3: 0.4256 (0.4431) loss_class_dn_4: 0.3793 (0.3833) loss_bbox_dn_4: 0.2766 (0.2646) loss_giou_dn_4: 0.4247 (0.4417) loss_class_hybrid: 0.7672 (0.7572) loss_bbox_hybrid: 0.1954 (0.1916) loss_giou_hybrid: 0.3776 (0.4201) loss_class_0_hybrid: 0.8272 (0.8255) loss_bbox_0_hybrid: 0.1992 (0.2002) loss_giou_0_hybrid: 0.3914 (0.4368) loss_class_1_hybrid: 0.7545 (0.7820) loss_bbox_1_hybrid: 0.1940 (0.1954) loss_giou_1_hybrid: 0.3874 (0.4270) loss_class_2_hybrid: 0.7673 (0.7690) loss_bbox_2_hybrid: 0.1931 (0.1921) loss_giou_2_hybrid: 0.3804 (0.4218) loss_class_3_hybrid: 0.7861 (0.7607) loss_bbox_3_hybrid: 0.1885 (0.1917) loss_giou_3_hybrid: 0.3751 (0.4206) loss_class_4_hybrid: 0.7714 (0.7570) loss_bbox_4_hybrid: 0.1886 (0.1918) loss_giou_4_hybrid: 0.3756 (0.4204) loss_class_enc_hybrid: 0.8139 (0.7892) loss_bbox_enc_hybrid: 0.2475 (0.2390) loss_giou_enc_hybrid: 0.4571 (0.4972) mem: 1027 max mem: 36965 [2024-01-15 15:12:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:13:54 det.util.engine] INFO: Epoch: [7] [5650/11727] eta: 1:49:03 lr: 0.000100 data_time: 0.0033 iter_time: 1.3002 loss: 26.2348 (26.6196) loss_class: 0.7574 (0.7541) loss_bbox: 0.1703 (0.1791) loss_giou: 0.3521 (0.3911) loss_class_0: 0.9160 (0.9335) loss_bbox_0: 0.1691 (0.1788) loss_giou_0: 0.3621 (0.3949) loss_class_1: 0.8439 (0.8126) loss_bbox_1: 0.1668 (0.1800) loss_giou_1: 0.3468 (0.3938) loss_class_2: 0.7868 (0.7809) loss_bbox_2: 0.1720 (0.1782) loss_giou_2: 0.3527 (0.3913) loss_class_3: 0.7685 (0.7631) loss_bbox_3: 0.1699 (0.1786) loss_giou_3: 0.3503 (0.3911) loss_class_4: 0.7675 (0.7550) loss_bbox_4: 0.1713 (0.1792) loss_giou_4: 0.3494 (0.3914) loss_class_enc: 0.9007 (0.8780) loss_bbox_enc: 0.2218 (0.2135) loss_giou_enc: 0.4314 (0.4472) loss_class_dn: 0.3746 (0.3833) loss_bbox_dn: 0.2733 (0.2648) loss_giou_dn: 0.4273 (0.4417) loss_class_dn_0: 0.4777 (0.4766) loss_bbox_dn_0: 0.3741 (0.3667) loss_giou_dn_0: 0.5512 (0.5700) loss_class_dn_1: 0.4086 (0.4124) loss_bbox_dn_1: 0.3158 (0.2889) loss_giou_dn_1: 0.4568 (0.4725) loss_class_dn_2: 0.3844 (0.3917) loss_bbox_dn_2: 0.2886 (0.2688) loss_giou_dn_2: 0.4314 (0.4480) loss_class_dn_3: 0.3754 (0.3854) loss_bbox_dn_3: 0.2778 (0.2656) loss_giou_dn_3: 0.4269 (0.4429) loss_class_dn_4: 0.3720 (0.3832) loss_bbox_dn_4: 0.2735 (0.2647) loss_giou_dn_4: 0.4272 (0.4415) loss_class_hybrid: 0.7978 (0.7572) loss_bbox_hybrid: 0.1811 (0.1916) loss_giou_hybrid: 0.3585 (0.4199) loss_class_0_hybrid: 0.8445 (0.8256) loss_bbox_0_hybrid: 0.1804 (0.2002) loss_giou_0_hybrid: 0.3752 (0.4366) loss_class_1_hybrid: 0.8097 (0.7820) loss_bbox_1_hybrid: 0.1901 (0.1954) loss_giou_1_hybrid: 0.3650 (0.4268) loss_class_2_hybrid: 0.7919 (0.7691) loss_bbox_2_hybrid: 0.1860 (0.1921) loss_giou_2_hybrid: 0.3591 (0.4216) loss_class_3_hybrid: 0.8054 (0.7607) loss_bbox_3_hybrid: 0.1809 (0.1917) loss_giou_3_hybrid: 0.3586 (0.4204) loss_class_4_hybrid: 0.7831 (0.7571) loss_bbox_4_hybrid: 0.1832 (0.1918) loss_giou_4_hybrid: 0.3577 (0.4202) loss_class_enc_hybrid: 0.8125 (0.7892) loss_bbox_enc_hybrid: 0.2320 (0.2390) loss_giou_enc_hybrid: 0.4475 (0.4971) mem: 1019 max mem: 36965 [2024-01-15 15:13:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:14:49 det.util.engine] INFO: Epoch: [7] [5700/11727] eta: 1:48:09 lr: 0.000100 data_time: 0.0029 iter_time: 1.0795 loss: 25.9624 (26.6192) loss_class: 0.7424 (0.7541) loss_bbox: 0.1813 (0.1792) loss_giou: 0.3703 (0.3910) loss_class_0: 0.9450 (0.9335) loss_bbox_0: 0.1773 (0.1789) loss_giou_0: 0.3631 (0.3949) loss_class_1: 0.8229 (0.8126) loss_bbox_1: 0.1820 (0.1800) loss_giou_1: 0.3652 (0.3938) loss_class_2: 0.7821 (0.7809) loss_bbox_2: 0.1787 (0.1783) loss_giou_2: 0.3742 (0.3913) loss_class_3: 0.7571 (0.7631) loss_bbox_3: 0.1808 (0.1786) loss_giou_3: 0.3627 (0.3911) loss_class_4: 0.7451 (0.7551) loss_bbox_4: 0.1775 (0.1792) loss_giou_4: 0.3762 (0.3913) loss_class_enc: 0.8674 (0.8781) loss_bbox_enc: 0.2182 (0.2136) loss_giou_enc: 0.4279 (0.4472) loss_class_dn: 0.3949 (0.3833) loss_bbox_dn: 0.2437 (0.2647) loss_giou_dn: 0.4291 (0.4416) loss_class_dn_0: 0.4782 (0.4767) loss_bbox_dn_0: 0.3591 (0.3667) loss_giou_dn_0: 0.5599 (0.5700) loss_class_dn_1: 0.4171 (0.4124) loss_bbox_dn_1: 0.2757 (0.2889) loss_giou_dn_1: 0.4583 (0.4724) loss_class_dn_2: 0.3999 (0.3917) loss_bbox_dn_2: 0.2438 (0.2687) loss_giou_dn_2: 0.4323 (0.4479) loss_class_dn_3: 0.3925 (0.3854) loss_bbox_dn_3: 0.2434 (0.2655) loss_giou_dn_3: 0.4296 (0.4429) loss_class_dn_4: 0.3937 (0.3833) loss_bbox_dn_4: 0.2437 (0.2647) loss_giou_dn_4: 0.4286 (0.4415) loss_class_hybrid: 0.7712 (0.7572) loss_bbox_hybrid: 0.1850 (0.1916) loss_giou_hybrid: 0.3813 (0.4199) loss_class_0_hybrid: 0.8400 (0.8256) loss_bbox_0_hybrid: 0.2050 (0.2003) loss_giou_0_hybrid: 0.3916 (0.4365) loss_class_1_hybrid: 0.7944 (0.7821) loss_bbox_1_hybrid: 0.1939 (0.1954) loss_giou_1_hybrid: 0.3839 (0.4267) loss_class_2_hybrid: 0.7779 (0.7691) loss_bbox_2_hybrid: 0.1869 (0.1921) loss_giou_2_hybrid: 0.3845 (0.4215) loss_class_3_hybrid: 0.7702 (0.7608) loss_bbox_3_hybrid: 0.1839 (0.1917) loss_giou_3_hybrid: 0.3842 (0.4203) loss_class_4_hybrid: 0.7686 (0.7572) loss_bbox_4_hybrid: 0.1817 (0.1918) loss_giou_4_hybrid: 0.3835 (0.4201) loss_class_enc_hybrid: 0.7893 (0.7893) loss_bbox_enc_hybrid: 0.2421 (0.2390) loss_giou_enc_hybrid: 0.4615 (0.4970) mem: 1023 max mem: 36965 [2024-01-15 15:14:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:15:42 det.util.engine] INFO: Epoch: [7] [5750/11727] eta: 1:47:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0889 loss: 26.5899 (26.6243) loss_class: 0.7471 (0.7543) loss_bbox: 0.1628 (0.1792) loss_giou: 0.4114 (0.3911) loss_class_0: 0.8834 (0.9335) loss_bbox_0: 0.1626 (0.1790) loss_giou_0: 0.4182 (0.3949) loss_class_1: 0.7850 (0.8128) loss_bbox_1: 0.1660 (0.1801) loss_giou_1: 0.4306 (0.3938) loss_class_2: 0.7521 (0.7812) loss_bbox_2: 0.1621 (0.1783) loss_giou_2: 0.4243 (0.3913) loss_class_3: 0.7364 (0.7633) loss_bbox_3: 0.1693 (0.1787) loss_giou_3: 0.4156 (0.3911) loss_class_4: 0.7488 (0.7553) loss_bbox_4: 0.1683 (0.1793) loss_giou_4: 0.4134 (0.3914) loss_class_enc: 0.8645 (0.8783) loss_bbox_enc: 0.1840 (0.2136) loss_giou_enc: 0.4662 (0.4472) loss_class_dn: 0.3922 (0.3834) loss_bbox_dn: 0.2134 (0.2648) loss_giou_dn: 0.4440 (0.4417) loss_class_dn_0: 0.4755 (0.4767) loss_bbox_dn_0: 0.2938 (0.3668) loss_giou_dn_0: 0.5912 (0.5700) loss_class_dn_1: 0.4181 (0.4125) loss_bbox_dn_1: 0.2365 (0.2890) loss_giou_dn_1: 0.4810 (0.4725) loss_class_dn_2: 0.4004 (0.3917) loss_bbox_dn_2: 0.2170 (0.2688) loss_giou_dn_2: 0.4561 (0.4480) loss_class_dn_3: 0.3952 (0.3854) loss_bbox_dn_3: 0.2144 (0.2656) loss_giou_dn_3: 0.4448 (0.4429) loss_class_dn_4: 0.3906 (0.3833) loss_bbox_dn_4: 0.2133 (0.2648) loss_giou_dn_4: 0.4439 (0.4415) loss_class_hybrid: 0.7198 (0.7574) loss_bbox_hybrid: 0.1817 (0.1917) loss_giou_hybrid: 0.4195 (0.4199) loss_class_0_hybrid: 0.7756 (0.8258) loss_bbox_0_hybrid: 0.1882 (0.2003) loss_giou_0_hybrid: 0.4219 (0.4365) loss_class_1_hybrid: 0.7508 (0.7823) loss_bbox_1_hybrid: 0.1825 (0.1955) loss_giou_1_hybrid: 0.4244 (0.4268) loss_class_2_hybrid: 0.7355 (0.7693) loss_bbox_2_hybrid: 0.1828 (0.1922) loss_giou_2_hybrid: 0.4205 (0.4216) loss_class_3_hybrid: 0.7285 (0.7609) loss_bbox_3_hybrid: 0.1824 (0.1918) loss_giou_3_hybrid: 0.4181 (0.4204) loss_class_4_hybrid: 0.7199 (0.7573) loss_bbox_4_hybrid: 0.1825 (0.1918) loss_giou_4_hybrid: 0.4182 (0.4202) loss_class_enc_hybrid: 0.7608 (0.7895) loss_bbox_enc_hybrid: 0.2250 (0.2391) loss_giou_enc_hybrid: 0.4998 (0.4970) mem: 1042 max mem: 36965 [2024-01-15 15:15:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:16:35 det.util.engine] INFO: Epoch: [7] [5800/11727] eta: 1:46:21 lr: 0.000100 data_time: 0.0033 iter_time: 1.0507 loss: 26.6687 (26.6274) loss_class: 0.7662 (0.7544) loss_bbox: 0.1682 (0.1793) loss_giou: 0.3888 (0.3911) loss_class_0: 0.9599 (0.9335) loss_bbox_0: 0.1762 (0.1791) loss_giou_0: 0.3844 (0.3950) loss_class_1: 0.8363 (0.8129) loss_bbox_1: 0.1746 (0.1801) loss_giou_1: 0.3765 (0.3938) loss_class_2: 0.7887 (0.7812) loss_bbox_2: 0.1743 (0.1784) loss_giou_2: 0.3795 (0.3913) loss_class_3: 0.7535 (0.7633) loss_bbox_3: 0.1716 (0.1787) loss_giou_3: 0.3856 (0.3912) loss_class_4: 0.7506 (0.7554) loss_bbox_4: 0.1652 (0.1793) loss_giou_4: 0.3893 (0.3914) loss_class_enc: 0.9004 (0.8784) loss_bbox_enc: 0.2151 (0.2137) loss_giou_enc: 0.4376 (0.4472) loss_class_dn: 0.3802 (0.3833) loss_bbox_dn: 0.2777 (0.2649) loss_giou_dn: 0.4461 (0.4417) loss_class_dn_0: 0.4705 (0.4767) loss_bbox_dn_0: 0.3868 (0.3670) loss_giou_dn_0: 0.5611 (0.5701) loss_class_dn_1: 0.4031 (0.4125) loss_bbox_dn_1: 0.2999 (0.2892) loss_giou_dn_1: 0.4768 (0.4726) loss_class_dn_2: 0.3873 (0.3917) loss_bbox_dn_2: 0.2778 (0.2690) loss_giou_dn_2: 0.4538 (0.4480) loss_class_dn_3: 0.3813 (0.3854) loss_bbox_dn_3: 0.2776 (0.2658) loss_giou_dn_3: 0.4471 (0.4430) loss_class_dn_4: 0.3794 (0.3833) loss_bbox_dn_4: 0.2776 (0.2649) loss_giou_dn_4: 0.4462 (0.4416) loss_class_hybrid: 0.7623 (0.7574) loss_bbox_hybrid: 0.1852 (0.1917) loss_giou_hybrid: 0.4057 (0.4200) loss_class_0_hybrid: 0.8314 (0.8258) loss_bbox_0_hybrid: 0.1927 (0.2004) loss_giou_0_hybrid: 0.4197 (0.4366) loss_class_1_hybrid: 0.8064 (0.7823) loss_bbox_1_hybrid: 0.1908 (0.1955) loss_giou_1_hybrid: 0.4102 (0.4268) loss_class_2_hybrid: 0.7803 (0.7693) loss_bbox_2_hybrid: 0.1911 (0.1922) loss_giou_2_hybrid: 0.4108 (0.4216) loss_class_3_hybrid: 0.7702 (0.7609) loss_bbox_3_hybrid: 0.1893 (0.1918) loss_giou_3_hybrid: 0.4084 (0.4204) loss_class_4_hybrid: 0.7598 (0.7573) loss_bbox_4_hybrid: 0.1842 (0.1919) loss_giou_4_hybrid: 0.4027 (0.4202) loss_class_enc_hybrid: 0.7947 (0.7895) loss_bbox_enc_hybrid: 0.2422 (0.2392) loss_giou_enc_hybrid: 0.4683 (0.4970) mem: 1023 max mem: 36965 [2024-01-15 15:16:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:17:30 det.util.engine] INFO: Epoch: [7] [5850/11727] eta: 1:45:28 lr: 0.000100 data_time: 0.0030 iter_time: 1.1100 loss: 25.6483 (26.6261) loss_class: 0.7612 (0.7544) loss_bbox: 0.1662 (0.1792) loss_giou: 0.3918 (0.3910) loss_class_0: 0.9020 (0.9335) loss_bbox_0: 0.1714 (0.1790) loss_giou_0: 0.3886 (0.3949) loss_class_1: 0.7906 (0.8129) loss_bbox_1: 0.1634 (0.1801) loss_giou_1: 0.3879 (0.3938) loss_class_2: 0.7673 (0.7812) loss_bbox_2: 0.1659 (0.1783) loss_giou_2: 0.3904 (0.3913) loss_class_3: 0.7566 (0.7633) loss_bbox_3: 0.1677 (0.1787) loss_giou_3: 0.3915 (0.3911) loss_class_4: 0.7491 (0.7554) loss_bbox_4: 0.1677 (0.1792) loss_giou_4: 0.3917 (0.3913) loss_class_enc: 0.8633 (0.8784) loss_bbox_enc: 0.2026 (0.2136) loss_giou_enc: 0.4290 (0.4472) loss_class_dn: 0.3806 (0.3833) loss_bbox_dn: 0.2253 (0.2649) loss_giou_dn: 0.4212 (0.4417) loss_class_dn_0: 0.4633 (0.4767) loss_bbox_dn_0: 0.3132 (0.3670) loss_giou_dn_0: 0.5479 (0.5701) loss_class_dn_1: 0.4049 (0.4125) loss_bbox_dn_1: 0.2542 (0.2892) loss_giou_dn_1: 0.4503 (0.4726) loss_class_dn_2: 0.3836 (0.3917) loss_bbox_dn_2: 0.2299 (0.2690) loss_giou_dn_2: 0.4246 (0.4480) loss_class_dn_3: 0.3783 (0.3854) loss_bbox_dn_3: 0.2283 (0.2658) loss_giou_dn_3: 0.4222 (0.4430) loss_class_dn_4: 0.3787 (0.3833) loss_bbox_dn_4: 0.2254 (0.2649) loss_giou_dn_4: 0.4209 (0.4416) loss_class_hybrid: 0.7401 (0.7575) loss_bbox_hybrid: 0.1762 (0.1917) loss_giou_hybrid: 0.3926 (0.4199) loss_class_0_hybrid: 0.8033 (0.8258) loss_bbox_0_hybrid: 0.1836 (0.2003) loss_giou_0_hybrid: 0.3992 (0.4365) loss_class_1_hybrid: 0.7586 (0.7824) loss_bbox_1_hybrid: 0.1872 (0.1955) loss_giou_1_hybrid: 0.3932 (0.4268) loss_class_2_hybrid: 0.7551 (0.7694) loss_bbox_2_hybrid: 0.1814 (0.1922) loss_giou_2_hybrid: 0.3947 (0.4216) loss_class_3_hybrid: 0.7433 (0.7610) loss_bbox_3_hybrid: 0.1772 (0.1918) loss_giou_3_hybrid: 0.3917 (0.4204) loss_class_4_hybrid: 0.7570 (0.7574) loss_bbox_4_hybrid: 0.1777 (0.1918) loss_giou_4_hybrid: 0.3919 (0.4201) loss_class_enc_hybrid: 0.7719 (0.7896) loss_bbox_enc_hybrid: 0.2283 (0.2391) loss_giou_enc_hybrid: 0.4730 (0.4970) mem: 1022 max mem: 36965 [2024-01-15 15:17:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:18:25 det.util.engine] INFO: Epoch: [7] [5900/11727] eta: 1:44:35 lr: 0.000100 data_time: 0.0030 iter_time: 1.1040 loss: 27.2382 (26.6267) loss_class: 0.8022 (0.7544) loss_bbox: 0.1756 (0.1792) loss_giou: 0.4058 (0.3912) loss_class_0: 0.9512 (0.9334) loss_bbox_0: 0.1652 (0.1789) loss_giou_0: 0.3950 (0.3950) loss_class_1: 0.8348 (0.8128) loss_bbox_1: 0.1706 (0.1800) loss_giou_1: 0.3978 (0.3939) loss_class_2: 0.8072 (0.7811) loss_bbox_2: 0.1737 (0.1783) loss_giou_2: 0.3969 (0.3915) loss_class_3: 0.7876 (0.7632) loss_bbox_3: 0.1768 (0.1786) loss_giou_3: 0.4066 (0.3913) loss_class_4: 0.8063 (0.7553) loss_bbox_4: 0.1789 (0.1792) loss_giou_4: 0.4105 (0.3915) loss_class_enc: 0.8661 (0.8784) loss_bbox_enc: 0.2087 (0.2135) loss_giou_enc: 0.4655 (0.4473) loss_class_dn: 0.3939 (0.3833) loss_bbox_dn: 0.2319 (0.2648) loss_giou_dn: 0.4732 (0.4419) loss_class_dn_0: 0.4719 (0.4766) loss_bbox_dn_0: 0.3164 (0.3669) loss_giou_dn_0: 0.6178 (0.5702) loss_class_dn_1: 0.4140 (0.4124) loss_bbox_dn_1: 0.2646 (0.2891) loss_giou_dn_1: 0.5169 (0.4727) loss_class_dn_2: 0.3997 (0.3917) loss_bbox_dn_2: 0.2408 (0.2689) loss_giou_dn_2: 0.4804 (0.4481) loss_class_dn_3: 0.3990 (0.3854) loss_bbox_dn_3: 0.2334 (0.2657) loss_giou_dn_3: 0.4771 (0.4431) loss_class_dn_4: 0.3945 (0.3833) loss_bbox_dn_4: 0.2319 (0.2648) loss_giou_dn_4: 0.4731 (0.4417) loss_class_hybrid: 0.7861 (0.7574) loss_bbox_hybrid: 0.1784 (0.1916) loss_giou_hybrid: 0.4391 (0.4201) loss_class_0_hybrid: 0.8483 (0.8257) loss_bbox_0_hybrid: 0.1878 (0.2003) loss_giou_0_hybrid: 0.4600 (0.4367) loss_class_1_hybrid: 0.8165 (0.7823) loss_bbox_1_hybrid: 0.1859 (0.1954) loss_giou_1_hybrid: 0.4527 (0.4269) loss_class_2_hybrid: 0.7836 (0.7692) loss_bbox_2_hybrid: 0.1825 (0.1921) loss_giou_2_hybrid: 0.4491 (0.4218) loss_class_3_hybrid: 0.7702 (0.7608) loss_bbox_3_hybrid: 0.1779 (0.1917) loss_giou_3_hybrid: 0.4440 (0.4205) loss_class_4_hybrid: 0.7772 (0.7573) loss_bbox_4_hybrid: 0.1770 (0.1918) loss_giou_4_hybrid: 0.4425 (0.4203) loss_class_enc_hybrid: 0.7917 (0.7895) loss_bbox_enc_hybrid: 0.2335 (0.2390) loss_giou_enc_hybrid: 0.5173 (0.4972) mem: 1024 max mem: 36965 [2024-01-15 15:18:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:19:19 det.util.engine] INFO: Epoch: [7] [5950/11727] eta: 1:43:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0622 loss: 26.3249 (26.6234) loss_class: 0.7304 (0.7542) loss_bbox: 0.1745 (0.1791) loss_giou: 0.3679 (0.3912) loss_class_0: 0.9024 (0.9332) loss_bbox_0: 0.1803 (0.1789) loss_giou_0: 0.3762 (0.3950) loss_class_1: 0.7657 (0.8126) loss_bbox_1: 0.1786 (0.1800) loss_giou_1: 0.3672 (0.3939) loss_class_2: 0.7601 (0.7809) loss_bbox_2: 0.1728 (0.1782) loss_giou_2: 0.3714 (0.3915) loss_class_3: 0.7324 (0.7631) loss_bbox_3: 0.1766 (0.1786) loss_giou_3: 0.3620 (0.3913) loss_class_4: 0.7221 (0.7552) loss_bbox_4: 0.1757 (0.1792) loss_giou_4: 0.3696 (0.3915) loss_class_enc: 0.8470 (0.8782) loss_bbox_enc: 0.2241 (0.2136) loss_giou_enc: 0.4266 (0.4473) loss_class_dn: 0.3849 (0.3834) loss_bbox_dn: 0.2687 (0.2648) loss_giou_dn: 0.4327 (0.4418) loss_class_dn_0: 0.4762 (0.4766) loss_bbox_dn_0: 0.3607 (0.3668) loss_giou_dn_0: 0.5802 (0.5702) loss_class_dn_1: 0.4053 (0.4124) loss_bbox_dn_1: 0.2888 (0.2890) loss_giou_dn_1: 0.4607 (0.4727) loss_class_dn_2: 0.3908 (0.3917) loss_bbox_dn_2: 0.2699 (0.2688) loss_giou_dn_2: 0.4341 (0.4481) loss_class_dn_3: 0.3849 (0.3854) loss_bbox_dn_3: 0.2709 (0.2656) loss_giou_dn_3: 0.4349 (0.4431) loss_class_dn_4: 0.3843 (0.3833) loss_bbox_dn_4: 0.2687 (0.2648) loss_giou_dn_4: 0.4328 (0.4417) loss_class_hybrid: 0.7347 (0.7572) loss_bbox_hybrid: 0.1858 (0.1916) loss_giou_hybrid: 0.3933 (0.4201) loss_class_0_hybrid: 0.8090 (0.8255) loss_bbox_0_hybrid: 0.1934 (0.2003) loss_giou_0_hybrid: 0.4152 (0.4367) loss_class_1_hybrid: 0.7475 (0.7820) loss_bbox_1_hybrid: 0.1900 (0.1954) loss_giou_1_hybrid: 0.3976 (0.4269) loss_class_2_hybrid: 0.7470 (0.7691) loss_bbox_2_hybrid: 0.1838 (0.1921) loss_giou_2_hybrid: 0.3966 (0.4218) loss_class_3_hybrid: 0.7315 (0.7606) loss_bbox_3_hybrid: 0.1840 (0.1917) loss_giou_3_hybrid: 0.3953 (0.4205) loss_class_4_hybrid: 0.7351 (0.7571) loss_bbox_4_hybrid: 0.1852 (0.1918) loss_giou_4_hybrid: 0.3989 (0.4203) loss_class_enc_hybrid: 0.7649 (0.7893) loss_bbox_enc_hybrid: 0.2446 (0.2391) loss_giou_enc_hybrid: 0.4834 (0.4972) mem: 1026 max mem: 36965 [2024-01-15 15:19:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:20:13 det.util.engine] INFO: Epoch: [7] [6000/11727] eta: 1:42:48 lr: 0.000100 data_time: 0.0030 iter_time: 1.0862 loss: 27.5081 (26.6299) loss_class: 0.8106 (0.7545) loss_bbox: 0.1694 (0.1792) loss_giou: 0.4192 (0.3913) loss_class_0: 0.9863 (0.9334) loss_bbox_0: 0.1761 (0.1790) loss_giou_0: 0.4179 (0.3951) loss_class_1: 0.8696 (0.8129) loss_bbox_1: 0.1732 (0.1800) loss_giou_1: 0.4092 (0.3939) loss_class_2: 0.8246 (0.7812) loss_bbox_2: 0.1714 (0.1783) loss_giou_2: 0.4131 (0.3915) loss_class_3: 0.8051 (0.7634) loss_bbox_3: 0.1668 (0.1786) loss_giou_3: 0.4180 (0.3913) loss_class_4: 0.8000 (0.7555) loss_bbox_4: 0.1674 (0.1792) loss_giou_4: 0.4201 (0.3915) loss_class_enc: 0.9331 (0.8784) loss_bbox_enc: 0.2077 (0.2136) loss_giou_enc: 0.4564 (0.4474) loss_class_dn: 0.3961 (0.3835) loss_bbox_dn: 0.2626 (0.2648) loss_giou_dn: 0.4457 (0.4419) loss_class_dn_0: 0.4872 (0.4767) loss_bbox_dn_0: 0.3530 (0.3669) loss_giou_dn_0: 0.5858 (0.5703) loss_class_dn_1: 0.4270 (0.4125) loss_bbox_dn_1: 0.2840 (0.2891) loss_giou_dn_1: 0.4822 (0.4728) loss_class_dn_2: 0.4086 (0.3918) loss_bbox_dn_2: 0.2673 (0.2689) loss_giou_dn_2: 0.4535 (0.4482) loss_class_dn_3: 0.3971 (0.3855) loss_bbox_dn_3: 0.2654 (0.2657) loss_giou_dn_3: 0.4460 (0.4432) loss_class_dn_4: 0.3974 (0.3834) loss_bbox_dn_4: 0.2627 (0.2648) loss_giou_dn_4: 0.4455 (0.4418) loss_class_hybrid: 0.7904 (0.7575) loss_bbox_hybrid: 0.2060 (0.1917) loss_giou_hybrid: 0.4473 (0.4202) loss_class_0_hybrid: 0.8430 (0.8257) loss_bbox_0_hybrid: 0.2161 (0.2004) loss_giou_0_hybrid: 0.4732 (0.4368) loss_class_1_hybrid: 0.8217 (0.7823) loss_bbox_1_hybrid: 0.2086 (0.1955) loss_giou_1_hybrid: 0.4535 (0.4270) loss_class_2_hybrid: 0.8045 (0.7693) loss_bbox_2_hybrid: 0.2068 (0.1922) loss_giou_2_hybrid: 0.4501 (0.4218) loss_class_3_hybrid: 0.7950 (0.7609) loss_bbox_3_hybrid: 0.2067 (0.1918) loss_giou_3_hybrid: 0.4462 (0.4206) loss_class_4_hybrid: 0.7926 (0.7573) loss_bbox_4_hybrid: 0.2093 (0.1918) loss_giou_4_hybrid: 0.4465 (0.4204) loss_class_enc_hybrid: 0.8133 (0.7895) loss_bbox_enc_hybrid: 0.2422 (0.2391) loss_giou_enc_hybrid: 0.5114 (0.4973) mem: 1025 max mem: 36965 [2024-01-15 15:20:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:21:08 det.util.engine] INFO: Epoch: [7] [6050/11727] eta: 1:41:54 lr: 0.000100 data_time: 0.0029 iter_time: 1.0484 loss: 26.8959 (26.6310) loss_class: 0.7541 (0.7546) loss_bbox: 0.1645 (0.1791) loss_giou: 0.3998 (0.3913) loss_class_0: 0.9328 (0.9334) loss_bbox_0: 0.1791 (0.1790) loss_giou_0: 0.4136 (0.3952) loss_class_1: 0.8150 (0.8129) loss_bbox_1: 0.1722 (0.1800) loss_giou_1: 0.4107 (0.3940) loss_class_2: 0.7799 (0.7813) loss_bbox_2: 0.1639 (0.1782) loss_giou_2: 0.3983 (0.3916) loss_class_3: 0.7676 (0.7634) loss_bbox_3: 0.1698 (0.1786) loss_giou_3: 0.3999 (0.3914) loss_class_4: 0.7546 (0.7555) loss_bbox_4: 0.1646 (0.1791) loss_giou_4: 0.4049 (0.3916) loss_class_enc: 0.8921 (0.8783) loss_bbox_enc: 0.2270 (0.2136) loss_giou_enc: 0.4519 (0.4475) loss_class_dn: 0.3856 (0.3835) loss_bbox_dn: 0.2680 (0.2648) loss_giou_dn: 0.4499 (0.4420) loss_class_dn_0: 0.4777 (0.4767) loss_bbox_dn_0: 0.3695 (0.3669) loss_giou_dn_0: 0.5680 (0.5705) loss_class_dn_1: 0.4152 (0.4126) loss_bbox_dn_1: 0.2910 (0.2890) loss_giou_dn_1: 0.4858 (0.4729) loss_class_dn_2: 0.3913 (0.3918) loss_bbox_dn_2: 0.2724 (0.2688) loss_giou_dn_2: 0.4571 (0.4483) loss_class_dn_3: 0.3859 (0.3855) loss_bbox_dn_3: 0.2690 (0.2656) loss_giou_dn_3: 0.4510 (0.4433) loss_class_dn_4: 0.3834 (0.3834) loss_bbox_dn_4: 0.2680 (0.2648) loss_giou_dn_4: 0.4497 (0.4419) loss_class_hybrid: 0.7662 (0.7574) loss_bbox_hybrid: 0.1769 (0.1917) loss_giou_hybrid: 0.4352 (0.4203) loss_class_0_hybrid: 0.8325 (0.8256) loss_bbox_0_hybrid: 0.1997 (0.2004) loss_giou_0_hybrid: 0.4496 (0.4369) loss_class_1_hybrid: 0.7867 (0.7822) loss_bbox_1_hybrid: 0.1894 (0.1955) loss_giou_1_hybrid: 0.4434 (0.4271) loss_class_2_hybrid: 0.7760 (0.7693) loss_bbox_2_hybrid: 0.1791 (0.1921) loss_giou_2_hybrid: 0.4453 (0.4220) loss_class_3_hybrid: 0.7785 (0.7608) loss_bbox_3_hybrid: 0.1753 (0.1918) loss_giou_3_hybrid: 0.4387 (0.4207) loss_class_4_hybrid: 0.7691 (0.7573) loss_bbox_4_hybrid: 0.1771 (0.1918) loss_giou_4_hybrid: 0.4369 (0.4205) loss_class_enc_hybrid: 0.8019 (0.7894) loss_bbox_enc_hybrid: 0.2422 (0.2391) loss_giou_enc_hybrid: 0.4958 (0.4974) mem: 1023 max mem: 36965 [2024-01-15 15:21:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:22:02 det.util.engine] INFO: Epoch: [7] [6100/11727] eta: 1:41:01 lr: 0.000100 data_time: 0.0033 iter_time: 1.0819 loss: 27.0808 (26.6330) loss_class: 0.7743 (0.7547) loss_bbox: 0.1838 (0.1790) loss_giou: 0.4041 (0.3915) loss_class_0: 0.9642 (0.9333) loss_bbox_0: 0.1686 (0.1789) loss_giou_0: 0.4114 (0.3954) loss_class_1: 0.8433 (0.8129) loss_bbox_1: 0.1750 (0.1799) loss_giou_1: 0.4104 (0.3942) loss_class_2: 0.7936 (0.7813) loss_bbox_2: 0.1773 (0.1781) loss_giou_2: 0.4038 (0.3918) loss_class_3: 0.7760 (0.7635) loss_bbox_3: 0.1776 (0.1785) loss_giou_3: 0.4039 (0.3916) loss_class_4: 0.7729 (0.7557) loss_bbox_4: 0.1827 (0.1791) loss_giou_4: 0.4041 (0.3918) loss_class_enc: 0.8672 (0.8782) loss_bbox_enc: 0.2071 (0.2135) loss_giou_enc: 0.4631 (0.4477) loss_class_dn: 0.3849 (0.3835) loss_bbox_dn: 0.2471 (0.2646) loss_giou_dn: 0.4551 (0.4421) loss_class_dn_0: 0.4758 (0.4767) loss_bbox_dn_0: 0.3385 (0.3666) loss_giou_dn_0: 0.5848 (0.5706) loss_class_dn_1: 0.4135 (0.4126) loss_bbox_dn_1: 0.2645 (0.2888) loss_giou_dn_1: 0.4949 (0.4730) loss_class_dn_2: 0.3944 (0.3918) loss_bbox_dn_2: 0.2481 (0.2687) loss_giou_dn_2: 0.4643 (0.4484) loss_class_dn_3: 0.3875 (0.3856) loss_bbox_dn_3: 0.2480 (0.2654) loss_giou_dn_3: 0.4573 (0.4434) loss_class_dn_4: 0.3865 (0.3834) loss_bbox_dn_4: 0.2470 (0.2646) loss_giou_dn_4: 0.4554 (0.4420) loss_class_hybrid: 0.7485 (0.7573) loss_bbox_hybrid: 0.1950 (0.1916) loss_giou_hybrid: 0.4429 (0.4207) loss_class_0_hybrid: 0.8232 (0.8255) loss_bbox_0_hybrid: 0.2026 (0.2003) loss_giou_0_hybrid: 0.4578 (0.4373) loss_class_1_hybrid: 0.7778 (0.7822) loss_bbox_1_hybrid: 0.1971 (0.1954) loss_giou_1_hybrid: 0.4481 (0.4275) loss_class_2_hybrid: 0.7481 (0.7691) loss_bbox_2_hybrid: 0.1954 (0.1921) loss_giou_2_hybrid: 0.4438 (0.4223) loss_class_3_hybrid: 0.7582 (0.7607) loss_bbox_3_hybrid: 0.1907 (0.1917) loss_giou_3_hybrid: 0.4437 (0.4211) loss_class_4_hybrid: 0.7537 (0.7572) loss_bbox_4_hybrid: 0.1954 (0.1918) loss_giou_4_hybrid: 0.4444 (0.4209) loss_class_enc_hybrid: 0.7845 (0.7893) loss_bbox_enc_hybrid: 0.2374 (0.2390) loss_giou_enc_hybrid: 0.5178 (0.4977) mem: 1031 max mem: 36965 [2024-01-15 15:22:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:22:56 det.util.engine] INFO: Epoch: [7] [6150/11727] eta: 1:40:07 lr: 0.000100 data_time: 0.0029 iter_time: 1.0995 loss: 26.9060 (26.6306) loss_class: 0.7421 (0.7545) loss_bbox: 0.1586 (0.1791) loss_giou: 0.4205 (0.3915) loss_class_0: 0.9336 (0.9332) loss_bbox_0: 0.1692 (0.1789) loss_giou_0: 0.4215 (0.3954) loss_class_1: 0.8258 (0.8128) loss_bbox_1: 0.1579 (0.1799) loss_giou_1: 0.4147 (0.3942) loss_class_2: 0.7824 (0.7812) loss_bbox_2: 0.1563 (0.1781) loss_giou_2: 0.4102 (0.3918) loss_class_3: 0.7610 (0.7633) loss_bbox_3: 0.1671 (0.1785) loss_giou_3: 0.4228 (0.3916) loss_class_4: 0.7619 (0.7555) loss_bbox_4: 0.1600 (0.1791) loss_giou_4: 0.4221 (0.3918) loss_class_enc: 0.8745 (0.8780) loss_bbox_enc: 0.2043 (0.2135) loss_giou_enc: 0.4817 (0.4478) loss_class_dn: 0.3826 (0.3834) loss_bbox_dn: 0.2391 (0.2646) loss_giou_dn: 0.4628 (0.4421) loss_class_dn_0: 0.4763 (0.4766) loss_bbox_dn_0: 0.3314 (0.3666) loss_giou_dn_0: 0.5918 (0.5705) loss_class_dn_1: 0.4108 (0.4125) loss_bbox_dn_1: 0.2637 (0.2888) loss_giou_dn_1: 0.4935 (0.4729) loss_class_dn_2: 0.3933 (0.3918) loss_bbox_dn_2: 0.2431 (0.2686) loss_giou_dn_2: 0.4699 (0.4484) loss_class_dn_3: 0.3845 (0.3855) loss_bbox_dn_3: 0.2399 (0.2654) loss_giou_dn_3: 0.4634 (0.4434) loss_class_dn_4: 0.3798 (0.3833) loss_bbox_dn_4: 0.2391 (0.2646) loss_giou_dn_4: 0.4623 (0.4420) loss_class_hybrid: 0.7335 (0.7571) loss_bbox_hybrid: 0.1626 (0.1917) loss_giou_hybrid: 0.4362 (0.4207) loss_class_0_hybrid: 0.8052 (0.8253) loss_bbox_0_hybrid: 0.1808 (0.2004) loss_giou_0_hybrid: 0.4436 (0.4373) loss_class_1_hybrid: 0.7711 (0.7819) loss_bbox_1_hybrid: 0.1646 (0.1954) loss_giou_1_hybrid: 0.4380 (0.4275) loss_class_2_hybrid: 0.7410 (0.7689) loss_bbox_2_hybrid: 0.1635 (0.1921) loss_giou_2_hybrid: 0.4384 (0.4224) loss_class_3_hybrid: 0.7316 (0.7605) loss_bbox_3_hybrid: 0.1616 (0.1918) loss_giou_3_hybrid: 0.4405 (0.4211) loss_class_4_hybrid: 0.7394 (0.7569) loss_bbox_4_hybrid: 0.1620 (0.1918) loss_giou_4_hybrid: 0.4404 (0.4209) loss_class_enc_hybrid: 0.7629 (0.7891) loss_bbox_enc_hybrid: 0.2211 (0.2391) loss_giou_enc_hybrid: 0.5154 (0.4978) mem: 1024 max mem: 36965 [2024-01-15 15:22:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:23:50 det.util.engine] INFO: Epoch: [7] [6200/11727] eta: 1:39:14 lr: 0.000100 data_time: 0.0030 iter_time: 1.0726 loss: 25.6339 (26.6274) loss_class: 0.7463 (0.7545) loss_bbox: 0.1648 (0.1790) loss_giou: 0.3443 (0.3913) loss_class_0: 0.9132 (0.9333) loss_bbox_0: 0.1543 (0.1788) loss_giou_0: 0.3510 (0.3952) loss_class_1: 0.7940 (0.8129) loss_bbox_1: 0.1635 (0.1798) loss_giou_1: 0.3499 (0.3940) loss_class_2: 0.7822 (0.7812) loss_bbox_2: 0.1585 (0.1781) loss_giou_2: 0.3455 (0.3916) loss_class_3: 0.7456 (0.7634) loss_bbox_3: 0.1560 (0.1785) loss_giou_3: 0.3439 (0.3914) loss_class_4: 0.7379 (0.7555) loss_bbox_4: 0.1595 (0.1791) loss_giou_4: 0.3379 (0.3916) loss_class_enc: 0.8256 (0.8781) loss_bbox_enc: 0.1907 (0.2136) loss_giou_enc: 0.3970 (0.4476) loss_class_dn: 0.3658 (0.3834) loss_bbox_dn: 0.2748 (0.2647) loss_giou_dn: 0.4167 (0.4419) loss_class_dn_0: 0.4611 (0.4766) loss_bbox_dn_0: 0.3782 (0.3668) loss_giou_dn_0: 0.5580 (0.5704) loss_class_dn_1: 0.3968 (0.4124) loss_bbox_dn_1: 0.3076 (0.2889) loss_giou_dn_1: 0.4521 (0.4728) loss_class_dn_2: 0.3752 (0.3917) loss_bbox_dn_2: 0.2794 (0.2687) loss_giou_dn_2: 0.4192 (0.4482) loss_class_dn_3: 0.3677 (0.3854) loss_bbox_dn_3: 0.2758 (0.2655) loss_giou_dn_3: 0.4145 (0.4432) loss_class_dn_4: 0.3651 (0.3833) loss_bbox_dn_4: 0.2750 (0.2647) loss_giou_dn_4: 0.4167 (0.4418) loss_class_hybrid: 0.7334 (0.7572) loss_bbox_hybrid: 0.1668 (0.1916) loss_giou_hybrid: 0.3633 (0.4204) loss_class_0_hybrid: 0.7939 (0.8254) loss_bbox_0_hybrid: 0.1700 (0.2004) loss_giou_0_hybrid: 0.3789 (0.4371) loss_class_1_hybrid: 0.7484 (0.7820) loss_bbox_1_hybrid: 0.1677 (0.1954) loss_giou_1_hybrid: 0.3714 (0.4273) loss_class_2_hybrid: 0.7309 (0.7690) loss_bbox_2_hybrid: 0.1622 (0.1921) loss_giou_2_hybrid: 0.3607 (0.4221) loss_class_3_hybrid: 0.7280 (0.7606) loss_bbox_3_hybrid: 0.1674 (0.1917) loss_giou_3_hybrid: 0.3591 (0.4209) loss_class_4_hybrid: 0.7261 (0.7571) loss_bbox_4_hybrid: 0.1631 (0.1918) loss_giou_4_hybrid: 0.3615 (0.4207) loss_class_enc_hybrid: 0.7768 (0.7892) loss_bbox_enc_hybrid: 0.2145 (0.2391) loss_giou_enc_hybrid: 0.4481 (0.4975) mem: 1028 max mem: 36965 [2024-01-15 15:23:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:24:45 det.util.engine] INFO: Epoch: [7] [6250/11727] eta: 1:38:20 lr: 0.000100 data_time: 0.0035 iter_time: 1.0729 loss: 26.1892 (26.6225) loss_class: 0.7482 (0.7544) loss_bbox: 0.1653 (0.1790) loss_giou: 0.3862 (0.3913) loss_class_0: 0.9413 (0.9333) loss_bbox_0: 0.1550 (0.1787) loss_giou_0: 0.4001 (0.3951) loss_class_1: 0.7823 (0.8128) loss_bbox_1: 0.1697 (0.1797) loss_giou_1: 0.3844 (0.3940) loss_class_2: 0.7645 (0.7811) loss_bbox_2: 0.1645 (0.1780) loss_giou_2: 0.3872 (0.3916) loss_class_3: 0.7288 (0.7632) loss_bbox_3: 0.1674 (0.1784) loss_giou_3: 0.3850 (0.3913) loss_class_4: 0.7342 (0.7554) loss_bbox_4: 0.1651 (0.1790) loss_giou_4: 0.3925 (0.3915) loss_class_enc: 0.8722 (0.8780) loss_bbox_enc: 0.1984 (0.2134) loss_giou_enc: 0.4580 (0.4475) loss_class_dn: 0.3731 (0.3833) loss_bbox_dn: 0.2544 (0.2645) loss_giou_dn: 0.4461 (0.4419) loss_class_dn_0: 0.4621 (0.4766) loss_bbox_dn_0: 0.3647 (0.3666) loss_giou_dn_0: 0.5729 (0.5704) loss_class_dn_1: 0.4065 (0.4124) loss_bbox_dn_1: 0.2779 (0.2887) loss_giou_dn_1: 0.4703 (0.4728) loss_class_dn_2: 0.3849 (0.3917) loss_bbox_dn_2: 0.2575 (0.2685) loss_giou_dn_2: 0.4527 (0.4482) loss_class_dn_3: 0.3778 (0.3854) loss_bbox_dn_3: 0.2537 (0.2653) loss_giou_dn_3: 0.4476 (0.4432) loss_class_dn_4: 0.3763 (0.3832) loss_bbox_dn_4: 0.2543 (0.2645) loss_giou_dn_4: 0.4457 (0.4418) loss_class_hybrid: 0.7530 (0.7571) loss_bbox_hybrid: 0.1749 (0.1915) loss_giou_hybrid: 0.4308 (0.4204) loss_class_0_hybrid: 0.7994 (0.8253) loss_bbox_0_hybrid: 0.1741 (0.2002) loss_giou_0_hybrid: 0.4494 (0.4370) loss_class_1_hybrid: 0.7693 (0.7819) loss_bbox_1_hybrid: 0.1752 (0.1953) loss_giou_1_hybrid: 0.4365 (0.4272) loss_class_2_hybrid: 0.7548 (0.7689) loss_bbox_2_hybrid: 0.1749 (0.1920) loss_giou_2_hybrid: 0.4312 (0.4221) loss_class_3_hybrid: 0.7605 (0.7605) loss_bbox_3_hybrid: 0.1742 (0.1916) loss_giou_3_hybrid: 0.4300 (0.4209) loss_class_4_hybrid: 0.7366 (0.7570) loss_bbox_4_hybrid: 0.1704 (0.1916) loss_giou_4_hybrid: 0.4305 (0.4207) loss_class_enc_hybrid: 0.7685 (0.7891) loss_bbox_enc_hybrid: 0.2179 (0.2389) loss_giou_enc_hybrid: 0.5125 (0.4975) mem: 1024 max mem: 36965 [2024-01-15 15:24:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:25:40 det.util.engine] INFO: Epoch: [7] [6300/11727] eta: 1:37:28 lr: 0.000100 data_time: 0.0030 iter_time: 1.1573 loss: 26.6147 (26.6203) loss_class: 0.6916 (0.7543) loss_bbox: 0.1875 (0.1790) loss_giou: 0.3896 (0.3912) loss_class_0: 0.8764 (0.9331) loss_bbox_0: 0.1758 (0.1787) loss_giou_0: 0.3897 (0.3951) loss_class_1: 0.7409 (0.8126) loss_bbox_1: 0.1786 (0.1797) loss_giou_1: 0.3858 (0.3939) loss_class_2: 0.7223 (0.7809) loss_bbox_2: 0.1812 (0.1780) loss_giou_2: 0.3868 (0.3915) loss_class_3: 0.6980 (0.7631) loss_bbox_3: 0.1783 (0.1784) loss_giou_3: 0.3795 (0.3913) loss_class_4: 0.6957 (0.7554) loss_bbox_4: 0.1897 (0.1790) loss_giou_4: 0.3825 (0.3915) loss_class_enc: 0.8425 (0.8780) loss_bbox_enc: 0.2090 (0.2134) loss_giou_enc: 0.4294 (0.4475) loss_class_dn: 0.3826 (0.3833) loss_bbox_dn: 0.2388 (0.2644) loss_giou_dn: 0.4558 (0.4419) loss_class_dn_0: 0.4708 (0.4765) loss_bbox_dn_0: 0.3520 (0.3665) loss_giou_dn_0: 0.5743 (0.5703) loss_class_dn_1: 0.4090 (0.4124) loss_bbox_dn_1: 0.2602 (0.2886) loss_giou_dn_1: 0.4920 (0.4727) loss_class_dn_2: 0.3921 (0.3917) loss_bbox_dn_2: 0.2403 (0.2685) loss_giou_dn_2: 0.4632 (0.4482) loss_class_dn_3: 0.3820 (0.3854) loss_bbox_dn_3: 0.2409 (0.2653) loss_giou_dn_3: 0.4565 (0.4432) loss_class_dn_4: 0.3831 (0.3832) loss_bbox_dn_4: 0.2392 (0.2644) loss_giou_dn_4: 0.4553 (0.4417) loss_class_hybrid: 0.6954 (0.7570) loss_bbox_hybrid: 0.2063 (0.1915) loss_giou_hybrid: 0.4235 (0.4204) loss_class_0_hybrid: 0.7673 (0.8251) loss_bbox_0_hybrid: 0.2091 (0.2002) loss_giou_0_hybrid: 0.4426 (0.4370) loss_class_1_hybrid: 0.7263 (0.7818) loss_bbox_1_hybrid: 0.2036 (0.1953) loss_giou_1_hybrid: 0.4261 (0.4272) loss_class_2_hybrid: 0.7117 (0.7688) loss_bbox_2_hybrid: 0.1957 (0.1920) loss_giou_2_hybrid: 0.4218 (0.4221) loss_class_3_hybrid: 0.7057 (0.7603) loss_bbox_3_hybrid: 0.2003 (0.1916) loss_giou_3_hybrid: 0.4209 (0.4209) loss_class_4_hybrid: 0.7025 (0.7568) loss_bbox_4_hybrid: 0.2016 (0.1917) loss_giou_4_hybrid: 0.4187 (0.4207) loss_class_enc_hybrid: 0.7379 (0.7891) loss_bbox_enc_hybrid: 0.2412 (0.2389) loss_giou_enc_hybrid: 0.4992 (0.4975) mem: 1021 max mem: 36965 [2024-01-15 15:25:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:26:34 det.util.engine] INFO: Epoch: [7] [6350/11727] eta: 1:36:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.0538 loss: 27.0215 (26.6222) loss_class: 0.7701 (0.7543) loss_bbox: 0.1847 (0.1790) loss_giou: 0.3825 (0.3914) loss_class_0: 0.9583 (0.9330) loss_bbox_0: 0.1853 (0.1787) loss_giou_0: 0.3792 (0.3953) loss_class_1: 0.8122 (0.8125) loss_bbox_1: 0.1864 (0.1798) loss_giou_1: 0.3780 (0.3941) loss_class_2: 0.7934 (0.7809) loss_bbox_2: 0.1937 (0.1780) loss_giou_2: 0.3792 (0.3917) loss_class_3: 0.7808 (0.7631) loss_bbox_3: 0.1809 (0.1785) loss_giou_3: 0.3818 (0.3915) loss_class_4: 0.7812 (0.7553) loss_bbox_4: 0.1848 (0.1790) loss_giou_4: 0.3824 (0.3917) loss_class_enc: 0.9208 (0.8778) loss_bbox_enc: 0.2183 (0.2134) loss_giou_enc: 0.4473 (0.4476) loss_class_dn: 0.3905 (0.3833) loss_bbox_dn: 0.2798 (0.2644) loss_giou_dn: 0.4484 (0.4419) loss_class_dn_0: 0.4958 (0.4766) loss_bbox_dn_0: 0.3784 (0.3664) loss_giou_dn_0: 0.5864 (0.5704) loss_class_dn_1: 0.4233 (0.4124) loss_bbox_dn_1: 0.3095 (0.2886) loss_giou_dn_1: 0.4947 (0.4728) loss_class_dn_2: 0.3993 (0.3917) loss_bbox_dn_2: 0.2852 (0.2684) loss_giou_dn_2: 0.4591 (0.4482) loss_class_dn_3: 0.3961 (0.3854) loss_bbox_dn_3: 0.2811 (0.2652) loss_giou_dn_3: 0.4514 (0.4432) loss_class_dn_4: 0.3931 (0.3833) loss_bbox_dn_4: 0.2798 (0.2644) loss_giou_dn_4: 0.4483 (0.4418) loss_class_hybrid: 0.7828 (0.7569) loss_bbox_hybrid: 0.2011 (0.1916) loss_giou_hybrid: 0.4094 (0.4207) loss_class_0_hybrid: 0.8364 (0.8250) loss_bbox_0_hybrid: 0.2194 (0.2003) loss_giou_0_hybrid: 0.4216 (0.4373) loss_class_1_hybrid: 0.7874 (0.7816) loss_bbox_1_hybrid: 0.2130 (0.1954) loss_giou_1_hybrid: 0.4116 (0.4275) loss_class_2_hybrid: 0.7857 (0.7687) loss_bbox_2_hybrid: 0.1999 (0.1920) loss_giou_2_hybrid: 0.4102 (0.4223) loss_class_3_hybrid: 0.7875 (0.7602) loss_bbox_3_hybrid: 0.2028 (0.1917) loss_giou_3_hybrid: 0.4110 (0.4211) loss_class_4_hybrid: 0.7865 (0.7567) loss_bbox_4_hybrid: 0.2019 (0.1917) loss_giou_4_hybrid: 0.4106 (0.4209) loss_class_enc_hybrid: 0.7863 (0.7889) loss_bbox_enc_hybrid: 0.2573 (0.2390) loss_giou_enc_hybrid: 0.4857 (0.4977) mem: 1025 max mem: 36965 [2024-01-15 15:26:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:27:28 det.util.engine] INFO: Epoch: [7] [6400/11727] eta: 1:35:40 lr: 0.000100 data_time: 0.0031 iter_time: 1.0790 loss: 26.5253 (26.6270) loss_class: 0.8010 (0.7546) loss_bbox: 0.1654 (0.1790) loss_giou: 0.3821 (0.3913) loss_class_0: 0.9227 (0.9332) loss_bbox_0: 0.1724 (0.1787) loss_giou_0: 0.3739 (0.3953) loss_class_1: 0.8520 (0.8129) loss_bbox_1: 0.1695 (0.1798) loss_giou_1: 0.3769 (0.3941) loss_class_2: 0.8249 (0.7812) loss_bbox_2: 0.1616 (0.1781) loss_giou_2: 0.3737 (0.3916) loss_class_3: 0.8093 (0.7634) loss_bbox_3: 0.1632 (0.1785) loss_giou_3: 0.3729 (0.3914) loss_class_4: 0.8126 (0.7556) loss_bbox_4: 0.1640 (0.1791) loss_giou_4: 0.3811 (0.3916) loss_class_enc: 0.8954 (0.8782) loss_bbox_enc: 0.2053 (0.2135) loss_giou_enc: 0.4246 (0.4476) loss_class_dn: 0.3861 (0.3833) loss_bbox_dn: 0.2764 (0.2645) loss_giou_dn: 0.4163 (0.4419) loss_class_dn_0: 0.4747 (0.4766) loss_bbox_dn_0: 0.3979 (0.3666) loss_giou_dn_0: 0.5435 (0.5704) loss_class_dn_1: 0.4122 (0.4124) loss_bbox_dn_1: 0.2913 (0.2887) loss_giou_dn_1: 0.4407 (0.4728) loss_class_dn_2: 0.3921 (0.3917) loss_bbox_dn_2: 0.2835 (0.2686) loss_giou_dn_2: 0.4207 (0.4482) loss_class_dn_3: 0.3874 (0.3854) loss_bbox_dn_3: 0.2775 (0.2653) loss_giou_dn_3: 0.4158 (0.4432) loss_class_dn_4: 0.3843 (0.3833) loss_bbox_dn_4: 0.2764 (0.2645) loss_giou_dn_4: 0.4160 (0.4418) loss_class_hybrid: 0.7589 (0.7570) loss_bbox_hybrid: 0.1868 (0.1917) loss_giou_hybrid: 0.3943 (0.4207) loss_class_0_hybrid: 0.8284 (0.8252) loss_bbox_0_hybrid: 0.1922 (0.2003) loss_giou_0_hybrid: 0.4079 (0.4372) loss_class_1_hybrid: 0.7790 (0.7819) loss_bbox_1_hybrid: 0.1891 (0.1954) loss_giou_1_hybrid: 0.4003 (0.4275) loss_class_2_hybrid: 0.7609 (0.7689) loss_bbox_2_hybrid: 0.1884 (0.1921) loss_giou_2_hybrid: 0.3928 (0.4223) loss_class_3_hybrid: 0.7617 (0.7604) loss_bbox_3_hybrid: 0.1891 (0.1917) loss_giou_3_hybrid: 0.3957 (0.4211) loss_class_4_hybrid: 0.7607 (0.7569) loss_bbox_4_hybrid: 0.1899 (0.1918) loss_giou_4_hybrid: 0.3932 (0.4209) loss_class_enc_hybrid: 0.8025 (0.7892) loss_bbox_enc_hybrid: 0.2333 (0.2391) loss_giou_enc_hybrid: 0.4555 (0.4977) mem: 1015 max mem: 36965 [2024-01-15 15:27:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:28:22 det.util.engine] INFO: Epoch: [7] [6450/11727] eta: 1:34:46 lr: 0.000100 data_time: 0.0031 iter_time: 1.0747 loss: 26.7876 (26.6281) loss_class: 0.7230 (0.7545) loss_bbox: 0.1870 (0.1791) loss_giou: 0.3843 (0.3914) loss_class_0: 0.9565 (0.9330) loss_bbox_0: 0.1937 (0.1788) loss_giou_0: 0.3934 (0.3954) loss_class_1: 0.7980 (0.8128) loss_bbox_1: 0.1797 (0.1798) loss_giou_1: 0.3911 (0.3942) loss_class_2: 0.7546 (0.7811) loss_bbox_2: 0.1879 (0.1781) loss_giou_2: 0.3791 (0.3917) loss_class_3: 0.7510 (0.7633) loss_bbox_3: 0.1819 (0.1785) loss_giou_3: 0.3824 (0.3915) loss_class_4: 0.7274 (0.7555) loss_bbox_4: 0.1772 (0.1791) loss_giou_4: 0.3843 (0.3917) loss_class_enc: 0.8941 (0.8780) loss_bbox_enc: 0.2201 (0.2135) loss_giou_enc: 0.4491 (0.4477) loss_class_dn: 0.3919 (0.3833) loss_bbox_dn: 0.2750 (0.2645) loss_giou_dn: 0.4498 (0.4420) loss_class_dn_0: 0.4732 (0.4766) loss_bbox_dn_0: 0.3852 (0.3666) loss_giou_dn_0: 0.5814 (0.5705) loss_class_dn_1: 0.4121 (0.4124) loss_bbox_dn_1: 0.2963 (0.2887) loss_giou_dn_1: 0.4736 (0.4729) loss_class_dn_2: 0.3974 (0.3917) loss_bbox_dn_2: 0.2766 (0.2686) loss_giou_dn_2: 0.4550 (0.4483) loss_class_dn_3: 0.3946 (0.3854) loss_bbox_dn_3: 0.2759 (0.2654) loss_giou_dn_3: 0.4503 (0.4433) loss_class_dn_4: 0.3939 (0.3833) loss_bbox_dn_4: 0.2752 (0.2645) loss_giou_dn_4: 0.4498 (0.4419) loss_class_hybrid: 0.7304 (0.7569) loss_bbox_hybrid: 0.1908 (0.1917) loss_giou_hybrid: 0.4059 (0.4208) loss_class_0_hybrid: 0.8009 (0.8250) loss_bbox_0_hybrid: 0.2076 (0.2004) loss_giou_0_hybrid: 0.4342 (0.4374) loss_class_1_hybrid: 0.7648 (0.7817) loss_bbox_1_hybrid: 0.1970 (0.1955) loss_giou_1_hybrid: 0.4241 (0.4276) loss_class_2_hybrid: 0.7653 (0.7687) loss_bbox_2_hybrid: 0.1899 (0.1921) loss_giou_2_hybrid: 0.4201 (0.4225) loss_class_3_hybrid: 0.7557 (0.7603) loss_bbox_3_hybrid: 0.1941 (0.1918) loss_giou_3_hybrid: 0.4081 (0.4212) loss_class_4_hybrid: 0.7423 (0.7568) loss_bbox_4_hybrid: 0.1924 (0.1919) loss_giou_4_hybrid: 0.4076 (0.4210) loss_class_enc_hybrid: 0.7927 (0.7890) loss_bbox_enc_hybrid: 0.2349 (0.2391) loss_giou_enc_hybrid: 0.4907 (0.4978) mem: 1018 max mem: 36965 [2024-01-15 15:28:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:29:15 det.util.engine] INFO: Epoch: [7] [6500/11727] eta: 1:33:52 lr: 0.000100 data_time: 0.0031 iter_time: 1.0357 loss: 27.4830 (26.6283) loss_class: 0.7293 (0.7544) loss_bbox: 0.1875 (0.1791) loss_giou: 0.4107 (0.3915) loss_class_0: 0.8945 (0.9329) loss_bbox_0: 0.1781 (0.1788) loss_giou_0: 0.4535 (0.3955) loss_class_1: 0.7822 (0.8127) loss_bbox_1: 0.1835 (0.1798) loss_giou_1: 0.4323 (0.3943) loss_class_2: 0.7594 (0.7810) loss_bbox_2: 0.1801 (0.1781) loss_giou_2: 0.4278 (0.3918) loss_class_3: 0.7375 (0.7632) loss_bbox_3: 0.1841 (0.1785) loss_giou_3: 0.4197 (0.3916) loss_class_4: 0.7371 (0.7554) loss_bbox_4: 0.1863 (0.1791) loss_giou_4: 0.4155 (0.3918) loss_class_enc: 0.8863 (0.8778) loss_bbox_enc: 0.2151 (0.2135) loss_giou_enc: 0.4949 (0.4478) loss_class_dn: 0.3837 (0.3834) loss_bbox_dn: 0.2677 (0.2645) loss_giou_dn: 0.4874 (0.4421) loss_class_dn_0: 0.4727 (0.4766) loss_bbox_dn_0: 0.3389 (0.3665) loss_giou_dn_0: 0.6058 (0.5705) loss_class_dn_1: 0.4163 (0.4124) loss_bbox_dn_1: 0.2805 (0.2887) loss_giou_dn_1: 0.5144 (0.4729) loss_class_dn_2: 0.3954 (0.3917) loss_bbox_dn_2: 0.2669 (0.2685) loss_giou_dn_2: 0.4925 (0.4484) loss_class_dn_3: 0.3895 (0.3854) loss_bbox_dn_3: 0.2670 (0.2653) loss_giou_dn_3: 0.4890 (0.4434) loss_class_dn_4: 0.3876 (0.3833) loss_bbox_dn_4: 0.2676 (0.2645) loss_giou_dn_4: 0.4874 (0.4420) loss_class_hybrid: 0.7239 (0.7568) loss_bbox_hybrid: 0.1997 (0.1917) loss_giou_hybrid: 0.4810 (0.4209) loss_class_0_hybrid: 0.7821 (0.8249) loss_bbox_0_hybrid: 0.2092 (0.2004) loss_giou_0_hybrid: 0.5135 (0.4375) loss_class_1_hybrid: 0.7474 (0.7816) loss_bbox_1_hybrid: 0.2042 (0.1955) loss_giou_1_hybrid: 0.4909 (0.4277) loss_class_2_hybrid: 0.7330 (0.7686) loss_bbox_2_hybrid: 0.2002 (0.1921) loss_giou_2_hybrid: 0.4860 (0.4226) loss_class_3_hybrid: 0.7228 (0.7602) loss_bbox_3_hybrid: 0.1985 (0.1918) loss_giou_3_hybrid: 0.4806 (0.4214) loss_class_4_hybrid: 0.7225 (0.7567) loss_bbox_4_hybrid: 0.2013 (0.1919) loss_giou_4_hybrid: 0.4841 (0.4212) loss_class_enc_hybrid: 0.7413 (0.7889) loss_bbox_enc_hybrid: 0.2276 (0.2391) loss_giou_enc_hybrid: 0.5569 (0.4979) mem: 1036 max mem: 36965 [2024-01-15 15:29:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:30:11 det.util.engine] INFO: Epoch: [7] [6550/11727] eta: 1:32:59 lr: 0.000100 data_time: 0.0032 iter_time: 1.0807 loss: 25.8694 (26.6275) loss_class: 0.7112 (0.7545) loss_bbox: 0.1669 (0.1791) loss_giou: 0.3785 (0.3915) loss_class_0: 0.8833 (0.9327) loss_bbox_0: 0.1639 (0.1789) loss_giou_0: 0.3784 (0.3955) loss_class_1: 0.7757 (0.8127) loss_bbox_1: 0.1690 (0.1799) loss_giou_1: 0.3823 (0.3942) loss_class_2: 0.7432 (0.7810) loss_bbox_2: 0.1664 (0.1782) loss_giou_2: 0.3871 (0.3918) loss_class_3: 0.7325 (0.7633) loss_bbox_3: 0.1592 (0.1786) loss_giou_3: 0.3816 (0.3915) loss_class_4: 0.7212 (0.7555) loss_bbox_4: 0.1639 (0.1792) loss_giou_4: 0.3736 (0.3917) loss_class_enc: 0.8400 (0.8778) loss_bbox_enc: 0.2103 (0.2136) loss_giou_enc: 0.4306 (0.4478) loss_class_dn: 0.3677 (0.3833) loss_bbox_dn: 0.2177 (0.2644) loss_giou_dn: 0.4245 (0.4420) loss_class_dn_0: 0.4740 (0.4766) loss_bbox_dn_0: 0.3224 (0.3665) loss_giou_dn_0: 0.5703 (0.5705) loss_class_dn_1: 0.3951 (0.4124) loss_bbox_dn_1: 0.2502 (0.2886) loss_giou_dn_1: 0.4515 (0.4729) loss_class_dn_2: 0.3814 (0.3917) loss_bbox_dn_2: 0.2211 (0.2685) loss_giou_dn_2: 0.4290 (0.4483) loss_class_dn_3: 0.3742 (0.3854) loss_bbox_dn_3: 0.2183 (0.2653) loss_giou_dn_3: 0.4256 (0.4433) loss_class_dn_4: 0.3719 (0.3833) loss_bbox_dn_4: 0.2177 (0.2644) loss_giou_dn_4: 0.4247 (0.4419) loss_class_hybrid: 0.7346 (0.7568) loss_bbox_hybrid: 0.1575 (0.1917) loss_giou_hybrid: 0.3854 (0.4208) loss_class_0_hybrid: 0.7974 (0.8249) loss_bbox_0_hybrid: 0.1729 (0.2004) loss_giou_0_hybrid: 0.4121 (0.4375) loss_class_1_hybrid: 0.7564 (0.7816) loss_bbox_1_hybrid: 0.1714 (0.1955) loss_giou_1_hybrid: 0.3939 (0.4277) loss_class_2_hybrid: 0.7313 (0.7686) loss_bbox_2_hybrid: 0.1587 (0.1922) loss_giou_2_hybrid: 0.3891 (0.4225) loss_class_3_hybrid: 0.7290 (0.7602) loss_bbox_3_hybrid: 0.1587 (0.1918) loss_giou_3_hybrid: 0.3874 (0.4213) loss_class_4_hybrid: 0.7435 (0.7567) loss_bbox_4_hybrid: 0.1577 (0.1919) loss_giou_4_hybrid: 0.3860 (0.4211) loss_class_enc_hybrid: 0.7545 (0.7889) loss_bbox_enc_hybrid: 0.2146 (0.2391) loss_giou_enc_hybrid: 0.4661 (0.4978) mem: 1038 max mem: 36965 [2024-01-15 15:30:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:31:05 det.util.engine] INFO: Epoch: [7] [6600/11727] eta: 1:32:05 lr: 0.000100 data_time: 0.0033 iter_time: 1.0338 loss: 25.5836 (26.6271) loss_class: 0.7106 (0.7545) loss_bbox: 0.1712 (0.1791) loss_giou: 0.3963 (0.3915) loss_class_0: 0.8869 (0.9327) loss_bbox_0: 0.1733 (0.1789) loss_giou_0: 0.3909 (0.3955) loss_class_1: 0.7853 (0.8128) loss_bbox_1: 0.1692 (0.1798) loss_giou_1: 0.3970 (0.3942) loss_class_2: 0.7600 (0.7811) loss_bbox_2: 0.1692 (0.1781) loss_giou_2: 0.3960 (0.3918) loss_class_3: 0.7254 (0.7634) loss_bbox_3: 0.1702 (0.1785) loss_giou_3: 0.3846 (0.3916) loss_class_4: 0.7127 (0.7555) loss_bbox_4: 0.1712 (0.1791) loss_giou_4: 0.3961 (0.3918) loss_class_enc: 0.8517 (0.8778) loss_bbox_enc: 0.2043 (0.2136) loss_giou_enc: 0.4487 (0.4478) loss_class_dn: 0.3786 (0.3833) loss_bbox_dn: 0.2404 (0.2643) loss_giou_dn: 0.4304 (0.4420) loss_class_dn_0: 0.4738 (0.4765) loss_bbox_dn_0: 0.3338 (0.3664) loss_giou_dn_0: 0.5589 (0.5705) loss_class_dn_1: 0.4132 (0.4124) loss_bbox_dn_1: 0.2562 (0.2885) loss_giou_dn_1: 0.4571 (0.4728) loss_class_dn_2: 0.3886 (0.3917) loss_bbox_dn_2: 0.2423 (0.2684) loss_giou_dn_2: 0.4316 (0.4483) loss_class_dn_3: 0.3857 (0.3854) loss_bbox_dn_3: 0.2402 (0.2652) loss_giou_dn_3: 0.4305 (0.4433) loss_class_dn_4: 0.3821 (0.3833) loss_bbox_dn_4: 0.2403 (0.2643) loss_giou_dn_4: 0.4304 (0.4419) loss_class_hybrid: 0.7051 (0.7569) loss_bbox_hybrid: 0.1782 (0.1917) loss_giou_hybrid: 0.4265 (0.4209) loss_class_0_hybrid: 0.8004 (0.8250) loss_bbox_0_hybrid: 0.1752 (0.2004) loss_giou_0_hybrid: 0.4355 (0.4375) loss_class_1_hybrid: 0.7576 (0.7817) loss_bbox_1_hybrid: 0.1744 (0.1955) loss_giou_1_hybrid: 0.4294 (0.4277) loss_class_2_hybrid: 0.7255 (0.7687) loss_bbox_2_hybrid: 0.1777 (0.1921) loss_giou_2_hybrid: 0.4220 (0.4225) loss_class_3_hybrid: 0.7178 (0.7603) loss_bbox_3_hybrid: 0.1777 (0.1918) loss_giou_3_hybrid: 0.4246 (0.4213) loss_class_4_hybrid: 0.7044 (0.7568) loss_bbox_4_hybrid: 0.1761 (0.1918) loss_giou_4_hybrid: 0.4231 (0.4211) loss_class_enc_hybrid: 0.7658 (0.7890) loss_bbox_enc_hybrid: 0.2129 (0.2390) loss_giou_enc_hybrid: 0.4987 (0.4978) mem: 1025 max mem: 36965 [2024-01-15 15:31:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:31:58 det.util.engine] INFO: Epoch: [7] [6650/11727] eta: 1:31:11 lr: 0.000100 data_time: 0.0032 iter_time: 1.0486 loss: 25.0376 (26.6175) loss_class: 0.7095 (0.7542) loss_bbox: 0.1542 (0.1790) loss_giou: 0.3538 (0.3913) loss_class_0: 0.8956 (0.9325) loss_bbox_0: 0.1573 (0.1788) loss_giou_0: 0.3543 (0.3953) loss_class_1: 0.7787 (0.8126) loss_bbox_1: 0.1609 (0.1798) loss_giou_1: 0.3598 (0.3940) loss_class_2: 0.7460 (0.7808) loss_bbox_2: 0.1560 (0.1781) loss_giou_2: 0.3536 (0.3916) loss_class_3: 0.7194 (0.7631) loss_bbox_3: 0.1537 (0.1784) loss_giou_3: 0.3538 (0.3914) loss_class_4: 0.7135 (0.7552) loss_bbox_4: 0.1544 (0.1790) loss_giou_4: 0.3599 (0.3916) loss_class_enc: 0.8350 (0.8776) loss_bbox_enc: 0.1895 (0.2135) loss_giou_enc: 0.4058 (0.4476) loss_class_dn: 0.3756 (0.3832) loss_bbox_dn: 0.2070 (0.2642) loss_giou_dn: 0.3940 (0.4418) loss_class_dn_0: 0.4723 (0.4765) loss_bbox_dn_0: 0.3071 (0.3662) loss_giou_dn_0: 0.5406 (0.5703) loss_class_dn_1: 0.4163 (0.4123) loss_bbox_dn_1: 0.2330 (0.2884) loss_giou_dn_1: 0.4271 (0.4726) loss_class_dn_2: 0.3868 (0.3916) loss_bbox_dn_2: 0.2114 (0.2683) loss_giou_dn_2: 0.3992 (0.4481) loss_class_dn_3: 0.3815 (0.3853) loss_bbox_dn_3: 0.2082 (0.2650) loss_giou_dn_3: 0.3966 (0.4431) loss_class_dn_4: 0.3762 (0.3832) loss_bbox_dn_4: 0.2070 (0.2642) loss_giou_dn_4: 0.3939 (0.4417) loss_class_hybrid: 0.7260 (0.7567) loss_bbox_hybrid: 0.1598 (0.1916) loss_giou_hybrid: 0.3671 (0.4206) loss_class_0_hybrid: 0.7988 (0.8249) loss_bbox_0_hybrid: 0.1794 (0.2003) loss_giou_0_hybrid: 0.3704 (0.4372) loss_class_1_hybrid: 0.7473 (0.7815) loss_bbox_1_hybrid: 0.1689 (0.1954) loss_giou_1_hybrid: 0.3683 (0.4274) loss_class_2_hybrid: 0.7264 (0.7685) loss_bbox_2_hybrid: 0.1597 (0.1920) loss_giou_2_hybrid: 0.3691 (0.4223) loss_class_3_hybrid: 0.7233 (0.7601) loss_bbox_3_hybrid: 0.1570 (0.1917) loss_giou_3_hybrid: 0.3687 (0.4211) loss_class_4_hybrid: 0.7212 (0.7566) loss_bbox_4_hybrid: 0.1574 (0.1917) loss_giou_4_hybrid: 0.3678 (0.4208) loss_class_enc_hybrid: 0.7815 (0.7889) loss_bbox_enc_hybrid: 0.2123 (0.2389) loss_giou_enc_hybrid: 0.4235 (0.4976) mem: 1025 max mem: 36965 [2024-01-15 15:31:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:32:51 det.util.engine] INFO: Epoch: [7] [6700/11727] eta: 1:30:17 lr: 0.000100 data_time: 0.0032 iter_time: 1.0671 loss: 25.8135 (26.6180) loss_class: 0.7567 (0.7543) loss_bbox: 0.1707 (0.1791) loss_giou: 0.3538 (0.3912) loss_class_0: 0.9255 (0.9326) loss_bbox_0: 0.1807 (0.1788) loss_giou_0: 0.3600 (0.3952) loss_class_1: 0.8370 (0.8126) loss_bbox_1: 0.1826 (0.1798) loss_giou_1: 0.3542 (0.3939) loss_class_2: 0.7968 (0.7810) loss_bbox_2: 0.1687 (0.1781) loss_giou_2: 0.3478 (0.3915) loss_class_3: 0.7799 (0.7632) loss_bbox_3: 0.1768 (0.1785) loss_giou_3: 0.3499 (0.3912) loss_class_4: 0.7730 (0.7553) loss_bbox_4: 0.1733 (0.1791) loss_giou_4: 0.3557 (0.3915) loss_class_enc: 0.8932 (0.8778) loss_bbox_enc: 0.2102 (0.2136) loss_giou_enc: 0.4136 (0.4475) loss_class_dn: 0.3855 (0.3832) loss_bbox_dn: 0.2604 (0.2643) loss_giou_dn: 0.4207 (0.4417) loss_class_dn_0: 0.4798 (0.4765) loss_bbox_dn_0: 0.3742 (0.3663) loss_giou_dn_0: 0.5612 (0.5702) loss_class_dn_1: 0.4068 (0.4124) loss_bbox_dn_1: 0.2871 (0.2885) loss_giou_dn_1: 0.4621 (0.4725) loss_class_dn_2: 0.3921 (0.3916) loss_bbox_dn_2: 0.2629 (0.2684) loss_giou_dn_2: 0.4273 (0.4480) loss_class_dn_3: 0.3840 (0.3853) loss_bbox_dn_3: 0.2603 (0.2651) loss_giou_dn_3: 0.4218 (0.4430) loss_class_dn_4: 0.3854 (0.3832) loss_bbox_dn_4: 0.2602 (0.2643) loss_giou_dn_4: 0.4207 (0.4416) loss_class_hybrid: 0.7694 (0.7568) loss_bbox_hybrid: 0.1827 (0.1917) loss_giou_hybrid: 0.3833 (0.4205) loss_class_0_hybrid: 0.8224 (0.8250) loss_bbox_0_hybrid: 0.2004 (0.2003) loss_giou_0_hybrid: 0.4027 (0.4371) loss_class_1_hybrid: 0.8044 (0.7816) loss_bbox_1_hybrid: 0.1888 (0.1954) loss_giou_1_hybrid: 0.3905 (0.4273) loss_class_2_hybrid: 0.7923 (0.7686) loss_bbox_2_hybrid: 0.1840 (0.1921) loss_giou_2_hybrid: 0.3831 (0.4221) loss_class_3_hybrid: 0.7736 (0.7602) loss_bbox_3_hybrid: 0.1826 (0.1917) loss_giou_3_hybrid: 0.3804 (0.4209) loss_class_4_hybrid: 0.7704 (0.7567) loss_bbox_4_hybrid: 0.1821 (0.1918) loss_giou_4_hybrid: 0.3829 (0.4207) loss_class_enc_hybrid: 0.8033 (0.7891) loss_bbox_enc_hybrid: 0.2289 (0.2390) loss_giou_enc_hybrid: 0.4442 (0.4974) mem: 1026 max mem: 36965 [2024-01-15 15:32:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:33:45 det.util.engine] INFO: Epoch: [7] [6750/11727] eta: 1:29:23 lr: 0.000100 data_time: 0.0038 iter_time: 1.0806 loss: 26.4278 (26.6172) loss_class: 0.7290 (0.7542) loss_bbox: 0.1470 (0.1791) loss_giou: 0.4054 (0.3912) loss_class_0: 0.8788 (0.9325) loss_bbox_0: 0.1466 (0.1788) loss_giou_0: 0.4138 (0.3952) loss_class_1: 0.7636 (0.8125) loss_bbox_1: 0.1512 (0.1798) loss_giou_1: 0.4042 (0.3940) loss_class_2: 0.7477 (0.7809) loss_bbox_2: 0.1479 (0.1781) loss_giou_2: 0.4049 (0.3915) loss_class_3: 0.7339 (0.7631) loss_bbox_3: 0.1477 (0.1785) loss_giou_3: 0.4048 (0.3913) loss_class_4: 0.7258 (0.7552) loss_bbox_4: 0.1470 (0.1791) loss_giou_4: 0.4055 (0.3915) loss_class_enc: 0.8104 (0.8776) loss_bbox_enc: 0.1817 (0.2135) loss_giou_enc: 0.4683 (0.4475) loss_class_dn: 0.3785 (0.3832) loss_bbox_dn: 0.2159 (0.2644) loss_giou_dn: 0.4532 (0.4417) loss_class_dn_0: 0.4759 (0.4765) loss_bbox_dn_0: 0.3074 (0.3664) loss_giou_dn_0: 0.5792 (0.5702) loss_class_dn_1: 0.4097 (0.4124) loss_bbox_dn_1: 0.2340 (0.2886) loss_giou_dn_1: 0.4884 (0.4726) loss_class_dn_2: 0.3891 (0.3916) loss_bbox_dn_2: 0.2214 (0.2684) loss_giou_dn_2: 0.4588 (0.4480) loss_class_dn_3: 0.3831 (0.3853) loss_bbox_dn_3: 0.2177 (0.2652) loss_giou_dn_3: 0.4528 (0.4430) loss_class_dn_4: 0.3790 (0.3832) loss_bbox_dn_4: 0.2159 (0.2644) loss_giou_dn_4: 0.4530 (0.4416) loss_class_hybrid: 0.7206 (0.7567) loss_bbox_hybrid: 0.1771 (0.1917) loss_giou_hybrid: 0.4393 (0.4205) loss_class_0_hybrid: 0.7686 (0.8248) loss_bbox_0_hybrid: 0.1856 (0.2003) loss_giou_0_hybrid: 0.4535 (0.4371) loss_class_1_hybrid: 0.7335 (0.7815) loss_bbox_1_hybrid: 0.1811 (0.1954) loss_giou_1_hybrid: 0.4484 (0.4273) loss_class_2_hybrid: 0.7366 (0.7685) loss_bbox_2_hybrid: 0.1772 (0.1921) loss_giou_2_hybrid: 0.4398 (0.4222) loss_class_3_hybrid: 0.7299 (0.7601) loss_bbox_3_hybrid: 0.1769 (0.1918) loss_giou_3_hybrid: 0.4415 (0.4210) loss_class_4_hybrid: 0.7187 (0.7566) loss_bbox_4_hybrid: 0.1756 (0.1918) loss_giou_4_hybrid: 0.4364 (0.4208) loss_class_enc_hybrid: 0.7468 (0.7890) loss_bbox_enc_hybrid: 0.2260 (0.2390) loss_giou_enc_hybrid: 0.5101 (0.4974) mem: 1020 max mem: 36965 [2024-01-15 15:33:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:34:41 det.util.engine] INFO: Epoch: [7] [6800/11727] eta: 1:28:30 lr: 0.000100 data_time: 0.0032 iter_time: 1.0776 loss: 26.8473 (26.6140) loss_class: 0.7631 (0.7541) loss_bbox: 0.1876 (0.1790) loss_giou: 0.4043 (0.3913) loss_class_0: 0.9486 (0.9323) loss_bbox_0: 0.1772 (0.1787) loss_giou_0: 0.4037 (0.3952) loss_class_1: 0.7958 (0.8124) loss_bbox_1: 0.1737 (0.1798) loss_giou_1: 0.3993 (0.3940) loss_class_2: 0.8092 (0.7808) loss_bbox_2: 0.1804 (0.1780) loss_giou_2: 0.3976 (0.3915) loss_class_3: 0.7680 (0.7630) loss_bbox_3: 0.1836 (0.1784) loss_giou_3: 0.4007 (0.3913) loss_class_4: 0.7602 (0.7551) loss_bbox_4: 0.1868 (0.1790) loss_giou_4: 0.4034 (0.3915) loss_class_enc: 0.8903 (0.8774) loss_bbox_enc: 0.2052 (0.2135) loss_giou_enc: 0.4388 (0.4475) loss_class_dn: 0.3890 (0.3832) loss_bbox_dn: 0.2505 (0.2642) loss_giou_dn: 0.4692 (0.4417) loss_class_dn_0: 0.4647 (0.4765) loss_bbox_dn_0: 0.3443 (0.3662) loss_giou_dn_0: 0.5943 (0.5702) loss_class_dn_1: 0.4103 (0.4124) loss_bbox_dn_1: 0.2789 (0.2884) loss_giou_dn_1: 0.5054 (0.4726) loss_class_dn_2: 0.3954 (0.3916) loss_bbox_dn_2: 0.2562 (0.2683) loss_giou_dn_2: 0.4768 (0.4480) loss_class_dn_3: 0.3906 (0.3853) loss_bbox_dn_3: 0.2527 (0.2651) loss_giou_dn_3: 0.4708 (0.4430) loss_class_dn_4: 0.3882 (0.3832) loss_bbox_dn_4: 0.2506 (0.2642) loss_giou_dn_4: 0.4690 (0.4416) loss_class_hybrid: 0.7329 (0.7565) loss_bbox_hybrid: 0.1930 (0.1917) loss_giou_hybrid: 0.4107 (0.4206) loss_class_0_hybrid: 0.7984 (0.8246) loss_bbox_0_hybrid: 0.1953 (0.2003) loss_giou_0_hybrid: 0.4241 (0.4372) loss_class_1_hybrid: 0.7406 (0.7813) loss_bbox_1_hybrid: 0.1915 (0.1954) loss_giou_1_hybrid: 0.4134 (0.4274) loss_class_2_hybrid: 0.7500 (0.7683) loss_bbox_2_hybrid: 0.1891 (0.1920) loss_giou_2_hybrid: 0.4097 (0.4222) loss_class_3_hybrid: 0.7552 (0.7599) loss_bbox_3_hybrid: 0.1909 (0.1917) loss_giou_3_hybrid: 0.4125 (0.4210) loss_class_4_hybrid: 0.7380 (0.7564) loss_bbox_4_hybrid: 0.1933 (0.1918) loss_giou_4_hybrid: 0.4116 (0.4208) loss_class_enc_hybrid: 0.7613 (0.7888) loss_bbox_enc_hybrid: 0.2274 (0.2389) loss_giou_enc_hybrid: 0.4825 (0.4974) mem: 1016 max mem: 36965 [2024-01-15 15:34:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:35:35 det.util.engine] INFO: Epoch: [7] [6850/11727] eta: 1:27:37 lr: 0.000100 data_time: 0.0030 iter_time: 1.1112 loss: 26.1240 (26.6144) loss_class: 0.7527 (0.7542) loss_bbox: 0.1714 (0.1790) loss_giou: 0.3565 (0.3912) loss_class_0: 0.9438 (0.9324) loss_bbox_0: 0.1787 (0.1787) loss_giou_0: 0.3638 (0.3952) loss_class_1: 0.8160 (0.8125) loss_bbox_1: 0.1750 (0.1797) loss_giou_1: 0.3557 (0.3940) loss_class_2: 0.7854 (0.7809) loss_bbox_2: 0.1698 (0.1780) loss_giou_2: 0.3451 (0.3915) loss_class_3: 0.7654 (0.7632) loss_bbox_3: 0.1728 (0.1784) loss_giou_3: 0.3622 (0.3913) loss_class_4: 0.7503 (0.7553) loss_bbox_4: 0.1750 (0.1790) loss_giou_4: 0.3564 (0.3915) loss_class_enc: 0.8849 (0.8775) loss_bbox_enc: 0.2038 (0.2134) loss_giou_enc: 0.4084 (0.4475) loss_class_dn: 0.3824 (0.3833) loss_bbox_dn: 0.2459 (0.2641) loss_giou_dn: 0.4043 (0.4417) loss_class_dn_0: 0.4724 (0.4765) loss_bbox_dn_0: 0.3289 (0.3661) loss_giou_dn_0: 0.5219 (0.5702) loss_class_dn_1: 0.4158 (0.4124) loss_bbox_dn_1: 0.2672 (0.2883) loss_giou_dn_1: 0.4265 (0.4726) loss_class_dn_2: 0.3946 (0.3916) loss_bbox_dn_2: 0.2503 (0.2682) loss_giou_dn_2: 0.4074 (0.4480) loss_class_dn_3: 0.3853 (0.3854) loss_bbox_dn_3: 0.2466 (0.2649) loss_giou_dn_3: 0.4045 (0.4430) loss_class_dn_4: 0.3846 (0.3832) loss_bbox_dn_4: 0.2458 (0.2641) loss_giou_dn_4: 0.4042 (0.4416) loss_class_hybrid: 0.7665 (0.7565) loss_bbox_hybrid: 0.1986 (0.1917) loss_giou_hybrid: 0.3874 (0.4206) loss_class_0_hybrid: 0.8450 (0.8247) loss_bbox_0_hybrid: 0.2053 (0.2003) loss_giou_0_hybrid: 0.3989 (0.4372) loss_class_1_hybrid: 0.7928 (0.7814) loss_bbox_1_hybrid: 0.2014 (0.1954) loss_giou_1_hybrid: 0.3908 (0.4274) loss_class_2_hybrid: 0.7750 (0.7684) loss_bbox_2_hybrid: 0.1905 (0.1921) loss_giou_2_hybrid: 0.3902 (0.4223) loss_class_3_hybrid: 0.7715 (0.7600) loss_bbox_3_hybrid: 0.1993 (0.1917) loss_giou_3_hybrid: 0.3863 (0.4211) loss_class_4_hybrid: 0.7668 (0.7564) loss_bbox_4_hybrid: 0.2003 (0.1918) loss_giou_4_hybrid: 0.3881 (0.4209) loss_class_enc_hybrid: 0.8023 (0.7889) loss_bbox_enc_hybrid: 0.2383 (0.2389) loss_giou_enc_hybrid: 0.4549 (0.4974) mem: 1019 max mem: 36965 [2024-01-15 15:35:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:36:30 det.util.engine] INFO: Epoch: [7] [6900/11727] eta: 1:26:44 lr: 0.000100 data_time: 0.0035 iter_time: 1.0966 loss: 27.0975 (26.6145) loss_class: 0.7718 (0.7542) loss_bbox: 0.1729 (0.1790) loss_giou: 0.3959 (0.3913) loss_class_0: 0.9420 (0.9323) loss_bbox_0: 0.1735 (0.1787) loss_giou_0: 0.3971 (0.3953) loss_class_1: 0.8226 (0.8124) loss_bbox_1: 0.1710 (0.1797) loss_giou_1: 0.3996 (0.3940) loss_class_2: 0.8020 (0.7809) loss_bbox_2: 0.1729 (0.1780) loss_giou_2: 0.4017 (0.3915) loss_class_3: 0.7911 (0.7631) loss_bbox_3: 0.1704 (0.1784) loss_giou_3: 0.3858 (0.3913) loss_class_4: 0.7714 (0.7553) loss_bbox_4: 0.1703 (0.1790) loss_giou_4: 0.3971 (0.3915) loss_class_enc: 0.8792 (0.8774) loss_bbox_enc: 0.2109 (0.2134) loss_giou_enc: 0.4330 (0.4475) loss_class_dn: 0.3864 (0.3833) loss_bbox_dn: 0.2750 (0.2642) loss_giou_dn: 0.4612 (0.4417) loss_class_dn_0: 0.4833 (0.4765) loss_bbox_dn_0: 0.3737 (0.3661) loss_giou_dn_0: 0.5818 (0.5701) loss_class_dn_1: 0.4173 (0.4123) loss_bbox_dn_1: 0.2893 (0.2884) loss_giou_dn_1: 0.4885 (0.4726) loss_class_dn_2: 0.3906 (0.3916) loss_bbox_dn_2: 0.2791 (0.2682) loss_giou_dn_2: 0.4677 (0.4480) loss_class_dn_3: 0.3858 (0.3854) loss_bbox_dn_3: 0.2760 (0.2650) loss_giou_dn_3: 0.4619 (0.4430) loss_class_dn_4: 0.3849 (0.3832) loss_bbox_dn_4: 0.2750 (0.2642) loss_giou_dn_4: 0.4610 (0.4416) loss_class_hybrid: 0.7673 (0.7565) loss_bbox_hybrid: 0.1924 (0.1917) loss_giou_hybrid: 0.4080 (0.4206) loss_class_0_hybrid: 0.8253 (0.8246) loss_bbox_0_hybrid: 0.1910 (0.2003) loss_giou_0_hybrid: 0.4161 (0.4372) loss_class_1_hybrid: 0.7946 (0.7814) loss_bbox_1_hybrid: 0.1855 (0.1954) loss_giou_1_hybrid: 0.4083 (0.4274) loss_class_2_hybrid: 0.7738 (0.7683) loss_bbox_2_hybrid: 0.1900 (0.1921) loss_giou_2_hybrid: 0.4069 (0.4223) loss_class_3_hybrid: 0.7752 (0.7600) loss_bbox_3_hybrid: 0.1882 (0.1918) loss_giou_3_hybrid: 0.4077 (0.4211) loss_class_4_hybrid: 0.7777 (0.7564) loss_bbox_4_hybrid: 0.1927 (0.1918) loss_giou_4_hybrid: 0.4095 (0.4209) loss_class_enc_hybrid: 0.7878 (0.7888) loss_bbox_enc_hybrid: 0.2312 (0.2389) loss_giou_enc_hybrid: 0.4624 (0.4974) mem: 1022 max mem: 36965 [2024-01-15 15:36:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:37:25 det.util.engine] INFO: Epoch: [7] [6950/11727] eta: 1:25:50 lr: 0.000100 data_time: 0.0033 iter_time: 1.0867 loss: 27.2885 (26.6134) loss_class: 0.7532 (0.7541) loss_bbox: 0.1727 (0.1790) loss_giou: 0.4137 (0.3914) loss_class_0: 0.8851 (0.9320) loss_bbox_0: 0.1749 (0.1787) loss_giou_0: 0.4174 (0.3954) loss_class_1: 0.7953 (0.8122) loss_bbox_1: 0.1773 (0.1797) loss_giou_1: 0.4297 (0.3941) loss_class_2: 0.7849 (0.7807) loss_bbox_2: 0.1782 (0.1780) loss_giou_2: 0.4208 (0.3916) loss_class_3: 0.7492 (0.7630) loss_bbox_3: 0.1740 (0.1784) loss_giou_3: 0.4228 (0.3914) loss_class_4: 0.7467 (0.7551) loss_bbox_4: 0.1823 (0.1790) loss_giou_4: 0.4186 (0.3917) loss_class_enc: 0.8584 (0.8773) loss_bbox_enc: 0.1980 (0.2134) loss_giou_enc: 0.4770 (0.4476) loss_class_dn: 0.3815 (0.3832) loss_bbox_dn: 0.2409 (0.2641) loss_giou_dn: 0.4561 (0.4418) loss_class_dn_0: 0.4728 (0.4765) loss_bbox_dn_0: 0.3399 (0.3660) loss_giou_dn_0: 0.5789 (0.5702) loss_class_dn_1: 0.4107 (0.4123) loss_bbox_dn_1: 0.2709 (0.2883) loss_giou_dn_1: 0.4961 (0.4726) loss_class_dn_2: 0.3934 (0.3916) loss_bbox_dn_2: 0.2502 (0.2681) loss_giou_dn_2: 0.4647 (0.4480) loss_class_dn_3: 0.3861 (0.3853) loss_bbox_dn_3: 0.2440 (0.2649) loss_giou_dn_3: 0.4609 (0.4430) loss_class_dn_4: 0.3830 (0.3832) loss_bbox_dn_4: 0.2409 (0.2641) loss_giou_dn_4: 0.4562 (0.4416) loss_class_hybrid: 0.7753 (0.7564) loss_bbox_hybrid: 0.1763 (0.1917) loss_giou_hybrid: 0.4456 (0.4208) loss_class_0_hybrid: 0.8181 (0.8244) loss_bbox_0_hybrid: 0.1789 (0.2003) loss_giou_0_hybrid: 0.4646 (0.4373) loss_class_1_hybrid: 0.7744 (0.7812) loss_bbox_1_hybrid: 0.1831 (0.1954) loss_giou_1_hybrid: 0.4558 (0.4275) loss_class_2_hybrid: 0.7900 (0.7682) loss_bbox_2_hybrid: 0.1792 (0.1921) loss_giou_2_hybrid: 0.4461 (0.4224) loss_class_3_hybrid: 0.7527 (0.7598) loss_bbox_3_hybrid: 0.1784 (0.1917) loss_giou_3_hybrid: 0.4505 (0.4212) loss_class_4_hybrid: 0.7720 (0.7563) loss_bbox_4_hybrid: 0.1767 (0.1918) loss_giou_4_hybrid: 0.4491 (0.4210) loss_class_enc_hybrid: 0.7797 (0.7887) loss_bbox_enc_hybrid: 0.2223 (0.2388) loss_giou_enc_hybrid: 0.5319 (0.4976) mem: 1020 max mem: 36965 [2024-01-15 15:37:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:38:19 det.util.engine] INFO: Epoch: [7] [7000/11727] eta: 1:24:57 lr: 0.000100 data_time: 0.0032 iter_time: 1.0834 loss: 25.5009 (26.6114) loss_class: 0.7127 (0.7539) loss_bbox: 0.1682 (0.1790) loss_giou: 0.3919 (0.3915) loss_class_0: 0.8754 (0.9318) loss_bbox_0: 0.1620 (0.1787) loss_giou_0: 0.3869 (0.3955) loss_class_1: 0.7674 (0.8121) loss_bbox_1: 0.1625 (0.1797) loss_giou_1: 0.3998 (0.3942) loss_class_2: 0.7310 (0.7806) loss_bbox_2: 0.1619 (0.1779) loss_giou_2: 0.4022 (0.3917) loss_class_3: 0.7278 (0.7629) loss_bbox_3: 0.1640 (0.1784) loss_giou_3: 0.3917 (0.3915) loss_class_4: 0.7121 (0.7550) loss_bbox_4: 0.1608 (0.1790) loss_giou_4: 0.3918 (0.3918) loss_class_enc: 0.8261 (0.8770) loss_bbox_enc: 0.1934 (0.2133) loss_giou_enc: 0.4400 (0.4477) loss_class_dn: 0.3760 (0.3832) loss_bbox_dn: 0.2286 (0.2639) loss_giou_dn: 0.4360 (0.4418) loss_class_dn_0: 0.4706 (0.4764) loss_bbox_dn_0: 0.3263 (0.3658) loss_giou_dn_0: 0.5663 (0.5702) loss_class_dn_1: 0.4034 (0.4123) loss_bbox_dn_1: 0.2510 (0.2881) loss_giou_dn_1: 0.4719 (0.4726) loss_class_dn_2: 0.3857 (0.3916) loss_bbox_dn_2: 0.2350 (0.2680) loss_giou_dn_2: 0.4441 (0.4481) loss_class_dn_3: 0.3761 (0.3853) loss_bbox_dn_3: 0.2292 (0.2647) loss_giou_dn_3: 0.4384 (0.4431) loss_class_dn_4: 0.3761 (0.3832) loss_bbox_dn_4: 0.2285 (0.2639) loss_giou_dn_4: 0.4360 (0.4417) loss_class_hybrid: 0.7174 (0.7563) loss_bbox_hybrid: 0.1799 (0.1916) loss_giou_hybrid: 0.4154 (0.4209) loss_class_0_hybrid: 0.7893 (0.8243) loss_bbox_0_hybrid: 0.1902 (0.2002) loss_giou_0_hybrid: 0.4345 (0.4374) loss_class_1_hybrid: 0.7469 (0.7811) loss_bbox_1_hybrid: 0.1846 (0.1954) loss_giou_1_hybrid: 0.4229 (0.4277) loss_class_2_hybrid: 0.7282 (0.7681) loss_bbox_2_hybrid: 0.1806 (0.1920) loss_giou_2_hybrid: 0.4191 (0.4225) loss_class_3_hybrid: 0.7309 (0.7597) loss_bbox_3_hybrid: 0.1818 (0.1917) loss_giou_3_hybrid: 0.4155 (0.4213) loss_class_4_hybrid: 0.7258 (0.7562) loss_bbox_4_hybrid: 0.1812 (0.1918) loss_giou_4_hybrid: 0.4161 (0.4211) loss_class_enc_hybrid: 0.7520 (0.7885) loss_bbox_enc_hybrid: 0.2386 (0.2388) loss_giou_enc_hybrid: 0.4895 (0.4977) mem: 1017 max mem: 36965 [2024-01-15 15:38:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:39:14 det.util.engine] INFO: Epoch: [7] [7050/11727] eta: 1:24:03 lr: 0.000100 data_time: 0.0030 iter_time: 1.0800 loss: 26.0738 (26.6107) loss_class: 0.7134 (0.7540) loss_bbox: 0.1619 (0.1789) loss_giou: 0.3800 (0.3914) loss_class_0: 0.8798 (0.9319) loss_bbox_0: 0.1594 (0.1786) loss_giou_0: 0.3862 (0.3954) loss_class_1: 0.8162 (0.8123) loss_bbox_1: 0.1548 (0.1797) loss_giou_1: 0.3801 (0.3941) loss_class_2: 0.7334 (0.7806) loss_bbox_2: 0.1803 (0.1779) loss_giou_2: 0.3823 (0.3917) loss_class_3: 0.7278 (0.7630) loss_bbox_3: 0.1619 (0.1783) loss_giou_3: 0.3834 (0.3914) loss_class_4: 0.7276 (0.7551) loss_bbox_4: 0.1631 (0.1789) loss_giou_4: 0.3803 (0.3916) loss_class_enc: 0.8414 (0.8772) loss_bbox_enc: 0.1989 (0.2133) loss_giou_enc: 0.4349 (0.4476) loss_class_dn: 0.3791 (0.3832) loss_bbox_dn: 0.2494 (0.2639) loss_giou_dn: 0.4387 (0.4417) loss_class_dn_0: 0.4653 (0.4764) loss_bbox_dn_0: 0.3861 (0.3658) loss_giou_dn_0: 0.5673 (0.5702) loss_class_dn_1: 0.4089 (0.4123) loss_bbox_dn_1: 0.2806 (0.2881) loss_giou_dn_1: 0.4748 (0.4726) loss_class_dn_2: 0.3902 (0.3916) loss_bbox_dn_2: 0.2568 (0.2680) loss_giou_dn_2: 0.4408 (0.4480) loss_class_dn_3: 0.3811 (0.3853) loss_bbox_dn_3: 0.2532 (0.2648) loss_giou_dn_3: 0.4385 (0.4430) loss_class_dn_4: 0.3794 (0.3832) loss_bbox_dn_4: 0.2494 (0.2639) loss_giou_dn_4: 0.4383 (0.4416) loss_class_hybrid: 0.7088 (0.7564) loss_bbox_hybrid: 0.1772 (0.1916) loss_giou_hybrid: 0.3876 (0.4208) loss_class_0_hybrid: 0.7900 (0.8245) loss_bbox_0_hybrid: 0.1839 (0.2002) loss_giou_0_hybrid: 0.4012 (0.4373) loss_class_1_hybrid: 0.7630 (0.7813) loss_bbox_1_hybrid: 0.1791 (0.1953) loss_giou_1_hybrid: 0.3911 (0.4275) loss_class_2_hybrid: 0.7386 (0.7682) loss_bbox_2_hybrid: 0.1682 (0.1920) loss_giou_2_hybrid: 0.3923 (0.4224) loss_class_3_hybrid: 0.7231 (0.7598) loss_bbox_3_hybrid: 0.1681 (0.1916) loss_giou_3_hybrid: 0.3937 (0.4212) loss_class_4_hybrid: 0.7106 (0.7563) loss_bbox_4_hybrid: 0.1698 (0.1917) loss_giou_4_hybrid: 0.3863 (0.4210) loss_class_enc_hybrid: 0.7658 (0.7887) loss_bbox_enc_hybrid: 0.2216 (0.2387) loss_giou_enc_hybrid: 0.4630 (0.4975) mem: 1032 max mem: 36965 [2024-01-15 15:39:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:40:08 det.util.engine] INFO: Epoch: [7] [7100/11727] eta: 1:23:10 lr: 0.000100 data_time: 0.0032 iter_time: 1.0849 loss: 26.7603 (26.6102) loss_class: 0.7098 (0.7539) loss_bbox: 0.1697 (0.1789) loss_giou: 0.3588 (0.3914) loss_class_0: 0.8664 (0.9318) loss_bbox_0: 0.1752 (0.1786) loss_giou_0: 0.3829 (0.3954) loss_class_1: 0.7732 (0.8122) loss_bbox_1: 0.1694 (0.1796) loss_giou_1: 0.3789 (0.3942) loss_class_2: 0.7536 (0.7806) loss_bbox_2: 0.1696 (0.1779) loss_giou_2: 0.3670 (0.3917) loss_class_3: 0.7137 (0.7629) loss_bbox_3: 0.1712 (0.1783) loss_giou_3: 0.3733 (0.3915) loss_class_4: 0.7119 (0.7551) loss_bbox_4: 0.1680 (0.1789) loss_giou_4: 0.3637 (0.3917) loss_class_enc: 0.8279 (0.8772) loss_bbox_enc: 0.2056 (0.2133) loss_giou_enc: 0.4240 (0.4476) loss_class_dn: 0.3850 (0.3832) loss_bbox_dn: 0.2329 (0.2639) loss_giou_dn: 0.4488 (0.4418) loss_class_dn_0: 0.4723 (0.4764) loss_bbox_dn_0: 0.3495 (0.3657) loss_giou_dn_0: 0.5577 (0.5702) loss_class_dn_1: 0.4093 (0.4123) loss_bbox_dn_1: 0.2521 (0.2881) loss_giou_dn_1: 0.4675 (0.4726) loss_class_dn_2: 0.3940 (0.3916) loss_bbox_dn_2: 0.2355 (0.2679) loss_giou_dn_2: 0.4537 (0.4480) loss_class_dn_3: 0.3882 (0.3853) loss_bbox_dn_3: 0.2325 (0.2647) loss_giou_dn_3: 0.4487 (0.4430) loss_class_dn_4: 0.3880 (0.3832) loss_bbox_dn_4: 0.2329 (0.2639) loss_giou_dn_4: 0.4491 (0.4416) loss_class_hybrid: 0.7259 (0.7563) loss_bbox_hybrid: 0.1966 (0.1916) loss_giou_hybrid: 0.3820 (0.4208) loss_class_0_hybrid: 0.8164 (0.8244) loss_bbox_0_hybrid: 0.1942 (0.2002) loss_giou_0_hybrid: 0.3937 (0.4374) loss_class_1_hybrid: 0.7613 (0.7812) loss_bbox_1_hybrid: 0.1908 (0.1953) loss_giou_1_hybrid: 0.3877 (0.4276) loss_class_2_hybrid: 0.7388 (0.7682) loss_bbox_2_hybrid: 0.1948 (0.1920) loss_giou_2_hybrid: 0.3905 (0.4225) loss_class_3_hybrid: 0.7326 (0.7598) loss_bbox_3_hybrid: 0.1965 (0.1916) loss_giou_3_hybrid: 0.3849 (0.4213) loss_class_4_hybrid: 0.7161 (0.7562) loss_bbox_4_hybrid: 0.1931 (0.1917) loss_giou_4_hybrid: 0.3807 (0.4211) loss_class_enc_hybrid: 0.7944 (0.7887) loss_bbox_enc_hybrid: 0.2320 (0.2387) loss_giou_enc_hybrid: 0.4487 (0.4975) mem: 1012 max mem: 36965 [2024-01-15 15:40:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:41:04 det.util.engine] INFO: Epoch: [7] [7150/11727] eta: 1:22:17 lr: 0.000100 data_time: 0.0037 iter_time: 1.1296 loss: 26.5274 (26.6119) loss_class: 0.7599 (0.7540) loss_bbox: 0.1761 (0.1789) loss_giou: 0.3750 (0.3914) loss_class_0: 0.9177 (0.9318) loss_bbox_0: 0.1700 (0.1786) loss_giou_0: 0.3831 (0.3955) loss_class_1: 0.8119 (0.8122) loss_bbox_1: 0.1658 (0.1797) loss_giou_1: 0.3747 (0.3942) loss_class_2: 0.7913 (0.7806) loss_bbox_2: 0.1739 (0.1779) loss_giou_2: 0.3685 (0.3917) loss_class_3: 0.7853 (0.7630) loss_bbox_3: 0.1759 (0.1783) loss_giou_3: 0.3744 (0.3915) loss_class_4: 0.7622 (0.7551) loss_bbox_4: 0.1721 (0.1790) loss_giou_4: 0.3756 (0.3917) loss_class_enc: 0.9011 (0.8773) loss_bbox_enc: 0.2002 (0.2133) loss_giou_enc: 0.4354 (0.4476) loss_class_dn: 0.3835 (0.3832) loss_bbox_dn: 0.2420 (0.2640) loss_giou_dn: 0.4423 (0.4418) loss_class_dn_0: 0.4777 (0.4765) loss_bbox_dn_0: 0.3383 (0.3658) loss_giou_dn_0: 0.5613 (0.5702) loss_class_dn_1: 0.4153 (0.4123) loss_bbox_dn_1: 0.2669 (0.2882) loss_giou_dn_1: 0.4651 (0.4727) loss_class_dn_2: 0.3911 (0.3916) loss_bbox_dn_2: 0.2428 (0.2680) loss_giou_dn_2: 0.4476 (0.4481) loss_class_dn_3: 0.3881 (0.3853) loss_bbox_dn_3: 0.2418 (0.2648) loss_giou_dn_3: 0.4435 (0.4431) loss_class_dn_4: 0.3857 (0.3832) loss_bbox_dn_4: 0.2420 (0.2639) loss_giou_dn_4: 0.4423 (0.4417) loss_class_hybrid: 0.7682 (0.7564) loss_bbox_hybrid: 0.1851 (0.1916) loss_giou_hybrid: 0.3956 (0.4208) loss_class_0_hybrid: 0.8131 (0.8245) loss_bbox_0_hybrid: 0.1940 (0.2002) loss_giou_0_hybrid: 0.4133 (0.4373) loss_class_1_hybrid: 0.8006 (0.7813) loss_bbox_1_hybrid: 0.1870 (0.1953) loss_giou_1_hybrid: 0.4026 (0.4276) loss_class_2_hybrid: 0.7897 (0.7682) loss_bbox_2_hybrid: 0.1858 (0.1920) loss_giou_2_hybrid: 0.3949 (0.4225) loss_class_3_hybrid: 0.7827 (0.7599) loss_bbox_3_hybrid: 0.1855 (0.1916) loss_giou_3_hybrid: 0.3954 (0.4212) loss_class_4_hybrid: 0.7781 (0.7563) loss_bbox_4_hybrid: 0.1867 (0.1917) loss_giou_4_hybrid: 0.3948 (0.4211) loss_class_enc_hybrid: 0.7910 (0.7888) loss_bbox_enc_hybrid: 0.2292 (0.2387) loss_giou_enc_hybrid: 0.4697 (0.4975) mem: 1029 max mem: 36965 [2024-01-15 15:41:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:41:59 det.util.engine] INFO: Epoch: [7] [7200/11727] eta: 1:21:24 lr: 0.000100 data_time: 0.0034 iter_time: 1.0856 loss: 26.3678 (26.6125) loss_class: 0.7012 (0.7539) loss_bbox: 0.1920 (0.1790) loss_giou: 0.4046 (0.3915) loss_class_0: 0.8806 (0.9317) loss_bbox_0: 0.1883 (0.1787) loss_giou_0: 0.4077 (0.3955) loss_class_1: 0.7629 (0.8121) loss_bbox_1: 0.1944 (0.1797) loss_giou_1: 0.4146 (0.3942) loss_class_2: 0.7248 (0.7805) loss_bbox_2: 0.1942 (0.1780) loss_giou_2: 0.4077 (0.3918) loss_class_3: 0.7074 (0.7629) loss_bbox_3: 0.1947 (0.1784) loss_giou_3: 0.4072 (0.3915) loss_class_4: 0.6935 (0.7550) loss_bbox_4: 0.1974 (0.1790) loss_giou_4: 0.4046 (0.3918) loss_class_enc: 0.8469 (0.8772) loss_bbox_enc: 0.2124 (0.2133) loss_giou_enc: 0.4458 (0.4477) loss_class_dn: 0.3857 (0.3832) loss_bbox_dn: 0.2875 (0.2640) loss_giou_dn: 0.4708 (0.4418) loss_class_dn_0: 0.4694 (0.4764) loss_bbox_dn_0: 0.3920 (0.3658) loss_giou_dn_0: 0.5897 (0.5702) loss_class_dn_1: 0.4124 (0.4123) loss_bbox_dn_1: 0.3138 (0.2882) loss_giou_dn_1: 0.5021 (0.4727) loss_class_dn_2: 0.3958 (0.3916) loss_bbox_dn_2: 0.2903 (0.2681) loss_giou_dn_2: 0.4760 (0.4481) loss_class_dn_3: 0.3864 (0.3854) loss_bbox_dn_3: 0.2876 (0.2648) loss_giou_dn_3: 0.4734 (0.4431) loss_class_dn_4: 0.3850 (0.3832) loss_bbox_dn_4: 0.2874 (0.2640) loss_giou_dn_4: 0.4708 (0.4417) loss_class_hybrid: 0.7156 (0.7563) loss_bbox_hybrid: 0.2015 (0.1916) loss_giou_hybrid: 0.4222 (0.4209) loss_class_0_hybrid: 0.7898 (0.8243) loss_bbox_0_hybrid: 0.1989 (0.2002) loss_giou_0_hybrid: 0.4369 (0.4374) loss_class_1_hybrid: 0.7490 (0.7812) loss_bbox_1_hybrid: 0.1966 (0.1953) loss_giou_1_hybrid: 0.4305 (0.4276) loss_class_2_hybrid: 0.7329 (0.7681) loss_bbox_2_hybrid: 0.1992 (0.1920) loss_giou_2_hybrid: 0.4234 (0.4225) loss_class_3_hybrid: 0.7149 (0.7598) loss_bbox_3_hybrid: 0.1979 (0.1917) loss_giou_3_hybrid: 0.4216 (0.4213) loss_class_4_hybrid: 0.7103 (0.7562) loss_bbox_4_hybrid: 0.2003 (0.1917) loss_giou_4_hybrid: 0.4213 (0.4211) loss_class_enc_hybrid: 0.7670 (0.7887) loss_bbox_enc_hybrid: 0.2290 (0.2387) loss_giou_enc_hybrid: 0.4878 (0.4976) mem: 1024 max mem: 36965 [2024-01-15 15:41:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:42:53 det.util.engine] INFO: Epoch: [7] [7250/11727] eta: 1:20:30 lr: 0.000100 data_time: 0.0035 iter_time: 1.0689 loss: 26.1532 (26.6094) loss_class: 0.7555 (0.7538) loss_bbox: 0.1748 (0.1790) loss_giou: 0.3560 (0.3914) loss_class_0: 0.9436 (0.9316) loss_bbox_0: 0.1849 (0.1787) loss_giou_0: 0.3666 (0.3954) loss_class_1: 0.8341 (0.8119) loss_bbox_1: 0.1847 (0.1798) loss_giou_1: 0.3668 (0.3941) loss_class_2: 0.8067 (0.7804) loss_bbox_2: 0.1838 (0.1780) loss_giou_2: 0.3560 (0.3916) loss_class_3: 0.7686 (0.7628) loss_bbox_3: 0.1755 (0.1784) loss_giou_3: 0.3520 (0.3914) loss_class_4: 0.7646 (0.7549) loss_bbox_4: 0.1746 (0.1790) loss_giou_4: 0.3533 (0.3916) loss_class_enc: 0.8697 (0.8770) loss_bbox_enc: 0.2356 (0.2133) loss_giou_enc: 0.4074 (0.4475) loss_class_dn: 0.3815 (0.3832) loss_bbox_dn: 0.2850 (0.2640) loss_giou_dn: 0.3957 (0.4417) loss_class_dn_0: 0.4689 (0.4764) loss_bbox_dn_0: 0.3969 (0.3659) loss_giou_dn_0: 0.5399 (0.5701) loss_class_dn_1: 0.4065 (0.4123) loss_bbox_dn_1: 0.3118 (0.2883) loss_giou_dn_1: 0.4317 (0.4726) loss_class_dn_2: 0.3818 (0.3916) loss_bbox_dn_2: 0.2905 (0.2681) loss_giou_dn_2: 0.4041 (0.4480) loss_class_dn_3: 0.3763 (0.3853) loss_bbox_dn_3: 0.2861 (0.2649) loss_giou_dn_3: 0.3974 (0.4430) loss_class_dn_4: 0.3773 (0.3832) loss_bbox_dn_4: 0.2850 (0.2640) loss_giou_dn_4: 0.3955 (0.4416) loss_class_hybrid: 0.7743 (0.7563) loss_bbox_hybrid: 0.1902 (0.1916) loss_giou_hybrid: 0.3763 (0.4207) loss_class_0_hybrid: 0.8511 (0.8244) loss_bbox_0_hybrid: 0.2096 (0.2002) loss_giou_0_hybrid: 0.4036 (0.4372) loss_class_1_hybrid: 0.8107 (0.7812) loss_bbox_1_hybrid: 0.1937 (0.1953) loss_giou_1_hybrid: 0.3923 (0.4275) loss_class_2_hybrid: 0.7997 (0.7682) loss_bbox_2_hybrid: 0.1916 (0.1920) loss_giou_2_hybrid: 0.3790 (0.4223) loss_class_3_hybrid: 0.7692 (0.7598) loss_bbox_3_hybrid: 0.1903 (0.1917) loss_giou_3_hybrid: 0.3721 (0.4211) loss_class_4_hybrid: 0.7780 (0.7562) loss_bbox_4_hybrid: 0.1911 (0.1917) loss_giou_4_hybrid: 0.3728 (0.4209) loss_class_enc_hybrid: 0.7728 (0.7887) loss_bbox_enc_hybrid: 0.2574 (0.2387) loss_giou_enc_hybrid: 0.4698 (0.4974) mem: 1026 max mem: 36965 [2024-01-15 15:42:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:43:48 det.util.engine] INFO: Epoch: [7] [7300/11727] eta: 1:19:37 lr: 0.000100 data_time: 0.0035 iter_time: 1.0902 loss: 25.9838 (26.6063) loss_class: 0.7385 (0.7538) loss_bbox: 0.1695 (0.1790) loss_giou: 0.3731 (0.3913) loss_class_0: 0.9055 (0.9314) loss_bbox_0: 0.1729 (0.1787) loss_giou_0: 0.3856 (0.3954) loss_class_1: 0.7602 (0.8118) loss_bbox_1: 0.1729 (0.1797) loss_giou_1: 0.3841 (0.3941) loss_class_2: 0.7563 (0.7803) loss_bbox_2: 0.1656 (0.1780) loss_giou_2: 0.3786 (0.3916) loss_class_3: 0.7380 (0.7627) loss_bbox_3: 0.1684 (0.1784) loss_giou_3: 0.3839 (0.3914) loss_class_4: 0.7306 (0.7549) loss_bbox_4: 0.1694 (0.1790) loss_giou_4: 0.3841 (0.3916) loss_class_enc: 0.8487 (0.8769) loss_bbox_enc: 0.2080 (0.2133) loss_giou_enc: 0.4408 (0.4475) loss_class_dn: 0.3666 (0.3832) loss_bbox_dn: 0.2437 (0.2639) loss_giou_dn: 0.4281 (0.4417) loss_class_dn_0: 0.4713 (0.4764) loss_bbox_dn_0: 0.3301 (0.3658) loss_giou_dn_0: 0.5705 (0.5701) loss_class_dn_1: 0.4026 (0.4123) loss_bbox_dn_1: 0.2616 (0.2882) loss_giou_dn_1: 0.4619 (0.4725) loss_class_dn_2: 0.3802 (0.3916) loss_bbox_dn_2: 0.2416 (0.2680) loss_giou_dn_2: 0.4300 (0.4480) loss_class_dn_3: 0.3751 (0.3853) loss_bbox_dn_3: 0.2463 (0.2648) loss_giou_dn_3: 0.4293 (0.4429) loss_class_dn_4: 0.3702 (0.3832) loss_bbox_dn_4: 0.2436 (0.2639) loss_giou_dn_4: 0.4276 (0.4415) loss_class_hybrid: 0.7142 (0.7562) loss_bbox_hybrid: 0.1811 (0.1916) loss_giou_hybrid: 0.4029 (0.4206) loss_class_0_hybrid: 0.7987 (0.8243) loss_bbox_0_hybrid: 0.1843 (0.2002) loss_giou_0_hybrid: 0.4357 (0.4372) loss_class_1_hybrid: 0.7625 (0.7812) loss_bbox_1_hybrid: 0.1790 (0.1953) loss_giou_1_hybrid: 0.4128 (0.4274) loss_class_2_hybrid: 0.7437 (0.7681) loss_bbox_2_hybrid: 0.1824 (0.1920) loss_giou_2_hybrid: 0.4044 (0.4223) loss_class_3_hybrid: 0.7173 (0.7598) loss_bbox_3_hybrid: 0.1816 (0.1916) loss_giou_3_hybrid: 0.4048 (0.4211) loss_class_4_hybrid: 0.7128 (0.7562) loss_bbox_4_hybrid: 0.1815 (0.1917) loss_giou_4_hybrid: 0.4058 (0.4209) loss_class_enc_hybrid: 0.7719 (0.7886) loss_bbox_enc_hybrid: 0.2359 (0.2387) loss_giou_enc_hybrid: 0.4962 (0.4973) mem: 1028 max mem: 36965 [2024-01-15 15:43:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:44:43 det.util.engine] INFO: Epoch: [7] [7350/11727] eta: 1:18:43 lr: 0.000100 data_time: 0.0034 iter_time: 1.0843 loss: 26.1819 (26.6068) loss_class: 0.7367 (0.7538) loss_bbox: 0.1593 (0.1790) loss_giou: 0.3860 (0.3913) loss_class_0: 0.9345 (0.9315) loss_bbox_0: 0.1604 (0.1787) loss_giou_0: 0.3991 (0.3954) loss_class_1: 0.7621 (0.8119) loss_bbox_1: 0.1630 (0.1798) loss_giou_1: 0.3941 (0.3941) loss_class_2: 0.7560 (0.7803) loss_bbox_2: 0.1597 (0.1780) loss_giou_2: 0.3920 (0.3916) loss_class_3: 0.7432 (0.7628) loss_bbox_3: 0.1602 (0.1784) loss_giou_3: 0.3890 (0.3914) loss_class_4: 0.7409 (0.7549) loss_bbox_4: 0.1594 (0.1790) loss_giou_4: 0.3762 (0.3916) loss_class_enc: 0.8381 (0.8769) loss_bbox_enc: 0.1928 (0.2133) loss_giou_enc: 0.4651 (0.4475) loss_class_dn: 0.3882 (0.3832) loss_bbox_dn: 0.2427 (0.2640) loss_giou_dn: 0.4590 (0.4417) loss_class_dn_0: 0.4677 (0.4764) loss_bbox_dn_0: 0.3082 (0.3658) loss_giou_dn_0: 0.5789 (0.5701) loss_class_dn_1: 0.4164 (0.4122) loss_bbox_dn_1: 0.2663 (0.2882) loss_giou_dn_1: 0.4887 (0.4725) loss_class_dn_2: 0.3961 (0.3916) loss_bbox_dn_2: 0.2497 (0.2680) loss_giou_dn_2: 0.4675 (0.4480) loss_class_dn_3: 0.3903 (0.3853) loss_bbox_dn_3: 0.2443 (0.2648) loss_giou_dn_3: 0.4617 (0.4430) loss_class_dn_4: 0.3867 (0.3832) loss_bbox_dn_4: 0.2426 (0.2640) loss_giou_dn_4: 0.4589 (0.4415) loss_class_hybrid: 0.7151 (0.7562) loss_bbox_hybrid: 0.1659 (0.1916) loss_giou_hybrid: 0.4118 (0.4206) loss_class_0_hybrid: 0.7946 (0.8243) loss_bbox_0_hybrid: 0.1785 (0.2002) loss_giou_0_hybrid: 0.4459 (0.4372) loss_class_1_hybrid: 0.7262 (0.7812) loss_bbox_1_hybrid: 0.1731 (0.1953) loss_giou_1_hybrid: 0.4183 (0.4274) loss_class_2_hybrid: 0.7255 (0.7681) loss_bbox_2_hybrid: 0.1698 (0.1920) loss_giou_2_hybrid: 0.4127 (0.4223) loss_class_3_hybrid: 0.7114 (0.7598) loss_bbox_3_hybrid: 0.1663 (0.1916) loss_giou_3_hybrid: 0.4079 (0.4211) loss_class_4_hybrid: 0.7072 (0.7562) loss_bbox_4_hybrid: 0.1665 (0.1917) loss_giou_4_hybrid: 0.4103 (0.4209) loss_class_enc_hybrid: 0.7472 (0.7887) loss_bbox_enc_hybrid: 0.2154 (0.2387) loss_giou_enc_hybrid: 0.5055 (0.4973) mem: 1021 max mem: 36965 [2024-01-15 15:44:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:45:37 det.util.engine] INFO: Epoch: [7] [7400/11727] eta: 1:17:49 lr: 0.000100 data_time: 0.0032 iter_time: 1.0833 loss: 26.3651 (26.6075) loss_class: 0.7075 (0.7538) loss_bbox: 0.1784 (0.1790) loss_giou: 0.4063 (0.3914) loss_class_0: 0.8684 (0.9315) loss_bbox_0: 0.1804 (0.1786) loss_giou_0: 0.3904 (0.3954) loss_class_1: 0.7398 (0.8118) loss_bbox_1: 0.1791 (0.1798) loss_giou_1: 0.4121 (0.3942) loss_class_2: 0.7372 (0.7803) loss_bbox_2: 0.1787 (0.1780) loss_giou_2: 0.4060 (0.3917) loss_class_3: 0.7193 (0.7627) loss_bbox_3: 0.1838 (0.1784) loss_giou_3: 0.4119 (0.3915) loss_class_4: 0.7041 (0.7549) loss_bbox_4: 0.1849 (0.1790) loss_giou_4: 0.4055 (0.3917) loss_class_enc: 0.8517 (0.8768) loss_bbox_enc: 0.2063 (0.2133) loss_giou_enc: 0.4429 (0.4476) loss_class_dn: 0.3843 (0.3832) loss_bbox_dn: 0.2435 (0.2639) loss_giou_dn: 0.4187 (0.4417) loss_class_dn_0: 0.4663 (0.4764) loss_bbox_dn_0: 0.3380 (0.3657) loss_giou_dn_0: 0.5701 (0.5701) loss_class_dn_1: 0.4101 (0.4122) loss_bbox_dn_1: 0.2581 (0.2882) loss_giou_dn_1: 0.4660 (0.4726) loss_class_dn_2: 0.3909 (0.3916) loss_bbox_dn_2: 0.2461 (0.2680) loss_giou_dn_2: 0.4286 (0.4480) loss_class_dn_3: 0.3858 (0.3853) loss_bbox_dn_3: 0.2437 (0.2648) loss_giou_dn_3: 0.4200 (0.4430) loss_class_dn_4: 0.3829 (0.3832) loss_bbox_dn_4: 0.2436 (0.2639) loss_giou_dn_4: 0.4185 (0.4416) loss_class_hybrid: 0.7355 (0.7562) loss_bbox_hybrid: 0.1869 (0.1916) loss_giou_hybrid: 0.4303 (0.4208) loss_class_0_hybrid: 0.7866 (0.8242) loss_bbox_0_hybrid: 0.1935 (0.2002) loss_giou_0_hybrid: 0.4434 (0.4373) loss_class_1_hybrid: 0.7448 (0.7812) loss_bbox_1_hybrid: 0.1890 (0.1953) loss_giou_1_hybrid: 0.4304 (0.4275) loss_class_2_hybrid: 0.7400 (0.7681) loss_bbox_2_hybrid: 0.1903 (0.1920) loss_giou_2_hybrid: 0.4245 (0.4224) loss_class_3_hybrid: 0.7376 (0.7598) loss_bbox_3_hybrid: 0.1896 (0.1916) loss_giou_3_hybrid: 0.4260 (0.4212) loss_class_4_hybrid: 0.7397 (0.7562) loss_bbox_4_hybrid: 0.1865 (0.1917) loss_giou_4_hybrid: 0.4291 (0.4210) loss_class_enc_hybrid: 0.7661 (0.7886) loss_bbox_enc_hybrid: 0.2233 (0.2387) loss_giou_enc_hybrid: 0.4948 (0.4974) mem: 1015 max mem: 36965 [2024-01-15 15:45:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:46:31 det.util.engine] INFO: Epoch: [7] [7450/11727] eta: 1:16:55 lr: 0.000100 data_time: 0.0031 iter_time: 1.1122 loss: 26.5218 (26.6021) loss_class: 0.7069 (0.7535) loss_bbox: 0.1806 (0.1789) loss_giou: 0.4061 (0.3914) loss_class_0: 0.8696 (0.9312) loss_bbox_0: 0.1839 (0.1786) loss_giou_0: 0.4036 (0.3955) loss_class_1: 0.7531 (0.8116) loss_bbox_1: 0.1893 (0.1797) loss_giou_1: 0.4057 (0.3942) loss_class_2: 0.7428 (0.7800) loss_bbox_2: 0.1747 (0.1779) loss_giou_2: 0.4048 (0.3917) loss_class_3: 0.7168 (0.7625) loss_bbox_3: 0.1798 (0.1783) loss_giou_3: 0.4082 (0.3914) loss_class_4: 0.7095 (0.7547) loss_bbox_4: 0.1796 (0.1790) loss_giou_4: 0.4100 (0.3917) loss_class_enc: 0.8231 (0.8766) loss_bbox_enc: 0.2162 (0.2133) loss_giou_enc: 0.4580 (0.4476) loss_class_dn: 0.3765 (0.3832) loss_bbox_dn: 0.2479 (0.2638) loss_giou_dn: 0.4568 (0.4417) loss_class_dn_0: 0.4675 (0.4763) loss_bbox_dn_0: 0.3403 (0.3656) loss_giou_dn_0: 0.5754 (0.5700) loss_class_dn_1: 0.4061 (0.4122) loss_bbox_dn_1: 0.2804 (0.2880) loss_giou_dn_1: 0.4940 (0.4725) loss_class_dn_2: 0.3908 (0.3915) loss_bbox_dn_2: 0.2557 (0.2679) loss_giou_dn_2: 0.4667 (0.4480) loss_class_dn_3: 0.3823 (0.3853) loss_bbox_dn_3: 0.2503 (0.2646) loss_giou_dn_3: 0.4585 (0.4429) loss_class_dn_4: 0.3785 (0.3831) loss_bbox_dn_4: 0.2480 (0.2638) loss_giou_dn_4: 0.4570 (0.4415) loss_class_hybrid: 0.7124 (0.7561) loss_bbox_hybrid: 0.1941 (0.1915) loss_giou_hybrid: 0.4355 (0.4207) loss_class_0_hybrid: 0.7877 (0.8241) loss_bbox_0_hybrid: 0.2024 (0.2001) loss_giou_0_hybrid: 0.4420 (0.4373) loss_class_1_hybrid: 0.7357 (0.7810) loss_bbox_1_hybrid: 0.1975 (0.1952) loss_giou_1_hybrid: 0.4290 (0.4274) loss_class_2_hybrid: 0.7300 (0.7679) loss_bbox_2_hybrid: 0.1922 (0.1919) loss_giou_2_hybrid: 0.4312 (0.4223) loss_class_3_hybrid: 0.7218 (0.7596) loss_bbox_3_hybrid: 0.1928 (0.1916) loss_giou_3_hybrid: 0.4331 (0.4211) loss_class_4_hybrid: 0.7184 (0.7561) loss_bbox_4_hybrid: 0.1945 (0.1916) loss_giou_4_hybrid: 0.4353 (0.4209) loss_class_enc_hybrid: 0.7464 (0.7884) loss_bbox_enc_hybrid: 0.2389 (0.2386) loss_giou_enc_hybrid: 0.5093 (0.4974) mem: 1034 max mem: 36965 [2024-01-15 15:46:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:47:25 det.util.engine] INFO: Epoch: [7] [7500/11727] eta: 1:16:02 lr: 0.000100 data_time: 0.0035 iter_time: 1.0436 loss: 24.3902 (26.5998) loss_class: 0.7047 (0.7534) loss_bbox: 0.1505 (0.1789) loss_giou: 0.3774 (0.3914) loss_class_0: 0.8831 (0.9311) loss_bbox_0: 0.1583 (0.1786) loss_giou_0: 0.3794 (0.3955) loss_class_1: 0.7830 (0.8115) loss_bbox_1: 0.1526 (0.1797) loss_giou_1: 0.3753 (0.3942) loss_class_2: 0.7399 (0.7799) loss_bbox_2: 0.1487 (0.1779) loss_giou_2: 0.3778 (0.3917) loss_class_3: 0.7316 (0.7625) loss_bbox_3: 0.1511 (0.1783) loss_giou_3: 0.3739 (0.3914) loss_class_4: 0.7063 (0.7546) loss_bbox_4: 0.1516 (0.1789) loss_giou_4: 0.3774 (0.3917) loss_class_enc: 0.8317 (0.8765) loss_bbox_enc: 0.1923 (0.2132) loss_giou_enc: 0.4367 (0.4476) loss_class_dn: 0.3663 (0.3831) loss_bbox_dn: 0.2132 (0.2637) loss_giou_dn: 0.4335 (0.4416) loss_class_dn_0: 0.4594 (0.4763) loss_bbox_dn_0: 0.3259 (0.3655) loss_giou_dn_0: 0.5571 (0.5700) loss_class_dn_1: 0.4018 (0.4122) loss_bbox_dn_1: 0.2348 (0.2880) loss_giou_dn_1: 0.4614 (0.4725) loss_class_dn_2: 0.3777 (0.3915) loss_bbox_dn_2: 0.2118 (0.2678) loss_giou_dn_2: 0.4371 (0.4479) loss_class_dn_3: 0.3686 (0.3852) loss_bbox_dn_3: 0.2136 (0.2646) loss_giou_dn_3: 0.4349 (0.4429) loss_class_dn_4: 0.3675 (0.3831) loss_bbox_dn_4: 0.2130 (0.2637) loss_giou_dn_4: 0.4334 (0.4415) loss_class_hybrid: 0.7182 (0.7559) loss_bbox_hybrid: 0.1644 (0.1915) loss_giou_hybrid: 0.4032 (0.4207) loss_class_0_hybrid: 0.7881 (0.8240) loss_bbox_0_hybrid: 0.1755 (0.2000) loss_giou_0_hybrid: 0.4224 (0.4372) loss_class_1_hybrid: 0.7518 (0.7809) loss_bbox_1_hybrid: 0.1698 (0.1952) loss_giou_1_hybrid: 0.4121 (0.4274) loss_class_2_hybrid: 0.7369 (0.7678) loss_bbox_2_hybrid: 0.1632 (0.1919) loss_giou_2_hybrid: 0.4118 (0.4223) loss_class_3_hybrid: 0.7251 (0.7595) loss_bbox_3_hybrid: 0.1645 (0.1915) loss_giou_3_hybrid: 0.4069 (0.4211) loss_class_4_hybrid: 0.7200 (0.7560) loss_bbox_4_hybrid: 0.1616 (0.1916) loss_giou_4_hybrid: 0.4054 (0.4209) loss_class_enc_hybrid: 0.7435 (0.7884) loss_bbox_enc_hybrid: 0.2079 (0.2385) loss_giou_enc_hybrid: 0.4740 (0.4974) mem: 1032 max mem: 36965 [2024-01-15 15:47:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:48:20 det.util.engine] INFO: Epoch: [7] [7550/11727] eta: 1:15:08 lr: 0.000100 data_time: 0.0033 iter_time: 1.0978 loss: 25.6004 (26.5953) loss_class: 0.7739 (0.7534) loss_bbox: 0.1679 (0.1789) loss_giou: 0.3404 (0.3912) loss_class_0: 0.9459 (0.9311) loss_bbox_0: 0.1776 (0.1786) loss_giou_0: 0.3494 (0.3953) loss_class_1: 0.8256 (0.8114) loss_bbox_1: 0.1741 (0.1797) loss_giou_1: 0.3448 (0.3940) loss_class_2: 0.7403 (0.7798) loss_bbox_2: 0.1728 (0.1779) loss_giou_2: 0.3416 (0.3915) loss_class_3: 0.7761 (0.7624) loss_bbox_3: 0.1700 (0.1783) loss_giou_3: 0.3476 (0.3913) loss_class_4: 0.7768 (0.7545) loss_bbox_4: 0.1679 (0.1789) loss_giou_4: 0.3405 (0.3915) loss_class_enc: 0.8894 (0.8764) loss_bbox_enc: 0.2143 (0.2132) loss_giou_enc: 0.3896 (0.4474) loss_class_dn: 0.3769 (0.3831) loss_bbox_dn: 0.2681 (0.2637) loss_giou_dn: 0.4015 (0.4415) loss_class_dn_0: 0.4793 (0.4763) loss_bbox_dn_0: 0.3676 (0.3655) loss_giou_dn_0: 0.5342 (0.5699) loss_class_dn_1: 0.4063 (0.4122) loss_bbox_dn_1: 0.2928 (0.2880) loss_giou_dn_1: 0.4338 (0.4724) loss_class_dn_2: 0.3854 (0.3915) loss_bbox_dn_2: 0.2734 (0.2678) loss_giou_dn_2: 0.4097 (0.4478) loss_class_dn_3: 0.3795 (0.3852) loss_bbox_dn_3: 0.2686 (0.2646) loss_giou_dn_3: 0.4050 (0.4428) loss_class_dn_4: 0.3786 (0.3831) loss_bbox_dn_4: 0.2682 (0.2637) loss_giou_dn_4: 0.4016 (0.4413) loss_class_hybrid: 0.7810 (0.7559) loss_bbox_hybrid: 0.1922 (0.1915) loss_giou_hybrid: 0.3577 (0.4205) loss_class_0_hybrid: 0.8408 (0.8240) loss_bbox_0_hybrid: 0.2016 (0.2000) loss_giou_0_hybrid: 0.3623 (0.4370) loss_class_1_hybrid: 0.8041 (0.7809) loss_bbox_1_hybrid: 0.1966 (0.1952) loss_giou_1_hybrid: 0.3613 (0.4272) loss_class_2_hybrid: 0.7987 (0.7678) loss_bbox_2_hybrid: 0.1944 (0.1919) loss_giou_2_hybrid: 0.3595 (0.4221) loss_class_3_hybrid: 0.7869 (0.7595) loss_bbox_3_hybrid: 0.1937 (0.1915) loss_giou_3_hybrid: 0.3575 (0.4209) loss_class_4_hybrid: 0.7751 (0.7560) loss_bbox_4_hybrid: 0.1922 (0.1916) loss_giou_4_hybrid: 0.3567 (0.4207) loss_class_enc_hybrid: 0.8142 (0.7884) loss_bbox_enc_hybrid: 0.2341 (0.2385) loss_giou_enc_hybrid: 0.4265 (0.4971) mem: 1017 max mem: 36965 [2024-01-15 15:48:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:49:14 det.util.engine] INFO: Epoch: [7] [7600/11727] eta: 1:14:14 lr: 0.000100 data_time: 0.0036 iter_time: 1.0592 loss: 27.2266 (26.5986) loss_class: 0.7431 (0.7534) loss_bbox: 0.1833 (0.1789) loss_giou: 0.3829 (0.3914) loss_class_0: 0.8807 (0.9310) loss_bbox_0: 0.1772 (0.1786) loss_giou_0: 0.3866 (0.3954) loss_class_1: 0.8146 (0.8115) loss_bbox_1: 0.1799 (0.1797) loss_giou_1: 0.3850 (0.3941) loss_class_2: 0.7810 (0.7799) loss_bbox_2: 0.1809 (0.1779) loss_giou_2: 0.3835 (0.3917) loss_class_3: 0.7712 (0.7624) loss_bbox_3: 0.1758 (0.1783) loss_giou_3: 0.3884 (0.3914) loss_class_4: 0.7536 (0.7546) loss_bbox_4: 0.1779 (0.1789) loss_giou_4: 0.3826 (0.3916) loss_class_enc: 0.8220 (0.8763) loss_bbox_enc: 0.2047 (0.2132) loss_giou_enc: 0.4499 (0.4476) loss_class_dn: 0.3890 (0.3831) loss_bbox_dn: 0.2675 (0.2637) loss_giou_dn: 0.4476 (0.4416) loss_class_dn_0: 0.4703 (0.4763) loss_bbox_dn_0: 0.3273 (0.3655) loss_giou_dn_0: 0.5760 (0.5700) loss_class_dn_1: 0.4202 (0.4122) loss_bbox_dn_1: 0.2855 (0.2880) loss_giou_dn_1: 0.4862 (0.4725) loss_class_dn_2: 0.4009 (0.3915) loss_bbox_dn_2: 0.2713 (0.2678) loss_giou_dn_2: 0.4619 (0.4479) loss_class_dn_3: 0.3895 (0.3852) loss_bbox_dn_3: 0.2682 (0.2646) loss_giou_dn_3: 0.4505 (0.4429) loss_class_dn_4: 0.3879 (0.3831) loss_bbox_dn_4: 0.2675 (0.2637) loss_giou_dn_4: 0.4476 (0.4415) loss_class_hybrid: 0.7294 (0.7559) loss_bbox_hybrid: 0.1914 (0.1915) loss_giou_hybrid: 0.4315 (0.4207) loss_class_0_hybrid: 0.7859 (0.8240) loss_bbox_0_hybrid: 0.2062 (0.2001) loss_giou_0_hybrid: 0.4375 (0.4372) loss_class_1_hybrid: 0.7455 (0.7809) loss_bbox_1_hybrid: 0.1933 (0.1952) loss_giou_1_hybrid: 0.4351 (0.4274) loss_class_2_hybrid: 0.7385 (0.7678) loss_bbox_2_hybrid: 0.1891 (0.1919) loss_giou_2_hybrid: 0.4288 (0.4223) loss_class_3_hybrid: 0.7273 (0.7595) loss_bbox_3_hybrid: 0.1937 (0.1915) loss_giou_3_hybrid: 0.4312 (0.4211) loss_class_4_hybrid: 0.7333 (0.7560) loss_bbox_4_hybrid: 0.1920 (0.1916) loss_giou_4_hybrid: 0.4277 (0.4209) loss_class_enc_hybrid: 0.7422 (0.7883) loss_bbox_enc_hybrid: 0.2403 (0.2386) loss_giou_enc_hybrid: 0.4965 (0.4973) mem: 1042 max mem: 36965 [2024-01-15 15:49:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:50:07 det.util.engine] INFO: Epoch: [7] [7650/11727] eta: 1:13:20 lr: 0.000100 data_time: 0.0034 iter_time: 1.0603 loss: 26.2753 (26.5971) loss_class: 0.7567 (0.7535) loss_bbox: 0.1670 (0.1789) loss_giou: 0.3846 (0.3913) loss_class_0: 0.9108 (0.9310) loss_bbox_0: 0.1694 (0.1786) loss_giou_0: 0.3928 (0.3954) loss_class_1: 0.7910 (0.8115) loss_bbox_1: 0.1700 (0.1797) loss_giou_1: 0.3864 (0.3940) loss_class_2: 0.7613 (0.7799) loss_bbox_2: 0.1640 (0.1779) loss_giou_2: 0.3875 (0.3916) loss_class_3: 0.7607 (0.7625) loss_bbox_3: 0.1686 (0.1783) loss_giou_3: 0.3959 (0.3913) loss_class_4: 0.7497 (0.7547) loss_bbox_4: 0.1669 (0.1789) loss_giou_4: 0.3849 (0.3915) loss_class_enc: 0.8904 (0.8764) loss_bbox_enc: 0.2043 (0.2132) loss_giou_enc: 0.4294 (0.4475) loss_class_dn: 0.3726 (0.3831) loss_bbox_dn: 0.2458 (0.2637) loss_giou_dn: 0.4316 (0.4415) loss_class_dn_0: 0.4628 (0.4763) loss_bbox_dn_0: 0.3524 (0.3655) loss_giou_dn_0: 0.5505 (0.5699) loss_class_dn_1: 0.3973 (0.4122) loss_bbox_dn_1: 0.2734 (0.2880) loss_giou_dn_1: 0.4676 (0.4724) loss_class_dn_2: 0.3761 (0.3915) loss_bbox_dn_2: 0.2511 (0.2678) loss_giou_dn_2: 0.4400 (0.4478) loss_class_dn_3: 0.3693 (0.3852) loss_bbox_dn_3: 0.2476 (0.2646) loss_giou_dn_3: 0.4327 (0.4428) loss_class_dn_4: 0.3663 (0.3831) loss_bbox_dn_4: 0.2458 (0.2637) loss_giou_dn_4: 0.4319 (0.4414) loss_class_hybrid: 0.7603 (0.7560) loss_bbox_hybrid: 0.1741 (0.1915) loss_giou_hybrid: 0.4008 (0.4206) loss_class_0_hybrid: 0.8124 (0.8241) loss_bbox_0_hybrid: 0.1917 (0.2000) loss_giou_0_hybrid: 0.4147 (0.4371) loss_class_1_hybrid: 0.8074 (0.7811) loss_bbox_1_hybrid: 0.1841 (0.1951) loss_giou_1_hybrid: 0.4045 (0.4273) loss_class_2_hybrid: 0.7919 (0.7679) loss_bbox_2_hybrid: 0.1783 (0.1918) loss_giou_2_hybrid: 0.4025 (0.4222) loss_class_3_hybrid: 0.7661 (0.7596) loss_bbox_3_hybrid: 0.1758 (0.1915) loss_giou_3_hybrid: 0.4068 (0.4210) loss_class_4_hybrid: 0.7662 (0.7561) loss_bbox_4_hybrid: 0.1757 (0.1916) loss_giou_4_hybrid: 0.4062 (0.4208) loss_class_enc_hybrid: 0.8160 (0.7884) loss_bbox_enc_hybrid: 0.2286 (0.2386) loss_giou_enc_hybrid: 0.4688 (0.4972) mem: 1021 max mem: 36965 [2024-01-15 15:50:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:51:00 det.util.engine] INFO: Epoch: [7] [7700/11727] eta: 1:12:25 lr: 0.000100 data_time: 0.0033 iter_time: 1.0237 loss: 26.5080 (26.5937) loss_class: 0.7236 (0.7535) loss_bbox: 0.1658 (0.1788) loss_giou: 0.3647 (0.3912) loss_class_0: 0.8855 (0.9308) loss_bbox_0: 0.1561 (0.1785) loss_giou_0: 0.3693 (0.3954) loss_class_1: 0.8091 (0.8114) loss_bbox_1: 0.1541 (0.1796) loss_giou_1: 0.3757 (0.3940) loss_class_2: 0.7610 (0.7799) loss_bbox_2: 0.1538 (0.1778) loss_giou_2: 0.3677 (0.3915) loss_class_3: 0.7303 (0.7624) loss_bbox_3: 0.1654 (0.1782) loss_giou_3: 0.3742 (0.3913) loss_class_4: 0.7266 (0.7546) loss_bbox_4: 0.1668 (0.1788) loss_giou_4: 0.3645 (0.3915) loss_class_enc: 0.8829 (0.8763) loss_bbox_enc: 0.1870 (0.2131) loss_giou_enc: 0.4285 (0.4475) loss_class_dn: 0.3730 (0.3831) loss_bbox_dn: 0.2334 (0.2636) loss_giou_dn: 0.4207 (0.4415) loss_class_dn_0: 0.4664 (0.4763) loss_bbox_dn_0: 0.3474 (0.3654) loss_giou_dn_0: 0.5537 (0.5699) loss_class_dn_1: 0.4036 (0.4121) loss_bbox_dn_1: 0.2624 (0.2878) loss_giou_dn_1: 0.4629 (0.4723) loss_class_dn_2: 0.3818 (0.3915) loss_bbox_dn_2: 0.2396 (0.2676) loss_giou_dn_2: 0.4354 (0.4477) loss_class_dn_3: 0.3737 (0.3852) loss_bbox_dn_3: 0.2344 (0.2644) loss_giou_dn_3: 0.4264 (0.4427) loss_class_dn_4: 0.3715 (0.3831) loss_bbox_dn_4: 0.2333 (0.2636) loss_giou_dn_4: 0.4207 (0.4413) loss_class_hybrid: 0.7419 (0.7560) loss_bbox_hybrid: 0.1676 (0.1914) loss_giou_hybrid: 0.3822 (0.4205) loss_class_0_hybrid: 0.8091 (0.8240) loss_bbox_0_hybrid: 0.1715 (0.1999) loss_giou_0_hybrid: 0.4177 (0.4371) loss_class_1_hybrid: 0.7720 (0.7810) loss_bbox_1_hybrid: 0.1672 (0.1950) loss_giou_1_hybrid: 0.3905 (0.4273) loss_class_2_hybrid: 0.7547 (0.7679) loss_bbox_2_hybrid: 0.1648 (0.1917) loss_giou_2_hybrid: 0.3778 (0.4222) loss_class_3_hybrid: 0.7402 (0.7596) loss_bbox_3_hybrid: 0.1681 (0.1914) loss_giou_3_hybrid: 0.3815 (0.4210) loss_class_4_hybrid: 0.7443 (0.7561) loss_bbox_4_hybrid: 0.1662 (0.1915) loss_giou_4_hybrid: 0.3819 (0.4208) loss_class_enc_hybrid: 0.7891 (0.7884) loss_bbox_enc_hybrid: 0.2142 (0.2384) loss_giou_enc_hybrid: 0.4726 (0.4972) mem: 1016 max mem: 36965 [2024-01-15 15:51:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:51:54 det.util.engine] INFO: Epoch: [7] [7750/11727] eta: 1:11:31 lr: 0.000100 data_time: 0.0035 iter_time: 1.0628 loss: 26.4929 (26.5953) loss_class: 0.7399 (0.7535) loss_bbox: 0.1675 (0.1788) loss_giou: 0.3866 (0.3913) loss_class_0: 0.9060 (0.9308) loss_bbox_0: 0.1715 (0.1785) loss_giou_0: 0.4062 (0.3954) loss_class_1: 0.8094 (0.8115) loss_bbox_1: 0.1574 (0.1796) loss_giou_1: 0.3841 (0.3941) loss_class_2: 0.7937 (0.7799) loss_bbox_2: 0.1589 (0.1778) loss_giou_2: 0.3802 (0.3915) loss_class_3: 0.7705 (0.7625) loss_bbox_3: 0.1618 (0.1782) loss_giou_3: 0.3821 (0.3913) loss_class_4: 0.7602 (0.7546) loss_bbox_4: 0.1674 (0.1788) loss_giou_4: 0.3864 (0.3915) loss_class_enc: 0.8537 (0.8764) loss_bbox_enc: 0.1981 (0.2132) loss_giou_enc: 0.4523 (0.4475) loss_class_dn: 0.3821 (0.3831) loss_bbox_dn: 0.2480 (0.2636) loss_giou_dn: 0.4206 (0.4414) loss_class_dn_0: 0.4733 (0.4763) loss_bbox_dn_0: 0.3722 (0.3655) loss_giou_dn_0: 0.5722 (0.5699) loss_class_dn_1: 0.4158 (0.4122) loss_bbox_dn_1: 0.2851 (0.2879) loss_giou_dn_1: 0.4608 (0.4723) loss_class_dn_2: 0.3932 (0.3915) loss_bbox_dn_2: 0.2540 (0.2677) loss_giou_dn_2: 0.4336 (0.4477) loss_class_dn_3: 0.3806 (0.3852) loss_bbox_dn_3: 0.2518 (0.2645) loss_giou_dn_3: 0.4228 (0.4427) loss_class_dn_4: 0.3778 (0.3830) loss_bbox_dn_4: 0.2479 (0.2636) loss_giou_dn_4: 0.4206 (0.4413) loss_class_hybrid: 0.7279 (0.7561) loss_bbox_hybrid: 0.1755 (0.1914) loss_giou_hybrid: 0.4202 (0.4206) loss_class_0_hybrid: 0.8000 (0.8240) loss_bbox_0_hybrid: 0.1869 (0.2000) loss_giou_0_hybrid: 0.4372 (0.4371) loss_class_1_hybrid: 0.7763 (0.7811) loss_bbox_1_hybrid: 0.1794 (0.1951) loss_giou_1_hybrid: 0.4289 (0.4273) loss_class_2_hybrid: 0.7659 (0.7680) loss_bbox_2_hybrid: 0.1759 (0.1917) loss_giou_2_hybrid: 0.4222 (0.4222) loss_class_3_hybrid: 0.7389 (0.7596) loss_bbox_3_hybrid: 0.1762 (0.1914) loss_giou_3_hybrid: 0.4225 (0.4210) loss_class_4_hybrid: 0.7355 (0.7561) loss_bbox_4_hybrid: 0.1773 (0.1915) loss_giou_4_hybrid: 0.4214 (0.4208) loss_class_enc_hybrid: 0.7898 (0.7885) loss_bbox_enc_hybrid: 0.2246 (0.2385) loss_giou_enc_hybrid: 0.4923 (0.4972) mem: 1028 max mem: 36965 [2024-01-15 15:51:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:52:47 det.util.engine] INFO: Epoch: [7] [7800/11727] eta: 1:10:37 lr: 0.000100 data_time: 0.0035 iter_time: 1.0769 loss: 26.8371 (26.5979) loss_class: 0.7706 (0.7536) loss_bbox: 0.1716 (0.1788) loss_giou: 0.3725 (0.3912) loss_class_0: 0.9324 (0.9310) loss_bbox_0: 0.1766 (0.1786) loss_giou_0: 0.3748 (0.3954) loss_class_1: 0.8344 (0.8117) loss_bbox_1: 0.1723 (0.1796) loss_giou_1: 0.3682 (0.3940) loss_class_2: 0.8064 (0.7801) loss_bbox_2: 0.1703 (0.1779) loss_giou_2: 0.3714 (0.3915) loss_class_3: 0.7709 (0.7626) loss_bbox_3: 0.1718 (0.1782) loss_giou_3: 0.3737 (0.3912) loss_class_4: 0.7665 (0.7548) loss_bbox_4: 0.1709 (0.1788) loss_giou_4: 0.3703 (0.3915) loss_class_enc: 0.9088 (0.8765) loss_bbox_enc: 0.2022 (0.2132) loss_giou_enc: 0.4329 (0.4475) loss_class_dn: 0.3791 (0.3831) loss_bbox_dn: 0.2735 (0.2637) loss_giou_dn: 0.4467 (0.4415) loss_class_dn_0: 0.4848 (0.4763) loss_bbox_dn_0: 0.3678 (0.3656) loss_giou_dn_0: 0.5795 (0.5699) loss_class_dn_1: 0.4143 (0.4122) loss_bbox_dn_1: 0.2947 (0.2880) loss_giou_dn_1: 0.4758 (0.4724) loss_class_dn_2: 0.3883 (0.3915) loss_bbox_dn_2: 0.2833 (0.2678) loss_giou_dn_2: 0.4500 (0.4478) loss_class_dn_3: 0.3840 (0.3852) loss_bbox_dn_3: 0.2757 (0.2646) loss_giou_dn_3: 0.4481 (0.4428) loss_class_dn_4: 0.3793 (0.3831) loss_bbox_dn_4: 0.2733 (0.2637) loss_giou_dn_4: 0.4468 (0.4413) loss_class_hybrid: 0.7703 (0.7562) loss_bbox_hybrid: 0.1873 (0.1914) loss_giou_hybrid: 0.4159 (0.4205) loss_class_0_hybrid: 0.8575 (0.8241) loss_bbox_0_hybrid: 0.1990 (0.2000) loss_giou_0_hybrid: 0.4353 (0.4371) loss_class_1_hybrid: 0.8008 (0.7812) loss_bbox_1_hybrid: 0.1923 (0.1951) loss_giou_1_hybrid: 0.4176 (0.4273) loss_class_2_hybrid: 0.7988 (0.7681) loss_bbox_2_hybrid: 0.1909 (0.1918) loss_giou_2_hybrid: 0.4180 (0.4222) loss_class_3_hybrid: 0.7839 (0.7597) loss_bbox_3_hybrid: 0.1888 (0.1914) loss_giou_3_hybrid: 0.4192 (0.4210) loss_class_4_hybrid: 0.7826 (0.7562) loss_bbox_4_hybrid: 0.1891 (0.1915) loss_giou_4_hybrid: 0.4166 (0.4208) loss_class_enc_hybrid: 0.7863 (0.7886) loss_bbox_enc_hybrid: 0.2275 (0.2385) loss_giou_enc_hybrid: 0.4896 (0.4972) mem: 1029 max mem: 36965 [2024-01-15 15:52:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:53:43 det.util.engine] INFO: Epoch: [7] [7850/11727] eta: 1:09:44 lr: 0.000100 data_time: 0.0035 iter_time: 1.1491 loss: 26.2563 (26.6002) loss_class: 0.7389 (0.7537) loss_bbox: 0.1797 (0.1788) loss_giou: 0.3927 (0.3912) loss_class_0: 0.9075 (0.9310) loss_bbox_0: 0.1753 (0.1786) loss_giou_0: 0.3844 (0.3954) loss_class_1: 0.7845 (0.8118) loss_bbox_1: 0.1777 (0.1796) loss_giou_1: 0.3914 (0.3941) loss_class_2: 0.7686 (0.7802) loss_bbox_2: 0.1783 (0.1779) loss_giou_2: 0.3877 (0.3915) loss_class_3: 0.7435 (0.7628) loss_bbox_3: 0.1810 (0.1782) loss_giou_3: 0.3957 (0.3912) loss_class_4: 0.7401 (0.7549) loss_bbox_4: 0.1803 (0.1789) loss_giou_4: 0.3925 (0.3915) loss_class_enc: 0.8651 (0.8766) loss_bbox_enc: 0.2043 (0.2132) loss_giou_enc: 0.4317 (0.4475) loss_class_dn: 0.3870 (0.3832) loss_bbox_dn: 0.2587 (0.2637) loss_giou_dn: 0.4437 (0.4415) loss_class_dn_0: 0.4785 (0.4763) loss_bbox_dn_0: 0.3397 (0.3656) loss_giou_dn_0: 0.5740 (0.5699) loss_class_dn_1: 0.4148 (0.4122) loss_bbox_dn_1: 0.2812 (0.2880) loss_giou_dn_1: 0.4744 (0.4724) loss_class_dn_2: 0.3979 (0.3916) loss_bbox_dn_2: 0.2598 (0.2678) loss_giou_dn_2: 0.4487 (0.4478) loss_class_dn_3: 0.3905 (0.3853) loss_bbox_dn_3: 0.2583 (0.2646) loss_giou_dn_3: 0.4447 (0.4428) loss_class_dn_4: 0.3897 (0.3831) loss_bbox_dn_4: 0.2586 (0.2637) loss_giou_dn_4: 0.4437 (0.4414) loss_class_hybrid: 0.7572 (0.7563) loss_bbox_hybrid: 0.1852 (0.1914) loss_giou_hybrid: 0.4306 (0.4206) loss_class_0_hybrid: 0.7884 (0.8242) loss_bbox_0_hybrid: 0.1944 (0.2000) loss_giou_0_hybrid: 0.4403 (0.4372) loss_class_1_hybrid: 0.7560 (0.7812) loss_bbox_1_hybrid: 0.1883 (0.1951) loss_giou_1_hybrid: 0.4290 (0.4273) loss_class_2_hybrid: 0.7826 (0.7682) loss_bbox_2_hybrid: 0.1866 (0.1918) loss_giou_2_hybrid: 0.4249 (0.4222) loss_class_3_hybrid: 0.7575 (0.7598) loss_bbox_3_hybrid: 0.1840 (0.1915) loss_giou_3_hybrid: 0.4260 (0.4210) loss_class_4_hybrid: 0.7630 (0.7563) loss_bbox_4_hybrid: 0.1837 (0.1915) loss_giou_4_hybrid: 0.4284 (0.4208) loss_class_enc_hybrid: 0.7788 (0.7886) loss_bbox_enc_hybrid: 0.2265 (0.2385) loss_giou_enc_hybrid: 0.4792 (0.4972) mem: 1021 max mem: 36965 [2024-01-15 15:53:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:54:36 det.util.engine] INFO: Epoch: [7] [7900/11727] eta: 1:08:49 lr: 0.000100 data_time: 0.0034 iter_time: 1.0572 loss: 25.7322 (26.6009) loss_class: 0.7482 (0.7538) loss_bbox: 0.1630 (0.1789) loss_giou: 0.3042 (0.3912) loss_class_0: 0.9279 (0.9311) loss_bbox_0: 0.1799 (0.1786) loss_giou_0: 0.3237 (0.3954) loss_class_1: 0.8349 (0.8118) loss_bbox_1: 0.1758 (0.1797) loss_giou_1: 0.3246 (0.3940) loss_class_2: 0.7892 (0.7802) loss_bbox_2: 0.1734 (0.1779) loss_giou_2: 0.3138 (0.3914) loss_class_3: 0.7733 (0.7628) loss_bbox_3: 0.1651 (0.1783) loss_giou_3: 0.3060 (0.3912) loss_class_4: 0.7702 (0.7550) loss_bbox_4: 0.1630 (0.1789) loss_giou_4: 0.2996 (0.3914) loss_class_enc: 0.8660 (0.8766) loss_bbox_enc: 0.2079 (0.2132) loss_giou_enc: 0.3822 (0.4474) loss_class_dn: 0.3679 (0.3831) loss_bbox_dn: 0.2513 (0.2638) loss_giou_dn: 0.3989 (0.4414) loss_class_dn_0: 0.4709 (0.4763) loss_bbox_dn_0: 0.3740 (0.3658) loss_giou_dn_0: 0.5502 (0.5699) loss_class_dn_1: 0.4079 (0.4122) loss_bbox_dn_1: 0.2880 (0.2881) loss_giou_dn_1: 0.4481 (0.4723) loss_class_dn_2: 0.3861 (0.3915) loss_bbox_dn_2: 0.2620 (0.2679) loss_giou_dn_2: 0.4079 (0.4477) loss_class_dn_3: 0.3712 (0.3852) loss_bbox_dn_3: 0.2533 (0.2647) loss_giou_dn_3: 0.4001 (0.4427) loss_class_dn_4: 0.3700 (0.3831) loss_bbox_dn_4: 0.2511 (0.2638) loss_giou_dn_4: 0.3988 (0.4413) loss_class_hybrid: 0.7750 (0.7564) loss_bbox_hybrid: 0.1788 (0.1915) loss_giou_hybrid: 0.3162 (0.4205) loss_class_0_hybrid: 0.8153 (0.8243) loss_bbox_0_hybrid: 0.1952 (0.2001) loss_giou_0_hybrid: 0.3401 (0.4371) loss_class_1_hybrid: 0.7937 (0.7814) loss_bbox_1_hybrid: 0.1851 (0.1951) loss_giou_1_hybrid: 0.3351 (0.4272) loss_class_2_hybrid: 0.7851 (0.7683) loss_bbox_2_hybrid: 0.1784 (0.1918) loss_giou_2_hybrid: 0.3245 (0.4221) loss_class_3_hybrid: 0.7751 (0.7600) loss_bbox_3_hybrid: 0.1748 (0.1915) loss_giou_3_hybrid: 0.3159 (0.4209) loss_class_4_hybrid: 0.7684 (0.7564) loss_bbox_4_hybrid: 0.1742 (0.1916) loss_giou_4_hybrid: 0.3155 (0.4207) loss_class_enc_hybrid: 0.7949 (0.7887) loss_bbox_enc_hybrid: 0.2327 (0.2385) loss_giou_enc_hybrid: 0.4125 (0.4971) mem: 1016 max mem: 36965 [2024-01-15 15:54:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:55:31 det.util.engine] INFO: Epoch: [7] [7950/11727] eta: 1:07:56 lr: 0.000100 data_time: 0.0033 iter_time: 1.0952 loss: 26.9438 (26.6017) loss_class: 0.7797 (0.7538) loss_bbox: 0.1875 (0.1788) loss_giou: 0.3996 (0.3912) loss_class_0: 0.9449 (0.9310) loss_bbox_0: 0.1908 (0.1786) loss_giou_0: 0.4059 (0.3954) loss_class_1: 0.8064 (0.8118) loss_bbox_1: 0.1884 (0.1797) loss_giou_1: 0.4097 (0.3941) loss_class_2: 0.7687 (0.7802) loss_bbox_2: 0.1907 (0.1779) loss_giou_2: 0.4048 (0.3915) loss_class_3: 0.7623 (0.7628) loss_bbox_3: 0.1849 (0.1782) loss_giou_3: 0.4051 (0.3912) loss_class_4: 0.7701 (0.7550) loss_bbox_4: 0.1822 (0.1789) loss_giou_4: 0.3992 (0.3915) loss_class_enc: 0.8789 (0.8766) loss_bbox_enc: 0.2134 (0.2132) loss_giou_enc: 0.4537 (0.4475) loss_class_dn: 0.3892 (0.3831) loss_bbox_dn: 0.2704 (0.2638) loss_giou_dn: 0.4604 (0.4415) loss_class_dn_0: 0.4710 (0.4763) loss_bbox_dn_0: 0.3748 (0.3657) loss_giou_dn_0: 0.6028 (0.5699) loss_class_dn_1: 0.4146 (0.4122) loss_bbox_dn_1: 0.2992 (0.2881) loss_giou_dn_1: 0.4923 (0.4724) loss_class_dn_2: 0.3971 (0.3915) loss_bbox_dn_2: 0.2770 (0.2679) loss_giou_dn_2: 0.4712 (0.4478) loss_class_dn_3: 0.3958 (0.3852) loss_bbox_dn_3: 0.2703 (0.2647) loss_giou_dn_3: 0.4623 (0.4428) loss_class_dn_4: 0.3882 (0.3831) loss_bbox_dn_4: 0.2704 (0.2638) loss_giou_dn_4: 0.4605 (0.4413) loss_class_hybrid: 0.7609 (0.7564) loss_bbox_hybrid: 0.1990 (0.1914) loss_giou_hybrid: 0.4274 (0.4205) loss_class_0_hybrid: 0.8396 (0.8243) loss_bbox_0_hybrid: 0.2080 (0.2001) loss_giou_0_hybrid: 0.4401 (0.4372) loss_class_1_hybrid: 0.7868 (0.7814) loss_bbox_1_hybrid: 0.1974 (0.1951) loss_giou_1_hybrid: 0.4320 (0.4273) loss_class_2_hybrid: 0.7782 (0.7683) loss_bbox_2_hybrid: 0.1989 (0.1918) loss_giou_2_hybrid: 0.4309 (0.4221) loss_class_3_hybrid: 0.7639 (0.7600) loss_bbox_3_hybrid: 0.1999 (0.1914) loss_giou_3_hybrid: 0.4250 (0.4209) loss_class_4_hybrid: 0.7506 (0.7565) loss_bbox_4_hybrid: 0.2033 (0.1915) loss_giou_4_hybrid: 0.4269 (0.4208) loss_class_enc_hybrid: 0.8059 (0.7886) loss_bbox_enc_hybrid: 0.2397 (0.2385) loss_giou_enc_hybrid: 0.5040 (0.4972) mem: 1023 max mem: 36965 [2024-01-15 15:55:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:56:24 det.util.engine] INFO: Epoch: [7] [8000/11727] eta: 1:07:02 lr: 0.000100 data_time: 0.0033 iter_time: 1.0436 loss: 26.7040 (26.6045) loss_class: 0.7434 (0.7540) loss_bbox: 0.1869 (0.1788) loss_giou: 0.3837 (0.3913) loss_class_0: 0.9163 (0.9311) loss_bbox_0: 0.1797 (0.1786) loss_giou_0: 0.3760 (0.3955) loss_class_1: 0.8171 (0.8119) loss_bbox_1: 0.1822 (0.1797) loss_giou_1: 0.3854 (0.3942) loss_class_2: 0.7679 (0.7803) loss_bbox_2: 0.1833 (0.1779) loss_giou_2: 0.3878 (0.3916) loss_class_3: 0.7333 (0.7630) loss_bbox_3: 0.1879 (0.1782) loss_giou_3: 0.3912 (0.3913) loss_class_4: 0.7397 (0.7551) loss_bbox_4: 0.1869 (0.1789) loss_giou_4: 0.3858 (0.3916) loss_class_enc: 0.8974 (0.8768) loss_bbox_enc: 0.2103 (0.2132) loss_giou_enc: 0.4469 (0.4475) loss_class_dn: 0.3819 (0.3831) loss_bbox_dn: 0.2522 (0.2638) loss_giou_dn: 0.4359 (0.4415) loss_class_dn_0: 0.4720 (0.4764) loss_bbox_dn_0: 0.3541 (0.3657) loss_giou_dn_0: 0.5688 (0.5699) loss_class_dn_1: 0.4143 (0.4122) loss_bbox_dn_1: 0.2791 (0.2881) loss_giou_dn_1: 0.4711 (0.4724) loss_class_dn_2: 0.3899 (0.3915) loss_bbox_dn_2: 0.2593 (0.2679) loss_giou_dn_2: 0.4451 (0.4478) loss_class_dn_3: 0.3845 (0.3852) loss_bbox_dn_3: 0.2541 (0.2646) loss_giou_dn_3: 0.4381 (0.4428) loss_class_dn_4: 0.3802 (0.3831) loss_bbox_dn_4: 0.2523 (0.2638) loss_giou_dn_4: 0.4352 (0.4414) loss_class_hybrid: 0.7483 (0.7565) loss_bbox_hybrid: 0.2000 (0.1914) loss_giou_hybrid: 0.3958 (0.4206) loss_class_0_hybrid: 0.8300 (0.8244) loss_bbox_0_hybrid: 0.2005 (0.2000) loss_giou_0_hybrid: 0.4129 (0.4372) loss_class_1_hybrid: 0.7924 (0.7815) loss_bbox_1_hybrid: 0.2004 (0.1951) loss_giou_1_hybrid: 0.4045 (0.4274) loss_class_2_hybrid: 0.7859 (0.7684) loss_bbox_2_hybrid: 0.2010 (0.1918) loss_giou_2_hybrid: 0.3985 (0.4222) loss_class_3_hybrid: 0.7574 (0.7601) loss_bbox_3_hybrid: 0.1993 (0.1914) loss_giou_3_hybrid: 0.3964 (0.4210) loss_class_4_hybrid: 0.7493 (0.7566) loss_bbox_4_hybrid: 0.2018 (0.1915) loss_giou_4_hybrid: 0.3954 (0.4209) loss_class_enc_hybrid: 0.7904 (0.7887) loss_bbox_enc_hybrid: 0.2288 (0.2385) loss_giou_enc_hybrid: 0.4735 (0.4972) mem: 1032 max mem: 36965 [2024-01-15 15:56:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:57:18 det.util.engine] INFO: Epoch: [7] [8050/11727] eta: 1:06:08 lr: 0.000100 data_time: 0.0032 iter_time: 1.0483 loss: 26.5610 (26.6033) loss_class: 0.7136 (0.7538) loss_bbox: 0.1650 (0.1788) loss_giou: 0.4085 (0.3914) loss_class_0: 0.8571 (0.9309) loss_bbox_0: 0.1569 (0.1786) loss_giou_0: 0.4100 (0.3956) loss_class_1: 0.7708 (0.8118) loss_bbox_1: 0.1775 (0.1797) loss_giou_1: 0.4063 (0.3942) loss_class_2: 0.7134 (0.7801) loss_bbox_2: 0.1627 (0.1779) loss_giou_2: 0.4122 (0.3917) loss_class_3: 0.7220 (0.7629) loss_bbox_3: 0.1651 (0.1782) loss_giou_3: 0.4135 (0.3914) loss_class_4: 0.7050 (0.7550) loss_bbox_4: 0.1708 (0.1789) loss_giou_4: 0.4087 (0.3917) loss_class_enc: 0.8066 (0.8767) loss_bbox_enc: 0.1966 (0.2132) loss_giou_enc: 0.4665 (0.4476) loss_class_dn: 0.3819 (0.3831) loss_bbox_dn: 0.2231 (0.2638) loss_giou_dn: 0.4486 (0.4416) loss_class_dn_0: 0.4656 (0.4764) loss_bbox_dn_0: 0.3238 (0.3656) loss_giou_dn_0: 0.5680 (0.5700) loss_class_dn_1: 0.4066 (0.4122) loss_bbox_dn_1: 0.2558 (0.2880) loss_giou_dn_1: 0.4772 (0.4724) loss_class_dn_2: 0.3903 (0.3915) loss_bbox_dn_2: 0.2266 (0.2678) loss_giou_dn_2: 0.4549 (0.4479) loss_class_dn_3: 0.3819 (0.3852) loss_bbox_dn_3: 0.2237 (0.2646) loss_giou_dn_3: 0.4521 (0.4428) loss_class_dn_4: 0.3771 (0.3831) loss_bbox_dn_4: 0.2231 (0.2637) loss_giou_dn_4: 0.4487 (0.4414) loss_class_hybrid: 0.7079 (0.7564) loss_bbox_hybrid: 0.1836 (0.1914) loss_giou_hybrid: 0.4209 (0.4207) loss_class_0_hybrid: 0.7653 (0.8243) loss_bbox_0_hybrid: 0.1871 (0.2000) loss_giou_0_hybrid: 0.4365 (0.4373) loss_class_1_hybrid: 0.7168 (0.7814) loss_bbox_1_hybrid: 0.1829 (0.1951) loss_giou_1_hybrid: 0.4261 (0.4274) loss_class_2_hybrid: 0.7078 (0.7683) loss_bbox_2_hybrid: 0.1763 (0.1918) loss_giou_2_hybrid: 0.4261 (0.4223) loss_class_3_hybrid: 0.7035 (0.7599) loss_bbox_3_hybrid: 0.1730 (0.1914) loss_giou_3_hybrid: 0.4223 (0.4211) loss_class_4_hybrid: 0.7021 (0.7564) loss_bbox_4_hybrid: 0.1880 (0.1915) loss_giou_4_hybrid: 0.4211 (0.4209) loss_class_enc_hybrid: 0.7394 (0.7886) loss_bbox_enc_hybrid: 0.2168 (0.2385) loss_giou_enc_hybrid: 0.5108 (0.4973) mem: 1033 max mem: 36965 [2024-01-15 15:57:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:58:13 det.util.engine] INFO: Epoch: [7] [8100/11727] eta: 1:05:14 lr: 0.000100 data_time: 0.0033 iter_time: 1.0768 loss: 26.5156 (26.6030) loss_class: 0.7408 (0.7539) loss_bbox: 0.1721 (0.1788) loss_giou: 0.3755 (0.3914) loss_class_0: 0.8937 (0.9309) loss_bbox_0: 0.1716 (0.1786) loss_giou_0: 0.3751 (0.3956) loss_class_1: 0.8061 (0.8118) loss_bbox_1: 0.1719 (0.1796) loss_giou_1: 0.3733 (0.3942) loss_class_2: 0.7781 (0.7802) loss_bbox_2: 0.1708 (0.1779) loss_giou_2: 0.3749 (0.3917) loss_class_3: 0.7326 (0.7629) loss_bbox_3: 0.1723 (0.1782) loss_giou_3: 0.3756 (0.3914) loss_class_4: 0.7348 (0.7550) loss_bbox_4: 0.1720 (0.1788) loss_giou_4: 0.3753 (0.3917) loss_class_enc: 0.8662 (0.8767) loss_bbox_enc: 0.1945 (0.2132) loss_giou_enc: 0.4340 (0.4476) loss_class_dn: 0.3785 (0.3831) loss_bbox_dn: 0.2473 (0.2637) loss_giou_dn: 0.4274 (0.4416) loss_class_dn_0: 0.4672 (0.4763) loss_bbox_dn_0: 0.3183 (0.3656) loss_giou_dn_0: 0.5659 (0.5700) loss_class_dn_1: 0.4020 (0.4122) loss_bbox_dn_1: 0.2585 (0.2880) loss_giou_dn_1: 0.4670 (0.4724) loss_class_dn_2: 0.3798 (0.3915) loss_bbox_dn_2: 0.2469 (0.2678) loss_giou_dn_2: 0.4339 (0.4479) loss_class_dn_3: 0.3751 (0.3852) loss_bbox_dn_3: 0.2460 (0.2646) loss_giou_dn_3: 0.4296 (0.4429) loss_class_dn_4: 0.3771 (0.3831) loss_bbox_dn_4: 0.2474 (0.2637) loss_giou_dn_4: 0.4274 (0.4414) loss_class_hybrid: 0.7543 (0.7564) loss_bbox_hybrid: 0.1910 (0.1914) loss_giou_hybrid: 0.3996 (0.4207) loss_class_0_hybrid: 0.8168 (0.8243) loss_bbox_0_hybrid: 0.1894 (0.2000) loss_giou_0_hybrid: 0.4171 (0.4373) loss_class_1_hybrid: 0.7747 (0.7814) loss_bbox_1_hybrid: 0.1889 (0.1951) loss_giou_1_hybrid: 0.4129 (0.4274) loss_class_2_hybrid: 0.7673 (0.7683) loss_bbox_2_hybrid: 0.1904 (0.1917) loss_giou_2_hybrid: 0.4069 (0.4223) loss_class_3_hybrid: 0.7502 (0.7599) loss_bbox_3_hybrid: 0.1918 (0.1914) loss_giou_3_hybrid: 0.3995 (0.4211) loss_class_4_hybrid: 0.7428 (0.7564) loss_bbox_4_hybrid: 0.1910 (0.1915) loss_giou_4_hybrid: 0.4012 (0.4209) loss_class_enc_hybrid: 0.7829 (0.7886) loss_bbox_enc_hybrid: 0.2215 (0.2384) loss_giou_enc_hybrid: 0.4853 (0.4973) mem: 1017 max mem: 36965 [2024-01-15 15:58:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 15:59:06 det.util.engine] INFO: Epoch: [7] [8150/11727] eta: 1:04:20 lr: 0.000100 data_time: 0.0034 iter_time: 1.0414 loss: 26.3270 (26.6030) loss_class: 0.7798 (0.7539) loss_bbox: 0.1501 (0.1788) loss_giou: 0.3838 (0.3915) loss_class_0: 0.9488 (0.9309) loss_bbox_0: 0.1502 (0.1785) loss_giou_0: 0.3917 (0.3957) loss_class_1: 0.8398 (0.8118) loss_bbox_1: 0.1519 (0.1796) loss_giou_1: 0.3788 (0.3943) loss_class_2: 0.7949 (0.7802) loss_bbox_2: 0.1454 (0.1778) loss_giou_2: 0.3918 (0.3918) loss_class_3: 0.7844 (0.7630) loss_bbox_3: 0.1490 (0.1781) loss_giou_3: 0.3794 (0.3915) loss_class_4: 0.7853 (0.7550) loss_bbox_4: 0.1492 (0.1788) loss_giou_4: 0.3803 (0.3917) loss_class_enc: 0.9065 (0.8767) loss_bbox_enc: 0.1820 (0.2131) loss_giou_enc: 0.4409 (0.4476) loss_class_dn: 0.3851 (0.3831) loss_bbox_dn: 0.2163 (0.2636) loss_giou_dn: 0.4260 (0.4416) loss_class_dn_0: 0.4668 (0.4763) loss_bbox_dn_0: 0.3403 (0.3655) loss_giou_dn_0: 0.5573 (0.5700) loss_class_dn_1: 0.4092 (0.4122) loss_bbox_dn_1: 0.2526 (0.2879) loss_giou_dn_1: 0.4685 (0.4724) loss_class_dn_2: 0.3918 (0.3915) loss_bbox_dn_2: 0.2236 (0.2677) loss_giou_dn_2: 0.4357 (0.4479) loss_class_dn_3: 0.3892 (0.3852) loss_bbox_dn_3: 0.2186 (0.2645) loss_giou_dn_3: 0.4277 (0.4429) loss_class_dn_4: 0.3856 (0.3831) loss_bbox_dn_4: 0.2163 (0.2636) loss_giou_dn_4: 0.4261 (0.4414) loss_class_hybrid: 0.7577 (0.7565) loss_bbox_hybrid: 0.1598 (0.1913) loss_giou_hybrid: 0.4094 (0.4208) loss_class_0_hybrid: 0.8378 (0.8243) loss_bbox_0_hybrid: 0.1777 (0.2000) loss_giou_0_hybrid: 0.4213 (0.4374) loss_class_1_hybrid: 0.7930 (0.7814) loss_bbox_1_hybrid: 0.1621 (0.1950) loss_giou_1_hybrid: 0.4133 (0.4275) loss_class_2_hybrid: 0.7798 (0.7684) loss_bbox_2_hybrid: 0.1575 (0.1917) loss_giou_2_hybrid: 0.4100 (0.4224) loss_class_3_hybrid: 0.7698 (0.7600) loss_bbox_3_hybrid: 0.1597 (0.1913) loss_giou_3_hybrid: 0.4091 (0.4212) loss_class_4_hybrid: 0.7726 (0.7565) loss_bbox_4_hybrid: 0.1595 (0.1914) loss_giou_4_hybrid: 0.4118 (0.4210) loss_class_enc_hybrid: 0.7970 (0.7886) loss_bbox_enc_hybrid: 0.2168 (0.2384) loss_giou_enc_hybrid: 0.4780 (0.4974) mem: 1032 max mem: 36965 [2024-01-15 15:59:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:00:00 det.util.engine] INFO: Epoch: [7] [8200/11727] eta: 1:03:26 lr: 0.000100 data_time: 0.0033 iter_time: 1.0632 loss: 27.0247 (26.6022) loss_class: 0.7672 (0.7539) loss_bbox: 0.1548 (0.1788) loss_giou: 0.3848 (0.3915) loss_class_0: 0.9477 (0.9309) loss_bbox_0: 0.1690 (0.1785) loss_giou_0: 0.3952 (0.3957) loss_class_1: 0.8014 (0.8117) loss_bbox_1: 0.1683 (0.1796) loss_giou_1: 0.3892 (0.3943) loss_class_2: 0.8069 (0.7802) loss_bbox_2: 0.1540 (0.1778) loss_giou_2: 0.3875 (0.3918) loss_class_3: 0.7860 (0.7630) loss_bbox_3: 0.1559 (0.1781) loss_giou_3: 0.3843 (0.3914) loss_class_4: 0.7785 (0.7550) loss_bbox_4: 0.1548 (0.1788) loss_giou_4: 0.3847 (0.3917) loss_class_enc: 0.8690 (0.8766) loss_bbox_enc: 0.2091 (0.2131) loss_giou_enc: 0.4411 (0.4476) loss_class_dn: 0.3785 (0.3831) loss_bbox_dn: 0.2524 (0.2636) loss_giou_dn: 0.4416 (0.4416) loss_class_dn_0: 0.4753 (0.4763) loss_bbox_dn_0: 0.3391 (0.3655) loss_giou_dn_0: 0.5584 (0.5700) loss_class_dn_1: 0.4119 (0.4122) loss_bbox_dn_1: 0.2657 (0.2879) loss_giou_dn_1: 0.4698 (0.4724) loss_class_dn_2: 0.3926 (0.3915) loss_bbox_dn_2: 0.2583 (0.2677) loss_giou_dn_2: 0.4486 (0.4479) loss_class_dn_3: 0.3853 (0.3852) loss_bbox_dn_3: 0.2542 (0.2644) loss_giou_dn_3: 0.4424 (0.4428) loss_class_dn_4: 0.3793 (0.3831) loss_bbox_dn_4: 0.2526 (0.2636) loss_giou_dn_4: 0.4417 (0.4414) loss_class_hybrid: 0.7700 (0.7564) loss_bbox_hybrid: 0.1792 (0.1914) loss_giou_hybrid: 0.4107 (0.4207) loss_class_0_hybrid: 0.8139 (0.8242) loss_bbox_0_hybrid: 0.1888 (0.2000) loss_giou_0_hybrid: 0.4208 (0.4373) loss_class_1_hybrid: 0.7616 (0.7814) loss_bbox_1_hybrid: 0.1833 (0.1950) loss_giou_1_hybrid: 0.4168 (0.4275) loss_class_2_hybrid: 0.7548 (0.7683) loss_bbox_2_hybrid: 0.1806 (0.1917) loss_giou_2_hybrid: 0.4116 (0.4224) loss_class_3_hybrid: 0.7738 (0.7600) loss_bbox_3_hybrid: 0.1820 (0.1913) loss_giou_3_hybrid: 0.4120 (0.4212) loss_class_4_hybrid: 0.7698 (0.7564) loss_bbox_4_hybrid: 0.1802 (0.1914) loss_giou_4_hybrid: 0.4110 (0.4210) loss_class_enc_hybrid: 0.8026 (0.7886) loss_bbox_enc_hybrid: 0.2288 (0.2384) loss_giou_enc_hybrid: 0.4744 (0.4974) mem: 1033 max mem: 36965 [2024-01-15 16:00:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:00:54 det.util.engine] INFO: Epoch: [7] [8250/11727] eta: 1:02:32 lr: 0.000100 data_time: 0.0033 iter_time: 1.0973 loss: 26.0035 (26.6026) loss_class: 0.7470 (0.7539) loss_bbox: 0.1775 (0.1788) loss_giou: 0.3954 (0.3915) loss_class_0: 0.9377 (0.9308) loss_bbox_0: 0.1665 (0.1785) loss_giou_0: 0.3971 (0.3957) loss_class_1: 0.8050 (0.8117) loss_bbox_1: 0.1684 (0.1796) loss_giou_1: 0.3926 (0.3944) loss_class_2: 0.7907 (0.7802) loss_bbox_2: 0.1653 (0.1778) loss_giou_2: 0.3924 (0.3918) loss_class_3: 0.7420 (0.7629) loss_bbox_3: 0.1768 (0.1782) loss_giou_3: 0.3971 (0.3915) loss_class_4: 0.7474 (0.7550) loss_bbox_4: 0.1696 (0.1788) loss_giou_4: 0.3993 (0.3917) loss_class_enc: 0.8702 (0.8766) loss_bbox_enc: 0.2194 (0.2131) loss_giou_enc: 0.4299 (0.4477) loss_class_dn: 0.3879 (0.3831) loss_bbox_dn: 0.2307 (0.2636) loss_giou_dn: 0.4325 (0.4415) loss_class_dn_0: 0.4746 (0.4763) loss_bbox_dn_0: 0.3302 (0.3655) loss_giou_dn_0: 0.5698 (0.5699) loss_class_dn_1: 0.4148 (0.4122) loss_bbox_dn_1: 0.2591 (0.2879) loss_giou_dn_1: 0.4626 (0.4724) loss_class_dn_2: 0.3954 (0.3915) loss_bbox_dn_2: 0.2350 (0.2677) loss_giou_dn_2: 0.4356 (0.4478) loss_class_dn_3: 0.3902 (0.3852) loss_bbox_dn_3: 0.2339 (0.2644) loss_giou_dn_3: 0.4322 (0.4428) loss_class_dn_4: 0.3875 (0.3830) loss_bbox_dn_4: 0.2306 (0.2636) loss_giou_dn_4: 0.4324 (0.4414) loss_class_hybrid: 0.7459 (0.7564) loss_bbox_hybrid: 0.1895 (0.1914) loss_giou_hybrid: 0.4114 (0.4208) loss_class_0_hybrid: 0.8437 (0.8242) loss_bbox_0_hybrid: 0.1868 (0.2000) loss_giou_0_hybrid: 0.4215 (0.4374) loss_class_1_hybrid: 0.7944 (0.7814) loss_bbox_1_hybrid: 0.1878 (0.1950) loss_giou_1_hybrid: 0.4101 (0.4275) loss_class_2_hybrid: 0.7747 (0.7683) loss_bbox_2_hybrid: 0.1866 (0.1917) loss_giou_2_hybrid: 0.4129 (0.4224) loss_class_3_hybrid: 0.7607 (0.7600) loss_bbox_3_hybrid: 0.1883 (0.1914) loss_giou_3_hybrid: 0.4087 (0.4212) loss_class_4_hybrid: 0.7458 (0.7564) loss_bbox_4_hybrid: 0.1889 (0.1915) loss_giou_4_hybrid: 0.4090 (0.4210) loss_class_enc_hybrid: 0.7937 (0.7886) loss_bbox_enc_hybrid: 0.2405 (0.2384) loss_giou_enc_hybrid: 0.4762 (0.4974) mem: 1019 max mem: 36965 [2024-01-15 16:00:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:01:49 det.util.engine] INFO: Epoch: [7] [8300/11727] eta: 1:01:38 lr: 0.000100 data_time: 0.0033 iter_time: 1.1081 loss: 25.6955 (26.6004) loss_class: 0.7159 (0.7539) loss_bbox: 0.1649 (0.1788) loss_giou: 0.3793 (0.3914) loss_class_0: 0.8678 (0.9308) loss_bbox_0: 0.1759 (0.1785) loss_giou_0: 0.3821 (0.3956) loss_class_1: 0.7821 (0.8117) loss_bbox_1: 0.1733 (0.1796) loss_giou_1: 0.3857 (0.3943) loss_class_2: 0.7455 (0.7802) loss_bbox_2: 0.1670 (0.1778) loss_giou_2: 0.3840 (0.3917) loss_class_3: 0.7600 (0.7629) loss_bbox_3: 0.1662 (0.1781) loss_giou_3: 0.3777 (0.3914) loss_class_4: 0.7478 (0.7550) loss_bbox_4: 0.1648 (0.1788) loss_giou_4: 0.3771 (0.3916) loss_class_enc: 0.8444 (0.8765) loss_bbox_enc: 0.2098 (0.2131) loss_giou_enc: 0.4352 (0.4476) loss_class_dn: 0.3896 (0.3831) loss_bbox_dn: 0.2348 (0.2636) loss_giou_dn: 0.4330 (0.4415) loss_class_dn_0: 0.4739 (0.4763) loss_bbox_dn_0: 0.3353 (0.3655) loss_giou_dn_0: 0.5505 (0.5699) loss_class_dn_1: 0.4135 (0.4122) loss_bbox_dn_1: 0.2573 (0.2878) loss_giou_dn_1: 0.4518 (0.4724) loss_class_dn_2: 0.3945 (0.3915) loss_bbox_dn_2: 0.2384 (0.2677) loss_giou_dn_2: 0.4358 (0.4478) loss_class_dn_3: 0.3894 (0.3852) loss_bbox_dn_3: 0.2352 (0.2644) loss_giou_dn_3: 0.4308 (0.4428) loss_class_dn_4: 0.3881 (0.3830) loss_bbox_dn_4: 0.2347 (0.2636) loss_giou_dn_4: 0.4330 (0.4414) loss_class_hybrid: 0.7049 (0.7564) loss_bbox_hybrid: 0.1776 (0.1914) loss_giou_hybrid: 0.4136 (0.4207) loss_class_0_hybrid: 0.8055 (0.8242) loss_bbox_0_hybrid: 0.1839 (0.2000) loss_giou_0_hybrid: 0.4270 (0.4373) loss_class_1_hybrid: 0.7459 (0.7814) loss_bbox_1_hybrid: 0.1784 (0.1950) loss_giou_1_hybrid: 0.4091 (0.4274) loss_class_2_hybrid: 0.7447 (0.7683) loss_bbox_2_hybrid: 0.1782 (0.1917) loss_giou_2_hybrid: 0.4110 (0.4223) loss_class_3_hybrid: 0.7130 (0.7600) loss_bbox_3_hybrid: 0.1763 (0.1913) loss_giou_3_hybrid: 0.4120 (0.4211) loss_class_4_hybrid: 0.7031 (0.7564) loss_bbox_4_hybrid: 0.1745 (0.1914) loss_giou_4_hybrid: 0.4120 (0.4209) loss_class_enc_hybrid: 0.7627 (0.7886) loss_bbox_enc_hybrid: 0.2211 (0.2384) loss_giou_enc_hybrid: 0.4703 (0.4973) mem: 1023 max mem: 36965 [2024-01-15 16:01:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:02:44 det.util.engine] INFO: Epoch: [7] [8350/11727] eta: 1:00:45 lr: 0.000100 data_time: 0.0033 iter_time: 1.1057 loss: 27.1295 (26.6023) loss_class: 0.7545 (0.7540) loss_bbox: 0.1745 (0.1788) loss_giou: 0.3746 (0.3914) loss_class_0: 0.9150 (0.9307) loss_bbox_0: 0.1878 (0.1786) loss_giou_0: 0.3796 (0.3956) loss_class_1: 0.8280 (0.8117) loss_bbox_1: 0.1858 (0.1797) loss_giou_1: 0.3607 (0.3943) loss_class_2: 0.7857 (0.7803) loss_bbox_2: 0.1720 (0.1779) loss_giou_2: 0.3670 (0.3917) loss_class_3: 0.7701 (0.7630) loss_bbox_3: 0.1824 (0.1782) loss_giou_3: 0.3767 (0.3914) loss_class_4: 0.7585 (0.7551) loss_bbox_4: 0.1744 (0.1788) loss_giou_4: 0.3814 (0.3916) loss_class_enc: 0.8750 (0.8765) loss_bbox_enc: 0.2106 (0.2132) loss_giou_enc: 0.4316 (0.4476) loss_class_dn: 0.3885 (0.3831) loss_bbox_dn: 0.2763 (0.2638) loss_giou_dn: 0.4386 (0.4415) loss_class_dn_0: 0.4779 (0.4763) loss_bbox_dn_0: 0.3798 (0.3656) loss_giou_dn_0: 0.5813 (0.5698) loss_class_dn_1: 0.4166 (0.4121) loss_bbox_dn_1: 0.3064 (0.2880) loss_giou_dn_1: 0.4814 (0.4724) loss_class_dn_2: 0.3947 (0.3915) loss_bbox_dn_2: 0.2833 (0.2678) loss_giou_dn_2: 0.4481 (0.4478) loss_class_dn_3: 0.3923 (0.3852) loss_bbox_dn_3: 0.2770 (0.2646) loss_giou_dn_3: 0.4424 (0.4428) loss_class_dn_4: 0.3898 (0.3830) loss_bbox_dn_4: 0.2765 (0.2637) loss_giou_dn_4: 0.4388 (0.4414) loss_class_hybrid: 0.7428 (0.7565) loss_bbox_hybrid: 0.1915 (0.1914) loss_giou_hybrid: 0.4081 (0.4206) loss_class_0_hybrid: 0.7995 (0.8243) loss_bbox_0_hybrid: 0.2091 (0.2000) loss_giou_0_hybrid: 0.4227 (0.4372) loss_class_1_hybrid: 0.7760 (0.7815) loss_bbox_1_hybrid: 0.2019 (0.1951) loss_giou_1_hybrid: 0.4130 (0.4273) loss_class_2_hybrid: 0.7619 (0.7684) loss_bbox_2_hybrid: 0.1971 (0.1917) loss_giou_2_hybrid: 0.4099 (0.4222) loss_class_3_hybrid: 0.7513 (0.7601) loss_bbox_3_hybrid: 0.1976 (0.1914) loss_giou_3_hybrid: 0.4103 (0.4210) loss_class_4_hybrid: 0.7461 (0.7565) loss_bbox_4_hybrid: 0.1948 (0.1915) loss_giou_4_hybrid: 0.4100 (0.4208) loss_class_enc_hybrid: 0.7796 (0.7887) loss_bbox_enc_hybrid: 0.2343 (0.2385) loss_giou_enc_hybrid: 0.4846 (0.4972) mem: 1018 max mem: 36965 [2024-01-15 16:02:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:03:37 det.util.engine] INFO: Epoch: [7] [8400/11727] eta: 0:59:50 lr: 0.000100 data_time: 0.0034 iter_time: 1.0644 loss: 25.9999 (26.5967) loss_class: 0.7433 (0.7538) loss_bbox: 0.1707 (0.1788) loss_giou: 0.3518 (0.3913) loss_class_0: 0.8757 (0.9305) loss_bbox_0: 0.1763 (0.1785) loss_giou_0: 0.3756 (0.3955) loss_class_1: 0.8083 (0.8115) loss_bbox_1: 0.1772 (0.1796) loss_giou_1: 0.3662 (0.3942) loss_class_2: 0.7955 (0.7801) loss_bbox_2: 0.1737 (0.1778) loss_giou_2: 0.3564 (0.3916) loss_class_3: 0.7641 (0.7628) loss_bbox_3: 0.1709 (0.1781) loss_giou_3: 0.3537 (0.3913) loss_class_4: 0.7472 (0.7550) loss_bbox_4: 0.1707 (0.1788) loss_giou_4: 0.3536 (0.3915) loss_class_enc: 0.8731 (0.8764) loss_bbox_enc: 0.2102 (0.2131) loss_giou_enc: 0.4077 (0.4475) loss_class_dn: 0.3845 (0.3830) loss_bbox_dn: 0.2591 (0.2636) loss_giou_dn: 0.4145 (0.4413) loss_class_dn_0: 0.4768 (0.4763) loss_bbox_dn_0: 0.3752 (0.3655) loss_giou_dn_0: 0.5546 (0.5697) loss_class_dn_1: 0.4070 (0.4121) loss_bbox_dn_1: 0.2826 (0.2879) loss_giou_dn_1: 0.4511 (0.4722) loss_class_dn_2: 0.3946 (0.3914) loss_bbox_dn_2: 0.2656 (0.2677) loss_giou_dn_2: 0.4188 (0.4476) loss_class_dn_3: 0.3820 (0.3851) loss_bbox_dn_3: 0.2576 (0.2645) loss_giou_dn_3: 0.4155 (0.4426) loss_class_dn_4: 0.3810 (0.3830) loss_bbox_dn_4: 0.2593 (0.2636) loss_giou_dn_4: 0.4138 (0.4412) loss_class_hybrid: 0.7401 (0.7564) loss_bbox_hybrid: 0.1894 (0.1914) loss_giou_hybrid: 0.3831 (0.4205) loss_class_0_hybrid: 0.8127 (0.8242) loss_bbox_0_hybrid: 0.1979 (0.2000) loss_giou_0_hybrid: 0.4176 (0.4371) loss_class_1_hybrid: 0.7777 (0.7814) loss_bbox_1_hybrid: 0.1926 (0.1950) loss_giou_1_hybrid: 0.3950 (0.4272) loss_class_2_hybrid: 0.7700 (0.7683) loss_bbox_2_hybrid: 0.1907 (0.1917) loss_giou_2_hybrid: 0.3846 (0.4221) loss_class_3_hybrid: 0.7510 (0.7599) loss_bbox_3_hybrid: 0.1893 (0.1914) loss_giou_3_hybrid: 0.3836 (0.4209) loss_class_4_hybrid: 0.7423 (0.7564) loss_bbox_4_hybrid: 0.1885 (0.1915) loss_giou_4_hybrid: 0.3829 (0.4207) loss_class_enc_hybrid: 0.7846 (0.7886) loss_bbox_enc_hybrid: 0.2399 (0.2384) loss_giou_enc_hybrid: 0.4702 (0.4971) mem: 1011 max mem: 36965 [2024-01-15 16:03:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:04:32 det.util.engine] INFO: Epoch: [7] [8450/11727] eta: 0:58:57 lr: 0.000100 data_time: 0.0033 iter_time: 1.0975 loss: 26.5900 (26.5971) loss_class: 0.7241 (0.7538) loss_bbox: 0.1675 (0.1788) loss_giou: 0.3823 (0.3914) loss_class_0: 0.8895 (0.9304) loss_bbox_0: 0.1707 (0.1785) loss_giou_0: 0.3960 (0.3957) loss_class_1: 0.7781 (0.8113) loss_bbox_1: 0.1684 (0.1796) loss_giou_1: 0.3956 (0.3943) loss_class_2: 0.7694 (0.7800) loss_bbox_2: 0.1673 (0.1778) loss_giou_2: 0.3858 (0.3917) loss_class_3: 0.7392 (0.7628) loss_bbox_3: 0.1663 (0.1781) loss_giou_3: 0.3834 (0.3914) loss_class_4: 0.7210 (0.7549) loss_bbox_4: 0.1693 (0.1788) loss_giou_4: 0.3878 (0.3916) loss_class_enc: 0.8445 (0.8763) loss_bbox_enc: 0.2092 (0.2131) loss_giou_enc: 0.4635 (0.4476) loss_class_dn: 0.3781 (0.3830) loss_bbox_dn: 0.2534 (0.2635) loss_giou_dn: 0.4132 (0.4414) loss_class_dn_0: 0.4695 (0.4763) loss_bbox_dn_0: 0.3303 (0.3654) loss_giou_dn_0: 0.5566 (0.5697) loss_class_dn_1: 0.4059 (0.4121) loss_bbox_dn_1: 0.2697 (0.2878) loss_giou_dn_1: 0.4509 (0.4723) loss_class_dn_2: 0.3850 (0.3914) loss_bbox_dn_2: 0.2520 (0.2676) loss_giou_dn_2: 0.4223 (0.4477) loss_class_dn_3: 0.3790 (0.3851) loss_bbox_dn_3: 0.2540 (0.2644) loss_giou_dn_3: 0.4160 (0.4427) loss_class_dn_4: 0.3783 (0.3830) loss_bbox_dn_4: 0.2535 (0.2635) loss_giou_dn_4: 0.4133 (0.4413) loss_class_hybrid: 0.7253 (0.7562) loss_bbox_hybrid: 0.1858 (0.1914) loss_giou_hybrid: 0.4167 (0.4208) loss_class_0_hybrid: 0.7777 (0.8241) loss_bbox_0_hybrid: 0.1905 (0.2000) loss_giou_0_hybrid: 0.4363 (0.4373) loss_class_1_hybrid: 0.7436 (0.7812) loss_bbox_1_hybrid: 0.1852 (0.1950) loss_giou_1_hybrid: 0.4228 (0.4275) loss_class_2_hybrid: 0.7520 (0.7682) loss_bbox_2_hybrid: 0.1850 (0.1917) loss_giou_2_hybrid: 0.4154 (0.4224) loss_class_3_hybrid: 0.7409 (0.7598) loss_bbox_3_hybrid: 0.1834 (0.1914) loss_giou_3_hybrid: 0.4181 (0.4212) loss_class_4_hybrid: 0.7165 (0.7563) loss_bbox_4_hybrid: 0.1858 (0.1915) loss_giou_4_hybrid: 0.4187 (0.4210) loss_class_enc_hybrid: 0.7630 (0.7885) loss_bbox_enc_hybrid: 0.2296 (0.2384) loss_giou_enc_hybrid: 0.4915 (0.4973) mem: 1027 max mem: 36965 [2024-01-15 16:04:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:05:26 det.util.engine] INFO: Epoch: [7] [8500/11727] eta: 0:58:03 lr: 0.000100 data_time: 0.0036 iter_time: 1.0828 loss: 26.3399 (26.5935) loss_class: 0.7370 (0.7536) loss_bbox: 0.1680 (0.1788) loss_giou: 0.3766 (0.3913) loss_class_0: 0.8618 (0.9301) loss_bbox_0: 0.1683 (0.1786) loss_giou_0: 0.3967 (0.3956) loss_class_1: 0.7762 (0.8112) loss_bbox_1: 0.1636 (0.1796) loss_giou_1: 0.3743 (0.3943) loss_class_2: 0.7640 (0.7799) loss_bbox_2: 0.1668 (0.1779) loss_giou_2: 0.3741 (0.3917) loss_class_3: 0.7379 (0.7626) loss_bbox_3: 0.1676 (0.1782) loss_giou_3: 0.3756 (0.3913) loss_class_4: 0.7281 (0.7548) loss_bbox_4: 0.1679 (0.1788) loss_giou_4: 0.3764 (0.3916) loss_class_enc: 0.8091 (0.8761) loss_bbox_enc: 0.1967 (0.2131) loss_giou_enc: 0.4356 (0.4475) loss_class_dn: 0.3802 (0.3830) loss_bbox_dn: 0.2454 (0.2635) loss_giou_dn: 0.4240 (0.4413) loss_class_dn_0: 0.4690 (0.4763) loss_bbox_dn_0: 0.3586 (0.3653) loss_giou_dn_0: 0.5383 (0.5696) loss_class_dn_1: 0.4037 (0.4121) loss_bbox_dn_1: 0.2813 (0.2878) loss_giou_dn_1: 0.4557 (0.4722) loss_class_dn_2: 0.3868 (0.3914) loss_bbox_dn_2: 0.2521 (0.2676) loss_giou_dn_2: 0.4312 (0.4476) loss_class_dn_3: 0.3782 (0.3851) loss_bbox_dn_3: 0.2471 (0.2644) loss_giou_dn_3: 0.4251 (0.4426) loss_class_dn_4: 0.3797 (0.3830) loss_bbox_dn_4: 0.2453 (0.2635) loss_giou_dn_4: 0.4241 (0.4412) loss_class_hybrid: 0.7029 (0.7561) loss_bbox_hybrid: 0.1787 (0.1914) loss_giou_hybrid: 0.4150 (0.4207) loss_class_0_hybrid: 0.7606 (0.8240) loss_bbox_0_hybrid: 0.1947 (0.2000) loss_giou_0_hybrid: 0.4299 (0.4372) loss_class_1_hybrid: 0.7360 (0.7811) loss_bbox_1_hybrid: 0.1816 (0.1950) loss_giou_1_hybrid: 0.4133 (0.4274) loss_class_2_hybrid: 0.7252 (0.7680) loss_bbox_2_hybrid: 0.1764 (0.1917) loss_giou_2_hybrid: 0.4151 (0.4223) loss_class_3_hybrid: 0.7134 (0.7596) loss_bbox_3_hybrid: 0.1815 (0.1914) loss_giou_3_hybrid: 0.4201 (0.4211) loss_class_4_hybrid: 0.6941 (0.7561) loss_bbox_4_hybrid: 0.1820 (0.1915) loss_giou_4_hybrid: 0.4152 (0.4209) loss_class_enc_hybrid: 0.7355 (0.7884) loss_bbox_enc_hybrid: 0.2242 (0.2384) loss_giou_enc_hybrid: 0.4931 (0.4972) mem: 1032 max mem: 36965 [2024-01-15 16:05:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:06:21 det.util.engine] INFO: Epoch: [7] [8550/11727] eta: 0:57:09 lr: 0.000100 data_time: 0.0035 iter_time: 1.1063 loss: 26.1358 (26.5941) loss_class: 0.7776 (0.7538) loss_bbox: 0.1636 (0.1787) loss_giou: 0.3303 (0.3912) loss_class_0: 0.9371 (0.9302) loss_bbox_0: 0.1565 (0.1785) loss_giou_0: 0.3474 (0.3956) loss_class_1: 0.8363 (0.8114) loss_bbox_1: 0.1630 (0.1796) loss_giou_1: 0.3384 (0.3942) loss_class_2: 0.8088 (0.7801) loss_bbox_2: 0.1584 (0.1778) loss_giou_2: 0.3342 (0.3916) loss_class_3: 0.7777 (0.7628) loss_bbox_3: 0.1595 (0.1781) loss_giou_3: 0.3324 (0.3912) loss_class_4: 0.7897 (0.7550) loss_bbox_4: 0.1584 (0.1787) loss_giou_4: 0.3310 (0.3915) loss_class_enc: 0.8755 (0.8762) loss_bbox_enc: 0.1875 (0.2131) loss_giou_enc: 0.4014 (0.4475) loss_class_dn: 0.3811 (0.3830) loss_bbox_dn: 0.2618 (0.2635) loss_giou_dn: 0.4037 (0.4413) loss_class_dn_0: 0.4765 (0.4763) loss_bbox_dn_0: 0.3573 (0.3654) loss_giou_dn_0: 0.5231 (0.5696) loss_class_dn_1: 0.4160 (0.4121) loss_bbox_dn_1: 0.2781 (0.2878) loss_giou_dn_1: 0.4245 (0.4722) loss_class_dn_2: 0.3907 (0.3914) loss_bbox_dn_2: 0.2633 (0.2676) loss_giou_dn_2: 0.4051 (0.4476) loss_class_dn_3: 0.3862 (0.3851) loss_bbox_dn_3: 0.2605 (0.2644) loss_giou_dn_3: 0.4055 (0.4426) loss_class_dn_4: 0.3775 (0.3830) loss_bbox_dn_4: 0.2617 (0.2635) loss_giou_dn_4: 0.4037 (0.4412) loss_class_hybrid: 0.7702 (0.7561) loss_bbox_hybrid: 0.1851 (0.1914) loss_giou_hybrid: 0.3824 (0.4207) loss_class_0_hybrid: 0.8384 (0.8241) loss_bbox_0_hybrid: 0.1881 (0.2000) loss_giou_0_hybrid: 0.3987 (0.4372) loss_class_1_hybrid: 0.7903 (0.7812) loss_bbox_1_hybrid: 0.1824 (0.1950) loss_giou_1_hybrid: 0.3898 (0.4274) loss_class_2_hybrid: 0.7778 (0.7681) loss_bbox_2_hybrid: 0.1865 (0.1917) loss_giou_2_hybrid: 0.3847 (0.4223) loss_class_3_hybrid: 0.7744 (0.7597) loss_bbox_3_hybrid: 0.1865 (0.1914) loss_giou_3_hybrid: 0.3825 (0.4211) loss_class_4_hybrid: 0.7682 (0.7562) loss_bbox_4_hybrid: 0.1860 (0.1915) loss_giou_4_hybrid: 0.3815 (0.4209) loss_class_enc_hybrid: 0.7941 (0.7884) loss_bbox_enc_hybrid: 0.2251 (0.2384) loss_giou_enc_hybrid: 0.4710 (0.4972) mem: 1028 max mem: 36965 [2024-01-15 16:06:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:07:16 det.util.engine] INFO: Epoch: [7] [8600/11727] eta: 0:56:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.0934 loss: 27.0334 (26.5968) loss_class: 0.7596 (0.7539) loss_bbox: 0.1820 (0.1788) loss_giou: 0.3767 (0.3913) loss_class_0: 1.0037 (0.9303) loss_bbox_0: 0.1804 (0.1786) loss_giou_0: 0.3669 (0.3956) loss_class_1: 0.8393 (0.8115) loss_bbox_1: 0.1775 (0.1796) loss_giou_1: 0.3818 (0.3942) loss_class_2: 0.7993 (0.7802) loss_bbox_2: 0.1739 (0.1778) loss_giou_2: 0.3679 (0.3916) loss_class_3: 0.7816 (0.7629) loss_bbox_3: 0.1728 (0.1781) loss_giou_3: 0.3763 (0.3913) loss_class_4: 0.7763 (0.7551) loss_bbox_4: 0.1755 (0.1788) loss_giou_4: 0.3759 (0.3915) loss_class_enc: 0.9395 (0.8762) loss_bbox_enc: 0.2058 (0.2131) loss_giou_enc: 0.4182 (0.4475) loss_class_dn: 0.3830 (0.3831) loss_bbox_dn: 0.2918 (0.2636) loss_giou_dn: 0.4318 (0.4414) loss_class_dn_0: 0.4785 (0.4763) loss_bbox_dn_0: 0.3962 (0.3654) loss_giou_dn_0: 0.5677 (0.5697) loss_class_dn_1: 0.4124 (0.4121) loss_bbox_dn_1: 0.3099 (0.2878) loss_giou_dn_1: 0.4695 (0.4722) loss_class_dn_2: 0.3921 (0.3915) loss_bbox_dn_2: 0.2946 (0.2677) loss_giou_dn_2: 0.4376 (0.4476) loss_class_dn_3: 0.3842 (0.3852) loss_bbox_dn_3: 0.2927 (0.2644) loss_giou_dn_3: 0.4319 (0.4426) loss_class_dn_4: 0.3838 (0.3830) loss_bbox_dn_4: 0.2918 (0.2636) loss_giou_dn_4: 0.4319 (0.4412) loss_class_hybrid: 0.7919 (0.7562) loss_bbox_hybrid: 0.1878 (0.1914) loss_giou_hybrid: 0.3981 (0.4207) loss_class_0_hybrid: 0.8688 (0.8242) loss_bbox_0_hybrid: 0.1903 (0.2000) loss_giou_0_hybrid: 0.4078 (0.4372) loss_class_1_hybrid: 0.8288 (0.7813) loss_bbox_1_hybrid: 0.1878 (0.1950) loss_giou_1_hybrid: 0.3980 (0.4274) loss_class_2_hybrid: 0.8090 (0.7681) loss_bbox_2_hybrid: 0.1884 (0.1917) loss_giou_2_hybrid: 0.3948 (0.4223) loss_class_3_hybrid: 0.7892 (0.7598) loss_bbox_3_hybrid: 0.1870 (0.1914) loss_giou_3_hybrid: 0.3934 (0.4211) loss_class_4_hybrid: 0.7834 (0.7562) loss_bbox_4_hybrid: 0.1875 (0.1915) loss_giou_4_hybrid: 0.3962 (0.4209) loss_class_enc_hybrid: 0.8586 (0.7885) loss_bbox_enc_hybrid: 0.2415 (0.2384) loss_giou_enc_hybrid: 0.4657 (0.4972) mem: 1033 max mem: 36965 [2024-01-15 16:07:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:08:11 det.util.engine] INFO: Epoch: [7] [8650/11727] eta: 0:55:22 lr: 0.000100 data_time: 0.0034 iter_time: 1.0635 loss: 25.4273 (26.5912) loss_class: 0.6934 (0.7537) loss_bbox: 0.1616 (0.1787) loss_giou: 0.4276 (0.3912) loss_class_0: 0.9056 (0.9302) loss_bbox_0: 0.1629 (0.1785) loss_giou_0: 0.4029 (0.3955) loss_class_1: 0.7679 (0.8113) loss_bbox_1: 0.1590 (0.1795) loss_giou_1: 0.4152 (0.3942) loss_class_2: 0.7040 (0.7799) loss_bbox_2: 0.1602 (0.1778) loss_giou_2: 0.4133 (0.3916) loss_class_3: 0.7127 (0.7627) loss_bbox_3: 0.1584 (0.1781) loss_giou_3: 0.4112 (0.3912) loss_class_4: 0.7052 (0.7549) loss_bbox_4: 0.1603 (0.1787) loss_giou_4: 0.4192 (0.3915) loss_class_enc: 0.8537 (0.8761) loss_bbox_enc: 0.1934 (0.2130) loss_giou_enc: 0.4705 (0.4474) loss_class_dn: 0.3802 (0.3830) loss_bbox_dn: 0.2006 (0.2634) loss_giou_dn: 0.4342 (0.4413) loss_class_dn_0: 0.4710 (0.4762) loss_bbox_dn_0: 0.3055 (0.3652) loss_giou_dn_0: 0.5696 (0.5696) loss_class_dn_1: 0.4042 (0.4121) loss_bbox_dn_1: 0.2228 (0.2877) loss_giou_dn_1: 0.4715 (0.4722) loss_class_dn_2: 0.3841 (0.3914) loss_bbox_dn_2: 0.2046 (0.2675) loss_giou_dn_2: 0.4443 (0.4476) loss_class_dn_3: 0.3809 (0.3851) loss_bbox_dn_3: 0.2017 (0.2642) loss_giou_dn_3: 0.4372 (0.4426) loss_class_dn_4: 0.3787 (0.3830) loss_bbox_dn_4: 0.2005 (0.2634) loss_giou_dn_4: 0.4342 (0.4411) loss_class_hybrid: 0.7185 (0.7561) loss_bbox_hybrid: 0.1764 (0.1914) loss_giou_hybrid: 0.4404 (0.4206) loss_class_0_hybrid: 0.7999 (0.8240) loss_bbox_0_hybrid: 0.1783 (0.1999) loss_giou_0_hybrid: 0.4533 (0.4372) loss_class_1_hybrid: 0.7310 (0.7811) loss_bbox_1_hybrid: 0.1754 (0.1949) loss_giou_1_hybrid: 0.4500 (0.4273) loss_class_2_hybrid: 0.7115 (0.7680) loss_bbox_2_hybrid: 0.1737 (0.1917) loss_giou_2_hybrid: 0.4468 (0.4222) loss_class_3_hybrid: 0.7090 (0.7596) loss_bbox_3_hybrid: 0.1760 (0.1913) loss_giou_3_hybrid: 0.4441 (0.4210) loss_class_4_hybrid: 0.7223 (0.7561) loss_bbox_4_hybrid: 0.1788 (0.1914) loss_giou_4_hybrid: 0.4408 (0.4209) loss_class_enc_hybrid: 0.7676 (0.7884) loss_bbox_enc_hybrid: 0.2183 (0.2383) loss_giou_enc_hybrid: 0.5262 (0.4972) mem: 1028 max mem: 36965 [2024-01-15 16:08:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:09:05 det.util.engine] INFO: Epoch: [7] [8700/11727] eta: 0:54:28 lr: 0.000100 data_time: 0.0034 iter_time: 1.0668 loss: 24.7332 (26.5901) loss_class: 0.7167 (0.7537) loss_bbox: 0.1648 (0.1787) loss_giou: 0.3432 (0.3912) loss_class_0: 0.8782 (0.9301) loss_bbox_0: 0.1624 (0.1785) loss_giou_0: 0.3433 (0.3955) loss_class_1: 0.8112 (0.8113) loss_bbox_1: 0.1583 (0.1795) loss_giou_1: 0.3574 (0.3941) loss_class_2: 0.7499 (0.7799) loss_bbox_2: 0.1632 (0.1777) loss_giou_2: 0.3467 (0.3916) loss_class_3: 0.7053 (0.7627) loss_bbox_3: 0.1658 (0.1780) loss_giou_3: 0.3431 (0.3912) loss_class_4: 0.7323 (0.7549) loss_bbox_4: 0.1643 (0.1787) loss_giou_4: 0.3431 (0.3914) loss_class_enc: 0.8521 (0.8761) loss_bbox_enc: 0.2036 (0.2130) loss_giou_enc: 0.3860 (0.4474) loss_class_dn: 0.3658 (0.3830) loss_bbox_dn: 0.2691 (0.2634) loss_giou_dn: 0.3887 (0.4412) loss_class_dn_0: 0.4752 (0.4762) loss_bbox_dn_0: 0.3746 (0.3652) loss_giou_dn_0: 0.5171 (0.5696) loss_class_dn_1: 0.4027 (0.4121) loss_bbox_dn_1: 0.2809 (0.2876) loss_giou_dn_1: 0.4193 (0.4721) loss_class_dn_2: 0.3783 (0.3914) loss_bbox_dn_2: 0.2696 (0.2675) loss_giou_dn_2: 0.3949 (0.4475) loss_class_dn_3: 0.3702 (0.3851) loss_bbox_dn_3: 0.2688 (0.2642) loss_giou_dn_3: 0.3901 (0.4425) loss_class_dn_4: 0.3644 (0.3830) loss_bbox_dn_4: 0.2690 (0.2634) loss_giou_dn_4: 0.3883 (0.4411) loss_class_hybrid: 0.7538 (0.7561) loss_bbox_hybrid: 0.1759 (0.1914) loss_giou_hybrid: 0.3585 (0.4207) loss_class_0_hybrid: 0.8054 (0.8240) loss_bbox_0_hybrid: 0.1846 (0.1999) loss_giou_0_hybrid: 0.3805 (0.4372) loss_class_1_hybrid: 0.7720 (0.7811) loss_bbox_1_hybrid: 0.1822 (0.1949) loss_giou_1_hybrid: 0.3609 (0.4273) loss_class_2_hybrid: 0.7610 (0.7680) loss_bbox_2_hybrid: 0.1785 (0.1917) loss_giou_2_hybrid: 0.3603 (0.4222) loss_class_3_hybrid: 0.7369 (0.7596) loss_bbox_3_hybrid: 0.1747 (0.1913) loss_giou_3_hybrid: 0.3597 (0.4211) loss_class_4_hybrid: 0.7586 (0.7561) loss_bbox_4_hybrid: 0.1759 (0.1914) loss_giou_4_hybrid: 0.3592 (0.4209) loss_class_enc_hybrid: 0.7739 (0.7884) loss_bbox_enc_hybrid: 0.2164 (0.2383) loss_giou_enc_hybrid: 0.4325 (0.4972) mem: 1029 max mem: 36965 [2024-01-15 16:09:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:09:59 det.util.engine] INFO: Epoch: [7] [8750/11727] eta: 0:53:34 lr: 0.000100 data_time: 0.0033 iter_time: 1.0753 loss: 25.8525 (26.5877) loss_class: 0.7124 (0.7537) loss_bbox: 0.1667 (0.1786) loss_giou: 0.4025 (0.3911) loss_class_0: 0.8753 (0.9301) loss_bbox_0: 0.1641 (0.1784) loss_giou_0: 0.3912 (0.3955) loss_class_1: 0.7447 (0.8112) loss_bbox_1: 0.1641 (0.1795) loss_giou_1: 0.4023 (0.3941) loss_class_2: 0.7223 (0.7799) loss_bbox_2: 0.1635 (0.1777) loss_giou_2: 0.3943 (0.3915) loss_class_3: 0.7088 (0.7627) loss_bbox_3: 0.1652 (0.1780) loss_giou_3: 0.3963 (0.3912) loss_class_4: 0.6986 (0.7549) loss_bbox_4: 0.1624 (0.1786) loss_giou_4: 0.3911 (0.3914) loss_class_enc: 0.8271 (0.8761) loss_bbox_enc: 0.2016 (0.2129) loss_giou_enc: 0.4434 (0.4473) loss_class_dn: 0.3777 (0.3830) loss_bbox_dn: 0.2245 (0.2633) loss_giou_dn: 0.4302 (0.4412) loss_class_dn_0: 0.4688 (0.4762) loss_bbox_dn_0: 0.3175 (0.3651) loss_giou_dn_0: 0.5542 (0.5695) loss_class_dn_1: 0.4041 (0.4120) loss_bbox_dn_1: 0.2394 (0.2876) loss_giou_dn_1: 0.4633 (0.4720) loss_class_dn_2: 0.3845 (0.3914) loss_bbox_dn_2: 0.2255 (0.2674) loss_giou_dn_2: 0.4405 (0.4475) loss_class_dn_3: 0.3809 (0.3851) loss_bbox_dn_3: 0.2272 (0.2642) loss_giou_dn_3: 0.4314 (0.4424) loss_class_dn_4: 0.3773 (0.3829) loss_bbox_dn_4: 0.2245 (0.2633) loss_giou_dn_4: 0.4301 (0.4410) loss_class_hybrid: 0.7240 (0.7561) loss_bbox_hybrid: 0.1780 (0.1913) loss_giou_hybrid: 0.4064 (0.4206) loss_class_0_hybrid: 0.7992 (0.8240) loss_bbox_0_hybrid: 0.1886 (0.1998) loss_giou_0_hybrid: 0.4318 (0.4371) loss_class_1_hybrid: 0.7467 (0.7812) loss_bbox_1_hybrid: 0.1827 (0.1949) loss_giou_1_hybrid: 0.4220 (0.4273) loss_class_2_hybrid: 0.7230 (0.7680) loss_bbox_2_hybrid: 0.1802 (0.1916) loss_giou_2_hybrid: 0.4054 (0.4222) loss_class_3_hybrid: 0.7282 (0.7597) loss_bbox_3_hybrid: 0.1781 (0.1913) loss_giou_3_hybrid: 0.4053 (0.4210) loss_class_4_hybrid: 0.7185 (0.7561) loss_bbox_4_hybrid: 0.1779 (0.1914) loss_giou_4_hybrid: 0.4063 (0.4208) loss_class_enc_hybrid: 0.7559 (0.7884) loss_bbox_enc_hybrid: 0.2308 (0.2382) loss_giou_enc_hybrid: 0.5035 (0.4970) mem: 1028 max mem: 36965 [2024-01-15 16:09:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:10:53 det.util.engine] INFO: Epoch: [7] [8800/11727] eta: 0:52:40 lr: 0.000100 data_time: 0.0034 iter_time: 1.0916 loss: 25.8630 (26.5849) loss_class: 0.7173 (0.7536) loss_bbox: 0.1469 (0.1785) loss_giou: 0.4121 (0.3912) loss_class_0: 0.8728 (0.9299) loss_bbox_0: 0.1512 (0.1784) loss_giou_0: 0.4203 (0.3955) loss_class_1: 0.7629 (0.8111) loss_bbox_1: 0.1527 (0.1794) loss_giou_1: 0.4181 (0.3941) loss_class_2: 0.7220 (0.7798) loss_bbox_2: 0.1485 (0.1776) loss_giou_2: 0.4195 (0.3916) loss_class_3: 0.7085 (0.7625) loss_bbox_3: 0.1502 (0.1779) loss_giou_3: 0.4156 (0.3912) loss_class_4: 0.7230 (0.7547) loss_bbox_4: 0.1469 (0.1785) loss_giou_4: 0.4149 (0.3914) loss_class_enc: 0.8006 (0.8759) loss_bbox_enc: 0.1750 (0.2129) loss_giou_enc: 0.4713 (0.4474) loss_class_dn: 0.3790 (0.3830) loss_bbox_dn: 0.2051 (0.2632) loss_giou_dn: 0.4323 (0.4412) loss_class_dn_0: 0.4671 (0.4762) loss_bbox_dn_0: 0.2917 (0.3650) loss_giou_dn_0: 0.5639 (0.5695) loss_class_dn_1: 0.4107 (0.4120) loss_bbox_dn_1: 0.2237 (0.2875) loss_giou_dn_1: 0.4624 (0.4721) loss_class_dn_2: 0.3887 (0.3914) loss_bbox_dn_2: 0.2082 (0.2673) loss_giou_dn_2: 0.4396 (0.4475) loss_class_dn_3: 0.3818 (0.3851) loss_bbox_dn_3: 0.2056 (0.2641) loss_giou_dn_3: 0.4348 (0.4425) loss_class_dn_4: 0.3761 (0.3829) loss_bbox_dn_4: 0.2052 (0.2632) loss_giou_dn_4: 0.4322 (0.4410) loss_class_hybrid: 0.7000 (0.7560) loss_bbox_hybrid: 0.1603 (0.1912) loss_giou_hybrid: 0.4420 (0.4206) loss_class_0_hybrid: 0.7615 (0.8239) loss_bbox_0_hybrid: 0.1670 (0.1998) loss_giou_0_hybrid: 0.4560 (0.4372) loss_class_1_hybrid: 0.7151 (0.7810) loss_bbox_1_hybrid: 0.1637 (0.1948) loss_giou_1_hybrid: 0.4457 (0.4273) loss_class_2_hybrid: 0.7024 (0.7679) loss_bbox_2_hybrid: 0.1610 (0.1916) loss_giou_2_hybrid: 0.4443 (0.4222) loss_class_3_hybrid: 0.6985 (0.7595) loss_bbox_3_hybrid: 0.1611 (0.1912) loss_giou_3_hybrid: 0.4415 (0.4210) loss_class_4_hybrid: 0.6925 (0.7560) loss_bbox_4_hybrid: 0.1603 (0.1913) loss_giou_4_hybrid: 0.4407 (0.4209) loss_class_enc_hybrid: 0.7171 (0.7883) loss_bbox_enc_hybrid: 0.1927 (0.2381) loss_giou_enc_hybrid: 0.5133 (0.4971) mem: 1029 max mem: 36965 [2024-01-15 16:10:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:11:46 det.util.engine] INFO: Epoch: [7] [8850/11727] eta: 0:51:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0774 loss: 26.5078 (26.5808) loss_class: 0.7336 (0.7536) loss_bbox: 0.1662 (0.1785) loss_giou: 0.3883 (0.3910) loss_class_0: 0.8879 (0.9298) loss_bbox_0: 0.1718 (0.1783) loss_giou_0: 0.3946 (0.3954) loss_class_1: 0.7585 (0.8110) loss_bbox_1: 0.1756 (0.1794) loss_giou_1: 0.3889 (0.3940) loss_class_2: 0.7249 (0.7797) loss_bbox_2: 0.1748 (0.1776) loss_giou_2: 0.3822 (0.3914) loss_class_3: 0.7670 (0.7625) loss_bbox_3: 0.1648 (0.1779) loss_giou_3: 0.3816 (0.3911) loss_class_4: 0.7580 (0.7547) loss_bbox_4: 0.1643 (0.1785) loss_giou_4: 0.3873 (0.3913) loss_class_enc: 0.8556 (0.8759) loss_bbox_enc: 0.2014 (0.2128) loss_giou_enc: 0.4332 (0.4472) loss_class_dn: 0.3727 (0.3829) loss_bbox_dn: 0.2710 (0.2632) loss_giou_dn: 0.4332 (0.4410) loss_class_dn_0: 0.4733 (0.4761) loss_bbox_dn_0: 0.3696 (0.3650) loss_giou_dn_0: 0.5575 (0.5694) loss_class_dn_1: 0.4013 (0.4120) loss_bbox_dn_1: 0.3062 (0.2875) loss_giou_dn_1: 0.4624 (0.4719) loss_class_dn_2: 0.3797 (0.3914) loss_bbox_dn_2: 0.2781 (0.2673) loss_giou_dn_2: 0.4349 (0.4473) loss_class_dn_3: 0.3732 (0.3850) loss_bbox_dn_3: 0.2730 (0.2641) loss_giou_dn_3: 0.4340 (0.4423) loss_class_dn_4: 0.3731 (0.3829) loss_bbox_dn_4: 0.2710 (0.2632) loss_giou_dn_4: 0.4331 (0.4409) loss_class_hybrid: 0.7520 (0.7560) loss_bbox_hybrid: 0.1752 (0.1912) loss_giou_hybrid: 0.3853 (0.4205) loss_class_0_hybrid: 0.8175 (0.8239) loss_bbox_0_hybrid: 0.1769 (0.1997) loss_giou_0_hybrid: 0.4125 (0.4370) loss_class_1_hybrid: 0.7682 (0.7810) loss_bbox_1_hybrid: 0.1727 (0.1948) loss_giou_1_hybrid: 0.3873 (0.4271) loss_class_2_hybrid: 0.7454 (0.7679) loss_bbox_2_hybrid: 0.1713 (0.1915) loss_giou_2_hybrid: 0.3856 (0.4220) loss_class_3_hybrid: 0.7426 (0.7595) loss_bbox_3_hybrid: 0.1737 (0.1911) loss_giou_3_hybrid: 0.3851 (0.4209) loss_class_4_hybrid: 0.7483 (0.7560) loss_bbox_4_hybrid: 0.1771 (0.1913) loss_giou_4_hybrid: 0.3837 (0.4207) loss_class_enc_hybrid: 0.7732 (0.7883) loss_bbox_enc_hybrid: 0.2217 (0.2381) loss_giou_enc_hybrid: 0.4658 (0.4969) mem: 1015 max mem: 36965 [2024-01-15 16:11:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:12:39 det.util.engine] INFO: Epoch: [7] [8900/11727] eta: 0:50:52 lr: 0.000100 data_time: 0.0035 iter_time: 1.0620 loss: 25.6241 (26.5814) loss_class: 0.7302 (0.7537) loss_bbox: 0.1710 (0.1785) loss_giou: 0.3521 (0.3909) loss_class_0: 0.9231 (0.9300) loss_bbox_0: 0.1826 (0.1783) loss_giou_0: 0.3620 (0.3953) loss_class_1: 0.8164 (0.8110) loss_bbox_1: 0.1893 (0.1794) loss_giou_1: 0.3566 (0.3939) loss_class_2: 0.7512 (0.7798) loss_bbox_2: 0.1744 (0.1776) loss_giou_2: 0.3544 (0.3913) loss_class_3: 0.7400 (0.7626) loss_bbox_3: 0.1712 (0.1779) loss_giou_3: 0.3514 (0.3909) loss_class_4: 0.7539 (0.7548) loss_bbox_4: 0.1709 (0.1785) loss_giou_4: 0.3519 (0.3911) loss_class_enc: 0.8946 (0.8761) loss_bbox_enc: 0.2197 (0.2129) loss_giou_enc: 0.4041 (0.4471) loss_class_dn: 0.3742 (0.3829) loss_bbox_dn: 0.2597 (0.2634) loss_giou_dn: 0.4147 (0.4410) loss_class_dn_0: 0.4798 (0.4761) loss_bbox_dn_0: 0.4007 (0.3652) loss_giou_dn_0: 0.5449 (0.5693) loss_class_dn_1: 0.4054 (0.4119) loss_bbox_dn_1: 0.2886 (0.2876) loss_giou_dn_1: 0.4515 (0.4719) loss_class_dn_2: 0.3818 (0.3913) loss_bbox_dn_2: 0.2565 (0.2675) loss_giou_dn_2: 0.4228 (0.4473) loss_class_dn_3: 0.3792 (0.3850) loss_bbox_dn_3: 0.2592 (0.2642) loss_giou_dn_3: 0.4178 (0.4423) loss_class_dn_4: 0.3760 (0.3829) loss_bbox_dn_4: 0.2598 (0.2634) loss_giou_dn_4: 0.4145 (0.4409) loss_class_hybrid: 0.7479 (0.7560) loss_bbox_hybrid: 0.1834 (0.1912) loss_giou_hybrid: 0.3748 (0.4203) loss_class_0_hybrid: 0.8207 (0.8241) loss_bbox_0_hybrid: 0.1926 (0.1997) loss_giou_0_hybrid: 0.3924 (0.4368) loss_class_1_hybrid: 0.7799 (0.7811) loss_bbox_1_hybrid: 0.1885 (0.1948) loss_giou_1_hybrid: 0.3735 (0.4270) loss_class_2_hybrid: 0.7677 (0.7680) loss_bbox_2_hybrid: 0.1833 (0.1915) loss_giou_2_hybrid: 0.3714 (0.4219) loss_class_3_hybrid: 0.7529 (0.7596) loss_bbox_3_hybrid: 0.1843 (0.1912) loss_giou_3_hybrid: 0.3729 (0.4207) loss_class_4_hybrid: 0.7779 (0.7560) loss_bbox_4_hybrid: 0.1821 (0.1913) loss_giou_4_hybrid: 0.3745 (0.4205) loss_class_enc_hybrid: 0.7904 (0.7885) loss_bbox_enc_hybrid: 0.2368 (0.2381) loss_giou_enc_hybrid: 0.4561 (0.4968) mem: 1023 max mem: 36965 [2024-01-15 16:12:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:13:33 det.util.engine] INFO: Epoch: [7] [8950/11727] eta: 0:49:58 lr: 0.000100 data_time: 0.0032 iter_time: 1.0599 loss: 25.7594 (26.5798) loss_class: 0.7329 (0.7537) loss_bbox: 0.1721 (0.1786) loss_giou: 0.3678 (0.3908) loss_class_0: 0.9307 (0.9300) loss_bbox_0: 0.1758 (0.1783) loss_giou_0: 0.3604 (0.3952) loss_class_1: 0.7981 (0.8111) loss_bbox_1: 0.1791 (0.1795) loss_giou_1: 0.3705 (0.3938) loss_class_2: 0.7598 (0.7797) loss_bbox_2: 0.1730 (0.1777) loss_giou_2: 0.3741 (0.3912) loss_class_3: 0.7522 (0.7626) loss_bbox_3: 0.1723 (0.1780) loss_giou_3: 0.3664 (0.3909) loss_class_4: 0.7494 (0.7548) loss_bbox_4: 0.1862 (0.1786) loss_giou_4: 0.3688 (0.3911) loss_class_enc: 0.8805 (0.8761) loss_bbox_enc: 0.2132 (0.2129) loss_giou_enc: 0.4103 (0.4470) loss_class_dn: 0.3674 (0.3829) loss_bbox_dn: 0.2790 (0.2634) loss_giou_dn: 0.3994 (0.4409) loss_class_dn_0: 0.4711 (0.4761) loss_bbox_dn_0: 0.3849 (0.3652) loss_giou_dn_0: 0.5447 (0.5692) loss_class_dn_1: 0.4045 (0.4119) loss_bbox_dn_1: 0.3003 (0.2877) loss_giou_dn_1: 0.4366 (0.4718) loss_class_dn_2: 0.3791 (0.3913) loss_bbox_dn_2: 0.2875 (0.2675) loss_giou_dn_2: 0.4069 (0.4472) loss_class_dn_3: 0.3750 (0.3850) loss_bbox_dn_3: 0.2825 (0.2642) loss_giou_dn_3: 0.4021 (0.4422) loss_class_dn_4: 0.3696 (0.3828) loss_bbox_dn_4: 0.2791 (0.2634) loss_giou_dn_4: 0.3992 (0.4408) loss_class_hybrid: 0.7278 (0.7561) loss_bbox_hybrid: 0.1858 (0.1912) loss_giou_hybrid: 0.3685 (0.4202) loss_class_0_hybrid: 0.8180 (0.8241) loss_bbox_0_hybrid: 0.1954 (0.1997) loss_giou_0_hybrid: 0.3708 (0.4367) loss_class_1_hybrid: 0.7797 (0.7812) loss_bbox_1_hybrid: 0.1911 (0.1948) loss_giou_1_hybrid: 0.3726 (0.4269) loss_class_2_hybrid: 0.7161 (0.7680) loss_bbox_2_hybrid: 0.1876 (0.1916) loss_giou_2_hybrid: 0.3703 (0.4218) loss_class_3_hybrid: 0.7387 (0.7596) loss_bbox_3_hybrid: 0.1896 (0.1912) loss_giou_3_hybrid: 0.3741 (0.4206) loss_class_4_hybrid: 0.7280 (0.7561) loss_bbox_4_hybrid: 0.1879 (0.1913) loss_giou_4_hybrid: 0.3694 (0.4204) loss_class_enc_hybrid: 0.7720 (0.7885) loss_bbox_enc_hybrid: 0.2379 (0.2381) loss_giou_enc_hybrid: 0.4482 (0.4967) mem: 1015 max mem: 36965 [2024-01-15 16:13:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:14:27 det.util.engine] INFO: Epoch: [7] [9000/11727] eta: 0:49:03 lr: 0.000100 data_time: 0.0033 iter_time: 1.0818 loss: 25.4176 (26.5800) loss_class: 0.7428 (0.7537) loss_bbox: 0.1776 (0.1786) loss_giou: 0.3887 (0.3908) loss_class_0: 0.9108 (0.9300) loss_bbox_0: 0.1648 (0.1784) loss_giou_0: 0.3836 (0.3952) loss_class_1: 0.7932 (0.8111) loss_bbox_1: 0.1720 (0.1795) loss_giou_1: 0.3881 (0.3938) loss_class_2: 0.7525 (0.7798) loss_bbox_2: 0.1755 (0.1777) loss_giou_2: 0.3803 (0.3912) loss_class_3: 0.7385 (0.7626) loss_bbox_3: 0.1759 (0.1780) loss_giou_3: 0.3880 (0.3908) loss_class_4: 0.7368 (0.7548) loss_bbox_4: 0.1764 (0.1786) loss_giou_4: 0.3888 (0.3910) loss_class_enc: 0.8574 (0.8761) loss_bbox_enc: 0.1981 (0.2129) loss_giou_enc: 0.4187 (0.4470) loss_class_dn: 0.3837 (0.3829) loss_bbox_dn: 0.2474 (0.2634) loss_giou_dn: 0.4076 (0.4409) loss_class_dn_0: 0.4710 (0.4761) loss_bbox_dn_0: 0.3335 (0.3652) loss_giou_dn_0: 0.5359 (0.5692) loss_class_dn_1: 0.4078 (0.4119) loss_bbox_dn_1: 0.2646 (0.2877) loss_giou_dn_1: 0.4454 (0.4718) loss_class_dn_2: 0.3910 (0.3913) loss_bbox_dn_2: 0.2535 (0.2675) loss_giou_dn_2: 0.4198 (0.4472) loss_class_dn_3: 0.3816 (0.3850) loss_bbox_dn_3: 0.2486 (0.2643) loss_giou_dn_3: 0.4085 (0.4421) loss_class_dn_4: 0.3814 (0.3828) loss_bbox_dn_4: 0.2474 (0.2634) loss_giou_dn_4: 0.4078 (0.4407) loss_class_hybrid: 0.7363 (0.7561) loss_bbox_hybrid: 0.1880 (0.1913) loss_giou_hybrid: 0.4043 (0.4201) loss_class_0_hybrid: 0.8107 (0.8241) loss_bbox_0_hybrid: 0.1949 (0.1998) loss_giou_0_hybrid: 0.4190 (0.4366) loss_class_1_hybrid: 0.7782 (0.7812) loss_bbox_1_hybrid: 0.1902 (0.1948) loss_giou_1_hybrid: 0.4025 (0.4268) loss_class_2_hybrid: 0.7503 (0.7680) loss_bbox_2_hybrid: 0.1870 (0.1916) loss_giou_2_hybrid: 0.4106 (0.4217) loss_class_3_hybrid: 0.7368 (0.7597) loss_bbox_3_hybrid: 0.1893 (0.1913) loss_giou_3_hybrid: 0.4084 (0.4205) loss_class_4_hybrid: 0.7402 (0.7561) loss_bbox_4_hybrid: 0.1916 (0.1914) loss_giou_4_hybrid: 0.4008 (0.4204) loss_class_enc_hybrid: 0.7780 (0.7885) loss_bbox_enc_hybrid: 0.2357 (0.2382) loss_giou_enc_hybrid: 0.4688 (0.4966) mem: 1023 max mem: 36965 [2024-01-15 16:14:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:15:22 det.util.engine] INFO: Epoch: [7] [9050/11727] eta: 0:48:10 lr: 0.000100 data_time: 0.0032 iter_time: 1.0951 loss: 26.8820 (26.5810) loss_class: 0.7257 (0.7537) loss_bbox: 0.1944 (0.1787) loss_giou: 0.3846 (0.3908) loss_class_0: 0.8884 (0.9299) loss_bbox_0: 0.1969 (0.1784) loss_giou_0: 0.3964 (0.3952) loss_class_1: 0.7790 (0.8110) loss_bbox_1: 0.2032 (0.1796) loss_giou_1: 0.3957 (0.3938) loss_class_2: 0.7432 (0.7797) loss_bbox_2: 0.1945 (0.1778) loss_giou_2: 0.3828 (0.3913) loss_class_3: 0.7192 (0.7626) loss_bbox_3: 0.1950 (0.1781) loss_giou_3: 0.3802 (0.3909) loss_class_4: 0.7352 (0.7548) loss_bbox_4: 0.1916 (0.1787) loss_giou_4: 0.3864 (0.3911) loss_class_enc: 0.8377 (0.8760) loss_bbox_enc: 0.2196 (0.2129) loss_giou_enc: 0.4336 (0.4470) loss_class_dn: 0.3785 (0.3829) loss_bbox_dn: 0.2644 (0.2634) loss_giou_dn: 0.4296 (0.4409) loss_class_dn_0: 0.4676 (0.4761) loss_bbox_dn_0: 0.3843 (0.3652) loss_giou_dn_0: 0.5670 (0.5692) loss_class_dn_1: 0.4009 (0.4119) loss_bbox_dn_1: 0.2929 (0.2877) loss_giou_dn_1: 0.4672 (0.4718) loss_class_dn_2: 0.3839 (0.3913) loss_bbox_dn_2: 0.2692 (0.2675) loss_giou_dn_2: 0.4411 (0.4472) loss_class_dn_3: 0.3774 (0.3850) loss_bbox_dn_3: 0.2679 (0.2643) loss_giou_dn_3: 0.4315 (0.4422) loss_class_dn_4: 0.3761 (0.3829) loss_bbox_dn_4: 0.2643 (0.2634) loss_giou_dn_4: 0.4294 (0.4408) loss_class_hybrid: 0.7167 (0.7561) loss_bbox_hybrid: 0.2128 (0.1913) loss_giou_hybrid: 0.3954 (0.4202) loss_class_0_hybrid: 0.7952 (0.8241) loss_bbox_0_hybrid: 0.2191 (0.1998) loss_giou_0_hybrid: 0.4154 (0.4367) loss_class_1_hybrid: 0.7589 (0.7812) loss_bbox_1_hybrid: 0.2170 (0.1949) loss_giou_1_hybrid: 0.3999 (0.4269) loss_class_2_hybrid: 0.7248 (0.7680) loss_bbox_2_hybrid: 0.2192 (0.1916) loss_giou_2_hybrid: 0.3966 (0.4218) loss_class_3_hybrid: 0.7161 (0.7597) loss_bbox_3_hybrid: 0.2120 (0.1913) loss_giou_3_hybrid: 0.3972 (0.4206) loss_class_4_hybrid: 0.7216 (0.7561) loss_bbox_4_hybrid: 0.2130 (0.1914) loss_giou_4_hybrid: 0.3960 (0.4204) loss_class_enc_hybrid: 0.7409 (0.7885) loss_bbox_enc_hybrid: 0.2557 (0.2382) loss_giou_enc_hybrid: 0.4663 (0.4966) mem: 1014 max mem: 36965 [2024-01-15 16:15:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:16:17 det.util.engine] INFO: Epoch: [7] [9100/11727] eta: 0:47:16 lr: 0.000100 data_time: 0.0029 iter_time: 1.0817 loss: 26.3295 (26.5793) loss_class: 0.7611 (0.7536) loss_bbox: 0.1639 (0.1787) loss_giou: 0.3938 (0.3908) loss_class_0: 0.9142 (0.9298) loss_bbox_0: 0.1707 (0.1784) loss_giou_0: 0.3950 (0.3952) loss_class_1: 0.8435 (0.8110) loss_bbox_1: 0.1702 (0.1796) loss_giou_1: 0.3981 (0.3938) loss_class_2: 0.7812 (0.7797) loss_bbox_2: 0.1695 (0.1778) loss_giou_2: 0.3902 (0.3912) loss_class_3: 0.7782 (0.7625) loss_bbox_3: 0.1680 (0.1781) loss_giou_3: 0.4029 (0.3908) loss_class_4: 0.7674 (0.7548) loss_bbox_4: 0.1677 (0.1787) loss_giou_4: 0.3918 (0.3910) loss_class_enc: 0.8427 (0.8760) loss_bbox_enc: 0.2043 (0.2130) loss_giou_enc: 0.4360 (0.4469) loss_class_dn: 0.3953 (0.3829) loss_bbox_dn: 0.2524 (0.2634) loss_giou_dn: 0.4401 (0.4408) loss_class_dn_0: 0.4801 (0.4761) loss_bbox_dn_0: 0.3320 (0.3652) loss_giou_dn_0: 0.5941 (0.5692) loss_class_dn_1: 0.4213 (0.4119) loss_bbox_dn_1: 0.2656 (0.2877) loss_giou_dn_1: 0.4735 (0.4718) loss_class_dn_2: 0.3966 (0.3913) loss_bbox_dn_2: 0.2563 (0.2675) loss_giou_dn_2: 0.4452 (0.4471) loss_class_dn_3: 0.3897 (0.3850) loss_bbox_dn_3: 0.2536 (0.2643) loss_giou_dn_3: 0.4409 (0.4421) loss_class_dn_4: 0.3926 (0.3829) loss_bbox_dn_4: 0.2522 (0.2634) loss_giou_dn_4: 0.4399 (0.4407) loss_class_hybrid: 0.7482 (0.7561) loss_bbox_hybrid: 0.1923 (0.1913) loss_giou_hybrid: 0.4176 (0.4201) loss_class_0_hybrid: 0.8181 (0.8241) loss_bbox_0_hybrid: 0.2032 (0.1998) loss_giou_0_hybrid: 0.4330 (0.4366) loss_class_1_hybrid: 0.7780 (0.7811) loss_bbox_1_hybrid: 0.1949 (0.1949) loss_giou_1_hybrid: 0.4195 (0.4268) loss_class_2_hybrid: 0.7705 (0.7680) loss_bbox_2_hybrid: 0.1902 (0.1916) loss_giou_2_hybrid: 0.4170 (0.4217) loss_class_3_hybrid: 0.7562 (0.7596) loss_bbox_3_hybrid: 0.1928 (0.1913) loss_giou_3_hybrid: 0.4113 (0.4205) loss_class_4_hybrid: 0.7512 (0.7561) loss_bbox_4_hybrid: 0.1934 (0.1914) loss_giou_4_hybrid: 0.4194 (0.4203) loss_class_enc_hybrid: 0.7756 (0.7885) loss_bbox_enc_hybrid: 0.2351 (0.2382) loss_giou_enc_hybrid: 0.4881 (0.4966) mem: 1018 max mem: 36965 [2024-01-15 16:16:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:17:11 det.util.engine] INFO: Epoch: [7] [9150/11727] eta: 0:46:22 lr: 0.000100 data_time: 0.0030 iter_time: 1.1149 loss: 25.2071 (26.5765) loss_class: 0.7263 (0.7536) loss_bbox: 0.1771 (0.1787) loss_giou: 0.3586 (0.3907) loss_class_0: 0.8843 (0.9297) loss_bbox_0: 0.1702 (0.1784) loss_giou_0: 0.3818 (0.3951) loss_class_1: 0.7763 (0.8109) loss_bbox_1: 0.1758 (0.1796) loss_giou_1: 0.3645 (0.3937) loss_class_2: 0.7561 (0.7796) loss_bbox_2: 0.1751 (0.1778) loss_giou_2: 0.3608 (0.3912) loss_class_3: 0.7447 (0.7625) loss_bbox_3: 0.1764 (0.1781) loss_giou_3: 0.3556 (0.3908) loss_class_4: 0.7364 (0.7547) loss_bbox_4: 0.1756 (0.1787) loss_giou_4: 0.3586 (0.3910) loss_class_enc: 0.8645 (0.8760) loss_bbox_enc: 0.2028 (0.2129) loss_giou_enc: 0.4212 (0.4468) loss_class_dn: 0.3840 (0.3829) loss_bbox_dn: 0.2486 (0.2634) loss_giou_dn: 0.4224 (0.4408) loss_class_dn_0: 0.4669 (0.4761) loss_bbox_dn_0: 0.3375 (0.3652) loss_giou_dn_0: 0.5600 (0.5691) loss_class_dn_1: 0.4052 (0.4119) loss_bbox_dn_1: 0.2748 (0.2877) loss_giou_dn_1: 0.4503 (0.4717) loss_class_dn_2: 0.3857 (0.3913) loss_bbox_dn_2: 0.2521 (0.2675) loss_giou_dn_2: 0.4269 (0.4471) loss_class_dn_3: 0.3833 (0.3850) loss_bbox_dn_3: 0.2494 (0.2642) loss_giou_dn_3: 0.4238 (0.4421) loss_class_dn_4: 0.3833 (0.3829) loss_bbox_dn_4: 0.2487 (0.2634) loss_giou_dn_4: 0.4223 (0.4406) loss_class_hybrid: 0.7474 (0.7561) loss_bbox_hybrid: 0.1865 (0.1913) loss_giou_hybrid: 0.3795 (0.4200) loss_class_0_hybrid: 0.8079 (0.8240) loss_bbox_0_hybrid: 0.1924 (0.1997) loss_giou_0_hybrid: 0.4020 (0.4365) loss_class_1_hybrid: 0.7635 (0.7811) loss_bbox_1_hybrid: 0.1813 (0.1948) loss_giou_1_hybrid: 0.3992 (0.4267) loss_class_2_hybrid: 0.7409 (0.7680) loss_bbox_2_hybrid: 0.1843 (0.1916) loss_giou_2_hybrid: 0.3857 (0.4216) loss_class_3_hybrid: 0.7416 (0.7596) loss_bbox_3_hybrid: 0.1884 (0.1912) loss_giou_3_hybrid: 0.3828 (0.4204) loss_class_4_hybrid: 0.7419 (0.7561) loss_bbox_4_hybrid: 0.1870 (0.1914) loss_giou_4_hybrid: 0.3792 (0.4203) loss_class_enc_hybrid: 0.7779 (0.7885) loss_bbox_enc_hybrid: 0.2249 (0.2381) loss_giou_enc_hybrid: 0.4651 (0.4964) mem: 1027 max mem: 36965 [2024-01-15 16:17:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:18:06 det.util.engine] INFO: Epoch: [7] [9200/11727] eta: 0:45:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.0972 loss: 26.9245 (26.5760) loss_class: 0.7477 (0.7536) loss_bbox: 0.1799 (0.1787) loss_giou: 0.3965 (0.3908) loss_class_0: 0.9123 (0.9297) loss_bbox_0: 0.1789 (0.1784) loss_giou_0: 0.3733 (0.3951) loss_class_1: 0.8173 (0.8109) loss_bbox_1: 0.1780 (0.1795) loss_giou_1: 0.3957 (0.3937) loss_class_2: 0.7973 (0.7796) loss_bbox_2: 0.1752 (0.1778) loss_giou_2: 0.4013 (0.3912) loss_class_3: 0.7576 (0.7625) loss_bbox_3: 0.1692 (0.1780) loss_giou_3: 0.3901 (0.3908) loss_class_4: 0.7630 (0.7547) loss_bbox_4: 0.1698 (0.1786) loss_giou_4: 0.3957 (0.3910) loss_class_enc: 0.8715 (0.8760) loss_bbox_enc: 0.1956 (0.2129) loss_giou_enc: 0.4239 (0.4468) loss_class_dn: 0.3748 (0.3829) loss_bbox_dn: 0.2369 (0.2633) loss_giou_dn: 0.4470 (0.4408) loss_class_dn_0: 0.4724 (0.4761) loss_bbox_dn_0: 0.3635 (0.3651) loss_giou_dn_0: 0.5674 (0.5691) loss_class_dn_1: 0.4052 (0.4119) loss_bbox_dn_1: 0.2713 (0.2876) loss_giou_dn_1: 0.4736 (0.4717) loss_class_dn_2: 0.3870 (0.3913) loss_bbox_dn_2: 0.2431 (0.2674) loss_giou_dn_2: 0.4516 (0.4471) loss_class_dn_3: 0.3826 (0.3850) loss_bbox_dn_3: 0.2372 (0.2642) loss_giou_dn_3: 0.4479 (0.4420) loss_class_dn_4: 0.3783 (0.3828) loss_bbox_dn_4: 0.2369 (0.2633) loss_giou_dn_4: 0.4469 (0.4406) loss_class_hybrid: 0.7572 (0.7561) loss_bbox_hybrid: 0.1744 (0.1912) loss_giou_hybrid: 0.4138 (0.4201) loss_class_0_hybrid: 0.8183 (0.8241) loss_bbox_0_hybrid: 0.1816 (0.1997) loss_giou_0_hybrid: 0.4200 (0.4365) loss_class_1_hybrid: 0.7730 (0.7812) loss_bbox_1_hybrid: 0.1852 (0.1948) loss_giou_1_hybrid: 0.4124 (0.4267) loss_class_2_hybrid: 0.7675 (0.7680) loss_bbox_2_hybrid: 0.1826 (0.1916) loss_giou_2_hybrid: 0.4073 (0.4216) loss_class_3_hybrid: 0.7700 (0.7596) loss_bbox_3_hybrid: 0.1766 (0.1912) loss_giou_3_hybrid: 0.4032 (0.4204) loss_class_4_hybrid: 0.7666 (0.7561) loss_bbox_4_hybrid: 0.1749 (0.1913) loss_giou_4_hybrid: 0.4110 (0.4203) loss_class_enc_hybrid: 0.7646 (0.7885) loss_bbox_enc_hybrid: 0.2270 (0.2381) loss_giou_enc_hybrid: 0.4687 (0.4965) mem: 1028 max mem: 36965 [2024-01-15 16:18:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:18:59 det.util.engine] INFO: Epoch: [7] [9250/11727] eta: 0:44:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.0559 loss: 25.8593 (26.5746) loss_class: 0.7142 (0.7535) loss_bbox: 0.1622 (0.1786) loss_giou: 0.3883 (0.3908) loss_class_0: 0.8957 (0.9295) loss_bbox_0: 0.1573 (0.1784) loss_giou_0: 0.3949 (0.3952) loss_class_1: 0.7818 (0.8108) loss_bbox_1: 0.1607 (0.1795) loss_giou_1: 0.3900 (0.3938) loss_class_2: 0.7428 (0.7795) loss_bbox_2: 0.1636 (0.1777) loss_giou_2: 0.3925 (0.3912) loss_class_3: 0.7241 (0.7625) loss_bbox_3: 0.1616 (0.1780) loss_giou_3: 0.3919 (0.3908) loss_class_4: 0.7212 (0.7547) loss_bbox_4: 0.1652 (0.1786) loss_giou_4: 0.3893 (0.3910) loss_class_enc: 0.8578 (0.8759) loss_bbox_enc: 0.1864 (0.2128) loss_giou_enc: 0.4410 (0.4469) loss_class_dn: 0.3737 (0.3829) loss_bbox_dn: 0.2495 (0.2632) loss_giou_dn: 0.4219 (0.4408) loss_class_dn_0: 0.4724 (0.4761) loss_bbox_dn_0: 0.3149 (0.3650) loss_giou_dn_0: 0.5558 (0.5691) loss_class_dn_1: 0.4026 (0.4119) loss_bbox_dn_1: 0.2671 (0.2875) loss_giou_dn_1: 0.4567 (0.4717) loss_class_dn_2: 0.3810 (0.3913) loss_bbox_dn_2: 0.2564 (0.2673) loss_giou_dn_2: 0.4302 (0.4471) loss_class_dn_3: 0.3760 (0.3850) loss_bbox_dn_3: 0.2493 (0.2641) loss_giou_dn_3: 0.4240 (0.4421) loss_class_dn_4: 0.3743 (0.3829) loss_bbox_dn_4: 0.2495 (0.2632) loss_giou_dn_4: 0.4217 (0.4406) loss_class_hybrid: 0.7129 (0.7560) loss_bbox_hybrid: 0.1778 (0.1912) loss_giou_hybrid: 0.4069 (0.4201) loss_class_0_hybrid: 0.8103 (0.8240) loss_bbox_0_hybrid: 0.1848 (0.1997) loss_giou_0_hybrid: 0.4252 (0.4366) loss_class_1_hybrid: 0.7520 (0.7811) loss_bbox_1_hybrid: 0.1787 (0.1948) loss_giou_1_hybrid: 0.4093 (0.4268) loss_class_2_hybrid: 0.7245 (0.7679) loss_bbox_2_hybrid: 0.1838 (0.1915) loss_giou_2_hybrid: 0.4093 (0.4217) loss_class_3_hybrid: 0.7211 (0.7596) loss_bbox_3_hybrid: 0.1844 (0.1912) loss_giou_3_hybrid: 0.4066 (0.4205) loss_class_4_hybrid: 0.7091 (0.7560) loss_bbox_4_hybrid: 0.1844 (0.1913) loss_giou_4_hybrid: 0.4052 (0.4203) loss_class_enc_hybrid: 0.7506 (0.7884) loss_bbox_enc_hybrid: 0.2168 (0.2381) loss_giou_enc_hybrid: 0.4902 (0.4965) mem: 1029 max mem: 36965 [2024-01-15 16:18:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:19:51 det.util.engine] INFO: Epoch: [7] [9300/11727] eta: 0:43:40 lr: 0.000100 data_time: 0.0030 iter_time: 1.0675 loss: 25.5285 (26.5708) loss_class: 0.7255 (0.7535) loss_bbox: 0.1741 (0.1786) loss_giou: 0.3772 (0.3907) loss_class_0: 0.9000 (0.9295) loss_bbox_0: 0.1818 (0.1783) loss_giou_0: 0.3765 (0.3951) loss_class_1: 0.7612 (0.8107) loss_bbox_1: 0.1759 (0.1795) loss_giou_1: 0.3803 (0.3937) loss_class_2: 0.7619 (0.7795) loss_bbox_2: 0.1745 (0.1777) loss_giou_2: 0.3704 (0.3911) loss_class_3: 0.7333 (0.7624) loss_bbox_3: 0.1750 (0.1780) loss_giou_3: 0.3664 (0.3907) loss_class_4: 0.7335 (0.7547) loss_bbox_4: 0.1740 (0.1786) loss_giou_4: 0.3772 (0.3909) loss_class_enc: 0.8445 (0.8759) loss_bbox_enc: 0.2144 (0.2128) loss_giou_enc: 0.4186 (0.4468) loss_class_dn: 0.3755 (0.3828) loss_bbox_dn: 0.2211 (0.2631) loss_giou_dn: 0.4307 (0.4407) loss_class_dn_0: 0.4707 (0.4761) loss_bbox_dn_0: 0.3335 (0.3649) loss_giou_dn_0: 0.5640 (0.5690) loss_class_dn_1: 0.4046 (0.4118) loss_bbox_dn_1: 0.2497 (0.2874) loss_giou_dn_1: 0.4696 (0.4716) loss_class_dn_2: 0.3816 (0.3912) loss_bbox_dn_2: 0.2285 (0.2672) loss_giou_dn_2: 0.4387 (0.4470) loss_class_dn_3: 0.3806 (0.3850) loss_bbox_dn_3: 0.2234 (0.2640) loss_giou_dn_3: 0.4320 (0.4420) loss_class_dn_4: 0.3763 (0.3828) loss_bbox_dn_4: 0.2212 (0.2631) loss_giou_dn_4: 0.4305 (0.4405) loss_class_hybrid: 0.7248 (0.7559) loss_bbox_hybrid: 0.1843 (0.1912) loss_giou_hybrid: 0.4028 (0.4200) loss_class_0_hybrid: 0.7751 (0.8239) loss_bbox_0_hybrid: 0.1862 (0.1996) loss_giou_0_hybrid: 0.4138 (0.4365) loss_class_1_hybrid: 0.7304 (0.7810) loss_bbox_1_hybrid: 0.1832 (0.1947) loss_giou_1_hybrid: 0.4123 (0.4267) loss_class_2_hybrid: 0.7235 (0.7679) loss_bbox_2_hybrid: 0.1796 (0.1915) loss_giou_2_hybrid: 0.4048 (0.4216) loss_class_3_hybrid: 0.7246 (0.7595) loss_bbox_3_hybrid: 0.1806 (0.1912) loss_giou_3_hybrid: 0.4021 (0.4204) loss_class_4_hybrid: 0.7186 (0.7559) loss_bbox_4_hybrid: 0.1795 (0.1913) loss_giou_4_hybrid: 0.4020 (0.4203) loss_class_enc_hybrid: 0.7764 (0.7884) loss_bbox_enc_hybrid: 0.2363 (0.2380) loss_giou_enc_hybrid: 0.4708 (0.4964) mem: 1019 max mem: 36965 [2024-01-15 16:19:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:20:46 det.util.engine] INFO: Epoch: [7] [9350/11727] eta: 0:42:46 lr: 0.000100 data_time: 0.0035 iter_time: 1.0517 loss: 25.8564 (26.5721) loss_class: 0.7232 (0.7535) loss_bbox: 0.1770 (0.1786) loss_giou: 0.3840 (0.3908) loss_class_0: 0.8940 (0.9294) loss_bbox_0: 0.1719 (0.1784) loss_giou_0: 0.3908 (0.3952) loss_class_1: 0.7816 (0.8106) loss_bbox_1: 0.1732 (0.1795) loss_giou_1: 0.4010 (0.3938) loss_class_2: 0.7454 (0.7794) loss_bbox_2: 0.1753 (0.1777) loss_giou_2: 0.3920 (0.3912) loss_class_3: 0.7110 (0.7624) loss_bbox_3: 0.1760 (0.1780) loss_giou_3: 0.3868 (0.3908) loss_class_4: 0.7067 (0.7547) loss_bbox_4: 0.1681 (0.1786) loss_giou_4: 0.3836 (0.3910) loss_class_enc: 0.8399 (0.8759) loss_bbox_enc: 0.2022 (0.2128) loss_giou_enc: 0.4389 (0.4468) loss_class_dn: 0.3834 (0.3829) loss_bbox_dn: 0.2386 (0.2631) loss_giou_dn: 0.4145 (0.4407) loss_class_dn_0: 0.4723 (0.4761) loss_bbox_dn_0: 0.3360 (0.3648) loss_giou_dn_0: 0.5455 (0.5690) loss_class_dn_1: 0.4101 (0.4119) loss_bbox_dn_1: 0.2663 (0.2873) loss_giou_dn_1: 0.4503 (0.4716) loss_class_dn_2: 0.3948 (0.3913) loss_bbox_dn_2: 0.2441 (0.2672) loss_giou_dn_2: 0.4219 (0.4470) loss_class_dn_3: 0.3858 (0.3850) loss_bbox_dn_3: 0.2400 (0.2639) loss_giou_dn_3: 0.4141 (0.4420) loss_class_dn_4: 0.3861 (0.3828) loss_bbox_dn_4: 0.2387 (0.2631) loss_giou_dn_4: 0.4139 (0.4406) loss_class_hybrid: 0.7138 (0.7560) loss_bbox_hybrid: 0.1845 (0.1912) loss_giou_hybrid: 0.4200 (0.4201) loss_class_0_hybrid: 0.7927 (0.8240) loss_bbox_0_hybrid: 0.1987 (0.1997) loss_giou_0_hybrid: 0.4286 (0.4366) loss_class_1_hybrid: 0.7498 (0.7810) loss_bbox_1_hybrid: 0.1869 (0.1948) loss_giou_1_hybrid: 0.4250 (0.4268) loss_class_2_hybrid: 0.7266 (0.7679) loss_bbox_2_hybrid: 0.1918 (0.1915) loss_giou_2_hybrid: 0.4190 (0.4217) loss_class_3_hybrid: 0.7254 (0.7595) loss_bbox_3_hybrid: 0.1816 (0.1912) loss_giou_3_hybrid: 0.4179 (0.4205) loss_class_4_hybrid: 0.7138 (0.7559) loss_bbox_4_hybrid: 0.1819 (0.1913) loss_giou_4_hybrid: 0.4190 (0.4203) loss_class_enc_hybrid: 0.7517 (0.7884) loss_bbox_enc_hybrid: 0.2310 (0.2380) loss_giou_enc_hybrid: 0.4839 (0.4965) mem: 1025 max mem: 36965 [2024-01-15 16:20:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:21:39 det.util.engine] INFO: Epoch: [7] [9400/11727] eta: 0:41:52 lr: 0.000100 data_time: 0.0034 iter_time: 1.0870 loss: 25.7294 (26.5679) loss_class: 0.7091 (0.7533) loss_bbox: 0.1682 (0.1786) loss_giou: 0.3693 (0.3908) loss_class_0: 0.9018 (0.9293) loss_bbox_0: 0.1705 (0.1783) loss_giou_0: 0.3785 (0.3952) loss_class_1: 0.7308 (0.8104) loss_bbox_1: 0.1721 (0.1794) loss_giou_1: 0.3723 (0.3938) loss_class_2: 0.7221 (0.7793) loss_bbox_2: 0.1677 (0.1777) loss_giou_2: 0.3720 (0.3912) loss_class_3: 0.7121 (0.7622) loss_bbox_3: 0.1750 (0.1779) loss_giou_3: 0.3745 (0.3908) loss_class_4: 0.7162 (0.7545) loss_bbox_4: 0.1681 (0.1785) loss_giou_4: 0.3718 (0.3910) loss_class_enc: 0.8350 (0.8757) loss_bbox_enc: 0.2065 (0.2127) loss_giou_enc: 0.4215 (0.4469) loss_class_dn: 0.3694 (0.3828) loss_bbox_dn: 0.2197 (0.2629) loss_giou_dn: 0.4132 (0.4407) loss_class_dn_0: 0.4712 (0.4761) loss_bbox_dn_0: 0.3358 (0.3646) loss_giou_dn_0: 0.5536 (0.5690) loss_class_dn_1: 0.3978 (0.4118) loss_bbox_dn_1: 0.2547 (0.2872) loss_giou_dn_1: 0.4510 (0.4716) loss_class_dn_2: 0.3748 (0.3912) loss_bbox_dn_2: 0.2238 (0.2670) loss_giou_dn_2: 0.4223 (0.4470) loss_class_dn_3: 0.3699 (0.3849) loss_bbox_dn_3: 0.2192 (0.2638) loss_giou_dn_3: 0.4145 (0.4419) loss_class_dn_4: 0.3685 (0.3828) loss_bbox_dn_4: 0.2197 (0.2629) loss_giou_dn_4: 0.4132 (0.4405) loss_class_hybrid: 0.7238 (0.7558) loss_bbox_hybrid: 0.1778 (0.1911) loss_giou_hybrid: 0.3872 (0.4202) loss_class_0_hybrid: 0.8082 (0.8238) loss_bbox_0_hybrid: 0.1907 (0.1996) loss_giou_0_hybrid: 0.4086 (0.4366) loss_class_1_hybrid: 0.7296 (0.7808) loss_bbox_1_hybrid: 0.1861 (0.1947) loss_giou_1_hybrid: 0.3945 (0.4268) loss_class_2_hybrid: 0.7269 (0.7677) loss_bbox_2_hybrid: 0.1822 (0.1915) loss_giou_2_hybrid: 0.3859 (0.4217) loss_class_3_hybrid: 0.7207 (0.7594) loss_bbox_3_hybrid: 0.1809 (0.1911) loss_giou_3_hybrid: 0.3945 (0.4206) loss_class_4_hybrid: 0.7178 (0.7558) loss_bbox_4_hybrid: 0.1789 (0.1912) loss_giou_4_hybrid: 0.3868 (0.4204) loss_class_enc_hybrid: 0.7556 (0.7883) loss_bbox_enc_hybrid: 0.2233 (0.2379) loss_giou_enc_hybrid: 0.4692 (0.4965) mem: 1012 max mem: 36965 [2024-01-15 16:21:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:22:33 det.util.engine] INFO: Epoch: [7] [9450/11727] eta: 0:40:58 lr: 0.000100 data_time: 0.0032 iter_time: 1.0542 loss: 26.9361 (26.5645) loss_class: 0.7529 (0.7533) loss_bbox: 0.1887 (0.1785) loss_giou: 0.3862 (0.3908) loss_class_0: 0.9152 (0.9292) loss_bbox_0: 0.1842 (0.1783) loss_giou_0: 0.3996 (0.3951) loss_class_1: 0.8273 (0.8103) loss_bbox_1: 0.1931 (0.1794) loss_giou_1: 0.3983 (0.3938) loss_class_2: 0.7649 (0.7791) loss_bbox_2: 0.1916 (0.1776) loss_giou_2: 0.3962 (0.3912) loss_class_3: 0.7552 (0.7622) loss_bbox_3: 0.1861 (0.1779) loss_giou_3: 0.3895 (0.3908) loss_class_4: 0.7608 (0.7545) loss_bbox_4: 0.1888 (0.1785) loss_giou_4: 0.3861 (0.3910) loss_class_enc: 0.8449 (0.8756) loss_bbox_enc: 0.2331 (0.2126) loss_giou_enc: 0.4583 (0.4468) loss_class_dn: 0.3795 (0.3828) loss_bbox_dn: 0.2753 (0.2628) loss_giou_dn: 0.4530 (0.4406) loss_class_dn_0: 0.4756 (0.4761) loss_bbox_dn_0: 0.3579 (0.3645) loss_giou_dn_0: 0.5650 (0.5689) loss_class_dn_1: 0.4038 (0.4118) loss_bbox_dn_1: 0.2995 (0.2871) loss_giou_dn_1: 0.4719 (0.4715) loss_class_dn_2: 0.3851 (0.3912) loss_bbox_dn_2: 0.2770 (0.2669) loss_giou_dn_2: 0.4527 (0.4469) loss_class_dn_3: 0.3782 (0.3849) loss_bbox_dn_3: 0.2750 (0.2637) loss_giou_dn_3: 0.4555 (0.4419) loss_class_dn_4: 0.3787 (0.3827) loss_bbox_dn_4: 0.2752 (0.2628) loss_giou_dn_4: 0.4533 (0.4405) loss_class_hybrid: 0.7534 (0.7558) loss_bbox_hybrid: 0.1966 (0.1911) loss_giou_hybrid: 0.4289 (0.4201) loss_class_0_hybrid: 0.8165 (0.8237) loss_bbox_0_hybrid: 0.2061 (0.1995) loss_giou_0_hybrid: 0.4288 (0.4366) loss_class_1_hybrid: 0.7764 (0.7808) loss_bbox_1_hybrid: 0.2044 (0.1946) loss_giou_1_hybrid: 0.4317 (0.4268) loss_class_2_hybrid: 0.7787 (0.7676) loss_bbox_2_hybrid: 0.2018 (0.1914) loss_giou_2_hybrid: 0.4293 (0.4217) loss_class_3_hybrid: 0.7630 (0.7593) loss_bbox_3_hybrid: 0.1954 (0.1911) loss_giou_3_hybrid: 0.4241 (0.4205) loss_class_4_hybrid: 0.7597 (0.7558) loss_bbox_4_hybrid: 0.1957 (0.1912) loss_giou_4_hybrid: 0.4295 (0.4203) loss_class_enc_hybrid: 0.7553 (0.7882) loss_bbox_enc_hybrid: 0.2481 (0.2379) loss_giou_enc_hybrid: 0.5014 (0.4965) mem: 1027 max mem: 36965 [2024-01-15 16:22:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:23:26 det.util.engine] INFO: Epoch: [7] [9500/11727] eta: 0:40:03 lr: 0.000100 data_time: 0.0032 iter_time: 1.0802 loss: 26.6870 (26.5653) loss_class: 0.7402 (0.7532) loss_bbox: 0.1706 (0.1785) loss_giou: 0.4014 (0.3908) loss_class_0: 0.9011 (0.9291) loss_bbox_0: 0.1760 (0.1783) loss_giou_0: 0.4048 (0.3952) loss_class_1: 0.7922 (0.8102) loss_bbox_1: 0.1704 (0.1794) loss_giou_1: 0.4052 (0.3939) loss_class_2: 0.7778 (0.7791) loss_bbox_2: 0.1791 (0.1777) loss_giou_2: 0.4107 (0.3913) loss_class_3: 0.7496 (0.7621) loss_bbox_3: 0.1688 (0.1779) loss_giou_3: 0.3996 (0.3908) loss_class_4: 0.7501 (0.7544) loss_bbox_4: 0.1706 (0.1785) loss_giou_4: 0.4008 (0.3910) loss_class_enc: 0.8987 (0.8756) loss_bbox_enc: 0.2004 (0.2127) loss_giou_enc: 0.4436 (0.4468) loss_class_dn: 0.3914 (0.3828) loss_bbox_dn: 0.2458 (0.2629) loss_giou_dn: 0.4477 (0.4406) loss_class_dn_0: 0.4782 (0.4761) loss_bbox_dn_0: 0.3359 (0.3646) loss_giou_dn_0: 0.5718 (0.5690) loss_class_dn_1: 0.4203 (0.4118) loss_bbox_dn_1: 0.2712 (0.2871) loss_giou_dn_1: 0.4732 (0.4716) loss_class_dn_2: 0.3963 (0.3912) loss_bbox_dn_2: 0.2486 (0.2670) loss_giou_dn_2: 0.4545 (0.4469) loss_class_dn_3: 0.3922 (0.3849) loss_bbox_dn_3: 0.2460 (0.2637) loss_giou_dn_3: 0.4475 (0.4419) loss_class_dn_4: 0.3890 (0.3827) loss_bbox_dn_4: 0.2458 (0.2629) loss_giou_dn_4: 0.4477 (0.4405) loss_class_hybrid: 0.7467 (0.7557) loss_bbox_hybrid: 0.1900 (0.1911) loss_giou_hybrid: 0.4122 (0.4202) loss_class_0_hybrid: 0.7758 (0.8237) loss_bbox_0_hybrid: 0.1931 (0.1996) loss_giou_0_hybrid: 0.4268 (0.4366) loss_class_1_hybrid: 0.7652 (0.7808) loss_bbox_1_hybrid: 0.1950 (0.1947) loss_giou_1_hybrid: 0.4226 (0.4268) loss_class_2_hybrid: 0.7524 (0.7676) loss_bbox_2_hybrid: 0.1876 (0.1914) loss_giou_2_hybrid: 0.4164 (0.4217) loss_class_3_hybrid: 0.7538 (0.7593) loss_bbox_3_hybrid: 0.1880 (0.1911) loss_giou_3_hybrid: 0.4145 (0.4206) loss_class_4_hybrid: 0.7468 (0.7557) loss_bbox_4_hybrid: 0.1888 (0.1912) loss_giou_4_hybrid: 0.4143 (0.4204) loss_class_enc_hybrid: 0.7661 (0.7882) loss_bbox_enc_hybrid: 0.2186 (0.2379) loss_giou_enc_hybrid: 0.4866 (0.4965) mem: 1029 max mem: 36965 [2024-01-15 16:23:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:24:20 det.util.engine] INFO: Epoch: [7] [9550/11727] eta: 0:39:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.0499 loss: 26.3987 (26.5659) loss_class: 0.7309 (0.7533) loss_bbox: 0.1660 (0.1785) loss_giou: 0.3640 (0.3908) loss_class_0: 0.9520 (0.9291) loss_bbox_0: 0.1618 (0.1783) loss_giou_0: 0.3825 (0.3952) loss_class_1: 0.7950 (0.8103) loss_bbox_1: 0.1643 (0.1794) loss_giou_1: 0.3715 (0.3939) loss_class_2: 0.7581 (0.7791) loss_bbox_2: 0.1578 (0.1777) loss_giou_2: 0.3667 (0.3913) loss_class_3: 0.7531 (0.7622) loss_bbox_3: 0.1591 (0.1779) loss_giou_3: 0.3600 (0.3908) loss_class_4: 0.7148 (0.7545) loss_bbox_4: 0.1570 (0.1785) loss_giou_4: 0.3634 (0.3910) loss_class_enc: 0.8679 (0.8757) loss_bbox_enc: 0.1994 (0.2126) loss_giou_enc: 0.4237 (0.4468) loss_class_dn: 0.3803 (0.3828) loss_bbox_dn: 0.2270 (0.2629) loss_giou_dn: 0.4347 (0.4406) loss_class_dn_0: 0.4717 (0.4760) loss_bbox_dn_0: 0.3255 (0.3645) loss_giou_dn_0: 0.5654 (0.5690) loss_class_dn_1: 0.4086 (0.4118) loss_bbox_dn_1: 0.2458 (0.2871) loss_giou_dn_1: 0.4700 (0.4716) loss_class_dn_2: 0.3934 (0.3912) loss_bbox_dn_2: 0.2299 (0.2670) loss_giou_dn_2: 0.4403 (0.4469) loss_class_dn_3: 0.3842 (0.3849) loss_bbox_dn_3: 0.2281 (0.2637) loss_giou_dn_3: 0.4335 (0.4419) loss_class_dn_4: 0.3833 (0.3827) loss_bbox_dn_4: 0.2270 (0.2629) loss_giou_dn_4: 0.4349 (0.4405) loss_class_hybrid: 0.7315 (0.7558) loss_bbox_hybrid: 0.1771 (0.1911) loss_giou_hybrid: 0.3920 (0.4202) loss_class_0_hybrid: 0.8389 (0.8238) loss_bbox_0_hybrid: 0.1848 (0.1996) loss_giou_0_hybrid: 0.4091 (0.4366) loss_class_1_hybrid: 0.7660 (0.7808) loss_bbox_1_hybrid: 0.1805 (0.1947) loss_giou_1_hybrid: 0.3941 (0.4268) loss_class_2_hybrid: 0.7507 (0.7677) loss_bbox_2_hybrid: 0.1732 (0.1914) loss_giou_2_hybrid: 0.3947 (0.4217) loss_class_3_hybrid: 0.7488 (0.7593) loss_bbox_3_hybrid: 0.1778 (0.1911) loss_giou_3_hybrid: 0.3921 (0.4206) loss_class_4_hybrid: 0.7429 (0.7558) loss_bbox_4_hybrid: 0.1782 (0.1912) loss_giou_4_hybrid: 0.3933 (0.4204) loss_class_enc_hybrid: 0.7684 (0.7882) loss_bbox_enc_hybrid: 0.2192 (0.2379) loss_giou_enc_hybrid: 0.4601 (0.4965) mem: 1032 max mem: 36965 [2024-01-15 16:24:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:25:15 det.util.engine] INFO: Epoch: [7] [9600/11727] eta: 0:38:16 lr: 0.000100 data_time: 0.0032 iter_time: 1.1339 loss: 26.1756 (26.5641) loss_class: 0.7248 (0.7533) loss_bbox: 0.1772 (0.1785) loss_giou: 0.3318 (0.3907) loss_class_0: 0.9020 (0.9291) loss_bbox_0: 0.1735 (0.1783) loss_giou_0: 0.3399 (0.3952) loss_class_1: 0.7943 (0.8103) loss_bbox_1: 0.1729 (0.1794) loss_giou_1: 0.3470 (0.3938) loss_class_2: 0.7247 (0.7791) loss_bbox_2: 0.1687 (0.1777) loss_giou_2: 0.3388 (0.3912) loss_class_3: 0.7183 (0.7621) loss_bbox_3: 0.1761 (0.1779) loss_giou_3: 0.3429 (0.3908) loss_class_4: 0.7133 (0.7545) loss_bbox_4: 0.1644 (0.1785) loss_giou_4: 0.3427 (0.3909) loss_class_enc: 0.8414 (0.8756) loss_bbox_enc: 0.2148 (0.2127) loss_giou_enc: 0.4185 (0.4468) loss_class_dn: 0.3753 (0.3828) loss_bbox_dn: 0.2380 (0.2629) loss_giou_dn: 0.3900 (0.4406) loss_class_dn_0: 0.4802 (0.4760) loss_bbox_dn_0: 0.3425 (0.3645) loss_giou_dn_0: 0.5224 (0.5689) loss_class_dn_1: 0.4083 (0.4118) loss_bbox_dn_1: 0.2728 (0.2871) loss_giou_dn_1: 0.4274 (0.4715) loss_class_dn_2: 0.3828 (0.3912) loss_bbox_dn_2: 0.2481 (0.2670) loss_giou_dn_2: 0.3983 (0.4469) loss_class_dn_3: 0.3785 (0.3849) loss_bbox_dn_3: 0.2406 (0.2637) loss_giou_dn_3: 0.3909 (0.4418) loss_class_dn_4: 0.3768 (0.3827) loss_bbox_dn_4: 0.2379 (0.2629) loss_giou_dn_4: 0.3898 (0.4404) loss_class_hybrid: 0.7622 (0.7558) loss_bbox_hybrid: 0.1808 (0.1911) loss_giou_hybrid: 0.3440 (0.4201) loss_class_0_hybrid: 0.8282 (0.8238) loss_bbox_0_hybrid: 0.1972 (0.1995) loss_giou_0_hybrid: 0.3624 (0.4365) loss_class_1_hybrid: 0.7816 (0.7808) loss_bbox_1_hybrid: 0.1830 (0.1946) loss_giou_1_hybrid: 0.3549 (0.4267) loss_class_2_hybrid: 0.7498 (0.7677) loss_bbox_2_hybrid: 0.1776 (0.1914) loss_giou_2_hybrid: 0.3461 (0.4217) loss_class_3_hybrid: 0.7544 (0.7594) loss_bbox_3_hybrid: 0.1797 (0.1910) loss_giou_3_hybrid: 0.3401 (0.4205) loss_class_4_hybrid: 0.7621 (0.7558) loss_bbox_4_hybrid: 0.1798 (0.1912) loss_giou_4_hybrid: 0.3432 (0.4203) loss_class_enc_hybrid: 0.7823 (0.7882) loss_bbox_enc_hybrid: 0.2421 (0.2379) loss_giou_enc_hybrid: 0.4336 (0.4964) mem: 1024 max mem: 36965 [2024-01-15 16:25:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:26:11 det.util.engine] INFO: Epoch: [7] [9650/11727] eta: 0:37:22 lr: 0.000100 data_time: 0.0036 iter_time: 1.1119 loss: 25.9722 (26.5624) loss_class: 0.7106 (0.7533) loss_bbox: 0.1645 (0.1785) loss_giou: 0.3964 (0.3908) loss_class_0: 0.9005 (0.9290) loss_bbox_0: 0.1589 (0.1782) loss_giou_0: 0.3965 (0.3952) loss_class_1: 0.7371 (0.8102) loss_bbox_1: 0.1711 (0.1794) loss_giou_1: 0.3962 (0.3939) loss_class_2: 0.7441 (0.7791) loss_bbox_2: 0.1666 (0.1776) loss_giou_2: 0.3943 (0.3912) loss_class_3: 0.7171 (0.7621) loss_bbox_3: 0.1614 (0.1779) loss_giou_3: 0.3816 (0.3908) loss_class_4: 0.7117 (0.7544) loss_bbox_4: 0.1653 (0.1784) loss_giou_4: 0.3898 (0.3910) loss_class_enc: 0.8394 (0.8755) loss_bbox_enc: 0.1910 (0.2126) loss_giou_enc: 0.4427 (0.4468) loss_class_dn: 0.3740 (0.3827) loss_bbox_dn: 0.2117 (0.2628) loss_giou_dn: 0.4247 (0.4405) loss_class_dn_0: 0.4669 (0.4760) loss_bbox_dn_0: 0.2917 (0.3644) loss_giou_dn_0: 0.5688 (0.5688) loss_class_dn_1: 0.3967 (0.4117) loss_bbox_dn_1: 0.2322 (0.2870) loss_giou_dn_1: 0.4617 (0.4715) loss_class_dn_2: 0.3822 (0.3911) loss_bbox_dn_2: 0.2177 (0.2669) loss_giou_dn_2: 0.4319 (0.4468) loss_class_dn_3: 0.3764 (0.3849) loss_bbox_dn_3: 0.2154 (0.2636) loss_giou_dn_3: 0.4245 (0.4418) loss_class_dn_4: 0.3718 (0.3827) loss_bbox_dn_4: 0.2117 (0.2628) loss_giou_dn_4: 0.4246 (0.4404) loss_class_hybrid: 0.7137 (0.7558) loss_bbox_hybrid: 0.1738 (0.1910) loss_giou_hybrid: 0.4111 (0.4201) loss_class_0_hybrid: 0.7580 (0.8237) loss_bbox_0_hybrid: 0.1747 (0.1995) loss_giou_0_hybrid: 0.4261 (0.4366) loss_class_1_hybrid: 0.7343 (0.7808) loss_bbox_1_hybrid: 0.1756 (0.1946) loss_giou_1_hybrid: 0.4151 (0.4268) loss_class_2_hybrid: 0.7269 (0.7676) loss_bbox_2_hybrid: 0.1711 (0.1914) loss_giou_2_hybrid: 0.4120 (0.4217) loss_class_3_hybrid: 0.7281 (0.7593) loss_bbox_3_hybrid: 0.1714 (0.1910) loss_giou_3_hybrid: 0.4109 (0.4205) loss_class_4_hybrid: 0.7135 (0.7558) loss_bbox_4_hybrid: 0.1732 (0.1911) loss_giou_4_hybrid: 0.4117 (0.4203) loss_class_enc_hybrid: 0.7464 (0.7882) loss_bbox_enc_hybrid: 0.2073 (0.2378) loss_giou_enc_hybrid: 0.4741 (0.4965) mem: 1024 max mem: 36965 [2024-01-15 16:26:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:27:05 det.util.engine] INFO: Epoch: [7] [9700/11727] eta: 0:36:28 lr: 0.000100 data_time: 0.0034 iter_time: 1.0938 loss: 26.9618 (26.5626) loss_class: 0.7458 (0.7533) loss_bbox: 0.1578 (0.1785) loss_giou: 0.3810 (0.3908) loss_class_0: 0.9020 (0.9290) loss_bbox_0: 0.1673 (0.1782) loss_giou_0: 0.3841 (0.3952) loss_class_1: 0.7922 (0.8101) loss_bbox_1: 0.1659 (0.1794) loss_giou_1: 0.3905 (0.3939) loss_class_2: 0.7683 (0.7790) loss_bbox_2: 0.1604 (0.1776) loss_giou_2: 0.3826 (0.3913) loss_class_3: 0.7685 (0.7621) loss_bbox_3: 0.1553 (0.1779) loss_giou_3: 0.3820 (0.3909) loss_class_4: 0.7438 (0.7544) loss_bbox_4: 0.1604 (0.1784) loss_giou_4: 0.3835 (0.3910) loss_class_enc: 0.8377 (0.8756) loss_bbox_enc: 0.1987 (0.2126) loss_giou_enc: 0.4434 (0.4469) loss_class_dn: 0.3844 (0.3827) loss_bbox_dn: 0.2500 (0.2627) loss_giou_dn: 0.4326 (0.4405) loss_class_dn_0: 0.4758 (0.4760) loss_bbox_dn_0: 0.3370 (0.3644) loss_giou_dn_0: 0.5507 (0.5689) loss_class_dn_1: 0.4098 (0.4117) loss_bbox_dn_1: 0.2794 (0.2870) loss_giou_dn_1: 0.4712 (0.4715) loss_class_dn_2: 0.3841 (0.3911) loss_bbox_dn_2: 0.2511 (0.2668) loss_giou_dn_2: 0.4403 (0.4468) loss_class_dn_3: 0.3850 (0.3848) loss_bbox_dn_3: 0.2496 (0.2636) loss_giou_dn_3: 0.4334 (0.4418) loss_class_dn_4: 0.3775 (0.3827) loss_bbox_dn_4: 0.2500 (0.2627) loss_giou_dn_4: 0.4323 (0.4404) loss_class_hybrid: 0.7492 (0.7557) loss_bbox_hybrid: 0.1739 (0.1910) loss_giou_hybrid: 0.4083 (0.4202) loss_class_0_hybrid: 0.8156 (0.8237) loss_bbox_0_hybrid: 0.1794 (0.1995) loss_giou_0_hybrid: 0.4182 (0.4367) loss_class_1_hybrid: 0.7456 (0.7808) loss_bbox_1_hybrid: 0.1806 (0.1946) loss_giou_1_hybrid: 0.4207 (0.4268) loss_class_2_hybrid: 0.7351 (0.7676) loss_bbox_2_hybrid: 0.1768 (0.1914) loss_giou_2_hybrid: 0.4177 (0.4218) loss_class_3_hybrid: 0.7444 (0.7593) loss_bbox_3_hybrid: 0.1736 (0.1910) loss_giou_3_hybrid: 0.4122 (0.4206) loss_class_4_hybrid: 0.7300 (0.7557) loss_bbox_4_hybrid: 0.1742 (0.1911) loss_giou_4_hybrid: 0.4081 (0.4204) loss_class_enc_hybrid: 0.7625 (0.7882) loss_bbox_enc_hybrid: 0.2197 (0.2378) loss_giou_enc_hybrid: 0.4896 (0.4965) mem: 1031 max mem: 36965 [2024-01-15 16:27:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:27:58 det.util.engine] INFO: Epoch: [7] [9750/11727] eta: 0:35:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0718 loss: 24.6330 (26.5584) loss_class: 0.6850 (0.7532) loss_bbox: 0.1770 (0.1784) loss_giou: 0.3489 (0.3907) loss_class_0: 0.8758 (0.9289) loss_bbox_0: 0.1734 (0.1782) loss_giou_0: 0.3554 (0.3952) loss_class_1: 0.7507 (0.8100) loss_bbox_1: 0.1761 (0.1793) loss_giou_1: 0.3574 (0.3939) loss_class_2: 0.7033 (0.7789) loss_bbox_2: 0.1778 (0.1776) loss_giou_2: 0.3370 (0.3912) loss_class_3: 0.6874 (0.7620) loss_bbox_3: 0.1724 (0.1778) loss_giou_3: 0.3530 (0.3908) loss_class_4: 0.7011 (0.7543) loss_bbox_4: 0.1746 (0.1784) loss_giou_4: 0.3507 (0.3910) loss_class_enc: 0.8500 (0.8755) loss_bbox_enc: 0.2048 (0.2125) loss_giou_enc: 0.3930 (0.4468) loss_class_dn: 0.3641 (0.3827) loss_bbox_dn: 0.2490 (0.2626) loss_giou_dn: 0.3876 (0.4404) loss_class_dn_0: 0.4765 (0.4760) loss_bbox_dn_0: 0.3422 (0.3643) loss_giou_dn_0: 0.5054 (0.5687) loss_class_dn_1: 0.3978 (0.4117) loss_bbox_dn_1: 0.2759 (0.2869) loss_giou_dn_1: 0.4111 (0.4714) loss_class_dn_2: 0.3778 (0.3911) loss_bbox_dn_2: 0.2471 (0.2667) loss_giou_dn_2: 0.3902 (0.4467) loss_class_dn_3: 0.3700 (0.3848) loss_bbox_dn_3: 0.2494 (0.2635) loss_giou_dn_3: 0.3883 (0.4417) loss_class_dn_4: 0.3643 (0.3827) loss_bbox_dn_4: 0.2491 (0.2626) loss_giou_dn_4: 0.3862 (0.4403) loss_class_hybrid: 0.7346 (0.7557) loss_bbox_hybrid: 0.1783 (0.1910) loss_giou_hybrid: 0.3655 (0.4201) loss_class_0_hybrid: 0.7940 (0.8237) loss_bbox_0_hybrid: 0.1823 (0.1994) loss_giou_0_hybrid: 0.3731 (0.4365) loss_class_1_hybrid: 0.7748 (0.7808) loss_bbox_1_hybrid: 0.1792 (0.1945) loss_giou_1_hybrid: 0.3675 (0.4267) loss_class_2_hybrid: 0.7466 (0.7675) loss_bbox_2_hybrid: 0.1776 (0.1913) loss_giou_2_hybrid: 0.3615 (0.4217) loss_class_3_hybrid: 0.7353 (0.7592) loss_bbox_3_hybrid: 0.1793 (0.1910) loss_giou_3_hybrid: 0.3723 (0.4205) loss_class_4_hybrid: 0.7471 (0.7557) loss_bbox_4_hybrid: 0.1826 (0.1911) loss_giou_4_hybrid: 0.3643 (0.4203) loss_class_enc_hybrid: 0.8001 (0.7881) loss_bbox_enc_hybrid: 0.2215 (0.2377) loss_giou_enc_hybrid: 0.4282 (0.4964) mem: 1030 max mem: 36965 [2024-01-15 16:27:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:28:52 det.util.engine] INFO: Epoch: [7] [9800/11727] eta: 0:34:40 lr: 0.000100 data_time: 0.0038 iter_time: 1.0888 loss: 26.2036 (26.5567) loss_class: 0.7474 (0.7531) loss_bbox: 0.1673 (0.1784) loss_giou: 0.3822 (0.3907) loss_class_0: 0.9217 (0.9288) loss_bbox_0: 0.1680 (0.1782) loss_giou_0: 0.3759 (0.3951) loss_class_1: 0.7945 (0.8100) loss_bbox_1: 0.1762 (0.1793) loss_giou_1: 0.3865 (0.3938) loss_class_2: 0.7534 (0.7788) loss_bbox_2: 0.1707 (0.1776) loss_giou_2: 0.3933 (0.3912) loss_class_3: 0.7392 (0.7619) loss_bbox_3: 0.1674 (0.1778) loss_giou_3: 0.3878 (0.3908) loss_class_4: 0.7239 (0.7542) loss_bbox_4: 0.1677 (0.1784) loss_giou_4: 0.3863 (0.3910) loss_class_enc: 0.8745 (0.8755) loss_bbox_enc: 0.2079 (0.2125) loss_giou_enc: 0.4379 (0.4468) loss_class_dn: 0.3713 (0.3827) loss_bbox_dn: 0.2729 (0.2626) loss_giou_dn: 0.4176 (0.4404) loss_class_dn_0: 0.4691 (0.4760) loss_bbox_dn_0: 0.3710 (0.3642) loss_giou_dn_0: 0.5549 (0.5687) loss_class_dn_1: 0.4038 (0.4117) loss_bbox_dn_1: 0.2933 (0.2869) loss_giou_dn_1: 0.4528 (0.4713) loss_class_dn_2: 0.3840 (0.3911) loss_bbox_dn_2: 0.2777 (0.2667) loss_giou_dn_2: 0.4320 (0.4467) loss_class_dn_3: 0.3755 (0.3848) loss_bbox_dn_3: 0.2738 (0.2635) loss_giou_dn_3: 0.4192 (0.4417) loss_class_dn_4: 0.3706 (0.3826) loss_bbox_dn_4: 0.2730 (0.2626) loss_giou_dn_4: 0.4175 (0.4403) loss_class_hybrid: 0.7728 (0.7556) loss_bbox_hybrid: 0.1770 (0.1910) loss_giou_hybrid: 0.4229 (0.4201) loss_class_0_hybrid: 0.8184 (0.8236) loss_bbox_0_hybrid: 0.1959 (0.1994) loss_giou_0_hybrid: 0.4349 (0.4365) loss_class_1_hybrid: 0.7820 (0.7807) loss_bbox_1_hybrid: 0.1798 (0.1945) loss_giou_1_hybrid: 0.4274 (0.4267) loss_class_2_hybrid: 0.7556 (0.7674) loss_bbox_2_hybrid: 0.1743 (0.1913) loss_giou_2_hybrid: 0.4194 (0.4217) loss_class_3_hybrid: 0.7640 (0.7591) loss_bbox_3_hybrid: 0.1767 (0.1909) loss_giou_3_hybrid: 0.4173 (0.4205) loss_class_4_hybrid: 0.7691 (0.7556) loss_bbox_4_hybrid: 0.1755 (0.1910) loss_giou_4_hybrid: 0.4212 (0.4203) loss_class_enc_hybrid: 0.7786 (0.7881) loss_bbox_enc_hybrid: 0.2407 (0.2377) loss_giou_enc_hybrid: 0.4955 (0.4964) mem: 1026 max mem: 36965 [2024-01-15 16:28:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:29:46 det.util.engine] INFO: Epoch: [7] [9850/11727] eta: 0:33:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0367 loss: 25.9764 (26.5556) loss_class: 0.7509 (0.7531) loss_bbox: 0.1877 (0.1784) loss_giou: 0.3513 (0.3907) loss_class_0: 0.9073 (0.9287) loss_bbox_0: 0.1892 (0.1782) loss_giou_0: 0.3624 (0.3951) loss_class_1: 0.8342 (0.8100) loss_bbox_1: 0.1895 (0.1793) loss_giou_1: 0.3686 (0.3938) loss_class_2: 0.7820 (0.7789) loss_bbox_2: 0.1817 (0.1776) loss_giou_2: 0.3579 (0.3911) loss_class_3: 0.7605 (0.7619) loss_bbox_3: 0.1835 (0.1778) loss_giou_3: 0.3496 (0.3908) loss_class_4: 0.7777 (0.7543) loss_bbox_4: 0.1855 (0.1784) loss_giou_4: 0.3456 (0.3909) loss_class_enc: 0.8536 (0.8754) loss_bbox_enc: 0.2184 (0.2126) loss_giou_enc: 0.4260 (0.4467) loss_class_dn: 0.3709 (0.3827) loss_bbox_dn: 0.2424 (0.2626) loss_giou_dn: 0.4131 (0.4403) loss_class_dn_0: 0.4781 (0.4760) loss_bbox_dn_0: 0.3578 (0.3643) loss_giou_dn_0: 0.5478 (0.5687) loss_class_dn_1: 0.4116 (0.4117) loss_bbox_dn_1: 0.2738 (0.2869) loss_giou_dn_1: 0.4367 (0.4713) loss_class_dn_2: 0.3807 (0.3911) loss_bbox_dn_2: 0.2467 (0.2667) loss_giou_dn_2: 0.4182 (0.4466) loss_class_dn_3: 0.3753 (0.3848) loss_bbox_dn_3: 0.2432 (0.2634) loss_giou_dn_3: 0.4132 (0.4416) loss_class_dn_4: 0.3716 (0.3826) loss_bbox_dn_4: 0.2426 (0.2626) loss_giou_dn_4: 0.4130 (0.4402) loss_class_hybrid: 0.7377 (0.7556) loss_bbox_hybrid: 0.1982 (0.1910) loss_giou_hybrid: 0.3748 (0.4200) loss_class_0_hybrid: 0.8300 (0.8236) loss_bbox_0_hybrid: 0.2125 (0.1994) loss_giou_0_hybrid: 0.3872 (0.4364) loss_class_1_hybrid: 0.7666 (0.7807) loss_bbox_1_hybrid: 0.2045 (0.1945) loss_giou_1_hybrid: 0.3837 (0.4266) loss_class_2_hybrid: 0.7645 (0.7675) loss_bbox_2_hybrid: 0.2012 (0.1913) loss_giou_2_hybrid: 0.3756 (0.4216) loss_class_3_hybrid: 0.7559 (0.7591) loss_bbox_3_hybrid: 0.2004 (0.1910) loss_giou_3_hybrid: 0.3761 (0.4204) loss_class_4_hybrid: 0.7586 (0.7556) loss_bbox_4_hybrid: 0.1991 (0.1911) loss_giou_4_hybrid: 0.3752 (0.4202) loss_class_enc_hybrid: 0.7762 (0.7881) loss_bbox_enc_hybrid: 0.2432 (0.2377) loss_giou_enc_hybrid: 0.4643 (0.4964) mem: 1026 max mem: 36965 [2024-01-15 16:29:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:30:39 det.util.engine] INFO: Epoch: [7] [9900/11727] eta: 0:32:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0755 loss: 27.9415 (26.5581) loss_class: 0.8074 (0.7532) loss_bbox: 0.1815 (0.1784) loss_giou: 0.4200 (0.3908) loss_class_0: 0.9760 (0.9287) loss_bbox_0: 0.1906 (0.1782) loss_giou_0: 0.4273 (0.3953) loss_class_1: 0.8607 (0.8100) loss_bbox_1: 0.1848 (0.1793) loss_giou_1: 0.4298 (0.3939) loss_class_2: 0.8427 (0.7790) loss_bbox_2: 0.1824 (0.1776) loss_giou_2: 0.4195 (0.3912) loss_class_3: 0.8179 (0.7620) loss_bbox_3: 0.1812 (0.1779) loss_giou_3: 0.4195 (0.3909) loss_class_4: 0.8145 (0.7544) loss_bbox_4: 0.1812 (0.1784) loss_giou_4: 0.4151 (0.3910) loss_class_enc: 0.9052 (0.8754) loss_bbox_enc: 0.2334 (0.2126) loss_giou_enc: 0.4841 (0.4469) loss_class_dn: 0.3945 (0.3827) loss_bbox_dn: 0.2935 (0.2626) loss_giou_dn: 0.4885 (0.4404) loss_class_dn_0: 0.4696 (0.4760) loss_bbox_dn_0: 0.3712 (0.3642) loss_giou_dn_0: 0.6088 (0.5687) loss_class_dn_1: 0.4112 (0.4117) loss_bbox_dn_1: 0.3109 (0.2868) loss_giou_dn_1: 0.5163 (0.4713) loss_class_dn_2: 0.3971 (0.3911) loss_bbox_dn_2: 0.2950 (0.2667) loss_giou_dn_2: 0.4919 (0.4467) loss_class_dn_3: 0.3954 (0.3848) loss_bbox_dn_3: 0.2940 (0.2634) loss_giou_dn_3: 0.4894 (0.4417) loss_class_dn_4: 0.3938 (0.3826) loss_bbox_dn_4: 0.2934 (0.2626) loss_giou_dn_4: 0.4885 (0.4403) loss_class_hybrid: 0.8019 (0.7556) loss_bbox_hybrid: 0.2057 (0.1910) loss_giou_hybrid: 0.4410 (0.4202) loss_class_0_hybrid: 0.8485 (0.8235) loss_bbox_0_hybrid: 0.2113 (0.1994) loss_giou_0_hybrid: 0.4721 (0.4366) loss_class_1_hybrid: 0.8221 (0.7807) loss_bbox_1_hybrid: 0.2119 (0.1945) loss_giou_1_hybrid: 0.4536 (0.4268) loss_class_2_hybrid: 0.8038 (0.7675) loss_bbox_2_hybrid: 0.2064 (0.1913) loss_giou_2_hybrid: 0.4445 (0.4217) loss_class_3_hybrid: 0.8092 (0.7591) loss_bbox_3_hybrid: 0.2046 (0.1910) loss_giou_3_hybrid: 0.4465 (0.4206) loss_class_4_hybrid: 0.7976 (0.7556) loss_bbox_4_hybrid: 0.2039 (0.1911) loss_giou_4_hybrid: 0.4451 (0.4204) loss_class_enc_hybrid: 0.8245 (0.7880) loss_bbox_enc_hybrid: 0.2508 (0.2378) loss_giou_enc_hybrid: 0.5375 (0.4965) mem: 1024 max mem: 36965 [2024-01-15 16:30:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:31:31 det.util.engine] INFO: Epoch: [7] [9950/11727] eta: 0:31:58 lr: 0.000100 data_time: 0.0032 iter_time: 1.0361 loss: 25.4880 (26.5555) loss_class: 0.7396 (0.7532) loss_bbox: 0.1723 (0.1784) loss_giou: 0.4055 (0.3907) loss_class_0: 0.8914 (0.9286) loss_bbox_0: 0.1659 (0.1783) loss_giou_0: 0.4035 (0.3952) loss_class_1: 0.7878 (0.8100) loss_bbox_1: 0.1747 (0.1793) loss_giou_1: 0.4149 (0.3939) loss_class_2: 0.7584 (0.7789) loss_bbox_2: 0.1760 (0.1776) loss_giou_2: 0.4106 (0.3912) loss_class_3: 0.7225 (0.7619) loss_bbox_3: 0.1739 (0.1779) loss_giou_3: 0.4011 (0.3908) loss_class_4: 0.7363 (0.7543) loss_bbox_4: 0.1724 (0.1784) loss_giou_4: 0.4050 (0.3909) loss_class_enc: 0.8431 (0.8753) loss_bbox_enc: 0.1897 (0.2126) loss_giou_enc: 0.4577 (0.4468) loss_class_dn: 0.3876 (0.3827) loss_bbox_dn: 0.2205 (0.2625) loss_giou_dn: 0.4716 (0.4403) loss_class_dn_0: 0.4692 (0.4760) loss_bbox_dn_0: 0.3195 (0.3641) loss_giou_dn_0: 0.5926 (0.5687) loss_class_dn_1: 0.4107 (0.4117) loss_bbox_dn_1: 0.2498 (0.2868) loss_giou_dn_1: 0.5017 (0.4713) loss_class_dn_2: 0.3906 (0.3911) loss_bbox_dn_2: 0.2258 (0.2666) loss_giou_dn_2: 0.4749 (0.4466) loss_class_dn_3: 0.3866 (0.3848) loss_bbox_dn_3: 0.2210 (0.2634) loss_giou_dn_3: 0.4726 (0.4416) loss_class_dn_4: 0.3868 (0.3826) loss_bbox_dn_4: 0.2203 (0.2625) loss_giou_dn_4: 0.4713 (0.4402) loss_class_hybrid: 0.7184 (0.7555) loss_bbox_hybrid: 0.1799 (0.1910) loss_giou_hybrid: 0.4263 (0.4201) loss_class_0_hybrid: 0.7789 (0.8235) loss_bbox_0_hybrid: 0.1809 (0.1994) loss_giou_0_hybrid: 0.4487 (0.4365) loss_class_1_hybrid: 0.7558 (0.7806) loss_bbox_1_hybrid: 0.1830 (0.1945) loss_giou_1_hybrid: 0.4395 (0.4267) loss_class_2_hybrid: 0.7394 (0.7674) loss_bbox_2_hybrid: 0.1847 (0.1913) loss_giou_2_hybrid: 0.4289 (0.4217) loss_class_3_hybrid: 0.7222 (0.7590) loss_bbox_3_hybrid: 0.1868 (0.1910) loss_giou_3_hybrid: 0.4279 (0.4205) loss_class_4_hybrid: 0.7149 (0.7555) loss_bbox_4_hybrid: 0.1849 (0.1911) loss_giou_4_hybrid: 0.4306 (0.4203) loss_class_enc_hybrid: 0.7527 (0.7880) loss_bbox_enc_hybrid: 0.2086 (0.2378) loss_giou_enc_hybrid: 0.4941 (0.4965) mem: 1018 max mem: 36965 [2024-01-15 16:31:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:32:26 det.util.engine] INFO: Epoch: [7] [10000/11727] eta: 0:31:04 lr: 0.000100 data_time: 0.0035 iter_time: 1.0676 loss: 26.4024 (26.5538) loss_class: 0.7100 (0.7531) loss_bbox: 0.1611 (0.1784) loss_giou: 0.3683 (0.3907) loss_class_0: 0.8867 (0.9285) loss_bbox_0: 0.1652 (0.1782) loss_giou_0: 0.3939 (0.3952) loss_class_1: 0.7687 (0.8098) loss_bbox_1: 0.1629 (0.1793) loss_giou_1: 0.3955 (0.3939) loss_class_2: 0.7605 (0.7788) loss_bbox_2: 0.1579 (0.1775) loss_giou_2: 0.3858 (0.3912) loss_class_3: 0.7196 (0.7618) loss_bbox_3: 0.1661 (0.1778) loss_giou_3: 0.3781 (0.3908) loss_class_4: 0.7106 (0.7543) loss_bbox_4: 0.1611 (0.1784) loss_giou_4: 0.3774 (0.3909) loss_class_enc: 0.8241 (0.8753) loss_bbox_enc: 0.1896 (0.2125) loss_giou_enc: 0.4472 (0.4468) loss_class_dn: 0.3799 (0.3827) loss_bbox_dn: 0.2309 (0.2625) loss_giou_dn: 0.4362 (0.4403) loss_class_dn_0: 0.4663 (0.4759) loss_bbox_dn_0: 0.3196 (0.3642) loss_giou_dn_0: 0.5735 (0.5687) loss_class_dn_1: 0.4109 (0.4117) loss_bbox_dn_1: 0.2421 (0.2868) loss_giou_dn_1: 0.4655 (0.4713) loss_class_dn_2: 0.3811 (0.3910) loss_bbox_dn_2: 0.2340 (0.2666) loss_giou_dn_2: 0.4421 (0.4466) loss_class_dn_3: 0.3818 (0.3848) loss_bbox_dn_3: 0.2297 (0.2633) loss_giou_dn_3: 0.4361 (0.4416) loss_class_dn_4: 0.3812 (0.3826) loss_bbox_dn_4: 0.2310 (0.2625) loss_giou_dn_4: 0.4351 (0.4402) loss_class_hybrid: 0.7148 (0.7554) loss_bbox_hybrid: 0.1615 (0.1910) loss_giou_hybrid: 0.4204 (0.4201) loss_class_0_hybrid: 0.7706 (0.8234) loss_bbox_0_hybrid: 0.1772 (0.1994) loss_giou_0_hybrid: 0.4433 (0.4365) loss_class_1_hybrid: 0.7305 (0.7805) loss_bbox_1_hybrid: 0.1724 (0.1945) loss_giou_1_hybrid: 0.4297 (0.4267) loss_class_2_hybrid: 0.7125 (0.7673) loss_bbox_2_hybrid: 0.1671 (0.1913) loss_giou_2_hybrid: 0.4225 (0.4217) loss_class_3_hybrid: 0.7203 (0.7590) loss_bbox_3_hybrid: 0.1636 (0.1909) loss_giou_3_hybrid: 0.4201 (0.4205) loss_class_4_hybrid: 0.7095 (0.7554) loss_bbox_4_hybrid: 0.1643 (0.1911) loss_giou_4_hybrid: 0.4209 (0.4203) loss_class_enc_hybrid: 0.7340 (0.7879) loss_bbox_enc_hybrid: 0.2088 (0.2377) loss_giou_enc_hybrid: 0.5133 (0.4964) mem: 1024 max mem: 36965 [2024-01-15 16:32:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:33:19 det.util.engine] INFO: Epoch: [7] [10050/11727] eta: 0:30:10 lr: 0.000100 data_time: 0.0034 iter_time: 1.0627 loss: 25.6900 (26.5491) loss_class: 0.7217 (0.7530) loss_bbox: 0.1702 (0.1784) loss_giou: 0.3443 (0.3906) loss_class_0: 0.8768 (0.9283) loss_bbox_0: 0.1698 (0.1782) loss_giou_0: 0.3494 (0.3952) loss_class_1: 0.7698 (0.8097) loss_bbox_1: 0.1648 (0.1793) loss_giou_1: 0.3673 (0.3938) loss_class_2: 0.7616 (0.7787) loss_bbox_2: 0.1671 (0.1775) loss_giou_2: 0.3492 (0.3911) loss_class_3: 0.7193 (0.7617) loss_bbox_3: 0.1669 (0.1778) loss_giou_3: 0.3448 (0.3907) loss_class_4: 0.7288 (0.7542) loss_bbox_4: 0.1659 (0.1784) loss_giou_4: 0.3443 (0.3908) loss_class_enc: 0.8344 (0.8752) loss_bbox_enc: 0.2091 (0.2125) loss_giou_enc: 0.4101 (0.4467) loss_class_dn: 0.3735 (0.3826) loss_bbox_dn: 0.2509 (0.2624) loss_giou_dn: 0.4125 (0.4402) loss_class_dn_0: 0.4709 (0.4759) loss_bbox_dn_0: 0.3510 (0.3640) loss_giou_dn_0: 0.5460 (0.5686) loss_class_dn_1: 0.4069 (0.4116) loss_bbox_dn_1: 0.2674 (0.2867) loss_giou_dn_1: 0.4385 (0.4712) loss_class_dn_2: 0.3852 (0.3910) loss_bbox_dn_2: 0.2479 (0.2665) loss_giou_dn_2: 0.4167 (0.4465) loss_class_dn_3: 0.3763 (0.3847) loss_bbox_dn_3: 0.2517 (0.2632) loss_giou_dn_3: 0.4139 (0.4415) loss_class_dn_4: 0.3754 (0.3826) loss_bbox_dn_4: 0.2509 (0.2624) loss_giou_dn_4: 0.4126 (0.4401) loss_class_hybrid: 0.7362 (0.7554) loss_bbox_hybrid: 0.1736 (0.1909) loss_giou_hybrid: 0.3605 (0.4200) loss_class_0_hybrid: 0.7812 (0.8233) loss_bbox_0_hybrid: 0.1919 (0.1994) loss_giou_0_hybrid: 0.3773 (0.4364) loss_class_1_hybrid: 0.7418 (0.7804) loss_bbox_1_hybrid: 0.1834 (0.1945) loss_giou_1_hybrid: 0.3752 (0.4266) loss_class_2_hybrid: 0.7532 (0.7672) loss_bbox_2_hybrid: 0.1787 (0.1913) loss_giou_2_hybrid: 0.3644 (0.4216) loss_class_3_hybrid: 0.7323 (0.7589) loss_bbox_3_hybrid: 0.1734 (0.1909) loss_giou_3_hybrid: 0.3633 (0.4204) loss_class_4_hybrid: 0.7305 (0.7553) loss_bbox_4_hybrid: 0.1817 (0.1910) loss_giou_4_hybrid: 0.3623 (0.4202) loss_class_enc_hybrid: 0.7665 (0.7879) loss_bbox_enc_hybrid: 0.2263 (0.2377) loss_giou_enc_hybrid: 0.4575 (0.4963) mem: 1022 max mem: 36965 [2024-01-15 16:33:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:34:15 det.util.engine] INFO: Epoch: [7] [10100/11727] eta: 0:29:16 lr: 0.000100 data_time: 0.0031 iter_time: 1.1368 loss: 27.9279 (26.5504) loss_class: 0.7993 (0.7531) loss_bbox: 0.1857 (0.1784) loss_giou: 0.3793 (0.3906) loss_class_0: 0.9390 (0.9284) loss_bbox_0: 0.1769 (0.1783) loss_giou_0: 0.3843 (0.3951) loss_class_1: 0.8412 (0.8098) loss_bbox_1: 0.1937 (0.1793) loss_giou_1: 0.3798 (0.3938) loss_class_2: 0.7995 (0.7788) loss_bbox_2: 0.1889 (0.1776) loss_giou_2: 0.3997 (0.3911) loss_class_3: 0.8028 (0.7618) loss_bbox_3: 0.1941 (0.1779) loss_giou_3: 0.3859 (0.3907) loss_class_4: 0.8001 (0.7542) loss_bbox_4: 0.1864 (0.1784) loss_giou_4: 0.3854 (0.3908) loss_class_enc: 0.8728 (0.8752) loss_bbox_enc: 0.2194 (0.2125) loss_giou_enc: 0.4393 (0.4467) loss_class_dn: 0.3860 (0.3826) loss_bbox_dn: 0.2818 (0.2625) loss_giou_dn: 0.4641 (0.4402) loss_class_dn_0: 0.4757 (0.4759) loss_bbox_dn_0: 0.3753 (0.3641) loss_giou_dn_0: 0.5882 (0.5686) loss_class_dn_1: 0.4145 (0.4116) loss_bbox_dn_1: 0.3036 (0.2867) loss_giou_dn_1: 0.5042 (0.4712) loss_class_dn_2: 0.3964 (0.3910) loss_bbox_dn_2: 0.2834 (0.2666) loss_giou_dn_2: 0.4723 (0.4465) loss_class_dn_3: 0.3888 (0.3847) loss_bbox_dn_3: 0.2832 (0.2633) loss_giou_dn_3: 0.4683 (0.4415) loss_class_dn_4: 0.3867 (0.3826) loss_bbox_dn_4: 0.2817 (0.2625) loss_giou_dn_4: 0.4642 (0.4401) loss_class_hybrid: 0.7434 (0.7554) loss_bbox_hybrid: 0.1912 (0.1910) loss_giou_hybrid: 0.4266 (0.4200) loss_class_0_hybrid: 0.8108 (0.8234) loss_bbox_0_hybrid: 0.2048 (0.1994) loss_giou_0_hybrid: 0.4424 (0.4364) loss_class_1_hybrid: 0.7732 (0.7804) loss_bbox_1_hybrid: 0.2063 (0.1945) loss_giou_1_hybrid: 0.4296 (0.4266) loss_class_2_hybrid: 0.7661 (0.7672) loss_bbox_2_hybrid: 0.1939 (0.1913) loss_giou_2_hybrid: 0.4291 (0.4215) loss_class_3_hybrid: 0.7469 (0.7589) loss_bbox_3_hybrid: 0.1929 (0.1910) loss_giou_3_hybrid: 0.4223 (0.4204) loss_class_4_hybrid: 0.7537 (0.7554) loss_bbox_4_hybrid: 0.1931 (0.1911) loss_giou_4_hybrid: 0.4249 (0.4202) loss_class_enc_hybrid: 0.7942 (0.7879) loss_bbox_enc_hybrid: 0.2469 (0.2377) loss_giou_enc_hybrid: 0.5127 (0.4963) mem: 1028 max mem: 36965 [2024-01-15 16:34:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:35:12 det.util.engine] INFO: Epoch: [7] [10150/11727] eta: 0:28:22 lr: 0.000100 data_time: 0.0033 iter_time: 1.0424 loss: 26.6734 (26.5521) loss_class: 0.7452 (0.7533) loss_bbox: 0.1861 (0.1785) loss_giou: 0.3755 (0.3905) loss_class_0: 0.8981 (0.9285) loss_bbox_0: 0.1881 (0.1783) loss_giou_0: 0.3929 (0.3950) loss_class_1: 0.7702 (0.8098) loss_bbox_1: 0.1975 (0.1794) loss_giou_1: 0.3996 (0.3937) loss_class_2: 0.7734 (0.7789) loss_bbox_2: 0.2010 (0.1776) loss_giou_2: 0.3884 (0.3910) loss_class_3: 0.7496 (0.7619) loss_bbox_3: 0.1826 (0.1779) loss_giou_3: 0.3818 (0.3906) loss_class_4: 0.7549 (0.7544) loss_bbox_4: 0.1862 (0.1784) loss_giou_4: 0.3775 (0.3907) loss_class_enc: 0.8446 (0.8753) loss_bbox_enc: 0.2127 (0.2126) loss_giou_enc: 0.4452 (0.4466) loss_class_dn: 0.3725 (0.3826) loss_bbox_dn: 0.2670 (0.2626) loss_giou_dn: 0.4392 (0.4401) loss_class_dn_0: 0.4737 (0.4759) loss_bbox_dn_0: 0.3678 (0.3643) loss_giou_dn_0: 0.5677 (0.5685) loss_class_dn_1: 0.4159 (0.4116) loss_bbox_dn_1: 0.2864 (0.2869) loss_giou_dn_1: 0.4715 (0.4711) loss_class_dn_2: 0.3854 (0.3910) loss_bbox_dn_2: 0.2660 (0.2667) loss_giou_dn_2: 0.4463 (0.4464) loss_class_dn_3: 0.3755 (0.3847) loss_bbox_dn_3: 0.2694 (0.2635) loss_giou_dn_3: 0.4407 (0.4414) loss_class_dn_4: 0.3722 (0.3826) loss_bbox_dn_4: 0.2669 (0.2626) loss_giou_dn_4: 0.4392 (0.4400) loss_class_hybrid: 0.7156 (0.7555) loss_bbox_hybrid: 0.2061 (0.1911) loss_giou_hybrid: 0.4180 (0.4199) loss_class_0_hybrid: 0.7800 (0.8234) loss_bbox_0_hybrid: 0.2188 (0.1995) loss_giou_0_hybrid: 0.4241 (0.4363) loss_class_1_hybrid: 0.7458 (0.7805) loss_bbox_1_hybrid: 0.2113 (0.1946) loss_giou_1_hybrid: 0.4152 (0.4265) loss_class_2_hybrid: 0.7444 (0.7673) loss_bbox_2_hybrid: 0.2105 (0.1914) loss_giou_2_hybrid: 0.4193 (0.4215) loss_class_3_hybrid: 0.7212 (0.7590) loss_bbox_3_hybrid: 0.2083 (0.1911) loss_giou_3_hybrid: 0.4160 (0.4203) loss_class_4_hybrid: 0.7289 (0.7555) loss_bbox_4_hybrid: 0.2070 (0.1912) loss_giou_4_hybrid: 0.4131 (0.4201) loss_class_enc_hybrid: 0.7574 (0.7880) loss_bbox_enc_hybrid: 0.2592 (0.2378) loss_giou_enc_hybrid: 0.4787 (0.4962) mem: 1026 max mem: 36965 [2024-01-15 16:35:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:36:05 det.util.engine] INFO: Epoch: [7] [10200/11727] eta: 0:27:28 lr: 0.000100 data_time: 0.0033 iter_time: 1.0718 loss: 26.2788 (26.5529) loss_class: 0.7231 (0.7533) loss_bbox: 0.1884 (0.1785) loss_giou: 0.3798 (0.3905) loss_class_0: 0.9279 (0.9285) loss_bbox_0: 0.1827 (0.1784) loss_giou_0: 0.3852 (0.3951) loss_class_1: 0.7949 (0.8098) loss_bbox_1: 0.1805 (0.1795) loss_giou_1: 0.3811 (0.3937) loss_class_2: 0.7764 (0.7790) loss_bbox_2: 0.1853 (0.1777) loss_giou_2: 0.3763 (0.3910) loss_class_3: 0.7377 (0.7619) loss_bbox_3: 0.1812 (0.1779) loss_giou_3: 0.3806 (0.3906) loss_class_4: 0.7277 (0.7544) loss_bbox_4: 0.1877 (0.1785) loss_giou_4: 0.3796 (0.3907) loss_class_enc: 0.8850 (0.8753) loss_bbox_enc: 0.2102 (0.2127) loss_giou_enc: 0.4338 (0.4467) loss_class_dn: 0.3855 (0.3826) loss_bbox_dn: 0.2631 (0.2626) loss_giou_dn: 0.4313 (0.4401) loss_class_dn_0: 0.4731 (0.4759) loss_bbox_dn_0: 0.3626 (0.3643) loss_giou_dn_0: 0.5617 (0.5685) loss_class_dn_1: 0.4142 (0.4116) loss_bbox_dn_1: 0.2661 (0.2869) loss_giou_dn_1: 0.4611 (0.4711) loss_class_dn_2: 0.3983 (0.3910) loss_bbox_dn_2: 0.2599 (0.2667) loss_giou_dn_2: 0.4421 (0.4464) loss_class_dn_3: 0.3886 (0.3847) loss_bbox_dn_3: 0.2618 (0.2635) loss_giou_dn_3: 0.4319 (0.4414) loss_class_dn_4: 0.3870 (0.3825) loss_bbox_dn_4: 0.2633 (0.2626) loss_giou_dn_4: 0.4312 (0.4400) loss_class_hybrid: 0.7336 (0.7554) loss_bbox_hybrid: 0.2048 (0.1911) loss_giou_hybrid: 0.4038 (0.4199) loss_class_0_hybrid: 0.8037 (0.8234) loss_bbox_0_hybrid: 0.2110 (0.1996) loss_giou_0_hybrid: 0.4248 (0.4363) loss_class_1_hybrid: 0.7679 (0.7805) loss_bbox_1_hybrid: 0.2064 (0.1946) loss_giou_1_hybrid: 0.4098 (0.4265) loss_class_2_hybrid: 0.7415 (0.7673) loss_bbox_2_hybrid: 0.2032 (0.1914) loss_giou_2_hybrid: 0.4061 (0.4215) loss_class_3_hybrid: 0.7281 (0.7589) loss_bbox_3_hybrid: 0.2061 (0.1911) loss_giou_3_hybrid: 0.4090 (0.4203) loss_class_4_hybrid: 0.7329 (0.7554) loss_bbox_4_hybrid: 0.2041 (0.1912) loss_giou_4_hybrid: 0.4078 (0.4201) loss_class_enc_hybrid: 0.7892 (0.7880) loss_bbox_enc_hybrid: 0.2446 (0.2379) loss_giou_enc_hybrid: 0.4747 (0.4963) mem: 1019 max mem: 36965 [2024-01-15 16:36:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:37:00 det.util.engine] INFO: Epoch: [7] [10250/11727] eta: 0:26:35 lr: 0.000100 data_time: 0.0035 iter_time: 1.1088 loss: 26.2463 (26.5530) loss_class: 0.7411 (0.7533) loss_bbox: 0.1624 (0.1784) loss_giou: 0.3666 (0.3905) loss_class_0: 0.9296 (0.9285) loss_bbox_0: 0.1631 (0.1783) loss_giou_0: 0.3812 (0.3951) loss_class_1: 0.8127 (0.8099) loss_bbox_1: 0.1529 (0.1794) loss_giou_1: 0.3829 (0.3937) loss_class_2: 0.7893 (0.7791) loss_bbox_2: 0.1609 (0.1776) loss_giou_2: 0.3710 (0.3909) loss_class_3: 0.7416 (0.7620) loss_bbox_3: 0.1601 (0.1779) loss_giou_3: 0.3682 (0.3906) loss_class_4: 0.7386 (0.7545) loss_bbox_4: 0.1606 (0.1784) loss_giou_4: 0.3676 (0.3907) loss_class_enc: 0.8676 (0.8753) loss_bbox_enc: 0.1827 (0.2126) loss_giou_enc: 0.4290 (0.4467) loss_class_dn: 0.3845 (0.3826) loss_bbox_dn: 0.2500 (0.2626) loss_giou_dn: 0.4564 (0.4401) loss_class_dn_0: 0.4749 (0.4759) loss_bbox_dn_0: 0.3387 (0.3643) loss_giou_dn_0: 0.5742 (0.5685) loss_class_dn_1: 0.4150 (0.4116) loss_bbox_dn_1: 0.2775 (0.2869) loss_giou_dn_1: 0.4907 (0.4711) loss_class_dn_2: 0.3914 (0.3910) loss_bbox_dn_2: 0.2560 (0.2667) loss_giou_dn_2: 0.4630 (0.4465) loss_class_dn_3: 0.3891 (0.3847) loss_bbox_dn_3: 0.2534 (0.2635) loss_giou_dn_3: 0.4581 (0.4414) loss_class_dn_4: 0.3845 (0.3826) loss_bbox_dn_4: 0.2500 (0.2626) loss_giou_dn_4: 0.4560 (0.4400) loss_class_hybrid: 0.7528 (0.7554) loss_bbox_hybrid: 0.1664 (0.1911) loss_giou_hybrid: 0.4125 (0.4199) loss_class_0_hybrid: 0.8368 (0.8234) loss_bbox_0_hybrid: 0.1885 (0.1995) loss_giou_0_hybrid: 0.4213 (0.4364) loss_class_1_hybrid: 0.7719 (0.7805) loss_bbox_1_hybrid: 0.1745 (0.1946) loss_giou_1_hybrid: 0.4102 (0.4266) loss_class_2_hybrid: 0.7578 (0.7673) loss_bbox_2_hybrid: 0.1623 (0.1914) loss_giou_2_hybrid: 0.4178 (0.4215) loss_class_3_hybrid: 0.7597 (0.7589) loss_bbox_3_hybrid: 0.1692 (0.1911) loss_giou_3_hybrid: 0.4126 (0.4204) loss_class_4_hybrid: 0.7479 (0.7554) loss_bbox_4_hybrid: 0.1742 (0.1912) loss_giou_4_hybrid: 0.4137 (0.4201) loss_class_enc_hybrid: 0.7794 (0.7880) loss_bbox_enc_hybrid: 0.2241 (0.2378) loss_giou_enc_hybrid: 0.4697 (0.4963) mem: 1013 max mem: 36965 [2024-01-15 16:37:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:37:55 det.util.engine] INFO: Epoch: [7] [10300/11727] eta: 0:25:41 lr: 0.000100 data_time: 0.0030 iter_time: 1.0998 loss: 26.0854 (26.5533) loss_class: 0.7375 (0.7534) loss_bbox: 0.1829 (0.1784) loss_giou: 0.3824 (0.3905) loss_class_0: 0.8868 (0.9286) loss_bbox_0: 0.1779 (0.1783) loss_giou_0: 0.3985 (0.3951) loss_class_1: 0.8047 (0.8101) loss_bbox_1: 0.1843 (0.1794) loss_giou_1: 0.4130 (0.3937) loss_class_2: 0.7721 (0.7792) loss_bbox_2: 0.1810 (0.1776) loss_giou_2: 0.4051 (0.3909) loss_class_3: 0.7412 (0.7621) loss_bbox_3: 0.1827 (0.1779) loss_giou_3: 0.3858 (0.3906) loss_class_4: 0.7394 (0.7545) loss_bbox_4: 0.1828 (0.1784) loss_giou_4: 0.3824 (0.3907) loss_class_enc: 0.8421 (0.8754) loss_bbox_enc: 0.2070 (0.2126) loss_giou_enc: 0.4509 (0.4467) loss_class_dn: 0.3818 (0.3826) loss_bbox_dn: 0.2302 (0.2625) loss_giou_dn: 0.4383 (0.4401) loss_class_dn_0: 0.4792 (0.4759) loss_bbox_dn_0: 0.3437 (0.3642) loss_giou_dn_0: 0.5746 (0.5685) loss_class_dn_1: 0.4093 (0.4116) loss_bbox_dn_1: 0.2608 (0.2868) loss_giou_dn_1: 0.4733 (0.4711) loss_class_dn_2: 0.3940 (0.3910) loss_bbox_dn_2: 0.2371 (0.2666) loss_giou_dn_2: 0.4448 (0.4464) loss_class_dn_3: 0.3851 (0.3847) loss_bbox_dn_3: 0.2316 (0.2634) loss_giou_dn_3: 0.4393 (0.4414) loss_class_dn_4: 0.3816 (0.3826) loss_bbox_dn_4: 0.2302 (0.2625) loss_giou_dn_4: 0.4384 (0.4400) loss_class_hybrid: 0.7332 (0.7555) loss_bbox_hybrid: 0.1914 (0.1911) loss_giou_hybrid: 0.4101 (0.4199) loss_class_0_hybrid: 0.7981 (0.8235) loss_bbox_0_hybrid: 0.1947 (0.1995) loss_giou_0_hybrid: 0.4249 (0.4363) loss_class_1_hybrid: 0.7738 (0.7806) loss_bbox_1_hybrid: 0.1915 (0.1946) loss_giou_1_hybrid: 0.4130 (0.4265) loss_class_2_hybrid: 0.7515 (0.7674) loss_bbox_2_hybrid: 0.1909 (0.1914) loss_giou_2_hybrid: 0.4166 (0.4215) loss_class_3_hybrid: 0.7464 (0.7590) loss_bbox_3_hybrid: 0.1903 (0.1911) loss_giou_3_hybrid: 0.4099 (0.4203) loss_class_4_hybrid: 0.7366 (0.7555) loss_bbox_4_hybrid: 0.1895 (0.1912) loss_giou_4_hybrid: 0.4101 (0.4201) loss_class_enc_hybrid: 0.7740 (0.7881) loss_bbox_enc_hybrid: 0.2306 (0.2378) loss_giou_enc_hybrid: 0.4958 (0.4963) mem: 1016 max mem: 36965 [2024-01-15 16:37:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:38:48 det.util.engine] INFO: Epoch: [7] [10350/11727] eta: 0:24:47 lr: 0.000100 data_time: 0.0033 iter_time: 1.0773 loss: 26.2214 (26.5526) loss_class: 0.7063 (0.7534) loss_bbox: 0.1774 (0.1785) loss_giou: 0.3878 (0.3905) loss_class_0: 0.8516 (0.9285) loss_bbox_0: 0.1751 (0.1783) loss_giou_0: 0.3769 (0.3951) loss_class_1: 0.7505 (0.8100) loss_bbox_1: 0.1691 (0.1794) loss_giou_1: 0.3807 (0.3937) loss_class_2: 0.7397 (0.7792) loss_bbox_2: 0.1703 (0.1776) loss_giou_2: 0.3941 (0.3909) loss_class_3: 0.7181 (0.7620) loss_bbox_3: 0.1684 (0.1779) loss_giou_3: 0.3812 (0.3906) loss_class_4: 0.6913 (0.7545) loss_bbox_4: 0.1696 (0.1784) loss_giou_4: 0.3808 (0.3907) loss_class_enc: 0.8007 (0.8753) loss_bbox_enc: 0.2041 (0.2126) loss_giou_enc: 0.4296 (0.4467) loss_class_dn: 0.3745 (0.3826) loss_bbox_dn: 0.2046 (0.2625) loss_giou_dn: 0.4368 (0.4401) loss_class_dn_0: 0.4763 (0.4759) loss_bbox_dn_0: 0.3254 (0.3642) loss_giou_dn_0: 0.5655 (0.5685) loss_class_dn_1: 0.4038 (0.4116) loss_bbox_dn_1: 0.2305 (0.2868) loss_giou_dn_1: 0.4601 (0.4711) loss_class_dn_2: 0.3810 (0.3910) loss_bbox_dn_2: 0.2117 (0.2666) loss_giou_dn_2: 0.4428 (0.4464) loss_class_dn_3: 0.3759 (0.3847) loss_bbox_dn_3: 0.2038 (0.2633) loss_giou_dn_3: 0.4380 (0.4414) loss_class_dn_4: 0.3733 (0.3825) loss_bbox_dn_4: 0.2047 (0.2625) loss_giou_dn_4: 0.4367 (0.4400) loss_class_hybrid: 0.7055 (0.7554) loss_bbox_hybrid: 0.1914 (0.1911) loss_giou_hybrid: 0.4069 (0.4199) loss_class_0_hybrid: 0.7812 (0.8234) loss_bbox_0_hybrid: 0.1969 (0.1995) loss_giou_0_hybrid: 0.4058 (0.4364) loss_class_1_hybrid: 0.7264 (0.7806) loss_bbox_1_hybrid: 0.1904 (0.1946) loss_giou_1_hybrid: 0.4065 (0.4265) loss_class_2_hybrid: 0.7073 (0.7673) loss_bbox_2_hybrid: 0.1901 (0.1914) loss_giou_2_hybrid: 0.4074 (0.4215) loss_class_3_hybrid: 0.6916 (0.7590) loss_bbox_3_hybrid: 0.1921 (0.1911) loss_giou_3_hybrid: 0.4074 (0.4203) loss_class_4_hybrid: 0.7037 (0.7555) loss_bbox_4_hybrid: 0.1914 (0.1912) loss_giou_4_hybrid: 0.4066 (0.4201) loss_class_enc_hybrid: 0.7577 (0.7880) loss_bbox_enc_hybrid: 0.2260 (0.2378) loss_giou_enc_hybrid: 0.4631 (0.4963) mem: 1018 max mem: 36965 [2024-01-15 16:38:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:39:42 det.util.engine] INFO: Epoch: [7] [10400/11727] eta: 0:23:53 lr: 0.000100 data_time: 0.0030 iter_time: 1.0559 loss: 24.6720 (26.5497) loss_class: 0.7180 (0.7533) loss_bbox: 0.1538 (0.1784) loss_giou: 0.3838 (0.3905) loss_class_0: 0.8650 (0.9284) loss_bbox_0: 0.1442 (0.1783) loss_giou_0: 0.3778 (0.3951) loss_class_1: 0.7394 (0.8099) loss_bbox_1: 0.1537 (0.1794) loss_giou_1: 0.3884 (0.3937) loss_class_2: 0.7307 (0.7791) loss_bbox_2: 0.1494 (0.1776) loss_giou_2: 0.3810 (0.3909) loss_class_3: 0.6961 (0.7619) loss_bbox_3: 0.1503 (0.1779) loss_giou_3: 0.3850 (0.3905) loss_class_4: 0.7171 (0.7544) loss_bbox_4: 0.1539 (0.1784) loss_giou_4: 0.3916 (0.3907) loss_class_enc: 0.8219 (0.8751) loss_bbox_enc: 0.1841 (0.2126) loss_giou_enc: 0.4622 (0.4467) loss_class_dn: 0.3651 (0.3826) loss_bbox_dn: 0.1915 (0.2624) loss_giou_dn: 0.4189 (0.4401) loss_class_dn_0: 0.4625 (0.4759) loss_bbox_dn_0: 0.3241 (0.3641) loss_giou_dn_0: 0.5575 (0.5684) loss_class_dn_1: 0.3941 (0.4116) loss_bbox_dn_1: 0.2293 (0.2867) loss_giou_dn_1: 0.4518 (0.4710) loss_class_dn_2: 0.3705 (0.3910) loss_bbox_dn_2: 0.2023 (0.2665) loss_giou_dn_2: 0.4291 (0.4464) loss_class_dn_3: 0.3665 (0.3847) loss_bbox_dn_3: 0.1928 (0.2633) loss_giou_dn_3: 0.4214 (0.4413) loss_class_dn_4: 0.3650 (0.3825) loss_bbox_dn_4: 0.1914 (0.2624) loss_giou_dn_4: 0.4188 (0.4399) loss_class_hybrid: 0.6960 (0.7553) loss_bbox_hybrid: 0.1529 (0.1911) loss_giou_hybrid: 0.4171 (0.4200) loss_class_0_hybrid: 0.7452 (0.8233) loss_bbox_0_hybrid: 0.1688 (0.1995) loss_giou_0_hybrid: 0.4372 (0.4364) loss_class_1_hybrid: 0.7136 (0.7804) loss_bbox_1_hybrid: 0.1596 (0.1946) loss_giou_1_hybrid: 0.4231 (0.4265) loss_class_2_hybrid: 0.6920 (0.7672) loss_bbox_2_hybrid: 0.1547 (0.1914) loss_giou_2_hybrid: 0.4201 (0.4215) loss_class_3_hybrid: 0.6832 (0.7588) loss_bbox_3_hybrid: 0.1533 (0.1911) loss_giou_3_hybrid: 0.4167 (0.4204) loss_class_4_hybrid: 0.6810 (0.7553) loss_bbox_4_hybrid: 0.1546 (0.1912) loss_giou_4_hybrid: 0.4147 (0.4202) loss_class_enc_hybrid: 0.7275 (0.7879) loss_bbox_enc_hybrid: 0.2074 (0.2378) loss_giou_enc_hybrid: 0.5010 (0.4963) mem: 1035 max mem: 36965 [2024-01-15 16:39:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:40:36 det.util.engine] INFO: Epoch: [7] [10450/11727] eta: 0:22:59 lr: 0.000100 data_time: 0.0030 iter_time: 1.0586 loss: 26.7244 (26.5496) loss_class: 0.7778 (0.7534) loss_bbox: 0.1629 (0.1784) loss_giou: 0.3930 (0.3904) loss_class_0: 0.8879 (0.9284) loss_bbox_0: 0.1687 (0.1783) loss_giou_0: 0.3963 (0.3951) loss_class_1: 0.8104 (0.8099) loss_bbox_1: 0.1656 (0.1793) loss_giou_1: 0.3995 (0.3937) loss_class_2: 0.7707 (0.7792) loss_bbox_2: 0.1651 (0.1775) loss_giou_2: 0.3886 (0.3909) loss_class_3: 0.7828 (0.7621) loss_bbox_3: 0.1631 (0.1778) loss_giou_3: 0.3886 (0.3905) loss_class_4: 0.7773 (0.7545) loss_bbox_4: 0.1633 (0.1784) loss_giou_4: 0.3875 (0.3906) loss_class_enc: 0.8690 (0.8752) loss_bbox_enc: 0.2018 (0.2126) loss_giou_enc: 0.4497 (0.4467) loss_class_dn: 0.3805 (0.3826) loss_bbox_dn: 0.2545 (0.2624) loss_giou_dn: 0.4317 (0.4401) loss_class_dn_0: 0.4735 (0.4759) loss_bbox_dn_0: 0.3375 (0.3641) loss_giou_dn_0: 0.5637 (0.5684) loss_class_dn_1: 0.4120 (0.4116) loss_bbox_dn_1: 0.2706 (0.2867) loss_giou_dn_1: 0.4569 (0.4710) loss_class_dn_2: 0.3858 (0.3909) loss_bbox_dn_2: 0.2565 (0.2665) loss_giou_dn_2: 0.4369 (0.4464) loss_class_dn_3: 0.3825 (0.3847) loss_bbox_dn_3: 0.2542 (0.2633) loss_giou_dn_3: 0.4335 (0.4414) loss_class_dn_4: 0.3814 (0.3825) loss_bbox_dn_4: 0.2546 (0.2624) loss_giou_dn_4: 0.4318 (0.4399) loss_class_hybrid: 0.7567 (0.7553) loss_bbox_hybrid: 0.1837 (0.1910) loss_giou_hybrid: 0.4241 (0.4199) loss_class_0_hybrid: 0.8282 (0.8233) loss_bbox_0_hybrid: 0.1947 (0.1995) loss_giou_0_hybrid: 0.4396 (0.4363) loss_class_1_hybrid: 0.7906 (0.7804) loss_bbox_1_hybrid: 0.1849 (0.1946) loss_giou_1_hybrid: 0.4320 (0.4265) loss_class_2_hybrid: 0.7840 (0.7672) loss_bbox_2_hybrid: 0.1809 (0.1914) loss_giou_2_hybrid: 0.4256 (0.4215) loss_class_3_hybrid: 0.7613 (0.7588) loss_bbox_3_hybrid: 0.1849 (0.1910) loss_giou_3_hybrid: 0.4242 (0.4203) loss_class_4_hybrid: 0.7619 (0.7553) loss_bbox_4_hybrid: 0.1829 (0.1911) loss_giou_4_hybrid: 0.4230 (0.4201) loss_class_enc_hybrid: 0.7973 (0.7880) loss_bbox_enc_hybrid: 0.2241 (0.2378) loss_giou_enc_hybrid: 0.5014 (0.4962) mem: 1033 max mem: 36965 [2024-01-15 16:40:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:41:31 det.util.engine] INFO: Epoch: [7] [10500/11727] eta: 0:22:05 lr: 0.000100 data_time: 0.0034 iter_time: 1.1179 loss: 26.5787 (26.5502) loss_class: 0.7468 (0.7534) loss_bbox: 0.1744 (0.1784) loss_giou: 0.3809 (0.3904) loss_class_0: 0.8995 (0.9284) loss_bbox_0: 0.1743 (0.1783) loss_giou_0: 0.3826 (0.3951) loss_class_1: 0.8057 (0.8100) loss_bbox_1: 0.1812 (0.1793) loss_giou_1: 0.3838 (0.3937) loss_class_2: 0.7631 (0.7792) loss_bbox_2: 0.1763 (0.1775) loss_giou_2: 0.3863 (0.3909) loss_class_3: 0.7506 (0.7621) loss_bbox_3: 0.1853 (0.1778) loss_giou_3: 0.3784 (0.3905) loss_class_4: 0.7389 (0.7546) loss_bbox_4: 0.1811 (0.1783) loss_giou_4: 0.3819 (0.3906) loss_class_enc: 0.8352 (0.8752) loss_bbox_enc: 0.2015 (0.2126) loss_giou_enc: 0.4384 (0.4467) loss_class_dn: 0.3793 (0.3826) loss_bbox_dn: 0.2244 (0.2624) loss_giou_dn: 0.4356 (0.4401) loss_class_dn_0: 0.4640 (0.4759) loss_bbox_dn_0: 0.3311 (0.3641) loss_giou_dn_0: 0.5818 (0.5685) loss_class_dn_1: 0.3972 (0.4116) loss_bbox_dn_1: 0.2442 (0.2867) loss_giou_dn_1: 0.4773 (0.4711) loss_class_dn_2: 0.3796 (0.3909) loss_bbox_dn_2: 0.2287 (0.2665) loss_giou_dn_2: 0.4463 (0.4464) loss_class_dn_3: 0.3785 (0.3847) loss_bbox_dn_3: 0.2258 (0.2632) loss_giou_dn_3: 0.4380 (0.4414) loss_class_dn_4: 0.3781 (0.3825) loss_bbox_dn_4: 0.2244 (0.2624) loss_giou_dn_4: 0.4355 (0.4400) loss_class_hybrid: 0.7431 (0.7554) loss_bbox_hybrid: 0.1881 (0.1911) loss_giou_hybrid: 0.4140 (0.4200) loss_class_0_hybrid: 0.7698 (0.8234) loss_bbox_0_hybrid: 0.2032 (0.1995) loss_giou_0_hybrid: 0.4181 (0.4364) loss_class_1_hybrid: 0.7403 (0.7805) loss_bbox_1_hybrid: 0.1965 (0.1946) loss_giou_1_hybrid: 0.4164 (0.4265) loss_class_2_hybrid: 0.7547 (0.7673) loss_bbox_2_hybrid: 0.1905 (0.1914) loss_giou_2_hybrid: 0.4125 (0.4215) loss_class_3_hybrid: 0.7471 (0.7589) loss_bbox_3_hybrid: 0.1877 (0.1910) loss_giou_3_hybrid: 0.4137 (0.4204) loss_class_4_hybrid: 0.7374 (0.7554) loss_bbox_4_hybrid: 0.1868 (0.1911) loss_giou_4_hybrid: 0.4146 (0.4202) loss_class_enc_hybrid: 0.7504 (0.7880) loss_bbox_enc_hybrid: 0.2270 (0.2378) loss_giou_enc_hybrid: 0.4730 (0.4962) mem: 1025 max mem: 36965 [2024-01-15 16:41:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:42:25 det.util.engine] INFO: Epoch: [7] [10550/11727] eta: 0:21:11 lr: 0.000100 data_time: 0.0032 iter_time: 1.0471 loss: 26.2323 (26.5481) loss_class: 0.7436 (0.7534) loss_bbox: 0.1677 (0.1783) loss_giou: 0.3920 (0.3904) loss_class_0: 0.9014 (0.9283) loss_bbox_0: 0.1595 (0.1783) loss_giou_0: 0.3855 (0.3950) loss_class_1: 0.8360 (0.8100) loss_bbox_1: 0.1759 (0.1793) loss_giou_1: 0.3809 (0.3936) loss_class_2: 0.7708 (0.7792) loss_bbox_2: 0.1661 (0.1775) loss_giou_2: 0.3861 (0.3908) loss_class_3: 0.7752 (0.7621) loss_bbox_3: 0.1677 (0.1778) loss_giou_3: 0.3924 (0.3905) loss_class_4: 0.7409 (0.7545) loss_bbox_4: 0.1680 (0.1783) loss_giou_4: 0.3867 (0.3906) loss_class_enc: 0.8623 (0.8752) loss_bbox_enc: 0.1983 (0.2126) loss_giou_enc: 0.4233 (0.4466) loss_class_dn: 0.3780 (0.3826) loss_bbox_dn: 0.2508 (0.2624) loss_giou_dn: 0.4211 (0.4400) loss_class_dn_0: 0.4760 (0.4759) loss_bbox_dn_0: 0.3509 (0.3641) loss_giou_dn_0: 0.5402 (0.5684) loss_class_dn_1: 0.4112 (0.4115) loss_bbox_dn_1: 0.2788 (0.2867) loss_giou_dn_1: 0.4469 (0.4710) loss_class_dn_2: 0.3859 (0.3909) loss_bbox_dn_2: 0.2584 (0.2665) loss_giou_dn_2: 0.4251 (0.4464) loss_class_dn_3: 0.3796 (0.3847) loss_bbox_dn_3: 0.2511 (0.2632) loss_giou_dn_3: 0.4200 (0.4413) loss_class_dn_4: 0.3788 (0.3825) loss_bbox_dn_4: 0.2508 (0.2624) loss_giou_dn_4: 0.4199 (0.4399) loss_class_hybrid: 0.7261 (0.7554) loss_bbox_hybrid: 0.1785 (0.1910) loss_giou_hybrid: 0.3878 (0.4199) loss_class_0_hybrid: 0.8278 (0.8233) loss_bbox_0_hybrid: 0.1842 (0.1995) loss_giou_0_hybrid: 0.3978 (0.4363) loss_class_1_hybrid: 0.7704 (0.7805) loss_bbox_1_hybrid: 0.1820 (0.1945) loss_giou_1_hybrid: 0.3943 (0.4265) loss_class_2_hybrid: 0.7407 (0.7673) loss_bbox_2_hybrid: 0.1801 (0.1913) loss_giou_2_hybrid: 0.3922 (0.4214) loss_class_3_hybrid: 0.7337 (0.7589) loss_bbox_3_hybrid: 0.1764 (0.1910) loss_giou_3_hybrid: 0.3887 (0.4203) loss_class_4_hybrid: 0.7319 (0.7554) loss_bbox_4_hybrid: 0.1779 (0.1911) loss_giou_4_hybrid: 0.3924 (0.4201) loss_class_enc_hybrid: 0.7843 (0.7880) loss_bbox_enc_hybrid: 0.2258 (0.2377) loss_giou_enc_hybrid: 0.4641 (0.4961) mem: 1023 max mem: 36965 [2024-01-15 16:42:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:43:20 det.util.engine] INFO: Epoch: [7] [10600/11727] eta: 0:20:17 lr: 0.000100 data_time: 0.0031 iter_time: 1.0665 loss: 27.1045 (26.5511) loss_class: 0.7776 (0.7536) loss_bbox: 0.1706 (0.1783) loss_giou: 0.4193 (0.3904) loss_class_0: 0.9526 (0.9285) loss_bbox_0: 0.1683 (0.1782) loss_giou_0: 0.4283 (0.3951) loss_class_1: 0.8308 (0.8102) loss_bbox_1: 0.1680 (0.1793) loss_giou_1: 0.4174 (0.3937) loss_class_2: 0.7980 (0.7795) loss_bbox_2: 0.1699 (0.1774) loss_giou_2: 0.4063 (0.3908) loss_class_3: 0.7967 (0.7623) loss_bbox_3: 0.1647 (0.1777) loss_giou_3: 0.4147 (0.3905) loss_class_4: 0.7848 (0.7548) loss_bbox_4: 0.1652 (0.1782) loss_giou_4: 0.4194 (0.3906) loss_class_enc: 0.8803 (0.8753) loss_bbox_enc: 0.2047 (0.2125) loss_giou_enc: 0.4753 (0.4466) loss_class_dn: 0.3831 (0.3826) loss_bbox_dn: 0.2142 (0.2624) loss_giou_dn: 0.4659 (0.4401) loss_class_dn_0: 0.4780 (0.4759) loss_bbox_dn_0: 0.3184 (0.3641) loss_giou_dn_0: 0.5769 (0.5685) loss_class_dn_1: 0.4075 (0.4116) loss_bbox_dn_1: 0.2377 (0.2867) loss_giou_dn_1: 0.4912 (0.4711) loss_class_dn_2: 0.3947 (0.3909) loss_bbox_dn_2: 0.2183 (0.2665) loss_giou_dn_2: 0.4712 (0.4464) loss_class_dn_3: 0.3844 (0.3847) loss_bbox_dn_3: 0.2159 (0.2632) loss_giou_dn_3: 0.4667 (0.4414) loss_class_dn_4: 0.3835 (0.3825) loss_bbox_dn_4: 0.2143 (0.2624) loss_giou_dn_4: 0.4658 (0.4399) loss_class_hybrid: 0.7515 (0.7555) loss_bbox_hybrid: 0.1898 (0.1910) loss_giou_hybrid: 0.4515 (0.4200) loss_class_0_hybrid: 0.8109 (0.8235) loss_bbox_0_hybrid: 0.1951 (0.1995) loss_giou_0_hybrid: 0.4676 (0.4364) loss_class_1_hybrid: 0.7619 (0.7806) loss_bbox_1_hybrid: 0.1904 (0.1945) loss_giou_1_hybrid: 0.4565 (0.4265) loss_class_2_hybrid: 0.7563 (0.7674) loss_bbox_2_hybrid: 0.1920 (0.1913) loss_giou_2_hybrid: 0.4519 (0.4215) loss_class_3_hybrid: 0.7528 (0.7590) loss_bbox_3_hybrid: 0.1868 (0.1910) loss_giou_3_hybrid: 0.4500 (0.4204) loss_class_4_hybrid: 0.7573 (0.7556) loss_bbox_4_hybrid: 0.1851 (0.1911) loss_giou_4_hybrid: 0.4495 (0.4202) loss_class_enc_hybrid: 0.7661 (0.7881) loss_bbox_enc_hybrid: 0.2263 (0.2377) loss_giou_enc_hybrid: 0.5239 (0.4962) mem: 1028 max mem: 36965 [2024-01-15 16:43:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:44:14 det.util.engine] INFO: Epoch: [7] [10650/11727] eta: 0:19:23 lr: 0.000100 data_time: 0.0031 iter_time: 1.0433 loss: 27.8696 (26.5526) loss_class: 0.7864 (0.7537) loss_bbox: 0.1678 (0.1783) loss_giou: 0.3901 (0.3904) loss_class_0: 0.9083 (0.9285) loss_bbox_0: 0.1776 (0.1782) loss_giou_0: 0.4133 (0.3951) loss_class_1: 0.8445 (0.8103) loss_bbox_1: 0.1757 (0.1793) loss_giou_1: 0.3859 (0.3937) loss_class_2: 0.8265 (0.7796) loss_bbox_2: 0.1769 (0.1774) loss_giou_2: 0.3916 (0.3908) loss_class_3: 0.7930 (0.7624) loss_bbox_3: 0.1719 (0.1777) loss_giou_3: 0.3946 (0.3905) loss_class_4: 0.7846 (0.7549) loss_bbox_4: 0.1708 (0.1782) loss_giou_4: 0.3928 (0.3906) loss_class_enc: 0.8853 (0.8754) loss_bbox_enc: 0.2011 (0.2125) loss_giou_enc: 0.4480 (0.4467) loss_class_dn: 0.3837 (0.3826) loss_bbox_dn: 0.2420 (0.2624) loss_giou_dn: 0.4552 (0.4401) loss_class_dn_0: 0.4859 (0.4759) loss_bbox_dn_0: 0.3262 (0.3641) loss_giou_dn_0: 0.5798 (0.5685) loss_class_dn_1: 0.4158 (0.4116) loss_bbox_dn_1: 0.2593 (0.2867) loss_giou_dn_1: 0.4862 (0.4711) loss_class_dn_2: 0.3956 (0.3909) loss_bbox_dn_2: 0.2440 (0.2665) loss_giou_dn_2: 0.4633 (0.4464) loss_class_dn_3: 0.3873 (0.3847) loss_bbox_dn_3: 0.2422 (0.2632) loss_giou_dn_3: 0.4570 (0.4414) loss_class_dn_4: 0.3821 (0.3825) loss_bbox_dn_4: 0.2419 (0.2624) loss_giou_dn_4: 0.4550 (0.4399) loss_class_hybrid: 0.7799 (0.7556) loss_bbox_hybrid: 0.1967 (0.1910) loss_giou_hybrid: 0.4336 (0.4200) loss_class_0_hybrid: 0.8275 (0.8235) loss_bbox_0_hybrid: 0.1986 (0.1995) loss_giou_0_hybrid: 0.4540 (0.4364) loss_class_1_hybrid: 0.7941 (0.7807) loss_bbox_1_hybrid: 0.1997 (0.1945) loss_giou_1_hybrid: 0.4355 (0.4266) loss_class_2_hybrid: 0.7839 (0.7675) loss_bbox_2_hybrid: 0.2002 (0.1913) loss_giou_2_hybrid: 0.4367 (0.4215) loss_class_3_hybrid: 0.7901 (0.7591) loss_bbox_3_hybrid: 0.2000 (0.1910) loss_giou_3_hybrid: 0.4354 (0.4204) loss_class_4_hybrid: 0.7677 (0.7556) loss_bbox_4_hybrid: 0.1998 (0.1911) loss_giou_4_hybrid: 0.4368 (0.4202) loss_class_enc_hybrid: 0.7972 (0.7882) loss_bbox_enc_hybrid: 0.2302 (0.2377) loss_giou_enc_hybrid: 0.5021 (0.4962) mem: 1016 max mem: 36965 [2024-01-15 16:44:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:45:08 det.util.engine] INFO: Epoch: [7] [10700/11727] eta: 0:18:29 lr: 0.000100 data_time: 0.0033 iter_time: 1.0747 loss: 26.2883 (26.5463) loss_class: 0.7676 (0.7536) loss_bbox: 0.1489 (0.1782) loss_giou: 0.3529 (0.3903) loss_class_0: 0.8879 (0.9284) loss_bbox_0: 0.1487 (0.1782) loss_giou_0: 0.3711 (0.3950) loss_class_1: 0.7935 (0.8102) loss_bbox_1: 0.1504 (0.1792) loss_giou_1: 0.3533 (0.3936) loss_class_2: 0.7899 (0.7794) loss_bbox_2: 0.1486 (0.1774) loss_giou_2: 0.3492 (0.3907) loss_class_3: 0.7721 (0.7623) loss_bbox_3: 0.1481 (0.1777) loss_giou_3: 0.3536 (0.3904) loss_class_4: 0.7648 (0.7547) loss_bbox_4: 0.1510 (0.1782) loss_giou_4: 0.3539 (0.3905) loss_class_enc: 0.8537 (0.8752) loss_bbox_enc: 0.1894 (0.2125) loss_giou_enc: 0.4159 (0.4466) loss_class_dn: 0.3658 (0.3825) loss_bbox_dn: 0.2258 (0.2623) loss_giou_dn: 0.3951 (0.4399) loss_class_dn_0: 0.4709 (0.4759) loss_bbox_dn_0: 0.3196 (0.3640) loss_giou_dn_0: 0.5461 (0.5683) loss_class_dn_1: 0.4032 (0.4115) loss_bbox_dn_1: 0.2499 (0.2866) loss_giou_dn_1: 0.4331 (0.4709) loss_class_dn_2: 0.3801 (0.3909) loss_bbox_dn_2: 0.2304 (0.2664) loss_giou_dn_2: 0.4036 (0.4463) loss_class_dn_3: 0.3685 (0.3846) loss_bbox_dn_3: 0.2273 (0.2631) loss_giou_dn_3: 0.3972 (0.4412) loss_class_dn_4: 0.3667 (0.3825) loss_bbox_dn_4: 0.2257 (0.2623) loss_giou_dn_4: 0.3952 (0.4398) loss_class_hybrid: 0.7554 (0.7555) loss_bbox_hybrid: 0.1614 (0.1909) loss_giou_hybrid: 0.3738 (0.4198) loss_class_0_hybrid: 0.8011 (0.8234) loss_bbox_0_hybrid: 0.1753 (0.1994) loss_giou_0_hybrid: 0.3936 (0.4362) loss_class_1_hybrid: 0.7612 (0.7806) loss_bbox_1_hybrid: 0.1664 (0.1944) loss_giou_1_hybrid: 0.3817 (0.4264) loss_class_2_hybrid: 0.7649 (0.7674) loss_bbox_2_hybrid: 0.1612 (0.1912) loss_giou_2_hybrid: 0.3749 (0.4214) loss_class_3_hybrid: 0.7542 (0.7590) loss_bbox_3_hybrid: 0.1602 (0.1909) loss_giou_3_hybrid: 0.3744 (0.4202) loss_class_4_hybrid: 0.7573 (0.7555) loss_bbox_4_hybrid: 0.1593 (0.1910) loss_giou_4_hybrid: 0.3751 (0.4200) loss_class_enc_hybrid: 0.7682 (0.7880) loss_bbox_enc_hybrid: 0.2111 (0.2377) loss_giou_enc_hybrid: 0.4597 (0.4961) mem: 1027 max mem: 36965 [2024-01-15 16:45:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:46:02 det.util.engine] INFO: Epoch: [7] [10750/11727] eta: 0:17:35 lr: 0.000100 data_time: 0.0034 iter_time: 1.0637 loss: 26.6208 (26.5455) loss_class: 0.7129 (0.7535) loss_bbox: 0.1712 (0.1782) loss_giou: 0.4099 (0.3904) loss_class_0: 0.9069 (0.9283) loss_bbox_0: 0.1687 (0.1782) loss_giou_0: 0.3992 (0.3950) loss_class_1: 0.7835 (0.8101) loss_bbox_1: 0.1699 (0.1792) loss_giou_1: 0.4066 (0.3936) loss_class_2: 0.7389 (0.7794) loss_bbox_2: 0.1677 (0.1773) loss_giou_2: 0.4066 (0.3908) loss_class_3: 0.7148 (0.7621) loss_bbox_3: 0.1703 (0.1776) loss_giou_3: 0.4084 (0.3905) loss_class_4: 0.7333 (0.7546) loss_bbox_4: 0.1760 (0.1782) loss_giou_4: 0.4125 (0.3906) loss_class_enc: 0.8952 (0.8752) loss_bbox_enc: 0.2134 (0.2125) loss_giou_enc: 0.4423 (0.4466) loss_class_dn: 0.3786 (0.3825) loss_bbox_dn: 0.2451 (0.2622) loss_giou_dn: 0.4450 (0.4399) loss_class_dn_0: 0.4732 (0.4759) loss_bbox_dn_0: 0.3377 (0.3639) loss_giou_dn_0: 0.5580 (0.5683) loss_class_dn_1: 0.4088 (0.4115) loss_bbox_dn_1: 0.2635 (0.2865) loss_giou_dn_1: 0.4692 (0.4709) loss_class_dn_2: 0.3923 (0.3909) loss_bbox_dn_2: 0.2457 (0.2663) loss_giou_dn_2: 0.4463 (0.4463) loss_class_dn_3: 0.3838 (0.3846) loss_bbox_dn_3: 0.2459 (0.2630) loss_giou_dn_3: 0.4459 (0.4412) loss_class_dn_4: 0.3816 (0.3825) loss_bbox_dn_4: 0.2451 (0.2622) loss_giou_dn_4: 0.4448 (0.4398) loss_class_hybrid: 0.7369 (0.7554) loss_bbox_hybrid: 0.1900 (0.1909) loss_giou_hybrid: 0.4415 (0.4199) loss_class_0_hybrid: 0.8209 (0.8234) loss_bbox_0_hybrid: 0.2037 (0.1993) loss_giou_0_hybrid: 0.4597 (0.4363) loss_class_1_hybrid: 0.7710 (0.7806) loss_bbox_1_hybrid: 0.1958 (0.1944) loss_giou_1_hybrid: 0.4514 (0.4265) loss_class_2_hybrid: 0.7363 (0.7673) loss_bbox_2_hybrid: 0.1874 (0.1912) loss_giou_2_hybrid: 0.4445 (0.4214) loss_class_3_hybrid: 0.7366 (0.7589) loss_bbox_3_hybrid: 0.1878 (0.1909) loss_giou_3_hybrid: 0.4397 (0.4203) loss_class_4_hybrid: 0.7352 (0.7555) loss_bbox_4_hybrid: 0.1922 (0.1910) loss_giou_4_hybrid: 0.4441 (0.4201) loss_class_enc_hybrid: 0.7860 (0.7880) loss_bbox_enc_hybrid: 0.2301 (0.2376) loss_giou_enc_hybrid: 0.5045 (0.4961) mem: 1032 max mem: 36965 [2024-01-15 16:46:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:46:55 det.util.engine] INFO: Epoch: [7] [10800/11727] eta: 0:16:41 lr: 0.000100 data_time: 0.0029 iter_time: 1.0546 loss: 26.6517 (26.5441) loss_class: 0.7265 (0.7534) loss_bbox: 0.1840 (0.1782) loss_giou: 0.3905 (0.3903) loss_class_0: 0.8964 (0.9283) loss_bbox_0: 0.1849 (0.1782) loss_giou_0: 0.3925 (0.3950) loss_class_1: 0.7939 (0.8100) loss_bbox_1: 0.1935 (0.1792) loss_giou_1: 0.3839 (0.3936) loss_class_2: 0.7673 (0.7793) loss_bbox_2: 0.1909 (0.1774) loss_giou_2: 0.3847 (0.3908) loss_class_3: 0.7651 (0.7621) loss_bbox_3: 0.1857 (0.1777) loss_giou_3: 0.3907 (0.3904) loss_class_4: 0.7321 (0.7545) loss_bbox_4: 0.1871 (0.1782) loss_giou_4: 0.3961 (0.3906) loss_class_enc: 0.8619 (0.8751) loss_bbox_enc: 0.2144 (0.2125) loss_giou_enc: 0.4376 (0.4466) loss_class_dn: 0.3762 (0.3825) loss_bbox_dn: 0.2308 (0.2622) loss_giou_dn: 0.4401 (0.4399) loss_class_dn_0: 0.4700 (0.4759) loss_bbox_dn_0: 0.3306 (0.3639) loss_giou_dn_0: 0.5538 (0.5683) loss_class_dn_1: 0.4015 (0.4115) loss_bbox_dn_1: 0.2659 (0.2865) loss_giou_dn_1: 0.4609 (0.4709) loss_class_dn_2: 0.3841 (0.3909) loss_bbox_dn_2: 0.2370 (0.2663) loss_giou_dn_2: 0.4450 (0.4462) loss_class_dn_3: 0.3773 (0.3846) loss_bbox_dn_3: 0.2319 (0.2630) loss_giou_dn_3: 0.4406 (0.4412) loss_class_dn_4: 0.3760 (0.3824) loss_bbox_dn_4: 0.2309 (0.2622) loss_giou_dn_4: 0.4399 (0.4398) loss_class_hybrid: 0.7214 (0.7554) loss_bbox_hybrid: 0.2036 (0.1909) loss_giou_hybrid: 0.4233 (0.4198) loss_class_0_hybrid: 0.8240 (0.8233) loss_bbox_0_hybrid: 0.2110 (0.1994) loss_giou_0_hybrid: 0.4460 (0.4362) loss_class_1_hybrid: 0.7551 (0.7805) loss_bbox_1_hybrid: 0.2079 (0.1944) loss_giou_1_hybrid: 0.4243 (0.4264) loss_class_2_hybrid: 0.7486 (0.7673) loss_bbox_2_hybrid: 0.2056 (0.1912) loss_giou_2_hybrid: 0.4185 (0.4214) loss_class_3_hybrid: 0.7300 (0.7589) loss_bbox_3_hybrid: 0.2035 (0.1909) loss_giou_3_hybrid: 0.4181 (0.4202) loss_class_4_hybrid: 0.7334 (0.7554) loss_bbox_4_hybrid: 0.2038 (0.1910) loss_giou_4_hybrid: 0.4244 (0.4200) loss_class_enc_hybrid: 0.7691 (0.7880) loss_bbox_enc_hybrid: 0.2364 (0.2376) loss_giou_enc_hybrid: 0.5066 (0.4961) mem: 1020 max mem: 36965 [2024-01-15 16:46:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:47:54 det.util.engine] INFO: Epoch: [7] [10850/11727] eta: 0:15:47 lr: 0.000100 data_time: 0.0031 iter_time: 1.0801 loss: 25.6459 (26.5414) loss_class: 0.7045 (0.7533) loss_bbox: 0.1630 (0.1782) loss_giou: 0.3914 (0.3903) loss_class_0: 0.8854 (0.9281) loss_bbox_0: 0.1745 (0.1782) loss_giou_0: 0.3961 (0.3950) loss_class_1: 0.7942 (0.8099) loss_bbox_1: 0.1709 (0.1792) loss_giou_1: 0.3964 (0.3936) loss_class_2: 0.7474 (0.7792) loss_bbox_2: 0.1648 (0.1773) loss_giou_2: 0.3859 (0.3907) loss_class_3: 0.7166 (0.7620) loss_bbox_3: 0.1705 (0.1776) loss_giou_3: 0.3964 (0.3904) loss_class_4: 0.7087 (0.7544) loss_bbox_4: 0.1718 (0.1782) loss_giou_4: 0.3910 (0.3906) loss_class_enc: 0.8376 (0.8750) loss_bbox_enc: 0.2041 (0.2125) loss_giou_enc: 0.4372 (0.4465) loss_class_dn: 0.3806 (0.3825) loss_bbox_dn: 0.2342 (0.2621) loss_giou_dn: 0.4323 (0.4399) loss_class_dn_0: 0.4662 (0.4759) loss_bbox_dn_0: 0.3177 (0.3638) loss_giou_dn_0: 0.5651 (0.5683) loss_class_dn_1: 0.4076 (0.4115) loss_bbox_dn_1: 0.2505 (0.2864) loss_giou_dn_1: 0.4601 (0.4709) loss_class_dn_2: 0.3899 (0.3909) loss_bbox_dn_2: 0.2343 (0.2663) loss_giou_dn_2: 0.4399 (0.4462) loss_class_dn_3: 0.3814 (0.3846) loss_bbox_dn_3: 0.2343 (0.2630) loss_giou_dn_3: 0.4346 (0.4412) loss_class_dn_4: 0.3811 (0.3824) loss_bbox_dn_4: 0.2342 (0.2621) loss_giou_dn_4: 0.4321 (0.4398) loss_class_hybrid: 0.7227 (0.7552) loss_bbox_hybrid: 0.1779 (0.1909) loss_giou_hybrid: 0.4270 (0.4198) loss_class_0_hybrid: 0.7855 (0.8232) loss_bbox_0_hybrid: 0.1910 (0.1993) loss_giou_0_hybrid: 0.4358 (0.4362) loss_class_1_hybrid: 0.7421 (0.7804) loss_bbox_1_hybrid: 0.1868 (0.1944) loss_giou_1_hybrid: 0.4290 (0.4264) loss_class_2_hybrid: 0.7582 (0.7672) loss_bbox_2_hybrid: 0.1848 (0.1912) loss_giou_2_hybrid: 0.4251 (0.4214) loss_class_3_hybrid: 0.7293 (0.7588) loss_bbox_3_hybrid: 0.1797 (0.1909) loss_giou_3_hybrid: 0.4258 (0.4202) loss_class_4_hybrid: 0.7315 (0.7553) loss_bbox_4_hybrid: 0.1788 (0.1910) loss_giou_4_hybrid: 0.4254 (0.4200) loss_class_enc_hybrid: 0.7615 (0.7879) loss_bbox_enc_hybrid: 0.2202 (0.2376) loss_giou_enc_hybrid: 0.4844 (0.4961) mem: 1037 max mem: 36965 [2024-01-15 16:47:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:48:49 det.util.engine] INFO: Epoch: [7] [10900/11727] eta: 0:14:53 lr: 0.000100 data_time: 0.0028 iter_time: 1.0776 loss: 26.4942 (26.5423) loss_class: 0.7280 (0.7534) loss_bbox: 0.1782 (0.1782) loss_giou: 0.3869 (0.3903) loss_class_0: 0.8699 (0.9282) loss_bbox_0: 0.1855 (0.1782) loss_giou_0: 0.3924 (0.3949) loss_class_1: 0.7678 (0.8100) loss_bbox_1: 0.1899 (0.1792) loss_giou_1: 0.3884 (0.3935) loss_class_2: 0.7327 (0.7793) loss_bbox_2: 0.1842 (0.1774) loss_giou_2: 0.3884 (0.3907) loss_class_3: 0.7325 (0.7621) loss_bbox_3: 0.1823 (0.1777) loss_giou_3: 0.3873 (0.3904) loss_class_4: 0.7260 (0.7545) loss_bbox_4: 0.1786 (0.1782) loss_giou_4: 0.3868 (0.3905) loss_class_enc: 0.8300 (0.8751) loss_bbox_enc: 0.2124 (0.2125) loss_giou_enc: 0.4361 (0.4465) loss_class_dn: 0.3840 (0.3825) loss_bbox_dn: 0.2488 (0.2622) loss_giou_dn: 0.4522 (0.4399) loss_class_dn_0: 0.4663 (0.4758) loss_bbox_dn_0: 0.3225 (0.3638) loss_giou_dn_0: 0.5661 (0.5683) loss_class_dn_1: 0.4064 (0.4115) loss_bbox_dn_1: 0.2613 (0.2865) loss_giou_dn_1: 0.4701 (0.4709) loss_class_dn_2: 0.3927 (0.3909) loss_bbox_dn_2: 0.2508 (0.2663) loss_giou_dn_2: 0.4566 (0.4462) loss_class_dn_3: 0.3831 (0.3846) loss_bbox_dn_3: 0.2489 (0.2630) loss_giou_dn_3: 0.4513 (0.4412) loss_class_dn_4: 0.3851 (0.3824) loss_bbox_dn_4: 0.2488 (0.2621) loss_giou_dn_4: 0.4519 (0.4397) loss_class_hybrid: 0.7335 (0.7554) loss_bbox_hybrid: 0.2041 (0.1909) loss_giou_hybrid: 0.4132 (0.4198) loss_class_0_hybrid: 0.8036 (0.8233) loss_bbox_0_hybrid: 0.2118 (0.1994) loss_giou_0_hybrid: 0.4293 (0.4362) loss_class_1_hybrid: 0.7564 (0.7805) loss_bbox_1_hybrid: 0.2089 (0.1944) loss_giou_1_hybrid: 0.4254 (0.4264) loss_class_2_hybrid: 0.7449 (0.7673) loss_bbox_2_hybrid: 0.2085 (0.1913) loss_giou_2_hybrid: 0.4129 (0.4213) loss_class_3_hybrid: 0.7392 (0.7589) loss_bbox_3_hybrid: 0.2057 (0.1909) loss_giou_3_hybrid: 0.4128 (0.4202) loss_class_4_hybrid: 0.7397 (0.7554) loss_bbox_4_hybrid: 0.2026 (0.1910) loss_giou_4_hybrid: 0.4139 (0.4200) loss_class_enc_hybrid: 0.7605 (0.7880) loss_bbox_enc_hybrid: 0.2358 (0.2376) loss_giou_enc_hybrid: 0.4854 (0.4960) mem: 1039 max mem: 36965 [2024-01-15 16:48:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:49:42 det.util.engine] INFO: Epoch: [7] [10950/11727] eta: 0:13:59 lr: 0.000100 data_time: 0.0032 iter_time: 1.0572 loss: 26.4857 (26.5396) loss_class: 0.7300 (0.7533) loss_bbox: 0.1619 (0.1782) loss_giou: 0.4278 (0.3903) loss_class_0: 0.9027 (0.9281) loss_bbox_0: 0.1614 (0.1781) loss_giou_0: 0.4287 (0.3949) loss_class_1: 0.8246 (0.8100) loss_bbox_1: 0.1554 (0.1791) loss_giou_1: 0.4142 (0.3935) loss_class_2: 0.7863 (0.7792) loss_bbox_2: 0.1605 (0.1773) loss_giou_2: 0.4212 (0.3907) loss_class_3: 0.7270 (0.7620) loss_bbox_3: 0.1606 (0.1776) loss_giou_3: 0.4155 (0.3904) loss_class_4: 0.7304 (0.7544) loss_bbox_4: 0.1610 (0.1782) loss_giou_4: 0.4117 (0.3905) loss_class_enc: 0.8226 (0.8750) loss_bbox_enc: 0.1917 (0.2124) loss_giou_enc: 0.4789 (0.4465) loss_class_dn: 0.3748 (0.3825) loss_bbox_dn: 0.2222 (0.2620) loss_giou_dn: 0.4301 (0.4398) loss_class_dn_0: 0.4725 (0.4759) loss_bbox_dn_0: 0.3161 (0.3637) loss_giou_dn_0: 0.5705 (0.5682) loss_class_dn_1: 0.4116 (0.4115) loss_bbox_dn_1: 0.2495 (0.2863) loss_giou_dn_1: 0.4694 (0.4708) loss_class_dn_2: 0.3870 (0.3909) loss_bbox_dn_2: 0.2232 (0.2662) loss_giou_dn_2: 0.4370 (0.4462) loss_class_dn_3: 0.3801 (0.3846) loss_bbox_dn_3: 0.2214 (0.2629) loss_giou_dn_3: 0.4309 (0.4411) loss_class_dn_4: 0.3763 (0.3824) loss_bbox_dn_4: 0.2223 (0.2620) loss_giou_dn_4: 0.4299 (0.4397) loss_class_hybrid: 0.7326 (0.7553) loss_bbox_hybrid: 0.1798 (0.1909) loss_giou_hybrid: 0.4491 (0.4198) loss_class_0_hybrid: 0.7765 (0.8232) loss_bbox_0_hybrid: 0.1900 (0.1993) loss_giou_0_hybrid: 0.4716 (0.4362) loss_class_1_hybrid: 0.7614 (0.7804) loss_bbox_1_hybrid: 0.1837 (0.1944) loss_giou_1_hybrid: 0.4679 (0.4264) loss_class_2_hybrid: 0.7359 (0.7672) loss_bbox_2_hybrid: 0.1795 (0.1912) loss_giou_2_hybrid: 0.4672 (0.4213) loss_class_3_hybrid: 0.7284 (0.7588) loss_bbox_3_hybrid: 0.1808 (0.1909) loss_giou_3_hybrid: 0.4491 (0.4202) loss_class_4_hybrid: 0.7449 (0.7553) loss_bbox_4_hybrid: 0.1801 (0.1910) loss_giou_4_hybrid: 0.4542 (0.4200) loss_class_enc_hybrid: 0.7238 (0.7879) loss_bbox_enc_hybrid: 0.2298 (0.2376) loss_giou_enc_hybrid: 0.5280 (0.4960) mem: 1025 max mem: 36965 [2024-01-15 16:49:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:50:37 det.util.engine] INFO: Epoch: [7] [11000/11727] eta: 0:13:05 lr: 0.000100 data_time: 0.0033 iter_time: 1.0903 loss: 26.1644 (26.5385) loss_class: 0.7277 (0.7532) loss_bbox: 0.1803 (0.1782) loss_giou: 0.3704 (0.3903) loss_class_0: 0.9312 (0.9280) loss_bbox_0: 0.1769 (0.1782) loss_giou_0: 0.3926 (0.3949) loss_class_1: 0.7975 (0.8099) loss_bbox_1: 0.1806 (0.1792) loss_giou_1: 0.3751 (0.3935) loss_class_2: 0.7785 (0.7792) loss_bbox_2: 0.1842 (0.1773) loss_giou_2: 0.3817 (0.3907) loss_class_3: 0.7700 (0.7620) loss_bbox_3: 0.1866 (0.1776) loss_giou_3: 0.3659 (0.3904) loss_class_4: 0.7391 (0.7543) loss_bbox_4: 0.1802 (0.1782) loss_giou_4: 0.3723 (0.3905) loss_class_enc: 0.8946 (0.8749) loss_bbox_enc: 0.2185 (0.2125) loss_giou_enc: 0.4096 (0.4465) loss_class_dn: 0.3801 (0.3825) loss_bbox_dn: 0.2547 (0.2620) loss_giou_dn: 0.4406 (0.4398) loss_class_dn_0: 0.4772 (0.4759) loss_bbox_dn_0: 0.3514 (0.3637) loss_giou_dn_0: 0.5583 (0.5682) loss_class_dn_1: 0.4107 (0.4115) loss_bbox_dn_1: 0.2851 (0.2864) loss_giou_dn_1: 0.4753 (0.4708) loss_class_dn_2: 0.3832 (0.3909) loss_bbox_dn_2: 0.2583 (0.2662) loss_giou_dn_2: 0.4475 (0.4461) loss_class_dn_3: 0.3790 (0.3846) loss_bbox_dn_3: 0.2560 (0.2629) loss_giou_dn_3: 0.4426 (0.4411) loss_class_dn_4: 0.3779 (0.3824) loss_bbox_dn_4: 0.2547 (0.2620) loss_giou_dn_4: 0.4405 (0.4397) loss_class_hybrid: 0.7579 (0.7552) loss_bbox_hybrid: 0.1902 (0.1909) loss_giou_hybrid: 0.3925 (0.4198) loss_class_0_hybrid: 0.8076 (0.8232) loss_bbox_0_hybrid: 0.2008 (0.1993) loss_giou_0_hybrid: 0.4107 (0.4362) loss_class_1_hybrid: 0.7869 (0.7804) loss_bbox_1_hybrid: 0.1946 (0.1944) loss_giou_1_hybrid: 0.3996 (0.4263) loss_class_2_hybrid: 0.7799 (0.7672) loss_bbox_2_hybrid: 0.1878 (0.1912) loss_giou_2_hybrid: 0.3991 (0.4213) loss_class_3_hybrid: 0.7796 (0.7588) loss_bbox_3_hybrid: 0.1916 (0.1909) loss_giou_3_hybrid: 0.3985 (0.4201) loss_class_4_hybrid: 0.7696 (0.7552) loss_bbox_4_hybrid: 0.1895 (0.1910) loss_giou_4_hybrid: 0.3957 (0.4200) loss_class_enc_hybrid: 0.8166 (0.7879) loss_bbox_enc_hybrid: 0.2346 (0.2376) loss_giou_enc_hybrid: 0.4654 (0.4960) mem: 1022 max mem: 36965 [2024-01-15 16:50:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:51:31 det.util.engine] INFO: Epoch: [7] [11050/11727] eta: 0:12:11 lr: 0.000100 data_time: 0.0031 iter_time: 1.0791 loss: 26.2143 (26.5376) loss_class: 0.7574 (0.7532) loss_bbox: 0.1693 (0.1782) loss_giou: 0.3873 (0.3903) loss_class_0: 0.9184 (0.9279) loss_bbox_0: 0.1820 (0.1782) loss_giou_0: 0.3750 (0.3949) loss_class_1: 0.8345 (0.8099) loss_bbox_1: 0.1721 (0.1792) loss_giou_1: 0.3691 (0.3934) loss_class_2: 0.7793 (0.7792) loss_bbox_2: 0.1668 (0.1773) loss_giou_2: 0.3654 (0.3906) loss_class_3: 0.7555 (0.7620) loss_bbox_3: 0.1701 (0.1776) loss_giou_3: 0.3793 (0.3903) loss_class_4: 0.7555 (0.7543) loss_bbox_4: 0.1698 (0.1782) loss_giou_4: 0.3874 (0.3905) loss_class_enc: 0.8771 (0.8749) loss_bbox_enc: 0.2012 (0.2125) loss_giou_enc: 0.4096 (0.4464) loss_class_dn: 0.3715 (0.3825) loss_bbox_dn: 0.2720 (0.2620) loss_giou_dn: 0.4171 (0.4397) loss_class_dn_0: 0.4690 (0.4758) loss_bbox_dn_0: 0.3484 (0.3637) loss_giou_dn_0: 0.5540 (0.5682) loss_class_dn_1: 0.3998 (0.4115) loss_bbox_dn_1: 0.2900 (0.2863) loss_giou_dn_1: 0.4472 (0.4708) loss_class_dn_2: 0.3841 (0.3908) loss_bbox_dn_2: 0.2780 (0.2661) loss_giou_dn_2: 0.4221 (0.4461) loss_class_dn_3: 0.3776 (0.3846) loss_bbox_dn_3: 0.2737 (0.2629) loss_giou_dn_3: 0.4183 (0.4410) loss_class_dn_4: 0.3744 (0.3824) loss_bbox_dn_4: 0.2719 (0.2620) loss_giou_dn_4: 0.4171 (0.4396) loss_class_hybrid: 0.7359 (0.7552) loss_bbox_hybrid: 0.1908 (0.1909) loss_giou_hybrid: 0.3835 (0.4197) loss_class_0_hybrid: 0.8108 (0.8231) loss_bbox_0_hybrid: 0.2033 (0.1994) loss_giou_0_hybrid: 0.4004 (0.4361) loss_class_1_hybrid: 0.7624 (0.7804) loss_bbox_1_hybrid: 0.1982 (0.1944) loss_giou_1_hybrid: 0.3932 (0.4263) loss_class_2_hybrid: 0.7518 (0.7671) loss_bbox_2_hybrid: 0.1958 (0.1912) loss_giou_2_hybrid: 0.3830 (0.4213) loss_class_3_hybrid: 0.7401 (0.7588) loss_bbox_3_hybrid: 0.1922 (0.1909) loss_giou_3_hybrid: 0.3831 (0.4201) loss_class_4_hybrid: 0.7438 (0.7552) loss_bbox_4_hybrid: 0.1902 (0.1910) loss_giou_4_hybrid: 0.3813 (0.4199) loss_class_enc_hybrid: 0.7755 (0.7878) loss_bbox_enc_hybrid: 0.2396 (0.2376) loss_giou_enc_hybrid: 0.4934 (0.4959) mem: 1026 max mem: 36965 [2024-01-15 16:51:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:52:25 det.util.engine] INFO: Epoch: [7] [11100/11727] eta: 0:11:17 lr: 0.000100 data_time: 0.0031 iter_time: 1.0612 loss: 25.1449 (26.5375) loss_class: 0.6997 (0.7532) loss_bbox: 0.1807 (0.1783) loss_giou: 0.3879 (0.3902) loss_class_0: 0.8849 (0.9279) loss_bbox_0: 0.1756 (0.1782) loss_giou_0: 0.3798 (0.3948) loss_class_1: 0.7518 (0.8098) loss_bbox_1: 0.1809 (0.1792) loss_giou_1: 0.3941 (0.3934) loss_class_2: 0.6983 (0.7792) loss_bbox_2: 0.1680 (0.1774) loss_giou_2: 0.3890 (0.3906) loss_class_3: 0.6928 (0.7620) loss_bbox_3: 0.1751 (0.1777) loss_giou_3: 0.3871 (0.3903) loss_class_4: 0.6960 (0.7543) loss_bbox_4: 0.1851 (0.1782) loss_giou_4: 0.3878 (0.3904) loss_class_enc: 0.8388 (0.8749) loss_bbox_enc: 0.2091 (0.2125) loss_giou_enc: 0.4298 (0.4464) loss_class_dn: 0.3827 (0.3825) loss_bbox_dn: 0.2696 (0.2621) loss_giou_dn: 0.4279 (0.4397) loss_class_dn_0: 0.4708 (0.4758) loss_bbox_dn_0: 0.3430 (0.3638) loss_giou_dn_0: 0.5439 (0.5681) loss_class_dn_1: 0.4056 (0.4115) loss_bbox_dn_1: 0.2855 (0.2864) loss_giou_dn_1: 0.4559 (0.4707) loss_class_dn_2: 0.3927 (0.3909) loss_bbox_dn_2: 0.2687 (0.2662) loss_giou_dn_2: 0.4334 (0.4461) loss_class_dn_3: 0.3852 (0.3846) loss_bbox_dn_3: 0.2691 (0.2630) loss_giou_dn_3: 0.4291 (0.4410) loss_class_dn_4: 0.3818 (0.3824) loss_bbox_dn_4: 0.2698 (0.2621) loss_giou_dn_4: 0.4279 (0.4396) loss_class_hybrid: 0.7046 (0.7552) loss_bbox_hybrid: 0.1871 (0.1909) loss_giou_hybrid: 0.3998 (0.4197) loss_class_0_hybrid: 0.7752 (0.8231) loss_bbox_0_hybrid: 0.1939 (0.1994) loss_giou_0_hybrid: 0.4135 (0.4361) loss_class_1_hybrid: 0.7235 (0.7803) loss_bbox_1_hybrid: 0.1933 (0.1945) loss_giou_1_hybrid: 0.4086 (0.4262) loss_class_2_hybrid: 0.7099 (0.7671) loss_bbox_2_hybrid: 0.1840 (0.1913) loss_giou_2_hybrid: 0.3954 (0.4212) loss_class_3_hybrid: 0.6994 (0.7587) loss_bbox_3_hybrid: 0.1869 (0.1909) loss_giou_3_hybrid: 0.3984 (0.4201) loss_class_4_hybrid: 0.6903 (0.7552) loss_bbox_4_hybrid: 0.1860 (0.1910) loss_giou_4_hybrid: 0.4043 (0.4199) loss_class_enc_hybrid: 0.7660 (0.7878) loss_bbox_enc_hybrid: 0.2344 (0.2376) loss_giou_enc_hybrid: 0.4571 (0.4959) mem: 1020 max mem: 36965 [2024-01-15 16:52:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:53:19 det.util.engine] INFO: Epoch: [7] [11150/11727] eta: 0:10:23 lr: 0.000100 data_time: 0.0032 iter_time: 1.0803 loss: 26.7676 (26.5356) loss_class: 0.7606 (0.7533) loss_bbox: 0.1558 (0.1782) loss_giou: 0.3765 (0.3901) loss_class_0: 0.8999 (0.9279) loss_bbox_0: 0.1569 (0.1782) loss_giou_0: 0.3833 (0.3948) loss_class_1: 0.7968 (0.8098) loss_bbox_1: 0.1605 (0.1792) loss_giou_1: 0.3850 (0.3934) loss_class_2: 0.7954 (0.7792) loss_bbox_2: 0.1586 (0.1774) loss_giou_2: 0.3816 (0.3905) loss_class_3: 0.7911 (0.7620) loss_bbox_3: 0.1573 (0.1777) loss_giou_3: 0.3775 (0.3902) loss_class_4: 0.7612 (0.7544) loss_bbox_4: 0.1573 (0.1782) loss_giou_4: 0.3769 (0.3904) loss_class_enc: 0.8471 (0.8749) loss_bbox_enc: 0.1952 (0.2125) loss_giou_enc: 0.4368 (0.4463) loss_class_dn: 0.3832 (0.3825) loss_bbox_dn: 0.2303 (0.2620) loss_giou_dn: 0.4349 (0.4396) loss_class_dn_0: 0.4726 (0.4759) loss_bbox_dn_0: 0.3333 (0.3637) loss_giou_dn_0: 0.5772 (0.5681) loss_class_dn_1: 0.4138 (0.4115) loss_bbox_dn_1: 0.2513 (0.2863) loss_giou_dn_1: 0.4728 (0.4707) loss_class_dn_2: 0.3923 (0.3909) loss_bbox_dn_2: 0.2312 (0.2661) loss_giou_dn_2: 0.4439 (0.4460) loss_class_dn_3: 0.3884 (0.3846) loss_bbox_dn_3: 0.2306 (0.2629) loss_giou_dn_3: 0.4370 (0.4409) loss_class_dn_4: 0.3836 (0.3824) loss_bbox_dn_4: 0.2305 (0.2620) loss_giou_dn_4: 0.4349 (0.4395) loss_class_hybrid: 0.7169 (0.7551) loss_bbox_hybrid: 0.1690 (0.1909) loss_giou_hybrid: 0.4070 (0.4196) loss_class_0_hybrid: 0.8033 (0.8231) loss_bbox_0_hybrid: 0.1819 (0.1994) loss_giou_0_hybrid: 0.4242 (0.4360) loss_class_1_hybrid: 0.7381 (0.7803) loss_bbox_1_hybrid: 0.1751 (0.1945) loss_giou_1_hybrid: 0.4124 (0.4262) loss_class_2_hybrid: 0.7322 (0.7671) loss_bbox_2_hybrid: 0.1703 (0.1913) loss_giou_2_hybrid: 0.4087 (0.4212) loss_class_3_hybrid: 0.7206 (0.7587) loss_bbox_3_hybrid: 0.1674 (0.1909) loss_giou_3_hybrid: 0.4050 (0.4200) loss_class_4_hybrid: 0.7140 (0.7552) loss_bbox_4_hybrid: 0.1683 (0.1910) loss_giou_4_hybrid: 0.4062 (0.4198) loss_class_enc_hybrid: 0.7482 (0.7878) loss_bbox_enc_hybrid: 0.2124 (0.2376) loss_giou_enc_hybrid: 0.4812 (0.4958) mem: 1031 max mem: 36965 [2024-01-15 16:53:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:54:13 det.util.engine] INFO: Epoch: [7] [11200/11727] eta: 0:09:29 lr: 0.000100 data_time: 0.0033 iter_time: 1.0781 loss: 27.5335 (26.5355) loss_class: 0.7906 (0.7532) loss_bbox: 0.1788 (0.1782) loss_giou: 0.4070 (0.3902) loss_class_0: 0.9208 (0.9278) loss_bbox_0: 0.1835 (0.1782) loss_giou_0: 0.4244 (0.3948) loss_class_1: 0.8458 (0.8098) loss_bbox_1: 0.1720 (0.1792) loss_giou_1: 0.4164 (0.3934) loss_class_2: 0.7921 (0.7791) loss_bbox_2: 0.1756 (0.1774) loss_giou_2: 0.4034 (0.3905) loss_class_3: 0.7867 (0.7619) loss_bbox_3: 0.1834 (0.1777) loss_giou_3: 0.4047 (0.3903) loss_class_4: 0.7770 (0.7543) loss_bbox_4: 0.1790 (0.1782) loss_giou_4: 0.4109 (0.3904) loss_class_enc: 0.8719 (0.8749) loss_bbox_enc: 0.2112 (0.2125) loss_giou_enc: 0.4577 (0.4463) loss_class_dn: 0.3811 (0.3825) loss_bbox_dn: 0.2265 (0.2620) loss_giou_dn: 0.4637 (0.4396) loss_class_dn_0: 0.4733 (0.4758) loss_bbox_dn_0: 0.3204 (0.3638) loss_giou_dn_0: 0.6033 (0.5681) loss_class_dn_1: 0.4075 (0.4115) loss_bbox_dn_1: 0.2514 (0.2864) loss_giou_dn_1: 0.4918 (0.4707) loss_class_dn_2: 0.3889 (0.3908) loss_bbox_dn_2: 0.2295 (0.2662) loss_giou_dn_2: 0.4666 (0.4460) loss_class_dn_3: 0.3850 (0.3846) loss_bbox_dn_3: 0.2270 (0.2629) loss_giou_dn_3: 0.4648 (0.4409) loss_class_dn_4: 0.3814 (0.3824) loss_bbox_dn_4: 0.2265 (0.2620) loss_giou_dn_4: 0.4637 (0.4395) loss_class_hybrid: 0.7777 (0.7551) loss_bbox_hybrid: 0.1972 (0.1909) loss_giou_hybrid: 0.4391 (0.4197) loss_class_0_hybrid: 0.8003 (0.8230) loss_bbox_0_hybrid: 0.2047 (0.1994) loss_giou_0_hybrid: 0.4692 (0.4360) loss_class_1_hybrid: 0.7730 (0.7802) loss_bbox_1_hybrid: 0.1990 (0.1945) loss_giou_1_hybrid: 0.4635 (0.4262) loss_class_2_hybrid: 0.7676 (0.7670) loss_bbox_2_hybrid: 0.1952 (0.1913) loss_giou_2_hybrid: 0.4442 (0.4212) loss_class_3_hybrid: 0.7718 (0.7587) loss_bbox_3_hybrid: 0.1999 (0.1909) loss_giou_3_hybrid: 0.4424 (0.4201) loss_class_4_hybrid: 0.7635 (0.7552) loss_bbox_4_hybrid: 0.2005 (0.1910) loss_giou_4_hybrid: 0.4430 (0.4199) loss_class_enc_hybrid: 0.7989 (0.7878) loss_bbox_enc_hybrid: 0.2469 (0.2376) loss_giou_enc_hybrid: 0.5188 (0.4958) mem: 1033 max mem: 36965 [2024-01-15 16:54:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:55:07 det.util.engine] INFO: Epoch: [7] [11250/11727] eta: 0:08:35 lr: 0.000100 data_time: 0.0033 iter_time: 1.0912 loss: 25.2543 (26.5373) loss_class: 0.7115 (0.7532) loss_bbox: 0.1582 (0.1782) loss_giou: 0.3780 (0.3902) loss_class_0: 0.8718 (0.9277) loss_bbox_0: 0.1737 (0.1782) loss_giou_0: 0.3798 (0.3949) loss_class_1: 0.7380 (0.8098) loss_bbox_1: 0.1668 (0.1792) loss_giou_1: 0.3936 (0.3935) loss_class_2: 0.7326 (0.7791) loss_bbox_2: 0.1614 (0.1774) loss_giou_2: 0.3840 (0.3906) loss_class_3: 0.7102 (0.7619) loss_bbox_3: 0.1608 (0.1777) loss_giou_3: 0.3881 (0.3904) loss_class_4: 0.7118 (0.7543) loss_bbox_4: 0.1603 (0.1782) loss_giou_4: 0.3841 (0.3905) loss_class_enc: 0.8150 (0.8748) loss_bbox_enc: 0.2003 (0.2125) loss_giou_enc: 0.4411 (0.4464) loss_class_dn: 0.3737 (0.3825) loss_bbox_dn: 0.2439 (0.2621) loss_giou_dn: 0.4303 (0.4397) loss_class_dn_0: 0.4641 (0.4758) loss_bbox_dn_0: 0.3494 (0.3638) loss_giou_dn_0: 0.5710 (0.5681) loss_class_dn_1: 0.3998 (0.4115) loss_bbox_dn_1: 0.2681 (0.2864) loss_giou_dn_1: 0.4682 (0.4707) loss_class_dn_2: 0.3806 (0.3908) loss_bbox_dn_2: 0.2486 (0.2662) loss_giou_dn_2: 0.4357 (0.4460) loss_class_dn_3: 0.3740 (0.3846) loss_bbox_dn_3: 0.2445 (0.2629) loss_giou_dn_3: 0.4321 (0.4410) loss_class_dn_4: 0.3722 (0.3824) loss_bbox_dn_4: 0.2440 (0.2621) loss_giou_dn_4: 0.4301 (0.4396) loss_class_hybrid: 0.7288 (0.7551) loss_bbox_hybrid: 0.1701 (0.1910) loss_giou_hybrid: 0.3947 (0.4198) loss_class_0_hybrid: 0.7646 (0.8229) loss_bbox_0_hybrid: 0.1840 (0.1994) loss_giou_0_hybrid: 0.4067 (0.4361) loss_class_1_hybrid: 0.7435 (0.7802) loss_bbox_1_hybrid: 0.1733 (0.1945) loss_giou_1_hybrid: 0.4026 (0.4263) loss_class_2_hybrid: 0.7431 (0.7670) loss_bbox_2_hybrid: 0.1726 (0.1913) loss_giou_2_hybrid: 0.3983 (0.4213) loss_class_3_hybrid: 0.7511 (0.7586) loss_bbox_3_hybrid: 0.1735 (0.1910) loss_giou_3_hybrid: 0.3954 (0.4202) loss_class_4_hybrid: 0.7365 (0.7551) loss_bbox_4_hybrid: 0.1691 (0.1911) loss_giou_4_hybrid: 0.3934 (0.4200) loss_class_enc_hybrid: 0.7443 (0.7877) loss_bbox_enc_hybrid: 0.2242 (0.2376) loss_giou_enc_hybrid: 0.4748 (0.4959) mem: 1014 max mem: 36965 [2024-01-15 16:55:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:56:00 det.util.engine] INFO: Epoch: [7] [11300/11727] eta: 0:07:41 lr: 0.000100 data_time: 0.0033 iter_time: 1.0533 loss: 25.1585 (26.5360) loss_class: 0.7220 (0.7532) loss_bbox: 0.1681 (0.1782) loss_giou: 0.3546 (0.3902) loss_class_0: 0.8922 (0.9277) loss_bbox_0: 0.1745 (0.1783) loss_giou_0: 0.3719 (0.3948) loss_class_1: 0.7732 (0.8098) loss_bbox_1: 0.1692 (0.1792) loss_giou_1: 0.3543 (0.3934) loss_class_2: 0.7492 (0.7791) loss_bbox_2: 0.1682 (0.1774) loss_giou_2: 0.3590 (0.3906) loss_class_3: 0.7340 (0.7619) loss_bbox_3: 0.1673 (0.1777) loss_giou_3: 0.3552 (0.3903) loss_class_4: 0.7165 (0.7543) loss_bbox_4: 0.1684 (0.1782) loss_giou_4: 0.3539 (0.3904) loss_class_enc: 0.8317 (0.8747) loss_bbox_enc: 0.2068 (0.2125) loss_giou_enc: 0.4065 (0.4464) loss_class_dn: 0.3793 (0.3825) loss_bbox_dn: 0.2327 (0.2620) loss_giou_dn: 0.3941 (0.4397) loss_class_dn_0: 0.4727 (0.4758) loss_bbox_dn_0: 0.3319 (0.3637) loss_giou_dn_0: 0.5242 (0.5681) loss_class_dn_1: 0.4104 (0.4115) loss_bbox_dn_1: 0.2557 (0.2863) loss_giou_dn_1: 0.4229 (0.4707) loss_class_dn_2: 0.3891 (0.3908) loss_bbox_dn_2: 0.2415 (0.2661) loss_giou_dn_2: 0.3977 (0.4460) loss_class_dn_3: 0.3808 (0.3846) loss_bbox_dn_3: 0.2341 (0.2629) loss_giou_dn_3: 0.3938 (0.4409) loss_class_dn_4: 0.3779 (0.3824) loss_bbox_dn_4: 0.2326 (0.2620) loss_giou_dn_4: 0.3935 (0.4395) loss_class_hybrid: 0.7116 (0.7551) loss_bbox_hybrid: 0.1748 (0.1910) loss_giou_hybrid: 0.3682 (0.4197) loss_class_0_hybrid: 0.7927 (0.8229) loss_bbox_0_hybrid: 0.1817 (0.1994) loss_giou_0_hybrid: 0.3873 (0.4361) loss_class_1_hybrid: 0.7644 (0.7802) loss_bbox_1_hybrid: 0.1730 (0.1945) loss_giou_1_hybrid: 0.3769 (0.4263) loss_class_2_hybrid: 0.7443 (0.7670) loss_bbox_2_hybrid: 0.1733 (0.1913) loss_giou_2_hybrid: 0.3715 (0.4213) loss_class_3_hybrid: 0.7246 (0.7587) loss_bbox_3_hybrid: 0.1739 (0.1910) loss_giou_3_hybrid: 0.3663 (0.4201) loss_class_4_hybrid: 0.7157 (0.7552) loss_bbox_4_hybrid: 0.1759 (0.1911) loss_giou_4_hybrid: 0.3670 (0.4199) loss_class_enc_hybrid: 0.7561 (0.7877) loss_bbox_enc_hybrid: 0.2212 (0.2376) loss_giou_enc_hybrid: 0.4498 (0.4959) mem: 1025 max mem: 36965 [2024-01-15 16:56:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:56:53 det.util.engine] INFO: Epoch: [7] [11350/11727] eta: 0:06:47 lr: 0.000100 data_time: 0.0029 iter_time: 1.0621 loss: 25.9290 (26.5350) loss_class: 0.7472 (0.7532) loss_bbox: 0.1623 (0.1782) loss_giou: 0.3261 (0.3902) loss_class_0: 0.9312 (0.9277) loss_bbox_0: 0.1640 (0.1783) loss_giou_0: 0.3485 (0.3948) loss_class_1: 0.8188 (0.8098) loss_bbox_1: 0.1704 (0.1792) loss_giou_1: 0.3393 (0.3934) loss_class_2: 0.7739 (0.7791) loss_bbox_2: 0.1680 (0.1774) loss_giou_2: 0.3461 (0.3906) loss_class_3: 0.7295 (0.7619) loss_bbox_3: 0.1674 (0.1777) loss_giou_3: 0.3412 (0.3903) loss_class_4: 0.7445 (0.7543) loss_bbox_4: 0.1632 (0.1782) loss_giou_4: 0.3367 (0.3904) loss_class_enc: 0.8857 (0.8747) loss_bbox_enc: 0.2168 (0.2126) loss_giou_enc: 0.4080 (0.4464) loss_class_dn: 0.3775 (0.3824) loss_bbox_dn: 0.2692 (0.2620) loss_giou_dn: 0.4089 (0.4396) loss_class_dn_0: 0.4641 (0.4758) loss_bbox_dn_0: 0.3901 (0.3637) loss_giou_dn_0: 0.5371 (0.5680) loss_class_dn_1: 0.4010 (0.4114) loss_bbox_dn_1: 0.3133 (0.2863) loss_giou_dn_1: 0.4403 (0.4707) loss_class_dn_2: 0.3883 (0.3908) loss_bbox_dn_2: 0.2768 (0.2661) loss_giou_dn_2: 0.4115 (0.4460) loss_class_dn_3: 0.3822 (0.3845) loss_bbox_dn_3: 0.2717 (0.2629) loss_giou_dn_3: 0.4064 (0.4409) loss_class_dn_4: 0.3762 (0.3824) loss_bbox_dn_4: 0.2693 (0.2620) loss_giou_dn_4: 0.4084 (0.4395) loss_class_hybrid: 0.7592 (0.7551) loss_bbox_hybrid: 0.1731 (0.1909) loss_giou_hybrid: 0.3525 (0.4197) loss_class_0_hybrid: 0.7950 (0.8229) loss_bbox_0_hybrid: 0.1851 (0.1994) loss_giou_0_hybrid: 0.3757 (0.4361) loss_class_1_hybrid: 0.7841 (0.7802) loss_bbox_1_hybrid: 0.1751 (0.1945) loss_giou_1_hybrid: 0.3594 (0.4263) loss_class_2_hybrid: 0.7839 (0.7670) loss_bbox_2_hybrid: 0.1731 (0.1913) loss_giou_2_hybrid: 0.3493 (0.4212) loss_class_3_hybrid: 0.7519 (0.7586) loss_bbox_3_hybrid: 0.1734 (0.1909) loss_giou_3_hybrid: 0.3523 (0.4201) loss_class_4_hybrid: 0.7536 (0.7551) loss_bbox_4_hybrid: 0.1727 (0.1910) loss_giou_4_hybrid: 0.3543 (0.4199) loss_class_enc_hybrid: 0.7673 (0.7877) loss_bbox_enc_hybrid: 0.2397 (0.2376) loss_giou_enc_hybrid: 0.4352 (0.4959) mem: 1021 max mem: 36965 [2024-01-15 16:56:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:57:47 det.util.engine] INFO: Epoch: [7] [11400/11727] eta: 0:05:53 lr: 0.000100 data_time: 0.0035 iter_time: 1.0638 loss: 26.0378 (26.5347) loss_class: 0.7658 (0.7532) loss_bbox: 0.1656 (0.1782) loss_giou: 0.3473 (0.3902) loss_class_0: 0.8892 (0.9276) loss_bbox_0: 0.1868 (0.1783) loss_giou_0: 0.3587 (0.3948) loss_class_1: 0.8272 (0.8098) loss_bbox_1: 0.1776 (0.1792) loss_giou_1: 0.3465 (0.3934) loss_class_2: 0.7792 (0.7791) loss_bbox_2: 0.1774 (0.1774) loss_giou_2: 0.3543 (0.3906) loss_class_3: 0.7613 (0.7619) loss_bbox_3: 0.1714 (0.1777) loss_giou_3: 0.3529 (0.3903) loss_class_4: 0.7708 (0.7543) loss_bbox_4: 0.1701 (0.1782) loss_giou_4: 0.3484 (0.3904) loss_class_enc: 0.8658 (0.8747) loss_bbox_enc: 0.2067 (0.2126) loss_giou_enc: 0.4099 (0.4463) loss_class_dn: 0.3818 (0.3824) loss_bbox_dn: 0.2306 (0.2620) loss_giou_dn: 0.4130 (0.4396) loss_class_dn_0: 0.4690 (0.4758) loss_bbox_dn_0: 0.3307 (0.3637) loss_giou_dn_0: 0.5420 (0.5680) loss_class_dn_1: 0.4087 (0.4114) loss_bbox_dn_1: 0.2585 (0.2863) loss_giou_dn_1: 0.4399 (0.4707) loss_class_dn_2: 0.3897 (0.3908) loss_bbox_dn_2: 0.2348 (0.2661) loss_giou_dn_2: 0.4153 (0.4459) loss_class_dn_3: 0.3825 (0.3845) loss_bbox_dn_3: 0.2320 (0.2629) loss_giou_dn_3: 0.4154 (0.4409) loss_class_dn_4: 0.3835 (0.3824) loss_bbox_dn_4: 0.2306 (0.2620) loss_giou_dn_4: 0.4131 (0.4395) loss_class_hybrid: 0.7542 (0.7551) loss_bbox_hybrid: 0.1761 (0.1910) loss_giou_hybrid: 0.3777 (0.4197) loss_class_0_hybrid: 0.8127 (0.8229) loss_bbox_0_hybrid: 0.1871 (0.1994) loss_giou_0_hybrid: 0.4034 (0.4360) loss_class_1_hybrid: 0.7782 (0.7802) loss_bbox_1_hybrid: 0.1782 (0.1945) loss_giou_1_hybrid: 0.3830 (0.4262) loss_class_2_hybrid: 0.7779 (0.7670) loss_bbox_2_hybrid: 0.1766 (0.1913) loss_giou_2_hybrid: 0.3795 (0.4212) loss_class_3_hybrid: 0.7669 (0.7587) loss_bbox_3_hybrid: 0.1768 (0.1909) loss_giou_3_hybrid: 0.3769 (0.4200) loss_class_4_hybrid: 0.7641 (0.7552) loss_bbox_4_hybrid: 0.1768 (0.1910) loss_giou_4_hybrid: 0.3757 (0.4199) loss_class_enc_hybrid: 0.8075 (0.7877) loss_bbox_enc_hybrid: 0.2228 (0.2377) loss_giou_enc_hybrid: 0.4552 (0.4958) mem: 1029 max mem: 36965 [2024-01-15 16:57:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:58:39 det.util.engine] INFO: Epoch: [7] [11450/11727] eta: 0:04:59 lr: 0.000100 data_time: 0.0029 iter_time: 1.0278 loss: 25.3727 (26.5338) loss_class: 0.7057 (0.7532) loss_bbox: 0.1786 (0.1782) loss_giou: 0.3605 (0.3902) loss_class_0: 0.9060 (0.9277) loss_bbox_0: 0.1728 (0.1783) loss_giou_0: 0.3754 (0.3948) loss_class_1: 0.7995 (0.8098) loss_bbox_1: 0.1774 (0.1792) loss_giou_1: 0.3656 (0.3934) loss_class_2: 0.7472 (0.7791) loss_bbox_2: 0.1818 (0.1774) loss_giou_2: 0.3613 (0.3906) loss_class_3: 0.7226 (0.7618) loss_bbox_3: 0.1826 (0.1777) loss_giou_3: 0.3666 (0.3903) loss_class_4: 0.7023 (0.7543) loss_bbox_4: 0.1786 (0.1782) loss_giou_4: 0.3674 (0.3904) loss_class_enc: 0.8780 (0.8747) loss_bbox_enc: 0.2179 (0.2125) loss_giou_enc: 0.4334 (0.4463) loss_class_dn: 0.3572 (0.3824) loss_bbox_dn: 0.2442 (0.2620) loss_giou_dn: 0.4104 (0.4396) loss_class_dn_0: 0.4701 (0.4758) loss_bbox_dn_0: 0.3627 (0.3637) loss_giou_dn_0: 0.5304 (0.5680) loss_class_dn_1: 0.3963 (0.4114) loss_bbox_dn_1: 0.2678 (0.2863) loss_giou_dn_1: 0.4390 (0.4706) loss_class_dn_2: 0.3742 (0.3908) loss_bbox_dn_2: 0.2471 (0.2661) loss_giou_dn_2: 0.4174 (0.4459) loss_class_dn_3: 0.3672 (0.3845) loss_bbox_dn_3: 0.2445 (0.2628) loss_giou_dn_3: 0.4093 (0.4408) loss_class_dn_4: 0.3617 (0.3824) loss_bbox_dn_4: 0.2441 (0.2620) loss_giou_dn_4: 0.4104 (0.4394) loss_class_hybrid: 0.7467 (0.7551) loss_bbox_hybrid: 0.1945 (0.1909) loss_giou_hybrid: 0.3953 (0.4196) loss_class_0_hybrid: 0.8208 (0.8229) loss_bbox_0_hybrid: 0.1966 (0.1994) loss_giou_0_hybrid: 0.4122 (0.4360) loss_class_1_hybrid: 0.7771 (0.7802) loss_bbox_1_hybrid: 0.1997 (0.1945) loss_giou_1_hybrid: 0.4049 (0.4262) loss_class_2_hybrid: 0.7491 (0.7670) loss_bbox_2_hybrid: 0.1950 (0.1913) loss_giou_2_hybrid: 0.3979 (0.4212) loss_class_3_hybrid: 0.7473 (0.7587) loss_bbox_3_hybrid: 0.1931 (0.1909) loss_giou_3_hybrid: 0.3955 (0.4200) loss_class_4_hybrid: 0.7375 (0.7552) loss_bbox_4_hybrid: 0.1953 (0.1910) loss_giou_4_hybrid: 0.3954 (0.4198) loss_class_enc_hybrid: 0.7881 (0.7877) loss_bbox_enc_hybrid: 0.2513 (0.2376) loss_giou_enc_hybrid: 0.4706 (0.4958) mem: 1022 max mem: 36965 [2024-01-15 16:58:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 16:59:33 det.util.engine] INFO: Epoch: [7] [11500/11727] eta: 0:04:05 lr: 0.000100 data_time: 0.0034 iter_time: 1.0682 loss: 26.2090 (26.5337) loss_class: 0.7342 (0.7531) loss_bbox: 0.1580 (0.1782) loss_giou: 0.3940 (0.3902) loss_class_0: 0.8965 (0.9276) loss_bbox_0: 0.1542 (0.1783) loss_giou_0: 0.3957 (0.3949) loss_class_1: 0.7998 (0.8098) loss_bbox_1: 0.1577 (0.1792) loss_giou_1: 0.4035 (0.3934) loss_class_2: 0.7611 (0.7790) loss_bbox_2: 0.1576 (0.1774) loss_giou_2: 0.3903 (0.3906) loss_class_3: 0.7378 (0.7618) loss_bbox_3: 0.1529 (0.1777) loss_giou_3: 0.3896 (0.3904) loss_class_4: 0.7263 (0.7542) loss_bbox_4: 0.1602 (0.1782) loss_giou_4: 0.3936 (0.3905) loss_class_enc: 0.8484 (0.8746) loss_bbox_enc: 0.1765 (0.2125) loss_giou_enc: 0.4582 (0.4464) loss_class_dn: 0.3818 (0.3824) loss_bbox_dn: 0.2443 (0.2620) loss_giou_dn: 0.4370 (0.4396) loss_class_dn_0: 0.4754 (0.4758) loss_bbox_dn_0: 0.3397 (0.3637) loss_giou_dn_0: 0.5745 (0.5680) loss_class_dn_1: 0.4086 (0.4114) loss_bbox_dn_1: 0.2654 (0.2863) loss_giou_dn_1: 0.4708 (0.4706) loss_class_dn_2: 0.3894 (0.3908) loss_bbox_dn_2: 0.2497 (0.2661) loss_giou_dn_2: 0.4450 (0.4459) loss_class_dn_3: 0.3862 (0.3845) loss_bbox_dn_3: 0.2476 (0.2628) loss_giou_dn_3: 0.4348 (0.4409) loss_class_dn_4: 0.3807 (0.3824) loss_bbox_dn_4: 0.2443 (0.2620) loss_giou_dn_4: 0.4352 (0.4394) loss_class_hybrid: 0.7425 (0.7551) loss_bbox_hybrid: 0.1610 (0.1909) loss_giou_hybrid: 0.4066 (0.4197) loss_class_0_hybrid: 0.7940 (0.8229) loss_bbox_0_hybrid: 0.1677 (0.1994) loss_giou_0_hybrid: 0.4353 (0.4361) loss_class_1_hybrid: 0.7705 (0.7802) loss_bbox_1_hybrid: 0.1634 (0.1945) loss_giou_1_hybrid: 0.4230 (0.4262) loss_class_2_hybrid: 0.7448 (0.7670) loss_bbox_2_hybrid: 0.1608 (0.1913) loss_giou_2_hybrid: 0.4140 (0.4212) loss_class_3_hybrid: 0.7429 (0.7587) loss_bbox_3_hybrid: 0.1597 (0.1909) loss_giou_3_hybrid: 0.4075 (0.4201) loss_class_4_hybrid: 0.7438 (0.7551) loss_bbox_4_hybrid: 0.1594 (0.1910) loss_giou_4_hybrid: 0.4068 (0.4199) loss_class_enc_hybrid: 0.7588 (0.7877) loss_bbox_enc_hybrid: 0.1986 (0.2376) loss_giou_enc_hybrid: 0.5223 (0.4959) mem: 1021 max mem: 36965 [2024-01-15 16:59:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:00:27 det.util.engine] INFO: Epoch: [7] [11550/11727] eta: 0:03:11 lr: 0.000100 data_time: 0.0033 iter_time: 1.0802 loss: 26.2175 (26.5308) loss_class: 0.7064 (0.7529) loss_bbox: 0.1669 (0.1782) loss_giou: 0.3894 (0.3903) loss_class_0: 0.8959 (0.9274) loss_bbox_0: 0.1571 (0.1782) loss_giou_0: 0.3975 (0.3949) loss_class_1: 0.7493 (0.8096) loss_bbox_1: 0.1671 (0.1792) loss_giou_1: 0.3974 (0.3935) loss_class_2: 0.7414 (0.7789) loss_bbox_2: 0.1623 (0.1774) loss_giou_2: 0.3858 (0.3907) loss_class_3: 0.7023 (0.7616) loss_bbox_3: 0.1657 (0.1776) loss_giou_3: 0.3934 (0.3904) loss_class_4: 0.7154 (0.7541) loss_bbox_4: 0.1654 (0.1782) loss_giou_4: 0.3929 (0.3905) loss_class_enc: 0.8604 (0.8745) loss_bbox_enc: 0.1766 (0.2125) loss_giou_enc: 0.4167 (0.4464) loss_class_dn: 0.3802 (0.3824) loss_bbox_dn: 0.2294 (0.2618) loss_giou_dn: 0.4491 (0.4396) loss_class_dn_0: 0.4671 (0.4758) loss_bbox_dn_0: 0.3334 (0.3635) loss_giou_dn_0: 0.5715 (0.5680) loss_class_dn_1: 0.4107 (0.4114) loss_bbox_dn_1: 0.2582 (0.2862) loss_giou_dn_1: 0.4693 (0.4706) loss_class_dn_2: 0.3844 (0.3908) loss_bbox_dn_2: 0.2368 (0.2660) loss_giou_dn_2: 0.4535 (0.4459) loss_class_dn_3: 0.3817 (0.3845) loss_bbox_dn_3: 0.2312 (0.2627) loss_giou_dn_3: 0.4488 (0.4408) loss_class_dn_4: 0.3789 (0.3824) loss_bbox_dn_4: 0.2292 (0.2618) loss_giou_dn_4: 0.4487 (0.4394) loss_class_hybrid: 0.7422 (0.7550) loss_bbox_hybrid: 0.1640 (0.1909) loss_giou_hybrid: 0.4000 (0.4197) loss_class_0_hybrid: 0.7836 (0.8228) loss_bbox_0_hybrid: 0.1776 (0.1993) loss_giou_0_hybrid: 0.4228 (0.4361) loss_class_1_hybrid: 0.7500 (0.7801) loss_bbox_1_hybrid: 0.1715 (0.1944) loss_giou_1_hybrid: 0.4097 (0.4263) loss_class_2_hybrid: 0.7381 (0.7669) loss_bbox_2_hybrid: 0.1688 (0.1912) loss_giou_2_hybrid: 0.3989 (0.4213) loss_class_3_hybrid: 0.7441 (0.7586) loss_bbox_3_hybrid: 0.1657 (0.1908) loss_giou_3_hybrid: 0.3976 (0.4201) loss_class_4_hybrid: 0.7334 (0.7551) loss_bbox_4_hybrid: 0.1645 (0.1909) loss_giou_4_hybrid: 0.4003 (0.4199) loss_class_enc_hybrid: 0.7620 (0.7876) loss_bbox_enc_hybrid: 0.2076 (0.2375) loss_giou_enc_hybrid: 0.4676 (0.4959) mem: 1011 max mem: 36965 [2024-01-15 17:00:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:01:21 det.util.engine] INFO: Epoch: [7] [11600/11727] eta: 0:02:17 lr: 0.000100 data_time: 0.0030 iter_time: 1.0905 loss: 25.7426 (26.5288) loss_class: 0.6970 (0.7529) loss_bbox: 0.1728 (0.1781) loss_giou: 0.4073 (0.3903) loss_class_0: 0.8573 (0.9273) loss_bbox_0: 0.1684 (0.1782) loss_giou_0: 0.4224 (0.3949) loss_class_1: 0.7970 (0.8095) loss_bbox_1: 0.1729 (0.1792) loss_giou_1: 0.4152 (0.3935) loss_class_2: 0.7593 (0.7788) loss_bbox_2: 0.1684 (0.1773) loss_giou_2: 0.4108 (0.3907) loss_class_3: 0.7136 (0.7615) loss_bbox_3: 0.1727 (0.1776) loss_giou_3: 0.4084 (0.3904) loss_class_4: 0.6848 (0.7540) loss_bbox_4: 0.1718 (0.1781) loss_giou_4: 0.4074 (0.3905) loss_class_enc: 0.8481 (0.8744) loss_bbox_enc: 0.2094 (0.2124) loss_giou_enc: 0.4754 (0.4464) loss_class_dn: 0.3837 (0.3824) loss_bbox_dn: 0.2336 (0.2618) loss_giou_dn: 0.4541 (0.4395) loss_class_dn_0: 0.4622 (0.4758) loss_bbox_dn_0: 0.3396 (0.3635) loss_giou_dn_0: 0.5717 (0.5679) loss_class_dn_1: 0.4034 (0.4114) loss_bbox_dn_1: 0.2605 (0.2862) loss_giou_dn_1: 0.4836 (0.4706) loss_class_dn_2: 0.3854 (0.3908) loss_bbox_dn_2: 0.2437 (0.2659) loss_giou_dn_2: 0.4611 (0.4459) loss_class_dn_3: 0.3846 (0.3845) loss_bbox_dn_3: 0.2391 (0.2627) loss_giou_dn_3: 0.4555 (0.4408) loss_class_dn_4: 0.3814 (0.3823) loss_bbox_dn_4: 0.2336 (0.2618) loss_giou_dn_4: 0.4542 (0.4394) loss_class_hybrid: 0.6908 (0.7549) loss_bbox_hybrid: 0.1853 (0.1908) loss_giou_hybrid: 0.4496 (0.4197) loss_class_0_hybrid: 0.7646 (0.8228) loss_bbox_0_hybrid: 0.1931 (0.1993) loss_giou_0_hybrid: 0.4559 (0.4361) loss_class_1_hybrid: 0.7179 (0.7800) loss_bbox_1_hybrid: 0.1892 (0.1944) loss_giou_1_hybrid: 0.4542 (0.4263) loss_class_2_hybrid: 0.7110 (0.7669) loss_bbox_2_hybrid: 0.1825 (0.1912) loss_giou_2_hybrid: 0.4467 (0.4212) loss_class_3_hybrid: 0.7005 (0.7585) loss_bbox_3_hybrid: 0.1823 (0.1908) loss_giou_3_hybrid: 0.4473 (0.4201) loss_class_4_hybrid: 0.7000 (0.7550) loss_bbox_4_hybrid: 0.1830 (0.1909) loss_giou_4_hybrid: 0.4446 (0.4199) loss_class_enc_hybrid: 0.7450 (0.7875) loss_bbox_enc_hybrid: 0.2308 (0.2375) loss_giou_enc_hybrid: 0.5246 (0.4959) mem: 1021 max mem: 36965 [2024-01-15 17:01:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:02:15 det.util.engine] INFO: Epoch: [7] [11650/11727] eta: 0:01:23 lr: 0.000100 data_time: 0.0031 iter_time: 1.1034 loss: 26.1905 (26.5296) loss_class: 0.6994 (0.7528) loss_bbox: 0.1680 (0.1781) loss_giou: 0.4178 (0.3903) loss_class_0: 0.8767 (0.9273) loss_bbox_0: 0.1674 (0.1782) loss_giou_0: 0.3962 (0.3950) loss_class_1: 0.7441 (0.8095) loss_bbox_1: 0.1699 (0.1792) loss_giou_1: 0.3914 (0.3935) loss_class_2: 0.7417 (0.7788) loss_bbox_2: 0.1716 (0.1773) loss_giou_2: 0.4002 (0.3907) loss_class_3: 0.7187 (0.7615) loss_bbox_3: 0.1672 (0.1776) loss_giou_3: 0.3927 (0.3905) loss_class_4: 0.6995 (0.7539) loss_bbox_4: 0.1701 (0.1781) loss_giou_4: 0.4183 (0.3906) loss_class_enc: 0.8271 (0.8744) loss_bbox_enc: 0.1941 (0.2124) loss_giou_enc: 0.4690 (0.4464) loss_class_dn: 0.3816 (0.3824) loss_bbox_dn: 0.2124 (0.2618) loss_giou_dn: 0.4611 (0.4396) loss_class_dn_0: 0.4726 (0.4758) loss_bbox_dn_0: 0.3021 (0.3635) loss_giou_dn_0: 0.5857 (0.5680) loss_class_dn_1: 0.4123 (0.4114) loss_bbox_dn_1: 0.2349 (0.2861) loss_giou_dn_1: 0.4905 (0.4706) loss_class_dn_2: 0.3926 (0.3907) loss_bbox_dn_2: 0.2126 (0.2659) loss_giou_dn_2: 0.4663 (0.4459) loss_class_dn_3: 0.3874 (0.3845) loss_bbox_dn_3: 0.2135 (0.2627) loss_giou_dn_3: 0.4629 (0.4409) loss_class_dn_4: 0.3819 (0.3823) loss_bbox_dn_4: 0.2125 (0.2618) loss_giou_dn_4: 0.4610 (0.4395) loss_class_hybrid: 0.7124 (0.7548) loss_bbox_hybrid: 0.1915 (0.1909) loss_giou_hybrid: 0.4334 (0.4198) loss_class_0_hybrid: 0.7830 (0.8227) loss_bbox_0_hybrid: 0.1998 (0.1993) loss_giou_0_hybrid: 0.4536 (0.4362) loss_class_1_hybrid: 0.7265 (0.7800) loss_bbox_1_hybrid: 0.1902 (0.1944) loss_giou_1_hybrid: 0.4518 (0.4264) loss_class_2_hybrid: 0.7297 (0.7668) loss_bbox_2_hybrid: 0.1920 (0.1912) loss_giou_2_hybrid: 0.4351 (0.4213) loss_class_3_hybrid: 0.7147 (0.7584) loss_bbox_3_hybrid: 0.1928 (0.1908) loss_giou_3_hybrid: 0.4314 (0.4202) loss_class_4_hybrid: 0.7046 (0.7549) loss_bbox_4_hybrid: 0.1912 (0.1910) loss_giou_4_hybrid: 0.4454 (0.4200) loss_class_enc_hybrid: 0.7454 (0.7874) loss_bbox_enc_hybrid: 0.2446 (0.2375) loss_giou_enc_hybrid: 0.5081 (0.4960) mem: 1020 max mem: 36965 [2024-01-15 17:02:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:03:10 det.util.engine] INFO: Epoch: [7] [11700/11727] eta: 0:00:29 lr: 0.000100 data_time: 0.0029 iter_time: 1.0845 loss: 26.6341 (26.5300) loss_class: 0.7598 (0.7529) loss_bbox: 0.1749 (0.1782) loss_giou: 0.3715 (0.3903) loss_class_0: 0.9108 (0.9274) loss_bbox_0: 0.1860 (0.1782) loss_giou_0: 0.3783 (0.3949) loss_class_1: 0.8228 (0.8095) loss_bbox_1: 0.1805 (0.1792) loss_giou_1: 0.3754 (0.3935) loss_class_2: 0.7753 (0.7789) loss_bbox_2: 0.1769 (0.1773) loss_giou_2: 0.3605 (0.3907) loss_class_3: 0.7610 (0.7615) loss_bbox_3: 0.1799 (0.1776) loss_giou_3: 0.3677 (0.3904) loss_class_4: 0.7593 (0.7540) loss_bbox_4: 0.1811 (0.1781) loss_giou_4: 0.3720 (0.3906) loss_class_enc: 0.8660 (0.8744) loss_bbox_enc: 0.2315 (0.2124) loss_giou_enc: 0.4204 (0.4464) loss_class_dn: 0.3730 (0.3824) loss_bbox_dn: 0.2849 (0.2618) loss_giou_dn: 0.4429 (0.4396) loss_class_dn_0: 0.4719 (0.4758) loss_bbox_dn_0: 0.3948 (0.3635) loss_giou_dn_0: 0.5775 (0.5680) loss_class_dn_1: 0.4071 (0.4114) loss_bbox_dn_1: 0.3198 (0.2862) loss_giou_dn_1: 0.4737 (0.4706) loss_class_dn_2: 0.3815 (0.3907) loss_bbox_dn_2: 0.2875 (0.2659) loss_giou_dn_2: 0.4484 (0.4459) loss_class_dn_3: 0.3757 (0.3845) loss_bbox_dn_3: 0.2880 (0.2627) loss_giou_dn_3: 0.4450 (0.4409) loss_class_dn_4: 0.3714 (0.3823) loss_bbox_dn_4: 0.2851 (0.2618) loss_giou_dn_4: 0.4430 (0.4394) loss_class_hybrid: 0.7550 (0.7549) loss_bbox_hybrid: 0.1875 (0.1909) loss_giou_hybrid: 0.3876 (0.4198) loss_class_0_hybrid: 0.8146 (0.8227) loss_bbox_0_hybrid: 0.2005 (0.1993) loss_giou_0_hybrid: 0.3932 (0.4361) loss_class_1_hybrid: 0.7701 (0.7800) loss_bbox_1_hybrid: 0.1956 (0.1944) loss_giou_1_hybrid: 0.3818 (0.4263) loss_class_2_hybrid: 0.7563 (0.7669) loss_bbox_2_hybrid: 0.1869 (0.1912) loss_giou_2_hybrid: 0.3832 (0.4213) loss_class_3_hybrid: 0.7546 (0.7585) loss_bbox_3_hybrid: 0.1879 (0.1908) loss_giou_3_hybrid: 0.3879 (0.4201) loss_class_4_hybrid: 0.7635 (0.7550) loss_bbox_4_hybrid: 0.1854 (0.1910) loss_giou_4_hybrid: 0.3846 (0.4200) loss_class_enc_hybrid: 0.7776 (0.7875) loss_bbox_enc_hybrid: 0.2523 (0.2375) loss_giou_enc_hybrid: 0.4519 (0.4960) mem: 1033 max mem: 36965 [2024-01-15 17:03:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:03:37 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0024 iter_time: 1.0206 loss: 27.6320 (26.5311) loss_class: 0.7276 (0.7529) loss_bbox: 0.1990 (0.1782) loss_giou: 0.4136 (0.3904) loss_class_0: 0.9332 (0.9273) loss_bbox_0: 0.1939 (0.1782) loss_giou_0: 0.4224 (0.3950) loss_class_1: 0.7950 (0.8095) loss_bbox_1: 0.1951 (0.1792) loss_giou_1: 0.4168 (0.3936) loss_class_2: 0.7532 (0.7788) loss_bbox_2: 0.1989 (0.1773) loss_giou_2: 0.4191 (0.3908) loss_class_3: 0.7363 (0.7615) loss_bbox_3: 0.1910 (0.1777) loss_giou_3: 0.4032 (0.3905) loss_class_4: 0.7146 (0.7540) loss_bbox_4: 0.1968 (0.1782) loss_giou_4: 0.4104 (0.3906) loss_class_enc: 0.8799 (0.8745) loss_bbox_enc: 0.2233 (0.2124) loss_giou_enc: 0.4750 (0.4465) loss_class_dn: 0.3870 (0.3824) loss_bbox_dn: 0.2489 (0.2618) loss_giou_dn: 0.4629 (0.4396) loss_class_dn_0: 0.4682 (0.4758) loss_bbox_dn_0: 0.3556 (0.3635) loss_giou_dn_0: 0.5827 (0.5680) loss_class_dn_1: 0.4122 (0.4114) loss_bbox_dn_1: 0.2746 (0.2861) loss_giou_dn_1: 0.4958 (0.4707) loss_class_dn_2: 0.3972 (0.3908) loss_bbox_dn_2: 0.2560 (0.2659) loss_giou_dn_2: 0.4721 (0.4459) loss_class_dn_3: 0.3898 (0.3845) loss_bbox_dn_3: 0.2505 (0.2627) loss_giou_dn_3: 0.4661 (0.4409) loss_class_dn_4: 0.3881 (0.3823) loss_bbox_dn_4: 0.2488 (0.2618) loss_giou_dn_4: 0.4628 (0.4395) loss_class_hybrid: 0.7538 (0.7549) loss_bbox_hybrid: 0.2127 (0.1909) loss_giou_hybrid: 0.4532 (0.4198) loss_class_0_hybrid: 0.8020 (0.8227) loss_bbox_0_hybrid: 0.2084 (0.1993) loss_giou_0_hybrid: 0.4772 (0.4362) loss_class_1_hybrid: 0.7628 (0.7800) loss_bbox_1_hybrid: 0.2113 (0.1944) loss_giou_1_hybrid: 0.4637 (0.4264) loss_class_2_hybrid: 0.7587 (0.7668) loss_bbox_2_hybrid: 0.2110 (0.1912) loss_giou_2_hybrid: 0.4548 (0.4214) loss_class_3_hybrid: 0.7501 (0.7585) loss_bbox_3_hybrid: 0.2112 (0.1909) loss_giou_3_hybrid: 0.4553 (0.4202) loss_class_4_hybrid: 0.7587 (0.7550) loss_bbox_4_hybrid: 0.2115 (0.1910) loss_giou_4_hybrid: 0.4541 (0.4200) loss_class_enc_hybrid: 0.7786 (0.7875) loss_bbox_enc_hybrid: 0.2461 (0.2375) loss_giou_enc_hybrid: 0.5355 (0.4960) [2024-01-15 17:03:37 accelerate.accelerator] WARNING: Deleting 1 checkpoints to make room for new checkpoint. [2024-01-15 17:03:37 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_7 [2024-01-15 17:03:37 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_7/model.safetensors [2024-01-15 17:03:38 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_7/optimizer.bin [2024-01-15 17:03:38 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_7/scheduler.bin [2024-01-15 17:03:38 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_7/sampler.bin [2024-01-15 17:03:38 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_7/sampler_1.bin [2024-01-15 17:03:38 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_7/random_states_0.pkl [2024-01-15 17:03:38 det.__main__] INFO: Start evaluation [2024-01-15 17:03:40 det.util.utils] INFO: Test: [ 0/2500] eta: 0:25:53 model_time: 0.3930 (0.3930) evaluator_time: 0.0363 (0.0363) time: 0.6216 data: 0.1902 mem: 961 max mem: 36965 [2024-01-15 17:03:43 det.util.utils] INFO: Test: [ 10/2500] eta: 0:11:21 model_time: 0.1517 (0.2309) evaluator_time: 0.0229 (0.0232) time: 0.2738 data: 0.0179 mem: 961 max mem: 36965 [2024-01-15 17:03:45 det.util.utils] INFO: Test: [ 20/2500] eta: 0:09:38 model_time: 0.1397 (0.2012) evaluator_time: 0.0176 (0.0207) time: 0.2140 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:03:46 det.util.utils] INFO: Test: [ 30/2500] eta: 0:08:52 model_time: 0.1389 (0.1854) evaluator_time: 0.0173 (0.0214) time: 0.1836 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:03:48 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:35 model_time: 0.1357 (0.1807) evaluator_time: 0.0183 (0.0216) time: 0.1846 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:03:50 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:25 model_time: 0.1388 (0.1783) evaluator_time: 0.0183 (0.0215) time: 0.1916 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:03:52 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:18 model_time: 0.1441 (0.1765) evaluator_time: 0.0184 (0.0221) time: 0.1934 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:03:54 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:09 model_time: 0.1468 (0.1740) evaluator_time: 0.0189 (0.0219) time: 0.1887 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:03:56 det.util.utils] INFO: Test: [ 80/2500] eta: 0:08:00 model_time: 0.1425 (0.1721) evaluator_time: 0.0189 (0.0216) time: 0.1815 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:03:58 det.util.utils] INFO: Test: [ 90/2500] eta: 0:07:57 model_time: 0.1401 (0.1717) evaluator_time: 0.0171 (0.0217) time: 0.1871 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 17:04:00 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:52 model_time: 0.1472 (0.1704) evaluator_time: 0.0180 (0.0221) time: 0.1903 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:04:02 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:48 model_time: 0.1526 (0.1699) evaluator_time: 0.0180 (0.0220) time: 0.1873 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 17:04:03 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:40 model_time: 0.1491 (0.1675) evaluator_time: 0.0183 (0.0218) time: 0.1756 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:05 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:35 model_time: 0.1395 (0.1665) evaluator_time: 0.0183 (0.0218) time: 0.1713 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:04:07 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:32 model_time: 0.1495 (0.1660) evaluator_time: 0.0181 (0.0219) time: 0.1823 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:04:09 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:27 model_time: 0.1448 (0.1645) evaluator_time: 0.0201 (0.0221) time: 0.1777 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:10 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:21 model_time: 0.1331 (0.1628) evaluator_time: 0.0186 (0.0220) time: 0.1653 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:04:12 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:20 model_time: 0.1411 (0.1630) evaluator_time: 0.0186 (0.0225) time: 0.1804 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:14 det.util.utils] INFO: Test: [ 180/2500] eta: 0:07:16 model_time: 0.1401 (0.1620) evaluator_time: 0.0194 (0.0227) time: 0.1864 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:04:15 det.util.utils] INFO: Test: [ 190/2500] eta: 0:07:11 model_time: 0.1330 (0.1606) evaluator_time: 0.0181 (0.0225) time: 0.1641 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:04:17 det.util.utils] INFO: Test: [ 200/2500] eta: 0:07:08 model_time: 0.1362 (0.1606) evaluator_time: 0.0161 (0.0222) time: 0.1678 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:04:19 det.util.utils] INFO: Test: [ 210/2500] eta: 0:07:02 model_time: 0.1335 (0.1592) evaluator_time: 0.0162 (0.0220) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:20 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:58 model_time: 0.1272 (0.1583) evaluator_time: 0.0162 (0.0218) time: 0.1554 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:22 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:53 model_time: 0.1355 (0.1574) evaluator_time: 0.0152 (0.0216) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:24 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:50 model_time: 0.1355 (0.1565) evaluator_time: 0.0174 (0.0216) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:25 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:46 model_time: 0.1323 (0.1558) evaluator_time: 0.0196 (0.0215) time: 0.1614 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:27 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:45 model_time: 0.1420 (0.1560) evaluator_time: 0.0198 (0.0216) time: 0.1744 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:29 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:43 model_time: 0.1424 (0.1560) evaluator_time: 0.0204 (0.0218) time: 0.1863 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:04:31 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:43 model_time: 0.1424 (0.1568) evaluator_time: 0.0207 (0.0218) time: 0.1940 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:04:33 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:41 model_time: 0.1526 (0.1566) evaluator_time: 0.0191 (0.0217) time: 0.1880 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:04:34 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:39 model_time: 0.1398 (0.1565) evaluator_time: 0.0183 (0.0217) time: 0.1765 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:04:36 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:35 model_time: 0.1328 (0.1558) evaluator_time: 0.0158 (0.0217) time: 0.1679 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:38 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:32 model_time: 0.1308 (0.1554) evaluator_time: 0.0165 (0.0217) time: 0.1618 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:04:39 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:30 model_time: 0.1379 (0.1550) evaluator_time: 0.0191 (0.0218) time: 0.1695 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:41 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:28 model_time: 0.1403 (0.1549) evaluator_time: 0.0191 (0.0219) time: 0.1742 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:43 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:25 model_time: 0.1383 (0.1545) evaluator_time: 0.0169 (0.0217) time: 0.1689 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:44 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:23 model_time: 0.1318 (0.1540) evaluator_time: 0.0169 (0.0219) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:46 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:20 model_time: 0.1312 (0.1535) evaluator_time: 0.0179 (0.0219) time: 0.1630 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:48 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:18 model_time: 0.1316 (0.1535) evaluator_time: 0.0169 (0.0218) time: 0.1657 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:50 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:16 model_time: 0.1513 (0.1536) evaluator_time: 0.0169 (0.0217) time: 0.1767 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:51 det.util.utils] INFO: Test: [ 400/2500] eta: 0:06:13 model_time: 0.1382 (0.1534) evaluator_time: 0.0178 (0.0217) time: 0.1727 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:53 det.util.utils] INFO: Test: [ 410/2500] eta: 0:06:11 model_time: 0.1362 (0.1531) evaluator_time: 0.0174 (0.0216) time: 0.1643 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:55 det.util.utils] INFO: Test: [ 420/2500] eta: 0:06:10 model_time: 0.1414 (0.1537) evaluator_time: 0.0195 (0.0216) time: 0.1834 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:57 det.util.utils] INFO: Test: [ 430/2500] eta: 0:06:08 model_time: 0.1477 (0.1533) evaluator_time: 0.0219 (0.0216) time: 0.1832 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:04:58 det.util.utils] INFO: Test: [ 440/2500] eta: 0:06:05 model_time: 0.1403 (0.1531) evaluator_time: 0.0166 (0.0216) time: 0.1633 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:00 det.util.utils] INFO: Test: [ 450/2500] eta: 0:06:03 model_time: 0.1403 (0.1528) evaluator_time: 0.0132 (0.0216) time: 0.1650 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:01 det.util.utils] INFO: Test: [ 460/2500] eta: 0:06:01 model_time: 0.1369 (0.1525) evaluator_time: 0.0140 (0.0215) time: 0.1625 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:03 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:58 model_time: 0.1333 (0.1522) evaluator_time: 0.0140 (0.0214) time: 0.1584 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:05 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:56 model_time: 0.1402 (0.1520) evaluator_time: 0.0159 (0.0214) time: 0.1622 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:06 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:54 model_time: 0.1496 (0.1519) evaluator_time: 0.0197 (0.0214) time: 0.1700 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:08 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:52 model_time: 0.1398 (0.1519) evaluator_time: 0.0185 (0.0214) time: 0.1736 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:10 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:50 model_time: 0.1381 (0.1519) evaluator_time: 0.0181 (0.0215) time: 0.1770 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:12 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:48 model_time: 0.1403 (0.1517) evaluator_time: 0.0177 (0.0214) time: 0.1716 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:13 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:46 model_time: 0.1357 (0.1514) evaluator_time: 0.0136 (0.0213) time: 0.1594 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:15 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:43 model_time: 0.1329 (0.1512) evaluator_time: 0.0136 (0.0213) time: 0.1583 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:05:17 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:42 model_time: 0.1443 (0.1514) evaluator_time: 0.0167 (0.0213) time: 0.1739 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:05:18 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:40 model_time: 0.1383 (0.1512) evaluator_time: 0.0166 (0.0212) time: 0.1736 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:20 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:38 model_time: 0.1368 (0.1511) evaluator_time: 0.0166 (0.0212) time: 0.1655 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:22 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:36 model_time: 0.1343 (0.1509) evaluator_time: 0.0168 (0.0212) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:23 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:33 model_time: 0.1355 (0.1508) evaluator_time: 0.0142 (0.0212) time: 0.1627 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:25 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:31 model_time: 0.1355 (0.1506) evaluator_time: 0.0184 (0.0212) time: 0.1666 data: 0.0009 mem: 961 max mem: 36965 [2024-01-15 17:05:27 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:30 model_time: 0.1347 (0.1505) evaluator_time: 0.0256 (0.0213) time: 0.1691 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:05:28 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:28 model_time: 0.1374 (0.1503) evaluator_time: 0.0246 (0.0214) time: 0.1708 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:30 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:26 model_time: 0.1413 (0.1501) evaluator_time: 0.0184 (0.0214) time: 0.1665 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:32 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:24 model_time: 0.1348 (0.1499) evaluator_time: 0.0177 (0.0214) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:33 det.util.utils] INFO: Test: [ 650/2500] eta: 0:05:22 model_time: 0.1376 (0.1498) evaluator_time: 0.0171 (0.0214) time: 0.1662 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:35 det.util.utils] INFO: Test: [ 660/2500] eta: 0:05:19 model_time: 0.1376 (0.1496) evaluator_time: 0.0171 (0.0214) time: 0.1639 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:36 det.util.utils] INFO: Test: [ 670/2500] eta: 0:05:17 model_time: 0.1271 (0.1493) evaluator_time: 0.0182 (0.0215) time: 0.1570 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:38 det.util.utils] INFO: Test: [ 680/2500] eta: 0:05:15 model_time: 0.1290 (0.1491) evaluator_time: 0.0182 (0.0215) time: 0.1580 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:40 det.util.utils] INFO: Test: [ 690/2500] eta: 0:05:13 model_time: 0.1322 (0.1489) evaluator_time: 0.0162 (0.0215) time: 0.1593 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:05:41 det.util.utils] INFO: Test: [ 700/2500] eta: 0:05:11 model_time: 0.1310 (0.1486) evaluator_time: 0.0152 (0.0214) time: 0.1557 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:43 det.util.utils] INFO: Test: [ 710/2500] eta: 0:05:08 model_time: 0.1241 (0.1483) evaluator_time: 0.0139 (0.0215) time: 0.1500 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:05:44 det.util.utils] INFO: Test: [ 720/2500] eta: 0:05:07 model_time: 0.1275 (0.1481) evaluator_time: 0.0174 (0.0216) time: 0.1612 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:46 det.util.utils] INFO: Test: [ 730/2500] eta: 0:05:04 model_time: 0.1265 (0.1478) evaluator_time: 0.0164 (0.0216) time: 0.1605 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:05:47 det.util.utils] INFO: Test: [ 740/2500] eta: 0:05:03 model_time: 0.1309 (0.1478) evaluator_time: 0.0143 (0.0216) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:49 det.util.utils] INFO: Test: [ 750/2500] eta: 0:05:01 model_time: 0.1389 (0.1477) evaluator_time: 0.0145 (0.0215) time: 0.1679 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 17:05:51 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:59 model_time: 0.1370 (0.1477) evaluator_time: 0.0160 (0.0216) time: 0.1668 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 17:05:52 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:57 model_time: 0.1332 (0.1475) evaluator_time: 0.0160 (0.0215) time: 0.1632 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:54 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:55 model_time: 0.1318 (0.1474) evaluator_time: 0.0158 (0.0215) time: 0.1606 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:56 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:53 model_time: 0.1318 (0.1473) evaluator_time: 0.0154 (0.0215) time: 0.1608 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:05:57 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:51 model_time: 0.1283 (0.1471) evaluator_time: 0.0171 (0.0216) time: 0.1613 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:05:59 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:49 model_time: 0.1334 (0.1472) evaluator_time: 0.0174 (0.0215) time: 0.1689 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:01 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:47 model_time: 0.1340 (0.1470) evaluator_time: 0.0153 (0.0215) time: 0.1651 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:06:02 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:46 model_time: 0.1284 (0.1469) evaluator_time: 0.0172 (0.0216) time: 0.1603 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:06:04 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:44 model_time: 0.1304 (0.1468) evaluator_time: 0.0145 (0.0215) time: 0.1606 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:06 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:42 model_time: 0.1326 (0.1468) evaluator_time: 0.0141 (0.0216) time: 0.1665 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:07 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:40 model_time: 0.1433 (0.1467) evaluator_time: 0.0186 (0.0216) time: 0.1736 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:09 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:38 model_time: 0.1454 (0.1467) evaluator_time: 0.0169 (0.0216) time: 0.1682 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:11 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:37 model_time: 0.1433 (0.1467) evaluator_time: 0.0179 (0.0215) time: 0.1661 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:06:12 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:35 model_time: 0.1368 (0.1466) evaluator_time: 0.0183 (0.0215) time: 0.1659 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:14 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:33 model_time: 0.1405 (0.1466) evaluator_time: 0.0167 (0.0215) time: 0.1654 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:16 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:31 model_time: 0.1426 (0.1467) evaluator_time: 0.0161 (0.0215) time: 0.1685 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:17 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:29 model_time: 0.1402 (0.1466) evaluator_time: 0.0175 (0.0215) time: 0.1674 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:19 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:28 model_time: 0.1427 (0.1465) evaluator_time: 0.0170 (0.0215) time: 0.1657 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:21 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:26 model_time: 0.1427 (0.1465) evaluator_time: 0.0171 (0.0215) time: 0.1661 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:22 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:24 model_time: 0.1396 (0.1464) evaluator_time: 0.0171 (0.0214) time: 0.1653 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:24 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:22 model_time: 0.1326 (0.1465) evaluator_time: 0.0171 (0.0214) time: 0.1698 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:26 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:21 model_time: 0.1326 (0.1464) evaluator_time: 0.0158 (0.0214) time: 0.1670 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:06:27 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:19 model_time: 0.1347 (0.1463) evaluator_time: 0.0157 (0.0214) time: 0.1588 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:06:29 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:17 model_time: 0.1353 (0.1463) evaluator_time: 0.0158 (0.0214) time: 0.1625 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:30 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:15 model_time: 0.1339 (0.1461) evaluator_time: 0.0156 (0.0214) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:32 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:13 model_time: 0.1328 (0.1461) evaluator_time: 0.0175 (0.0214) time: 0.1641 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:34 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:11 model_time: 0.1405 (0.1461) evaluator_time: 0.0184 (0.0214) time: 0.1684 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:35 det.util.utils] INFO: Test: [1030/2500] eta: 0:04:10 model_time: 0.1279 (0.1460) evaluator_time: 0.0159 (0.0213) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:37 det.util.utils] INFO: Test: [1040/2500] eta: 0:04:08 model_time: 0.1298 (0.1459) evaluator_time: 0.0156 (0.0214) time: 0.1610 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:39 det.util.utils] INFO: Test: [1050/2500] eta: 0:04:06 model_time: 0.1416 (0.1460) evaluator_time: 0.0216 (0.0214) time: 0.1734 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:40 det.util.utils] INFO: Test: [1060/2500] eta: 0:04:04 model_time: 0.1341 (0.1459) evaluator_time: 0.0171 (0.0214) time: 0.1692 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:42 det.util.utils] INFO: Test: [1070/2500] eta: 0:04:03 model_time: 0.1265 (0.1459) evaluator_time: 0.0132 (0.0213) time: 0.1600 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:44 det.util.utils] INFO: Test: [1080/2500] eta: 0:04:01 model_time: 0.1343 (0.1458) evaluator_time: 0.0156 (0.0213) time: 0.1626 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:06:45 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:59 model_time: 0.1368 (0.1458) evaluator_time: 0.0194 (0.0213) time: 0.1653 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:47 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:57 model_time: 0.1419 (0.1457) evaluator_time: 0.0144 (0.0213) time: 0.1589 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:49 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:55 model_time: 0.1306 (0.1456) evaluator_time: 0.0145 (0.0214) time: 0.1624 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:50 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:54 model_time: 0.1304 (0.1455) evaluator_time: 0.0224 (0.0214) time: 0.1654 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:06:52 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:52 model_time: 0.1321 (0.1455) evaluator_time: 0.0176 (0.0214) time: 0.1611 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:06:53 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:50 model_time: 0.1327 (0.1454) evaluator_time: 0.0150 (0.0213) time: 0.1602 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:06:55 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:48 model_time: 0.1308 (0.1453) evaluator_time: 0.0136 (0.0213) time: 0.1570 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:57 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:46 model_time: 0.1308 (0.1453) evaluator_time: 0.0134 (0.0213) time: 0.1615 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:06:58 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:45 model_time: 0.1394 (0.1453) evaluator_time: 0.0152 (0.0213) time: 0.1657 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:00 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:43 model_time: 0.1378 (0.1452) evaluator_time: 0.0155 (0.0212) time: 0.1622 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:01 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:41 model_time: 0.1357 (0.1452) evaluator_time: 0.0205 (0.0213) time: 0.1627 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:03 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:39 model_time: 0.1357 (0.1451) evaluator_time: 0.0214 (0.0213) time: 0.1628 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:05 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:38 model_time: 0.1252 (0.1450) evaluator_time: 0.0174 (0.0213) time: 0.1601 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:07:06 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:36 model_time: 0.1466 (0.1450) evaluator_time: 0.0178 (0.0213) time: 0.1666 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:08 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:34 model_time: 0.1414 (0.1450) evaluator_time: 0.0178 (0.0213) time: 0.1661 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:10 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:32 model_time: 0.1304 (0.1449) evaluator_time: 0.0167 (0.0213) time: 0.1582 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:11 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:31 model_time: 0.1323 (0.1449) evaluator_time: 0.0167 (0.0213) time: 0.1607 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:13 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:29 model_time: 0.1364 (0.1448) evaluator_time: 0.0176 (0.0213) time: 0.1639 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:14 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:27 model_time: 0.1277 (0.1447) evaluator_time: 0.0151 (0.0213) time: 0.1562 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:16 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:25 model_time: 0.1324 (0.1446) evaluator_time: 0.0166 (0.0213) time: 0.1568 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:07:18 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:24 model_time: 0.1363 (0.1446) evaluator_time: 0.0188 (0.0213) time: 0.1641 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:07:19 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:22 model_time: 0.1378 (0.1445) evaluator_time: 0.0168 (0.0213) time: 0.1616 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:21 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:20 model_time: 0.1378 (0.1445) evaluator_time: 0.0158 (0.0212) time: 0.1579 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:27 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:23 model_time: 0.1305 (0.1444) evaluator_time: 0.0166 (0.0251) time: 0.4130 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:29 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:21 model_time: 0.1305 (0.1443) evaluator_time: 0.0202 (0.0251) time: 0.4169 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:31 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:19 model_time: 0.1391 (0.1444) evaluator_time: 0.0194 (0.0251) time: 0.1695 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:33 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:17 model_time: 0.1411 (0.1444) evaluator_time: 0.0161 (0.0250) time: 0.1712 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:34 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:16 model_time: 0.1349 (0.1444) evaluator_time: 0.0158 (0.0250) time: 0.1652 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:36 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:14 model_time: 0.1340 (0.1443) evaluator_time: 0.0158 (0.0250) time: 0.1613 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:37 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:12 model_time: 0.1372 (0.1443) evaluator_time: 0.0210 (0.0250) time: 0.1650 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:39 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:10 model_time: 0.1372 (0.1443) evaluator_time: 0.0210 (0.0250) time: 0.1672 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:41 det.util.utils] INFO: Test: [1400/2500] eta: 0:03:09 model_time: 0.1451 (0.1443) evaluator_time: 0.0144 (0.0249) time: 0.1693 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:42 det.util.utils] INFO: Test: [1410/2500] eta: 0:03:07 model_time: 0.1451 (0.1442) evaluator_time: 0.0195 (0.0249) time: 0.1673 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:07:44 det.util.utils] INFO: Test: [1420/2500] eta: 0:03:05 model_time: 0.1370 (0.1442) evaluator_time: 0.0178 (0.0249) time: 0.1614 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:46 det.util.utils] INFO: Test: [1430/2500] eta: 0:03:03 model_time: 0.1351 (0.1442) evaluator_time: 0.0155 (0.0248) time: 0.1637 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:07:47 det.util.utils] INFO: Test: [1440/2500] eta: 0:03:01 model_time: 0.1334 (0.1442) evaluator_time: 0.0152 (0.0248) time: 0.1628 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:49 det.util.utils] INFO: Test: [1450/2500] eta: 0:03:00 model_time: 0.1334 (0.1441) evaluator_time: 0.0174 (0.0247) time: 0.1606 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:51 det.util.utils] INFO: Test: [1460/2500] eta: 0:02:58 model_time: 0.1419 (0.1442) evaluator_time: 0.0182 (0.0247) time: 0.1694 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:52 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:56 model_time: 0.1493 (0.1442) evaluator_time: 0.0182 (0.0247) time: 0.1740 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:07:54 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:55 model_time: 0.1494 (0.1443) evaluator_time: 0.0180 (0.0247) time: 0.1781 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:07:56 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:53 model_time: 0.1489 (0.1442) evaluator_time: 0.0165 (0.0247) time: 0.1699 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:57 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:51 model_time: 0.1249 (0.1441) evaluator_time: 0.0137 (0.0246) time: 0.1497 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:07:59 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:49 model_time: 0.1289 (0.1441) evaluator_time: 0.0137 (0.0245) time: 0.1489 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:00 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:47 model_time: 0.1341 (0.1440) evaluator_time: 0.0153 (0.0245) time: 0.1575 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:02 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:45 model_time: 0.1310 (0.1439) evaluator_time: 0.0180 (0.0245) time: 0.1567 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:08:04 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:44 model_time: 0.1269 (0.1439) evaluator_time: 0.0180 (0.0245) time: 0.1547 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:05 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:42 model_time: 0.1372 (0.1439) evaluator_time: 0.0178 (0.0244) time: 0.1597 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:07 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:40 model_time: 0.1495 (0.1439) evaluator_time: 0.0189 (0.0244) time: 0.1688 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:09 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:39 model_time: 0.1536 (0.1439) evaluator_time: 0.0170 (0.0244) time: 0.1765 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:10 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:37 model_time: 0.1397 (0.1439) evaluator_time: 0.0161 (0.0244) time: 0.1667 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:12 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:35 model_time: 0.1312 (0.1439) evaluator_time: 0.0156 (0.0243) time: 0.1594 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:13 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:33 model_time: 0.1331 (0.1438) evaluator_time: 0.0159 (0.0243) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:15 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:31 model_time: 0.1288 (0.1437) evaluator_time: 0.0183 (0.0243) time: 0.1616 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:17 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:30 model_time: 0.1288 (0.1437) evaluator_time: 0.0183 (0.0243) time: 0.1656 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:18 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:28 model_time: 0.1310 (0.1437) evaluator_time: 0.0163 (0.0243) time: 0.1686 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:20 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:26 model_time: 0.1369 (0.1437) evaluator_time: 0.0162 (0.0243) time: 0.1661 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:08:22 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:25 model_time: 0.1352 (0.1437) evaluator_time: 0.0159 (0.0243) time: 0.1604 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:08:23 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:23 model_time: 0.1306 (0.1436) evaluator_time: 0.0176 (0.0243) time: 0.1595 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:25 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:21 model_time: 0.1285 (0.1435) evaluator_time: 0.0176 (0.0242) time: 0.1570 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:26 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:19 model_time: 0.1244 (0.1435) evaluator_time: 0.0169 (0.0242) time: 0.1540 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:28 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:18 model_time: 0.1359 (0.1435) evaluator_time: 0.0174 (0.0242) time: 0.1641 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:30 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:16 model_time: 0.1443 (0.1435) evaluator_time: 0.0188 (0.0242) time: 0.1703 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:08:31 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:14 model_time: 0.1401 (0.1435) evaluator_time: 0.0187 (0.0242) time: 0.1665 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:33 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:12 model_time: 0.1340 (0.1434) evaluator_time: 0.0187 (0.0242) time: 0.1653 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:35 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:11 model_time: 0.1314 (0.1434) evaluator_time: 0.0194 (0.0242) time: 0.1622 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:08:36 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:09 model_time: 0.1331 (0.1434) evaluator_time: 0.0218 (0.0242) time: 0.1666 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:38 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:07 model_time: 0.1322 (0.1434) evaluator_time: 0.0166 (0.0241) time: 0.1633 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:40 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:05 model_time: 0.1363 (0.1434) evaluator_time: 0.0134 (0.0241) time: 0.1610 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:41 det.util.utils] INFO: Test: [1770/2500] eta: 0:02:04 model_time: 0.1308 (0.1433) evaluator_time: 0.0147 (0.0241) time: 0.1575 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:43 det.util.utils] INFO: Test: [1780/2500] eta: 0:02:02 model_time: 0.1270 (0.1432) evaluator_time: 0.0162 (0.0240) time: 0.1514 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:08:44 det.util.utils] INFO: Test: [1790/2500] eta: 0:02:00 model_time: 0.1330 (0.1432) evaluator_time: 0.0168 (0.0240) time: 0.1583 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:46 det.util.utils] INFO: Test: [1800/2500] eta: 0:01:58 model_time: 0.1305 (0.1431) evaluator_time: 0.0168 (0.0240) time: 0.1583 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:47 det.util.utils] INFO: Test: [1810/2500] eta: 0:01:57 model_time: 0.1304 (0.1431) evaluator_time: 0.0169 (0.0240) time: 0.1571 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:08:49 det.util.utils] INFO: Test: [1820/2500] eta: 0:01:55 model_time: 0.1339 (0.1431) evaluator_time: 0.0192 (0.0240) time: 0.1599 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:08:51 det.util.utils] INFO: Test: [1830/2500] eta: 0:01:53 model_time: 0.1339 (0.1430) evaluator_time: 0.0174 (0.0239) time: 0.1595 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:52 det.util.utils] INFO: Test: [1840/2500] eta: 0:01:51 model_time: 0.1322 (0.1430) evaluator_time: 0.0183 (0.0239) time: 0.1595 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:08:54 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:50 model_time: 0.1394 (0.1430) evaluator_time: 0.0195 (0.0239) time: 0.1647 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:56 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:48 model_time: 0.1399 (0.1430) evaluator_time: 0.0150 (0.0239) time: 0.1639 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:57 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:46 model_time: 0.1298 (0.1430) evaluator_time: 0.0167 (0.0239) time: 0.1622 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:08:59 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:45 model_time: 0.1303 (0.1430) evaluator_time: 0.0171 (0.0239) time: 0.1664 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:00 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:43 model_time: 0.1373 (0.1429) evaluator_time: 0.0152 (0.0238) time: 0.1644 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:09:02 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:41 model_time: 0.1315 (0.1429) evaluator_time: 0.0167 (0.0238) time: 0.1624 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:04 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:39 model_time: 0.1257 (0.1428) evaluator_time: 0.0167 (0.0238) time: 0.1566 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:05 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:38 model_time: 0.1319 (0.1428) evaluator_time: 0.0147 (0.0238) time: 0.1552 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:07 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:36 model_time: 0.1368 (0.1428) evaluator_time: 0.0149 (0.0237) time: 0.1607 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:09 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:34 model_time: 0.1362 (0.1428) evaluator_time: 0.0171 (0.0237) time: 0.1663 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:09:10 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:33 model_time: 0.1360 (0.1428) evaluator_time: 0.0183 (0.0237) time: 0.1635 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:12 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:31 model_time: 0.1362 (0.1428) evaluator_time: 0.0186 (0.0237) time: 0.1580 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:13 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:29 model_time: 0.1380 (0.1427) evaluator_time: 0.0185 (0.0237) time: 0.1624 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:15 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:27 model_time: 0.1383 (0.1427) evaluator_time: 0.0200 (0.0237) time: 0.1656 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:17 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:26 model_time: 0.1383 (0.1427) evaluator_time: 0.0200 (0.0237) time: 0.1630 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:09:18 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:24 model_time: 0.1422 (0.1427) evaluator_time: 0.0175 (0.0237) time: 0.1646 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:20 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:22 model_time: 0.1365 (0.1427) evaluator_time: 0.0159 (0.0236) time: 0.1649 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:22 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:21 model_time: 0.1294 (0.1426) evaluator_time: 0.0186 (0.0236) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:23 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:19 model_time: 0.1353 (0.1427) evaluator_time: 0.0233 (0.0236) time: 0.1658 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 17:09:25 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:17 model_time: 0.1404 (0.1426) evaluator_time: 0.0210 (0.0236) time: 0.1668 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 17:09:26 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:15 model_time: 0.1317 (0.1426) evaluator_time: 0.0146 (0.0236) time: 0.1584 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:28 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:14 model_time: 0.1317 (0.1426) evaluator_time: 0.0145 (0.0236) time: 0.1570 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:30 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:12 model_time: 0.1360 (0.1426) evaluator_time: 0.0154 (0.0235) time: 0.1594 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:31 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:10 model_time: 0.1311 (0.1425) evaluator_time: 0.0180 (0.0235) time: 0.1568 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:33 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:09 model_time: 0.1331 (0.1425) evaluator_time: 0.0183 (0.0235) time: 0.1645 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:09:35 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:07 model_time: 0.1398 (0.1426) evaluator_time: 0.0168 (0.0235) time: 0.1707 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:36 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:05 model_time: 0.1348 (0.1426) evaluator_time: 0.0159 (0.0235) time: 0.1680 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:38 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:04 model_time: 0.1345 (0.1425) evaluator_time: 0.0140 (0.0235) time: 0.1633 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:40 det.util.utils] INFO: Test: [2130/2500] eta: 0:01:02 model_time: 0.1344 (0.1425) evaluator_time: 0.0148 (0.0235) time: 0.1633 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:09:41 det.util.utils] INFO: Test: [2140/2500] eta: 0:01:00 model_time: 0.1368 (0.1425) evaluator_time: 0.0190 (0.0234) time: 0.1653 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:43 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:59 model_time: 0.1368 (0.1425) evaluator_time: 0.0172 (0.0234) time: 0.1616 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:44 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:57 model_time: 0.1313 (0.1425) evaluator_time: 0.0156 (0.0234) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:46 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:55 model_time: 0.1365 (0.1424) evaluator_time: 0.0151 (0.0234) time: 0.1584 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:47 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:53 model_time: 0.1309 (0.1424) evaluator_time: 0.0147 (0.0234) time: 0.1555 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:49 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:52 model_time: 0.1258 (0.1423) evaluator_time: 0.0158 (0.0234) time: 0.1538 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 17:09:51 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:50 model_time: 0.1268 (0.1423) evaluator_time: 0.0165 (0.0233) time: 0.1581 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:52 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:48 model_time: 0.1441 (0.1423) evaluator_time: 0.0156 (0.0233) time: 0.1622 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:09:54 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:47 model_time: 0.1441 (0.1423) evaluator_time: 0.0163 (0.0233) time: 0.1639 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:55 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:45 model_time: 0.1306 (0.1423) evaluator_time: 0.0176 (0.0233) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:57 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:43 model_time: 0.1422 (0.1423) evaluator_time: 0.0134 (0.0233) time: 0.1631 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:09:59 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:42 model_time: 0.1415 (0.1423) evaluator_time: 0.0132 (0.0232) time: 0.1626 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 17:10:00 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:40 model_time: 0.1439 (0.1423) evaluator_time: 0.0144 (0.0232) time: 0.1678 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:10:02 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:38 model_time: 0.1546 (0.1424) evaluator_time: 0.0177 (0.0232) time: 0.1723 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:04 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:37 model_time: 0.1521 (0.1424) evaluator_time: 0.0185 (0.0232) time: 0.1703 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 17:10:06 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:35 model_time: 0.1360 (0.1424) evaluator_time: 0.0190 (0.0232) time: 0.1658 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:07 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:33 model_time: 0.1335 (0.1424) evaluator_time: 0.0152 (0.0232) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:09 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:31 model_time: 0.1335 (0.1423) evaluator_time: 0.0161 (0.0231) time: 0.1580 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:10 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:30 model_time: 0.1352 (0.1423) evaluator_time: 0.0183 (0.0231) time: 0.1615 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:12 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:28 model_time: 0.1468 (0.1423) evaluator_time: 0.0165 (0.0231) time: 0.1669 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:14 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:26 model_time: 0.1468 (0.1423) evaluator_time: 0.0140 (0.0231) time: 0.1666 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:15 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:25 model_time: 0.1359 (0.1423) evaluator_time: 0.0142 (0.0231) time: 0.1622 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:17 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:23 model_time: 0.1372 (0.1423) evaluator_time: 0.0183 (0.0231) time: 0.1649 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:19 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1403 (0.1423) evaluator_time: 0.0185 (0.0231) time: 0.1670 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:20 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:20 model_time: 0.1392 (0.1423) evaluator_time: 0.0200 (0.0231) time: 0.1690 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:22 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:18 model_time: 0.1375 (0.1423) evaluator_time: 0.0160 (0.0231) time: 0.1670 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:24 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1452 (0.1423) evaluator_time: 0.0144 (0.0231) time: 0.1636 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:25 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:15 model_time: 0.1341 (0.1423) evaluator_time: 0.0158 (0.0230) time: 0.1601 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:27 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1336 (0.1423) evaluator_time: 0.0162 (0.0230) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:28 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1354 (0.1423) evaluator_time: 0.0168 (0.0230) time: 0.1634 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:30 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:10 model_time: 0.1313 (0.1423) evaluator_time: 0.0168 (0.0230) time: 0.1596 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:32 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1313 (0.1423) evaluator_time: 0.0168 (0.0230) time: 0.1610 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 17:10:33 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1350 (0.1422) evaluator_time: 0.0176 (0.0230) time: 0.1629 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:35 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:05 model_time: 0.1337 (0.1422) evaluator_time: 0.0173 (0.0230) time: 0.1596 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 17:10:36 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1391 (0.1422) evaluator_time: 0.0177 (0.0230) time: 0.1627 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 17:10:38 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1391 (0.1422) evaluator_time: 0.0148 (0.0229) time: 0.1592 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 17:10:40 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1336 (0.1422) evaluator_time: 0.0150 (0.0229) time: 0.1604 data: 0.0005 mem: 962 max mem: 36965 [2024-01-15 17:10:40 det.util.engine] INFO: Averaged stats: model_time: 0.1336 (0.1372) evaluator_time: 0.0150 (0.0222) [2024-01-15 17:11:18 det.util.engine] INFO: Accumulating evaluation results... DONE (t=20.75s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.660 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.374 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.638 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.750 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.854 [2024-01-15 17:11:19 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 113280 | 0.954 | 0.849 | | bicycle | 149 | 316 | 4808 | 0.866 | 0.624 | | car | 535 | 1932 | 69766 | 0.932 | 0.723 | | motorcycle | 159 | 371 | 7927 | 0.940 | 0.745 | | airplane | 97 | 143 | 3185 | 0.993 | 0.899 | | bus | 189 | 285 | 3692 | 0.968 | 0.845 | | train | 157 | 190 | 5708 | 0.984 | 0.885 | | truck | 250 | 415 | 15128 | 0.969 | 0.572 | | boat | 121 | 430 | 18457 | 0.908 | 0.548 | | traffic light | 191 | 637 | 24339 | 0.869 | 0.572 | | fire hydrant | 86 | 101 | 1597 | 0.990 | 0.900 | | stop sign | 69 | 75 | 2394 | 0.960 | 0.766 | | parking meter | 37 | 60 | 1667 | 0.883 | 0.688 | | bench | 235 | 413 | 32408 | 0.813 | 0.411 | | bird | 125 | 440 | 26223 | 0.796 | 0.631 | | cat | 184 | 202 | 4675 | 0.985 | 0.923 | | dog | 177 | 218 | 14165 | 0.977 | 0.852 | | horse | 128 | 273 | 4077 | 0.952 | 0.820 | | sheep | 65 | 361 | 7700 | 0.969 | 0.829 | | cow | 87 | 380 | 6448 | 0.970 | 0.860 | | elephant | 89 | 255 | 4210 | 1.000 | 0.904 | | bear | 49 | 71 | 6559 | 0.986 | 0.932 | | zebra | 85 | 268 | 5425 | 0.992 | 0.925 | | giraffe | 101 | 232 | 4220 | 0.991 | 0.929 | | backpack | 228 | 371 | 20863 | 0.879 | 0.320 | | umbrella | 174 | 413 | 6122 | 0.914 | 0.685 | | handbag | 292 | 540 | 22744 | 0.846 | 0.332 | | tie | 145 | 254 | 6977 | 0.841 | 0.610 | | suitcase | 105 | 303 | 5105 | 0.933 | 0.720 | | frisbee | 84 | 115 | 4229 | 0.974 | 0.915 | | skis | 120 | 241 | 7840 | 0.838 | 0.515 | | snowboard | 49 | 69 | 3924 | 0.870 | 0.590 | | sports ball | 169 | 263 | 6677 | 0.835 | 0.725 | | kite | 91 | 336 | 3971 | 0.905 | 0.684 | | baseball bat | 97 | 146 | 1895 | 0.876 | 0.682 | | baseball glove | 100 | 148 | 4042 | 0.905 | 0.676 | | skateboard | 127 | 179 | 3365 | 0.927 | 0.810 | | surfboard | 149 | 269 | 11665 | 0.850 | 0.686 | | tennis racket | 167 | 225 | 5124 | 0.929 | 0.822 | | bottle | 379 | 1025 | 11669 | 0.888 | 0.626 | | wine glass | 110 | 343 | 4053 | 0.862 | 0.624 | | cup | 390 | 899 | 14076 | 0.931 | 0.656 | | fork | 155 | 215 | 5906 | 0.930 | 0.627 | | knife | 181 | 326 | 5066 | 0.806 | 0.445 | | spoon | 153 | 253 | 7877 | 0.826 | 0.397 | | bowl | 314 | 626 | 14465 | 0.939 | 0.599 | | banana | 103 | 379 | 4437 | 0.851 | 0.440 | | apple | 76 | 239 | 4908 | 0.801 | 0.374 | | sandwich | 98 | 177 | 2800 | 0.893 | 0.552 | | orange | 85 | 287 | 1351 | 0.828 | 0.495 | | broccoli | 71 | 316 | 6986 | 0.885 | 0.403 | | carrot | 3 | 2303 | 69766 | 0.836 | 0.419 | | hot dog | 0 | 345 | 14165 | 0.808 | 0.603 | | pizza | 153 | 285 | 3355 | 0.940 | 0.765 | | donut | 62 | 338 | 3909 | 0.954 | 0.651 | | cake | 124 | 316 | 5689 | 0.958 | 0.634 | | chair | 580 | 1791 | 41732 | 0.883 | 0.512 | | couch | 195 | 261 | 9405 | 0.962 | 0.640 | | potted plant | 172 | 343 | 8955 | 0.874 | 0.488 | | bed | 149 | 163 | 6002 | 0.969 | 0.675 | | dining table | 501 | 697 | 29700 | 0.883 | 0.460 | | toilet | 149 | 179 | 4242 | 0.955 | 0.781 | | tv | 207 | 288 | 7414 | 0.948 | 0.809 | | laptop | 183 | 231 | 3642 | 0.965 | 0.783 | | mouse | 88 | 106 | 2010 | 0.943 | 0.824 | | remote | 145 | 283 | 4760 | 0.922 | 0.628 | | keyboard | 106 | 153 | 3337 | 0.941 | 0.732 | | cell phone | 214 | 262 | 7500 | 0.855 | 0.606 | | microwave | 54 | 55 | 2636 | 1.000 | 0.806 | | oven | 115 | 143 | 6508 | 0.944 | 0.576 | | toaster | 8 | 9 | 288 | 1.000 | 0.732 | | sink | 187 | 225 | 8785 | 0.929 | 0.605 | | refrigerator | 101 | 126 | 2304 | 0.913 | 0.767 | | book | 230 | 1161 | 23956 | 0.831 | 0.369 | | clock | 204 | 267 | 9022 | 0.933 | 0.782 | | vase | 137 | 277 | 4955 | 0.887 | 0.583 | | scissors | 28 | 36 | 1651 | 0.778 | 0.477 | | teddy bear | 0 | 262 | 6559 | 0.932 | 0.728 | | hair drier | 9 | 11 | 1242 | 0.727 | 0.263 | | toothbrush | 34 | 57 | 1454 | 0.684 | 0.448 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.907 | 0.660 | +----------------+------+-------+--------+--------+-------+ [2024-01-15 17:11:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:11:21 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-15 17:11:22 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-15 17:11:24 det.util.engine] INFO: Epoch: [8] [0/11727] eta: 3:42:11 lr: 0.000100 data_time: 0.0040 iter_time: 1.1368 loss: 24.4537 (24.4537) loss_class: 0.8004 (0.8004) loss_bbox: 0.1107 (0.1107) loss_giou: 0.2534 (0.2534) loss_class_0: 1.0269 (1.0269) loss_bbox_0: 0.1327 (0.1327) loss_giou_0: 0.2767 (0.2767) loss_class_1: 0.9091 (0.9091) loss_bbox_1: 0.1455 (0.1455) loss_giou_1: 0.3148 (0.3148) loss_class_2: 0.8935 (0.8935) loss_bbox_2: 0.1094 (0.1094) loss_giou_2: 0.2516 (0.2516) loss_class_3: 0.8576 (0.8576) loss_bbox_3: 0.1111 (0.1111) loss_giou_3: 0.2544 (0.2544) loss_class_4: 0.8223 (0.8223) loss_bbox_4: 0.1108 (0.1108) loss_giou_4: 0.2534 (0.2534) loss_class_enc: 1.0769 (1.0769) loss_bbox_enc: 0.1936 (0.1936) loss_giou_enc: 0.3387 (0.3387) loss_class_dn: 0.3044 (0.3044) loss_bbox_dn: 0.2411 (0.2411) loss_giou_dn: 0.3373 (0.3373) loss_class_dn_0: 0.4454 (0.4454) loss_bbox_dn_0: 0.3851 (0.3851) loss_giou_dn_0: 0.4633 (0.4633) loss_class_dn_1: 0.3499 (0.3499) loss_bbox_dn_1: 0.2737 (0.2737) loss_giou_dn_1: 0.3629 (0.3629) loss_class_dn_2: 0.3204 (0.3204) loss_bbox_dn_2: 0.2438 (0.2438) loss_giou_dn_2: 0.3415 (0.3415) loss_class_dn_3: 0.3073 (0.3073) loss_bbox_dn_3: 0.2428 (0.2428) loss_giou_dn_3: 0.3389 (0.3389) loss_class_dn_4: 0.3016 (0.3016) loss_bbox_dn_4: 0.2407 (0.2407) loss_giou_dn_4: 0.3372 (0.3372) loss_class_hybrid: 0.7859 (0.7859) loss_bbox_hybrid: 0.1511 (0.1511) loss_giou_hybrid: 0.3159 (0.3159) loss_class_0_hybrid: 0.8873 (0.8873) loss_bbox_0_hybrid: 0.1679 (0.1679) loss_giou_0_hybrid: 0.3272 (0.3272) loss_class_1_hybrid: 0.8606 (0.8606) loss_bbox_1_hybrid: 0.1639 (0.1639) loss_giou_1_hybrid: 0.3288 (0.3288) loss_class_2_hybrid: 0.8368 (0.8368) loss_bbox_2_hybrid: 0.1538 (0.1538) loss_giou_2_hybrid: 0.3190 (0.3190) loss_class_3_hybrid: 0.8315 (0.8315) loss_bbox_3_hybrid: 0.1545 (0.1545) loss_giou_3_hybrid: 0.3168 (0.3168) loss_class_4_hybrid: 0.7986 (0.7986) loss_bbox_4_hybrid: 0.1509 (0.1509) loss_giou_4_hybrid: 0.3157 (0.3157) loss_class_enc_hybrid: 0.8874 (0.8874) loss_bbox_enc_hybrid: 0.2233 (0.2233) loss_giou_enc_hybrid: 0.3958 (0.3958) mem: 1020 max mem: 36965 [2024-01-15 17:11:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:12:19 det.util.engine] INFO: Epoch: [8] [50/11727] eta: 3:34:51 lr: 0.000100 data_time: 0.0043 iter_time: 1.1224 loss: 26.0423 (26.0604) loss_class: 0.7142 (0.7309) loss_bbox: 0.1754 (0.1767) loss_giou: 0.3815 (0.3919) loss_class_0: 0.8721 (0.8955) loss_bbox_0: 0.1784 (0.1759) loss_giou_0: 0.3843 (0.3947) loss_class_1: 0.7824 (0.7836) loss_bbox_1: 0.1776 (0.1777) loss_giou_1: 0.3831 (0.3937) loss_class_2: 0.7485 (0.7569) loss_bbox_2: 0.1777 (0.1737) loss_giou_2: 0.3915 (0.3901) loss_class_3: 0.7272 (0.7362) loss_bbox_3: 0.1763 (0.1749) loss_giou_3: 0.3959 (0.3921) loss_class_4: 0.7255 (0.7337) loss_bbox_4: 0.1755 (0.1764) loss_giou_4: 0.3869 (0.3907) loss_class_enc: 0.8262 (0.8447) loss_bbox_enc: 0.2093 (0.2086) loss_giou_enc: 0.4343 (0.4486) loss_class_dn: 0.3855 (0.3768) loss_bbox_dn: 0.2287 (0.2531) loss_giou_dn: 0.4431 (0.4364) loss_class_dn_0: 0.4698 (0.4692) loss_bbox_dn_0: 0.3474 (0.3538) loss_giou_dn_0: 0.5709 (0.5648) loss_class_dn_1: 0.4072 (0.4061) loss_bbox_dn_1: 0.2592 (0.2781) loss_giou_dn_1: 0.4796 (0.4688) loss_class_dn_2: 0.3921 (0.3851) loss_bbox_dn_2: 0.2318 (0.2576) loss_giou_dn_2: 0.4536 (0.4433) loss_class_dn_3: 0.3877 (0.3789) loss_bbox_dn_3: 0.2294 (0.2539) loss_giou_dn_3: 0.4460 (0.4378) loss_class_dn_4: 0.3837 (0.3766) loss_bbox_dn_4: 0.2290 (0.2531) loss_giou_dn_4: 0.4428 (0.4362) loss_class_hybrid: 0.7195 (0.7355) loss_bbox_hybrid: 0.1877 (0.1866) loss_giou_hybrid: 0.4149 (0.4212) loss_class_0_hybrid: 0.7875 (0.7988) loss_bbox_0_hybrid: 0.1949 (0.1936) loss_giou_0_hybrid: 0.4293 (0.4371) loss_class_1_hybrid: 0.7438 (0.7560) loss_bbox_1_hybrid: 0.1921 (0.1901) loss_giou_1_hybrid: 0.4200 (0.4287) loss_class_2_hybrid: 0.7324 (0.7441) loss_bbox_2_hybrid: 0.1857 (0.1864) loss_giou_2_hybrid: 0.4125 (0.4230) loss_class_3_hybrid: 0.7219 (0.7398) loss_bbox_3_hybrid: 0.1836 (0.1856) loss_giou_3_hybrid: 0.4120 (0.4214) loss_class_4_hybrid: 0.7155 (0.7353) loss_bbox_4_hybrid: 0.1863 (0.1858) loss_giou_4_hybrid: 0.4125 (0.4210) loss_class_enc_hybrid: 0.7531 (0.7710) loss_bbox_enc_hybrid: 0.2251 (0.2273) loss_giou_enc_hybrid: 0.4791 (0.4952) mem: 1017 max mem: 36965 [2024-01-15 17:12:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:13:12 det.util.engine] INFO: Epoch: [8] [100/11727] eta: 3:27:58 lr: 0.000100 data_time: 0.0037 iter_time: 1.0445 loss: 26.0106 (26.2749) loss_class: 0.7225 (0.7293) loss_bbox: 0.1620 (0.1872) loss_giou: 0.3645 (0.3916) loss_class_0: 0.9011 (0.9040) loss_bbox_0: 0.1825 (0.1853) loss_giou_0: 0.3840 (0.3929) loss_class_1: 0.8031 (0.7872) loss_bbox_1: 0.1694 (0.1866) loss_giou_1: 0.3721 (0.3915) loss_class_2: 0.7575 (0.7577) loss_bbox_2: 0.1663 (0.1839) loss_giou_2: 0.3638 (0.3890) loss_class_3: 0.7394 (0.7359) loss_bbox_3: 0.1646 (0.1863) loss_giou_3: 0.3609 (0.3919) loss_class_4: 0.7360 (0.7322) loss_bbox_4: 0.1622 (0.1862) loss_giou_4: 0.3626 (0.3904) loss_class_enc: 0.8660 (0.8507) loss_bbox_enc: 0.2250 (0.2208) loss_giou_enc: 0.4264 (0.4478) loss_class_dn: 0.3727 (0.3781) loss_bbox_dn: 0.2679 (0.2624) loss_giou_dn: 0.3994 (0.4331) loss_class_dn_0: 0.4786 (0.4745) loss_bbox_dn_0: 0.3809 (0.3627) loss_giou_dn_0: 0.5368 (0.5578) loss_class_dn_1: 0.4078 (0.4093) loss_bbox_dn_1: 0.2933 (0.2868) loss_giou_dn_1: 0.4342 (0.4639) loss_class_dn_2: 0.3877 (0.3875) loss_bbox_dn_2: 0.2725 (0.2666) loss_giou_dn_2: 0.4115 (0.4391) loss_class_dn_3: 0.3770 (0.3808) loss_bbox_dn_3: 0.2708 (0.2634) loss_giou_dn_3: 0.4025 (0.4343) loss_class_dn_4: 0.3753 (0.3782) loss_bbox_dn_4: 0.2679 (0.2625) loss_giou_dn_4: 0.3991 (0.4329) loss_class_hybrid: 0.7562 (0.7397) loss_bbox_hybrid: 0.1730 (0.1979) loss_giou_hybrid: 0.3806 (0.4176) loss_class_0_hybrid: 0.8307 (0.8088) loss_bbox_0_hybrid: 0.1893 (0.2044) loss_giou_0_hybrid: 0.4015 (0.4326) loss_class_1_hybrid: 0.7733 (0.7611) loss_bbox_1_hybrid: 0.1746 (0.2012) loss_giou_1_hybrid: 0.3893 (0.4246) loss_class_2_hybrid: 0.7557 (0.7476) loss_bbox_2_hybrid: 0.1766 (0.1971) loss_giou_2_hybrid: 0.3853 (0.4191) loss_class_3_hybrid: 0.7557 (0.7454) loss_bbox_3_hybrid: 0.1727 (0.1967) loss_giou_3_hybrid: 0.3798 (0.4174) loss_class_4_hybrid: 0.7596 (0.7390) loss_bbox_4_hybrid: 0.1745 (0.1972) loss_giou_4_hybrid: 0.3781 (0.4174) loss_class_enc_hybrid: 0.7845 (0.7744) loss_bbox_enc_hybrid: 0.2487 (0.2410) loss_giou_enc_hybrid: 0.4535 (0.4922) mem: 1028 max mem: 36965 [2024-01-15 17:13:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:14:05 det.util.engine] INFO: Epoch: [8] [150/11727] eta: 3:26:32 lr: 0.000100 data_time: 0.0036 iter_time: 1.0632 loss: 27.1607 (26.4291) loss_class: 0.7439 (0.7354) loss_bbox: 0.1685 (0.1857) loss_giou: 0.4019 (0.3944) loss_class_0: 0.9344 (0.9102) loss_bbox_0: 0.1716 (0.1845) loss_giou_0: 0.4032 (0.3962) loss_class_1: 0.8303 (0.7945) loss_bbox_1: 0.1818 (0.1847) loss_giou_1: 0.4046 (0.3943) loss_class_2: 0.8075 (0.7629) loss_bbox_2: 0.1688 (0.1833) loss_giou_2: 0.4104 (0.3926) loss_class_3: 0.7755 (0.7453) loss_bbox_3: 0.1689 (0.1850) loss_giou_3: 0.4010 (0.3945) loss_class_4: 0.7511 (0.7380) loss_bbox_4: 0.1728 (0.1848) loss_giou_4: 0.4017 (0.3937) loss_class_enc: 0.8654 (0.8567) loss_bbox_enc: 0.2174 (0.2196) loss_giou_enc: 0.4631 (0.4504) loss_class_dn: 0.3972 (0.3783) loss_bbox_dn: 0.2475 (0.2624) loss_giou_dn: 0.4646 (0.4384) loss_class_dn_0: 0.4693 (0.4732) loss_bbox_dn_0: 0.3739 (0.3630) loss_giou_dn_0: 0.5749 (0.5644) loss_class_dn_1: 0.4245 (0.4090) loss_bbox_dn_1: 0.2884 (0.2867) loss_giou_dn_1: 0.4955 (0.4693) loss_class_dn_2: 0.4046 (0.3877) loss_bbox_dn_2: 0.2557 (0.2663) loss_giou_dn_2: 0.4693 (0.4443) loss_class_dn_3: 0.3977 (0.3813) loss_bbox_dn_3: 0.2482 (0.2634) loss_giou_dn_3: 0.4659 (0.4396) loss_class_dn_4: 0.4001 (0.3785) loss_bbox_dn_4: 0.2476 (0.2624) loss_giou_dn_4: 0.4643 (0.4383) loss_class_hybrid: 0.7423 (0.7422) loss_bbox_hybrid: 0.1808 (0.1969) loss_giou_hybrid: 0.4345 (0.4237) loss_class_0_hybrid: 0.7817 (0.8110) loss_bbox_0_hybrid: 0.1969 (0.2041) loss_giou_0_hybrid: 0.4458 (0.4392) loss_class_1_hybrid: 0.7702 (0.7667) loss_bbox_1_hybrid: 0.1855 (0.1998) loss_giou_1_hybrid: 0.4393 (0.4304) loss_class_2_hybrid: 0.7596 (0.7525) loss_bbox_2_hybrid: 0.1833 (0.1966) loss_giou_2_hybrid: 0.4341 (0.4251) loss_class_3_hybrid: 0.7587 (0.7506) loss_bbox_3_hybrid: 0.1801 (0.1957) loss_giou_3_hybrid: 0.4323 (0.4234) loss_class_4_hybrid: 0.7379 (0.7413) loss_bbox_4_hybrid: 0.1813 (0.1962) loss_giou_4_hybrid: 0.4285 (0.4235) loss_class_enc_hybrid: 0.7582 (0.7777) loss_bbox_enc_hybrid: 0.2444 (0.2405) loss_giou_enc_hybrid: 0.5147 (0.4983) mem: 1026 max mem: 36965 [2024-01-15 17:14:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:14:59 det.util.engine] INFO: Epoch: [8] [200/11727] eta: 3:26:17 lr: 0.000100 data_time: 0.0033 iter_time: 1.1118 loss: 24.9172 (26.1644) loss_class: 0.6951 (0.7279) loss_bbox: 0.1695 (0.1821) loss_giou: 0.3203 (0.3911) loss_class_0: 0.8553 (0.9028) loss_bbox_0: 0.1652 (0.1814) loss_giou_0: 0.3303 (0.3939) loss_class_1: 0.7701 (0.7900) loss_bbox_1: 0.1560 (0.1808) loss_giou_1: 0.3219 (0.3910) loss_class_2: 0.7412 (0.7549) loss_bbox_2: 0.1680 (0.1798) loss_giou_2: 0.3125 (0.3896) loss_class_3: 0.7181 (0.7382) loss_bbox_3: 0.1678 (0.1811) loss_giou_3: 0.3174 (0.3910) loss_class_4: 0.6993 (0.7311) loss_bbox_4: 0.1624 (0.1809) loss_giou_4: 0.3191 (0.3903) loss_class_enc: 0.8400 (0.8490) loss_bbox_enc: 0.2041 (0.2168) loss_giou_enc: 0.3882 (0.4474) loss_class_dn: 0.3646 (0.3767) loss_bbox_dn: 0.2411 (0.2577) loss_giou_dn: 0.3757 (0.4318) loss_class_dn_0: 0.4728 (0.4731) loss_bbox_dn_0: 0.3523 (0.3612) loss_giou_dn_0: 0.5142 (0.5582) loss_class_dn_1: 0.4070 (0.4075) loss_bbox_dn_1: 0.2625 (0.2832) loss_giou_dn_1: 0.4037 (0.4631) loss_class_dn_2: 0.3733 (0.3862) loss_bbox_dn_2: 0.2429 (0.2622) loss_giou_dn_2: 0.3813 (0.4381) loss_class_dn_3: 0.3680 (0.3795) loss_bbox_dn_3: 0.2416 (0.2588) loss_giou_dn_3: 0.3801 (0.4331) loss_class_dn_4: 0.3637 (0.3769) loss_bbox_dn_4: 0.2411 (0.2577) loss_giou_dn_4: 0.3758 (0.4316) loss_class_hybrid: 0.6951 (0.7344) loss_bbox_hybrid: 0.1644 (0.1932) loss_giou_hybrid: 0.3464 (0.4195) loss_class_0_hybrid: 0.7778 (0.8067) loss_bbox_0_hybrid: 0.1887 (0.2008) loss_giou_0_hybrid: 0.3656 (0.4350) loss_class_1_hybrid: 0.7359 (0.7595) loss_bbox_1_hybrid: 0.1748 (0.1963) loss_giou_1_hybrid: 0.3541 (0.4259) loss_class_2_hybrid: 0.7154 (0.7458) loss_bbox_2_hybrid: 0.1663 (0.1931) loss_giou_2_hybrid: 0.3486 (0.4211) loss_class_3_hybrid: 0.7059 (0.7417) loss_bbox_3_hybrid: 0.1663 (0.1920) loss_giou_3_hybrid: 0.3493 (0.4192) loss_class_4_hybrid: 0.7028 (0.7349) loss_bbox_4_hybrid: 0.1653 (0.1923) loss_giou_4_hybrid: 0.3469 (0.4192) loss_class_enc_hybrid: 0.7665 (0.7730) loss_bbox_enc_hybrid: 0.2269 (0.2386) loss_giou_enc_hybrid: 0.4147 (0.4944) mem: 1024 max mem: 36965 [2024-01-15 17:14:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:15:53 det.util.engine] INFO: Epoch: [8] [250/11727] eta: 3:25:47 lr: 0.000100 data_time: 0.0027 iter_time: 1.0665 loss: 25.5218 (26.1104) loss_class: 0.7362 (0.7323) loss_bbox: 0.1641 (0.1804) loss_giou: 0.3727 (0.3858) loss_class_0: 0.9204 (0.9078) loss_bbox_0: 0.1725 (0.1804) loss_giou_0: 0.3920 (0.3891) loss_class_1: 0.8097 (0.7938) loss_bbox_1: 0.1683 (0.1796) loss_giou_1: 0.3837 (0.3862) loss_class_2: 0.7702 (0.7578) loss_bbox_2: 0.1715 (0.1789) loss_giou_2: 0.3729 (0.3852) loss_class_3: 0.7506 (0.7416) loss_bbox_3: 0.1697 (0.1799) loss_giou_3: 0.3677 (0.3860) loss_class_4: 0.7404 (0.7344) loss_bbox_4: 0.1641 (0.1796) loss_giou_4: 0.3727 (0.3852) loss_class_enc: 0.8817 (0.8557) loss_bbox_enc: 0.2029 (0.2161) loss_giou_enc: 0.4483 (0.4432) loss_class_dn: 0.3681 (0.3759) loss_bbox_dn: 0.2366 (0.2574) loss_giou_dn: 0.4227 (0.4288) loss_class_dn_0: 0.4746 (0.4727) loss_bbox_dn_0: 0.3502 (0.3607) loss_giou_dn_0: 0.5405 (0.5556) loss_class_dn_1: 0.4024 (0.4066) loss_bbox_dn_1: 0.2597 (0.2830) loss_giou_dn_1: 0.4600 (0.4603) loss_class_dn_2: 0.3779 (0.3853) loss_bbox_dn_2: 0.2442 (0.2620) loss_giou_dn_2: 0.4289 (0.4353) loss_class_dn_3: 0.3726 (0.3789) loss_bbox_dn_3: 0.2400 (0.2586) loss_giou_dn_3: 0.4250 (0.4302) loss_class_dn_4: 0.3675 (0.3762) loss_bbox_dn_4: 0.2366 (0.2574) loss_giou_dn_4: 0.4228 (0.4286) loss_class_hybrid: 0.7678 (0.7391) loss_bbox_hybrid: 0.1707 (0.1914) loss_giou_hybrid: 0.4017 (0.4131) loss_class_0_hybrid: 0.8219 (0.8130) loss_bbox_0_hybrid: 0.1860 (0.1988) loss_giou_0_hybrid: 0.4161 (0.4285) loss_class_1_hybrid: 0.7824 (0.7655) loss_bbox_1_hybrid: 0.1779 (0.1944) loss_giou_1_hybrid: 0.4026 (0.4196) loss_class_2_hybrid: 0.7705 (0.7504) loss_bbox_2_hybrid: 0.1744 (0.1914) loss_giou_2_hybrid: 0.4015 (0.4150) loss_class_3_hybrid: 0.7793 (0.7458) loss_bbox_3_hybrid: 0.1724 (0.1905) loss_giou_3_hybrid: 0.4023 (0.4131) loss_class_4_hybrid: 0.7799 (0.7396) loss_bbox_4_hybrid: 0.1718 (0.1909) loss_giou_4_hybrid: 0.4033 (0.4131) loss_class_enc_hybrid: 0.7914 (0.7781) loss_bbox_enc_hybrid: 0.2316 (0.2377) loss_giou_enc_hybrid: 0.4739 (0.4888) mem: 1025 max mem: 36965 [2024-01-15 17:15:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:16:47 det.util.engine] INFO: Epoch: [8] [300/11727] eta: 3:24:49 lr: 0.000100 data_time: 0.0035 iter_time: 1.0656 loss: 25.4725 (26.0796) loss_class: 0.7068 (0.7321) loss_bbox: 0.1690 (0.1803) loss_giou: 0.3525 (0.3848) loss_class_0: 0.9058 (0.9054) loss_bbox_0: 0.1851 (0.1809) loss_giou_0: 0.3471 (0.3886) loss_class_1: 0.7492 (0.7922) loss_bbox_1: 0.1736 (0.1799) loss_giou_1: 0.3552 (0.3857) loss_class_2: 0.7183 (0.7570) loss_bbox_2: 0.1740 (0.1789) loss_giou_2: 0.3539 (0.3844) loss_class_3: 0.7321 (0.7420) loss_bbox_3: 0.1767 (0.1798) loss_giou_3: 0.3513 (0.3849) loss_class_4: 0.6989 (0.7339) loss_bbox_4: 0.1691 (0.1797) loss_giou_4: 0.3523 (0.3844) loss_class_enc: 0.8456 (0.8562) loss_bbox_enc: 0.2117 (0.2157) loss_giou_enc: 0.4194 (0.4423) loss_class_dn: 0.3612 (0.3757) loss_bbox_dn: 0.2475 (0.2583) loss_giou_dn: 0.3984 (0.4276) loss_class_dn_0: 0.4728 (0.4730) loss_bbox_dn_0: 0.3535 (0.3616) loss_giou_dn_0: 0.5370 (0.5552) loss_class_dn_1: 0.3896 (0.4062) loss_bbox_dn_1: 0.2777 (0.2841) loss_giou_dn_1: 0.4347 (0.4594) loss_class_dn_2: 0.3704 (0.3850) loss_bbox_dn_2: 0.2532 (0.2630) loss_giou_dn_2: 0.4069 (0.4342) loss_class_dn_3: 0.3648 (0.3786) loss_bbox_dn_3: 0.2491 (0.2595) loss_giou_dn_3: 0.4009 (0.4290) loss_class_dn_4: 0.3633 (0.3760) loss_bbox_dn_4: 0.2477 (0.2583) loss_giou_dn_4: 0.3982 (0.4274) loss_class_hybrid: 0.7229 (0.7396) loss_bbox_hybrid: 0.1656 (0.1902) loss_giou_hybrid: 0.3857 (0.4113) loss_class_0_hybrid: 0.7969 (0.8122) loss_bbox_0_hybrid: 0.1866 (0.1977) loss_giou_0_hybrid: 0.4091 (0.4267) loss_class_1_hybrid: 0.7485 (0.7653) loss_bbox_1_hybrid: 0.1748 (0.1932) loss_giou_1_hybrid: 0.3960 (0.4178) loss_class_2_hybrid: 0.7484 (0.7512) loss_bbox_2_hybrid: 0.1694 (0.1903) loss_giou_2_hybrid: 0.3915 (0.4130) loss_class_3_hybrid: 0.7221 (0.7454) loss_bbox_3_hybrid: 0.1688 (0.1894) loss_giou_3_hybrid: 0.3903 (0.4113) loss_class_4_hybrid: 0.7127 (0.7403) loss_bbox_4_hybrid: 0.1661 (0.1897) loss_giou_4_hybrid: 0.3893 (0.4114) loss_class_enc_hybrid: 0.7605 (0.7792) loss_bbox_enc_hybrid: 0.2247 (0.2366) loss_giou_enc_hybrid: 0.4579 (0.4869) mem: 1030 max mem: 36965 [2024-01-15 17:16:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:17:43 det.util.engine] INFO: Epoch: [8] [350/11727] eta: 3:25:16 lr: 0.000100 data_time: 0.0033 iter_time: 1.0992 loss: 25.5763 (26.0684) loss_class: 0.7230 (0.7341) loss_bbox: 0.1656 (0.1801) loss_giou: 0.3987 (0.3830) loss_class_0: 0.9159 (0.9080) loss_bbox_0: 0.1593 (0.1803) loss_giou_0: 0.3884 (0.3870) loss_class_1: 0.7792 (0.7937) loss_bbox_1: 0.1690 (0.1796) loss_giou_1: 0.3871 (0.3842) loss_class_2: 0.7478 (0.7583) loss_bbox_2: 0.1685 (0.1790) loss_giou_2: 0.3911 (0.3829) loss_class_3: 0.7471 (0.7445) loss_bbox_3: 0.1629 (0.1795) loss_giou_3: 0.3946 (0.3829) loss_class_4: 0.7188 (0.7355) loss_bbox_4: 0.1662 (0.1797) loss_giou_4: 0.3981 (0.3827) loss_class_enc: 0.8571 (0.8596) loss_bbox_enc: 0.1820 (0.2151) loss_giou_enc: 0.4393 (0.4396) loss_class_dn: 0.3701 (0.3754) loss_bbox_dn: 0.2330 (0.2582) loss_giou_dn: 0.4073 (0.4258) loss_class_dn_0: 0.4758 (0.4728) loss_bbox_dn_0: 0.3182 (0.3611) loss_giou_dn_0: 0.5478 (0.5530) loss_class_dn_1: 0.4047 (0.4058) loss_bbox_dn_1: 0.2403 (0.2836) loss_giou_dn_1: 0.4448 (0.4574) loss_class_dn_2: 0.3839 (0.3848) loss_bbox_dn_2: 0.2350 (0.2627) loss_giou_dn_2: 0.4141 (0.4323) loss_class_dn_3: 0.3762 (0.3782) loss_bbox_dn_3: 0.2338 (0.2593) loss_giou_dn_3: 0.4082 (0.4273) loss_class_dn_4: 0.3727 (0.3756) loss_bbox_dn_4: 0.2329 (0.2582) loss_giou_dn_4: 0.4071 (0.4257) loss_class_hybrid: 0.7465 (0.7413) loss_bbox_hybrid: 0.1740 (0.1905) loss_giou_hybrid: 0.4164 (0.4099) loss_class_0_hybrid: 0.8040 (0.8138) loss_bbox_0_hybrid: 0.1958 (0.1983) loss_giou_0_hybrid: 0.4332 (0.4254) loss_class_1_hybrid: 0.7514 (0.7667) loss_bbox_1_hybrid: 0.1795 (0.1934) loss_giou_1_hybrid: 0.4237 (0.4165) loss_class_2_hybrid: 0.7529 (0.7531) loss_bbox_2_hybrid: 0.1788 (0.1905) loss_giou_2_hybrid: 0.4150 (0.4115) loss_class_3_hybrid: 0.7377 (0.7469) loss_bbox_3_hybrid: 0.1821 (0.1895) loss_giou_3_hybrid: 0.4128 (0.4098) loss_class_4_hybrid: 0.7451 (0.7421) loss_bbox_4_hybrid: 0.1811 (0.1900) loss_giou_4_hybrid: 0.4185 (0.4100) loss_class_enc_hybrid: 0.7822 (0.7808) loss_bbox_enc_hybrid: 0.2283 (0.2369) loss_giou_enc_hybrid: 0.4795 (0.4851) mem: 1028 max mem: 36965 [2024-01-15 17:17:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:18:39 det.util.engine] INFO: Epoch: [8] [400/11727] eta: 3:25:03 lr: 0.000100 data_time: 0.0035 iter_time: 1.1208 loss: 25.3295 (26.0446) loss_class: 0.7386 (0.7341) loss_bbox: 0.1725 (0.1797) loss_giou: 0.3370 (0.3822) loss_class_0: 0.9017 (0.9074) loss_bbox_0: 0.1831 (0.1800) loss_giou_0: 0.3567 (0.3863) loss_class_1: 0.7761 (0.7923) loss_bbox_1: 0.1716 (0.1798) loss_giou_1: 0.3566 (0.3839) loss_class_2: 0.7361 (0.7571) loss_bbox_2: 0.1701 (0.1792) loss_giou_2: 0.3410 (0.3826) loss_class_3: 0.7214 (0.7437) loss_bbox_3: 0.1700 (0.1794) loss_giou_3: 0.3341 (0.3821) loss_class_4: 0.7438 (0.7353) loss_bbox_4: 0.1768 (0.1796) loss_giou_4: 0.3489 (0.3819) loss_class_enc: 0.8643 (0.8590) loss_bbox_enc: 0.2234 (0.2148) loss_giou_enc: 0.4184 (0.4387) loss_class_dn: 0.3630 (0.3753) loss_bbox_dn: 0.2918 (0.2578) loss_giou_dn: 0.4057 (0.4258) loss_class_dn_0: 0.4713 (0.4729) loss_bbox_dn_0: 0.3562 (0.3599) loss_giou_dn_0: 0.5312 (0.5524) loss_class_dn_1: 0.4015 (0.4057) loss_bbox_dn_1: 0.3056 (0.2829) loss_giou_dn_1: 0.4324 (0.4570) loss_class_dn_2: 0.3724 (0.3845) loss_bbox_dn_2: 0.2977 (0.2623) loss_giou_dn_2: 0.4118 (0.4323) loss_class_dn_3: 0.3670 (0.3781) loss_bbox_dn_3: 0.2918 (0.2589) loss_giou_dn_3: 0.4050 (0.4272) loss_class_dn_4: 0.3630 (0.3755) loss_bbox_dn_4: 0.2918 (0.2578) loss_giou_dn_4: 0.4052 (0.4257) loss_class_hybrid: 0.7408 (0.7415) loss_bbox_hybrid: 0.1840 (0.1905) loss_giou_hybrid: 0.3737 (0.4087) loss_class_0_hybrid: 0.8076 (0.8132) loss_bbox_0_hybrid: 0.2109 (0.1985) loss_giou_0_hybrid: 0.3729 (0.4245) loss_class_1_hybrid: 0.7660 (0.7667) loss_bbox_1_hybrid: 0.1952 (0.1936) loss_giou_1_hybrid: 0.3721 (0.4154) loss_class_2_hybrid: 0.7459 (0.7525) loss_bbox_2_hybrid: 0.1941 (0.1907) loss_giou_2_hybrid: 0.3742 (0.4104) loss_class_3_hybrid: 0.7448 (0.7465) loss_bbox_3_hybrid: 0.1940 (0.1899) loss_giou_3_hybrid: 0.3710 (0.4088) loss_class_4_hybrid: 0.7433 (0.7423) loss_bbox_4_hybrid: 0.1841 (0.1902) loss_giou_4_hybrid: 0.3745 (0.4089) loss_class_enc_hybrid: 0.7892 (0.7800) loss_bbox_enc_hybrid: 0.2391 (0.2367) loss_giou_enc_hybrid: 0.4413 (0.4839) mem: 1020 max mem: 36965 [2024-01-15 17:18:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:19:33 det.util.engine] INFO: Epoch: [8] [450/11727] eta: 3:24:18 lr: 0.000100 data_time: 0.0029 iter_time: 1.1037 loss: 26.4565 (26.0311) loss_class: 0.6753 (0.7328) loss_bbox: 0.1752 (0.1792) loss_giou: 0.3831 (0.3830) loss_class_0: 0.8555 (0.9055) loss_bbox_0: 0.1764 (0.1796) loss_giou_0: 0.3968 (0.3874) loss_class_1: 0.7083 (0.7903) loss_bbox_1: 0.1874 (0.1794) loss_giou_1: 0.3789 (0.3850) loss_class_2: 0.7066 (0.7560) loss_bbox_2: 0.1750 (0.1786) loss_giou_2: 0.3650 (0.3833) loss_class_3: 0.7018 (0.7427) loss_bbox_3: 0.1748 (0.1786) loss_giou_3: 0.3647 (0.3826) loss_class_4: 0.6722 (0.7342) loss_bbox_4: 0.1751 (0.1789) loss_giou_4: 0.3858 (0.3826) loss_class_enc: 0.8121 (0.8578) loss_bbox_enc: 0.2042 (0.2138) loss_giou_enc: 0.4626 (0.4390) loss_class_dn: 0.3731 (0.3758) loss_bbox_dn: 0.2228 (0.2570) loss_giou_dn: 0.4543 (0.4269) loss_class_dn_0: 0.4569 (0.4726) loss_bbox_dn_0: 0.3260 (0.3591) loss_giou_dn_0: 0.5891 (0.5538) loss_class_dn_1: 0.4092 (0.4062) loss_bbox_dn_1: 0.2461 (0.2822) loss_giou_dn_1: 0.4842 (0.4583) loss_class_dn_2: 0.3850 (0.3850) loss_bbox_dn_2: 0.2288 (0.2615) loss_giou_dn_2: 0.4619 (0.4334) loss_class_dn_3: 0.3770 (0.3785) loss_bbox_dn_3: 0.2248 (0.2581) loss_giou_dn_3: 0.4585 (0.4283) loss_class_dn_4: 0.3727 (0.3760) loss_bbox_dn_4: 0.2227 (0.2570) loss_giou_dn_4: 0.4541 (0.4268) loss_class_hybrid: 0.6906 (0.7393) loss_bbox_hybrid: 0.1954 (0.1902) loss_giou_hybrid: 0.4118 (0.4100) loss_class_0_hybrid: 0.7727 (0.8110) loss_bbox_0_hybrid: 0.2047 (0.1981) loss_giou_0_hybrid: 0.4315 (0.4258) loss_class_1_hybrid: 0.7123 (0.7645) loss_bbox_1_hybrid: 0.2046 (0.1934) loss_giou_1_hybrid: 0.4237 (0.4167) loss_class_2_hybrid: 0.6920 (0.7505) loss_bbox_2_hybrid: 0.1915 (0.1903) loss_giou_2_hybrid: 0.4143 (0.4116) loss_class_3_hybrid: 0.6838 (0.7442) loss_bbox_3_hybrid: 0.1973 (0.1895) loss_giou_3_hybrid: 0.4121 (0.4101) loss_class_4_hybrid: 0.6784 (0.7401) loss_bbox_4_hybrid: 0.2044 (0.1899) loss_giou_4_hybrid: 0.4138 (0.4102) loss_class_enc_hybrid: 0.7265 (0.7777) loss_bbox_enc_hybrid: 0.2350 (0.2360) loss_giou_enc_hybrid: 0.4931 (0.4849) mem: 1035 max mem: 36965 [2024-01-15 17:19:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:20:27 det.util.engine] INFO: Epoch: [8] [500/11727] eta: 3:23:09 lr: 0.000100 data_time: 0.0028 iter_time: 1.0427 loss: 26.4676 (26.0479) loss_class: 0.6903 (0.7344) loss_bbox: 0.1654 (0.1792) loss_giou: 0.3818 (0.3822) loss_class_0: 0.8909 (0.9069) loss_bbox_0: 0.1749 (0.1798) loss_giou_0: 0.3896 (0.3868) loss_class_1: 0.7816 (0.7923) loss_bbox_1: 0.1714 (0.1797) loss_giou_1: 0.3888 (0.3845) loss_class_2: 0.7668 (0.7590) loss_bbox_2: 0.1783 (0.1784) loss_giou_2: 0.3743 (0.3823) loss_class_3: 0.7294 (0.7446) loss_bbox_3: 0.1676 (0.1784) loss_giou_3: 0.3822 (0.3817) loss_class_4: 0.7062 (0.7361) loss_bbox_4: 0.1663 (0.1788) loss_giou_4: 0.3820 (0.3818) loss_class_enc: 0.8493 (0.8586) loss_bbox_enc: 0.2184 (0.2141) loss_giou_enc: 0.4552 (0.4386) loss_class_dn: 0.3822 (0.3759) loss_bbox_dn: 0.2406 (0.2572) loss_giou_dn: 0.4390 (0.4268) loss_class_dn_0: 0.4674 (0.4722) loss_bbox_dn_0: 0.3318 (0.3598) loss_giou_dn_0: 0.5628 (0.5543) loss_class_dn_1: 0.4101 (0.4061) loss_bbox_dn_1: 0.2566 (0.2825) loss_giou_dn_1: 0.4687 (0.4584) loss_class_dn_2: 0.3924 (0.3851) loss_bbox_dn_2: 0.2418 (0.2617) loss_giou_dn_2: 0.4444 (0.4334) loss_class_dn_3: 0.3838 (0.3786) loss_bbox_dn_3: 0.2414 (0.2582) loss_giou_dn_3: 0.4405 (0.4283) loss_class_dn_4: 0.3830 (0.3761) loss_bbox_dn_4: 0.2407 (0.2572) loss_giou_dn_4: 0.4391 (0.4267) loss_class_hybrid: 0.7264 (0.7406) loss_bbox_hybrid: 0.1950 (0.1904) loss_giou_hybrid: 0.4063 (0.4093) loss_class_0_hybrid: 0.7963 (0.8125) loss_bbox_0_hybrid: 0.1905 (0.1984) loss_giou_0_hybrid: 0.4247 (0.4250) loss_class_1_hybrid: 0.7539 (0.7665) loss_bbox_1_hybrid: 0.1983 (0.1937) loss_giou_1_hybrid: 0.4127 (0.4160) loss_class_2_hybrid: 0.7328 (0.7522) loss_bbox_2_hybrid: 0.1920 (0.1906) loss_giou_2_hybrid: 0.4065 (0.4109) loss_class_3_hybrid: 0.7313 (0.7456) loss_bbox_3_hybrid: 0.1944 (0.1899) loss_giou_3_hybrid: 0.4099 (0.4095) loss_class_4_hybrid: 0.7269 (0.7414) loss_bbox_4_hybrid: 0.1948 (0.1901) loss_giou_4_hybrid: 0.4068 (0.4095) loss_class_enc_hybrid: 0.7875 (0.7788) loss_bbox_enc_hybrid: 0.2256 (0.2363) loss_giou_enc_hybrid: 0.4898 (0.4842) mem: 1028 max mem: 36965 [2024-01-15 17:20:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:21:24 det.util.engine] INFO: Epoch: [8] [550/11727] eta: 3:23:08 lr: 0.000100 data_time: 0.0027 iter_time: 1.1565 loss: 25.9909 (26.0720) loss_class: 0.7345 (0.7349) loss_bbox: 0.1592 (0.1792) loss_giou: 0.3844 (0.3829) loss_class_0: 0.9142 (0.9069) loss_bbox_0: 0.1672 (0.1798) loss_giou_0: 0.3948 (0.3877) loss_class_1: 0.7887 (0.7923) loss_bbox_1: 0.1635 (0.1796) loss_giou_1: 0.3854 (0.3851) loss_class_2: 0.7440 (0.7600) loss_bbox_2: 0.1615 (0.1783) loss_giou_2: 0.3836 (0.3829) loss_class_3: 0.7484 (0.7453) loss_bbox_3: 0.1587 (0.1785) loss_giou_3: 0.3850 (0.3825) loss_class_4: 0.7337 (0.7366) loss_bbox_4: 0.1609 (0.1788) loss_giou_4: 0.3805 (0.3825) loss_class_enc: 0.8497 (0.8583) loss_bbox_enc: 0.1912 (0.2139) loss_giou_enc: 0.4375 (0.4396) loss_class_dn: 0.3745 (0.3759) loss_bbox_dn: 0.2532 (0.2577) loss_giou_dn: 0.4473 (0.4278) loss_class_dn_0: 0.4709 (0.4722) loss_bbox_dn_0: 0.3515 (0.3596) loss_giou_dn_0: 0.5662 (0.5550) loss_class_dn_1: 0.4056 (0.4060) loss_bbox_dn_1: 0.2764 (0.2827) loss_giou_dn_1: 0.4764 (0.4592) loss_class_dn_2: 0.3844 (0.3850) loss_bbox_dn_2: 0.2538 (0.2622) loss_giou_dn_2: 0.4506 (0.4343) loss_class_dn_3: 0.3749 (0.3785) loss_bbox_dn_3: 0.2515 (0.2588) loss_giou_dn_3: 0.4479 (0.4292) loss_class_dn_4: 0.3745 (0.3760) loss_bbox_dn_4: 0.2532 (0.2577) loss_giou_dn_4: 0.4473 (0.4277) loss_class_hybrid: 0.7320 (0.7406) loss_bbox_hybrid: 0.1893 (0.1906) loss_giou_hybrid: 0.4102 (0.4108) loss_class_0_hybrid: 0.8205 (0.8113) loss_bbox_0_hybrid: 0.1913 (0.1986) loss_giou_0_hybrid: 0.4220 (0.4266) loss_class_1_hybrid: 0.7726 (0.7665) loss_bbox_1_hybrid: 0.1872 (0.1938) loss_giou_1_hybrid: 0.4142 (0.4173) loss_class_2_hybrid: 0.7539 (0.7522) loss_bbox_2_hybrid: 0.1859 (0.1908) loss_giou_2_hybrid: 0.4087 (0.4123) loss_class_3_hybrid: 0.7359 (0.7456) loss_bbox_3_hybrid: 0.1814 (0.1901) loss_giou_3_hybrid: 0.4094 (0.4110) loss_class_4_hybrid: 0.7375 (0.7415) loss_bbox_4_hybrid: 0.1893 (0.1902) loss_giou_4_hybrid: 0.4092 (0.4109) loss_class_enc_hybrid: 0.7660 (0.7776) loss_bbox_enc_hybrid: 0.2220 (0.2364) loss_giou_enc_hybrid: 0.4772 (0.4858) mem: 1018 max mem: 36965 [2024-01-15 17:21:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:22:18 det.util.engine] INFO: Epoch: [8] [600/11727] eta: 3:22:04 lr: 0.000100 data_time: 0.0030 iter_time: 1.0703 loss: 26.7883 (26.0834) loss_class: 0.7439 (0.7361) loss_bbox: 0.1638 (0.1790) loss_giou: 0.3728 (0.3829) loss_class_0: 0.9124 (0.9080) loss_bbox_0: 0.1722 (0.1795) loss_giou_0: 0.3950 (0.3877) loss_class_1: 0.7932 (0.7931) loss_bbox_1: 0.1658 (0.1793) loss_giou_1: 0.3891 (0.3853) loss_class_2: 0.7663 (0.7611) loss_bbox_2: 0.1589 (0.1781) loss_giou_2: 0.3804 (0.3830) loss_class_3: 0.7514 (0.7460) loss_bbox_3: 0.1647 (0.1784) loss_giou_3: 0.3787 (0.3826) loss_class_4: 0.7604 (0.7377) loss_bbox_4: 0.1658 (0.1787) loss_giou_4: 0.3737 (0.3826) loss_class_enc: 0.8621 (0.8593) loss_bbox_enc: 0.2039 (0.2134) loss_giou_enc: 0.4581 (0.4393) loss_class_dn: 0.3885 (0.3761) loss_bbox_dn: 0.2620 (0.2574) loss_giou_dn: 0.4568 (0.4283) loss_class_dn_0: 0.4761 (0.4722) loss_bbox_dn_0: 0.3526 (0.3594) loss_giou_dn_0: 0.6041 (0.5557) loss_class_dn_1: 0.4131 (0.4062) loss_bbox_dn_1: 0.2666 (0.2823) loss_giou_dn_1: 0.4896 (0.4597) loss_class_dn_2: 0.3981 (0.3851) loss_bbox_dn_2: 0.2645 (0.2619) loss_giou_dn_2: 0.4629 (0.4348) loss_class_dn_3: 0.3918 (0.3787) loss_bbox_dn_3: 0.2638 (0.2585) loss_giou_dn_3: 0.4582 (0.4297) loss_class_dn_4: 0.3844 (0.3762) loss_bbox_dn_4: 0.2620 (0.2574) loss_giou_dn_4: 0.4566 (0.4282) loss_class_hybrid: 0.7301 (0.7409) loss_bbox_hybrid: 0.1921 (0.1906) loss_giou_hybrid: 0.4236 (0.4112) loss_class_0_hybrid: 0.7808 (0.8116) loss_bbox_0_hybrid: 0.1896 (0.1985) loss_giou_0_hybrid: 0.4598 (0.4269) loss_class_1_hybrid: 0.7451 (0.7667) loss_bbox_1_hybrid: 0.1817 (0.1936) loss_giou_1_hybrid: 0.4391 (0.4175) loss_class_2_hybrid: 0.7516 (0.7526) loss_bbox_2_hybrid: 0.1898 (0.1908) loss_giou_2_hybrid: 0.4267 (0.4126) loss_class_3_hybrid: 0.7404 (0.7459) loss_bbox_3_hybrid: 0.1927 (0.1902) loss_giou_3_hybrid: 0.4262 (0.4114) loss_class_4_hybrid: 0.7297 (0.7418) loss_bbox_4_hybrid: 0.1892 (0.1902) loss_giou_4_hybrid: 0.4263 (0.4113) loss_class_enc_hybrid: 0.7759 (0.7776) loss_bbox_enc_hybrid: 0.2303 (0.2362) loss_giou_enc_hybrid: 0.5260 (0.4860) mem: 1040 max mem: 36965 [2024-01-15 17:22:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:23:14 det.util.engine] INFO: Epoch: [8] [650/11727] eta: 3:21:32 lr: 0.000100 data_time: 0.0030 iter_time: 1.1491 loss: 25.9673 (26.1231) loss_class: 0.7503 (0.7383) loss_bbox: 0.1778 (0.1790) loss_giou: 0.3441 (0.3829) loss_class_0: 0.8954 (0.9096) loss_bbox_0: 0.1814 (0.1796) loss_giou_0: 0.3597 (0.3880) loss_class_1: 0.8125 (0.7952) loss_bbox_1: 0.1797 (0.1793) loss_giou_1: 0.3509 (0.3854) loss_class_2: 0.7792 (0.7629) loss_bbox_2: 0.1724 (0.1780) loss_giou_2: 0.3464 (0.3830) loss_class_3: 0.7640 (0.7484) loss_bbox_3: 0.1754 (0.1782) loss_giou_3: 0.3396 (0.3826) loss_class_4: 0.7516 (0.7398) loss_bbox_4: 0.1823 (0.1787) loss_giou_4: 0.3443 (0.3827) loss_class_enc: 0.8652 (0.8610) loss_bbox_enc: 0.2104 (0.2138) loss_giou_enc: 0.4172 (0.4396) loss_class_dn: 0.3763 (0.3765) loss_bbox_dn: 0.2778 (0.2583) loss_giou_dn: 0.4169 (0.4294) loss_class_dn_0: 0.4742 (0.4724) loss_bbox_dn_0: 0.3824 (0.3603) loss_giou_dn_0: 0.5577 (0.5566) loss_class_dn_1: 0.4120 (0.4067) loss_bbox_dn_1: 0.3106 (0.2832) loss_giou_dn_1: 0.4524 (0.4608) loss_class_dn_2: 0.3904 (0.3856) loss_bbox_dn_2: 0.2866 (0.2627) loss_giou_dn_2: 0.4271 (0.4358) loss_class_dn_3: 0.3798 (0.3791) loss_bbox_dn_3: 0.2797 (0.2594) loss_giou_dn_3: 0.4181 (0.4307) loss_class_dn_4: 0.3738 (0.3766) loss_bbox_dn_4: 0.2779 (0.2583) loss_giou_dn_4: 0.4170 (0.4292) loss_class_hybrid: 0.7457 (0.7418) loss_bbox_hybrid: 0.1995 (0.1907) loss_giou_hybrid: 0.3732 (0.4114) loss_class_0_hybrid: 0.7950 (0.8126) loss_bbox_0_hybrid: 0.2060 (0.1987) loss_giou_0_hybrid: 0.3842 (0.4271) loss_class_1_hybrid: 0.7663 (0.7684) loss_bbox_1_hybrid: 0.2063 (0.1937) loss_giou_1_hybrid: 0.3755 (0.4177) loss_class_2_hybrid: 0.7576 (0.7537) loss_bbox_2_hybrid: 0.2022 (0.1910) loss_giou_2_hybrid: 0.3695 (0.4129) loss_class_3_hybrid: 0.7603 (0.7469) loss_bbox_3_hybrid: 0.1988 (0.1903) loss_giou_3_hybrid: 0.3722 (0.4117) loss_class_4_hybrid: 0.7377 (0.7429) loss_bbox_4_hybrid: 0.1983 (0.1904) loss_giou_4_hybrid: 0.3735 (0.4115) loss_class_enc_hybrid: 0.7653 (0.7785) loss_bbox_enc_hybrid: 0.2489 (0.2366) loss_giou_enc_hybrid: 0.4584 (0.4864) mem: 1028 max mem: 36965 [2024-01-15 17:23:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:24:09 det.util.engine] INFO: Epoch: [8] [700/11727] eta: 3:20:48 lr: 0.000100 data_time: 0.0030 iter_time: 1.1508 loss: 25.2560 (26.1002) loss_class: 0.7188 (0.7381) loss_bbox: 0.1732 (0.1788) loss_giou: 0.3574 (0.3817) loss_class_0: 0.9101 (0.9101) loss_bbox_0: 0.1687 (0.1792) loss_giou_0: 0.3540 (0.3867) loss_class_1: 0.7867 (0.7954) loss_bbox_1: 0.1765 (0.1792) loss_giou_1: 0.3526 (0.3843) loss_class_2: 0.7582 (0.7632) loss_bbox_2: 0.1759 (0.1778) loss_giou_2: 0.3443 (0.3818) loss_class_3: 0.7509 (0.7483) loss_bbox_3: 0.1623 (0.1779) loss_giou_3: 0.3539 (0.3813) loss_class_4: 0.7369 (0.7396) loss_bbox_4: 0.1619 (0.1785) loss_giou_4: 0.3529 (0.3815) loss_class_enc: 0.8592 (0.8628) loss_bbox_enc: 0.2172 (0.2138) loss_giou_enc: 0.4059 (0.4385) loss_class_dn: 0.3774 (0.3762) loss_bbox_dn: 0.2421 (0.2586) loss_giou_dn: 0.3946 (0.4278) loss_class_dn_0: 0.4667 (0.4723) loss_bbox_dn_0: 0.3641 (0.3610) loss_giou_dn_0: 0.5325 (0.5554) loss_class_dn_1: 0.4046 (0.4065) loss_bbox_dn_1: 0.2648 (0.2835) loss_giou_dn_1: 0.4318 (0.4592) loss_class_dn_2: 0.3828 (0.3853) loss_bbox_dn_2: 0.2464 (0.2630) loss_giou_dn_2: 0.4050 (0.4343) loss_class_dn_3: 0.3808 (0.3788) loss_bbox_dn_3: 0.2432 (0.2597) loss_giou_dn_3: 0.3978 (0.4292) loss_class_dn_4: 0.3762 (0.3763) loss_bbox_dn_4: 0.2421 (0.2586) loss_giou_dn_4: 0.3946 (0.4276) loss_class_hybrid: 0.7326 (0.7422) loss_bbox_hybrid: 0.1744 (0.1905) loss_giou_hybrid: 0.3664 (0.4100) loss_class_0_hybrid: 0.7979 (0.8126) loss_bbox_0_hybrid: 0.1890 (0.1988) loss_giou_0_hybrid: 0.3894 (0.4259) loss_class_1_hybrid: 0.7464 (0.7686) loss_bbox_1_hybrid: 0.1794 (0.1937) loss_giou_1_hybrid: 0.3778 (0.4165) loss_class_2_hybrid: 0.7484 (0.7540) loss_bbox_2_hybrid: 0.1790 (0.1909) loss_giou_2_hybrid: 0.3686 (0.4115) loss_class_3_hybrid: 0.7377 (0.7471) loss_bbox_3_hybrid: 0.1784 (0.1902) loss_giou_3_hybrid: 0.3655 (0.4103) loss_class_4_hybrid: 0.7441 (0.7433) loss_bbox_4_hybrid: 0.1742 (0.1902) loss_giou_4_hybrid: 0.3617 (0.4101) loss_class_enc_hybrid: 0.7746 (0.7799) loss_bbox_enc_hybrid: 0.2301 (0.2369) loss_giou_enc_hybrid: 0.4517 (0.4854) mem: 1024 max mem: 36965 [2024-01-15 17:24:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:25:04 det.util.engine] INFO: Epoch: [8] [750/11727] eta: 3:19:51 lr: 0.000100 data_time: 0.0029 iter_time: 1.1125 loss: 26.5957 (26.0859) loss_class: 0.7535 (0.7382) loss_bbox: 0.1760 (0.1786) loss_giou: 0.3662 (0.3809) loss_class_0: 0.9338 (0.9114) loss_bbox_0: 0.1743 (0.1789) loss_giou_0: 0.3602 (0.3857) loss_class_1: 0.7881 (0.7955) loss_bbox_1: 0.1832 (0.1792) loss_giou_1: 0.3668 (0.3835) loss_class_2: 0.7734 (0.7635) loss_bbox_2: 0.1694 (0.1775) loss_giou_2: 0.3644 (0.3810) loss_class_3: 0.7594 (0.7481) loss_bbox_3: 0.1705 (0.1779) loss_giou_3: 0.3644 (0.3806) loss_class_4: 0.7507 (0.7394) loss_bbox_4: 0.1767 (0.1784) loss_giou_4: 0.3667 (0.3808) loss_class_enc: 0.8665 (0.8639) loss_bbox_enc: 0.2103 (0.2134) loss_giou_enc: 0.4307 (0.4377) loss_class_dn: 0.3775 (0.3763) loss_bbox_dn: 0.2502 (0.2581) loss_giou_dn: 0.4263 (0.4269) loss_class_dn_0: 0.4767 (0.4726) loss_bbox_dn_0: 0.3521 (0.3610) loss_giou_dn_0: 0.5633 (0.5548) loss_class_dn_1: 0.4080 (0.4065) loss_bbox_dn_1: 0.2791 (0.2831) loss_giou_dn_1: 0.4563 (0.4584) loss_class_dn_2: 0.3899 (0.3854) loss_bbox_dn_2: 0.2627 (0.2625) loss_giou_dn_2: 0.4340 (0.4334) loss_class_dn_3: 0.3805 (0.3789) loss_bbox_dn_3: 0.2540 (0.2592) loss_giou_dn_3: 0.4284 (0.4283) loss_class_dn_4: 0.3790 (0.3765) loss_bbox_dn_4: 0.2500 (0.2581) loss_giou_dn_4: 0.4262 (0.4267) loss_class_hybrid: 0.7489 (0.7431) loss_bbox_hybrid: 0.1827 (0.1902) loss_giou_hybrid: 0.3872 (0.4090) loss_class_0_hybrid: 0.8103 (0.8137) loss_bbox_0_hybrid: 0.1910 (0.1984) loss_giou_0_hybrid: 0.3905 (0.4249) loss_class_1_hybrid: 0.7707 (0.7691) loss_bbox_1_hybrid: 0.1901 (0.1934) loss_giou_1_hybrid: 0.3915 (0.4156) loss_class_2_hybrid: 0.7699 (0.7550) loss_bbox_2_hybrid: 0.1826 (0.1905) loss_giou_2_hybrid: 0.3858 (0.4105) loss_class_3_hybrid: 0.7494 (0.7477) loss_bbox_3_hybrid: 0.1831 (0.1899) loss_giou_3_hybrid: 0.3898 (0.4093) loss_class_4_hybrid: 0.7447 (0.7439) loss_bbox_4_hybrid: 0.1843 (0.1899) loss_giou_4_hybrid: 0.3860 (0.4092) loss_class_enc_hybrid: 0.7990 (0.7809) loss_bbox_enc_hybrid: 0.2332 (0.2365) loss_giou_enc_hybrid: 0.4514 (0.4842) mem: 1015 max mem: 36965 [2024-01-15 17:25:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:25:56 det.util.engine] INFO: Epoch: [8] [800/11727] eta: 3:18:33 lr: 0.000100 data_time: 0.0027 iter_time: 1.0559 loss: 25.3033 (26.0690) loss_class: 0.7199 (0.7376) loss_bbox: 0.1589 (0.1781) loss_giou: 0.3720 (0.3815) loss_class_0: 0.8515 (0.9102) loss_bbox_0: 0.1596 (0.1784) loss_giou_0: 0.3901 (0.3865) loss_class_1: 0.7552 (0.7943) loss_bbox_1: 0.1606 (0.1789) loss_giou_1: 0.3814 (0.3842) loss_class_2: 0.7369 (0.7629) loss_bbox_2: 0.1601 (0.1772) loss_giou_2: 0.3726 (0.3816) loss_class_3: 0.7234 (0.7473) loss_bbox_3: 0.1591 (0.1775) loss_giou_3: 0.3729 (0.3812) loss_class_4: 0.7155 (0.7389) loss_bbox_4: 0.1588 (0.1779) loss_giou_4: 0.3719 (0.3813) loss_class_enc: 0.8184 (0.8621) loss_bbox_enc: 0.2086 (0.2130) loss_giou_enc: 0.4303 (0.4382) loss_class_dn: 0.3713 (0.3762) loss_bbox_dn: 0.2252 (0.2567) loss_giou_dn: 0.4086 (0.4270) loss_class_dn_0: 0.4601 (0.4724) loss_bbox_dn_0: 0.3317 (0.3597) loss_giou_dn_0: 0.5408 (0.5550) loss_class_dn_1: 0.4039 (0.4063) loss_bbox_dn_1: 0.2474 (0.2817) loss_giou_dn_1: 0.4358 (0.4585) loss_class_dn_2: 0.3785 (0.3853) loss_bbox_dn_2: 0.2272 (0.2612) loss_giou_dn_2: 0.4109 (0.4336) loss_class_dn_3: 0.3726 (0.3788) loss_bbox_dn_3: 0.2239 (0.2578) loss_giou_dn_3: 0.4075 (0.4284) loss_class_dn_4: 0.3703 (0.3763) loss_bbox_dn_4: 0.2252 (0.2567) loss_giou_dn_4: 0.4085 (0.4269) loss_class_hybrid: 0.7157 (0.7424) loss_bbox_hybrid: 0.1646 (0.1898) loss_giou_hybrid: 0.3883 (0.4098) loss_class_0_hybrid: 0.7790 (0.8128) loss_bbox_0_hybrid: 0.1833 (0.1980) loss_giou_0_hybrid: 0.4037 (0.4256) loss_class_1_hybrid: 0.7381 (0.7681) loss_bbox_1_hybrid: 0.1726 (0.1932) loss_giou_1_hybrid: 0.3943 (0.4163) loss_class_2_hybrid: 0.7360 (0.7544) loss_bbox_2_hybrid: 0.1713 (0.1903) loss_giou_2_hybrid: 0.3920 (0.4113) loss_class_3_hybrid: 0.7219 (0.7470) loss_bbox_3_hybrid: 0.1719 (0.1896) loss_giou_3_hybrid: 0.3927 (0.4101) loss_class_4_hybrid: 0.7148 (0.7430) loss_bbox_4_hybrid: 0.1741 (0.1897) loss_giou_4_hybrid: 0.3889 (0.4100) loss_class_enc_hybrid: 0.7565 (0.7797) loss_bbox_enc_hybrid: 0.2204 (0.2362) loss_giou_enc_hybrid: 0.4558 (0.4849) mem: 1022 max mem: 36965 [2024-01-15 17:25:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:26:50 det.util.engine] INFO: Epoch: [8] [850/11727] eta: 3:17:25 lr: 0.000100 data_time: 0.0029 iter_time: 1.0738 loss: 25.4034 (26.0515) loss_class: 0.7277 (0.7372) loss_bbox: 0.1671 (0.1779) loss_giou: 0.3762 (0.3815) loss_class_0: 0.8732 (0.9090) loss_bbox_0: 0.1662 (0.1782) loss_giou_0: 0.3792 (0.3867) loss_class_1: 0.8019 (0.7937) loss_bbox_1: 0.1646 (0.1786) loss_giou_1: 0.3666 (0.3842) loss_class_2: 0.7471 (0.7624) loss_bbox_2: 0.1645 (0.1770) loss_giou_2: 0.3770 (0.3817) loss_class_3: 0.7418 (0.7469) loss_bbox_3: 0.1635 (0.1773) loss_giou_3: 0.3747 (0.3812) loss_class_4: 0.7280 (0.7384) loss_bbox_4: 0.1663 (0.1777) loss_giou_4: 0.3764 (0.3814) loss_class_enc: 0.8534 (0.8622) loss_bbox_enc: 0.1955 (0.2124) loss_giou_enc: 0.4320 (0.4380) loss_class_dn: 0.3669 (0.3761) loss_bbox_dn: 0.2226 (0.2561) loss_giou_dn: 0.4137 (0.4267) loss_class_dn_0: 0.4590 (0.4721) loss_bbox_dn_0: 0.3220 (0.3589) loss_giou_dn_0: 0.5423 (0.5549) loss_class_dn_1: 0.3986 (0.4063) loss_bbox_dn_1: 0.2374 (0.2810) loss_giou_dn_1: 0.4481 (0.4582) loss_class_dn_2: 0.3722 (0.3852) loss_bbox_dn_2: 0.2228 (0.2605) loss_giou_dn_2: 0.4197 (0.4333) loss_class_dn_3: 0.3686 (0.3788) loss_bbox_dn_3: 0.2177 (0.2571) loss_giou_dn_3: 0.4150 (0.4281) loss_class_dn_4: 0.3658 (0.3763) loss_bbox_dn_4: 0.2226 (0.2561) loss_giou_dn_4: 0.4138 (0.4266) loss_class_hybrid: 0.7378 (0.7421) loss_bbox_hybrid: 0.1760 (0.1894) loss_giou_hybrid: 0.3795 (0.4097) loss_class_0_hybrid: 0.7829 (0.8121) loss_bbox_0_hybrid: 0.1835 (0.1975) loss_giou_0_hybrid: 0.4102 (0.4256) loss_class_1_hybrid: 0.7470 (0.7676) loss_bbox_1_hybrid: 0.1768 (0.1927) loss_giou_1_hybrid: 0.3923 (0.4163) loss_class_2_hybrid: 0.7346 (0.7539) loss_bbox_2_hybrid: 0.1734 (0.1898) loss_giou_2_hybrid: 0.3831 (0.4113) loss_class_3_hybrid: 0.7329 (0.7464) loss_bbox_3_hybrid: 0.1747 (0.1893) loss_giou_3_hybrid: 0.3798 (0.4101) loss_class_4_hybrid: 0.7252 (0.7425) loss_bbox_4_hybrid: 0.1759 (0.1893) loss_giou_4_hybrid: 0.3791 (0.4100) loss_class_enc_hybrid: 0.7730 (0.7796) loss_bbox_enc_hybrid: 0.2167 (0.2357) loss_giou_enc_hybrid: 0.4719 (0.4847) mem: 1021 max mem: 36965 [2024-01-15 17:26:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:27:44 det.util.engine] INFO: Epoch: [8] [900/11727] eta: 3:16:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.1285 loss: 26.8650 (26.0577) loss_class: 0.7732 (0.7379) loss_bbox: 0.1663 (0.1778) loss_giou: 0.3897 (0.3808) loss_class_0: 0.9283 (0.9093) loss_bbox_0: 0.1687 (0.1782) loss_giou_0: 0.3925 (0.3861) loss_class_1: 0.8172 (0.7940) loss_bbox_1: 0.1701 (0.1788) loss_giou_1: 0.3934 (0.3838) loss_class_2: 0.8053 (0.7630) loss_bbox_2: 0.1721 (0.1770) loss_giou_2: 0.3979 (0.3811) loss_class_3: 0.7755 (0.7475) loss_bbox_3: 0.1688 (0.1773) loss_giou_3: 0.3912 (0.3806) loss_class_4: 0.7515 (0.7389) loss_bbox_4: 0.1677 (0.1777) loss_giou_4: 0.4026 (0.3809) loss_class_enc: 0.8930 (0.8627) loss_bbox_enc: 0.1963 (0.2127) loss_giou_enc: 0.4458 (0.4375) loss_class_dn: 0.3734 (0.3763) loss_bbox_dn: 0.2478 (0.2567) loss_giou_dn: 0.4481 (0.4269) loss_class_dn_0: 0.4701 (0.4724) loss_bbox_dn_0: 0.3300 (0.3597) loss_giou_dn_0: 0.5793 (0.5552) loss_class_dn_1: 0.4060 (0.4064) loss_bbox_dn_1: 0.2576 (0.2815) loss_giou_dn_1: 0.4720 (0.4583) loss_class_dn_2: 0.3862 (0.3854) loss_bbox_dn_2: 0.2496 (0.2611) loss_giou_dn_2: 0.4552 (0.4334) loss_class_dn_3: 0.3793 (0.3789) loss_bbox_dn_3: 0.2476 (0.2577) loss_giou_dn_3: 0.4485 (0.4283) loss_class_dn_4: 0.3757 (0.3765) loss_bbox_dn_4: 0.2477 (0.2567) loss_giou_dn_4: 0.4480 (0.4268) loss_class_hybrid: 0.7623 (0.7432) loss_bbox_hybrid: 0.1795 (0.1894) loss_giou_hybrid: 0.4213 (0.4088) loss_class_0_hybrid: 0.8274 (0.8126) loss_bbox_0_hybrid: 0.1850 (0.1976) loss_giou_0_hybrid: 0.4345 (0.4249) loss_class_1_hybrid: 0.8005 (0.7684) loss_bbox_1_hybrid: 0.1768 (0.1928) loss_giou_1_hybrid: 0.4309 (0.4154) loss_class_2_hybrid: 0.7776 (0.7550) loss_bbox_2_hybrid: 0.1824 (0.1898) loss_giou_2_hybrid: 0.4309 (0.4104) loss_class_3_hybrid: 0.7726 (0.7475) loss_bbox_3_hybrid: 0.1798 (0.1893) loss_giou_3_hybrid: 0.4257 (0.4092) loss_class_4_hybrid: 0.7591 (0.7436) loss_bbox_4_hybrid: 0.1793 (0.1894) loss_giou_4_hybrid: 0.4218 (0.4091) loss_class_enc_hybrid: 0.7722 (0.7797) loss_bbox_enc_hybrid: 0.2180 (0.2359) loss_giou_enc_hybrid: 0.4888 (0.4841) mem: 1027 max mem: 36965 [2024-01-15 17:27:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:28:39 det.util.engine] INFO: Epoch: [8] [950/11727] eta: 3:15:37 lr: 0.000100 data_time: 0.0028 iter_time: 1.0826 loss: 26.4656 (26.0572) loss_class: 0.7411 (0.7381) loss_bbox: 0.1906 (0.1782) loss_giou: 0.3941 (0.3804) loss_class_0: 0.8640 (0.9094) loss_bbox_0: 0.1931 (0.1786) loss_giou_0: 0.3884 (0.3856) loss_class_1: 0.7652 (0.7939) loss_bbox_1: 0.2001 (0.1792) loss_giou_1: 0.3955 (0.3833) loss_class_2: 0.7686 (0.7634) loss_bbox_2: 0.1937 (0.1773) loss_giou_2: 0.3937 (0.3805) loss_class_3: 0.7403 (0.7476) loss_bbox_3: 0.1938 (0.1777) loss_giou_3: 0.3953 (0.3802) loss_class_4: 0.7485 (0.7391) loss_bbox_4: 0.1858 (0.1781) loss_giou_4: 0.3944 (0.3805) loss_class_enc: 0.8546 (0.8625) loss_bbox_enc: 0.2114 (0.2132) loss_giou_enc: 0.4367 (0.4372) loss_class_dn: 0.3716 (0.3761) loss_bbox_dn: 0.2677 (0.2571) loss_giou_dn: 0.4505 (0.4265) loss_class_dn_0: 0.4709 (0.4725) loss_bbox_dn_0: 0.3708 (0.3604) loss_giou_dn_0: 0.5540 (0.5549) loss_class_dn_1: 0.4004 (0.4063) loss_bbox_dn_1: 0.2788 (0.2820) loss_giou_dn_1: 0.4629 (0.4580) loss_class_dn_2: 0.3780 (0.3853) loss_bbox_dn_2: 0.2669 (0.2615) loss_giou_dn_2: 0.4551 (0.4330) loss_class_dn_3: 0.3731 (0.3787) loss_bbox_dn_3: 0.2660 (0.2580) loss_giou_dn_3: 0.4520 (0.4279) loss_class_dn_4: 0.3716 (0.3763) loss_bbox_dn_4: 0.2675 (0.2571) loss_giou_dn_4: 0.4505 (0.4263) loss_class_hybrid: 0.7397 (0.7430) loss_bbox_hybrid: 0.2009 (0.1899) loss_giou_hybrid: 0.4371 (0.4085) loss_class_0_hybrid: 0.7986 (0.8127) loss_bbox_0_hybrid: 0.2118 (0.1980) loss_giou_0_hybrid: 0.4409 (0.4246) loss_class_1_hybrid: 0.7515 (0.7681) loss_bbox_1_hybrid: 0.2102 (0.1932) loss_giou_1_hybrid: 0.4425 (0.4151) loss_class_2_hybrid: 0.7278 (0.7546) loss_bbox_2_hybrid: 0.2059 (0.1903) loss_giou_2_hybrid: 0.4401 (0.4100) loss_class_3_hybrid: 0.7441 (0.7473) loss_bbox_3_hybrid: 0.2013 (0.1897) loss_giou_3_hybrid: 0.4381 (0.4089) loss_class_4_hybrid: 0.7414 (0.7433) loss_bbox_4_hybrid: 0.2019 (0.1899) loss_giou_4_hybrid: 0.4387 (0.4088) loss_class_enc_hybrid: 0.7449 (0.7794) loss_bbox_enc_hybrid: 0.2434 (0.2365) loss_giou_enc_hybrid: 0.5003 (0.4839) mem: 1032 max mem: 36965 [2024-01-15 17:28:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:29:33 det.util.engine] INFO: Epoch: [8] [1000/11727] eta: 3:14:38 lr: 0.000100 data_time: 0.0031 iter_time: 1.0786 loss: 26.0249 (26.0662) loss_class: 0.7478 (0.7389) loss_bbox: 0.1968 (0.1786) loss_giou: 0.3258 (0.3799) loss_class_0: 0.9610 (0.9103) loss_bbox_0: 0.1827 (0.1789) loss_giou_0: 0.3234 (0.3851) loss_class_1: 0.8003 (0.7943) loss_bbox_1: 0.1863 (0.1796) loss_giou_1: 0.3219 (0.3830) loss_class_2: 0.8145 (0.7644) loss_bbox_2: 0.1866 (0.1777) loss_giou_2: 0.3146 (0.3801) loss_class_3: 0.7720 (0.7485) loss_bbox_3: 0.1943 (0.1781) loss_giou_3: 0.3249 (0.3798) loss_class_4: 0.7523 (0.7399) loss_bbox_4: 0.1986 (0.1784) loss_giou_4: 0.3257 (0.3799) loss_class_enc: 0.8751 (0.8627) loss_bbox_enc: 0.2141 (0.2135) loss_giou_enc: 0.3617 (0.4365) loss_class_dn: 0.3755 (0.3763) loss_bbox_dn: 0.2469 (0.2573) loss_giou_dn: 0.3817 (0.4263) loss_class_dn_0: 0.4708 (0.4724) loss_bbox_dn_0: 0.3627 (0.3606) loss_giou_dn_0: 0.5131 (0.5551) loss_class_dn_1: 0.4015 (0.4064) loss_bbox_dn_1: 0.2783 (0.2823) loss_giou_dn_1: 0.4156 (0.4578) loss_class_dn_2: 0.3796 (0.3855) loss_bbox_dn_2: 0.2549 (0.2617) loss_giou_dn_2: 0.3910 (0.4328) loss_class_dn_3: 0.3757 (0.3789) loss_bbox_dn_3: 0.2519 (0.2583) loss_giou_dn_3: 0.3824 (0.4277) loss_class_dn_4: 0.3781 (0.3765) loss_bbox_dn_4: 0.2469 (0.2573) loss_giou_dn_4: 0.3814 (0.4261) loss_class_hybrid: 0.7848 (0.7439) loss_bbox_hybrid: 0.1970 (0.1900) loss_giou_hybrid: 0.3457 (0.4080) loss_class_0_hybrid: 0.8632 (0.8136) loss_bbox_0_hybrid: 0.2003 (0.1981) loss_giou_0_hybrid: 0.3563 (0.4240) loss_class_1_hybrid: 0.8160 (0.7690) loss_bbox_1_hybrid: 0.2001 (0.1934) loss_giou_1_hybrid: 0.3450 (0.4145) loss_class_2_hybrid: 0.8006 (0.7555) loss_bbox_2_hybrid: 0.1961 (0.1905) loss_giou_2_hybrid: 0.3434 (0.4095) loss_class_3_hybrid: 0.7984 (0.7481) loss_bbox_3_hybrid: 0.1986 (0.1899) loss_giou_3_hybrid: 0.3438 (0.4083) loss_class_4_hybrid: 0.7859 (0.7441) loss_bbox_4_hybrid: 0.1980 (0.1900) loss_giou_4_hybrid: 0.3474 (0.4082) loss_class_enc_hybrid: 0.7968 (0.7799) loss_bbox_enc_hybrid: 0.2371 (0.2367) loss_giou_enc_hybrid: 0.4089 (0.4833) mem: 1024 max mem: 36965 [2024-01-15 17:29:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:30:29 det.util.engine] INFO: Epoch: [8] [1050/11727] eta: 3:14:01 lr: 0.000100 data_time: 0.0033 iter_time: 1.1158 loss: 26.6372 (26.0815) loss_class: 0.7150 (0.7390) loss_bbox: 0.1721 (0.1785) loss_giou: 0.3880 (0.3807) loss_class_0: 0.9175 (0.9104) loss_bbox_0: 0.1746 (0.1789) loss_giou_0: 0.3848 (0.3857) loss_class_1: 0.7803 (0.7948) loss_bbox_1: 0.1795 (0.1796) loss_giou_1: 0.4002 (0.3838) loss_class_2: 0.7415 (0.7647) loss_bbox_2: 0.1813 (0.1776) loss_giou_2: 0.3797 (0.3807) loss_class_3: 0.7262 (0.7487) loss_bbox_3: 0.1722 (0.1779) loss_giou_3: 0.3888 (0.3805) loss_class_4: 0.7133 (0.7402) loss_bbox_4: 0.1710 (0.1783) loss_giou_4: 0.3880 (0.3807) loss_class_enc: 0.8406 (0.8629) loss_bbox_enc: 0.2166 (0.2135) loss_giou_enc: 0.4473 (0.4375) loss_class_dn: 0.3799 (0.3764) loss_bbox_dn: 0.2276 (0.2569) loss_giou_dn: 0.4405 (0.4267) loss_class_dn_0: 0.4825 (0.4724) loss_bbox_dn_0: 0.3422 (0.3602) loss_giou_dn_0: 0.5595 (0.5555) loss_class_dn_1: 0.4101 (0.4065) loss_bbox_dn_1: 0.2472 (0.2818) loss_giou_dn_1: 0.4664 (0.4582) loss_class_dn_2: 0.3880 (0.3855) loss_bbox_dn_2: 0.2313 (0.2613) loss_giou_dn_2: 0.4430 (0.4333) loss_class_dn_3: 0.3817 (0.3790) loss_bbox_dn_3: 0.2287 (0.2578) loss_giou_dn_3: 0.4415 (0.4281) loss_class_dn_4: 0.3780 (0.3766) loss_bbox_dn_4: 0.2276 (0.2569) loss_giou_dn_4: 0.4405 (0.4266) loss_class_hybrid: 0.7579 (0.7444) loss_bbox_hybrid: 0.1906 (0.1899) loss_giou_hybrid: 0.4142 (0.4088) loss_class_0_hybrid: 0.8097 (0.8138) loss_bbox_0_hybrid: 0.2051 (0.1982) loss_giou_0_hybrid: 0.4380 (0.4249) loss_class_1_hybrid: 0.7748 (0.7695) loss_bbox_1_hybrid: 0.2005 (0.1934) loss_giou_1_hybrid: 0.4229 (0.4154) loss_class_2_hybrid: 0.7505 (0.7558) loss_bbox_2_hybrid: 0.1960 (0.1905) loss_giou_2_hybrid: 0.4151 (0.4104) loss_class_3_hybrid: 0.7476 (0.7484) loss_bbox_3_hybrid: 0.1883 (0.1898) loss_giou_3_hybrid: 0.4102 (0.4091) loss_class_4_hybrid: 0.7479 (0.7446) loss_bbox_4_hybrid: 0.1909 (0.1899) loss_giou_4_hybrid: 0.4141 (0.4090) loss_class_enc_hybrid: 0.7789 (0.7801) loss_bbox_enc_hybrid: 0.2372 (0.2367) loss_giou_enc_hybrid: 0.5098 (0.4843) mem: 1020 max mem: 36965 [2024-01-15 17:30:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:31:26 det.util.engine] INFO: Epoch: [8] [1100/11727] eta: 3:13:28 lr: 0.000100 data_time: 0.0026 iter_time: 1.1320 loss: 26.5840 (26.1126) loss_class: 0.7386 (0.7402) loss_bbox: 0.1693 (0.1784) loss_giou: 0.3955 (0.3815) loss_class_0: 0.8831 (0.9113) loss_bbox_0: 0.1685 (0.1788) loss_giou_0: 0.3961 (0.3864) loss_class_1: 0.7731 (0.7957) loss_bbox_1: 0.1761 (0.1796) loss_giou_1: 0.4062 (0.3846) loss_class_2: 0.7418 (0.7660) loss_bbox_2: 0.1702 (0.1775) loss_giou_2: 0.3963 (0.3814) loss_class_3: 0.7446 (0.7500) loss_bbox_3: 0.1690 (0.1778) loss_giou_3: 0.3940 (0.3812) loss_class_4: 0.7336 (0.7413) loss_bbox_4: 0.1712 (0.1782) loss_giou_4: 0.3938 (0.3815) loss_class_enc: 0.8481 (0.8639) loss_bbox_enc: 0.2061 (0.2133) loss_giou_enc: 0.4522 (0.4381) loss_class_dn: 0.3931 (0.3769) loss_bbox_dn: 0.2355 (0.2570) loss_giou_dn: 0.4663 (0.4279) loss_class_dn_0: 0.4735 (0.4725) loss_bbox_dn_0: 0.3175 (0.3599) loss_giou_dn_0: 0.5695 (0.5564) loss_class_dn_1: 0.4226 (0.4070) loss_bbox_dn_1: 0.2520 (0.2817) loss_giou_dn_1: 0.4859 (0.4593) loss_class_dn_2: 0.4064 (0.3859) loss_bbox_dn_2: 0.2399 (0.2613) loss_giou_dn_2: 0.4688 (0.4344) loss_class_dn_3: 0.3972 (0.3794) loss_bbox_dn_3: 0.2393 (0.2579) loss_giou_dn_3: 0.4670 (0.4292) loss_class_dn_4: 0.3948 (0.3770) loss_bbox_dn_4: 0.2355 (0.2570) loss_giou_dn_4: 0.4663 (0.4277) loss_class_hybrid: 0.7265 (0.7447) loss_bbox_hybrid: 0.1903 (0.1901) loss_giou_hybrid: 0.4272 (0.4098) loss_class_0_hybrid: 0.8015 (0.8139) loss_bbox_0_hybrid: 0.1963 (0.1983) loss_giou_0_hybrid: 0.4405 (0.4260) loss_class_1_hybrid: 0.7488 (0.7697) loss_bbox_1_hybrid: 0.1912 (0.1936) loss_giou_1_hybrid: 0.4317 (0.4165) loss_class_2_hybrid: 0.7400 (0.7561) loss_bbox_2_hybrid: 0.1897 (0.1906) loss_giou_2_hybrid: 0.4279 (0.4115) loss_class_3_hybrid: 0.7365 (0.7487) loss_bbox_3_hybrid: 0.1895 (0.1900) loss_giou_3_hybrid: 0.4246 (0.4103) loss_class_4_hybrid: 0.7359 (0.7448) loss_bbox_4_hybrid: 0.1904 (0.1901) loss_giou_4_hybrid: 0.4268 (0.4101) loss_class_enc_hybrid: 0.7618 (0.7801) loss_bbox_enc_hybrid: 0.2311 (0.2368) loss_giou_enc_hybrid: 0.4970 (0.4855) mem: 1018 max mem: 36965 [2024-01-15 17:31:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:32:21 det.util.engine] INFO: Epoch: [8] [1150/11727] eta: 3:12:36 lr: 0.000100 data_time: 0.0032 iter_time: 1.0733 loss: 26.0893 (26.1266) loss_class: 0.7459 (0.7407) loss_bbox: 0.1681 (0.1785) loss_giou: 0.3507 (0.3815) loss_class_0: 0.9173 (0.9113) loss_bbox_0: 0.1756 (0.1790) loss_giou_0: 0.3548 (0.3865) loss_class_1: 0.7991 (0.7961) loss_bbox_1: 0.1706 (0.1796) loss_giou_1: 0.3464 (0.3846) loss_class_2: 0.7799 (0.7665) loss_bbox_2: 0.1678 (0.1775) loss_giou_2: 0.3423 (0.3814) loss_class_3: 0.7531 (0.7505) loss_bbox_3: 0.1684 (0.1779) loss_giou_3: 0.3360 (0.3812) loss_class_4: 0.7428 (0.7418) loss_bbox_4: 0.1692 (0.1782) loss_giou_4: 0.3377 (0.3814) loss_class_enc: 0.8836 (0.8644) loss_bbox_enc: 0.2143 (0.2136) loss_giou_enc: 0.4052 (0.4382) loss_class_dn: 0.3784 (0.3769) loss_bbox_dn: 0.2442 (0.2573) loss_giou_dn: 0.4010 (0.4282) loss_class_dn_0: 0.4825 (0.4725) loss_bbox_dn_0: 0.3583 (0.3607) loss_giou_dn_0: 0.5541 (0.5571) loss_class_dn_1: 0.4073 (0.4070) loss_bbox_dn_1: 0.2682 (0.2823) loss_giou_dn_1: 0.4524 (0.4597) loss_class_dn_2: 0.3867 (0.3860) loss_bbox_dn_2: 0.2475 (0.2617) loss_giou_dn_2: 0.4156 (0.4348) loss_class_dn_3: 0.3821 (0.3795) loss_bbox_dn_3: 0.2456 (0.2582) loss_giou_dn_3: 0.4027 (0.4296) loss_class_dn_4: 0.3780 (0.3770) loss_bbox_dn_4: 0.2442 (0.2573) loss_giou_dn_4: 0.4007 (0.4280) loss_class_hybrid: 0.7463 (0.7450) loss_bbox_hybrid: 0.1911 (0.1903) loss_giou_hybrid: 0.3591 (0.4102) loss_class_0_hybrid: 0.8205 (0.8138) loss_bbox_0_hybrid: 0.1968 (0.1986) loss_giou_0_hybrid: 0.3804 (0.4265) loss_class_1_hybrid: 0.7684 (0.7699) loss_bbox_1_hybrid: 0.1878 (0.1937) loss_giou_1_hybrid: 0.3633 (0.4168) loss_class_2_hybrid: 0.7476 (0.7564) loss_bbox_2_hybrid: 0.1859 (0.1907) loss_giou_2_hybrid: 0.3624 (0.4118) loss_class_3_hybrid: 0.7522 (0.7490) loss_bbox_3_hybrid: 0.1894 (0.1902) loss_giou_3_hybrid: 0.3597 (0.4106) loss_class_4_hybrid: 0.7513 (0.7451) loss_bbox_4_hybrid: 0.1882 (0.1903) loss_giou_4_hybrid: 0.3622 (0.4104) loss_class_enc_hybrid: 0.7756 (0.7802) loss_bbox_enc_hybrid: 0.2389 (0.2372) loss_giou_enc_hybrid: 0.4411 (0.4859) mem: 1019 max mem: 36965 [2024-01-15 17:32:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:33:17 det.util.engine] INFO: Epoch: [8] [1200/11727] eta: 3:11:54 lr: 0.000100 data_time: 0.0031 iter_time: 1.0772 loss: 25.2417 (26.1204) loss_class: 0.6991 (0.7400) loss_bbox: 0.1564 (0.1783) loss_giou: 0.3535 (0.3818) loss_class_0: 0.9025 (0.9110) loss_bbox_0: 0.1551 (0.1787) loss_giou_0: 0.3637 (0.3867) loss_class_1: 0.7533 (0.7956) loss_bbox_1: 0.1529 (0.1794) loss_giou_1: 0.3566 (0.3849) loss_class_2: 0.7483 (0.7658) loss_bbox_2: 0.1508 (0.1773) loss_giou_2: 0.3529 (0.3819) loss_class_3: 0.7237 (0.7498) loss_bbox_3: 0.1545 (0.1776) loss_giou_3: 0.3507 (0.3815) loss_class_4: 0.7108 (0.7411) loss_bbox_4: 0.1561 (0.1780) loss_giou_4: 0.3534 (0.3818) loss_class_enc: 0.8560 (0.8642) loss_bbox_enc: 0.1895 (0.2134) loss_giou_enc: 0.4275 (0.4387) loss_class_dn: 0.3679 (0.3768) loss_bbox_dn: 0.2117 (0.2571) loss_giou_dn: 0.4087 (0.4283) loss_class_dn_0: 0.4693 (0.4724) loss_bbox_dn_0: 0.3188 (0.3603) loss_giou_dn_0: 0.5436 (0.5573) loss_class_dn_1: 0.4067 (0.4070) loss_bbox_dn_1: 0.2449 (0.2819) loss_giou_dn_1: 0.4447 (0.4598) loss_class_dn_2: 0.3798 (0.3859) loss_bbox_dn_2: 0.2151 (0.2614) loss_giou_dn_2: 0.4192 (0.4349) loss_class_dn_3: 0.3711 (0.3794) loss_bbox_dn_3: 0.2117 (0.2580) loss_giou_dn_3: 0.4123 (0.4297) loss_class_dn_4: 0.3697 (0.3769) loss_bbox_dn_4: 0.2117 (0.2571) loss_giou_dn_4: 0.4084 (0.4282) loss_class_hybrid: 0.7084 (0.7443) loss_bbox_hybrid: 0.1695 (0.1901) loss_giou_hybrid: 0.3646 (0.4105) loss_class_0_hybrid: 0.7849 (0.8134) loss_bbox_0_hybrid: 0.1724 (0.1984) loss_giou_0_hybrid: 0.3862 (0.4268) loss_class_1_hybrid: 0.7335 (0.7693) loss_bbox_1_hybrid: 0.1691 (0.1935) loss_giou_1_hybrid: 0.3710 (0.4171) loss_class_2_hybrid: 0.7410 (0.7560) loss_bbox_2_hybrid: 0.1691 (0.1906) loss_giou_2_hybrid: 0.3685 (0.4122) loss_class_3_hybrid: 0.7252 (0.7485) loss_bbox_3_hybrid: 0.1756 (0.1900) loss_giou_3_hybrid: 0.3642 (0.4110) loss_class_4_hybrid: 0.7100 (0.7444) loss_bbox_4_hybrid: 0.1726 (0.1902) loss_giou_4_hybrid: 0.3646 (0.4108) loss_class_enc_hybrid: 0.7983 (0.7800) loss_bbox_enc_hybrid: 0.2098 (0.2371) loss_giou_enc_hybrid: 0.4302 (0.4863) mem: 1022 max mem: 36965 [2024-01-15 17:33:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:34:10 det.util.engine] INFO: Epoch: [8] [1250/11727] eta: 3:10:44 lr: 0.000100 data_time: 0.0029 iter_time: 1.0414 loss: 26.1089 (26.1399) loss_class: 0.7438 (0.7409) loss_bbox: 0.1662 (0.1782) loss_giou: 0.4045 (0.3818) loss_class_0: 0.9004 (0.9120) loss_bbox_0: 0.1641 (0.1784) loss_giou_0: 0.4162 (0.3867) loss_class_1: 0.7991 (0.7964) loss_bbox_1: 0.1735 (0.1793) loss_giou_1: 0.4013 (0.3849) loss_class_2: 0.7436 (0.7666) loss_bbox_2: 0.1624 (0.1774) loss_giou_2: 0.4102 (0.3820) loss_class_3: 0.7621 (0.7507) loss_bbox_3: 0.1715 (0.1776) loss_giou_3: 0.4151 (0.3816) loss_class_4: 0.7429 (0.7421) loss_bbox_4: 0.1708 (0.1779) loss_giou_4: 0.4122 (0.3819) loss_class_enc: 0.8673 (0.8646) loss_bbox_enc: 0.2118 (0.2134) loss_giou_enc: 0.4434 (0.4389) loss_class_dn: 0.3780 (0.3770) loss_bbox_dn: 0.2476 (0.2576) loss_giou_dn: 0.4383 (0.4287) loss_class_dn_0: 0.4697 (0.4725) loss_bbox_dn_0: 0.3672 (0.3609) loss_giou_dn_0: 0.5866 (0.5579) loss_class_dn_1: 0.4076 (0.4072) loss_bbox_dn_1: 0.2799 (0.2825) loss_giou_dn_1: 0.4654 (0.4603) loss_class_dn_2: 0.3912 (0.3861) loss_bbox_dn_2: 0.2503 (0.2619) loss_giou_dn_2: 0.4429 (0.4353) loss_class_dn_3: 0.3824 (0.3795) loss_bbox_dn_3: 0.2504 (0.2585) loss_giou_dn_3: 0.4394 (0.4301) loss_class_dn_4: 0.3779 (0.3771) loss_bbox_dn_4: 0.2475 (0.2575) loss_giou_dn_4: 0.4379 (0.4286) loss_class_hybrid: 0.7477 (0.7447) loss_bbox_hybrid: 0.1860 (0.1903) loss_giou_hybrid: 0.4140 (0.4109) loss_class_0_hybrid: 0.7930 (0.8135) loss_bbox_0_hybrid: 0.2037 (0.1986) loss_giou_0_hybrid: 0.4347 (0.4273) loss_class_1_hybrid: 0.7781 (0.7698) loss_bbox_1_hybrid: 0.1920 (0.1937) loss_giou_1_hybrid: 0.4284 (0.4176) loss_class_2_hybrid: 0.7443 (0.7565) loss_bbox_2_hybrid: 0.1861 (0.1908) loss_giou_2_hybrid: 0.4218 (0.4126) loss_class_3_hybrid: 0.7486 (0.7488) loss_bbox_3_hybrid: 0.1874 (0.1903) loss_giou_3_hybrid: 0.4166 (0.4114) loss_class_4_hybrid: 0.7484 (0.7447) loss_bbox_4_hybrid: 0.1869 (0.1904) loss_giou_4_hybrid: 0.4178 (0.4112) loss_class_enc_hybrid: 0.7735 (0.7800) loss_bbox_enc_hybrid: 0.2375 (0.2374) loss_giou_enc_hybrid: 0.4850 (0.4869) mem: 1032 max mem: 36965 [2024-01-15 17:34:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:35:05 det.util.engine] INFO: Epoch: [8] [1300/11727] eta: 3:09:56 lr: 0.000100 data_time: 0.0033 iter_time: 1.1112 loss: 25.7815 (26.1518) loss_class: 0.7578 (0.7415) loss_bbox: 0.1722 (0.1782) loss_giou: 0.3632 (0.3822) loss_class_0: 0.9300 (0.9125) loss_bbox_0: 0.1660 (0.1785) loss_giou_0: 0.3750 (0.3871) loss_class_1: 0.8053 (0.7966) loss_bbox_1: 0.1703 (0.1793) loss_giou_1: 0.3739 (0.3852) loss_class_2: 0.7618 (0.7665) loss_bbox_2: 0.1727 (0.1776) loss_giou_2: 0.3788 (0.3825) loss_class_3: 0.7419 (0.7506) loss_bbox_3: 0.1752 (0.1778) loss_giou_3: 0.3761 (0.3821) loss_class_4: 0.7491 (0.7424) loss_bbox_4: 0.1765 (0.1781) loss_giou_4: 0.3626 (0.3823) loss_class_enc: 0.8615 (0.8645) loss_bbox_enc: 0.2100 (0.2134) loss_giou_enc: 0.4285 (0.4392) loss_class_dn: 0.3765 (0.3772) loss_bbox_dn: 0.2437 (0.2574) loss_giou_dn: 0.4082 (0.4291) loss_class_dn_0: 0.4726 (0.4725) loss_bbox_dn_0: 0.3415 (0.3607) loss_giou_dn_0: 0.5364 (0.5583) loss_class_dn_1: 0.4056 (0.4073) loss_bbox_dn_1: 0.2737 (0.2823) loss_giou_dn_1: 0.4499 (0.4608) loss_class_dn_2: 0.3870 (0.3862) loss_bbox_dn_2: 0.2588 (0.2618) loss_giou_dn_2: 0.4186 (0.4357) loss_class_dn_3: 0.3783 (0.3798) loss_bbox_dn_3: 0.2451 (0.2583) loss_giou_dn_3: 0.4102 (0.4305) loss_class_dn_4: 0.3758 (0.3773) loss_bbox_dn_4: 0.2436 (0.2574) loss_giou_dn_4: 0.4077 (0.4290) loss_class_hybrid: 0.7575 (0.7448) loss_bbox_hybrid: 0.1797 (0.1904) loss_giou_hybrid: 0.4112 (0.4115) loss_class_0_hybrid: 0.8199 (0.8137) loss_bbox_0_hybrid: 0.1885 (0.1987) loss_giou_0_hybrid: 0.4190 (0.4279) loss_class_1_hybrid: 0.7589 (0.7698) loss_bbox_1_hybrid: 0.1953 (0.1938) loss_giou_1_hybrid: 0.4044 (0.4182) loss_class_2_hybrid: 0.7575 (0.7566) loss_bbox_2_hybrid: 0.1880 (0.1909) loss_giou_2_hybrid: 0.4130 (0.4132) loss_class_3_hybrid: 0.7485 (0.7488) loss_bbox_3_hybrid: 0.1843 (0.1903) loss_giou_3_hybrid: 0.4122 (0.4120) loss_class_4_hybrid: 0.7542 (0.7448) loss_bbox_4_hybrid: 0.1807 (0.1905) loss_giou_4_hybrid: 0.4096 (0.4117) loss_class_enc_hybrid: 0.7707 (0.7799) loss_bbox_enc_hybrid: 0.2291 (0.2374) loss_giou_enc_hybrid: 0.4749 (0.4873) mem: 1035 max mem: 36965 [2024-01-15 17:35:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:35:59 det.util.engine] INFO: Epoch: [8] [1350/11727] eta: 3:08:53 lr: 0.000100 data_time: 0.0031 iter_time: 1.0624 loss: 27.8669 (26.1634) loss_class: 0.7645 (0.7419) loss_bbox: 0.1857 (0.1782) loss_giou: 0.3960 (0.3824) loss_class_0: 0.9277 (0.9128) loss_bbox_0: 0.1988 (0.1785) loss_giou_0: 0.3880 (0.3873) loss_class_1: 0.8231 (0.7971) loss_bbox_1: 0.1983 (0.1793) loss_giou_1: 0.3896 (0.3856) loss_class_2: 0.7888 (0.7673) loss_bbox_2: 0.1910 (0.1775) loss_giou_2: 0.3937 (0.3828) loss_class_3: 0.7765 (0.7512) loss_bbox_3: 0.1860 (0.1777) loss_giou_3: 0.3876 (0.3824) loss_class_4: 0.7644 (0.7428) loss_bbox_4: 0.1878 (0.1781) loss_giou_4: 0.3880 (0.3825) loss_class_enc: 0.8972 (0.8649) loss_bbox_enc: 0.2206 (0.2131) loss_giou_enc: 0.4283 (0.4392) loss_class_dn: 0.3932 (0.3773) loss_bbox_dn: 0.2730 (0.2576) loss_giou_dn: 0.4451 (0.4296) loss_class_dn_0: 0.4791 (0.4726) loss_bbox_dn_0: 0.3840 (0.3608) loss_giou_dn_0: 0.5713 (0.5587) loss_class_dn_1: 0.4163 (0.4074) loss_bbox_dn_1: 0.2904 (0.2824) loss_giou_dn_1: 0.4775 (0.4612) loss_class_dn_2: 0.3980 (0.3863) loss_bbox_dn_2: 0.2692 (0.2620) loss_giou_dn_2: 0.4494 (0.4362) loss_class_dn_3: 0.3929 (0.3798) loss_bbox_dn_3: 0.2702 (0.2585) loss_giou_dn_3: 0.4458 (0.4310) loss_class_dn_4: 0.3927 (0.3774) loss_bbox_dn_4: 0.2730 (0.2576) loss_giou_dn_4: 0.4448 (0.4295) loss_class_hybrid: 0.7909 (0.7452) loss_bbox_hybrid: 0.1983 (0.1903) loss_giou_hybrid: 0.3967 (0.4117) loss_class_0_hybrid: 0.8206 (0.8137) loss_bbox_0_hybrid: 0.2157 (0.1987) loss_giou_0_hybrid: 0.4060 (0.4280) loss_class_1_hybrid: 0.7950 (0.7701) loss_bbox_1_hybrid: 0.2041 (0.1938) loss_giou_1_hybrid: 0.4020 (0.4184) loss_class_2_hybrid: 0.7787 (0.7570) loss_bbox_2_hybrid: 0.2001 (0.1908) loss_giou_2_hybrid: 0.3950 (0.4134) loss_class_3_hybrid: 0.7793 (0.7491) loss_bbox_3_hybrid: 0.2011 (0.1903) loss_giou_3_hybrid: 0.4024 (0.4122) loss_class_4_hybrid: 0.7882 (0.7452) loss_bbox_4_hybrid: 0.2002 (0.1904) loss_giou_4_hybrid: 0.3977 (0.4120) loss_class_enc_hybrid: 0.8112 (0.7801) loss_bbox_enc_hybrid: 0.2461 (0.2372) loss_giou_enc_hybrid: 0.4769 (0.4873) mem: 1024 max mem: 36965 [2024-01-15 17:35:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:36:52 det.util.engine] INFO: Epoch: [8] [1400/11727] eta: 3:07:51 lr: 0.000100 data_time: 0.0027 iter_time: 1.0807 loss: 26.1770 (26.1705) loss_class: 0.6924 (0.7421) loss_bbox: 0.1507 (0.1781) loss_giou: 0.3876 (0.3829) loss_class_0: 0.8488 (0.9128) loss_bbox_0: 0.1524 (0.1784) loss_giou_0: 0.3972 (0.3878) loss_class_1: 0.8076 (0.7976) loss_bbox_1: 0.1488 (0.1792) loss_giou_1: 0.3831 (0.3859) loss_class_2: 0.7797 (0.7676) loss_bbox_2: 0.1484 (0.1774) loss_giou_2: 0.3904 (0.3832) loss_class_3: 0.7462 (0.7515) loss_bbox_3: 0.1479 (0.1775) loss_giou_3: 0.3883 (0.3828) loss_class_4: 0.7023 (0.7429) loss_bbox_4: 0.1463 (0.1780) loss_giou_4: 0.3861 (0.3830) loss_class_enc: 0.8217 (0.8652) loss_bbox_enc: 0.1780 (0.2130) loss_giou_enc: 0.4440 (0.4396) loss_class_dn: 0.3764 (0.3773) loss_bbox_dn: 0.2043 (0.2573) loss_giou_dn: 0.4345 (0.4297) loss_class_dn_0: 0.4648 (0.4726) loss_bbox_dn_0: 0.2772 (0.3602) loss_giou_dn_0: 0.5534 (0.5586) loss_class_dn_1: 0.4016 (0.4074) loss_bbox_dn_1: 0.2181 (0.2821) loss_giou_dn_1: 0.4644 (0.4613) loss_class_dn_2: 0.3899 (0.3864) loss_bbox_dn_2: 0.2041 (0.2617) loss_giou_dn_2: 0.4395 (0.4363) loss_class_dn_3: 0.3793 (0.3799) loss_bbox_dn_3: 0.2053 (0.2582) loss_giou_dn_3: 0.4333 (0.4311) loss_class_dn_4: 0.3740 (0.3774) loss_bbox_dn_4: 0.2043 (0.2573) loss_giou_dn_4: 0.4342 (0.4296) loss_class_hybrid: 0.6918 (0.7455) loss_bbox_hybrid: 0.1687 (0.1902) loss_giou_hybrid: 0.4244 (0.4121) loss_class_0_hybrid: 0.7775 (0.8139) loss_bbox_0_hybrid: 0.1783 (0.1985) loss_giou_0_hybrid: 0.4328 (0.4285) loss_class_1_hybrid: 0.7198 (0.7704) loss_bbox_1_hybrid: 0.1717 (0.1937) loss_giou_1_hybrid: 0.4190 (0.4188) loss_class_2_hybrid: 0.7157 (0.7575) loss_bbox_2_hybrid: 0.1717 (0.1907) loss_giou_2_hybrid: 0.4157 (0.4138) loss_class_3_hybrid: 0.7034 (0.7495) loss_bbox_3_hybrid: 0.1702 (0.1901) loss_giou_3_hybrid: 0.4193 (0.4126) loss_class_4_hybrid: 0.7004 (0.7457) loss_bbox_4_hybrid: 0.1695 (0.1903) loss_giou_4_hybrid: 0.4149 (0.4123) loss_class_enc_hybrid: 0.7430 (0.7805) loss_bbox_enc_hybrid: 0.2092 (0.2370) loss_giou_enc_hybrid: 0.4919 (0.4878) mem: 1026 max mem: 36965 [2024-01-15 17:36:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:37:48 det.util.engine] INFO: Epoch: [8] [1450/11727] eta: 3:07:03 lr: 0.000100 data_time: 0.0032 iter_time: 1.1117 loss: 26.3544 (26.1395) loss_class: 0.7099 (0.7410) loss_bbox: 0.1695 (0.1776) loss_giou: 0.3954 (0.3828) loss_class_0: 0.9079 (0.9117) loss_bbox_0: 0.1631 (0.1779) loss_giou_0: 0.3906 (0.3877) loss_class_1: 0.7761 (0.7964) loss_bbox_1: 0.1687 (0.1787) loss_giou_1: 0.4109 (0.3858) loss_class_2: 0.7344 (0.7664) loss_bbox_2: 0.1603 (0.1769) loss_giou_2: 0.3980 (0.3831) loss_class_3: 0.7109 (0.7505) loss_bbox_3: 0.1533 (0.1769) loss_giou_3: 0.4003 (0.3827) loss_class_4: 0.7024 (0.7420) loss_bbox_4: 0.1580 (0.1774) loss_giou_4: 0.3897 (0.3828) loss_class_enc: 0.8485 (0.8639) loss_bbox_enc: 0.1889 (0.2125) loss_giou_enc: 0.4633 (0.4397) loss_class_dn: 0.3675 (0.3772) loss_bbox_dn: 0.2481 (0.2565) loss_giou_dn: 0.4450 (0.4295) loss_class_dn_0: 0.4653 (0.4725) loss_bbox_dn_0: 0.3172 (0.3593) loss_giou_dn_0: 0.5771 (0.5583) loss_class_dn_1: 0.3935 (0.4072) loss_bbox_dn_1: 0.2685 (0.2814) loss_giou_dn_1: 0.4886 (0.4611) loss_class_dn_2: 0.3727 (0.3862) loss_bbox_dn_2: 0.2514 (0.2609) loss_giou_dn_2: 0.4576 (0.4360) loss_class_dn_3: 0.3673 (0.3797) loss_bbox_dn_3: 0.2479 (0.2574) loss_giou_dn_3: 0.4469 (0.4308) loss_class_dn_4: 0.3677 (0.3772) loss_bbox_dn_4: 0.2482 (0.2565) loss_giou_dn_4: 0.4446 (0.4293) loss_class_hybrid: 0.7086 (0.7447) loss_bbox_hybrid: 0.1878 (0.1896) loss_giou_hybrid: 0.4358 (0.4120) loss_class_0_hybrid: 0.7656 (0.8130) loss_bbox_0_hybrid: 0.1831 (0.1979) loss_giou_0_hybrid: 0.4428 (0.4284) loss_class_1_hybrid: 0.7357 (0.7696) loss_bbox_1_hybrid: 0.1807 (0.1930) loss_giou_1_hybrid: 0.4461 (0.4187) loss_class_2_hybrid: 0.7287 (0.7567) loss_bbox_2_hybrid: 0.1716 (0.1900) loss_giou_2_hybrid: 0.4397 (0.4136) loss_class_3_hybrid: 0.7115 (0.7486) loss_bbox_3_hybrid: 0.1689 (0.1895) loss_giou_3_hybrid: 0.4367 (0.4124) loss_class_4_hybrid: 0.7080 (0.7448) loss_bbox_4_hybrid: 0.1837 (0.1897) loss_giou_4_hybrid: 0.4363 (0.4122) loss_class_enc_hybrid: 0.7389 (0.7797) loss_bbox_enc_hybrid: 0.2292 (0.2364) loss_giou_enc_hybrid: 0.5135 (0.4878) mem: 1033 max mem: 36965 [2024-01-15 17:37:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:38:43 det.util.engine] INFO: Epoch: [8] [1500/11727] eta: 3:06:13 lr: 0.000100 data_time: 0.0033 iter_time: 1.0849 loss: 26.7482 (26.1551) loss_class: 0.7230 (0.7415) loss_bbox: 0.1726 (0.1777) loss_giou: 0.4190 (0.3830) loss_class_0: 0.9282 (0.9128) loss_bbox_0: 0.1679 (0.1778) loss_giou_0: 0.4089 (0.3879) loss_class_1: 0.8150 (0.7974) loss_bbox_1: 0.1597 (0.1787) loss_giou_1: 0.4100 (0.3860) loss_class_2: 0.7313 (0.7672) loss_bbox_2: 0.1689 (0.1768) loss_giou_2: 0.4095 (0.3832) loss_class_3: 0.7220 (0.7509) loss_bbox_3: 0.1702 (0.1770) loss_giou_3: 0.4165 (0.3830) loss_class_4: 0.7115 (0.7425) loss_bbox_4: 0.1710 (0.1775) loss_giou_4: 0.4171 (0.3831) loss_class_enc: 0.8492 (0.8642) loss_bbox_enc: 0.1969 (0.2124) loss_giou_enc: 0.4537 (0.4398) loss_class_dn: 0.3742 (0.3773) loss_bbox_dn: 0.2528 (0.2569) loss_giou_dn: 0.4469 (0.4295) loss_class_dn_0: 0.4698 (0.4726) loss_bbox_dn_0: 0.3515 (0.3596) loss_giou_dn_0: 0.5658 (0.5583) loss_class_dn_1: 0.4085 (0.4073) loss_bbox_dn_1: 0.2894 (0.2817) loss_giou_dn_1: 0.4816 (0.4611) loss_class_dn_2: 0.3787 (0.3863) loss_bbox_dn_2: 0.2601 (0.2613) loss_giou_dn_2: 0.4569 (0.4361) loss_class_dn_3: 0.3758 (0.3798) loss_bbox_dn_3: 0.2568 (0.2578) loss_giou_dn_3: 0.4484 (0.4309) loss_class_dn_4: 0.3737 (0.3774) loss_bbox_dn_4: 0.2527 (0.2569) loss_giou_dn_4: 0.4467 (0.4294) loss_class_hybrid: 0.7380 (0.7455) loss_bbox_hybrid: 0.1834 (0.1896) loss_giou_hybrid: 0.4453 (0.4121) loss_class_0_hybrid: 0.7867 (0.8138) loss_bbox_0_hybrid: 0.1945 (0.1978) loss_giou_0_hybrid: 0.4574 (0.4285) loss_class_1_hybrid: 0.7559 (0.7703) loss_bbox_1_hybrid: 0.1853 (0.1930) loss_giou_1_hybrid: 0.4518 (0.4188) loss_class_2_hybrid: 0.7508 (0.7575) loss_bbox_2_hybrid: 0.1798 (0.1899) loss_giou_2_hybrid: 0.4467 (0.4137) loss_class_3_hybrid: 0.7420 (0.7494) loss_bbox_3_hybrid: 0.1816 (0.1895) loss_giou_3_hybrid: 0.4476 (0.4126) loss_class_4_hybrid: 0.7384 (0.7456) loss_bbox_4_hybrid: 0.1826 (0.1897) loss_giou_4_hybrid: 0.4438 (0.4123) loss_class_enc_hybrid: 0.7782 (0.7802) loss_bbox_enc_hybrid: 0.2192 (0.2365) loss_giou_enc_hybrid: 0.5185 (0.4879) mem: 1024 max mem: 36965 [2024-01-15 17:38:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:39:35 det.util.engine] INFO: Epoch: [8] [1550/11727] eta: 3:05:04 lr: 0.000100 data_time: 0.0030 iter_time: 1.0482 loss: 25.4751 (26.1236) loss_class: 0.7182 (0.7406) loss_bbox: 0.1548 (0.1775) loss_giou: 0.3527 (0.3822) loss_class_0: 0.8744 (0.9120) loss_bbox_0: 0.1687 (0.1776) loss_giou_0: 0.3753 (0.3869) loss_class_1: 0.7597 (0.7965) loss_bbox_1: 0.1535 (0.1784) loss_giou_1: 0.3656 (0.3851) loss_class_2: 0.7407 (0.7661) loss_bbox_2: 0.1552 (0.1766) loss_giou_2: 0.3573 (0.3824) loss_class_3: 0.7346 (0.7501) loss_bbox_3: 0.1584 (0.1768) loss_giou_3: 0.3608 (0.3821) loss_class_4: 0.7081 (0.7416) loss_bbox_4: 0.1556 (0.1773) loss_giou_4: 0.3598 (0.3822) loss_class_enc: 0.8261 (0.8642) loss_bbox_enc: 0.1862 (0.2121) loss_giou_enc: 0.4111 (0.4387) loss_class_dn: 0.3738 (0.3771) loss_bbox_dn: 0.2458 (0.2569) loss_giou_dn: 0.4002 (0.4289) loss_class_dn_0: 0.4659 (0.4725) loss_bbox_dn_0: 0.3521 (0.3598) loss_giou_dn_0: 0.5406 (0.5578) loss_class_dn_1: 0.4020 (0.4070) loss_bbox_dn_1: 0.2671 (0.2817) loss_giou_dn_1: 0.4275 (0.4605) loss_class_dn_2: 0.3844 (0.3860) loss_bbox_dn_2: 0.2475 (0.2612) loss_giou_dn_2: 0.4043 (0.4355) loss_class_dn_3: 0.3771 (0.3795) loss_bbox_dn_3: 0.2461 (0.2578) loss_giou_dn_3: 0.4015 (0.4303) loss_class_dn_4: 0.3741 (0.3771) loss_bbox_dn_4: 0.2458 (0.2569) loss_giou_dn_4: 0.4003 (0.4288) loss_class_hybrid: 0.7068 (0.7445) loss_bbox_hybrid: 0.1788 (0.1894) loss_giou_hybrid: 0.3909 (0.4113) loss_class_0_hybrid: 0.8074 (0.8130) loss_bbox_0_hybrid: 0.1896 (0.1977) loss_giou_0_hybrid: 0.4176 (0.4277) loss_class_1_hybrid: 0.7339 (0.7695) loss_bbox_1_hybrid: 0.1804 (0.1929) loss_giou_1_hybrid: 0.4023 (0.4180) loss_class_2_hybrid: 0.7261 (0.7565) loss_bbox_2_hybrid: 0.1802 (0.1898) loss_giou_2_hybrid: 0.3911 (0.4129) loss_class_3_hybrid: 0.7168 (0.7484) loss_bbox_3_hybrid: 0.1769 (0.1894) loss_giou_3_hybrid: 0.3907 (0.4118) loss_class_4_hybrid: 0.7130 (0.7446) loss_bbox_4_hybrid: 0.1791 (0.1895) loss_giou_4_hybrid: 0.3919 (0.4115) loss_class_enc_hybrid: 0.7462 (0.7797) loss_bbox_enc_hybrid: 0.2213 (0.2363) loss_giou_enc_hybrid: 0.4744 (0.4870) mem: 1027 max mem: 36965 [2024-01-15 17:39:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:40:29 det.util.engine] INFO: Epoch: [8] [1600/11727] eta: 3:04:05 lr: 0.000100 data_time: 0.0028 iter_time: 1.1094 loss: 26.3820 (26.1153) loss_class: 0.7683 (0.7407) loss_bbox: 0.1871 (0.1777) loss_giou: 0.3594 (0.3812) loss_class_0: 0.9316 (0.9120) loss_bbox_0: 0.1803 (0.1780) loss_giou_0: 0.3781 (0.3861) loss_class_1: 0.8301 (0.7966) loss_bbox_1: 0.1784 (0.1786) loss_giou_1: 0.3616 (0.3841) loss_class_2: 0.8132 (0.7665) loss_bbox_2: 0.1823 (0.1768) loss_giou_2: 0.3623 (0.3814) loss_class_3: 0.7929 (0.7504) loss_bbox_3: 0.1801 (0.1769) loss_giou_3: 0.3602 (0.3811) loss_class_4: 0.7865 (0.7420) loss_bbox_4: 0.1895 (0.1774) loss_giou_4: 0.3608 (0.3812) loss_class_enc: 0.8806 (0.8648) loss_bbox_enc: 0.2136 (0.2124) loss_giou_enc: 0.4123 (0.4376) loss_class_dn: 0.3828 (0.3769) loss_bbox_dn: 0.2512 (0.2576) loss_giou_dn: 0.4101 (0.4281) loss_class_dn_0: 0.4797 (0.4726) loss_bbox_dn_0: 0.3674 (0.3608) loss_giou_dn_0: 0.5454 (0.5571) loss_class_dn_1: 0.4114 (0.4070) loss_bbox_dn_1: 0.2838 (0.2825) loss_giou_dn_1: 0.4440 (0.4598) loss_class_dn_2: 0.3937 (0.3859) loss_bbox_dn_2: 0.2556 (0.2619) loss_giou_dn_2: 0.4168 (0.4347) loss_class_dn_3: 0.3849 (0.3794) loss_bbox_dn_3: 0.2524 (0.2585) loss_giou_dn_3: 0.4114 (0.4295) loss_class_dn_4: 0.3795 (0.3770) loss_bbox_dn_4: 0.2513 (0.2576) loss_giou_dn_4: 0.4100 (0.4280) loss_class_hybrid: 0.7718 (0.7449) loss_bbox_hybrid: 0.1940 (0.1895) loss_giou_hybrid: 0.3660 (0.4100) loss_class_0_hybrid: 0.8331 (0.8135) loss_bbox_0_hybrid: 0.2087 (0.1979) loss_giou_0_hybrid: 0.3853 (0.4265) loss_class_1_hybrid: 0.8091 (0.7702) loss_bbox_1_hybrid: 0.1975 (0.1930) loss_giou_1_hybrid: 0.3747 (0.4167) loss_class_2_hybrid: 0.7802 (0.7570) loss_bbox_2_hybrid: 0.1928 (0.1899) loss_giou_2_hybrid: 0.3704 (0.4116) loss_class_3_hybrid: 0.7847 (0.7488) loss_bbox_3_hybrid: 0.1882 (0.1895) loss_giou_3_hybrid: 0.3663 (0.4105) loss_class_4_hybrid: 0.7699 (0.7451) loss_bbox_4_hybrid: 0.1906 (0.1896) loss_giou_4_hybrid: 0.3665 (0.4102) loss_class_enc_hybrid: 0.8254 (0.7806) loss_bbox_enc_hybrid: 0.2318 (0.2364) loss_giou_enc_hybrid: 0.4268 (0.4856) mem: 1029 max mem: 36965 [2024-01-15 17:40:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:41:24 det.util.engine] INFO: Epoch: [8] [1650/11727] eta: 3:03:11 lr: 0.000100 data_time: 0.0029 iter_time: 1.0981 loss: 26.3731 (26.1171) loss_class: 0.7392 (0.7410) loss_bbox: 0.1696 (0.1776) loss_giou: 0.3741 (0.3810) loss_class_0: 0.9059 (0.9125) loss_bbox_0: 0.1688 (0.1779) loss_giou_0: 0.3801 (0.3860) loss_class_1: 0.7979 (0.7967) loss_bbox_1: 0.1709 (0.1786) loss_giou_1: 0.3827 (0.3840) loss_class_2: 0.7768 (0.7667) loss_bbox_2: 0.1715 (0.1767) loss_giou_2: 0.3810 (0.3813) loss_class_3: 0.7766 (0.7507) loss_bbox_3: 0.1642 (0.1768) loss_giou_3: 0.3810 (0.3810) loss_class_4: 0.7625 (0.7423) loss_bbox_4: 0.1677 (0.1774) loss_giou_4: 0.3746 (0.3811) loss_class_enc: 0.8413 (0.8652) loss_bbox_enc: 0.2137 (0.2123) loss_giou_enc: 0.4355 (0.4375) loss_class_dn: 0.3808 (0.3769) loss_bbox_dn: 0.2390 (0.2576) loss_giou_dn: 0.4369 (0.4282) loss_class_dn_0: 0.4780 (0.4726) loss_bbox_dn_0: 0.3478 (0.3609) loss_giou_dn_0: 0.5640 (0.5571) loss_class_dn_1: 0.4129 (0.4069) loss_bbox_dn_1: 0.2562 (0.2825) loss_giou_dn_1: 0.4628 (0.4598) loss_class_dn_2: 0.3931 (0.3859) loss_bbox_dn_2: 0.2415 (0.2619) loss_giou_dn_2: 0.4418 (0.4347) loss_class_dn_3: 0.3851 (0.3794) loss_bbox_dn_3: 0.2396 (0.2584) loss_giou_dn_3: 0.4382 (0.4296) loss_class_dn_4: 0.3805 (0.3770) loss_bbox_dn_4: 0.2391 (0.2576) loss_giou_dn_4: 0.4366 (0.4280) loss_class_hybrid: 0.7537 (0.7451) loss_bbox_hybrid: 0.1702 (0.1895) loss_giou_hybrid: 0.3789 (0.4099) loss_class_0_hybrid: 0.8266 (0.8140) loss_bbox_0_hybrid: 0.1876 (0.1978) loss_giou_0_hybrid: 0.4044 (0.4263) loss_class_1_hybrid: 0.7862 (0.7703) loss_bbox_1_hybrid: 0.1808 (0.1929) loss_giou_1_hybrid: 0.3937 (0.4166) loss_class_2_hybrid: 0.7790 (0.7572) loss_bbox_2_hybrid: 0.1777 (0.1899) loss_giou_2_hybrid: 0.3899 (0.4116) loss_class_3_hybrid: 0.7600 (0.7489) loss_bbox_3_hybrid: 0.1779 (0.1894) loss_giou_3_hybrid: 0.3808 (0.4104) loss_class_4_hybrid: 0.7497 (0.7452) loss_bbox_4_hybrid: 0.1727 (0.1896) loss_giou_4_hybrid: 0.3786 (0.4101) loss_class_enc_hybrid: 0.7974 (0.7811) loss_bbox_enc_hybrid: 0.2261 (0.2364) loss_giou_enc_hybrid: 0.4823 (0.4855) mem: 1021 max mem: 36965 [2024-01-15 17:41:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:42:19 det.util.engine] INFO: Epoch: [8] [1700/11727] eta: 3:02:17 lr: 0.000100 data_time: 0.0030 iter_time: 1.0762 loss: 26.0687 (26.1119) loss_class: 0.7143 (0.7403) loss_bbox: 0.1674 (0.1776) loss_giou: 0.4095 (0.3813) loss_class_0: 0.8961 (0.9118) loss_bbox_0: 0.1635 (0.1778) loss_giou_0: 0.4102 (0.3862) loss_class_1: 0.7860 (0.7962) loss_bbox_1: 0.1642 (0.1785) loss_giou_1: 0.4087 (0.3842) loss_class_2: 0.7633 (0.7663) loss_bbox_2: 0.1592 (0.1766) loss_giou_2: 0.4136 (0.3815) loss_class_3: 0.7400 (0.7499) loss_bbox_3: 0.1661 (0.1768) loss_giou_3: 0.4111 (0.3812) loss_class_4: 0.7110 (0.7416) loss_bbox_4: 0.1638 (0.1773) loss_giou_4: 0.4132 (0.3814) loss_class_enc: 0.8385 (0.8645) loss_bbox_enc: 0.1910 (0.2122) loss_giou_enc: 0.4385 (0.4377) loss_class_dn: 0.3745 (0.3770) loss_bbox_dn: 0.2377 (0.2575) loss_giou_dn: 0.4522 (0.4284) loss_class_dn_0: 0.4697 (0.4725) loss_bbox_dn_0: 0.3364 (0.3606) loss_giou_dn_0: 0.5791 (0.5572) loss_class_dn_1: 0.4026 (0.4069) loss_bbox_dn_1: 0.2594 (0.2824) loss_giou_dn_1: 0.4801 (0.4599) loss_class_dn_2: 0.3807 (0.3860) loss_bbox_dn_2: 0.2402 (0.2618) loss_giou_dn_2: 0.4562 (0.4350) loss_class_dn_3: 0.3773 (0.3795) loss_bbox_dn_3: 0.2375 (0.2583) loss_giou_dn_3: 0.4526 (0.4298) loss_class_dn_4: 0.3754 (0.3770) loss_bbox_dn_4: 0.2376 (0.2575) loss_giou_dn_4: 0.4519 (0.4283) loss_class_hybrid: 0.7248 (0.7448) loss_bbox_hybrid: 0.1802 (0.1894) loss_giou_hybrid: 0.4254 (0.4101) loss_class_0_hybrid: 0.7792 (0.8136) loss_bbox_0_hybrid: 0.1845 (0.1977) loss_giou_0_hybrid: 0.4472 (0.4265) loss_class_1_hybrid: 0.7380 (0.7700) loss_bbox_1_hybrid: 0.1842 (0.1928) loss_giou_1_hybrid: 0.4330 (0.4168) loss_class_2_hybrid: 0.7303 (0.7569) loss_bbox_2_hybrid: 0.1755 (0.1897) loss_giou_2_hybrid: 0.4246 (0.4117) loss_class_3_hybrid: 0.7429 (0.7486) loss_bbox_3_hybrid: 0.1792 (0.1893) loss_giou_3_hybrid: 0.4194 (0.4105) loss_class_4_hybrid: 0.7211 (0.7449) loss_bbox_4_hybrid: 0.1816 (0.1895) loss_giou_4_hybrid: 0.4212 (0.4103) loss_class_enc_hybrid: 0.7407 (0.7807) loss_bbox_enc_hybrid: 0.2176 (0.2362) loss_giou_enc_hybrid: 0.4927 (0.4856) mem: 1024 max mem: 36965 [2024-01-15 17:42:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:43:14 det.util.engine] INFO: Epoch: [8] [1750/11727] eta: 3:01:25 lr: 0.000100 data_time: 0.0030 iter_time: 1.0964 loss: 26.5305 (26.1150) loss_class: 0.7758 (0.7408) loss_bbox: 0.1718 (0.1775) loss_giou: 0.3536 (0.3812) loss_class_0: 0.9340 (0.9120) loss_bbox_0: 0.1734 (0.1777) loss_giou_0: 0.3648 (0.3861) loss_class_1: 0.8203 (0.7969) loss_bbox_1: 0.1763 (0.1784) loss_giou_1: 0.3683 (0.3840) loss_class_2: 0.7722 (0.7664) loss_bbox_2: 0.1745 (0.1765) loss_giou_2: 0.3581 (0.3815) loss_class_3: 0.7445 (0.7505) loss_bbox_3: 0.1725 (0.1767) loss_giou_3: 0.3567 (0.3811) loss_class_4: 0.7657 (0.7422) loss_bbox_4: 0.1691 (0.1772) loss_giou_4: 0.3532 (0.3812) loss_class_enc: 0.8538 (0.8648) loss_bbox_enc: 0.2068 (0.2122) loss_giou_enc: 0.4098 (0.4377) loss_class_dn: 0.3696 (0.3770) loss_bbox_dn: 0.2628 (0.2574) loss_giou_dn: 0.4244 (0.4283) loss_class_dn_0: 0.4659 (0.4727) loss_bbox_dn_0: 0.3636 (0.3607) loss_giou_dn_0: 0.5472 (0.5572) loss_class_dn_1: 0.4091 (0.4069) loss_bbox_dn_1: 0.2846 (0.2824) loss_giou_dn_1: 0.4638 (0.4599) loss_class_dn_2: 0.3826 (0.3860) loss_bbox_dn_2: 0.2676 (0.2618) loss_giou_dn_2: 0.4306 (0.4348) loss_class_dn_3: 0.3735 (0.3795) loss_bbox_dn_3: 0.2629 (0.2583) loss_giou_dn_3: 0.4243 (0.4297) loss_class_dn_4: 0.3693 (0.3770) loss_bbox_dn_4: 0.2628 (0.2574) loss_giou_dn_4: 0.4242 (0.4281) loss_class_hybrid: 0.7670 (0.7451) loss_bbox_hybrid: 0.1782 (0.1893) loss_giou_hybrid: 0.3737 (0.4100) loss_class_0_hybrid: 0.8234 (0.8139) loss_bbox_0_hybrid: 0.1908 (0.1976) loss_giou_0_hybrid: 0.3942 (0.4265) loss_class_1_hybrid: 0.7970 (0.7703) loss_bbox_1_hybrid: 0.1857 (0.1927) loss_giou_1_hybrid: 0.3855 (0.4168) loss_class_2_hybrid: 0.7960 (0.7574) loss_bbox_2_hybrid: 0.1806 (0.1896) loss_giou_2_hybrid: 0.3771 (0.4117) loss_class_3_hybrid: 0.7764 (0.7490) loss_bbox_3_hybrid: 0.1796 (0.1892) loss_giou_3_hybrid: 0.3749 (0.4105) loss_class_4_hybrid: 0.7750 (0.7453) loss_bbox_4_hybrid: 0.1789 (0.1893) loss_giou_4_hybrid: 0.3720 (0.4102) loss_class_enc_hybrid: 0.7850 (0.7810) loss_bbox_enc_hybrid: 0.2270 (0.2362) loss_giou_enc_hybrid: 0.4551 (0.4857) mem: 1022 max mem: 36965 [2024-01-15 17:43:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:44:08 det.util.engine] INFO: Epoch: [8] [1800/11727] eta: 3:00:32 lr: 0.000100 data_time: 0.0027 iter_time: 1.0826 loss: 25.4510 (26.1145) loss_class: 0.6864 (0.7409) loss_bbox: 0.1647 (0.1776) loss_giou: 0.3669 (0.3812) loss_class_0: 0.8740 (0.9120) loss_bbox_0: 0.1673 (0.1776) loss_giou_0: 0.3786 (0.3861) loss_class_1: 0.7474 (0.7966) loss_bbox_1: 0.1665 (0.1784) loss_giou_1: 0.3785 (0.3841) loss_class_2: 0.7041 (0.7665) loss_bbox_2: 0.1641 (0.1766) loss_giou_2: 0.3786 (0.3815) loss_class_3: 0.6930 (0.7506) loss_bbox_3: 0.1662 (0.1768) loss_giou_3: 0.3685 (0.3812) loss_class_4: 0.6822 (0.7422) loss_bbox_4: 0.1658 (0.1773) loss_giou_4: 0.3694 (0.3812) loss_class_enc: 0.8091 (0.8646) loss_bbox_enc: 0.1964 (0.2121) loss_giou_enc: 0.4202 (0.4377) loss_class_dn: 0.3758 (0.3770) loss_bbox_dn: 0.2137 (0.2574) loss_giou_dn: 0.4205 (0.4282) loss_class_dn_0: 0.4770 (0.4728) loss_bbox_dn_0: 0.3171 (0.3607) loss_giou_dn_0: 0.5570 (0.5571) loss_class_dn_1: 0.4051 (0.4070) loss_bbox_dn_1: 0.2407 (0.2824) loss_giou_dn_1: 0.4503 (0.4598) loss_class_dn_2: 0.3863 (0.3861) loss_bbox_dn_2: 0.2166 (0.2618) loss_giou_dn_2: 0.4257 (0.4348) loss_class_dn_3: 0.3785 (0.3795) loss_bbox_dn_3: 0.2150 (0.2583) loss_giou_dn_3: 0.4219 (0.4296) loss_class_dn_4: 0.3740 (0.3771) loss_bbox_dn_4: 0.2138 (0.2574) loss_giou_dn_4: 0.4203 (0.4281) loss_class_hybrid: 0.6962 (0.7450) loss_bbox_hybrid: 0.1771 (0.1893) loss_giou_hybrid: 0.3889 (0.4100) loss_class_0_hybrid: 0.7739 (0.8138) loss_bbox_0_hybrid: 0.1851 (0.1976) loss_giou_0_hybrid: 0.4162 (0.4264) loss_class_1_hybrid: 0.7484 (0.7703) loss_bbox_1_hybrid: 0.1787 (0.1928) loss_giou_1_hybrid: 0.3966 (0.4168) loss_class_2_hybrid: 0.7116 (0.7573) loss_bbox_2_hybrid: 0.1779 (0.1896) loss_giou_2_hybrid: 0.3901 (0.4117) loss_class_3_hybrid: 0.7095 (0.7488) loss_bbox_3_hybrid: 0.1756 (0.1893) loss_giou_3_hybrid: 0.3892 (0.4105) loss_class_4_hybrid: 0.7135 (0.7451) loss_bbox_4_hybrid: 0.1762 (0.1894) loss_giou_4_hybrid: 0.3893 (0.4102) loss_class_enc_hybrid: 0.7501 (0.7809) loss_bbox_enc_hybrid: 0.2222 (0.2362) loss_giou_enc_hybrid: 0.4591 (0.4856) mem: 1024 max mem: 36965 [2024-01-15 17:44:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:45:02 det.util.engine] INFO: Epoch: [8] [1850/11727] eta: 2:59:34 lr: 0.000100 data_time: 0.0029 iter_time: 1.0913 loss: 25.9094 (26.1162) loss_class: 0.7273 (0.7411) loss_bbox: 0.1576 (0.1774) loss_giou: 0.4002 (0.3817) loss_class_0: 0.9080 (0.9120) loss_bbox_0: 0.1558 (0.1774) loss_giou_0: 0.4129 (0.3867) loss_class_1: 0.7479 (0.7967) loss_bbox_1: 0.1608 (0.1782) loss_giou_1: 0.4032 (0.3846) loss_class_2: 0.7216 (0.7665) loss_bbox_2: 0.1549 (0.1764) loss_giou_2: 0.4031 (0.3821) loss_class_3: 0.7346 (0.7507) loss_bbox_3: 0.1603 (0.1766) loss_giou_3: 0.3998 (0.3816) loss_class_4: 0.7366 (0.7424) loss_bbox_4: 0.1590 (0.1770) loss_giou_4: 0.4001 (0.3817) loss_class_enc: 0.8442 (0.8647) loss_bbox_enc: 0.1921 (0.2118) loss_giou_enc: 0.4459 (0.4381) loss_class_dn: 0.3787 (0.3771) loss_bbox_dn: 0.2103 (0.2568) loss_giou_dn: 0.4599 (0.4286) loss_class_dn_0: 0.4691 (0.4727) loss_bbox_dn_0: 0.3190 (0.3600) loss_giou_dn_0: 0.5649 (0.5575) loss_class_dn_1: 0.4039 (0.4070) loss_bbox_dn_1: 0.2399 (0.2817) loss_giou_dn_1: 0.4863 (0.4602) loss_class_dn_2: 0.3875 (0.3861) loss_bbox_dn_2: 0.2163 (0.2611) loss_giou_dn_2: 0.4674 (0.4351) loss_class_dn_3: 0.3816 (0.3796) loss_bbox_dn_3: 0.2121 (0.2577) loss_giou_dn_3: 0.4615 (0.4300) loss_class_dn_4: 0.3787 (0.3771) loss_bbox_dn_4: 0.2103 (0.2568) loss_giou_dn_4: 0.4599 (0.4284) loss_class_hybrid: 0.7127 (0.7448) loss_bbox_hybrid: 0.1726 (0.1890) loss_giou_hybrid: 0.4197 (0.4107) loss_class_0_hybrid: 0.7864 (0.8137) loss_bbox_0_hybrid: 0.1807 (0.1973) loss_giou_0_hybrid: 0.4350 (0.4271) loss_class_1_hybrid: 0.7355 (0.7702) loss_bbox_1_hybrid: 0.1728 (0.1924) loss_giou_1_hybrid: 0.4185 (0.4174) loss_class_2_hybrid: 0.7169 (0.7572) loss_bbox_2_hybrid: 0.1709 (0.1893) loss_giou_2_hybrid: 0.4197 (0.4123) loss_class_3_hybrid: 0.7319 (0.7487) loss_bbox_3_hybrid: 0.1701 (0.1890) loss_giou_3_hybrid: 0.4208 (0.4111) loss_class_4_hybrid: 0.7102 (0.7450) loss_bbox_4_hybrid: 0.1707 (0.1891) loss_giou_4_hybrid: 0.4197 (0.4108) loss_class_enc_hybrid: 0.7559 (0.7806) loss_bbox_enc_hybrid: 0.2101 (0.2358) loss_giou_enc_hybrid: 0.4945 (0.4862) mem: 1024 max mem: 36965 [2024-01-15 17:45:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:45:56 det.util.engine] INFO: Epoch: [8] [1900/11727] eta: 2:58:37 lr: 0.000100 data_time: 0.0028 iter_time: 1.0624 loss: 25.5165 (26.1214) loss_class: 0.7227 (0.7411) loss_bbox: 0.1518 (0.1773) loss_giou: 0.3479 (0.3820) loss_class_0: 0.9002 (0.9120) loss_bbox_0: 0.1524 (0.1773) loss_giou_0: 0.3506 (0.3870) loss_class_1: 0.8014 (0.7967) loss_bbox_1: 0.1626 (0.1782) loss_giou_1: 0.3484 (0.3850) loss_class_2: 0.7746 (0.7664) loss_bbox_2: 0.1540 (0.1764) loss_giou_2: 0.3397 (0.3824) loss_class_3: 0.7449 (0.7506) loss_bbox_3: 0.1518 (0.1765) loss_giou_3: 0.3479 (0.3820) loss_class_4: 0.7344 (0.7425) loss_bbox_4: 0.1535 (0.1770) loss_giou_4: 0.3395 (0.3821) loss_class_enc: 0.8950 (0.8649) loss_bbox_enc: 0.2005 (0.2116) loss_giou_enc: 0.4151 (0.4383) loss_class_dn: 0.3851 (0.3771) loss_bbox_dn: 0.2538 (0.2567) loss_giou_dn: 0.4096 (0.4288) loss_class_dn_0: 0.4755 (0.4728) loss_bbox_dn_0: 0.3591 (0.3598) loss_giou_dn_0: 0.5469 (0.5577) loss_class_dn_1: 0.4143 (0.4071) loss_bbox_dn_1: 0.2779 (0.2817) loss_giou_dn_1: 0.4499 (0.4605) loss_class_dn_2: 0.3914 (0.3862) loss_bbox_dn_2: 0.2639 (0.2611) loss_giou_dn_2: 0.4175 (0.4353) loss_class_dn_3: 0.3874 (0.3796) loss_bbox_dn_3: 0.2544 (0.2576) loss_giou_dn_3: 0.4102 (0.4301) loss_class_dn_4: 0.3850 (0.3772) loss_bbox_dn_4: 0.2538 (0.2567) loss_giou_dn_4: 0.4093 (0.4286) loss_class_hybrid: 0.7455 (0.7448) loss_bbox_hybrid: 0.1785 (0.1890) loss_giou_hybrid: 0.3584 (0.4110) loss_class_0_hybrid: 0.8263 (0.8137) loss_bbox_0_hybrid: 0.1904 (0.1972) loss_giou_0_hybrid: 0.3822 (0.4274) loss_class_1_hybrid: 0.7884 (0.7702) loss_bbox_1_hybrid: 0.1871 (0.1924) loss_giou_1_hybrid: 0.3709 (0.4177) loss_class_2_hybrid: 0.7782 (0.7573) loss_bbox_2_hybrid: 0.1820 (0.1893) loss_giou_2_hybrid: 0.3644 (0.4126) loss_class_3_hybrid: 0.7568 (0.7488) loss_bbox_3_hybrid: 0.1794 (0.1889) loss_giou_3_hybrid: 0.3584 (0.4114) loss_class_4_hybrid: 0.7518 (0.7451) loss_bbox_4_hybrid: 0.1792 (0.1890) loss_giou_4_hybrid: 0.3597 (0.4111) loss_class_enc_hybrid: 0.7961 (0.7805) loss_bbox_enc_hybrid: 0.2233 (0.2357) loss_giou_enc_hybrid: 0.4440 (0.4865) mem: 1037 max mem: 36965 [2024-01-15 17:45:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:46:48 det.util.engine] INFO: Epoch: [8] [1950/11727] eta: 2:57:30 lr: 0.000100 data_time: 0.0029 iter_time: 1.0155 loss: 26.2302 (26.1164) loss_class: 0.7221 (0.7411) loss_bbox: 0.1739 (0.1772) loss_giou: 0.3587 (0.3817) loss_class_0: 0.8549 (0.9114) loss_bbox_0: 0.1734 (0.1773) loss_giou_0: 0.3689 (0.3868) loss_class_1: 0.7685 (0.7964) loss_bbox_1: 0.1768 (0.1781) loss_giou_1: 0.3579 (0.3848) loss_class_2: 0.7278 (0.7664) loss_bbox_2: 0.1694 (0.1763) loss_giou_2: 0.3527 (0.3822) loss_class_3: 0.7281 (0.7505) loss_bbox_3: 0.1700 (0.1764) loss_giou_3: 0.3560 (0.3818) loss_class_4: 0.7275 (0.7425) loss_bbox_4: 0.1701 (0.1769) loss_giou_4: 0.3596 (0.3818) loss_class_enc: 0.8374 (0.8648) loss_bbox_enc: 0.2213 (0.2116) loss_giou_enc: 0.4250 (0.4381) loss_class_dn: 0.3797 (0.3772) loss_bbox_dn: 0.2618 (0.2567) loss_giou_dn: 0.4197 (0.4286) loss_class_dn_0: 0.4728 (0.4729) loss_bbox_dn_0: 0.3558 (0.3598) loss_giou_dn_0: 0.5454 (0.5575) loss_class_dn_1: 0.4025 (0.4071) loss_bbox_dn_1: 0.2871 (0.2817) loss_giou_dn_1: 0.4511 (0.4604) loss_class_dn_2: 0.3851 (0.3862) loss_bbox_dn_2: 0.2688 (0.2611) loss_giou_dn_2: 0.4267 (0.4352) loss_class_dn_3: 0.3798 (0.3797) loss_bbox_dn_3: 0.2634 (0.2576) loss_giou_dn_3: 0.4210 (0.4300) loss_class_dn_4: 0.3783 (0.3772) loss_bbox_dn_4: 0.2617 (0.2567) loss_giou_dn_4: 0.4193 (0.4285) loss_class_hybrid: 0.7410 (0.7450) loss_bbox_hybrid: 0.1919 (0.1890) loss_giou_hybrid: 0.3764 (0.4106) loss_class_0_hybrid: 0.7578 (0.8137) loss_bbox_0_hybrid: 0.2073 (0.1973) loss_giou_0_hybrid: 0.3967 (0.4270) loss_class_1_hybrid: 0.7389 (0.7704) loss_bbox_1_hybrid: 0.1969 (0.1924) loss_giou_1_hybrid: 0.3822 (0.4173) loss_class_2_hybrid: 0.7316 (0.7573) loss_bbox_2_hybrid: 0.1947 (0.1893) loss_giou_2_hybrid: 0.3789 (0.4123) loss_class_3_hybrid: 0.7167 (0.7489) loss_bbox_3_hybrid: 0.1943 (0.1889) loss_giou_3_hybrid: 0.3801 (0.4110) loss_class_4_hybrid: 0.7380 (0.7453) loss_bbox_4_hybrid: 0.1907 (0.1890) loss_giou_4_hybrid: 0.3793 (0.4108) loss_class_enc_hybrid: 0.7646 (0.7808) loss_bbox_enc_hybrid: 0.2480 (0.2357) loss_giou_enc_hybrid: 0.4520 (0.4862) mem: 1021 max mem: 36965 [2024-01-15 17:46:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:47:42 det.util.engine] INFO: Epoch: [8] [2000/11727] eta: 2:56:30 lr: 0.000100 data_time: 0.0029 iter_time: 1.0575 loss: 25.6903 (26.1209) loss_class: 0.6976 (0.7410) loss_bbox: 0.1678 (0.1775) loss_giou: 0.3641 (0.3817) loss_class_0: 0.8952 (0.9115) loss_bbox_0: 0.1675 (0.1775) loss_giou_0: 0.3577 (0.3868) loss_class_1: 0.7787 (0.7961) loss_bbox_1: 0.1658 (0.1783) loss_giou_1: 0.3595 (0.3848) loss_class_2: 0.7473 (0.7664) loss_bbox_2: 0.1609 (0.1764) loss_giou_2: 0.3560 (0.3822) loss_class_3: 0.7206 (0.7504) loss_bbox_3: 0.1655 (0.1767) loss_giou_3: 0.3627 (0.3818) loss_class_4: 0.7203 (0.7424) loss_bbox_4: 0.1679 (0.1771) loss_giou_4: 0.3600 (0.3818) loss_class_enc: 0.8445 (0.8649) loss_bbox_enc: 0.2082 (0.2118) loss_giou_enc: 0.3898 (0.4380) loss_class_dn: 0.3795 (0.3772) loss_bbox_dn: 0.2476 (0.2569) loss_giou_dn: 0.4018 (0.4285) loss_class_dn_0: 0.4718 (0.4730) loss_bbox_dn_0: 0.3463 (0.3602) loss_giou_dn_0: 0.5365 (0.5575) loss_class_dn_1: 0.4092 (0.4072) loss_bbox_dn_1: 0.2764 (0.2820) loss_giou_dn_1: 0.4366 (0.4603) loss_class_dn_2: 0.3879 (0.3862) loss_bbox_dn_2: 0.2521 (0.2613) loss_giou_dn_2: 0.4054 (0.4351) loss_class_dn_3: 0.3827 (0.3797) loss_bbox_dn_3: 0.2473 (0.2578) loss_giou_dn_3: 0.4009 (0.4299) loss_class_dn_4: 0.3793 (0.3773) loss_bbox_dn_4: 0.2478 (0.2569) loss_giou_dn_4: 0.4014 (0.4284) loss_class_hybrid: 0.7133 (0.7450) loss_bbox_hybrid: 0.1842 (0.1892) loss_giou_hybrid: 0.3729 (0.4106) loss_class_0_hybrid: 0.8011 (0.8139) loss_bbox_0_hybrid: 0.1843 (0.1975) loss_giou_0_hybrid: 0.3905 (0.4269) loss_class_1_hybrid: 0.7557 (0.7705) loss_bbox_1_hybrid: 0.1845 (0.1927) loss_giou_1_hybrid: 0.3818 (0.4172) loss_class_2_hybrid: 0.7408 (0.7575) loss_bbox_2_hybrid: 0.1830 (0.1895) loss_giou_2_hybrid: 0.3747 (0.4122) loss_class_3_hybrid: 0.7215 (0.7490) loss_bbox_3_hybrid: 0.1828 (0.1892) loss_giou_3_hybrid: 0.3718 (0.4110) loss_class_4_hybrid: 0.7300 (0.7453) loss_bbox_4_hybrid: 0.1831 (0.1893) loss_giou_4_hybrid: 0.3720 (0.4108) loss_class_enc_hybrid: 0.7775 (0.7810) loss_bbox_enc_hybrid: 0.2236 (0.2359) loss_giou_enc_hybrid: 0.4595 (0.4860) mem: 1036 max mem: 36965 [2024-01-15 17:47:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:48:35 det.util.engine] INFO: Epoch: [8] [2050/11727] eta: 2:55:30 lr: 0.000100 data_time: 0.0032 iter_time: 1.0654 loss: 25.8304 (26.1249) loss_class: 0.7233 (0.7413) loss_bbox: 0.1663 (0.1775) loss_giou: 0.4074 (0.3816) loss_class_0: 0.8974 (0.9118) loss_bbox_0: 0.1646 (0.1776) loss_giou_0: 0.3961 (0.3868) loss_class_1: 0.7659 (0.7964) loss_bbox_1: 0.1644 (0.1784) loss_giou_1: 0.4069 (0.3848) loss_class_2: 0.7695 (0.7667) loss_bbox_2: 0.1745 (0.1765) loss_giou_2: 0.4007 (0.3820) loss_class_3: 0.7421 (0.7508) loss_bbox_3: 0.1773 (0.1768) loss_giou_3: 0.4025 (0.3816) loss_class_4: 0.7338 (0.7428) loss_bbox_4: 0.1663 (0.1772) loss_giou_4: 0.4049 (0.3816) loss_class_enc: 0.8598 (0.8652) loss_bbox_enc: 0.1877 (0.2119) loss_giou_enc: 0.4501 (0.4378) loss_class_dn: 0.3700 (0.3772) loss_bbox_dn: 0.2494 (0.2570) loss_giou_dn: 0.4160 (0.4284) loss_class_dn_0: 0.4686 (0.4729) loss_bbox_dn_0: 0.3495 (0.3605) loss_giou_dn_0: 0.5513 (0.5575) loss_class_dn_1: 0.4056 (0.4072) loss_bbox_dn_1: 0.2697 (0.2822) loss_giou_dn_1: 0.4579 (0.4601) loss_class_dn_2: 0.3821 (0.3862) loss_bbox_dn_2: 0.2507 (0.2614) loss_giou_dn_2: 0.4230 (0.4350) loss_class_dn_3: 0.3746 (0.3797) loss_bbox_dn_3: 0.2502 (0.2579) loss_giou_dn_3: 0.4191 (0.4298) loss_class_dn_4: 0.3711 (0.3773) loss_bbox_dn_4: 0.2495 (0.2570) loss_giou_dn_4: 0.4163 (0.4283) loss_class_hybrid: 0.7444 (0.7453) loss_bbox_hybrid: 0.1887 (0.1893) loss_giou_hybrid: 0.4201 (0.4105) loss_class_0_hybrid: 0.8065 (0.8142) loss_bbox_0_hybrid: 0.1928 (0.1977) loss_giou_0_hybrid: 0.4303 (0.4268) loss_class_1_hybrid: 0.7800 (0.7708) loss_bbox_1_hybrid: 0.1905 (0.1928) loss_giou_1_hybrid: 0.4275 (0.4171) loss_class_2_hybrid: 0.7771 (0.7578) loss_bbox_2_hybrid: 0.1924 (0.1896) loss_giou_2_hybrid: 0.4195 (0.4120) loss_class_3_hybrid: 0.7590 (0.7493) loss_bbox_3_hybrid: 0.1900 (0.1893) loss_giou_3_hybrid: 0.4218 (0.4109) loss_class_4_hybrid: 0.7611 (0.7456) loss_bbox_4_hybrid: 0.1905 (0.1894) loss_giou_4_hybrid: 0.4193 (0.4106) loss_class_enc_hybrid: 0.7459 (0.7811) loss_bbox_enc_hybrid: 0.2295 (0.2361) loss_giou_enc_hybrid: 0.4947 (0.4858) mem: 1017 max mem: 36965 [2024-01-15 17:48:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:49:29 det.util.engine] INFO: Epoch: [8] [2100/11727] eta: 2:54:34 lr: 0.000100 data_time: 0.0030 iter_time: 1.0848 loss: 26.6119 (26.1249) loss_class: 0.7715 (0.7414) loss_bbox: 0.1761 (0.1774) loss_giou: 0.3786 (0.3815) loss_class_0: 0.9057 (0.9117) loss_bbox_0: 0.1781 (0.1776) loss_giou_0: 0.3845 (0.3867) loss_class_1: 0.8137 (0.7965) loss_bbox_1: 0.1726 (0.1784) loss_giou_1: 0.3816 (0.3847) loss_class_2: 0.7870 (0.7670) loss_bbox_2: 0.1751 (0.1764) loss_giou_2: 0.3812 (0.3819) loss_class_3: 0.7931 (0.7509) loss_bbox_3: 0.1754 (0.1767) loss_giou_3: 0.3856 (0.3815) loss_class_4: 0.7742 (0.7430) loss_bbox_4: 0.1761 (0.1771) loss_giou_4: 0.3850 (0.3815) loss_class_enc: 0.8679 (0.8651) loss_bbox_enc: 0.2079 (0.2119) loss_giou_enc: 0.4328 (0.4377) loss_class_dn: 0.3864 (0.3773) loss_bbox_dn: 0.2737 (0.2570) loss_giou_dn: 0.4338 (0.4285) loss_class_dn_0: 0.4802 (0.4729) loss_bbox_dn_0: 0.3691 (0.3605) loss_giou_dn_0: 0.5744 (0.5575) loss_class_dn_1: 0.4195 (0.4072) loss_bbox_dn_1: 0.2964 (0.2822) loss_giou_dn_1: 0.4732 (0.4602) loss_class_dn_2: 0.4006 (0.3863) loss_bbox_dn_2: 0.2730 (0.2614) loss_giou_dn_2: 0.4413 (0.4351) loss_class_dn_3: 0.3898 (0.3798) loss_bbox_dn_3: 0.2726 (0.2579) loss_giou_dn_3: 0.4359 (0.4299) loss_class_dn_4: 0.3854 (0.3773) loss_bbox_dn_4: 0.2737 (0.2570) loss_giou_dn_4: 0.4333 (0.4283) loss_class_hybrid: 0.7678 (0.7455) loss_bbox_hybrid: 0.1892 (0.1893) loss_giou_hybrid: 0.3903 (0.4103) loss_class_0_hybrid: 0.8194 (0.8143) loss_bbox_0_hybrid: 0.2047 (0.1977) loss_giou_0_hybrid: 0.4157 (0.4267) loss_class_1_hybrid: 0.7963 (0.7710) loss_bbox_1_hybrid: 0.1960 (0.1928) loss_giou_1_hybrid: 0.3964 (0.4170) loss_class_2_hybrid: 0.7646 (0.7580) loss_bbox_2_hybrid: 0.1917 (0.1896) loss_giou_2_hybrid: 0.3937 (0.4119) loss_class_3_hybrid: 0.7609 (0.7495) loss_bbox_3_hybrid: 0.1900 (0.1892) loss_giou_3_hybrid: 0.3903 (0.4107) loss_class_4_hybrid: 0.7652 (0.7459) loss_bbox_4_hybrid: 0.1891 (0.1893) loss_giou_4_hybrid: 0.3895 (0.4105) loss_class_enc_hybrid: 0.7920 (0.7811) loss_bbox_enc_hybrid: 0.2425 (0.2361) loss_giou_enc_hybrid: 0.4847 (0.4856) mem: 1025 max mem: 36965 [2024-01-15 17:49:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:50:23 det.util.engine] INFO: Epoch: [8] [2150/11727] eta: 2:53:35 lr: 0.000100 data_time: 0.0028 iter_time: 1.0554 loss: 26.2289 (26.1325) loss_class: 0.7446 (0.7419) loss_bbox: 0.1525 (0.1772) loss_giou: 0.3809 (0.3818) loss_class_0: 0.8950 (0.9120) loss_bbox_0: 0.1713 (0.1774) loss_giou_0: 0.4088 (0.3871) loss_class_1: 0.7753 (0.7967) loss_bbox_1: 0.1708 (0.1783) loss_giou_1: 0.3904 (0.3851) loss_class_2: 0.7469 (0.7675) loss_bbox_2: 0.1591 (0.1762) loss_giou_2: 0.3768 (0.3822) loss_class_3: 0.7307 (0.7514) loss_bbox_3: 0.1582 (0.1765) loss_giou_3: 0.3780 (0.3818) loss_class_4: 0.7515 (0.7436) loss_bbox_4: 0.1498 (0.1769) loss_giou_4: 0.3778 (0.3818) loss_class_enc: 0.8500 (0.8653) loss_bbox_enc: 0.2107 (0.2116) loss_giou_enc: 0.4478 (0.4380) loss_class_dn: 0.3847 (0.3774) loss_bbox_dn: 0.2543 (0.2568) loss_giou_dn: 0.4421 (0.4287) loss_class_dn_0: 0.4717 (0.4730) loss_bbox_dn_0: 0.3616 (0.3600) loss_giou_dn_0: 0.5680 (0.5575) loss_class_dn_1: 0.4095 (0.4073) loss_bbox_dn_1: 0.2942 (0.2819) loss_giou_dn_1: 0.4691 (0.4603) loss_class_dn_2: 0.3985 (0.3864) loss_bbox_dn_2: 0.2639 (0.2612) loss_giou_dn_2: 0.4480 (0.4353) loss_class_dn_3: 0.3885 (0.3799) loss_bbox_dn_3: 0.2557 (0.2577) loss_giou_dn_3: 0.4416 (0.4301) loss_class_dn_4: 0.3863 (0.3774) loss_bbox_dn_4: 0.2543 (0.2568) loss_giou_dn_4: 0.4419 (0.4286) loss_class_hybrid: 0.7398 (0.7458) loss_bbox_hybrid: 0.1827 (0.1892) loss_giou_hybrid: 0.4099 (0.4107) loss_class_0_hybrid: 0.7731 (0.8145) loss_bbox_0_hybrid: 0.1793 (0.1976) loss_giou_0_hybrid: 0.4395 (0.4271) loss_class_1_hybrid: 0.7495 (0.7712) loss_bbox_1_hybrid: 0.1833 (0.1927) loss_giou_1_hybrid: 0.4193 (0.4174) loss_class_2_hybrid: 0.7403 (0.7583) loss_bbox_2_hybrid: 0.1782 (0.1895) loss_giou_2_hybrid: 0.4106 (0.4123) loss_class_3_hybrid: 0.7265 (0.7498) loss_bbox_3_hybrid: 0.1844 (0.1891) loss_giou_3_hybrid: 0.4120 (0.4111) loss_class_4_hybrid: 0.7469 (0.7462) loss_bbox_4_hybrid: 0.1829 (0.1892) loss_giou_4_hybrid: 0.4100 (0.4109) loss_class_enc_hybrid: 0.7539 (0.7812) loss_bbox_enc_hybrid: 0.2182 (0.2359) loss_giou_enc_hybrid: 0.5049 (0.4861) mem: 1015 max mem: 36965 [2024-01-15 17:50:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:51:17 det.util.engine] INFO: Epoch: [8] [2200/11727] eta: 2:52:40 lr: 0.000100 data_time: 0.0028 iter_time: 1.0655 loss: 26.3685 (26.1359) loss_class: 0.7339 (0.7417) loss_bbox: 0.1749 (0.1772) loss_giou: 0.3935 (0.3823) loss_class_0: 0.8842 (0.9116) loss_bbox_0: 0.1768 (0.1773) loss_giou_0: 0.3839 (0.3876) loss_class_1: 0.7943 (0.7963) loss_bbox_1: 0.1789 (0.1782) loss_giou_1: 0.3861 (0.3857) loss_class_2: 0.7624 (0.7673) loss_bbox_2: 0.1717 (0.1761) loss_giou_2: 0.3785 (0.3827) loss_class_3: 0.7559 (0.7513) loss_bbox_3: 0.1812 (0.1764) loss_giou_3: 0.3923 (0.3823) loss_class_4: 0.7403 (0.7435) loss_bbox_4: 0.1732 (0.1768) loss_giou_4: 0.3937 (0.3824) loss_class_enc: 0.8314 (0.8652) loss_bbox_enc: 0.1981 (0.2113) loss_giou_enc: 0.4324 (0.4384) loss_class_dn: 0.3752 (0.3775) loss_bbox_dn: 0.2419 (0.2566) loss_giou_dn: 0.4338 (0.4290) loss_class_dn_0: 0.4829 (0.4731) loss_bbox_dn_0: 0.3382 (0.3598) loss_giou_dn_0: 0.5630 (0.5578) loss_class_dn_1: 0.4062 (0.4073) loss_bbox_dn_1: 0.2713 (0.2816) loss_giou_dn_1: 0.4647 (0.4607) loss_class_dn_2: 0.3889 (0.3864) loss_bbox_dn_2: 0.2455 (0.2609) loss_giou_dn_2: 0.4403 (0.4356) loss_class_dn_3: 0.3773 (0.3799) loss_bbox_dn_3: 0.2420 (0.2575) loss_giou_dn_3: 0.4353 (0.4304) loss_class_dn_4: 0.3781 (0.3775) loss_bbox_dn_4: 0.2418 (0.2566) loss_giou_dn_4: 0.4340 (0.4289) loss_class_hybrid: 0.7049 (0.7454) loss_bbox_hybrid: 0.1910 (0.1892) loss_giou_hybrid: 0.4156 (0.4114) loss_class_0_hybrid: 0.7561 (0.8139) loss_bbox_0_hybrid: 0.1994 (0.1975) loss_giou_0_hybrid: 0.4290 (0.4277) loss_class_1_hybrid: 0.7353 (0.7709) loss_bbox_1_hybrid: 0.1927 (0.1927) loss_giou_1_hybrid: 0.4203 (0.4180) loss_class_2_hybrid: 0.7201 (0.7579) loss_bbox_2_hybrid: 0.1903 (0.1895) loss_giou_2_hybrid: 0.4123 (0.4129) loss_class_3_hybrid: 0.7068 (0.7494) loss_bbox_3_hybrid: 0.1916 (0.1891) loss_giou_3_hybrid: 0.4146 (0.4117) loss_class_4_hybrid: 0.7004 (0.7459) loss_bbox_4_hybrid: 0.1916 (0.1892) loss_giou_4_hybrid: 0.4160 (0.4115) loss_class_enc_hybrid: 0.7323 (0.7809) loss_bbox_enc_hybrid: 0.2359 (0.2357) loss_giou_enc_hybrid: 0.4717 (0.4867) mem: 1025 max mem: 36965 [2024-01-15 17:51:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:52:10 det.util.engine] INFO: Epoch: [8] [2250/11727] eta: 2:51:42 lr: 0.000100 data_time: 0.0029 iter_time: 1.0570 loss: 26.3959 (26.1394) loss_class: 0.7701 (0.7421) loss_bbox: 0.1914 (0.1773) loss_giou: 0.3729 (0.3820) loss_class_0: 0.9439 (0.9119) loss_bbox_0: 0.1888 (0.1774) loss_giou_0: 0.3876 (0.3872) loss_class_1: 0.8027 (0.7964) loss_bbox_1: 0.1948 (0.1784) loss_giou_1: 0.3697 (0.3854) loss_class_2: 0.7858 (0.7676) loss_bbox_2: 0.1785 (0.1763) loss_giou_2: 0.3862 (0.3824) loss_class_3: 0.7651 (0.7516) loss_bbox_3: 0.1863 (0.1766) loss_giou_3: 0.3773 (0.3820) loss_class_4: 0.7622 (0.7438) loss_bbox_4: 0.1869 (0.1770) loss_giou_4: 0.3727 (0.3820) loss_class_enc: 0.8621 (0.8654) loss_bbox_enc: 0.2231 (0.2116) loss_giou_enc: 0.4382 (0.4382) loss_class_dn: 0.3747 (0.3775) loss_bbox_dn: 0.2634 (0.2570) loss_giou_dn: 0.4048 (0.4288) loss_class_dn_0: 0.4747 (0.4732) loss_bbox_dn_0: 0.3718 (0.3603) loss_giou_dn_0: 0.5578 (0.5576) loss_class_dn_1: 0.4087 (0.4073) loss_bbox_dn_1: 0.2698 (0.2821) loss_giou_dn_1: 0.4499 (0.4604) loss_class_dn_2: 0.3822 (0.3864) loss_bbox_dn_2: 0.2676 (0.2613) loss_giou_dn_2: 0.4127 (0.4353) loss_class_dn_3: 0.3780 (0.3799) loss_bbox_dn_3: 0.2642 (0.2579) loss_giou_dn_3: 0.4063 (0.4302) loss_class_dn_4: 0.3721 (0.3775) loss_bbox_dn_4: 0.2636 (0.2570) loss_giou_dn_4: 0.4049 (0.4287) loss_class_hybrid: 0.7519 (0.7459) loss_bbox_hybrid: 0.1911 (0.1893) loss_giou_hybrid: 0.3984 (0.4109) loss_class_0_hybrid: 0.8232 (0.8144) loss_bbox_0_hybrid: 0.2003 (0.1977) loss_giou_0_hybrid: 0.4251 (0.4273) loss_class_1_hybrid: 0.7685 (0.7713) loss_bbox_1_hybrid: 0.2008 (0.1928) loss_giou_1_hybrid: 0.4152 (0.4176) loss_class_2_hybrid: 0.7496 (0.7582) loss_bbox_2_hybrid: 0.1878 (0.1896) loss_giou_2_hybrid: 0.4146 (0.4125) loss_class_3_hybrid: 0.7606 (0.7499) loss_bbox_3_hybrid: 0.1909 (0.1893) loss_giou_3_hybrid: 0.3971 (0.4113) loss_class_4_hybrid: 0.7505 (0.7463) loss_bbox_4_hybrid: 0.1912 (0.1894) loss_giou_4_hybrid: 0.3927 (0.4111) loss_class_enc_hybrid: 0.7892 (0.7811) loss_bbox_enc_hybrid: 0.2508 (0.2361) loss_giou_enc_hybrid: 0.4845 (0.4864) mem: 1032 max mem: 36965 [2024-01-15 17:52:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:53:04 det.util.engine] INFO: Epoch: [8] [2300/11727] eta: 2:50:45 lr: 0.000100 data_time: 0.0036 iter_time: 1.1056 loss: 26.5704 (26.1473) loss_class: 0.7652 (0.7427) loss_bbox: 0.1797 (0.1773) loss_giou: 0.3841 (0.3820) loss_class_0: 0.9623 (0.9126) loss_bbox_0: 0.1665 (0.1773) loss_giou_0: 0.3832 (0.3871) loss_class_1: 0.8412 (0.7968) loss_bbox_1: 0.1727 (0.1783) loss_giou_1: 0.3870 (0.3853) loss_class_2: 0.8041 (0.7679) loss_bbox_2: 0.1744 (0.1762) loss_giou_2: 0.3802 (0.3824) loss_class_3: 0.8004 (0.7522) loss_bbox_3: 0.1726 (0.1765) loss_giou_3: 0.3784 (0.3820) loss_class_4: 0.7709 (0.7443) loss_bbox_4: 0.1789 (0.1769) loss_giou_4: 0.3819 (0.3820) loss_class_enc: 0.8809 (0.8657) loss_bbox_enc: 0.2081 (0.2115) loss_giou_enc: 0.4229 (0.4381) loss_class_dn: 0.3877 (0.3776) loss_bbox_dn: 0.2476 (0.2572) loss_giou_dn: 0.4235 (0.4289) loss_class_dn_0: 0.4736 (0.4733) loss_bbox_dn_0: 0.3552 (0.3604) loss_giou_dn_0: 0.5482 (0.5576) loss_class_dn_1: 0.4146 (0.4074) loss_bbox_dn_1: 0.2807 (0.2823) loss_giou_dn_1: 0.4503 (0.4605) loss_class_dn_2: 0.3968 (0.3865) loss_bbox_dn_2: 0.2526 (0.2615) loss_giou_dn_2: 0.4306 (0.4355) loss_class_dn_3: 0.3895 (0.3800) loss_bbox_dn_3: 0.2503 (0.2581) loss_giou_dn_3: 0.4242 (0.4303) loss_class_dn_4: 0.3874 (0.3776) loss_bbox_dn_4: 0.2476 (0.2572) loss_giou_dn_4: 0.4226 (0.4288) loss_class_hybrid: 0.7785 (0.7465) loss_bbox_hybrid: 0.1671 (0.1892) loss_giou_hybrid: 0.3935 (0.4109) loss_class_0_hybrid: 0.8526 (0.8151) loss_bbox_0_hybrid: 0.1767 (0.1976) loss_giou_0_hybrid: 0.4099 (0.4272) loss_class_1_hybrid: 0.7948 (0.7718) loss_bbox_1_hybrid: 0.1742 (0.1927) loss_giou_1_hybrid: 0.4010 (0.4176) loss_class_2_hybrid: 0.8018 (0.7588) loss_bbox_2_hybrid: 0.1711 (0.1895) loss_giou_2_hybrid: 0.3946 (0.4125) loss_class_3_hybrid: 0.7892 (0.7504) loss_bbox_3_hybrid: 0.1705 (0.1891) loss_giou_3_hybrid: 0.3925 (0.4113) loss_class_4_hybrid: 0.7881 (0.7469) loss_bbox_4_hybrid: 0.1689 (0.1893) loss_giou_4_hybrid: 0.3925 (0.4111) loss_class_enc_hybrid: 0.8166 (0.7816) loss_bbox_enc_hybrid: 0.2259 (0.2360) loss_giou_enc_hybrid: 0.4497 (0.4863) mem: 1028 max mem: 36965 [2024-01-15 17:53:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:53:58 det.util.engine] INFO: Epoch: [8] [2350/11727] eta: 2:49:49 lr: 0.000100 data_time: 0.0029 iter_time: 1.0609 loss: 25.7508 (26.1443) loss_class: 0.7612 (0.7425) loss_bbox: 0.1643 (0.1773) loss_giou: 0.3401 (0.3819) loss_class_0: 0.9332 (0.9124) loss_bbox_0: 0.1676 (0.1773) loss_giou_0: 0.3426 (0.3871) loss_class_1: 0.8240 (0.7966) loss_bbox_1: 0.1726 (0.1783) loss_giou_1: 0.3388 (0.3853) loss_class_2: 0.7890 (0.7678) loss_bbox_2: 0.1686 (0.1762) loss_giou_2: 0.3302 (0.3823) loss_class_3: 0.7697 (0.7520) loss_bbox_3: 0.1660 (0.1765) loss_giou_3: 0.3395 (0.3819) loss_class_4: 0.7665 (0.7441) loss_bbox_4: 0.1643 (0.1769) loss_giou_4: 0.3285 (0.3820) loss_class_enc: 0.8891 (0.8656) loss_bbox_enc: 0.2024 (0.2116) loss_giou_enc: 0.3966 (0.4381) loss_class_dn: 0.3711 (0.3775) loss_bbox_dn: 0.2531 (0.2573) loss_giou_dn: 0.4048 (0.4289) loss_class_dn_0: 0.4766 (0.4732) loss_bbox_dn_0: 0.3501 (0.3605) loss_giou_dn_0: 0.5337 (0.5576) loss_class_dn_1: 0.4045 (0.4073) loss_bbox_dn_1: 0.2801 (0.2823) loss_giou_dn_1: 0.4445 (0.4605) loss_class_dn_2: 0.3833 (0.3864) loss_bbox_dn_2: 0.2549 (0.2616) loss_giou_dn_2: 0.4167 (0.4354) loss_class_dn_3: 0.3737 (0.3799) loss_bbox_dn_3: 0.2492 (0.2581) loss_giou_dn_3: 0.4097 (0.4303) loss_class_dn_4: 0.3708 (0.3776) loss_bbox_dn_4: 0.2530 (0.2573) loss_giou_dn_4: 0.4049 (0.4288) loss_class_hybrid: 0.7662 (0.7462) loss_bbox_hybrid: 0.1809 (0.1892) loss_giou_hybrid: 0.3539 (0.4109) loss_class_0_hybrid: 0.8236 (0.8148) loss_bbox_0_hybrid: 0.1877 (0.1976) loss_giou_0_hybrid: 0.3641 (0.4272) loss_class_1_hybrid: 0.7829 (0.7716) loss_bbox_1_hybrid: 0.1862 (0.1927) loss_giou_1_hybrid: 0.3630 (0.4176) loss_class_2_hybrid: 0.7737 (0.7585) loss_bbox_2_hybrid: 0.1836 (0.1895) loss_giou_2_hybrid: 0.3564 (0.4125) loss_class_3_hybrid: 0.7676 (0.7502) loss_bbox_3_hybrid: 0.1844 (0.1891) loss_giou_3_hybrid: 0.3550 (0.4113) loss_class_4_hybrid: 0.7684 (0.7466) loss_bbox_4_hybrid: 0.1853 (0.1893) loss_giou_4_hybrid: 0.3539 (0.4110) loss_class_enc_hybrid: 0.7994 (0.7814) loss_bbox_enc_hybrid: 0.2263 (0.2360) loss_giou_enc_hybrid: 0.4272 (0.4864) mem: 1022 max mem: 36965 [2024-01-15 17:53:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:54:52 det.util.engine] INFO: Epoch: [8] [2400/11727] eta: 2:48:52 lr: 0.000100 data_time: 0.0028 iter_time: 1.0699 loss: 26.2420 (26.1347) loss_class: 0.7264 (0.7423) loss_bbox: 0.1668 (0.1771) loss_giou: 0.3839 (0.3817) loss_class_0: 0.9034 (0.9121) loss_bbox_0: 0.1608 (0.1773) loss_giou_0: 0.3815 (0.3869) loss_class_1: 0.7891 (0.7964) loss_bbox_1: 0.1716 (0.1783) loss_giou_1: 0.3883 (0.3851) loss_class_2: 0.7558 (0.7676) loss_bbox_2: 0.1699 (0.1761) loss_giou_2: 0.3851 (0.3820) loss_class_3: 0.7388 (0.7517) loss_bbox_3: 0.1682 (0.1764) loss_giou_3: 0.3957 (0.3817) loss_class_4: 0.7308 (0.7440) loss_bbox_4: 0.1654 (0.1768) loss_giou_4: 0.3838 (0.3817) loss_class_enc: 0.8650 (0.8655) loss_bbox_enc: 0.2018 (0.2115) loss_giou_enc: 0.4445 (0.4379) loss_class_dn: 0.3837 (0.3774) loss_bbox_dn: 0.2500 (0.2573) loss_giou_dn: 0.4397 (0.4287) loss_class_dn_0: 0.4715 (0.4731) loss_bbox_dn_0: 0.3461 (0.3605) loss_giou_dn_0: 0.5733 (0.5574) loss_class_dn_1: 0.4078 (0.4072) loss_bbox_dn_1: 0.2736 (0.2823) loss_giou_dn_1: 0.4734 (0.4603) loss_class_dn_2: 0.3917 (0.3863) loss_bbox_dn_2: 0.2551 (0.2616) loss_giou_dn_2: 0.4454 (0.4352) loss_class_dn_3: 0.3866 (0.3798) loss_bbox_dn_3: 0.2542 (0.2581) loss_giou_dn_3: 0.4405 (0.4301) loss_class_dn_4: 0.3830 (0.3775) loss_bbox_dn_4: 0.2501 (0.2573) loss_giou_dn_4: 0.4397 (0.4286) loss_class_hybrid: 0.7207 (0.7461) loss_bbox_hybrid: 0.1870 (0.1891) loss_giou_hybrid: 0.4060 (0.4106) loss_class_0_hybrid: 0.8044 (0.8148) loss_bbox_0_hybrid: 0.1880 (0.1975) loss_giou_0_hybrid: 0.4131 (0.4269) loss_class_1_hybrid: 0.7543 (0.7715) loss_bbox_1_hybrid: 0.1871 (0.1926) loss_giou_1_hybrid: 0.4136 (0.4172) loss_class_2_hybrid: 0.7410 (0.7583) loss_bbox_2_hybrid: 0.1879 (0.1894) loss_giou_2_hybrid: 0.4113 (0.4122) loss_class_3_hybrid: 0.7262 (0.7501) loss_bbox_3_hybrid: 0.1867 (0.1890) loss_giou_3_hybrid: 0.4020 (0.4109) loss_class_4_hybrid: 0.7223 (0.7465) loss_bbox_4_hybrid: 0.1877 (0.1891) loss_giou_4_hybrid: 0.4046 (0.4107) loss_class_enc_hybrid: 0.7647 (0.7814) loss_bbox_enc_hybrid: 0.2276 (0.2359) loss_giou_enc_hybrid: 0.4854 (0.4861) mem: 1036 max mem: 36965 [2024-01-15 17:54:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:55:44 det.util.engine] INFO: Epoch: [8] [2450/11727] eta: 2:47:50 lr: 0.000100 data_time: 0.0031 iter_time: 1.0359 loss: 25.4912 (26.1258) loss_class: 0.7357 (0.7419) loss_bbox: 0.1500 (0.1769) loss_giou: 0.4031 (0.3819) loss_class_0: 0.8729 (0.9115) loss_bbox_0: 0.1483 (0.1770) loss_giou_0: 0.4009 (0.3872) loss_class_1: 0.7553 (0.7957) loss_bbox_1: 0.1487 (0.1780) loss_giou_1: 0.4083 (0.3853) loss_class_2: 0.7481 (0.7670) loss_bbox_2: 0.1505 (0.1759) loss_giou_2: 0.3995 (0.3823) loss_class_3: 0.7294 (0.7512) loss_bbox_3: 0.1452 (0.1762) loss_giou_3: 0.3987 (0.3819) loss_class_4: 0.7270 (0.7435) loss_bbox_4: 0.1526 (0.1765) loss_giou_4: 0.4039 (0.3819) loss_class_enc: 0.8252 (0.8655) loss_bbox_enc: 0.1724 (0.2113) loss_giou_enc: 0.4492 (0.4381) loss_class_dn: 0.3817 (0.3774) loss_bbox_dn: 0.2078 (0.2568) loss_giou_dn: 0.4543 (0.4287) loss_class_dn_0: 0.4681 (0.4731) loss_bbox_dn_0: 0.2866 (0.3599) loss_giou_dn_0: 0.5839 (0.5575) loss_class_dn_1: 0.4081 (0.4072) loss_bbox_dn_1: 0.2220 (0.2818) loss_giou_dn_1: 0.4887 (0.4603) loss_class_dn_2: 0.3907 (0.3863) loss_bbox_dn_2: 0.2107 (0.2611) loss_giou_dn_2: 0.4620 (0.4353) loss_class_dn_3: 0.3858 (0.3798) loss_bbox_dn_3: 0.2086 (0.2577) loss_giou_dn_3: 0.4549 (0.4301) loss_class_dn_4: 0.3831 (0.3775) loss_bbox_dn_4: 0.2078 (0.2568) loss_giou_dn_4: 0.4539 (0.4286) loss_class_hybrid: 0.7290 (0.7458) loss_bbox_hybrid: 0.1692 (0.1889) loss_giou_hybrid: 0.4337 (0.4108) loss_class_0_hybrid: 0.7834 (0.8145) loss_bbox_0_hybrid: 0.1754 (0.1972) loss_giou_0_hybrid: 0.4550 (0.4271) loss_class_1_hybrid: 0.7606 (0.7712) loss_bbox_1_hybrid: 0.1650 (0.1923) loss_giou_1_hybrid: 0.4481 (0.4174) loss_class_2_hybrid: 0.7385 (0.7580) loss_bbox_2_hybrid: 0.1680 (0.1892) loss_giou_2_hybrid: 0.4336 (0.4123) loss_class_3_hybrid: 0.7337 (0.7497) loss_bbox_3_hybrid: 0.1664 (0.1888) loss_giou_3_hybrid: 0.4323 (0.4111) loss_class_4_hybrid: 0.7249 (0.7462) loss_bbox_4_hybrid: 0.1652 (0.1889) loss_giou_4_hybrid: 0.4342 (0.4109) loss_class_enc_hybrid: 0.7534 (0.7811) loss_bbox_enc_hybrid: 0.1992 (0.2356) loss_giou_enc_hybrid: 0.5029 (0.4863) mem: 1030 max mem: 36965 [2024-01-15 17:55:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:56:37 det.util.engine] INFO: Epoch: [8] [2500/11727] eta: 2:46:53 lr: 0.000100 data_time: 0.0029 iter_time: 1.0438 loss: 26.1332 (26.1288) loss_class: 0.6828 (0.7419) loss_bbox: 0.1789 (0.1770) loss_giou: 0.3752 (0.3819) loss_class_0: 0.8671 (0.9118) loss_bbox_0: 0.1692 (0.1770) loss_giou_0: 0.3891 (0.3871) loss_class_1: 0.7386 (0.7958) loss_bbox_1: 0.1682 (0.1781) loss_giou_1: 0.3842 (0.3853) loss_class_2: 0.7122 (0.7672) loss_bbox_2: 0.1623 (0.1760) loss_giou_2: 0.3825 (0.3822) loss_class_3: 0.6961 (0.7513) loss_bbox_3: 0.1695 (0.1762) loss_giou_3: 0.3723 (0.3819) loss_class_4: 0.6990 (0.7436) loss_bbox_4: 0.1750 (0.1767) loss_giou_4: 0.3782 (0.3819) loss_class_enc: 0.8199 (0.8654) loss_bbox_enc: 0.2008 (0.2113) loss_giou_enc: 0.4358 (0.4381) loss_class_dn: 0.3749 (0.3774) loss_bbox_dn: 0.2544 (0.2572) loss_giou_dn: 0.4576 (0.4289) loss_class_dn_0: 0.4627 (0.4731) loss_bbox_dn_0: 0.3444 (0.3601) loss_giou_dn_0: 0.5746 (0.5575) loss_class_dn_1: 0.4039 (0.4072) loss_bbox_dn_1: 0.2658 (0.2822) loss_giou_dn_1: 0.4839 (0.4604) loss_class_dn_2: 0.3784 (0.3863) loss_bbox_dn_2: 0.2553 (0.2615) loss_giou_dn_2: 0.4639 (0.4354) loss_class_dn_3: 0.3746 (0.3798) loss_bbox_dn_3: 0.2539 (0.2581) loss_giou_dn_3: 0.4581 (0.4302) loss_class_dn_4: 0.3744 (0.3775) loss_bbox_dn_4: 0.2544 (0.2572) loss_giou_dn_4: 0.4576 (0.4287) loss_class_hybrid: 0.7044 (0.7459) loss_bbox_hybrid: 0.1816 (0.1889) loss_giou_hybrid: 0.3942 (0.4106) loss_class_0_hybrid: 0.7630 (0.8145) loss_bbox_0_hybrid: 0.1808 (0.1972) loss_giou_0_hybrid: 0.4157 (0.4269) loss_class_1_hybrid: 0.7384 (0.7713) loss_bbox_1_hybrid: 0.1831 (0.1923) loss_giou_1_hybrid: 0.3968 (0.4172) loss_class_2_hybrid: 0.7104 (0.7581) loss_bbox_2_hybrid: 0.1821 (0.1892) loss_giou_2_hybrid: 0.3991 (0.4122) loss_class_3_hybrid: 0.7048 (0.7498) loss_bbox_3_hybrid: 0.1815 (0.1888) loss_giou_3_hybrid: 0.3960 (0.4110) loss_class_4_hybrid: 0.6993 (0.7463) loss_bbox_4_hybrid: 0.1807 (0.1889) loss_giou_4_hybrid: 0.3971 (0.4107) loss_class_enc_hybrid: 0.7437 (0.7811) loss_bbox_enc_hybrid: 0.2105 (0.2356) loss_giou_enc_hybrid: 0.4657 (0.4861) mem: 1030 max mem: 36965 [2024-01-15 17:56:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:57:30 det.util.engine] INFO: Epoch: [8] [2550/11727] eta: 2:45:54 lr: 0.000100 data_time: 0.0027 iter_time: 1.0491 loss: 25.2612 (26.1259) loss_class: 0.7547 (0.7419) loss_bbox: 0.1685 (0.1770) loss_giou: 0.3428 (0.3816) loss_class_0: 0.8817 (0.9119) loss_bbox_0: 0.1640 (0.1771) loss_giou_0: 0.3384 (0.3869) loss_class_1: 0.8215 (0.7959) loss_bbox_1: 0.1706 (0.1781) loss_giou_1: 0.3506 (0.3850) loss_class_2: 0.7733 (0.7674) loss_bbox_2: 0.1729 (0.1760) loss_giou_2: 0.3542 (0.3819) loss_class_3: 0.7636 (0.7513) loss_bbox_3: 0.1699 (0.1762) loss_giou_3: 0.3448 (0.3816) loss_class_4: 0.7485 (0.7436) loss_bbox_4: 0.1684 (0.1766) loss_giou_4: 0.3455 (0.3816) loss_class_enc: 0.8552 (0.8654) loss_bbox_enc: 0.2022 (0.2114) loss_giou_enc: 0.3769 (0.4379) loss_class_dn: 0.3760 (0.3774) loss_bbox_dn: 0.2339 (0.2573) loss_giou_dn: 0.4002 (0.4286) loss_class_dn_0: 0.4726 (0.4731) loss_bbox_dn_0: 0.3334 (0.3603) loss_giou_dn_0: 0.5253 (0.5574) loss_class_dn_1: 0.4071 (0.4071) loss_bbox_dn_1: 0.2629 (0.2823) loss_giou_dn_1: 0.4382 (0.4602) loss_class_dn_2: 0.3877 (0.3863) loss_bbox_dn_2: 0.2377 (0.2617) loss_giou_dn_2: 0.4115 (0.4352) loss_class_dn_3: 0.3808 (0.3798) loss_bbox_dn_3: 0.2357 (0.2582) loss_giou_dn_3: 0.4020 (0.4300) loss_class_dn_4: 0.3781 (0.3775) loss_bbox_dn_4: 0.2339 (0.2573) loss_giou_dn_4: 0.4000 (0.4285) loss_class_hybrid: 0.7579 (0.7461) loss_bbox_hybrid: 0.1683 (0.1889) loss_giou_hybrid: 0.3405 (0.4102) loss_class_0_hybrid: 0.8029 (0.8146) loss_bbox_0_hybrid: 0.1892 (0.1972) loss_giou_0_hybrid: 0.3550 (0.4265) loss_class_1_hybrid: 0.7830 (0.7714) loss_bbox_1_hybrid: 0.1795 (0.1923) loss_giou_1_hybrid: 0.3514 (0.4168) loss_class_2_hybrid: 0.7632 (0.7583) loss_bbox_2_hybrid: 0.1737 (0.1892) loss_giou_2_hybrid: 0.3431 (0.4118) loss_class_3_hybrid: 0.7471 (0.7500) loss_bbox_3_hybrid: 0.1722 (0.1888) loss_giou_3_hybrid: 0.3412 (0.4105) loss_class_4_hybrid: 0.7473 (0.7465) loss_bbox_4_hybrid: 0.1711 (0.1889) loss_giou_4_hybrid: 0.3408 (0.4103) loss_class_enc_hybrid: 0.7802 (0.7812) loss_bbox_enc_hybrid: 0.2347 (0.2356) loss_giou_enc_hybrid: 0.4176 (0.4858) mem: 1026 max mem: 36965 [2024-01-15 17:57:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:58:24 det.util.engine] INFO: Epoch: [8] [2600/11727] eta: 2:44:58 lr: 0.000100 data_time: 0.0032 iter_time: 1.0599 loss: 26.7347 (26.1313) loss_class: 0.7909 (0.7421) loss_bbox: 0.1846 (0.1770) loss_giou: 0.3709 (0.3818) loss_class_0: 0.9279 (0.9119) loss_bbox_0: 0.1897 (0.1771) loss_giou_0: 0.3778 (0.3872) loss_class_1: 0.8386 (0.7961) loss_bbox_1: 0.1821 (0.1781) loss_giou_1: 0.3820 (0.3852) loss_class_2: 0.8150 (0.7675) loss_bbox_2: 0.1876 (0.1759) loss_giou_2: 0.3707 (0.3822) loss_class_3: 0.7933 (0.7515) loss_bbox_3: 0.1827 (0.1762) loss_giou_3: 0.3688 (0.3818) loss_class_4: 0.7733 (0.7438) loss_bbox_4: 0.1847 (0.1766) loss_giou_4: 0.3649 (0.3818) loss_class_enc: 0.9034 (0.8653) loss_bbox_enc: 0.2136 (0.2114) loss_giou_enc: 0.4299 (0.4381) loss_class_dn: 0.3790 (0.3774) loss_bbox_dn: 0.2516 (0.2572) loss_giou_dn: 0.4301 (0.4288) loss_class_dn_0: 0.4802 (0.4730) loss_bbox_dn_0: 0.3379 (0.3603) loss_giou_dn_0: 0.5681 (0.5577) loss_class_dn_1: 0.4085 (0.4071) loss_bbox_dn_1: 0.2750 (0.2822) loss_giou_dn_1: 0.4533 (0.4604) loss_class_dn_2: 0.3874 (0.3863) loss_bbox_dn_2: 0.2553 (0.2615) loss_giou_dn_2: 0.4382 (0.4354) loss_class_dn_3: 0.3805 (0.3798) loss_bbox_dn_3: 0.2507 (0.2581) loss_giou_dn_3: 0.4310 (0.4302) loss_class_dn_4: 0.3799 (0.3775) loss_bbox_dn_4: 0.2516 (0.2572) loss_giou_dn_4: 0.4300 (0.4287) loss_class_hybrid: 0.7524 (0.7459) loss_bbox_hybrid: 0.1953 (0.1890) loss_giou_hybrid: 0.4159 (0.4106) loss_class_0_hybrid: 0.8256 (0.8146) loss_bbox_0_hybrid: 0.1986 (0.1973) loss_giou_0_hybrid: 0.4337 (0.4269) loss_class_1_hybrid: 0.7759 (0.7713) loss_bbox_1_hybrid: 0.1905 (0.1924) loss_giou_1_hybrid: 0.4156 (0.4172) loss_class_2_hybrid: 0.7693 (0.7582) loss_bbox_2_hybrid: 0.1885 (0.1893) loss_giou_2_hybrid: 0.4146 (0.4122) loss_class_3_hybrid: 0.7604 (0.7499) loss_bbox_3_hybrid: 0.1911 (0.1889) loss_giou_3_hybrid: 0.4162 (0.4109) loss_class_4_hybrid: 0.7536 (0.7463) loss_bbox_4_hybrid: 0.1959 (0.1890) loss_giou_4_hybrid: 0.4114 (0.4107) loss_class_enc_hybrid: 0.7831 (0.7810) loss_bbox_enc_hybrid: 0.2403 (0.2358) loss_giou_enc_hybrid: 0.4962 (0.4862) mem: 1038 max mem: 36965 [2024-01-15 17:58:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 17:59:20 det.util.engine] INFO: Epoch: [8] [2650/11727] eta: 2:44:10 lr: 0.000100 data_time: 0.0029 iter_time: 1.1764 loss: 25.3764 (26.1225) loss_class: 0.7425 (0.7418) loss_bbox: 0.1691 (0.1769) loss_giou: 0.3835 (0.3819) loss_class_0: 0.8842 (0.9114) loss_bbox_0: 0.1899 (0.1771) loss_giou_0: 0.3892 (0.3872) loss_class_1: 0.7735 (0.7958) loss_bbox_1: 0.1749 (0.1780) loss_giou_1: 0.3801 (0.3853) loss_class_2: 0.7646 (0.7672) loss_bbox_2: 0.1673 (0.1758) loss_giou_2: 0.3791 (0.3822) loss_class_3: 0.7610 (0.7511) loss_bbox_3: 0.1617 (0.1761) loss_giou_3: 0.3741 (0.3819) loss_class_4: 0.7466 (0.7435) loss_bbox_4: 0.1691 (0.1765) loss_giou_4: 0.3807 (0.3818) loss_class_enc: 0.8615 (0.8649) loss_bbox_enc: 0.2076 (0.2113) loss_giou_enc: 0.4255 (0.4382) loss_class_dn: 0.3700 (0.3774) loss_bbox_dn: 0.2539 (0.2569) loss_giou_dn: 0.4402 (0.4288) loss_class_dn_0: 0.4643 (0.4730) loss_bbox_dn_0: 0.3394 (0.3598) loss_giou_dn_0: 0.5424 (0.5576) loss_class_dn_1: 0.4029 (0.4071) loss_bbox_dn_1: 0.2694 (0.2818) loss_giou_dn_1: 0.4627 (0.4604) loss_class_dn_2: 0.3834 (0.3863) loss_bbox_dn_2: 0.2529 (0.2612) loss_giou_dn_2: 0.4423 (0.4353) loss_class_dn_3: 0.3744 (0.3798) loss_bbox_dn_3: 0.2539 (0.2578) loss_giou_dn_3: 0.4407 (0.4302) loss_class_dn_4: 0.3714 (0.3774) loss_bbox_dn_4: 0.2540 (0.2569) loss_giou_dn_4: 0.4399 (0.4287) loss_class_hybrid: 0.7349 (0.7454) loss_bbox_hybrid: 0.1860 (0.1890) loss_giou_hybrid: 0.3992 (0.4107) loss_class_0_hybrid: 0.7876 (0.8140) loss_bbox_0_hybrid: 0.1955 (0.1973) loss_giou_0_hybrid: 0.4173 (0.4271) loss_class_1_hybrid: 0.7526 (0.7709) loss_bbox_1_hybrid: 0.1882 (0.1923) loss_giou_1_hybrid: 0.4053 (0.4173) loss_class_2_hybrid: 0.7332 (0.7576) loss_bbox_2_hybrid: 0.1883 (0.1892) loss_giou_2_hybrid: 0.4012 (0.4123) loss_class_3_hybrid: 0.7311 (0.7493) loss_bbox_3_hybrid: 0.1892 (0.1889) loss_giou_3_hybrid: 0.3973 (0.4110) loss_class_4_hybrid: 0.7389 (0.7457) loss_bbox_4_hybrid: 0.1866 (0.1890) loss_giou_4_hybrid: 0.3998 (0.4108) loss_class_enc_hybrid: 0.7846 (0.7806) loss_bbox_enc_hybrid: 0.2294 (0.2357) loss_giou_enc_hybrid: 0.4792 (0.4863) mem: 1021 max mem: 36965 [2024-01-15 17:59:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:00:14 det.util.engine] INFO: Epoch: [8] [2700/11727] eta: 2:43:15 lr: 0.000100 data_time: 0.0029 iter_time: 1.0669 loss: 25.9719 (26.1227) loss_class: 0.7713 (0.7419) loss_bbox: 0.1701 (0.1768) loss_giou: 0.3576 (0.3819) loss_class_0: 0.9178 (0.9115) loss_bbox_0: 0.1843 (0.1771) loss_giou_0: 0.3605 (0.3873) loss_class_1: 0.7934 (0.7958) loss_bbox_1: 0.1843 (0.1779) loss_giou_1: 0.3637 (0.3853) loss_class_2: 0.8065 (0.7672) loss_bbox_2: 0.1797 (0.1758) loss_giou_2: 0.3564 (0.3823) loss_class_3: 0.7808 (0.7512) loss_bbox_3: 0.1692 (0.1761) loss_giou_3: 0.3580 (0.3819) loss_class_4: 0.7825 (0.7436) loss_bbox_4: 0.1792 (0.1765) loss_giou_4: 0.3596 (0.3819) loss_class_enc: 0.8504 (0.8649) loss_bbox_enc: 0.2103 (0.2113) loss_giou_enc: 0.4168 (0.4383) loss_class_dn: 0.3789 (0.3774) loss_bbox_dn: 0.2724 (0.2569) loss_giou_dn: 0.4205 (0.4289) loss_class_dn_0: 0.4736 (0.4730) loss_bbox_dn_0: 0.3761 (0.3598) loss_giou_dn_0: 0.5420 (0.5576) loss_class_dn_1: 0.4084 (0.4071) loss_bbox_dn_1: 0.3054 (0.2819) loss_giou_dn_1: 0.4441 (0.4604) loss_class_dn_2: 0.3908 (0.3863) loss_bbox_dn_2: 0.2745 (0.2612) loss_giou_dn_2: 0.4256 (0.4354) loss_class_dn_3: 0.3837 (0.3798) loss_bbox_dn_3: 0.2731 (0.2578) loss_giou_dn_3: 0.4201 (0.4302) loss_class_dn_4: 0.3806 (0.3774) loss_bbox_dn_4: 0.2723 (0.2569) loss_giou_dn_4: 0.4203 (0.4287) loss_class_hybrid: 0.7656 (0.7454) loss_bbox_hybrid: 0.1930 (0.1890) loss_giou_hybrid: 0.3637 (0.4107) loss_class_0_hybrid: 0.8127 (0.8139) loss_bbox_0_hybrid: 0.2040 (0.1973) loss_giou_0_hybrid: 0.3744 (0.4270) loss_class_1_hybrid: 0.7901 (0.7708) loss_bbox_1_hybrid: 0.1977 (0.1923) loss_giou_1_hybrid: 0.3654 (0.4173) loss_class_2_hybrid: 0.7808 (0.7576) loss_bbox_2_hybrid: 0.1931 (0.1892) loss_giou_2_hybrid: 0.3633 (0.4123) loss_class_3_hybrid: 0.7648 (0.7493) loss_bbox_3_hybrid: 0.1881 (0.1888) loss_giou_3_hybrid: 0.3646 (0.4110) loss_class_4_hybrid: 0.7641 (0.7457) loss_bbox_4_hybrid: 0.1911 (0.1890) loss_giou_4_hybrid: 0.3625 (0.4108) loss_class_enc_hybrid: 0.7868 (0.7805) loss_bbox_enc_hybrid: 0.2327 (0.2356) loss_giou_enc_hybrid: 0.4387 (0.4863) mem: 1020 max mem: 36965 [2024-01-15 18:00:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:01:08 det.util.engine] INFO: Epoch: [8] [2750/11727] eta: 2:42:21 lr: 0.000100 data_time: 0.0029 iter_time: 1.0627 loss: 25.9556 (26.1184) loss_class: 0.7000 (0.7416) loss_bbox: 0.1700 (0.1768) loss_giou: 0.3967 (0.3821) loss_class_0: 0.8530 (0.9113) loss_bbox_0: 0.1653 (0.1770) loss_giou_0: 0.3860 (0.3873) loss_class_1: 0.7581 (0.7955) loss_bbox_1: 0.1697 (0.1779) loss_giou_1: 0.3895 (0.3855) loss_class_2: 0.7239 (0.7670) loss_bbox_2: 0.1653 (0.1757) loss_giou_2: 0.3891 (0.3824) loss_class_3: 0.7113 (0.7508) loss_bbox_3: 0.1713 (0.1761) loss_giou_3: 0.3904 (0.3821) loss_class_4: 0.7108 (0.7433) loss_bbox_4: 0.1699 (0.1764) loss_giou_4: 0.3965 (0.3821) loss_class_enc: 0.8014 (0.8647) loss_bbox_enc: 0.1976 (0.2112) loss_giou_enc: 0.4290 (0.4384) loss_class_dn: 0.3721 (0.3773) loss_bbox_dn: 0.2152 (0.2567) loss_giou_dn: 0.4339 (0.4289) loss_class_dn_0: 0.4670 (0.4729) loss_bbox_dn_0: 0.3260 (0.3595) loss_giou_dn_0: 0.5526 (0.5576) loss_class_dn_1: 0.4004 (0.4070) loss_bbox_dn_1: 0.2542 (0.2816) loss_giou_dn_1: 0.4618 (0.4604) loss_class_dn_2: 0.3784 (0.3862) loss_bbox_dn_2: 0.2239 (0.2610) loss_giou_dn_2: 0.4392 (0.4354) loss_class_dn_3: 0.3720 (0.3797) loss_bbox_dn_3: 0.2160 (0.2575) loss_giou_dn_3: 0.4358 (0.4302) loss_class_dn_4: 0.3723 (0.3774) loss_bbox_dn_4: 0.2151 (0.2567) loss_giou_dn_4: 0.4335 (0.4287) loss_class_hybrid: 0.7075 (0.7452) loss_bbox_hybrid: 0.1825 (0.1889) loss_giou_hybrid: 0.4197 (0.4109) loss_class_0_hybrid: 0.7791 (0.8137) loss_bbox_0_hybrid: 0.1746 (0.1972) loss_giou_0_hybrid: 0.4368 (0.4272) loss_class_1_hybrid: 0.7398 (0.7706) loss_bbox_1_hybrid: 0.1841 (0.1922) loss_giou_1_hybrid: 0.4218 (0.4174) loss_class_2_hybrid: 0.7256 (0.7574) loss_bbox_2_hybrid: 0.1804 (0.1891) loss_giou_2_hybrid: 0.4219 (0.4124) loss_class_3_hybrid: 0.7097 (0.7491) loss_bbox_3_hybrid: 0.1806 (0.1887) loss_giou_3_hybrid: 0.4153 (0.4112) loss_class_4_hybrid: 0.7156 (0.7455) loss_bbox_4_hybrid: 0.1820 (0.1889) loss_giou_4_hybrid: 0.4180 (0.4110) loss_class_enc_hybrid: 0.7536 (0.7802) loss_bbox_enc_hybrid: 0.2280 (0.2355) loss_giou_enc_hybrid: 0.4958 (0.4864) mem: 1019 max mem: 36965 [2024-01-15 18:01:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:02:02 det.util.engine] INFO: Epoch: [8] [2800/11727] eta: 2:41:24 lr: 0.000100 data_time: 0.0031 iter_time: 1.0924 loss: 26.3229 (26.1337) loss_class: 0.7723 (0.7421) loss_bbox: 0.1692 (0.1768) loss_giou: 0.4189 (0.3824) loss_class_0: 0.9172 (0.9116) loss_bbox_0: 0.1695 (0.1771) loss_giou_0: 0.4355 (0.3877) loss_class_1: 0.8070 (0.7960) loss_bbox_1: 0.1672 (0.1779) loss_giou_1: 0.4281 (0.3858) loss_class_2: 0.7996 (0.7676) loss_bbox_2: 0.1711 (0.1758) loss_giou_2: 0.4226 (0.3827) loss_class_3: 0.7793 (0.7514) loss_bbox_3: 0.1714 (0.1761) loss_giou_3: 0.4231 (0.3824) loss_class_4: 0.7792 (0.7437) loss_bbox_4: 0.1734 (0.1765) loss_giou_4: 0.4184 (0.3824) loss_class_enc: 0.8556 (0.8650) loss_bbox_enc: 0.2023 (0.2111) loss_giou_enc: 0.4765 (0.4386) loss_class_dn: 0.3967 (0.3775) loss_bbox_dn: 0.2397 (0.2568) loss_giou_dn: 0.4487 (0.4291) loss_class_dn_0: 0.4765 (0.4730) loss_bbox_dn_0: 0.3373 (0.3597) loss_giou_dn_0: 0.5890 (0.5579) loss_class_dn_1: 0.4262 (0.4072) loss_bbox_dn_1: 0.2654 (0.2818) loss_giou_dn_1: 0.4700 (0.4607) loss_class_dn_2: 0.4057 (0.3864) loss_bbox_dn_2: 0.2426 (0.2611) loss_giou_dn_2: 0.4550 (0.4356) loss_class_dn_3: 0.3960 (0.3799) loss_bbox_dn_3: 0.2393 (0.2577) loss_giou_dn_3: 0.4525 (0.4305) loss_class_dn_4: 0.3960 (0.3776) loss_bbox_dn_4: 0.2398 (0.2568) loss_giou_dn_4: 0.4489 (0.4290) loss_class_hybrid: 0.7657 (0.7456) loss_bbox_hybrid: 0.1822 (0.1890) loss_giou_hybrid: 0.4560 (0.4112) loss_class_0_hybrid: 0.8274 (0.8140) loss_bbox_0_hybrid: 0.1928 (0.1974) loss_giou_0_hybrid: 0.4698 (0.4276) loss_class_1_hybrid: 0.7763 (0.7710) loss_bbox_1_hybrid: 0.1858 (0.1924) loss_giou_1_hybrid: 0.4574 (0.4178) loss_class_2_hybrid: 0.7652 (0.7578) loss_bbox_2_hybrid: 0.1847 (0.1892) loss_giou_2_hybrid: 0.4561 (0.4128) loss_class_3_hybrid: 0.7580 (0.7495) loss_bbox_3_hybrid: 0.1826 (0.1888) loss_giou_3_hybrid: 0.4571 (0.4115) loss_class_4_hybrid: 0.7617 (0.7459) loss_bbox_4_hybrid: 0.1815 (0.1890) loss_giou_4_hybrid: 0.4565 (0.4113) loss_class_enc_hybrid: 0.7938 (0.7805) loss_bbox_enc_hybrid: 0.2328 (0.2357) loss_giou_enc_hybrid: 0.5334 (0.4867) mem: 1009 max mem: 36965 [2024-01-15 18:02:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:02:53 det.util.engine] INFO: Epoch: [8] [2850/11727] eta: 2:40:21 lr: 0.000100 data_time: 0.0030 iter_time: 1.0121 loss: 26.6613 (26.1368) loss_class: 0.7504 (0.7421) loss_bbox: 0.1637 (0.1769) loss_giou: 0.3767 (0.3825) loss_class_0: 0.8968 (0.9116) loss_bbox_0: 0.1594 (0.1771) loss_giou_0: 0.3709 (0.3878) loss_class_1: 0.7906 (0.7961) loss_bbox_1: 0.1730 (0.1780) loss_giou_1: 0.3887 (0.3859) loss_class_2: 0.7607 (0.7675) loss_bbox_2: 0.1653 (0.1759) loss_giou_2: 0.3812 (0.3828) loss_class_3: 0.7479 (0.7514) loss_bbox_3: 0.1693 (0.1762) loss_giou_3: 0.3826 (0.3825) loss_class_4: 0.7586 (0.7438) loss_bbox_4: 0.1637 (0.1765) loss_giou_4: 0.3782 (0.3825) loss_class_enc: 0.8176 (0.8649) loss_bbox_enc: 0.1946 (0.2112) loss_giou_enc: 0.4241 (0.4387) loss_class_dn: 0.3733 (0.3774) loss_bbox_dn: 0.2528 (0.2568) loss_giou_dn: 0.4263 (0.4292) loss_class_dn_0: 0.4731 (0.4729) loss_bbox_dn_0: 0.3542 (0.3597) loss_giou_dn_0: 0.5753 (0.5579) loss_class_dn_1: 0.3991 (0.4071) loss_bbox_dn_1: 0.2757 (0.2818) loss_giou_dn_1: 0.4639 (0.4607) loss_class_dn_2: 0.3780 (0.3863) loss_bbox_dn_2: 0.2550 (0.2612) loss_giou_dn_2: 0.4346 (0.4357) loss_class_dn_3: 0.3726 (0.3798) loss_bbox_dn_3: 0.2541 (0.2577) loss_giou_dn_3: 0.4266 (0.4306) loss_class_dn_4: 0.3716 (0.3775) loss_bbox_dn_4: 0.2530 (0.2568) loss_giou_dn_4: 0.4264 (0.4291) loss_class_hybrid: 0.7298 (0.7457) loss_bbox_hybrid: 0.1772 (0.1891) loss_giou_hybrid: 0.3760 (0.4113) loss_class_0_hybrid: 0.7968 (0.8141) loss_bbox_0_hybrid: 0.1843 (0.1975) loss_giou_0_hybrid: 0.4041 (0.4277) loss_class_1_hybrid: 0.7373 (0.7710) loss_bbox_1_hybrid: 0.1846 (0.1925) loss_giou_1_hybrid: 0.3786 (0.4179) loss_class_2_hybrid: 0.7399 (0.7579) loss_bbox_2_hybrid: 0.1787 (0.1893) loss_giou_2_hybrid: 0.3833 (0.4129) loss_class_3_hybrid: 0.7516 (0.7496) loss_bbox_3_hybrid: 0.1772 (0.1889) loss_giou_3_hybrid: 0.3794 (0.4116) loss_class_4_hybrid: 0.7258 (0.7460) loss_bbox_4_hybrid: 0.1772 (0.1891) loss_giou_4_hybrid: 0.3775 (0.4114) loss_class_enc_hybrid: 0.7475 (0.7805) loss_bbox_enc_hybrid: 0.2247 (0.2358) loss_giou_enc_hybrid: 0.4647 (0.4869) mem: 1025 max mem: 36965 [2024-01-15 18:02:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:03:50 det.util.engine] INFO: Epoch: [8] [2900/11727] eta: 2:39:35 lr: 0.000100 data_time: 0.0036 iter_time: 1.0198 loss: 25.8823 (26.1332) loss_class: 0.7437 (0.7421) loss_bbox: 0.1796 (0.1768) loss_giou: 0.3650 (0.3823) loss_class_0: 0.8899 (0.9115) loss_bbox_0: 0.1742 (0.1771) loss_giou_0: 0.3795 (0.3876) loss_class_1: 0.7816 (0.7960) loss_bbox_1: 0.1860 (0.1780) loss_giou_1: 0.3820 (0.3858) loss_class_2: 0.7578 (0.7673) loss_bbox_2: 0.1831 (0.1759) loss_giou_2: 0.3761 (0.3827) loss_class_3: 0.7451 (0.7512) loss_bbox_3: 0.1849 (0.1762) loss_giou_3: 0.3759 (0.3824) loss_class_4: 0.7442 (0.7437) loss_bbox_4: 0.1795 (0.1765) loss_giou_4: 0.3648 (0.3823) loss_class_enc: 0.8462 (0.8650) loss_bbox_enc: 0.2128 (0.2112) loss_giou_enc: 0.4396 (0.4385) loss_class_dn: 0.3762 (0.3774) loss_bbox_dn: 0.2522 (0.2569) loss_giou_dn: 0.4402 (0.4290) loss_class_dn_0: 0.4717 (0.4729) loss_bbox_dn_0: 0.3543 (0.3598) loss_giou_dn_0: 0.5751 (0.5577) loss_class_dn_1: 0.4109 (0.4071) loss_bbox_dn_1: 0.2770 (0.2818) loss_giou_dn_1: 0.4704 (0.4605) loss_class_dn_2: 0.3885 (0.3863) loss_bbox_dn_2: 0.2567 (0.2612) loss_giou_dn_2: 0.4456 (0.4355) loss_class_dn_3: 0.3750 (0.3798) loss_bbox_dn_3: 0.2505 (0.2578) loss_giou_dn_3: 0.4422 (0.4304) loss_class_dn_4: 0.3729 (0.3775) loss_bbox_dn_4: 0.2523 (0.2569) loss_giou_dn_4: 0.4401 (0.4288) loss_class_hybrid: 0.7488 (0.7457) loss_bbox_hybrid: 0.1949 (0.1891) loss_giou_hybrid: 0.3865 (0.4111) loss_class_0_hybrid: 0.8079 (0.8142) loss_bbox_0_hybrid: 0.1990 (0.1975) loss_giou_0_hybrid: 0.4118 (0.4275) loss_class_1_hybrid: 0.7679 (0.7711) loss_bbox_1_hybrid: 0.1953 (0.1925) loss_giou_1_hybrid: 0.3924 (0.4177) loss_class_2_hybrid: 0.7561 (0.7579) loss_bbox_2_hybrid: 0.1973 (0.1894) loss_giou_2_hybrid: 0.3873 (0.4127) loss_class_3_hybrid: 0.7522 (0.7496) loss_bbox_3_hybrid: 0.1973 (0.1890) loss_giou_3_hybrid: 0.3869 (0.4115) loss_class_4_hybrid: 0.7519 (0.7460) loss_bbox_4_hybrid: 0.1958 (0.1891) loss_giou_4_hybrid: 0.3874 (0.4112) loss_class_enc_hybrid: 0.7623 (0.7806) loss_bbox_enc_hybrid: 0.2361 (0.2358) loss_giou_enc_hybrid: 0.4608 (0.4866) mem: 1020 max mem: 36965 [2024-01-15 18:03:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:04:43 det.util.engine] INFO: Epoch: [8] [2950/11727] eta: 2:38:36 lr: 0.000100 data_time: 0.0034 iter_time: 1.0656 loss: 25.7035 (26.1272) loss_class: 0.7061 (0.7420) loss_bbox: 0.1807 (0.1769) loss_giou: 0.3713 (0.3819) loss_class_0: 0.8569 (0.9116) loss_bbox_0: 0.1826 (0.1772) loss_giou_0: 0.3782 (0.3872) loss_class_1: 0.7152 (0.7959) loss_bbox_1: 0.1866 (0.1782) loss_giou_1: 0.3670 (0.3853) loss_class_2: 0.7232 (0.7673) loss_bbox_2: 0.1815 (0.1761) loss_giou_2: 0.3733 (0.3823) loss_class_3: 0.7004 (0.7511) loss_bbox_3: 0.1768 (0.1763) loss_giou_3: 0.3755 (0.3819) loss_class_4: 0.6941 (0.7435) loss_bbox_4: 0.1806 (0.1766) loss_giou_4: 0.3711 (0.3819) loss_class_enc: 0.8260 (0.8651) loss_bbox_enc: 0.2131 (0.2113) loss_giou_enc: 0.4221 (0.4381) loss_class_dn: 0.3754 (0.3774) loss_bbox_dn: 0.2766 (0.2571) loss_giou_dn: 0.4105 (0.4287) loss_class_dn_0: 0.4660 (0.4730) loss_bbox_dn_0: 0.3997 (0.3602) loss_giou_dn_0: 0.5351 (0.5574) loss_class_dn_1: 0.4068 (0.4071) loss_bbox_dn_1: 0.3031 (0.2821) loss_giou_dn_1: 0.4458 (0.4602) loss_class_dn_2: 0.3826 (0.3863) loss_bbox_dn_2: 0.2804 (0.2615) loss_giou_dn_2: 0.4211 (0.4352) loss_class_dn_3: 0.3799 (0.3798) loss_bbox_dn_3: 0.2775 (0.2580) loss_giou_dn_3: 0.4136 (0.4300) loss_class_dn_4: 0.3759 (0.3775) loss_bbox_dn_4: 0.2767 (0.2571) loss_giou_dn_4: 0.4105 (0.4285) loss_class_hybrid: 0.7046 (0.7457) loss_bbox_hybrid: 0.1842 (0.1891) loss_giou_hybrid: 0.3861 (0.4106) loss_class_0_hybrid: 0.7558 (0.8143) loss_bbox_0_hybrid: 0.1931 (0.1976) loss_giou_0_hybrid: 0.4014 (0.4269) loss_class_1_hybrid: 0.7213 (0.7711) loss_bbox_1_hybrid: 0.1890 (0.1926) loss_giou_1_hybrid: 0.3875 (0.4171) loss_class_2_hybrid: 0.7264 (0.7579) loss_bbox_2_hybrid: 0.1871 (0.1894) loss_giou_2_hybrid: 0.3903 (0.4121) loss_class_3_hybrid: 0.7139 (0.7496) loss_bbox_3_hybrid: 0.1849 (0.1890) loss_giou_3_hybrid: 0.3881 (0.4109) loss_class_4_hybrid: 0.6960 (0.7460) loss_bbox_4_hybrid: 0.1847 (0.1892) loss_giou_4_hybrid: 0.3861 (0.4107) loss_class_enc_hybrid: 0.7460 (0.7806) loss_bbox_enc_hybrid: 0.2392 (0.2359) loss_giou_enc_hybrid: 0.4539 (0.4860) mem: 1029 max mem: 36965 [2024-01-15 18:04:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:05:35 det.util.engine] INFO: Epoch: [8] [3000/11727] eta: 2:37:36 lr: 0.000100 data_time: 0.0035 iter_time: 1.0385 loss: 25.9370 (26.1292) loss_class: 0.7739 (0.7421) loss_bbox: 0.1670 (0.1769) loss_giou: 0.3839 (0.3821) loss_class_0: 0.9099 (0.9117) loss_bbox_0: 0.1726 (0.1772) loss_giou_0: 0.3836 (0.3874) loss_class_1: 0.8204 (0.7959) loss_bbox_1: 0.1761 (0.1782) loss_giou_1: 0.3837 (0.3856) loss_class_2: 0.7996 (0.7673) loss_bbox_2: 0.1671 (0.1760) loss_giou_2: 0.3812 (0.3825) loss_class_3: 0.7713 (0.7512) loss_bbox_3: 0.1614 (0.1763) loss_giou_3: 0.3857 (0.3821) loss_class_4: 0.7663 (0.7436) loss_bbox_4: 0.1647 (0.1766) loss_giou_4: 0.3839 (0.3821) loss_class_enc: 0.8619 (0.8649) loss_bbox_enc: 0.2008 (0.2112) loss_giou_enc: 0.4310 (0.4382) loss_class_dn: 0.3788 (0.3774) loss_bbox_dn: 0.2388 (0.2570) loss_giou_dn: 0.4208 (0.4287) loss_class_dn_0: 0.4737 (0.4730) loss_bbox_dn_0: 0.3456 (0.3600) loss_giou_dn_0: 0.5450 (0.5574) loss_class_dn_1: 0.4019 (0.4070) loss_bbox_dn_1: 0.2625 (0.2819) loss_giou_dn_1: 0.4508 (0.4602) loss_class_dn_2: 0.3894 (0.3863) loss_bbox_dn_2: 0.2424 (0.2613) loss_giou_dn_2: 0.4255 (0.4352) loss_class_dn_3: 0.3803 (0.3798) loss_bbox_dn_3: 0.2392 (0.2578) loss_giou_dn_3: 0.4202 (0.4301) loss_class_dn_4: 0.3787 (0.3774) loss_bbox_dn_4: 0.2389 (0.2570) loss_giou_dn_4: 0.4204 (0.4285) loss_class_hybrid: 0.7459 (0.7458) loss_bbox_hybrid: 0.1833 (0.1891) loss_giou_hybrid: 0.4125 (0.4109) loss_class_0_hybrid: 0.8112 (0.8143) loss_bbox_0_hybrid: 0.1800 (0.1975) loss_giou_0_hybrid: 0.4239 (0.4272) loss_class_1_hybrid: 0.7756 (0.7711) loss_bbox_1_hybrid: 0.1831 (0.1925) loss_giou_1_hybrid: 0.4135 (0.4174) loss_class_2_hybrid: 0.7585 (0.7580) loss_bbox_2_hybrid: 0.1822 (0.1894) loss_giou_2_hybrid: 0.4171 (0.4124) loss_class_3_hybrid: 0.7483 (0.7497) loss_bbox_3_hybrid: 0.1797 (0.1890) loss_giou_3_hybrid: 0.4176 (0.4112) loss_class_4_hybrid: 0.7455 (0.7461) loss_bbox_4_hybrid: 0.1779 (0.1892) loss_giou_4_hybrid: 0.4106 (0.4110) loss_class_enc_hybrid: 0.7709 (0.7805) loss_bbox_enc_hybrid: 0.2205 (0.2357) loss_giou_enc_hybrid: 0.4721 (0.4862) mem: 1025 max mem: 36965 [2024-01-15 18:05:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:06:29 det.util.engine] INFO: Epoch: [8] [3050/11727] eta: 2:36:42 lr: 0.000100 data_time: 0.0033 iter_time: 1.0866 loss: 26.3264 (26.1320) loss_class: 0.7726 (0.7424) loss_bbox: 0.1796 (0.1769) loss_giou: 0.3696 (0.3819) loss_class_0: 0.9181 (0.9120) loss_bbox_0: 0.1648 (0.1772) loss_giou_0: 0.3711 (0.3872) loss_class_1: 0.8013 (0.7962) loss_bbox_1: 0.1652 (0.1781) loss_giou_1: 0.3606 (0.3854) loss_class_2: 0.8147 (0.7678) loss_bbox_2: 0.1643 (0.1760) loss_giou_2: 0.3617 (0.3823) loss_class_3: 0.7818 (0.7515) loss_bbox_3: 0.1689 (0.1763) loss_giou_3: 0.3620 (0.3820) loss_class_4: 0.7714 (0.7439) loss_bbox_4: 0.1742 (0.1766) loss_giou_4: 0.3696 (0.3820) loss_class_enc: 0.8851 (0.8652) loss_bbox_enc: 0.1961 (0.2111) loss_giou_enc: 0.4222 (0.4380) loss_class_dn: 0.3773 (0.3774) loss_bbox_dn: 0.2528 (0.2572) loss_giou_dn: 0.4445 (0.4287) loss_class_dn_0: 0.4765 (0.4730) loss_bbox_dn_0: 0.3490 (0.3603) loss_giou_dn_0: 0.5840 (0.5575) loss_class_dn_1: 0.4137 (0.4071) loss_bbox_dn_1: 0.2683 (0.2822) loss_giou_dn_1: 0.4714 (0.4602) loss_class_dn_2: 0.3878 (0.3863) loss_bbox_dn_2: 0.2509 (0.2615) loss_giou_dn_2: 0.4466 (0.4352) loss_class_dn_3: 0.3780 (0.3798) loss_bbox_dn_3: 0.2535 (0.2580) loss_giou_dn_3: 0.4456 (0.4301) loss_class_dn_4: 0.3761 (0.3774) loss_bbox_dn_4: 0.2527 (0.2572) loss_giou_dn_4: 0.4444 (0.4286) loss_class_hybrid: 0.7656 (0.7461) loss_bbox_hybrid: 0.1834 (0.1891) loss_giou_hybrid: 0.3919 (0.4107) loss_class_0_hybrid: 0.8296 (0.8146) loss_bbox_0_hybrid: 0.1880 (0.1975) loss_giou_0_hybrid: 0.4205 (0.4271) loss_class_1_hybrid: 0.7813 (0.7714) loss_bbox_1_hybrid: 0.1813 (0.1925) loss_giou_1_hybrid: 0.4044 (0.4173) loss_class_2_hybrid: 0.7751 (0.7583) loss_bbox_2_hybrid: 0.1776 (0.1893) loss_giou_2_hybrid: 0.3947 (0.4123) loss_class_3_hybrid: 0.7721 (0.7499) loss_bbox_3_hybrid: 0.1787 (0.1889) loss_giou_3_hybrid: 0.3954 (0.4111) loss_class_4_hybrid: 0.7593 (0.7464) loss_bbox_4_hybrid: 0.1789 (0.1891) loss_giou_4_hybrid: 0.3925 (0.4108) loss_class_enc_hybrid: 0.7925 (0.7807) loss_bbox_enc_hybrid: 0.2264 (0.2357) loss_giou_enc_hybrid: 0.4779 (0.4860) mem: 1013 max mem: 36965 [2024-01-15 18:06:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:07:25 det.util.engine] INFO: Epoch: [8] [3100/11727] eta: 2:35:51 lr: 0.000100 data_time: 0.0032 iter_time: 1.0431 loss: 25.4134 (26.1359) loss_class: 0.7030 (0.7424) loss_bbox: 0.1763 (0.1769) loss_giou: 0.3805 (0.3820) loss_class_0: 0.8969 (0.9119) loss_bbox_0: 0.1818 (0.1773) loss_giou_0: 0.3784 (0.3874) loss_class_1: 0.7352 (0.7962) loss_bbox_1: 0.1794 (0.1781) loss_giou_1: 0.3936 (0.3855) loss_class_2: 0.7128 (0.7678) loss_bbox_2: 0.1791 (0.1760) loss_giou_2: 0.3870 (0.3824) loss_class_3: 0.7103 (0.7515) loss_bbox_3: 0.1764 (0.1763) loss_giou_3: 0.3821 (0.3821) loss_class_4: 0.7103 (0.7440) loss_bbox_4: 0.1771 (0.1766) loss_giou_4: 0.3861 (0.3821) loss_class_enc: 0.8086 (0.8650) loss_bbox_enc: 0.2181 (0.2112) loss_giou_enc: 0.4343 (0.4382) loss_class_dn: 0.3726 (0.3774) loss_bbox_dn: 0.2526 (0.2572) loss_giou_dn: 0.4310 (0.4289) loss_class_dn_0: 0.4681 (0.4730) loss_bbox_dn_0: 0.3459 (0.3602) loss_giou_dn_0: 0.5554 (0.5576) loss_class_dn_1: 0.4011 (0.4071) loss_bbox_dn_1: 0.2778 (0.2821) loss_giou_dn_1: 0.4550 (0.4604) loss_class_dn_2: 0.3814 (0.3863) loss_bbox_dn_2: 0.2582 (0.2615) loss_giou_dn_2: 0.4342 (0.4354) loss_class_dn_3: 0.3748 (0.3798) loss_bbox_dn_3: 0.2540 (0.2580) loss_giou_dn_3: 0.4317 (0.4303) loss_class_dn_4: 0.3719 (0.3775) loss_bbox_dn_4: 0.2523 (0.2572) loss_giou_dn_4: 0.4308 (0.4288) loss_class_hybrid: 0.7179 (0.7462) loss_bbox_hybrid: 0.1917 (0.1891) loss_giou_hybrid: 0.4121 (0.4109) loss_class_0_hybrid: 0.7879 (0.8145) loss_bbox_0_hybrid: 0.1915 (0.1975) loss_giou_0_hybrid: 0.4039 (0.4272) loss_class_1_hybrid: 0.7367 (0.7714) loss_bbox_1_hybrid: 0.1905 (0.1925) loss_giou_1_hybrid: 0.4109 (0.4174) loss_class_2_hybrid: 0.7311 (0.7582) loss_bbox_2_hybrid: 0.1937 (0.1894) loss_giou_2_hybrid: 0.4111 (0.4125) loss_class_3_hybrid: 0.7256 (0.7500) loss_bbox_3_hybrid: 0.1893 (0.1890) loss_giou_3_hybrid: 0.4110 (0.4112) loss_class_4_hybrid: 0.7244 (0.7465) loss_bbox_4_hybrid: 0.1905 (0.1891) loss_giou_4_hybrid: 0.4117 (0.4110) loss_class_enc_hybrid: 0.7379 (0.7806) loss_bbox_enc_hybrid: 0.2423 (0.2357) loss_giou_enc_hybrid: 0.4619 (0.4862) mem: 1026 max mem: 36965 [2024-01-15 18:07:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:08:18 det.util.engine] INFO: Epoch: [8] [3150/11727] eta: 2:34:54 lr: 0.000100 data_time: 0.0030 iter_time: 1.0355 loss: 27.5845 (26.1458) loss_class: 0.7685 (0.7428) loss_bbox: 0.1884 (0.1770) loss_giou: 0.3881 (0.3821) loss_class_0: 0.9504 (0.9125) loss_bbox_0: 0.1889 (0.1773) loss_giou_0: 0.3736 (0.3873) loss_class_1: 0.8132 (0.7968) loss_bbox_1: 0.1870 (0.1782) loss_giou_1: 0.3791 (0.3855) loss_class_2: 0.8104 (0.7683) loss_bbox_2: 0.1862 (0.1761) loss_giou_2: 0.3711 (0.3824) loss_class_3: 0.7827 (0.7519) loss_bbox_3: 0.1906 (0.1764) loss_giou_3: 0.3788 (0.3821) loss_class_4: 0.7607 (0.7444) loss_bbox_4: 0.1885 (0.1767) loss_giou_4: 0.3820 (0.3821) loss_class_enc: 0.8730 (0.8657) loss_bbox_enc: 0.2343 (0.2113) loss_giou_enc: 0.4348 (0.4382) loss_class_dn: 0.3870 (0.3775) loss_bbox_dn: 0.2874 (0.2574) loss_giou_dn: 0.4532 (0.4290) loss_class_dn_0: 0.4782 (0.4730) loss_bbox_dn_0: 0.3977 (0.3605) loss_giou_dn_0: 0.5800 (0.5577) loss_class_dn_1: 0.4197 (0.4071) loss_bbox_dn_1: 0.3204 (0.2824) loss_giou_dn_1: 0.4814 (0.4605) loss_class_dn_2: 0.3975 (0.3863) loss_bbox_dn_2: 0.2970 (0.2617) loss_giou_dn_2: 0.4579 (0.4355) loss_class_dn_3: 0.3908 (0.3799) loss_bbox_dn_3: 0.2869 (0.2583) loss_giou_dn_3: 0.4554 (0.4304) loss_class_dn_4: 0.3865 (0.3775) loss_bbox_dn_4: 0.2873 (0.2574) loss_giou_dn_4: 0.4534 (0.4288) loss_class_hybrid: 0.7510 (0.7468) loss_bbox_hybrid: 0.2013 (0.1892) loss_giou_hybrid: 0.3993 (0.4109) loss_class_0_hybrid: 0.8292 (0.8149) loss_bbox_0_hybrid: 0.2141 (0.1976) loss_giou_0_hybrid: 0.4269 (0.4272) loss_class_1_hybrid: 0.7493 (0.7718) loss_bbox_1_hybrid: 0.2080 (0.1926) loss_giou_1_hybrid: 0.4090 (0.4174) loss_class_2_hybrid: 0.7797 (0.7588) loss_bbox_2_hybrid: 0.2082 (0.1894) loss_giou_2_hybrid: 0.4058 (0.4124) loss_class_3_hybrid: 0.7533 (0.7505) loss_bbox_3_hybrid: 0.2067 (0.1890) loss_giou_3_hybrid: 0.4051 (0.4112) loss_class_4_hybrid: 0.7448 (0.7471) loss_bbox_4_hybrid: 0.2059 (0.1892) loss_giou_4_hybrid: 0.3974 (0.4110) loss_class_enc_hybrid: 0.7751 (0.7812) loss_bbox_enc_hybrid: 0.2466 (0.2358) loss_giou_enc_hybrid: 0.4858 (0.4862) mem: 1030 max mem: 36965 [2024-01-15 18:08:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:09:13 det.util.engine] INFO: Epoch: [8] [3200/11727] eta: 2:34:02 lr: 0.000100 data_time: 0.0034 iter_time: 1.0920 loss: 26.1971 (26.1437) loss_class: 0.7442 (0.7427) loss_bbox: 0.1708 (0.1770) loss_giou: 0.3650 (0.3819) loss_class_0: 0.9307 (0.9126) loss_bbox_0: 0.1699 (0.1773) loss_giou_0: 0.3528 (0.3871) loss_class_1: 0.8201 (0.7970) loss_bbox_1: 0.1694 (0.1782) loss_giou_1: 0.3572 (0.3853) loss_class_2: 0.7888 (0.7685) loss_bbox_2: 0.1703 (0.1761) loss_giou_2: 0.3588 (0.3821) loss_class_3: 0.7551 (0.7520) loss_bbox_3: 0.1664 (0.1764) loss_giou_3: 0.3559 (0.3819) loss_class_4: 0.7406 (0.7444) loss_bbox_4: 0.1687 (0.1768) loss_giou_4: 0.3610 (0.3819) loss_class_enc: 0.8939 (0.8660) loss_bbox_enc: 0.2055 (0.2113) loss_giou_enc: 0.4156 (0.4380) loss_class_dn: 0.3759 (0.3775) loss_bbox_dn: 0.2388 (0.2575) loss_giou_dn: 0.4050 (0.4287) loss_class_dn_0: 0.4775 (0.4730) loss_bbox_dn_0: 0.3565 (0.3608) loss_giou_dn_0: 0.5293 (0.5575) loss_class_dn_1: 0.4105 (0.4071) loss_bbox_dn_1: 0.2620 (0.2825) loss_giou_dn_1: 0.4383 (0.4603) loss_class_dn_2: 0.3887 (0.3863) loss_bbox_dn_2: 0.2410 (0.2618) loss_giou_dn_2: 0.4156 (0.4352) loss_class_dn_3: 0.3773 (0.3798) loss_bbox_dn_3: 0.2398 (0.2584) loss_giou_dn_3: 0.4082 (0.4301) loss_class_dn_4: 0.3750 (0.3775) loss_bbox_dn_4: 0.2389 (0.2575) loss_giou_dn_4: 0.4052 (0.4286) loss_class_hybrid: 0.7641 (0.7468) loss_bbox_hybrid: 0.1880 (0.1892) loss_giou_hybrid: 0.3764 (0.4106) loss_class_0_hybrid: 0.8350 (0.8151) loss_bbox_0_hybrid: 0.1930 (0.1976) loss_giou_0_hybrid: 0.3832 (0.4269) loss_class_1_hybrid: 0.7754 (0.7720) loss_bbox_1_hybrid: 0.1834 (0.1926) loss_giou_1_hybrid: 0.3804 (0.4171) loss_class_2_hybrid: 0.7756 (0.7589) loss_bbox_2_hybrid: 0.1857 (0.1894) loss_giou_2_hybrid: 0.3706 (0.4121) loss_class_3_hybrid: 0.7742 (0.7506) loss_bbox_3_hybrid: 0.1866 (0.1890) loss_giou_3_hybrid: 0.3742 (0.4109) loss_class_4_hybrid: 0.7629 (0.7471) loss_bbox_4_hybrid: 0.1879 (0.1892) loss_giou_4_hybrid: 0.3744 (0.4107) loss_class_enc_hybrid: 0.8155 (0.7815) loss_bbox_enc_hybrid: 0.2330 (0.2358) loss_giou_enc_hybrid: 0.4467 (0.4859) mem: 1027 max mem: 36965 [2024-01-15 18:09:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:10:06 det.util.engine] INFO: Epoch: [8] [3250/11727] eta: 2:33:04 lr: 0.000100 data_time: 0.0030 iter_time: 1.0537 loss: 25.1191 (26.1375) loss_class: 0.7077 (0.7426) loss_bbox: 0.1531 (0.1770) loss_giou: 0.3371 (0.3817) loss_class_0: 0.9187 (0.9126) loss_bbox_0: 0.1752 (0.1773) loss_giou_0: 0.3376 (0.3868) loss_class_1: 0.7366 (0.7968) loss_bbox_1: 0.1841 (0.1782) loss_giou_1: 0.3359 (0.3850) loss_class_2: 0.7034 (0.7683) loss_bbox_2: 0.1560 (0.1761) loss_giou_2: 0.3312 (0.3819) loss_class_3: 0.7062 (0.7518) loss_bbox_3: 0.1664 (0.1764) loss_giou_3: 0.3332 (0.3817) loss_class_4: 0.6983 (0.7442) loss_bbox_4: 0.1712 (0.1767) loss_giou_4: 0.3296 (0.3817) loss_class_enc: 0.8534 (0.8661) loss_bbox_enc: 0.2163 (0.2113) loss_giou_enc: 0.3977 (0.4377) loss_class_dn: 0.3624 (0.3774) loss_bbox_dn: 0.2838 (0.2575) loss_giou_dn: 0.4092 (0.4286) loss_class_dn_0: 0.4674 (0.4730) loss_bbox_dn_0: 0.4076 (0.3609) loss_giou_dn_0: 0.5410 (0.5574) loss_class_dn_1: 0.4005 (0.4071) loss_bbox_dn_1: 0.3076 (0.2825) loss_giou_dn_1: 0.4367 (0.4601) loss_class_dn_2: 0.3695 (0.3862) loss_bbox_dn_2: 0.2850 (0.2619) loss_giou_dn_2: 0.4143 (0.4351) loss_class_dn_3: 0.3601 (0.3797) loss_bbox_dn_3: 0.2833 (0.2584) loss_giou_dn_3: 0.4085 (0.4300) loss_class_dn_4: 0.3603 (0.3774) loss_bbox_dn_4: 0.2837 (0.2575) loss_giou_dn_4: 0.4084 (0.4284) loss_class_hybrid: 0.7248 (0.7468) loss_bbox_hybrid: 0.1787 (0.1891) loss_giou_hybrid: 0.3642 (0.4103) loss_class_0_hybrid: 0.8237 (0.8152) loss_bbox_0_hybrid: 0.1783 (0.1975) loss_giou_0_hybrid: 0.3820 (0.4266) loss_class_1_hybrid: 0.7606 (0.7720) loss_bbox_1_hybrid: 0.1879 (0.1925) loss_giou_1_hybrid: 0.3725 (0.4168) loss_class_2_hybrid: 0.7252 (0.7589) loss_bbox_2_hybrid: 0.1798 (0.1894) loss_giou_2_hybrid: 0.3660 (0.4118) loss_class_3_hybrid: 0.7235 (0.7506) loss_bbox_3_hybrid: 0.1789 (0.1890) loss_giou_3_hybrid: 0.3637 (0.4106) loss_class_4_hybrid: 0.7186 (0.7471) loss_bbox_4_hybrid: 0.1791 (0.1891) loss_giou_4_hybrid: 0.3656 (0.4104) loss_class_enc_hybrid: 0.7769 (0.7815) loss_bbox_enc_hybrid: 0.2374 (0.2358) loss_giou_enc_hybrid: 0.4432 (0.4855) mem: 1032 max mem: 36965 [2024-01-15 18:10:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:10:59 det.util.engine] INFO: Epoch: [8] [3300/11727] eta: 2:32:07 lr: 0.000100 data_time: 0.0031 iter_time: 1.0392 loss: 25.3652 (26.1324) loss_class: 0.7037 (0.7424) loss_bbox: 0.1640 (0.1768) loss_giou: 0.3760 (0.3818) loss_class_0: 0.8461 (0.9122) loss_bbox_0: 0.1615 (0.1772) loss_giou_0: 0.3750 (0.3870) loss_class_1: 0.7464 (0.7967) loss_bbox_1: 0.1642 (0.1780) loss_giou_1: 0.3759 (0.3852) loss_class_2: 0.7410 (0.7681) loss_bbox_2: 0.1559 (0.1759) loss_giou_2: 0.3717 (0.3821) loss_class_3: 0.7142 (0.7515) loss_bbox_3: 0.1643 (0.1763) loss_giou_3: 0.3802 (0.3818) loss_class_4: 0.7157 (0.7440) loss_bbox_4: 0.1638 (0.1766) loss_giou_4: 0.3804 (0.3818) loss_class_enc: 0.8029 (0.8658) loss_bbox_enc: 0.1996 (0.2112) loss_giou_enc: 0.4328 (0.4379) loss_class_dn: 0.3721 (0.3773) loss_bbox_dn: 0.2221 (0.2572) loss_giou_dn: 0.4262 (0.4286) loss_class_dn_0: 0.4642 (0.4729) loss_bbox_dn_0: 0.3251 (0.3606) loss_giou_dn_0: 0.5528 (0.5574) loss_class_dn_1: 0.3976 (0.4070) loss_bbox_dn_1: 0.2532 (0.2823) loss_giou_dn_1: 0.4626 (0.4602) loss_class_dn_2: 0.3795 (0.3862) loss_bbox_dn_2: 0.2252 (0.2616) loss_giou_dn_2: 0.4301 (0.4351) loss_class_dn_3: 0.3739 (0.3797) loss_bbox_dn_3: 0.2227 (0.2581) loss_giou_dn_3: 0.4270 (0.4300) loss_class_dn_4: 0.3694 (0.3773) loss_bbox_dn_4: 0.2221 (0.2572) loss_giou_dn_4: 0.4260 (0.4285) loss_class_hybrid: 0.6986 (0.7465) loss_bbox_hybrid: 0.1696 (0.1890) loss_giou_hybrid: 0.3966 (0.4104) loss_class_0_hybrid: 0.7620 (0.8149) loss_bbox_0_hybrid: 0.1789 (0.1974) loss_giou_0_hybrid: 0.4128 (0.4268) loss_class_1_hybrid: 0.7230 (0.7717) loss_bbox_1_hybrid: 0.1731 (0.1924) loss_giou_1_hybrid: 0.4053 (0.4170) loss_class_2_hybrid: 0.7166 (0.7587) loss_bbox_2_hybrid: 0.1657 (0.1892) loss_giou_2_hybrid: 0.3924 (0.4120) loss_class_3_hybrid: 0.7013 (0.7503) loss_bbox_3_hybrid: 0.1669 (0.1889) loss_giou_3_hybrid: 0.3995 (0.4108) loss_class_4_hybrid: 0.6988 (0.7468) loss_bbox_4_hybrid: 0.1703 (0.1890) loss_giou_4_hybrid: 0.3984 (0.4105) loss_class_enc_hybrid: 0.7356 (0.7811) loss_bbox_enc_hybrid: 0.2162 (0.2357) loss_giou_enc_hybrid: 0.4640 (0.4857) mem: 1040 max mem: 36965 [2024-01-15 18:10:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:11:52 det.util.engine] INFO: Epoch: [8] [3350/11727] eta: 2:31:10 lr: 0.000100 data_time: 0.0035 iter_time: 1.0651 loss: 25.2507 (26.1384) loss_class: 0.7220 (0.7427) loss_bbox: 0.1662 (0.1770) loss_giou: 0.3483 (0.3818) loss_class_0: 0.8946 (0.9123) loss_bbox_0: 0.1791 (0.1774) loss_giou_0: 0.3465 (0.3870) loss_class_1: 0.7685 (0.7970) loss_bbox_1: 0.1717 (0.1781) loss_giou_1: 0.3521 (0.3852) loss_class_2: 0.7530 (0.7685) loss_bbox_2: 0.1626 (0.1760) loss_giou_2: 0.3497 (0.3820) loss_class_3: 0.7708 (0.7518) loss_bbox_3: 0.1607 (0.1764) loss_giou_3: 0.3492 (0.3818) loss_class_4: 0.7373 (0.7443) loss_bbox_4: 0.1723 (0.1767) loss_giou_4: 0.3482 (0.3818) loss_class_enc: 0.8297 (0.8657) loss_bbox_enc: 0.2063 (0.2113) loss_giou_enc: 0.4031 (0.4379) loss_class_dn: 0.3586 (0.3773) loss_bbox_dn: 0.2645 (0.2575) loss_giou_dn: 0.4041 (0.4286) loss_class_dn_0: 0.4635 (0.4728) loss_bbox_dn_0: 0.3541 (0.3609) loss_giou_dn_0: 0.5159 (0.5574) loss_class_dn_1: 0.3859 (0.4069) loss_bbox_dn_1: 0.2687 (0.2825) loss_giou_dn_1: 0.4309 (0.4602) loss_class_dn_2: 0.3659 (0.3861) loss_bbox_dn_2: 0.2678 (0.2619) loss_giou_dn_2: 0.4083 (0.4351) loss_class_dn_3: 0.3603 (0.3796) loss_bbox_dn_3: 0.2638 (0.2584) loss_giou_dn_3: 0.4050 (0.4300) loss_class_dn_4: 0.3570 (0.3773) loss_bbox_dn_4: 0.2646 (0.2575) loss_giou_dn_4: 0.4044 (0.4285) loss_class_hybrid: 0.7542 (0.7467) loss_bbox_hybrid: 0.1912 (0.1891) loss_giou_hybrid: 0.3641 (0.4104) loss_class_0_hybrid: 0.8076 (0.8150) loss_bbox_0_hybrid: 0.2040 (0.1975) loss_giou_0_hybrid: 0.3883 (0.4267) loss_class_1_hybrid: 0.7641 (0.7719) loss_bbox_1_hybrid: 0.1939 (0.1925) loss_giou_1_hybrid: 0.3705 (0.4170) loss_class_2_hybrid: 0.7664 (0.7589) loss_bbox_2_hybrid: 0.1875 (0.1893) loss_giou_2_hybrid: 0.3692 (0.4120) loss_class_3_hybrid: 0.7608 (0.7505) loss_bbox_3_hybrid: 0.1921 (0.1890) loss_giou_3_hybrid: 0.3651 (0.4108) loss_class_4_hybrid: 0.7539 (0.7470) loss_bbox_4_hybrid: 0.1885 (0.1891) loss_giou_4_hybrid: 0.3635 (0.4105) loss_class_enc_hybrid: 0.7724 (0.7813) loss_bbox_enc_hybrid: 0.2409 (0.2359) loss_giou_enc_hybrid: 0.4432 (0.4857) mem: 1024 max mem: 36965 [2024-01-15 18:11:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:12:45 det.util.engine] INFO: Epoch: [8] [3400/11727] eta: 2:30:15 lr: 0.000100 data_time: 0.0027 iter_time: 1.0614 loss: 25.7819 (26.1375) loss_class: 0.7482 (0.7427) loss_bbox: 0.1900 (0.1769) loss_giou: 0.3849 (0.3818) loss_class_0: 0.8830 (0.9123) loss_bbox_0: 0.1691 (0.1774) loss_giou_0: 0.3881 (0.3870) loss_class_1: 0.7772 (0.7970) loss_bbox_1: 0.1794 (0.1781) loss_giou_1: 0.3911 (0.3853) loss_class_2: 0.7636 (0.7686) loss_bbox_2: 0.1774 (0.1760) loss_giou_2: 0.3866 (0.3821) loss_class_3: 0.7530 (0.7518) loss_bbox_3: 0.1787 (0.1764) loss_giou_3: 0.3857 (0.3819) loss_class_4: 0.7487 (0.7443) loss_bbox_4: 0.1870 (0.1767) loss_giou_4: 0.3848 (0.3819) loss_class_enc: 0.8338 (0.8657) loss_bbox_enc: 0.2029 (0.2113) loss_giou_enc: 0.4467 (0.4379) loss_class_dn: 0.3829 (0.3773) loss_bbox_dn: 0.2577 (0.2574) loss_giou_dn: 0.4298 (0.4287) loss_class_dn_0: 0.4702 (0.4728) loss_bbox_dn_0: 0.3305 (0.3607) loss_giou_dn_0: 0.5494 (0.5574) loss_class_dn_1: 0.4015 (0.4069) loss_bbox_dn_1: 0.2788 (0.2824) loss_giou_dn_1: 0.4544 (0.4602) loss_class_dn_2: 0.3877 (0.3861) loss_bbox_dn_2: 0.2627 (0.2617) loss_giou_dn_2: 0.4323 (0.4351) loss_class_dn_3: 0.3853 (0.3796) loss_bbox_dn_3: 0.2582 (0.2583) loss_giou_dn_3: 0.4306 (0.4301) loss_class_dn_4: 0.3823 (0.3773) loss_bbox_dn_4: 0.2576 (0.2574) loss_giou_dn_4: 0.4294 (0.4285) loss_class_hybrid: 0.7452 (0.7468) loss_bbox_hybrid: 0.1826 (0.1891) loss_giou_hybrid: 0.4120 (0.4104) loss_class_0_hybrid: 0.7897 (0.8151) loss_bbox_0_hybrid: 0.1920 (0.1975) loss_giou_0_hybrid: 0.4272 (0.4267) loss_class_1_hybrid: 0.7433 (0.7719) loss_bbox_1_hybrid: 0.1834 (0.1925) loss_giou_1_hybrid: 0.4103 (0.4169) loss_class_2_hybrid: 0.7423 (0.7589) loss_bbox_2_hybrid: 0.1826 (0.1893) loss_giou_2_hybrid: 0.4127 (0.4119) loss_class_3_hybrid: 0.7427 (0.7506) loss_bbox_3_hybrid: 0.1805 (0.1890) loss_giou_3_hybrid: 0.4099 (0.4107) loss_class_4_hybrid: 0.7469 (0.7471) loss_bbox_4_hybrid: 0.1840 (0.1891) loss_giou_4_hybrid: 0.4145 (0.4105) loss_class_enc_hybrid: 0.7616 (0.7813) loss_bbox_enc_hybrid: 0.2246 (0.2358) loss_giou_enc_hybrid: 0.5085 (0.4856) mem: 1031 max mem: 36965 [2024-01-15 18:12:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:13:38 det.util.engine] INFO: Epoch: [8] [3450/11727] eta: 2:29:18 lr: 0.000100 data_time: 0.0031 iter_time: 1.0635 loss: 26.2155 (26.1344) loss_class: 0.6920 (0.7426) loss_bbox: 0.1460 (0.1769) loss_giou: 0.3843 (0.3818) loss_class_0: 0.8889 (0.9126) loss_bbox_0: 0.1496 (0.1773) loss_giou_0: 0.3813 (0.3869) loss_class_1: 0.7781 (0.7971) loss_bbox_1: 0.1568 (0.1780) loss_giou_1: 0.3811 (0.3852) loss_class_2: 0.7171 (0.7685) loss_bbox_2: 0.1515 (0.1759) loss_giou_2: 0.3822 (0.3820) loss_class_3: 0.7049 (0.7518) loss_bbox_3: 0.1494 (0.1763) loss_giou_3: 0.3849 (0.3818) loss_class_4: 0.6854 (0.7442) loss_bbox_4: 0.1490 (0.1766) loss_giou_4: 0.3843 (0.3818) loss_class_enc: 0.8139 (0.8657) loss_bbox_enc: 0.1940 (0.2113) loss_giou_enc: 0.4408 (0.4378) loss_class_dn: 0.3737 (0.3772) loss_bbox_dn: 0.2182 (0.2573) loss_giou_dn: 0.4369 (0.4286) loss_class_dn_0: 0.4642 (0.4728) loss_bbox_dn_0: 0.3205 (0.3607) loss_giou_dn_0: 0.5567 (0.5572) loss_class_dn_1: 0.3958 (0.4068) loss_bbox_dn_1: 0.2467 (0.2823) loss_giou_dn_1: 0.4555 (0.4601) loss_class_dn_2: 0.3797 (0.3860) loss_bbox_dn_2: 0.2228 (0.2616) loss_giou_dn_2: 0.4419 (0.4350) loss_class_dn_3: 0.3768 (0.3796) loss_bbox_dn_3: 0.2216 (0.2582) loss_giou_dn_3: 0.4400 (0.4299) loss_class_dn_4: 0.3740 (0.3772) loss_bbox_dn_4: 0.2180 (0.2573) loss_giou_dn_4: 0.4370 (0.4284) loss_class_hybrid: 0.7178 (0.7469) loss_bbox_hybrid: 0.1625 (0.1890) loss_giou_hybrid: 0.3972 (0.4102) loss_class_0_hybrid: 0.7685 (0.8152) loss_bbox_0_hybrid: 0.1734 (0.1974) loss_giou_0_hybrid: 0.4245 (0.4265) loss_class_1_hybrid: 0.7204 (0.7720) loss_bbox_1_hybrid: 0.1651 (0.1924) loss_giou_1_hybrid: 0.4031 (0.4168) loss_class_2_hybrid: 0.7110 (0.7590) loss_bbox_2_hybrid: 0.1622 (0.1892) loss_giou_2_hybrid: 0.3991 (0.4118) loss_class_3_hybrid: 0.7037 (0.7506) loss_bbox_3_hybrid: 0.1639 (0.1889) loss_giou_3_hybrid: 0.3970 (0.4106) loss_class_4_hybrid: 0.7208 (0.7472) loss_bbox_4_hybrid: 0.1636 (0.1890) loss_giou_4_hybrid: 0.3976 (0.4103) loss_class_enc_hybrid: 0.7329 (0.7814) loss_bbox_enc_hybrid: 0.2130 (0.2357) loss_giou_enc_hybrid: 0.4866 (0.4855) mem: 1031 max mem: 36965 [2024-01-15 18:13:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:14:32 det.util.engine] INFO: Epoch: [8] [3500/11727] eta: 2:28:22 lr: 0.000100 data_time: 0.0031 iter_time: 1.0874 loss: 26.3908 (26.1457) loss_class: 0.7566 (0.7430) loss_bbox: 0.1550 (0.1769) loss_giou: 0.3825 (0.3821) loss_class_0: 0.9110 (0.9129) loss_bbox_0: 0.1549 (0.1773) loss_giou_0: 0.3823 (0.3872) loss_class_1: 0.8048 (0.7977) loss_bbox_1: 0.1541 (0.1780) loss_giou_1: 0.3837 (0.3854) loss_class_2: 0.7771 (0.7688) loss_bbox_2: 0.1596 (0.1759) loss_giou_2: 0.3888 (0.3823) loss_class_3: 0.7612 (0.7522) loss_bbox_3: 0.1587 (0.1763) loss_giou_3: 0.3931 (0.3821) loss_class_4: 0.7615 (0.7445) loss_bbox_4: 0.1573 (0.1766) loss_giou_4: 0.3822 (0.3821) loss_class_enc: 0.8686 (0.8659) loss_bbox_enc: 0.1873 (0.2113) loss_giou_enc: 0.4383 (0.4381) loss_class_dn: 0.3859 (0.3773) loss_bbox_dn: 0.2267 (0.2574) loss_giou_dn: 0.4637 (0.4290) loss_class_dn_0: 0.4704 (0.4728) loss_bbox_dn_0: 0.3098 (0.3608) loss_giou_dn_0: 0.5938 (0.5576) loss_class_dn_1: 0.4093 (0.4069) loss_bbox_dn_1: 0.2507 (0.2823) loss_giou_dn_1: 0.4946 (0.4605) loss_class_dn_2: 0.3892 (0.3861) loss_bbox_dn_2: 0.2275 (0.2617) loss_giou_dn_2: 0.4736 (0.4354) loss_class_dn_3: 0.3874 (0.3797) loss_bbox_dn_3: 0.2271 (0.2582) loss_giou_dn_3: 0.4669 (0.4303) loss_class_dn_4: 0.3861 (0.3773) loss_bbox_dn_4: 0.2268 (0.2574) loss_giou_dn_4: 0.4634 (0.4288) loss_class_hybrid: 0.7512 (0.7471) loss_bbox_hybrid: 0.1705 (0.1890) loss_giou_hybrid: 0.4243 (0.4106) loss_class_0_hybrid: 0.8067 (0.8153) loss_bbox_0_hybrid: 0.1712 (0.1974) loss_giou_0_hybrid: 0.4431 (0.4269) loss_class_1_hybrid: 0.7539 (0.7722) loss_bbox_1_hybrid: 0.1744 (0.1924) loss_giou_1_hybrid: 0.4293 (0.4171) loss_class_2_hybrid: 0.7606 (0.7591) loss_bbox_2_hybrid: 0.1737 (0.1893) loss_giou_2_hybrid: 0.4251 (0.4122) loss_class_3_hybrid: 0.7502 (0.7508) loss_bbox_3_hybrid: 0.1715 (0.1889) loss_giou_3_hybrid: 0.4265 (0.4110) loss_class_4_hybrid: 0.7488 (0.7474) loss_bbox_4_hybrid: 0.1691 (0.1890) loss_giou_4_hybrid: 0.4237 (0.4107) loss_class_enc_hybrid: 0.7676 (0.7816) loss_bbox_enc_hybrid: 0.2145 (0.2357) loss_giou_enc_hybrid: 0.4918 (0.4858) mem: 1022 max mem: 36965 [2024-01-15 18:14:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:15:25 det.util.engine] INFO: Epoch: [8] [3550/11727] eta: 2:27:27 lr: 0.000100 data_time: 0.0030 iter_time: 1.0709 loss: 26.9420 (26.1519) loss_class: 0.7690 (0.7433) loss_bbox: 0.1809 (0.1769) loss_giou: 0.3858 (0.3821) loss_class_0: 0.9253 (0.9132) loss_bbox_0: 0.1801 (0.1773) loss_giou_0: 0.4045 (0.3872) loss_class_1: 0.8272 (0.7980) loss_bbox_1: 0.1857 (0.1781) loss_giou_1: 0.3953 (0.3855) loss_class_2: 0.7857 (0.7690) loss_bbox_2: 0.1852 (0.1760) loss_giou_2: 0.4084 (0.3824) loss_class_3: 0.7756 (0.7524) loss_bbox_3: 0.1817 (0.1763) loss_giou_3: 0.4030 (0.3821) loss_class_4: 0.7629 (0.7449) loss_bbox_4: 0.1810 (0.1766) loss_giou_4: 0.3876 (0.3821) loss_class_enc: 0.8661 (0.8662) loss_bbox_enc: 0.2117 (0.2113) loss_giou_enc: 0.4384 (0.4381) loss_class_dn: 0.3787 (0.3773) loss_bbox_dn: 0.2491 (0.2574) loss_giou_dn: 0.4360 (0.4291) loss_class_dn_0: 0.4730 (0.4728) loss_bbox_dn_0: 0.3427 (0.3608) loss_giou_dn_0: 0.5658 (0.5578) loss_class_dn_1: 0.4098 (0.4069) loss_bbox_dn_1: 0.2700 (0.2824) loss_giou_dn_1: 0.4606 (0.4606) loss_class_dn_2: 0.3908 (0.3861) loss_bbox_dn_2: 0.2578 (0.2617) loss_giou_dn_2: 0.4350 (0.4355) loss_class_dn_3: 0.3837 (0.3797) loss_bbox_dn_3: 0.2479 (0.2583) loss_giou_dn_3: 0.4384 (0.4304) loss_class_dn_4: 0.3787 (0.3773) loss_bbox_dn_4: 0.2489 (0.2574) loss_giou_dn_4: 0.4359 (0.4289) loss_class_hybrid: 0.7522 (0.7474) loss_bbox_hybrid: 0.1879 (0.1890) loss_giou_hybrid: 0.4088 (0.4107) loss_class_0_hybrid: 0.8396 (0.8155) loss_bbox_0_hybrid: 0.2005 (0.1975) loss_giou_0_hybrid: 0.4204 (0.4269) loss_class_1_hybrid: 0.7760 (0.7725) loss_bbox_1_hybrid: 0.1960 (0.1925) loss_giou_1_hybrid: 0.4180 (0.4172) loss_class_2_hybrid: 0.7509 (0.7594) loss_bbox_2_hybrid: 0.1869 (0.1893) loss_giou_2_hybrid: 0.4169 (0.4122) loss_class_3_hybrid: 0.7601 (0.7510) loss_bbox_3_hybrid: 0.1866 (0.1890) loss_giou_3_hybrid: 0.4138 (0.4110) loss_class_4_hybrid: 0.7490 (0.7476) loss_bbox_4_hybrid: 0.1871 (0.1891) loss_giou_4_hybrid: 0.4088 (0.4107) loss_class_enc_hybrid: 0.7938 (0.7819) loss_bbox_enc_hybrid: 0.2396 (0.2358) loss_giou_enc_hybrid: 0.4739 (0.4858) mem: 1025 max mem: 36965 [2024-01-15 18:15:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:16:19 det.util.engine] INFO: Epoch: [8] [3600/11727] eta: 2:26:32 lr: 0.000100 data_time: 0.0028 iter_time: 1.0489 loss: 26.8165 (26.1566) loss_class: 0.7611 (0.7434) loss_bbox: 0.1556 (0.1769) loss_giou: 0.3986 (0.3823) loss_class_0: 0.9134 (0.9133) loss_bbox_0: 0.1634 (0.1773) loss_giou_0: 0.3888 (0.3874) loss_class_1: 0.8132 (0.7981) loss_bbox_1: 0.1576 (0.1781) loss_giou_1: 0.3983 (0.3856) loss_class_2: 0.7649 (0.7691) loss_bbox_2: 0.1606 (0.1760) loss_giou_2: 0.4015 (0.3827) loss_class_3: 0.7524 (0.7526) loss_bbox_3: 0.1566 (0.1763) loss_giou_3: 0.3939 (0.3823) loss_class_4: 0.7421 (0.7450) loss_bbox_4: 0.1571 (0.1767) loss_giou_4: 0.3959 (0.3824) loss_class_enc: 0.8749 (0.8661) loss_bbox_enc: 0.1900 (0.2113) loss_giou_enc: 0.4537 (0.4384) loss_class_dn: 0.3813 (0.3774) loss_bbox_dn: 0.2466 (0.2574) loss_giou_dn: 0.4339 (0.4292) loss_class_dn_0: 0.4713 (0.4728) loss_bbox_dn_0: 0.3244 (0.3606) loss_giou_dn_0: 0.5631 (0.5579) loss_class_dn_1: 0.4116 (0.4069) loss_bbox_dn_1: 0.2722 (0.2822) loss_giou_dn_1: 0.4667 (0.4607) loss_class_dn_2: 0.3878 (0.3862) loss_bbox_dn_2: 0.2502 (0.2616) loss_giou_dn_2: 0.4401 (0.4357) loss_class_dn_3: 0.3879 (0.3798) loss_bbox_dn_3: 0.2467 (0.2582) loss_giou_dn_3: 0.4358 (0.4306) loss_class_dn_4: 0.3835 (0.3774) loss_bbox_dn_4: 0.2467 (0.2573) loss_giou_dn_4: 0.4340 (0.4291) loss_class_hybrid: 0.7446 (0.7474) loss_bbox_hybrid: 0.1842 (0.1891) loss_giou_hybrid: 0.4215 (0.4109) loss_class_0_hybrid: 0.8264 (0.8156) loss_bbox_0_hybrid: 0.1976 (0.1975) loss_giou_0_hybrid: 0.4313 (0.4272) loss_class_1_hybrid: 0.7804 (0.7725) loss_bbox_1_hybrid: 0.1857 (0.1925) loss_giou_1_hybrid: 0.4270 (0.4174) loss_class_2_hybrid: 0.7677 (0.7595) loss_bbox_2_hybrid: 0.1863 (0.1894) loss_giou_2_hybrid: 0.4236 (0.4125) loss_class_3_hybrid: 0.7448 (0.7511) loss_bbox_3_hybrid: 0.1848 (0.1890) loss_giou_3_hybrid: 0.4260 (0.4113) loss_class_4_hybrid: 0.7438 (0.7477) loss_bbox_4_hybrid: 0.1829 (0.1891) loss_giou_4_hybrid: 0.4229 (0.4110) loss_class_enc_hybrid: 0.7942 (0.7817) loss_bbox_enc_hybrid: 0.2210 (0.2357) loss_giou_enc_hybrid: 0.4803 (0.4861) mem: 1026 max mem: 36965 [2024-01-15 18:16:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:17:13 det.util.engine] INFO: Epoch: [8] [3650/11727] eta: 2:25:38 lr: 0.000100 data_time: 0.0029 iter_time: 1.1239 loss: 25.9916 (26.1563) loss_class: 0.7152 (0.7433) loss_bbox: 0.1717 (0.1769) loss_giou: 0.3672 (0.3823) loss_class_0: 0.8697 (0.9131) loss_bbox_0: 0.1768 (0.1774) loss_giou_0: 0.3768 (0.3874) loss_class_1: 0.7698 (0.7978) loss_bbox_1: 0.1857 (0.1782) loss_giou_1: 0.3728 (0.3857) loss_class_2: 0.7479 (0.7688) loss_bbox_2: 0.1770 (0.1761) loss_giou_2: 0.3644 (0.3827) loss_class_3: 0.7420 (0.7524) loss_bbox_3: 0.1743 (0.1764) loss_giou_3: 0.3668 (0.3824) loss_class_4: 0.7226 (0.7449) loss_bbox_4: 0.1680 (0.1767) loss_giou_4: 0.3671 (0.3824) loss_class_enc: 0.8535 (0.8661) loss_bbox_enc: 0.2161 (0.2114) loss_giou_enc: 0.4323 (0.4383) loss_class_dn: 0.3754 (0.3774) loss_bbox_dn: 0.2470 (0.2574) loss_giou_dn: 0.4384 (0.4292) loss_class_dn_0: 0.4719 (0.4728) loss_bbox_dn_0: 0.3407 (0.3607) loss_giou_dn_0: 0.5641 (0.5579) loss_class_dn_1: 0.4148 (0.4070) loss_bbox_dn_1: 0.2565 (0.2822) loss_giou_dn_1: 0.4768 (0.4607) loss_class_dn_2: 0.3879 (0.3862) loss_bbox_dn_2: 0.2492 (0.2617) loss_giou_dn_2: 0.4496 (0.4357) loss_class_dn_3: 0.3771 (0.3798) loss_bbox_dn_3: 0.2471 (0.2582) loss_giou_dn_3: 0.4433 (0.4306) loss_class_dn_4: 0.3756 (0.3774) loss_bbox_dn_4: 0.2471 (0.2574) loss_giou_dn_4: 0.4388 (0.4291) loss_class_hybrid: 0.7222 (0.7472) loss_bbox_hybrid: 0.1882 (0.1892) loss_giou_hybrid: 0.3795 (0.4110) loss_class_0_hybrid: 0.7997 (0.8155) loss_bbox_0_hybrid: 0.2060 (0.1976) loss_giou_0_hybrid: 0.4031 (0.4272) loss_class_1_hybrid: 0.7451 (0.7723) loss_bbox_1_hybrid: 0.1964 (0.1926) loss_giou_1_hybrid: 0.3853 (0.4175) loss_class_2_hybrid: 0.7499 (0.7593) loss_bbox_2_hybrid: 0.1930 (0.1895) loss_giou_2_hybrid: 0.3766 (0.4126) loss_class_3_hybrid: 0.7388 (0.7509) loss_bbox_3_hybrid: 0.1900 (0.1891) loss_giou_3_hybrid: 0.3816 (0.4113) loss_class_4_hybrid: 0.7307 (0.7475) loss_bbox_4_hybrid: 0.1894 (0.1892) loss_giou_4_hybrid: 0.3798 (0.4111) loss_class_enc_hybrid: 0.7799 (0.7817) loss_bbox_enc_hybrid: 0.2394 (0.2358) loss_giou_enc_hybrid: 0.4735 (0.4860) mem: 1022 max mem: 36965 [2024-01-15 18:17:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:18:07 det.util.engine] INFO: Epoch: [8] [3700/11727] eta: 2:24:43 lr: 0.000100 data_time: 0.0034 iter_time: 1.0819 loss: 26.3393 (26.1537) loss_class: 0.7494 (0.7435) loss_bbox: 0.1812 (0.1768) loss_giou: 0.3657 (0.3821) loss_class_0: 0.9115 (0.9133) loss_bbox_0: 0.1775 (0.1773) loss_giou_0: 0.3625 (0.3872) loss_class_1: 0.7972 (0.7980) loss_bbox_1: 0.1750 (0.1781) loss_giou_1: 0.3606 (0.3855) loss_class_2: 0.7906 (0.7690) loss_bbox_2: 0.1805 (0.1761) loss_giou_2: 0.3573 (0.3825) loss_class_3: 0.7531 (0.7527) loss_bbox_3: 0.1812 (0.1763) loss_giou_3: 0.3576 (0.3821) loss_class_4: 0.7386 (0.7451) loss_bbox_4: 0.1818 (0.1766) loss_giou_4: 0.3651 (0.3821) loss_class_enc: 0.8782 (0.8664) loss_bbox_enc: 0.2141 (0.2113) loss_giou_enc: 0.4199 (0.4381) loss_class_dn: 0.3774 (0.3773) loss_bbox_dn: 0.2428 (0.2573) loss_giou_dn: 0.4200 (0.4291) loss_class_dn_0: 0.4827 (0.4729) loss_bbox_dn_0: 0.3738 (0.3606) loss_giou_dn_0: 0.5599 (0.5578) loss_class_dn_1: 0.4122 (0.4069) loss_bbox_dn_1: 0.2816 (0.2822) loss_giou_dn_1: 0.4494 (0.4606) loss_class_dn_2: 0.3884 (0.3861) loss_bbox_dn_2: 0.2506 (0.2616) loss_giou_dn_2: 0.4262 (0.4355) loss_class_dn_3: 0.3806 (0.3797) loss_bbox_dn_3: 0.2437 (0.2582) loss_giou_dn_3: 0.4211 (0.4305) loss_class_dn_4: 0.3787 (0.3773) loss_bbox_dn_4: 0.2429 (0.2573) loss_giou_dn_4: 0.4200 (0.4289) loss_class_hybrid: 0.7323 (0.7473) loss_bbox_hybrid: 0.2021 (0.1892) loss_giou_hybrid: 0.3794 (0.4108) loss_class_0_hybrid: 0.7906 (0.8157) loss_bbox_0_hybrid: 0.1884 (0.1975) loss_giou_0_hybrid: 0.3901 (0.4271) loss_class_1_hybrid: 0.7712 (0.7725) loss_bbox_1_hybrid: 0.1883 (0.1926) loss_giou_1_hybrid: 0.3770 (0.4173) loss_class_2_hybrid: 0.7450 (0.7594) loss_bbox_2_hybrid: 0.1997 (0.1895) loss_giou_2_hybrid: 0.3789 (0.4124) loss_class_3_hybrid: 0.7201 (0.7510) loss_bbox_3_hybrid: 0.1983 (0.1891) loss_giou_3_hybrid: 0.3777 (0.4112) loss_class_4_hybrid: 0.7166 (0.7476) loss_bbox_4_hybrid: 0.2034 (0.1892) loss_giou_4_hybrid: 0.3798 (0.4109) loss_class_enc_hybrid: 0.8032 (0.7819) loss_bbox_enc_hybrid: 0.2364 (0.2357) loss_giou_enc_hybrid: 0.4550 (0.4859) mem: 1018 max mem: 36965 [2024-01-15 18:18:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:19:00 det.util.engine] INFO: Epoch: [8] [3750/11727] eta: 2:23:46 lr: 0.000100 data_time: 0.0031 iter_time: 1.0731 loss: 26.2200 (26.1622) loss_class: 0.7509 (0.7439) loss_bbox: 0.1581 (0.1767) loss_giou: 0.3974 (0.3824) loss_class_0: 0.9153 (0.9136) loss_bbox_0: 0.1665 (0.1772) loss_giou_0: 0.4075 (0.3876) loss_class_1: 0.8304 (0.7984) loss_bbox_1: 0.1525 (0.1780) loss_giou_1: 0.3962 (0.3858) loss_class_2: 0.8114 (0.7695) loss_bbox_2: 0.1524 (0.1759) loss_giou_2: 0.3939 (0.3828) loss_class_3: 0.7818 (0.7531) loss_bbox_3: 0.1603 (0.1762) loss_giou_3: 0.3959 (0.3824) loss_class_4: 0.7572 (0.7454) loss_bbox_4: 0.1581 (0.1765) loss_giou_4: 0.3977 (0.3825) loss_class_enc: 0.8714 (0.8667) loss_bbox_enc: 0.1948 (0.2111) loss_giou_enc: 0.4547 (0.4384) loss_class_dn: 0.3754 (0.3773) loss_bbox_dn: 0.2579 (0.2572) loss_giou_dn: 0.4484 (0.4294) loss_class_dn_0: 0.4674 (0.4728) loss_bbox_dn_0: 0.3465 (0.3604) loss_giou_dn_0: 0.5703 (0.5580) loss_class_dn_1: 0.4045 (0.4069) loss_bbox_dn_1: 0.2751 (0.2821) loss_giou_dn_1: 0.4711 (0.4609) loss_class_dn_2: 0.3860 (0.3861) loss_bbox_dn_2: 0.2608 (0.2615) loss_giou_dn_2: 0.4532 (0.4359) loss_class_dn_3: 0.3775 (0.3797) loss_bbox_dn_3: 0.2576 (0.2581) loss_giou_dn_3: 0.4486 (0.4308) loss_class_dn_4: 0.3740 (0.3773) loss_bbox_dn_4: 0.2578 (0.2572) loss_giou_dn_4: 0.4483 (0.4293) loss_class_hybrid: 0.7477 (0.7473) loss_bbox_hybrid: 0.1644 (0.1891) loss_giou_hybrid: 0.4437 (0.4113) loss_class_0_hybrid: 0.8144 (0.8157) loss_bbox_0_hybrid: 0.1861 (0.1974) loss_giou_0_hybrid: 0.4585 (0.4275) loss_class_1_hybrid: 0.7617 (0.7726) loss_bbox_1_hybrid: 0.1680 (0.1925) loss_giou_1_hybrid: 0.4473 (0.4178) loss_class_2_hybrid: 0.7567 (0.7595) loss_bbox_2_hybrid: 0.1631 (0.1894) loss_giou_2_hybrid: 0.4433 (0.4129) loss_class_3_hybrid: 0.7441 (0.7511) loss_bbox_3_hybrid: 0.1633 (0.1891) loss_giou_3_hybrid: 0.4428 (0.4116) loss_class_4_hybrid: 0.7371 (0.7477) loss_bbox_4_hybrid: 0.1622 (0.1892) loss_giou_4_hybrid: 0.4431 (0.4114) loss_class_enc_hybrid: 0.7896 (0.7820) loss_bbox_enc_hybrid: 0.2126 (0.2356) loss_giou_enc_hybrid: 0.5113 (0.4864) mem: 1021 max mem: 36965 [2024-01-15 18:19:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:19:52 det.util.engine] INFO: Epoch: [8] [3800/11727] eta: 2:22:49 lr: 0.000100 data_time: 0.0030 iter_time: 1.0542 loss: 25.9385 (26.1562) loss_class: 0.7364 (0.7437) loss_bbox: 0.1633 (0.1767) loss_giou: 0.3979 (0.3824) loss_class_0: 0.8900 (0.9135) loss_bbox_0: 0.1641 (0.1772) loss_giou_0: 0.3876 (0.3875) loss_class_1: 0.7795 (0.7982) loss_bbox_1: 0.1591 (0.1780) loss_giou_1: 0.3863 (0.3858) loss_class_2: 0.7590 (0.7694) loss_bbox_2: 0.1606 (0.1759) loss_giou_2: 0.3862 (0.3828) loss_class_3: 0.7519 (0.7529) loss_bbox_3: 0.1669 (0.1762) loss_giou_3: 0.3929 (0.3824) loss_class_4: 0.7625 (0.7452) loss_bbox_4: 0.1631 (0.1765) loss_giou_4: 0.3929 (0.3824) loss_class_enc: 0.8487 (0.8664) loss_bbox_enc: 0.1926 (0.2111) loss_giou_enc: 0.4457 (0.4385) loss_class_dn: 0.3738 (0.3772) loss_bbox_dn: 0.2392 (0.2570) loss_giou_dn: 0.4290 (0.4292) loss_class_dn_0: 0.4683 (0.4728) loss_bbox_dn_0: 0.3260 (0.3602) loss_giou_dn_0: 0.5574 (0.5579) loss_class_dn_1: 0.4042 (0.4068) loss_bbox_dn_1: 0.2679 (0.2818) loss_giou_dn_1: 0.4628 (0.4607) loss_class_dn_2: 0.3842 (0.3861) loss_bbox_dn_2: 0.2544 (0.2613) loss_giou_dn_2: 0.4352 (0.4357) loss_class_dn_3: 0.3776 (0.3797) loss_bbox_dn_3: 0.2443 (0.2579) loss_giou_dn_3: 0.4308 (0.4306) loss_class_dn_4: 0.3755 (0.3773) loss_bbox_dn_4: 0.2393 (0.2570) loss_giou_dn_4: 0.4289 (0.4291) loss_class_hybrid: 0.7235 (0.7470) loss_bbox_hybrid: 0.1677 (0.1891) loss_giou_hybrid: 0.4439 (0.4113) loss_class_0_hybrid: 0.7789 (0.8155) loss_bbox_0_hybrid: 0.1863 (0.1975) loss_giou_0_hybrid: 0.4389 (0.4275) loss_class_1_hybrid: 0.7520 (0.7724) loss_bbox_1_hybrid: 0.1721 (0.1925) loss_giou_1_hybrid: 0.4406 (0.4178) loss_class_2_hybrid: 0.7280 (0.7592) loss_bbox_2_hybrid: 0.1707 (0.1894) loss_giou_2_hybrid: 0.4371 (0.4129) loss_class_3_hybrid: 0.7220 (0.7508) loss_bbox_3_hybrid: 0.1684 (0.1891) loss_giou_3_hybrid: 0.4321 (0.4117) loss_class_4_hybrid: 0.7241 (0.7474) loss_bbox_4_hybrid: 0.1689 (0.1892) loss_giou_4_hybrid: 0.4394 (0.4114) loss_class_enc_hybrid: 0.7665 (0.7817) loss_bbox_enc_hybrid: 0.2213 (0.2357) loss_giou_enc_hybrid: 0.4928 (0.4864) mem: 1017 max mem: 36965 [2024-01-15 18:19:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:20:46 det.util.engine] INFO: Epoch: [8] [3850/11727] eta: 2:21:54 lr: 0.000100 data_time: 0.0029 iter_time: 1.0642 loss: 25.4316 (26.1491) loss_class: 0.7327 (0.7435) loss_bbox: 0.1621 (0.1766) loss_giou: 0.3355 (0.3822) loss_class_0: 0.9395 (0.9135) loss_bbox_0: 0.1576 (0.1771) loss_giou_0: 0.3337 (0.3873) loss_class_1: 0.8007 (0.7979) loss_bbox_1: 0.1681 (0.1779) loss_giou_1: 0.3346 (0.3856) loss_class_2: 0.7475 (0.7690) loss_bbox_2: 0.1614 (0.1758) loss_giou_2: 0.3334 (0.3826) loss_class_3: 0.7644 (0.7527) loss_bbox_3: 0.1593 (0.1761) loss_giou_3: 0.3302 (0.3822) loss_class_4: 0.7381 (0.7450) loss_bbox_4: 0.1610 (0.1764) loss_giou_4: 0.3305 (0.3823) loss_class_enc: 0.8532 (0.8663) loss_bbox_enc: 0.2104 (0.2111) loss_giou_enc: 0.3758 (0.4383) loss_class_dn: 0.3736 (0.3772) loss_bbox_dn: 0.2526 (0.2569) loss_giou_dn: 0.3910 (0.4291) loss_class_dn_0: 0.4762 (0.4727) loss_bbox_dn_0: 0.3528 (0.3601) loss_giou_dn_0: 0.5244 (0.5577) loss_class_dn_1: 0.4063 (0.4068) loss_bbox_dn_1: 0.2728 (0.2817) loss_giou_dn_1: 0.4191 (0.4605) loss_class_dn_2: 0.3801 (0.3860) loss_bbox_dn_2: 0.2561 (0.2612) loss_giou_dn_2: 0.3965 (0.4356) loss_class_dn_3: 0.3741 (0.3796) loss_bbox_dn_3: 0.2546 (0.2578) loss_giou_dn_3: 0.3931 (0.4305) loss_class_dn_4: 0.3715 (0.3772) loss_bbox_dn_4: 0.2528 (0.2569) loss_giou_dn_4: 0.3913 (0.4290) loss_class_hybrid: 0.7397 (0.7468) loss_bbox_hybrid: 0.1781 (0.1891) loss_giou_hybrid: 0.3488 (0.4112) loss_class_0_hybrid: 0.8079 (0.8153) loss_bbox_0_hybrid: 0.1839 (0.1974) loss_giou_0_hybrid: 0.3673 (0.4274) loss_class_1_hybrid: 0.7542 (0.7722) loss_bbox_1_hybrid: 0.1781 (0.1925) loss_giou_1_hybrid: 0.3538 (0.4176) loss_class_2_hybrid: 0.7266 (0.7590) loss_bbox_2_hybrid: 0.1796 (0.1894) loss_giou_2_hybrid: 0.3452 (0.4128) loss_class_3_hybrid: 0.7369 (0.7506) loss_bbox_3_hybrid: 0.1798 (0.1891) loss_giou_3_hybrid: 0.3583 (0.4115) loss_class_4_hybrid: 0.7349 (0.7472) loss_bbox_4_hybrid: 0.1790 (0.1892) loss_giou_4_hybrid: 0.3499 (0.4113) loss_class_enc_hybrid: 0.7555 (0.7816) loss_bbox_enc_hybrid: 0.2244 (0.2356) loss_giou_enc_hybrid: 0.4174 (0.4862) mem: 1035 max mem: 36965 [2024-01-15 18:20:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:21:38 det.util.engine] INFO: Epoch: [8] [3900/11727] eta: 2:20:57 lr: 0.000100 data_time: 0.0027 iter_time: 1.0337 loss: 26.3668 (26.1517) loss_class: 0.7913 (0.7436) loss_bbox: 0.1746 (0.1765) loss_giou: 0.3672 (0.3824) loss_class_0: 0.9487 (0.9138) loss_bbox_0: 0.1638 (0.1770) loss_giou_0: 0.3788 (0.3874) loss_class_1: 0.8387 (0.7981) loss_bbox_1: 0.1768 (0.1779) loss_giou_1: 0.3786 (0.3858) loss_class_2: 0.8325 (0.7692) loss_bbox_2: 0.1701 (0.1758) loss_giou_2: 0.3725 (0.3828) loss_class_3: 0.8045 (0.7529) loss_bbox_3: 0.1753 (0.1760) loss_giou_3: 0.3690 (0.3824) loss_class_4: 0.7815 (0.7451) loss_bbox_4: 0.1746 (0.1763) loss_giou_4: 0.3677 (0.3824) loss_class_enc: 0.8746 (0.8662) loss_bbox_enc: 0.2021 (0.2110) loss_giou_enc: 0.4265 (0.4385) loss_class_dn: 0.3735 (0.3772) loss_bbox_dn: 0.2630 (0.2569) loss_giou_dn: 0.4120 (0.4292) loss_class_dn_0: 0.4664 (0.4727) loss_bbox_dn_0: 0.3637 (0.3600) loss_giou_dn_0: 0.5558 (0.5578) loss_class_dn_1: 0.4032 (0.4068) loss_bbox_dn_1: 0.2872 (0.2817) loss_giou_dn_1: 0.4490 (0.4606) loss_class_dn_2: 0.3832 (0.3860) loss_bbox_dn_2: 0.2648 (0.2611) loss_giou_dn_2: 0.4181 (0.4357) loss_class_dn_3: 0.3781 (0.3796) loss_bbox_dn_3: 0.2628 (0.2577) loss_giou_dn_3: 0.4127 (0.4306) loss_class_dn_4: 0.3763 (0.3772) loss_bbox_dn_4: 0.2632 (0.2569) loss_giou_dn_4: 0.4116 (0.4291) loss_class_hybrid: 0.7320 (0.7467) loss_bbox_hybrid: 0.1823 (0.1891) loss_giou_hybrid: 0.4082 (0.4114) loss_class_0_hybrid: 0.8228 (0.8153) loss_bbox_0_hybrid: 0.1940 (0.1973) loss_giou_0_hybrid: 0.4269 (0.4276) loss_class_1_hybrid: 0.7668 (0.7721) loss_bbox_1_hybrid: 0.1866 (0.1924) loss_giou_1_hybrid: 0.4143 (0.4179) loss_class_2_hybrid: 0.7350 (0.7590) loss_bbox_2_hybrid: 0.1879 (0.1894) loss_giou_2_hybrid: 0.4099 (0.4130) loss_class_3_hybrid: 0.7320 (0.7505) loss_bbox_3_hybrid: 0.1865 (0.1890) loss_giou_3_hybrid: 0.4088 (0.4118) loss_class_4_hybrid: 0.7456 (0.7471) loss_bbox_4_hybrid: 0.1833 (0.1891) loss_giou_4_hybrid: 0.4077 (0.4115) loss_class_enc_hybrid: 0.7634 (0.7814) loss_bbox_enc_hybrid: 0.2308 (0.2356) loss_giou_enc_hybrid: 0.4927 (0.4864) mem: 1026 max mem: 36965 [2024-01-15 18:21:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:22:31 det.util.engine] INFO: Epoch: [8] [3950/11727] eta: 2:20:01 lr: 0.000100 data_time: 0.0029 iter_time: 1.0657 loss: 25.3931 (26.1493) loss_class: 0.7392 (0.7437) loss_bbox: 0.1512 (0.1764) loss_giou: 0.3795 (0.3823) loss_class_0: 0.8881 (0.9139) loss_bbox_0: 0.1603 (0.1770) loss_giou_0: 0.3868 (0.3874) loss_class_1: 0.7737 (0.7981) loss_bbox_1: 0.1540 (0.1778) loss_giou_1: 0.3853 (0.3857) loss_class_2: 0.7314 (0.7691) loss_bbox_2: 0.1538 (0.1757) loss_giou_2: 0.3924 (0.3828) loss_class_3: 0.7195 (0.7528) loss_bbox_3: 0.1519 (0.1760) loss_giou_3: 0.3918 (0.3823) loss_class_4: 0.7442 (0.7452) loss_bbox_4: 0.1512 (0.1763) loss_giou_4: 0.3796 (0.3823) loss_class_enc: 0.8447 (0.8662) loss_bbox_enc: 0.1983 (0.2110) loss_giou_enc: 0.4479 (0.4384) loss_class_dn: 0.3770 (0.3772) loss_bbox_dn: 0.2297 (0.2568) loss_giou_dn: 0.4360 (0.4292) loss_class_dn_0: 0.4675 (0.4727) loss_bbox_dn_0: 0.3150 (0.3601) loss_giou_dn_0: 0.5577 (0.5578) loss_class_dn_1: 0.4067 (0.4068) loss_bbox_dn_1: 0.2506 (0.2816) loss_giou_dn_1: 0.4667 (0.4606) loss_class_dn_2: 0.3843 (0.3860) loss_bbox_dn_2: 0.2329 (0.2611) loss_giou_dn_2: 0.4411 (0.4356) loss_class_dn_3: 0.3796 (0.3796) loss_bbox_dn_3: 0.2307 (0.2577) loss_giou_dn_3: 0.4358 (0.4305) loss_class_dn_4: 0.3774 (0.3772) loss_bbox_dn_4: 0.2297 (0.2568) loss_giou_dn_4: 0.4362 (0.4290) loss_class_hybrid: 0.7492 (0.7467) loss_bbox_hybrid: 0.1655 (0.1890) loss_giou_hybrid: 0.3937 (0.4114) loss_class_0_hybrid: 0.8093 (0.8152) loss_bbox_0_hybrid: 0.1753 (0.1973) loss_giou_0_hybrid: 0.4145 (0.4276) loss_class_1_hybrid: 0.7662 (0.7721) loss_bbox_1_hybrid: 0.1702 (0.1924) loss_giou_1_hybrid: 0.4016 (0.4178) loss_class_2_hybrid: 0.7561 (0.7589) loss_bbox_2_hybrid: 0.1671 (0.1893) loss_giou_2_hybrid: 0.3956 (0.4129) loss_class_3_hybrid: 0.7589 (0.7505) loss_bbox_3_hybrid: 0.1674 (0.1889) loss_giou_3_hybrid: 0.3953 (0.4117) loss_class_4_hybrid: 0.7491 (0.7472) loss_bbox_4_hybrid: 0.1669 (0.1890) loss_giou_4_hybrid: 0.3945 (0.4114) loss_class_enc_hybrid: 0.7725 (0.7814) loss_bbox_enc_hybrid: 0.2143 (0.2355) loss_giou_enc_hybrid: 0.4702 (0.4864) mem: 1023 max mem: 36965 [2024-01-15 18:22:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:23:24 det.util.engine] INFO: Epoch: [8] [4000/11727] eta: 2:19:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0378 loss: 27.0274 (26.1507) loss_class: 0.7707 (0.7439) loss_bbox: 0.1729 (0.1764) loss_giou: 0.3637 (0.3823) loss_class_0: 0.9246 (0.9139) loss_bbox_0: 0.1751 (0.1769) loss_giou_0: 0.3759 (0.3874) loss_class_1: 0.8085 (0.7982) loss_bbox_1: 0.1762 (0.1777) loss_giou_1: 0.3765 (0.3858) loss_class_2: 0.8132 (0.7693) loss_bbox_2: 0.1730 (0.1756) loss_giou_2: 0.3687 (0.3828) loss_class_3: 0.8025 (0.7531) loss_bbox_3: 0.1737 (0.1759) loss_giou_3: 0.3741 (0.3823) loss_class_4: 0.7803 (0.7455) loss_bbox_4: 0.1754 (0.1762) loss_giou_4: 0.3766 (0.3824) loss_class_enc: 0.8918 (0.8661) loss_bbox_enc: 0.2093 (0.2109) loss_giou_enc: 0.4279 (0.4385) loss_class_dn: 0.3807 (0.3772) loss_bbox_dn: 0.2706 (0.2567) loss_giou_dn: 0.4302 (0.4293) loss_class_dn_0: 0.4758 (0.4728) loss_bbox_dn_0: 0.3532 (0.3599) loss_giou_dn_0: 0.5757 (0.5579) loss_class_dn_1: 0.4124 (0.4068) loss_bbox_dn_1: 0.2801 (0.2814) loss_giou_dn_1: 0.4691 (0.4607) loss_class_dn_2: 0.3913 (0.3860) loss_bbox_dn_2: 0.2714 (0.2609) loss_giou_dn_2: 0.4333 (0.4357) loss_class_dn_3: 0.3839 (0.3796) loss_bbox_dn_3: 0.2719 (0.2575) loss_giou_dn_3: 0.4299 (0.4306) loss_class_dn_4: 0.3821 (0.3773) loss_bbox_dn_4: 0.2706 (0.2567) loss_giou_dn_4: 0.4297 (0.4291) loss_class_hybrid: 0.7543 (0.7469) loss_bbox_hybrid: 0.1903 (0.1889) loss_giou_hybrid: 0.3912 (0.4115) loss_class_0_hybrid: 0.8177 (0.8151) loss_bbox_0_hybrid: 0.1952 (0.1973) loss_giou_0_hybrid: 0.4096 (0.4277) loss_class_1_hybrid: 0.7816 (0.7721) loss_bbox_1_hybrid: 0.1927 (0.1923) loss_giou_1_hybrid: 0.3975 (0.4179) loss_class_2_hybrid: 0.7912 (0.7590) loss_bbox_2_hybrid: 0.1884 (0.1892) loss_giou_2_hybrid: 0.3910 (0.4130) loss_class_3_hybrid: 0.7609 (0.7506) loss_bbox_3_hybrid: 0.1895 (0.1889) loss_giou_3_hybrid: 0.3895 (0.4118) loss_class_4_hybrid: 0.7597 (0.7472) loss_bbox_4_hybrid: 0.1902 (0.1890) loss_giou_4_hybrid: 0.3891 (0.4115) loss_class_enc_hybrid: 0.7893 (0.7814) loss_bbox_enc_hybrid: 0.2296 (0.2355) loss_giou_enc_hybrid: 0.4605 (0.4864) mem: 1025 max mem: 36965 [2024-01-15 18:23:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:24:18 det.util.engine] INFO: Epoch: [8] [4050/11727] eta: 2:18:11 lr: 0.000100 data_time: 0.0029 iter_time: 1.0887 loss: 26.1104 (26.1499) loss_class: 0.7225 (0.7439) loss_bbox: 0.1651 (0.1763) loss_giou: 0.3580 (0.3822) loss_class_0: 0.9220 (0.9142) loss_bbox_0: 0.1627 (0.1769) loss_giou_0: 0.3512 (0.3873) loss_class_1: 0.7737 (0.7982) loss_bbox_1: 0.1638 (0.1777) loss_giou_1: 0.3517 (0.3857) loss_class_2: 0.7408 (0.7693) loss_bbox_2: 0.1700 (0.1756) loss_giou_2: 0.3539 (0.3827) loss_class_3: 0.7076 (0.7531) loss_bbox_3: 0.1690 (0.1759) loss_giou_3: 0.3592 (0.3823) loss_class_4: 0.7201 (0.7455) loss_bbox_4: 0.1656 (0.1762) loss_giou_4: 0.3582 (0.3823) loss_class_enc: 0.8327 (0.8661) loss_bbox_enc: 0.1994 (0.2109) loss_giou_enc: 0.4262 (0.4384) loss_class_dn: 0.3772 (0.3773) loss_bbox_dn: 0.2312 (0.2567) loss_giou_dn: 0.4107 (0.4292) loss_class_dn_0: 0.4657 (0.4728) loss_bbox_dn_0: 0.3281 (0.3599) loss_giou_dn_0: 0.5505 (0.5579) loss_class_dn_1: 0.4114 (0.4069) loss_bbox_dn_1: 0.2617 (0.2815) loss_giou_dn_1: 0.4515 (0.4607) loss_class_dn_2: 0.3910 (0.3861) loss_bbox_dn_2: 0.2387 (0.2610) loss_giou_dn_2: 0.4178 (0.4357) loss_class_dn_3: 0.3829 (0.3797) loss_bbox_dn_3: 0.2324 (0.2576) loss_giou_dn_3: 0.4134 (0.4306) loss_class_dn_4: 0.3776 (0.3773) loss_bbox_dn_4: 0.2312 (0.2567) loss_giou_dn_4: 0.4105 (0.4291) loss_class_hybrid: 0.7231 (0.7468) loss_bbox_hybrid: 0.1816 (0.1889) loss_giou_hybrid: 0.3685 (0.4114) loss_class_0_hybrid: 0.8049 (0.8152) loss_bbox_0_hybrid: 0.1837 (0.1973) loss_giou_0_hybrid: 0.3713 (0.4276) loss_class_1_hybrid: 0.7630 (0.7721) loss_bbox_1_hybrid: 0.1860 (0.1923) loss_giou_1_hybrid: 0.3699 (0.4178) loss_class_2_hybrid: 0.7369 (0.7589) loss_bbox_2_hybrid: 0.1849 (0.1892) loss_giou_2_hybrid: 0.3711 (0.4130) loss_class_3_hybrid: 0.7345 (0.7506) loss_bbox_3_hybrid: 0.1822 (0.1889) loss_giou_3_hybrid: 0.3732 (0.4117) loss_class_4_hybrid: 0.7173 (0.7472) loss_bbox_4_hybrid: 0.1825 (0.1890) loss_giou_4_hybrid: 0.3763 (0.4115) loss_class_enc_hybrid: 0.7600 (0.7814) loss_bbox_enc_hybrid: 0.2239 (0.2355) loss_giou_enc_hybrid: 0.4362 (0.4863) mem: 1024 max mem: 36965 [2024-01-15 18:24:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:25:10 det.util.engine] INFO: Epoch: [8] [4100/11727] eta: 2:17:13 lr: 0.000100 data_time: 0.0028 iter_time: 1.0299 loss: 27.0231 (26.1521) loss_class: 0.7926 (0.7442) loss_bbox: 0.1850 (0.1764) loss_giou: 0.3405 (0.3820) loss_class_0: 0.9851 (0.9146) loss_bbox_0: 0.1807 (0.1769) loss_giou_0: 0.3515 (0.3870) loss_class_1: 0.8498 (0.7985) loss_bbox_1: 0.1933 (0.1778) loss_giou_1: 0.3518 (0.3855) loss_class_2: 0.8042 (0.7695) loss_bbox_2: 0.1860 (0.1757) loss_giou_2: 0.3409 (0.3824) loss_class_3: 0.7974 (0.7534) loss_bbox_3: 0.1851 (0.1760) loss_giou_3: 0.3381 (0.3820) loss_class_4: 0.7939 (0.7457) loss_bbox_4: 0.1850 (0.1763) loss_giou_4: 0.3458 (0.3820) loss_class_enc: 0.8946 (0.8664) loss_bbox_enc: 0.2162 (0.2110) loss_giou_enc: 0.4167 (0.4381) loss_class_dn: 0.3747 (0.3773) loss_bbox_dn: 0.2753 (0.2571) loss_giou_dn: 0.4025 (0.4291) loss_class_dn_0: 0.4759 (0.4728) loss_bbox_dn_0: 0.3878 (0.3604) loss_giou_dn_0: 0.5276 (0.5578) loss_class_dn_1: 0.4074 (0.4068) loss_bbox_dn_1: 0.2999 (0.2820) loss_giou_dn_1: 0.4295 (0.4605) loss_class_dn_2: 0.3813 (0.3861) loss_bbox_dn_2: 0.2827 (0.2614) loss_giou_dn_2: 0.4090 (0.4356) loss_class_dn_3: 0.3768 (0.3797) loss_bbox_dn_3: 0.2759 (0.2580) loss_giou_dn_3: 0.4057 (0.4305) loss_class_dn_4: 0.3755 (0.3773) loss_bbox_dn_4: 0.2753 (0.2571) loss_giou_dn_4: 0.4025 (0.4289) loss_class_hybrid: 0.7834 (0.7471) loss_bbox_hybrid: 0.1901 (0.1890) loss_giou_hybrid: 0.3752 (0.4110) loss_class_0_hybrid: 0.8598 (0.8155) loss_bbox_0_hybrid: 0.2076 (0.1973) loss_giou_0_hybrid: 0.3936 (0.4272) loss_class_1_hybrid: 0.8192 (0.7724) loss_bbox_1_hybrid: 0.1902 (0.1924) loss_giou_1_hybrid: 0.3853 (0.4175) loss_class_2_hybrid: 0.7969 (0.7592) loss_bbox_2_hybrid: 0.1885 (0.1893) loss_giou_2_hybrid: 0.3789 (0.4126) loss_class_3_hybrid: 0.7853 (0.7509) loss_bbox_3_hybrid: 0.1901 (0.1889) loss_giou_3_hybrid: 0.3760 (0.4113) loss_class_4_hybrid: 0.7945 (0.7475) loss_bbox_4_hybrid: 0.1945 (0.1891) loss_giou_4_hybrid: 0.3765 (0.4111) loss_class_enc_hybrid: 0.8075 (0.7817) loss_bbox_enc_hybrid: 0.2497 (0.2356) loss_giou_enc_hybrid: 0.4551 (0.4859) mem: 1035 max mem: 36965 [2024-01-15 18:25:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:26:04 det.util.engine] INFO: Epoch: [8] [4150/11727] eta: 2:16:19 lr: 0.000100 data_time: 0.0029 iter_time: 1.0777 loss: 25.7782 (26.1527) loss_class: 0.7265 (0.7443) loss_bbox: 0.1604 (0.1763) loss_giou: 0.4036 (0.3820) loss_class_0: 0.8686 (0.9147) loss_bbox_0: 0.1587 (0.1768) loss_giou_0: 0.3989 (0.3870) loss_class_1: 0.7598 (0.7985) loss_bbox_1: 0.1586 (0.1777) loss_giou_1: 0.4068 (0.3855) loss_class_2: 0.7283 (0.7696) loss_bbox_2: 0.1581 (0.1756) loss_giou_2: 0.4009 (0.3825) loss_class_3: 0.7297 (0.7535) loss_bbox_3: 0.1562 (0.1759) loss_giou_3: 0.4101 (0.3821) loss_class_4: 0.7321 (0.7458) loss_bbox_4: 0.1601 (0.1762) loss_giou_4: 0.3960 (0.3821) loss_class_enc: 0.8173 (0.8663) loss_bbox_enc: 0.1857 (0.2109) loss_giou_enc: 0.4620 (0.4382) loss_class_dn: 0.3797 (0.3773) loss_bbox_dn: 0.2287 (0.2571) loss_giou_dn: 0.4441 (0.4291) loss_class_dn_0: 0.4614 (0.4727) loss_bbox_dn_0: 0.3230 (0.3603) loss_giou_dn_0: 0.5761 (0.5578) loss_class_dn_1: 0.4006 (0.4069) loss_bbox_dn_1: 0.2459 (0.2819) loss_giou_dn_1: 0.4839 (0.4606) loss_class_dn_2: 0.3859 (0.3861) loss_bbox_dn_2: 0.2259 (0.2614) loss_giou_dn_2: 0.4482 (0.4356) loss_class_dn_3: 0.3805 (0.3797) loss_bbox_dn_3: 0.2289 (0.2580) loss_giou_dn_3: 0.4462 (0.4305) loss_class_dn_4: 0.3797 (0.3773) loss_bbox_dn_4: 0.2289 (0.2571) loss_giou_dn_4: 0.4442 (0.4290) loss_class_hybrid: 0.7332 (0.7472) loss_bbox_hybrid: 0.1754 (0.1889) loss_giou_hybrid: 0.4332 (0.4111) loss_class_0_hybrid: 0.7801 (0.8155) loss_bbox_0_hybrid: 0.1781 (0.1973) loss_giou_0_hybrid: 0.4631 (0.4273) loss_class_1_hybrid: 0.7401 (0.7724) loss_bbox_1_hybrid: 0.1770 (0.1923) loss_giou_1_hybrid: 0.4511 (0.4176) loss_class_2_hybrid: 0.7363 (0.7593) loss_bbox_2_hybrid: 0.1780 (0.1892) loss_giou_2_hybrid: 0.4404 (0.4127) loss_class_3_hybrid: 0.7306 (0.7510) loss_bbox_3_hybrid: 0.1736 (0.1888) loss_giou_3_hybrid: 0.4370 (0.4114) loss_class_4_hybrid: 0.7241 (0.7475) loss_bbox_4_hybrid: 0.1751 (0.1890) loss_giou_4_hybrid: 0.4355 (0.4112) loss_class_enc_hybrid: 0.7331 (0.7816) loss_bbox_enc_hybrid: 0.2089 (0.2355) loss_giou_enc_hybrid: 0.5213 (0.4860) mem: 1015 max mem: 36965 [2024-01-15 18:26:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:27:02 det.util.engine] INFO: Epoch: [8] [4200/11727] eta: 2:15:31 lr: 0.000100 data_time: 0.0030 iter_time: 1.0480 loss: 26.2663 (26.1540) loss_class: 0.7177 (0.7442) loss_bbox: 0.1566 (0.1763) loss_giou: 0.4014 (0.3823) loss_class_0: 0.8712 (0.9147) loss_bbox_0: 0.1677 (0.1767) loss_giou_0: 0.3869 (0.3872) loss_class_1: 0.7754 (0.7984) loss_bbox_1: 0.1551 (0.1776) loss_giou_1: 0.3851 (0.3858) loss_class_2: 0.7672 (0.7694) loss_bbox_2: 0.1575 (0.1756) loss_giou_2: 0.4006 (0.3828) loss_class_3: 0.7509 (0.7535) loss_bbox_3: 0.1583 (0.1758) loss_giou_3: 0.4008 (0.3823) loss_class_4: 0.7329 (0.7458) loss_bbox_4: 0.1582 (0.1761) loss_giou_4: 0.3980 (0.3823) loss_class_enc: 0.8273 (0.8663) loss_bbox_enc: 0.1994 (0.2108) loss_giou_enc: 0.4485 (0.4384) loss_class_dn: 0.3786 (0.3773) loss_bbox_dn: 0.2454 (0.2570) loss_giou_dn: 0.4381 (0.4293) loss_class_dn_0: 0.4792 (0.4727) loss_bbox_dn_0: 0.3040 (0.3600) loss_giou_dn_0: 0.5618 (0.5579) loss_class_dn_1: 0.4094 (0.4069) loss_bbox_dn_1: 0.2564 (0.2817) loss_giou_dn_1: 0.4772 (0.4607) loss_class_dn_2: 0.3873 (0.3861) loss_bbox_dn_2: 0.2492 (0.2612) loss_giou_dn_2: 0.4467 (0.4358) loss_class_dn_3: 0.3851 (0.3797) loss_bbox_dn_3: 0.2446 (0.2578) loss_giou_dn_3: 0.4392 (0.4307) loss_class_dn_4: 0.3775 (0.3774) loss_bbox_dn_4: 0.2455 (0.2570) loss_giou_dn_4: 0.4381 (0.4292) loss_class_hybrid: 0.7423 (0.7471) loss_bbox_hybrid: 0.1814 (0.1888) loss_giou_hybrid: 0.4252 (0.4113) loss_class_0_hybrid: 0.8096 (0.8154) loss_bbox_0_hybrid: 0.2029 (0.1972) loss_giou_0_hybrid: 0.4488 (0.4276) loss_class_1_hybrid: 0.7608 (0.7724) loss_bbox_1_hybrid: 0.1801 (0.1922) loss_giou_1_hybrid: 0.4323 (0.4178) loss_class_2_hybrid: 0.7602 (0.7593) loss_bbox_2_hybrid: 0.1815 (0.1891) loss_giou_2_hybrid: 0.4305 (0.4129) loss_class_3_hybrid: 0.7510 (0.7509) loss_bbox_3_hybrid: 0.1820 (0.1887) loss_giou_3_hybrid: 0.4287 (0.4116) loss_class_4_hybrid: 0.7456 (0.7475) loss_bbox_4_hybrid: 0.1823 (0.1889) loss_giou_4_hybrid: 0.4259 (0.4114) loss_class_enc_hybrid: 0.7653 (0.7815) loss_bbox_enc_hybrid: 0.2290 (0.2354) loss_giou_enc_hybrid: 0.5009 (0.4863) mem: 1029 max mem: 36965 [2024-01-15 18:27:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:27:55 det.util.engine] INFO: Epoch: [8] [4250/11727] eta: 2:14:36 lr: 0.000100 data_time: 0.0031 iter_time: 1.0403 loss: 26.1053 (26.1496) loss_class: 0.7340 (0.7440) loss_bbox: 0.1683 (0.1762) loss_giou: 0.3830 (0.3823) loss_class_0: 0.9007 (0.9146) loss_bbox_0: 0.1687 (0.1766) loss_giou_0: 0.3837 (0.3872) loss_class_1: 0.7807 (0.7982) loss_bbox_1: 0.1753 (0.1775) loss_giou_1: 0.3796 (0.3858) loss_class_2: 0.7492 (0.7691) loss_bbox_2: 0.1696 (0.1755) loss_giou_2: 0.3830 (0.3828) loss_class_3: 0.7396 (0.7532) loss_bbox_3: 0.1663 (0.1757) loss_giou_3: 0.3840 (0.3823) loss_class_4: 0.7320 (0.7455) loss_bbox_4: 0.1688 (0.1760) loss_giou_4: 0.3801 (0.3824) loss_class_enc: 0.8486 (0.8662) loss_bbox_enc: 0.1934 (0.2107) loss_giou_enc: 0.4543 (0.4385) loss_class_dn: 0.3740 (0.3773) loss_bbox_dn: 0.2393 (0.2568) loss_giou_dn: 0.4334 (0.4293) loss_class_dn_0: 0.4686 (0.4727) loss_bbox_dn_0: 0.3354 (0.3598) loss_giou_dn_0: 0.5568 (0.5580) loss_class_dn_1: 0.4072 (0.4069) loss_bbox_dn_1: 0.2679 (0.2816) loss_giou_dn_1: 0.4631 (0.4607) loss_class_dn_2: 0.3851 (0.3861) loss_bbox_dn_2: 0.2441 (0.2611) loss_giou_dn_2: 0.4381 (0.4358) loss_class_dn_3: 0.3791 (0.3798) loss_bbox_dn_3: 0.2402 (0.2577) loss_giou_dn_3: 0.4351 (0.4307) loss_class_dn_4: 0.3744 (0.3774) loss_bbox_dn_4: 0.2393 (0.2568) loss_giou_dn_4: 0.4334 (0.4292) loss_class_hybrid: 0.7375 (0.7469) loss_bbox_hybrid: 0.1812 (0.1887) loss_giou_hybrid: 0.4215 (0.4113) loss_class_0_hybrid: 0.8263 (0.8153) loss_bbox_0_hybrid: 0.1858 (0.1971) loss_giou_0_hybrid: 0.4329 (0.4276) loss_class_1_hybrid: 0.7782 (0.7722) loss_bbox_1_hybrid: 0.1833 (0.1921) loss_giou_1_hybrid: 0.4193 (0.4178) loss_class_2_hybrid: 0.7643 (0.7591) loss_bbox_2_hybrid: 0.1806 (0.1890) loss_giou_2_hybrid: 0.4214 (0.4129) loss_class_3_hybrid: 0.7403 (0.7507) loss_bbox_3_hybrid: 0.1766 (0.1886) loss_giou_3_hybrid: 0.4187 (0.4117) loss_class_4_hybrid: 0.7401 (0.7473) loss_bbox_4_hybrid: 0.1751 (0.1888) loss_giou_4_hybrid: 0.4204 (0.4114) loss_class_enc_hybrid: 0.7986 (0.7813) loss_bbox_enc_hybrid: 0.2188 (0.2352) loss_giou_enc_hybrid: 0.5005 (0.4863) mem: 1018 max mem: 36965 [2024-01-15 18:27:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:28:48 det.util.engine] INFO: Epoch: [8] [4300/11727] eta: 2:13:41 lr: 0.000100 data_time: 0.0031 iter_time: 1.0711 loss: 25.6332 (26.1505) loss_class: 0.7594 (0.7440) loss_bbox: 0.1685 (0.1762) loss_giou: 0.3848 (0.3824) loss_class_0: 0.9163 (0.9146) loss_bbox_0: 0.1727 (0.1766) loss_giou_0: 0.3884 (0.3873) loss_class_1: 0.8133 (0.7982) loss_bbox_1: 0.1701 (0.1775) loss_giou_1: 0.3913 (0.3859) loss_class_2: 0.7715 (0.7691) loss_bbox_2: 0.1698 (0.1755) loss_giou_2: 0.3894 (0.3830) loss_class_3: 0.7363 (0.7532) loss_bbox_3: 0.1709 (0.1758) loss_giou_3: 0.3844 (0.3824) loss_class_4: 0.7803 (0.7455) loss_bbox_4: 0.1684 (0.1761) loss_giou_4: 0.3850 (0.3825) loss_class_enc: 0.8585 (0.8661) loss_bbox_enc: 0.1943 (0.2106) loss_giou_enc: 0.4361 (0.4385) loss_class_dn: 0.3821 (0.3774) loss_bbox_dn: 0.2476 (0.2567) loss_giou_dn: 0.4231 (0.4294) loss_class_dn_0: 0.4755 (0.4727) loss_bbox_dn_0: 0.3400 (0.3597) loss_giou_dn_0: 0.5458 (0.5580) loss_class_dn_1: 0.4095 (0.4069) loss_bbox_dn_1: 0.2704 (0.2815) loss_giou_dn_1: 0.4624 (0.4608) loss_class_dn_2: 0.3874 (0.3861) loss_bbox_dn_2: 0.2502 (0.2610) loss_giou_dn_2: 0.4329 (0.4358) loss_class_dn_3: 0.3823 (0.3798) loss_bbox_dn_3: 0.2470 (0.2576) loss_giou_dn_3: 0.4247 (0.4307) loss_class_dn_4: 0.3830 (0.3774) loss_bbox_dn_4: 0.2476 (0.2567) loss_giou_dn_4: 0.4231 (0.4292) loss_class_hybrid: 0.7540 (0.7468) loss_bbox_hybrid: 0.1823 (0.1888) loss_giou_hybrid: 0.4151 (0.4115) loss_class_0_hybrid: 0.8147 (0.8152) loss_bbox_0_hybrid: 0.1876 (0.1971) loss_giou_0_hybrid: 0.4397 (0.4277) loss_class_1_hybrid: 0.7951 (0.7721) loss_bbox_1_hybrid: 0.1820 (0.1921) loss_giou_1_hybrid: 0.4256 (0.4180) loss_class_2_hybrid: 0.7807 (0.7590) loss_bbox_2_hybrid: 0.1827 (0.1890) loss_giou_2_hybrid: 0.4148 (0.4131) loss_class_3_hybrid: 0.7652 (0.7506) loss_bbox_3_hybrid: 0.1812 (0.1887) loss_giou_3_hybrid: 0.4154 (0.4118) loss_class_4_hybrid: 0.7586 (0.7472) loss_bbox_4_hybrid: 0.1827 (0.1888) loss_giou_4_hybrid: 0.4138 (0.4116) loss_class_enc_hybrid: 0.7852 (0.7813) loss_bbox_enc_hybrid: 0.2215 (0.2352) loss_giou_enc_hybrid: 0.4988 (0.4864) mem: 1034 max mem: 36965 [2024-01-15 18:28:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:29:42 det.util.engine] INFO: Epoch: [8] [4350/11727] eta: 2:12:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0645 loss: 25.2550 (26.1458) loss_class: 0.7129 (0.7438) loss_bbox: 0.1442 (0.1762) loss_giou: 0.3446 (0.3824) loss_class_0: 0.8572 (0.9144) loss_bbox_0: 0.1550 (0.1766) loss_giou_0: 0.3508 (0.3874) loss_class_1: 0.7838 (0.7982) loss_bbox_1: 0.1434 (0.1775) loss_giou_1: 0.3360 (0.3859) loss_class_2: 0.7586 (0.7691) loss_bbox_2: 0.1466 (0.1755) loss_giou_2: 0.3354 (0.3830) loss_class_3: 0.7219 (0.7530) loss_bbox_3: 0.1445 (0.1757) loss_giou_3: 0.3428 (0.3825) loss_class_4: 0.7401 (0.7454) loss_bbox_4: 0.1444 (0.1760) loss_giou_4: 0.3442 (0.3825) loss_class_enc: 0.8445 (0.8660) loss_bbox_enc: 0.1852 (0.2106) loss_giou_enc: 0.4028 (0.4385) loss_class_dn: 0.3723 (0.3773) loss_bbox_dn: 0.2189 (0.2565) loss_giou_dn: 0.3837 (0.4292) loss_class_dn_0: 0.4686 (0.4727) loss_bbox_dn_0: 0.3029 (0.3595) loss_giou_dn_0: 0.5332 (0.5579) loss_class_dn_1: 0.4014 (0.4068) loss_bbox_dn_1: 0.2340 (0.2813) loss_giou_dn_1: 0.4191 (0.4606) loss_class_dn_2: 0.3824 (0.3861) loss_bbox_dn_2: 0.2212 (0.2608) loss_giou_dn_2: 0.3894 (0.4357) loss_class_dn_3: 0.3721 (0.3797) loss_bbox_dn_3: 0.2189 (0.2574) loss_giou_dn_3: 0.3855 (0.4306) loss_class_dn_4: 0.3725 (0.3773) loss_bbox_dn_4: 0.2188 (0.2565) loss_giou_dn_4: 0.3837 (0.4291) loss_class_hybrid: 0.7240 (0.7467) loss_bbox_hybrid: 0.1625 (0.1887) loss_giou_hybrid: 0.3535 (0.4115) loss_class_0_hybrid: 0.7917 (0.8151) loss_bbox_0_hybrid: 0.1788 (0.1970) loss_giou_0_hybrid: 0.3706 (0.4277) loss_class_1_hybrid: 0.7404 (0.7720) loss_bbox_1_hybrid: 0.1697 (0.1921) loss_giou_1_hybrid: 0.3512 (0.4180) loss_class_2_hybrid: 0.7277 (0.7589) loss_bbox_2_hybrid: 0.1676 (0.1890) loss_giou_2_hybrid: 0.3529 (0.4131) loss_class_3_hybrid: 0.7323 (0.7505) loss_bbox_3_hybrid: 0.1628 (0.1886) loss_giou_3_hybrid: 0.3546 (0.4118) loss_class_4_hybrid: 0.7410 (0.7471) loss_bbox_4_hybrid: 0.1622 (0.1887) loss_giou_4_hybrid: 0.3526 (0.4116) loss_class_enc_hybrid: 0.7511 (0.7812) loss_bbox_enc_hybrid: 0.2124 (0.2351) loss_giou_enc_hybrid: 0.4370 (0.4864) mem: 1020 max mem: 36965 [2024-01-15 18:29:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:30:36 det.util.engine] INFO: Epoch: [8] [4400/11727] eta: 2:11:53 lr: 0.000100 data_time: 0.0031 iter_time: 1.0695 loss: 26.2251 (26.1426) loss_class: 0.7609 (0.7437) loss_bbox: 0.1674 (0.1761) loss_giou: 0.3939 (0.3824) loss_class_0: 0.9321 (0.9143) loss_bbox_0: 0.1572 (0.1765) loss_giou_0: 0.3973 (0.3874) loss_class_1: 0.8322 (0.7981) loss_bbox_1: 0.1547 (0.1774) loss_giou_1: 0.3844 (0.3859) loss_class_2: 0.7872 (0.7689) loss_bbox_2: 0.1627 (0.1755) loss_giou_2: 0.3888 (0.3829) loss_class_3: 0.7952 (0.7530) loss_bbox_3: 0.1555 (0.1756) loss_giou_3: 0.3933 (0.3824) loss_class_4: 0.7659 (0.7453) loss_bbox_4: 0.1673 (0.1760) loss_giou_4: 0.3948 (0.3825) loss_class_enc: 0.8712 (0.8659) loss_bbox_enc: 0.1868 (0.2105) loss_giou_enc: 0.4324 (0.4385) loss_class_dn: 0.3851 (0.3773) loss_bbox_dn: 0.2220 (0.2565) loss_giou_dn: 0.4202 (0.4291) loss_class_dn_0: 0.4804 (0.4727) loss_bbox_dn_0: 0.3193 (0.3594) loss_giou_dn_0: 0.5650 (0.5578) loss_class_dn_1: 0.4127 (0.4069) loss_bbox_dn_1: 0.2490 (0.2812) loss_giou_dn_1: 0.4520 (0.4605) loss_class_dn_2: 0.3949 (0.3861) loss_bbox_dn_2: 0.2325 (0.2608) loss_giou_dn_2: 0.4263 (0.4356) loss_class_dn_3: 0.3874 (0.3797) loss_bbox_dn_3: 0.2276 (0.2574) loss_giou_dn_3: 0.4222 (0.4305) loss_class_dn_4: 0.3833 (0.3774) loss_bbox_dn_4: 0.2221 (0.2565) loss_giou_dn_4: 0.4198 (0.4290) loss_class_hybrid: 0.7531 (0.7466) loss_bbox_hybrid: 0.1789 (0.1886) loss_giou_hybrid: 0.4147 (0.4114) loss_class_0_hybrid: 0.8324 (0.8152) loss_bbox_0_hybrid: 0.1871 (0.1969) loss_giou_0_hybrid: 0.4271 (0.4276) loss_class_1_hybrid: 0.7932 (0.7720) loss_bbox_1_hybrid: 0.1790 (0.1920) loss_giou_1_hybrid: 0.4198 (0.4179) loss_class_2_hybrid: 0.7614 (0.7588) loss_bbox_2_hybrid: 0.1806 (0.1889) loss_giou_2_hybrid: 0.4197 (0.4130) loss_class_3_hybrid: 0.7475 (0.7504) loss_bbox_3_hybrid: 0.1781 (0.1885) loss_giou_3_hybrid: 0.4143 (0.4117) loss_class_4_hybrid: 0.7508 (0.7470) loss_bbox_4_hybrid: 0.1769 (0.1887) loss_giou_4_hybrid: 0.4153 (0.4115) loss_class_enc_hybrid: 0.7784 (0.7813) loss_bbox_enc_hybrid: 0.2086 (0.2350) loss_giou_enc_hybrid: 0.4789 (0.4863) mem: 1025 max mem: 36965 [2024-01-15 18:30:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:31:30 det.util.engine] INFO: Epoch: [8] [4450/11727] eta: 2:10:59 lr: 0.000100 data_time: 0.0034 iter_time: 1.0782 loss: 25.0549 (26.1421) loss_class: 0.7089 (0.7436) loss_bbox: 0.1700 (0.1761) loss_giou: 0.3737 (0.3824) loss_class_0: 0.9016 (0.9142) loss_bbox_0: 0.1746 (0.1765) loss_giou_0: 0.3757 (0.3874) loss_class_1: 0.7621 (0.7981) loss_bbox_1: 0.1729 (0.1774) loss_giou_1: 0.3685 (0.3859) loss_class_2: 0.7272 (0.7688) loss_bbox_2: 0.1742 (0.1755) loss_giou_2: 0.3825 (0.3829) loss_class_3: 0.7132 (0.7530) loss_bbox_3: 0.1668 (0.1756) loss_giou_3: 0.3782 (0.3824) loss_class_4: 0.7128 (0.7452) loss_bbox_4: 0.1710 (0.1760) loss_giou_4: 0.3771 (0.3825) loss_class_enc: 0.8567 (0.8659) loss_bbox_enc: 0.2082 (0.2105) loss_giou_enc: 0.4305 (0.4385) loss_class_dn: 0.3655 (0.3773) loss_bbox_dn: 0.2664 (0.2565) loss_giou_dn: 0.4294 (0.4292) loss_class_dn_0: 0.4675 (0.4727) loss_bbox_dn_0: 0.3930 (0.3594) loss_giou_dn_0: 0.5529 (0.5579) loss_class_dn_1: 0.3955 (0.4069) loss_bbox_dn_1: 0.2915 (0.2812) loss_giou_dn_1: 0.4583 (0.4606) loss_class_dn_2: 0.3755 (0.3861) loss_bbox_dn_2: 0.2725 (0.2607) loss_giou_dn_2: 0.4363 (0.4356) loss_class_dn_3: 0.3741 (0.3797) loss_bbox_dn_3: 0.2652 (0.2574) loss_giou_dn_3: 0.4310 (0.4306) loss_class_dn_4: 0.3698 (0.3774) loss_bbox_dn_4: 0.2668 (0.2565) loss_giou_dn_4: 0.4293 (0.4291) loss_class_hybrid: 0.7179 (0.7466) loss_bbox_hybrid: 0.1899 (0.1887) loss_giou_hybrid: 0.4020 (0.4114) loss_class_0_hybrid: 0.8092 (0.8151) loss_bbox_0_hybrid: 0.2101 (0.1970) loss_giou_0_hybrid: 0.4147 (0.4276) loss_class_1_hybrid: 0.7589 (0.7719) loss_bbox_1_hybrid: 0.2031 (0.1920) loss_giou_1_hybrid: 0.4082 (0.4178) loss_class_2_hybrid: 0.7359 (0.7587) loss_bbox_2_hybrid: 0.1911 (0.1890) loss_giou_2_hybrid: 0.4038 (0.4130) loss_class_3_hybrid: 0.7304 (0.7503) loss_bbox_3_hybrid: 0.1906 (0.1886) loss_giou_3_hybrid: 0.4036 (0.4117) loss_class_4_hybrid: 0.7203 (0.7469) loss_bbox_4_hybrid: 0.1946 (0.1887) loss_giou_4_hybrid: 0.4020 (0.4115) loss_class_enc_hybrid: 0.7715 (0.7813) loss_bbox_enc_hybrid: 0.2420 (0.2350) loss_giou_enc_hybrid: 0.4632 (0.4862) mem: 1027 max mem: 36965 [2024-01-15 18:31:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:32:23 det.util.engine] INFO: Epoch: [8] [4500/11727] eta: 2:10:03 lr: 0.000100 data_time: 0.0035 iter_time: 1.0502 loss: 25.7588 (26.1418) loss_class: 0.7118 (0.7434) loss_bbox: 0.1640 (0.1761) loss_giou: 0.3856 (0.3826) loss_class_0: 0.8698 (0.9140) loss_bbox_0: 0.1643 (0.1765) loss_giou_0: 0.3890 (0.3875) loss_class_1: 0.7857 (0.7979) loss_bbox_1: 0.1613 (0.1774) loss_giou_1: 0.3833 (0.3860) loss_class_2: 0.7400 (0.7686) loss_bbox_2: 0.1615 (0.1755) loss_giou_2: 0.3784 (0.3832) loss_class_3: 0.7385 (0.7527) loss_bbox_3: 0.1717 (0.1756) loss_giou_3: 0.3713 (0.3826) loss_class_4: 0.7199 (0.7449) loss_bbox_4: 0.1750 (0.1760) loss_giou_4: 0.3765 (0.3827) loss_class_enc: 0.8564 (0.8657) loss_bbox_enc: 0.1974 (0.2105) loss_giou_enc: 0.4296 (0.4386) loss_class_dn: 0.3763 (0.3773) loss_bbox_dn: 0.2123 (0.2564) loss_giou_dn: 0.4329 (0.4292) loss_class_dn_0: 0.4705 (0.4727) loss_bbox_dn_0: 0.3257 (0.3593) loss_giou_dn_0: 0.5473 (0.5579) loss_class_dn_1: 0.4084 (0.4069) loss_bbox_dn_1: 0.2406 (0.2810) loss_giou_dn_1: 0.4690 (0.4606) loss_class_dn_2: 0.3866 (0.3861) loss_bbox_dn_2: 0.2166 (0.2606) loss_giou_dn_2: 0.4448 (0.4357) loss_class_dn_3: 0.3775 (0.3798) loss_bbox_dn_3: 0.2134 (0.2572) loss_giou_dn_3: 0.4354 (0.4306) loss_class_dn_4: 0.3761 (0.3774) loss_bbox_dn_4: 0.2122 (0.2564) loss_giou_dn_4: 0.4330 (0.4291) loss_class_hybrid: 0.7121 (0.7463) loss_bbox_hybrid: 0.1791 (0.1887) loss_giou_hybrid: 0.4032 (0.4116) loss_class_0_hybrid: 0.7852 (0.8148) loss_bbox_0_hybrid: 0.1867 (0.1970) loss_giou_0_hybrid: 0.4192 (0.4278) loss_class_1_hybrid: 0.7566 (0.7717) loss_bbox_1_hybrid: 0.1911 (0.1920) loss_giou_1_hybrid: 0.3999 (0.4181) loss_class_2_hybrid: 0.7369 (0.7585) loss_bbox_2_hybrid: 0.1823 (0.1890) loss_giou_2_hybrid: 0.3999 (0.4132) loss_class_3_hybrid: 0.7275 (0.7501) loss_bbox_3_hybrid: 0.1829 (0.1886) loss_giou_3_hybrid: 0.4005 (0.4120) loss_class_4_hybrid: 0.7211 (0.7467) loss_bbox_4_hybrid: 0.1779 (0.1887) loss_giou_4_hybrid: 0.4018 (0.4117) loss_class_enc_hybrid: 0.7622 (0.7811) loss_bbox_enc_hybrid: 0.2215 (0.2350) loss_giou_enc_hybrid: 0.4752 (0.4865) mem: 1024 max mem: 36965 [2024-01-15 18:32:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:33:17 det.util.engine] INFO: Epoch: [8] [4550/11727] eta: 2:09:09 lr: 0.000100 data_time: 0.0032 iter_time: 1.0590 loss: 26.1088 (26.1411) loss_class: 0.7246 (0.7432) loss_bbox: 0.1720 (0.1762) loss_giou: 0.4046 (0.3827) loss_class_0: 0.8638 (0.9137) loss_bbox_0: 0.1698 (0.1766) loss_giou_0: 0.3921 (0.3877) loss_class_1: 0.7528 (0.7976) loss_bbox_1: 0.1715 (0.1774) loss_giou_1: 0.3957 (0.3861) loss_class_2: 0.7586 (0.7683) loss_bbox_2: 0.1696 (0.1755) loss_giou_2: 0.3970 (0.3833) loss_class_3: 0.7144 (0.7525) loss_bbox_3: 0.1701 (0.1757) loss_giou_3: 0.3953 (0.3827) loss_class_4: 0.7320 (0.7446) loss_bbox_4: 0.1701 (0.1760) loss_giou_4: 0.4021 (0.3829) loss_class_enc: 0.8074 (0.8655) loss_bbox_enc: 0.2084 (0.2105) loss_giou_enc: 0.4522 (0.4388) loss_class_dn: 0.3752 (0.3773) loss_bbox_dn: 0.2461 (0.2563) loss_giou_dn: 0.4357 (0.4293) loss_class_dn_0: 0.4703 (0.4727) loss_bbox_dn_0: 0.3404 (0.3593) loss_giou_dn_0: 0.5624 (0.5580) loss_class_dn_1: 0.3986 (0.4069) loss_bbox_dn_1: 0.2684 (0.2810) loss_giou_dn_1: 0.4745 (0.4607) loss_class_dn_2: 0.3874 (0.3861) loss_bbox_dn_2: 0.2456 (0.2606) loss_giou_dn_2: 0.4428 (0.4357) loss_class_dn_3: 0.3766 (0.3797) loss_bbox_dn_3: 0.2457 (0.2572) loss_giou_dn_3: 0.4358 (0.4307) loss_class_dn_4: 0.3752 (0.3774) loss_bbox_dn_4: 0.2460 (0.2563) loss_giou_dn_4: 0.4355 (0.4292) loss_class_hybrid: 0.7219 (0.7460) loss_bbox_hybrid: 0.1780 (0.1888) loss_giou_hybrid: 0.3962 (0.4119) loss_class_0_hybrid: 0.7823 (0.8147) loss_bbox_0_hybrid: 0.1881 (0.1970) loss_giou_0_hybrid: 0.4229 (0.4280) loss_class_1_hybrid: 0.7443 (0.7715) loss_bbox_1_hybrid: 0.1800 (0.1921) loss_giou_1_hybrid: 0.4104 (0.4183) loss_class_2_hybrid: 0.7156 (0.7581) loss_bbox_2_hybrid: 0.1786 (0.1891) loss_giou_2_hybrid: 0.4035 (0.4135) loss_class_3_hybrid: 0.7233 (0.7497) loss_bbox_3_hybrid: 0.1772 (0.1887) loss_giou_3_hybrid: 0.3948 (0.4122) loss_class_4_hybrid: 0.7096 (0.7464) loss_bbox_4_hybrid: 0.1801 (0.1888) loss_giou_4_hybrid: 0.3922 (0.4119) loss_class_enc_hybrid: 0.7416 (0.7809) loss_bbox_enc_hybrid: 0.2283 (0.2351) loss_giou_enc_hybrid: 0.4844 (0.4867) mem: 1029 max mem: 36965 [2024-01-15 18:33:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:34:11 det.util.engine] INFO: Epoch: [8] [4600/11727] eta: 2:08:14 lr: 0.000100 data_time: 0.0033 iter_time: 1.0578 loss: 26.1040 (26.1463) loss_class: 0.7811 (0.7436) loss_bbox: 0.1721 (0.1763) loss_giou: 0.3696 (0.3827) loss_class_0: 0.9159 (0.9139) loss_bbox_0: 0.1722 (0.1767) loss_giou_0: 0.3764 (0.3876) loss_class_1: 0.8216 (0.7979) loss_bbox_1: 0.1677 (0.1775) loss_giou_1: 0.3726 (0.3861) loss_class_2: 0.7841 (0.7686) loss_bbox_2: 0.1708 (0.1756) loss_giou_2: 0.3715 (0.3832) loss_class_3: 0.7860 (0.7530) loss_bbox_3: 0.1703 (0.1758) loss_giou_3: 0.3700 (0.3826) loss_class_4: 0.7723 (0.7450) loss_bbox_4: 0.1721 (0.1761) loss_giou_4: 0.3699 (0.3828) loss_class_enc: 0.8636 (0.8657) loss_bbox_enc: 0.2053 (0.2107) loss_giou_enc: 0.4146 (0.4387) loss_class_dn: 0.3789 (0.3774) loss_bbox_dn: 0.2653 (0.2565) loss_giou_dn: 0.4147 (0.4293) loss_class_dn_0: 0.4704 (0.4727) loss_bbox_dn_0: 0.3595 (0.3594) loss_giou_dn_0: 0.5282 (0.5579) loss_class_dn_1: 0.4146 (0.4069) loss_bbox_dn_1: 0.2908 (0.2812) loss_giou_dn_1: 0.4394 (0.4607) loss_class_dn_2: 0.3882 (0.3862) loss_bbox_dn_2: 0.2649 (0.2608) loss_giou_dn_2: 0.4191 (0.4357) loss_class_dn_3: 0.3792 (0.3798) loss_bbox_dn_3: 0.2639 (0.2574) loss_giou_dn_3: 0.4153 (0.4306) loss_class_dn_4: 0.3787 (0.3774) loss_bbox_dn_4: 0.2653 (0.2565) loss_giou_dn_4: 0.4146 (0.4291) loss_class_hybrid: 0.7619 (0.7463) loss_bbox_hybrid: 0.1891 (0.1888) loss_giou_hybrid: 0.3925 (0.4118) loss_class_0_hybrid: 0.8144 (0.8149) loss_bbox_0_hybrid: 0.1943 (0.1971) loss_giou_0_hybrid: 0.4038 (0.4279) loss_class_1_hybrid: 0.7811 (0.7717) loss_bbox_1_hybrid: 0.1952 (0.1922) loss_giou_1_hybrid: 0.3988 (0.4182) loss_class_2_hybrid: 0.7734 (0.7584) loss_bbox_2_hybrid: 0.1886 (0.1891) loss_giou_2_hybrid: 0.3973 (0.4134) loss_class_3_hybrid: 0.7579 (0.7500) loss_bbox_3_hybrid: 0.1911 (0.1887) loss_giou_3_hybrid: 0.3932 (0.4121) loss_class_4_hybrid: 0.7527 (0.7467) loss_bbox_4_hybrid: 0.1892 (0.1889) loss_giou_4_hybrid: 0.3931 (0.4118) loss_class_enc_hybrid: 0.7590 (0.7812) loss_bbox_enc_hybrid: 0.2321 (0.2352) loss_giou_enc_hybrid: 0.4570 (0.4865) mem: 1037 max mem: 36965 [2024-01-15 18:34:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:35:07 det.util.engine] INFO: Epoch: [8] [4650/11727] eta: 2:07:23 lr: 0.000100 data_time: 0.0032 iter_time: 1.0859 loss: 26.1141 (26.1420) loss_class: 0.7408 (0.7436) loss_bbox: 0.1689 (0.1762) loss_giou: 0.3283 (0.3824) loss_class_0: 0.9071 (0.9138) loss_bbox_0: 0.1694 (0.1766) loss_giou_0: 0.3484 (0.3875) loss_class_1: 0.8086 (0.7980) loss_bbox_1: 0.1800 (0.1775) loss_giou_1: 0.3423 (0.3859) loss_class_2: 0.7719 (0.7686) loss_bbox_2: 0.1698 (0.1756) loss_giou_2: 0.3305 (0.3830) loss_class_3: 0.7753 (0.7531) loss_bbox_3: 0.1691 (0.1757) loss_giou_3: 0.3351 (0.3824) loss_class_4: 0.7568 (0.7451) loss_bbox_4: 0.1686 (0.1761) loss_giou_4: 0.3224 (0.3826) loss_class_enc: 0.8750 (0.8655) loss_bbox_enc: 0.2089 (0.2106) loss_giou_enc: 0.3932 (0.4385) loss_class_dn: 0.3746 (0.3774) loss_bbox_dn: 0.2435 (0.2565) loss_giou_dn: 0.4122 (0.4292) loss_class_dn_0: 0.4829 (0.4727) loss_bbox_dn_0: 0.3330 (0.3595) loss_giou_dn_0: 0.5339 (0.5578) loss_class_dn_1: 0.4057 (0.4069) loss_bbox_dn_1: 0.2684 (0.2813) loss_giou_dn_1: 0.4448 (0.4605) loss_class_dn_2: 0.3875 (0.3861) loss_bbox_dn_2: 0.2478 (0.2608) loss_giou_dn_2: 0.4151 (0.4356) loss_class_dn_3: 0.3818 (0.3798) loss_bbox_dn_3: 0.2436 (0.2574) loss_giou_dn_3: 0.4113 (0.4305) loss_class_dn_4: 0.3773 (0.3774) loss_bbox_dn_4: 0.2436 (0.2565) loss_giou_dn_4: 0.4128 (0.4290) loss_class_hybrid: 0.7547 (0.7463) loss_bbox_hybrid: 0.1905 (0.1887) loss_giou_hybrid: 0.3502 (0.4115) loss_class_0_hybrid: 0.8394 (0.8149) loss_bbox_0_hybrid: 0.1881 (0.1970) loss_giou_0_hybrid: 0.3718 (0.4277) loss_class_1_hybrid: 0.7805 (0.7718) loss_bbox_1_hybrid: 0.1934 (0.1921) loss_giou_1_hybrid: 0.3595 (0.4179) loss_class_2_hybrid: 0.7753 (0.7584) loss_bbox_2_hybrid: 0.1808 (0.1890) loss_giou_2_hybrid: 0.3535 (0.4131) loss_class_3_hybrid: 0.7607 (0.7500) loss_bbox_3_hybrid: 0.1803 (0.1886) loss_giou_3_hybrid: 0.3510 (0.4118) loss_class_4_hybrid: 0.7576 (0.7467) loss_bbox_4_hybrid: 0.1864 (0.1888) loss_giou_4_hybrid: 0.3502 (0.4116) loss_class_enc_hybrid: 0.7991 (0.7812) loss_bbox_enc_hybrid: 0.2316 (0.2351) loss_giou_enc_hybrid: 0.4294 (0.4863) mem: 1019 max mem: 36965 [2024-01-15 18:35:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:36:01 det.util.engine] INFO: Epoch: [8] [4700/11727] eta: 2:06:30 lr: 0.000100 data_time: 0.0035 iter_time: 1.1325 loss: 26.7041 (26.1440) loss_class: 0.7441 (0.7436) loss_bbox: 0.1614 (0.1761) loss_giou: 0.3835 (0.3826) loss_class_0: 0.9478 (0.9138) loss_bbox_0: 0.1497 (0.1766) loss_giou_0: 0.3892 (0.3877) loss_class_1: 0.8468 (0.7982) loss_bbox_1: 0.1454 (0.1774) loss_giou_1: 0.3870 (0.3860) loss_class_2: 0.7904 (0.7687) loss_bbox_2: 0.1559 (0.1755) loss_giou_2: 0.3856 (0.3831) loss_class_3: 0.7537 (0.7531) loss_bbox_3: 0.1606 (0.1756) loss_giou_3: 0.3859 (0.3825) loss_class_4: 0.7601 (0.7451) loss_bbox_4: 0.1467 (0.1760) loss_giou_4: 0.3816 (0.3827) loss_class_enc: 0.8994 (0.8655) loss_bbox_enc: 0.1892 (0.2106) loss_giou_enc: 0.4417 (0.4387) loss_class_dn: 0.3819 (0.3774) loss_bbox_dn: 0.2293 (0.2564) loss_giou_dn: 0.4287 (0.4292) loss_class_dn_0: 0.4760 (0.4727) loss_bbox_dn_0: 0.3188 (0.3594) loss_giou_dn_0: 0.5583 (0.5579) loss_class_dn_1: 0.4149 (0.4069) loss_bbox_dn_1: 0.2420 (0.2812) loss_giou_dn_1: 0.4604 (0.4606) loss_class_dn_2: 0.3932 (0.3862) loss_bbox_dn_2: 0.2269 (0.2607) loss_giou_dn_2: 0.4384 (0.4357) loss_class_dn_3: 0.3839 (0.3798) loss_bbox_dn_3: 0.2307 (0.2573) loss_giou_dn_3: 0.4300 (0.4306) loss_class_dn_4: 0.3831 (0.3774) loss_bbox_dn_4: 0.2294 (0.2564) loss_giou_dn_4: 0.4283 (0.4291) loss_class_hybrid: 0.7669 (0.7464) loss_bbox_hybrid: 0.1561 (0.1887) loss_giou_hybrid: 0.3902 (0.4117) loss_class_0_hybrid: 0.8341 (0.8150) loss_bbox_0_hybrid: 0.1668 (0.1969) loss_giou_0_hybrid: 0.4056 (0.4278) loss_class_1_hybrid: 0.8053 (0.7719) loss_bbox_1_hybrid: 0.1609 (0.1920) loss_giou_1_hybrid: 0.3923 (0.4180) loss_class_2_hybrid: 0.7773 (0.7585) loss_bbox_2_hybrid: 0.1569 (0.1890) loss_giou_2_hybrid: 0.3904 (0.4132) loss_class_3_hybrid: 0.7638 (0.7500) loss_bbox_3_hybrid: 0.1571 (0.1886) loss_giou_3_hybrid: 0.3917 (0.4120) loss_class_4_hybrid: 0.7671 (0.7468) loss_bbox_4_hybrid: 0.1561 (0.1887) loss_giou_4_hybrid: 0.3894 (0.4117) loss_class_enc_hybrid: 0.7948 (0.7813) loss_bbox_enc_hybrid: 0.2042 (0.2350) loss_giou_enc_hybrid: 0.4633 (0.4864) mem: 1012 max mem: 36965 [2024-01-15 18:36:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:36:55 det.util.engine] INFO: Epoch: [8] [4750/11727] eta: 2:05:36 lr: 0.000100 data_time: 0.0036 iter_time: 1.0716 loss: 25.0183 (26.1389) loss_class: 0.7159 (0.7434) loss_bbox: 0.1733 (0.1762) loss_giou: 0.3529 (0.3824) loss_class_0: 0.8737 (0.9137) loss_bbox_0: 0.1681 (0.1767) loss_giou_0: 0.3415 (0.3875) loss_class_1: 0.7637 (0.7980) loss_bbox_1: 0.1597 (0.1775) loss_giou_1: 0.3523 (0.3858) loss_class_2: 0.7336 (0.7685) loss_bbox_2: 0.1635 (0.1756) loss_giou_2: 0.3528 (0.3830) loss_class_3: 0.7157 (0.7529) loss_bbox_3: 0.1650 (0.1757) loss_giou_3: 0.3499 (0.3823) loss_class_4: 0.7013 (0.7448) loss_bbox_4: 0.1741 (0.1761) loss_giou_4: 0.3527 (0.3825) loss_class_enc: 0.8499 (0.8656) loss_bbox_enc: 0.2052 (0.2107) loss_giou_enc: 0.3895 (0.4385) loss_class_dn: 0.3596 (0.3773) loss_bbox_dn: 0.2172 (0.2565) loss_giou_dn: 0.3749 (0.4290) loss_class_dn_0: 0.4606 (0.4727) loss_bbox_dn_0: 0.3105 (0.3594) loss_giou_dn_0: 0.5122 (0.5577) loss_class_dn_1: 0.3992 (0.4069) loss_bbox_dn_1: 0.2363 (0.2813) loss_giou_dn_1: 0.4108 (0.4604) loss_class_dn_2: 0.3768 (0.3861) loss_bbox_dn_2: 0.2178 (0.2608) loss_giou_dn_2: 0.3809 (0.4355) loss_class_dn_3: 0.3641 (0.3798) loss_bbox_dn_3: 0.2165 (0.2574) loss_giou_dn_3: 0.3772 (0.4304) loss_class_dn_4: 0.3580 (0.3774) loss_bbox_dn_4: 0.2175 (0.2565) loss_giou_dn_4: 0.3749 (0.4289) loss_class_hybrid: 0.7266 (0.7463) loss_bbox_hybrid: 0.1815 (0.1887) loss_giou_hybrid: 0.3599 (0.4114) loss_class_0_hybrid: 0.8113 (0.8151) loss_bbox_0_hybrid: 0.1837 (0.1970) loss_giou_0_hybrid: 0.3549 (0.4274) loss_class_1_hybrid: 0.7459 (0.7719) loss_bbox_1_hybrid: 0.1780 (0.1920) loss_giou_1_hybrid: 0.3578 (0.4177) loss_class_2_hybrid: 0.7609 (0.7584) loss_bbox_2_hybrid: 0.1838 (0.1890) loss_giou_2_hybrid: 0.3586 (0.4129) loss_class_3_hybrid: 0.7379 (0.7500) loss_bbox_3_hybrid: 0.1794 (0.1886) loss_giou_3_hybrid: 0.3496 (0.4117) loss_class_4_hybrid: 0.7345 (0.7467) loss_bbox_4_hybrid: 0.1802 (0.1888) loss_giou_4_hybrid: 0.3568 (0.4114) loss_class_enc_hybrid: 0.7634 (0.7814) loss_bbox_enc_hybrid: 0.2195 (0.2350) loss_giou_enc_hybrid: 0.4404 (0.4861) mem: 1025 max mem: 36965 [2024-01-15 18:36:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:37:49 det.util.engine] INFO: Epoch: [8] [4800/11727] eta: 2:04:42 lr: 0.000100 data_time: 0.0035 iter_time: 1.0359 loss: 26.0437 (26.1450) loss_class: 0.7576 (0.7437) loss_bbox: 0.1789 (0.1762) loss_giou: 0.3745 (0.3824) loss_class_0: 0.9500 (0.9140) loss_bbox_0: 0.1795 (0.1767) loss_giou_0: 0.3851 (0.3875) loss_class_1: 0.8215 (0.7982) loss_bbox_1: 0.1779 (0.1775) loss_giou_1: 0.3742 (0.3858) loss_class_2: 0.7921 (0.7688) loss_bbox_2: 0.1739 (0.1756) loss_giou_2: 0.3743 (0.3830) loss_class_3: 0.7777 (0.7533) loss_bbox_3: 0.1725 (0.1757) loss_giou_3: 0.3736 (0.3823) loss_class_4: 0.7654 (0.7452) loss_bbox_4: 0.1790 (0.1761) loss_giou_4: 0.3739 (0.3825) loss_class_enc: 0.8542 (0.8657) loss_bbox_enc: 0.2211 (0.2107) loss_giou_enc: 0.4456 (0.4385) loss_class_dn: 0.3783 (0.3774) loss_bbox_dn: 0.2584 (0.2567) loss_giou_dn: 0.4183 (0.4292) loss_class_dn_0: 0.4672 (0.4727) loss_bbox_dn_0: 0.3499 (0.3596) loss_giou_dn_0: 0.5507 (0.5578) loss_class_dn_1: 0.4075 (0.4069) loss_bbox_dn_1: 0.2890 (0.2814) loss_giou_dn_1: 0.4532 (0.4605) loss_class_dn_2: 0.3898 (0.3861) loss_bbox_dn_2: 0.2688 (0.2609) loss_giou_dn_2: 0.4240 (0.4356) loss_class_dn_3: 0.3825 (0.3798) loss_bbox_dn_3: 0.2604 (0.2575) loss_giou_dn_3: 0.4193 (0.4305) loss_class_dn_4: 0.3776 (0.3774) loss_bbox_dn_4: 0.2586 (0.2567) loss_giou_dn_4: 0.4183 (0.4290) loss_class_hybrid: 0.7512 (0.7465) loss_bbox_hybrid: 0.1885 (0.1888) loss_giou_hybrid: 0.4013 (0.4114) loss_class_0_hybrid: 0.8199 (0.8153) loss_bbox_0_hybrid: 0.1976 (0.1970) loss_giou_0_hybrid: 0.4201 (0.4275) loss_class_1_hybrid: 0.7828 (0.7721) loss_bbox_1_hybrid: 0.1945 (0.1921) loss_giou_1_hybrid: 0.4041 (0.4178) loss_class_2_hybrid: 0.7647 (0.7586) loss_bbox_2_hybrid: 0.1915 (0.1891) loss_giou_2_hybrid: 0.4028 (0.4130) loss_class_3_hybrid: 0.7525 (0.7502) loss_bbox_3_hybrid: 0.1909 (0.1887) loss_giou_3_hybrid: 0.4034 (0.4118) loss_class_4_hybrid: 0.7585 (0.7469) loss_bbox_4_hybrid: 0.1905 (0.1888) loss_giou_4_hybrid: 0.4042 (0.4115) loss_class_enc_hybrid: 0.7748 (0.7815) loss_bbox_enc_hybrid: 0.2356 (0.2351) loss_giou_enc_hybrid: 0.4973 (0.4862) mem: 1033 max mem: 36965 [2024-01-15 18:37:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:38:43 det.util.engine] INFO: Epoch: [8] [4850/11727] eta: 2:03:48 lr: 0.000100 data_time: 0.0031 iter_time: 1.0674 loss: 24.9381 (26.1464) loss_class: 0.7311 (0.7437) loss_bbox: 0.1760 (0.1762) loss_giou: 0.3433 (0.3826) loss_class_0: 0.8656 (0.9140) loss_bbox_0: 0.1813 (0.1766) loss_giou_0: 0.3587 (0.3877) loss_class_1: 0.7445 (0.7982) loss_bbox_1: 0.1781 (0.1775) loss_giou_1: 0.3627 (0.3860) loss_class_2: 0.7281 (0.7688) loss_bbox_2: 0.1743 (0.1756) loss_giou_2: 0.3384 (0.3831) loss_class_3: 0.7426 (0.7534) loss_bbox_3: 0.1741 (0.1756) loss_giou_3: 0.3430 (0.3824) loss_class_4: 0.7260 (0.7452) loss_bbox_4: 0.1748 (0.1761) loss_giou_4: 0.3440 (0.3827) loss_class_enc: 0.8211 (0.8656) loss_bbox_enc: 0.1996 (0.2107) loss_giou_enc: 0.4030 (0.4387) loss_class_dn: 0.3720 (0.3773) loss_bbox_dn: 0.2437 (0.2566) loss_giou_dn: 0.4021 (0.4293) loss_class_dn_0: 0.4628 (0.4727) loss_bbox_dn_0: 0.3161 (0.3595) loss_giou_dn_0: 0.5369 (0.5580) loss_class_dn_1: 0.3984 (0.4069) loss_bbox_dn_1: 0.2481 (0.2813) loss_giou_dn_1: 0.4244 (0.4607) loss_class_dn_2: 0.3781 (0.3861) loss_bbox_dn_2: 0.2431 (0.2608) loss_giou_dn_2: 0.4046 (0.4357) loss_class_dn_3: 0.3759 (0.3797) loss_bbox_dn_3: 0.2448 (0.2574) loss_giou_dn_3: 0.4027 (0.4306) loss_class_dn_4: 0.3763 (0.3774) loss_bbox_dn_4: 0.2436 (0.2566) loss_giou_dn_4: 0.4021 (0.4291) loss_class_hybrid: 0.7114 (0.7465) loss_bbox_hybrid: 0.1758 (0.1887) loss_giou_hybrid: 0.3612 (0.4116) loss_class_0_hybrid: 0.8217 (0.8153) loss_bbox_0_hybrid: 0.1878 (0.1970) loss_giou_0_hybrid: 0.3704 (0.4276) loss_class_1_hybrid: 0.7324 (0.7721) loss_bbox_1_hybrid: 0.1740 (0.1921) loss_giou_1_hybrid: 0.3688 (0.4179) loss_class_2_hybrid: 0.7185 (0.7586) loss_bbox_2_hybrid: 0.1751 (0.1891) loss_giou_2_hybrid: 0.3615 (0.4131) loss_class_3_hybrid: 0.7205 (0.7501) loss_bbox_3_hybrid: 0.1710 (0.1887) loss_giou_3_hybrid: 0.3590 (0.4119) loss_class_4_hybrid: 0.7108 (0.7469) loss_bbox_4_hybrid: 0.1731 (0.1888) loss_giou_4_hybrid: 0.3633 (0.4116) loss_class_enc_hybrid: 0.7491 (0.7815) loss_bbox_enc_hybrid: 0.2276 (0.2351) loss_giou_enc_hybrid: 0.4329 (0.4863) mem: 1028 max mem: 36965 [2024-01-15 18:38:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:39:38 det.util.engine] INFO: Epoch: [8] [4900/11727] eta: 2:02:55 lr: 0.000100 data_time: 0.0034 iter_time: 1.0874 loss: 25.7369 (26.1567) loss_class: 0.7185 (0.7439) loss_bbox: 0.1788 (0.1763) loss_giou: 0.4133 (0.3829) loss_class_0: 0.8793 (0.9142) loss_bbox_0: 0.1759 (0.1767) loss_giou_0: 0.4133 (0.3879) loss_class_1: 0.7568 (0.7983) loss_bbox_1: 0.1839 (0.1775) loss_giou_1: 0.4198 (0.3863) loss_class_2: 0.7300 (0.7689) loss_bbox_2: 0.1824 (0.1757) loss_giou_2: 0.4094 (0.3834) loss_class_3: 0.7082 (0.7536) loss_bbox_3: 0.1794 (0.1757) loss_giou_3: 0.4121 (0.3827) loss_class_4: 0.7147 (0.7455) loss_bbox_4: 0.1784 (0.1761) loss_giou_4: 0.4146 (0.3829) loss_class_enc: 0.8208 (0.8658) loss_bbox_enc: 0.2016 (0.2107) loss_giou_enc: 0.4741 (0.4390) loss_class_dn: 0.3781 (0.3774) loss_bbox_dn: 0.2520 (0.2567) loss_giou_dn: 0.4459 (0.4295) loss_class_dn_0: 0.4652 (0.4727) loss_bbox_dn_0: 0.3387 (0.3595) loss_giou_dn_0: 0.5719 (0.5582) loss_class_dn_1: 0.4078 (0.4070) loss_bbox_dn_1: 0.2782 (0.2814) loss_giou_dn_1: 0.4745 (0.4609) loss_class_dn_2: 0.3821 (0.3862) loss_bbox_dn_2: 0.2575 (0.2609) loss_giou_dn_2: 0.4515 (0.4359) loss_class_dn_3: 0.3750 (0.3798) loss_bbox_dn_3: 0.2528 (0.2575) loss_giou_dn_3: 0.4459 (0.4308) loss_class_dn_4: 0.3731 (0.3775) loss_bbox_dn_4: 0.2521 (0.2567) loss_giou_dn_4: 0.4457 (0.4293) loss_class_hybrid: 0.7185 (0.7466) loss_bbox_hybrid: 0.1916 (0.1889) loss_giou_hybrid: 0.4432 (0.4119) loss_class_0_hybrid: 0.7953 (0.8155) loss_bbox_0_hybrid: 0.1938 (0.1971) loss_giou_0_hybrid: 0.4580 (0.4280) loss_class_1_hybrid: 0.7512 (0.7721) loss_bbox_1_hybrid: 0.1918 (0.1922) loss_giou_1_hybrid: 0.4464 (0.4183) loss_class_2_hybrid: 0.7287 (0.7586) loss_bbox_2_hybrid: 0.1923 (0.1892) loss_giou_2_hybrid: 0.4430 (0.4135) loss_class_3_hybrid: 0.7221 (0.7502) loss_bbox_3_hybrid: 0.1919 (0.1888) loss_giou_3_hybrid: 0.4404 (0.4123) loss_class_4_hybrid: 0.7190 (0.7470) loss_bbox_4_hybrid: 0.1943 (0.1889) loss_giou_4_hybrid: 0.4394 (0.4120) loss_class_enc_hybrid: 0.7403 (0.7815) loss_bbox_enc_hybrid: 0.2239 (0.2352) loss_giou_enc_hybrid: 0.5226 (0.4867) mem: 1020 max mem: 36965 [2024-01-15 18:39:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:40:30 det.util.engine] INFO: Epoch: [8] [4950/11727] eta: 2:01:59 lr: 0.000100 data_time: 0.0038 iter_time: 1.0533 loss: 25.1738 (26.1541) loss_class: 0.7137 (0.7439) loss_bbox: 0.1534 (0.1763) loss_giou: 0.3484 (0.3829) loss_class_0: 0.8328 (0.9139) loss_bbox_0: 0.1597 (0.1767) loss_giou_0: 0.3706 (0.3879) loss_class_1: 0.7567 (0.7981) loss_bbox_1: 0.1627 (0.1775) loss_giou_1: 0.3527 (0.3863) loss_class_2: 0.7239 (0.7689) loss_bbox_2: 0.1596 (0.1756) loss_giou_2: 0.3486 (0.3834) loss_class_3: 0.7205 (0.7535) loss_bbox_3: 0.1539 (0.1757) loss_giou_3: 0.3539 (0.3827) loss_class_4: 0.7096 (0.7454) loss_bbox_4: 0.1534 (0.1761) loss_giou_4: 0.3518 (0.3829) loss_class_enc: 0.7905 (0.8655) loss_bbox_enc: 0.1896 (0.2107) loss_giou_enc: 0.4168 (0.4390) loss_class_dn: 0.3662 (0.3774) loss_bbox_dn: 0.2137 (0.2566) loss_giou_dn: 0.4032 (0.4295) loss_class_dn_0: 0.4519 (0.4726) loss_bbox_dn_0: 0.3132 (0.3594) loss_giou_dn_0: 0.5303 (0.5582) loss_class_dn_1: 0.3945 (0.4070) loss_bbox_dn_1: 0.2356 (0.2813) loss_giou_dn_1: 0.4382 (0.4609) loss_class_dn_2: 0.3747 (0.3862) loss_bbox_dn_2: 0.2158 (0.2609) loss_giou_dn_2: 0.4104 (0.4359) loss_class_dn_3: 0.3705 (0.3798) loss_bbox_dn_3: 0.2129 (0.2575) loss_giou_dn_3: 0.4052 (0.4308) loss_class_dn_4: 0.3701 (0.3775) loss_bbox_dn_4: 0.2137 (0.2566) loss_giou_dn_4: 0.4031 (0.4293) loss_class_hybrid: 0.6996 (0.7465) loss_bbox_hybrid: 0.1600 (0.1889) loss_giou_hybrid: 0.3828 (0.4120) loss_class_0_hybrid: 0.7611 (0.8153) loss_bbox_0_hybrid: 0.1792 (0.1971) loss_giou_0_hybrid: 0.3969 (0.4280) loss_class_1_hybrid: 0.7301 (0.7720) loss_bbox_1_hybrid: 0.1650 (0.1922) loss_giou_1_hybrid: 0.3916 (0.4184) loss_class_2_hybrid: 0.7133 (0.7585) loss_bbox_2_hybrid: 0.1610 (0.1892) loss_giou_2_hybrid: 0.3839 (0.4136) loss_class_3_hybrid: 0.7176 (0.7501) loss_bbox_3_hybrid: 0.1599 (0.1888) loss_giou_3_hybrid: 0.3844 (0.4123) loss_class_4_hybrid: 0.7067 (0.7469) loss_bbox_4_hybrid: 0.1599 (0.1889) loss_giou_4_hybrid: 0.3832 (0.4120) loss_class_enc_hybrid: 0.7482 (0.7814) loss_bbox_enc_hybrid: 0.2087 (0.2351) loss_giou_enc_hybrid: 0.4544 (0.4867) mem: 1028 max mem: 36965 [2024-01-15 18:40:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:41:25 det.util.engine] INFO: Epoch: [8] [5000/11727] eta: 2:01:06 lr: 0.000100 data_time: 0.0033 iter_time: 1.0994 loss: 26.6776 (26.1570) loss_class: 0.7505 (0.7439) loss_bbox: 0.1764 (0.1764) loss_giou: 0.4000 (0.3828) loss_class_0: 0.9184 (0.9139) loss_bbox_0: 0.1734 (0.1768) loss_giou_0: 0.4028 (0.3879) loss_class_1: 0.7984 (0.7980) loss_bbox_1: 0.1785 (0.1777) loss_giou_1: 0.4056 (0.3864) loss_class_2: 0.7716 (0.7689) loss_bbox_2: 0.1764 (0.1758) loss_giou_2: 0.3828 (0.3834) loss_class_3: 0.7427 (0.7535) loss_bbox_3: 0.1777 (0.1759) loss_giou_3: 0.3919 (0.3827) loss_class_4: 0.7614 (0.7455) loss_bbox_4: 0.1736 (0.1762) loss_giou_4: 0.3940 (0.3829) loss_class_enc: 0.8730 (0.8656) loss_bbox_enc: 0.2210 (0.2109) loss_giou_enc: 0.4639 (0.4390) loss_class_dn: 0.3807 (0.3774) loss_bbox_dn: 0.2574 (0.2567) loss_giou_dn: 0.4230 (0.4295) loss_class_dn_0: 0.4697 (0.4726) loss_bbox_dn_0: 0.3451 (0.3595) loss_giou_dn_0: 0.5705 (0.5582) loss_class_dn_1: 0.4084 (0.4070) loss_bbox_dn_1: 0.2786 (0.2814) loss_giou_dn_1: 0.4640 (0.4609) loss_class_dn_2: 0.3897 (0.3862) loss_bbox_dn_2: 0.2566 (0.2610) loss_giou_dn_2: 0.4304 (0.4359) loss_class_dn_3: 0.3839 (0.3798) loss_bbox_dn_3: 0.2579 (0.2576) loss_giou_dn_3: 0.4239 (0.4308) loss_class_dn_4: 0.3804 (0.3775) loss_bbox_dn_4: 0.2572 (0.2567) loss_giou_dn_4: 0.4225 (0.4293) loss_class_hybrid: 0.7677 (0.7465) loss_bbox_hybrid: 0.1802 (0.1890) loss_giou_hybrid: 0.4145 (0.4119) loss_class_0_hybrid: 0.8218 (0.8154) loss_bbox_0_hybrid: 0.1907 (0.1972) loss_giou_0_hybrid: 0.4321 (0.4280) loss_class_1_hybrid: 0.7867 (0.7720) loss_bbox_1_hybrid: 0.1770 (0.1923) loss_giou_1_hybrid: 0.4149 (0.4183) loss_class_2_hybrid: 0.7721 (0.7586) loss_bbox_2_hybrid: 0.1775 (0.1893) loss_giou_2_hybrid: 0.4147 (0.4135) loss_class_3_hybrid: 0.7595 (0.7501) loss_bbox_3_hybrid: 0.1781 (0.1889) loss_giou_3_hybrid: 0.4110 (0.4123) loss_class_4_hybrid: 0.7675 (0.7469) loss_bbox_4_hybrid: 0.1779 (0.1890) loss_giou_4_hybrid: 0.4120 (0.4120) loss_class_enc_hybrid: 0.7872 (0.7816) loss_bbox_enc_hybrid: 0.2397 (0.2353) loss_giou_enc_hybrid: 0.5062 (0.4867) mem: 1027 max mem: 36965 [2024-01-15 18:41:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:42:20 det.util.engine] INFO: Epoch: [8] [5050/11727] eta: 2:00:13 lr: 0.000100 data_time: 0.0040 iter_time: 1.0953 loss: 25.8574 (26.1600) loss_class: 0.7785 (0.7441) loss_bbox: 0.1768 (0.1765) loss_giou: 0.3624 (0.3828) loss_class_0: 0.9334 (0.9140) loss_bbox_0: 0.1705 (0.1769) loss_giou_0: 0.3664 (0.3879) loss_class_1: 0.8282 (0.7982) loss_bbox_1: 0.1752 (0.1778) loss_giou_1: 0.3762 (0.3863) loss_class_2: 0.8078 (0.7690) loss_bbox_2: 0.1670 (0.1759) loss_giou_2: 0.3685 (0.3834) loss_class_3: 0.7952 (0.7538) loss_bbox_3: 0.1670 (0.1759) loss_giou_3: 0.3674 (0.3826) loss_class_4: 0.7806 (0.7456) loss_bbox_4: 0.1743 (0.1763) loss_giou_4: 0.3666 (0.3829) loss_class_enc: 0.9086 (0.8657) loss_bbox_enc: 0.2089 (0.2110) loss_giou_enc: 0.4214 (0.4390) loss_class_dn: 0.3780 (0.3775) loss_bbox_dn: 0.2580 (0.2568) loss_giou_dn: 0.4177 (0.4294) loss_class_dn_0: 0.4709 (0.4727) loss_bbox_dn_0: 0.3580 (0.3596) loss_giou_dn_0: 0.5401 (0.5582) loss_class_dn_1: 0.4009 (0.4070) loss_bbox_dn_1: 0.2778 (0.2815) loss_giou_dn_1: 0.4497 (0.4608) loss_class_dn_2: 0.3875 (0.3863) loss_bbox_dn_2: 0.2627 (0.2611) loss_giou_dn_2: 0.4233 (0.4359) loss_class_dn_3: 0.3824 (0.3799) loss_bbox_dn_3: 0.2582 (0.2577) loss_giou_dn_3: 0.4191 (0.4308) loss_class_dn_4: 0.3775 (0.3775) loss_bbox_dn_4: 0.2580 (0.2568) loss_giou_dn_4: 0.4175 (0.4293) loss_class_hybrid: 0.8115 (0.7467) loss_bbox_hybrid: 0.1804 (0.1891) loss_giou_hybrid: 0.3849 (0.4119) loss_class_0_hybrid: 0.8572 (0.8155) loss_bbox_0_hybrid: 0.1902 (0.1973) loss_giou_0_hybrid: 0.3826 (0.4279) loss_class_1_hybrid: 0.8282 (0.7722) loss_bbox_1_hybrid: 0.1808 (0.1924) loss_giou_1_hybrid: 0.3936 (0.4182) loss_class_2_hybrid: 0.8180 (0.7587) loss_bbox_2_hybrid: 0.1794 (0.1894) loss_giou_2_hybrid: 0.3868 (0.4134) loss_class_3_hybrid: 0.8199 (0.7503) loss_bbox_3_hybrid: 0.1803 (0.1890) loss_giou_3_hybrid: 0.3827 (0.4122) loss_class_4_hybrid: 0.8078 (0.7471) loss_bbox_4_hybrid: 0.1818 (0.1891) loss_giou_4_hybrid: 0.3870 (0.4119) loss_class_enc_hybrid: 0.8346 (0.7817) loss_bbox_enc_hybrid: 0.2269 (0.2354) loss_giou_enc_hybrid: 0.4521 (0.4866) mem: 1037 max mem: 36965 [2024-01-15 18:42:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:43:13 det.util.engine] INFO: Epoch: [8] [5100/11727] eta: 1:59:17 lr: 0.000100 data_time: 0.0034 iter_time: 1.0459 loss: 26.0801 (26.1591) loss_class: 0.7486 (0.7442) loss_bbox: 0.1551 (0.1764) loss_giou: 0.3955 (0.3828) loss_class_0: 0.8915 (0.9141) loss_bbox_0: 0.1581 (0.1768) loss_giou_0: 0.3875 (0.3879) loss_class_1: 0.8124 (0.7983) loss_bbox_1: 0.1583 (0.1776) loss_giou_1: 0.3782 (0.3863) loss_class_2: 0.7449 (0.7691) loss_bbox_2: 0.1482 (0.1758) loss_giou_2: 0.3851 (0.3834) loss_class_3: 0.7562 (0.7539) loss_bbox_3: 0.1519 (0.1758) loss_giou_3: 0.3880 (0.3826) loss_class_4: 0.7458 (0.7457) loss_bbox_4: 0.1458 (0.1762) loss_giou_4: 0.3805 (0.3829) loss_class_enc: 0.8399 (0.8657) loss_bbox_enc: 0.1808 (0.2109) loss_giou_enc: 0.4287 (0.4390) loss_class_dn: 0.3707 (0.3775) loss_bbox_dn: 0.2225 (0.2566) loss_giou_dn: 0.4129 (0.4294) loss_class_dn_0: 0.4748 (0.4727) loss_bbox_dn_0: 0.2958 (0.3593) loss_giou_dn_0: 0.5360 (0.5581) loss_class_dn_1: 0.4047 (0.4071) loss_bbox_dn_1: 0.2440 (0.2813) loss_giou_dn_1: 0.4311 (0.4608) loss_class_dn_2: 0.3799 (0.3862) loss_bbox_dn_2: 0.2207 (0.2609) loss_giou_dn_2: 0.4154 (0.4359) loss_class_dn_3: 0.3683 (0.3799) loss_bbox_dn_3: 0.2214 (0.2575) loss_giou_dn_3: 0.4129 (0.4308) loss_class_dn_4: 0.3655 (0.3775) loss_bbox_dn_4: 0.2224 (0.2566) loss_giou_dn_4: 0.4125 (0.4293) loss_class_hybrid: 0.7462 (0.7467) loss_bbox_hybrid: 0.1661 (0.1890) loss_giou_hybrid: 0.3967 (0.4120) loss_class_0_hybrid: 0.7950 (0.8156) loss_bbox_0_hybrid: 0.1721 (0.1972) loss_giou_0_hybrid: 0.4015 (0.4280) loss_class_1_hybrid: 0.7673 (0.7723) loss_bbox_1_hybrid: 0.1668 (0.1923) loss_giou_1_hybrid: 0.4023 (0.4183) loss_class_2_hybrid: 0.7494 (0.7588) loss_bbox_2_hybrid: 0.1664 (0.1893) loss_giou_2_hybrid: 0.3916 (0.4135) loss_class_3_hybrid: 0.7392 (0.7504) loss_bbox_3_hybrid: 0.1657 (0.1889) loss_giou_3_hybrid: 0.3939 (0.4123) loss_class_4_hybrid: 0.7360 (0.7471) loss_bbox_4_hybrid: 0.1657 (0.1890) loss_giou_4_hybrid: 0.3946 (0.4120) loss_class_enc_hybrid: 0.7752 (0.7817) loss_bbox_enc_hybrid: 0.2060 (0.2353) loss_giou_enc_hybrid: 0.4729 (0.4867) mem: 1036 max mem: 36965 [2024-01-15 18:43:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:44:08 det.util.engine] INFO: Epoch: [8] [5150/11727] eta: 1:58:25 lr: 0.000100 data_time: 0.0032 iter_time: 1.0942 loss: 25.8932 (26.1620) loss_class: 0.7532 (0.7444) loss_bbox: 0.1676 (0.1764) loss_giou: 0.3627 (0.3828) loss_class_0: 0.8931 (0.9142) loss_bbox_0: 0.1653 (0.1767) loss_giou_0: 0.3819 (0.3879) loss_class_1: 0.8006 (0.7985) loss_bbox_1: 0.1658 (0.1777) loss_giou_1: 0.3724 (0.3863) loss_class_2: 0.7911 (0.7693) loss_bbox_2: 0.1676 (0.1758) loss_giou_2: 0.3754 (0.3834) loss_class_3: 0.7650 (0.7541) loss_bbox_3: 0.1660 (0.1758) loss_giou_3: 0.3627 (0.3826) loss_class_4: 0.7647 (0.7459) loss_bbox_4: 0.1653 (0.1762) loss_giou_4: 0.3627 (0.3829) loss_class_enc: 0.8681 (0.8659) loss_bbox_enc: 0.2024 (0.2108) loss_giou_enc: 0.4322 (0.4390) loss_class_dn: 0.3816 (0.3775) loss_bbox_dn: 0.2401 (0.2566) loss_giou_dn: 0.4075 (0.4294) loss_class_dn_0: 0.4811 (0.4728) loss_bbox_dn_0: 0.3473 (0.3594) loss_giou_dn_0: 0.5428 (0.5581) loss_class_dn_1: 0.4125 (0.4071) loss_bbox_dn_1: 0.2692 (0.2813) loss_giou_dn_1: 0.4454 (0.4608) loss_class_dn_2: 0.3923 (0.3863) loss_bbox_dn_2: 0.2485 (0.2608) loss_giou_dn_2: 0.4174 (0.4359) loss_class_dn_3: 0.3841 (0.3799) loss_bbox_dn_3: 0.2413 (0.2575) loss_giou_dn_3: 0.4093 (0.4308) loss_class_dn_4: 0.3822 (0.3776) loss_bbox_dn_4: 0.2402 (0.2566) loss_giou_dn_4: 0.4072 (0.4293) loss_class_hybrid: 0.7482 (0.7468) loss_bbox_hybrid: 0.1801 (0.1890) loss_giou_hybrid: 0.3898 (0.4120) loss_class_0_hybrid: 0.8120 (0.8157) loss_bbox_0_hybrid: 0.1993 (0.1972) loss_giou_0_hybrid: 0.4011 (0.4280) loss_class_1_hybrid: 0.7759 (0.7724) loss_bbox_1_hybrid: 0.1902 (0.1923) loss_giou_1_hybrid: 0.3877 (0.4184) loss_class_2_hybrid: 0.7725 (0.7590) loss_bbox_2_hybrid: 0.1898 (0.1893) loss_giou_2_hybrid: 0.3913 (0.4136) loss_class_3_hybrid: 0.7514 (0.7505) loss_bbox_3_hybrid: 0.1860 (0.1889) loss_giou_3_hybrid: 0.3899 (0.4123) loss_class_4_hybrid: 0.7476 (0.7472) loss_bbox_4_hybrid: 0.1833 (0.1890) loss_giou_4_hybrid: 0.3888 (0.4121) loss_class_enc_hybrid: 0.8022 (0.7819) loss_bbox_enc_hybrid: 0.2276 (0.2353) loss_giou_enc_hybrid: 0.4599 (0.4867) mem: 1026 max mem: 36965 [2024-01-15 18:44:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:45:03 det.util.engine] INFO: Epoch: [8] [5200/11727] eta: 1:57:32 lr: 0.000100 data_time: 0.0035 iter_time: 1.0844 loss: 26.1199 (26.1653) loss_class: 0.7297 (0.7445) loss_bbox: 0.1702 (0.1764) loss_giou: 0.3665 (0.3830) loss_class_0: 0.9081 (0.9143) loss_bbox_0: 0.1628 (0.1767) loss_giou_0: 0.3671 (0.3881) loss_class_1: 0.7967 (0.7986) loss_bbox_1: 0.1667 (0.1777) loss_giou_1: 0.3692 (0.3865) loss_class_2: 0.7513 (0.7694) loss_bbox_2: 0.1683 (0.1758) loss_giou_2: 0.3607 (0.3836) loss_class_3: 0.7519 (0.7543) loss_bbox_3: 0.1651 (0.1759) loss_giou_3: 0.3661 (0.3828) loss_class_4: 0.7281 (0.7461) loss_bbox_4: 0.1709 (0.1762) loss_giou_4: 0.3667 (0.3830) loss_class_enc: 0.8439 (0.8659) loss_bbox_enc: 0.2084 (0.2108) loss_giou_enc: 0.4166 (0.4392) loss_class_dn: 0.3587 (0.3775) loss_bbox_dn: 0.2356 (0.2565) loss_giou_dn: 0.4261 (0.4295) loss_class_dn_0: 0.4655 (0.4728) loss_bbox_dn_0: 0.3411 (0.3593) loss_giou_dn_0: 0.5568 (0.5582) loss_class_dn_1: 0.4002 (0.4071) loss_bbox_dn_1: 0.2684 (0.2813) loss_giou_dn_1: 0.4545 (0.4609) loss_class_dn_2: 0.3720 (0.3862) loss_bbox_dn_2: 0.2408 (0.2608) loss_giou_dn_2: 0.4328 (0.4359) loss_class_dn_3: 0.3626 (0.3799) loss_bbox_dn_3: 0.2358 (0.2574) loss_giou_dn_3: 0.4261 (0.4308) loss_class_dn_4: 0.3607 (0.3775) loss_bbox_dn_4: 0.2356 (0.2565) loss_giou_dn_4: 0.4258 (0.4293) loss_class_hybrid: 0.7206 (0.7468) loss_bbox_hybrid: 0.1757 (0.1890) loss_giou_hybrid: 0.3873 (0.4122) loss_class_0_hybrid: 0.8097 (0.8157) loss_bbox_0_hybrid: 0.1803 (0.1972) loss_giou_0_hybrid: 0.4015 (0.4282) loss_class_1_hybrid: 0.7455 (0.7724) loss_bbox_1_hybrid: 0.1848 (0.1924) loss_giou_1_hybrid: 0.3914 (0.4186) loss_class_2_hybrid: 0.7480 (0.7590) loss_bbox_2_hybrid: 0.1769 (0.1893) loss_giou_2_hybrid: 0.3927 (0.4138) loss_class_3_hybrid: 0.7348 (0.7505) loss_bbox_3_hybrid: 0.1737 (0.1890) loss_giou_3_hybrid: 0.3864 (0.4125) loss_class_4_hybrid: 0.7275 (0.7472) loss_bbox_4_hybrid: 0.1768 (0.1891) loss_giou_4_hybrid: 0.3880 (0.4123) loss_class_enc_hybrid: 0.7814 (0.7818) loss_bbox_enc_hybrid: 0.2269 (0.2353) loss_giou_enc_hybrid: 0.4697 (0.4869) mem: 1025 max mem: 36965 [2024-01-15 18:45:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:45:57 det.util.engine] INFO: Epoch: [8] [5250/11727] eta: 1:56:38 lr: 0.000100 data_time: 0.0034 iter_time: 1.1048 loss: 26.4912 (26.1594) loss_class: 0.7664 (0.7444) loss_bbox: 0.1530 (0.1763) loss_giou: 0.3511 (0.3827) loss_class_0: 0.8848 (0.9142) loss_bbox_0: 0.1640 (0.1767) loss_giou_0: 0.3751 (0.3880) loss_class_1: 0.7791 (0.7984) loss_bbox_1: 0.1572 (0.1777) loss_giou_1: 0.3845 (0.3863) loss_class_2: 0.7877 (0.7692) loss_bbox_2: 0.1554 (0.1757) loss_giou_2: 0.3667 (0.3834) loss_class_3: 0.7582 (0.7542) loss_bbox_3: 0.1581 (0.1758) loss_giou_3: 0.3705 (0.3826) loss_class_4: 0.7634 (0.7460) loss_bbox_4: 0.1528 (0.1762) loss_giou_4: 0.3653 (0.3828) loss_class_enc: 0.8556 (0.8658) loss_bbox_enc: 0.1968 (0.2108) loss_giou_enc: 0.4302 (0.4390) loss_class_dn: 0.3832 (0.3774) loss_bbox_dn: 0.2391 (0.2565) loss_giou_dn: 0.4364 (0.4293) loss_class_dn_0: 0.4799 (0.4728) loss_bbox_dn_0: 0.3280 (0.3592) loss_giou_dn_0: 0.5586 (0.5580) loss_class_dn_1: 0.4093 (0.4071) loss_bbox_dn_1: 0.2600 (0.2812) loss_giou_dn_1: 0.4658 (0.4607) loss_class_dn_2: 0.3900 (0.3862) loss_bbox_dn_2: 0.2432 (0.2607) loss_giou_dn_2: 0.4466 (0.4358) loss_class_dn_3: 0.3848 (0.3798) loss_bbox_dn_3: 0.2405 (0.2574) loss_giou_dn_3: 0.4375 (0.4307) loss_class_dn_4: 0.3840 (0.3775) loss_bbox_dn_4: 0.2388 (0.2565) loss_giou_dn_4: 0.4365 (0.4292) loss_class_hybrid: 0.7528 (0.7467) loss_bbox_hybrid: 0.1794 (0.1890) loss_giou_hybrid: 0.3963 (0.4120) loss_class_0_hybrid: 0.7981 (0.8158) loss_bbox_0_hybrid: 0.1847 (0.1971) loss_giou_0_hybrid: 0.4271 (0.4280) loss_class_1_hybrid: 0.7664 (0.7724) loss_bbox_1_hybrid: 0.1780 (0.1923) loss_giou_1_hybrid: 0.4119 (0.4184) loss_class_2_hybrid: 0.7424 (0.7589) loss_bbox_2_hybrid: 0.1759 (0.1893) loss_giou_2_hybrid: 0.4018 (0.4136) loss_class_3_hybrid: 0.7444 (0.7504) loss_bbox_3_hybrid: 0.1707 (0.1889) loss_giou_3_hybrid: 0.3939 (0.4123) loss_class_4_hybrid: 0.7453 (0.7472) loss_bbox_4_hybrid: 0.1700 (0.1890) loss_giou_4_hybrid: 0.3980 (0.4120) loss_class_enc_hybrid: 0.7746 (0.7818) loss_bbox_enc_hybrid: 0.2177 (0.2352) loss_giou_enc_hybrid: 0.4841 (0.4867) mem: 1023 max mem: 36965 [2024-01-15 18:45:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:46:50 det.util.engine] INFO: Epoch: [8] [5300/11727] eta: 1:55:43 lr: 0.000100 data_time: 0.0032 iter_time: 1.0470 loss: 26.0020 (26.1558) loss_class: 0.7380 (0.7443) loss_bbox: 0.1702 (0.1763) loss_giou: 0.3686 (0.3827) loss_class_0: 0.8959 (0.9141) loss_bbox_0: 0.1650 (0.1767) loss_giou_0: 0.3759 (0.3879) loss_class_1: 0.7956 (0.7984) loss_bbox_1: 0.1717 (0.1777) loss_giou_1: 0.3699 (0.3862) loss_class_2: 0.7551 (0.7692) loss_bbox_2: 0.1690 (0.1758) loss_giou_2: 0.3630 (0.3833) loss_class_3: 0.7293 (0.7541) loss_bbox_3: 0.1683 (0.1758) loss_giou_3: 0.3658 (0.3825) loss_class_4: 0.7241 (0.7459) loss_bbox_4: 0.1702 (0.1761) loss_giou_4: 0.3666 (0.3827) loss_class_enc: 0.8306 (0.8657) loss_bbox_enc: 0.2099 (0.2108) loss_giou_enc: 0.4177 (0.4389) loss_class_dn: 0.3778 (0.3774) loss_bbox_dn: 0.2356 (0.2565) loss_giou_dn: 0.4038 (0.4292) loss_class_dn_0: 0.4832 (0.4728) loss_bbox_dn_0: 0.3211 (0.3592) loss_giou_dn_0: 0.5305 (0.5579) loss_class_dn_1: 0.4048 (0.4070) loss_bbox_dn_1: 0.2533 (0.2812) loss_giou_dn_1: 0.4277 (0.4606) loss_class_dn_2: 0.3837 (0.3861) loss_bbox_dn_2: 0.2376 (0.2607) loss_giou_dn_2: 0.4091 (0.4357) loss_class_dn_3: 0.3797 (0.3798) loss_bbox_dn_3: 0.2339 (0.2573) loss_giou_dn_3: 0.4041 (0.4306) loss_class_dn_4: 0.3766 (0.3774) loss_bbox_dn_4: 0.2356 (0.2565) loss_giou_dn_4: 0.4036 (0.4291) loss_class_hybrid: 0.7757 (0.7467) loss_bbox_hybrid: 0.1768 (0.1889) loss_giou_hybrid: 0.3675 (0.4119) loss_class_0_hybrid: 0.8529 (0.8157) loss_bbox_0_hybrid: 0.1875 (0.1971) loss_giou_0_hybrid: 0.3920 (0.4279) loss_class_1_hybrid: 0.8036 (0.7724) loss_bbox_1_hybrid: 0.1803 (0.1923) loss_giou_1_hybrid: 0.3814 (0.4182) loss_class_2_hybrid: 0.7819 (0.7589) loss_bbox_2_hybrid: 0.1813 (0.1893) loss_giou_2_hybrid: 0.3740 (0.4134) loss_class_3_hybrid: 0.7738 (0.7503) loss_bbox_3_hybrid: 0.1784 (0.1889) loss_giou_3_hybrid: 0.3712 (0.4122) loss_class_4_hybrid: 0.7750 (0.7471) loss_bbox_4_hybrid: 0.1804 (0.1890) loss_giou_4_hybrid: 0.3694 (0.4119) loss_class_enc_hybrid: 0.7956 (0.7818) loss_bbox_enc_hybrid: 0.2309 (0.2352) loss_giou_enc_hybrid: 0.4492 (0.4866) mem: 1017 max mem: 36965 [2024-01-15 18:46:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:47:45 det.util.engine] INFO: Epoch: [8] [5350/11727] eta: 1:54:50 lr: 0.000100 data_time: 0.0035 iter_time: 1.0993 loss: 26.0197 (26.1522) loss_class: 0.7148 (0.7443) loss_bbox: 0.1568 (0.1762) loss_giou: 0.3884 (0.3827) loss_class_0: 0.8771 (0.9142) loss_bbox_0: 0.1602 (0.1766) loss_giou_0: 0.3981 (0.3879) loss_class_1: 0.7853 (0.7983) loss_bbox_1: 0.1550 (0.1776) loss_giou_1: 0.3904 (0.3863) loss_class_2: 0.7365 (0.7691) loss_bbox_2: 0.1577 (0.1757) loss_giou_2: 0.3848 (0.3833) loss_class_3: 0.7328 (0.7540) loss_bbox_3: 0.1555 (0.1757) loss_giou_3: 0.3881 (0.3825) loss_class_4: 0.7178 (0.7458) loss_bbox_4: 0.1630 (0.1760) loss_giou_4: 0.3885 (0.3828) loss_class_enc: 0.8303 (0.8656) loss_bbox_enc: 0.1990 (0.2107) loss_giou_enc: 0.4704 (0.4390) loss_class_dn: 0.3789 (0.3773) loss_bbox_dn: 0.2389 (0.2563) loss_giou_dn: 0.4401 (0.4292) loss_class_dn_0: 0.4648 (0.4727) loss_bbox_dn_0: 0.3322 (0.3590) loss_giou_dn_0: 0.5721 (0.5579) loss_class_dn_1: 0.4055 (0.4070) loss_bbox_dn_1: 0.2636 (0.2811) loss_giou_dn_1: 0.4698 (0.4606) loss_class_dn_2: 0.3834 (0.3861) loss_bbox_dn_2: 0.2409 (0.2606) loss_giou_dn_2: 0.4468 (0.4356) loss_class_dn_3: 0.3786 (0.3797) loss_bbox_dn_3: 0.2404 (0.2572) loss_giou_dn_3: 0.4383 (0.4305) loss_class_dn_4: 0.3779 (0.3774) loss_bbox_dn_4: 0.2389 (0.2563) loss_giou_dn_4: 0.4374 (0.4291) loss_class_hybrid: 0.7160 (0.7466) loss_bbox_hybrid: 0.1678 (0.1888) loss_giou_hybrid: 0.4224 (0.4119) loss_class_0_hybrid: 0.7761 (0.8156) loss_bbox_0_hybrid: 0.1763 (0.1970) loss_giou_0_hybrid: 0.4445 (0.4279) loss_class_1_hybrid: 0.7457 (0.7722) loss_bbox_1_hybrid: 0.1720 (0.1922) loss_giou_1_hybrid: 0.4276 (0.4183) loss_class_2_hybrid: 0.7099 (0.7588) loss_bbox_2_hybrid: 0.1679 (0.1892) loss_giou_2_hybrid: 0.4265 (0.4135) loss_class_3_hybrid: 0.7149 (0.7502) loss_bbox_3_hybrid: 0.1686 (0.1888) loss_giou_3_hybrid: 0.4227 (0.4122) loss_class_4_hybrid: 0.7093 (0.7470) loss_bbox_4_hybrid: 0.1680 (0.1889) loss_giou_4_hybrid: 0.4223 (0.4119) loss_class_enc_hybrid: 0.7636 (0.7817) loss_bbox_enc_hybrid: 0.2182 (0.2352) loss_giou_enc_hybrid: 0.5085 (0.4867) mem: 1030 max mem: 36965 [2024-01-15 18:47:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:48:39 det.util.engine] INFO: Epoch: [8] [5400/11727] eta: 1:53:56 lr: 0.000100 data_time: 0.0035 iter_time: 1.0344 loss: 25.9189 (26.1526) loss_class: 0.7392 (0.7443) loss_bbox: 0.1708 (0.1762) loss_giou: 0.3956 (0.3828) loss_class_0: 0.8875 (0.9142) loss_bbox_0: 0.1670 (0.1765) loss_giou_0: 0.3830 (0.3880) loss_class_1: 0.7692 (0.7983) loss_bbox_1: 0.1743 (0.1775) loss_giou_1: 0.3844 (0.3864) loss_class_2: 0.7511 (0.7691) loss_bbox_2: 0.1677 (0.1756) loss_giou_2: 0.3935 (0.3835) loss_class_3: 0.7337 (0.7540) loss_bbox_3: 0.1705 (0.1756) loss_giou_3: 0.3967 (0.3826) loss_class_4: 0.7316 (0.7458) loss_bbox_4: 0.1713 (0.1760) loss_giou_4: 0.3956 (0.3829) loss_class_enc: 0.8352 (0.8655) loss_bbox_enc: 0.2027 (0.2107) loss_giou_enc: 0.4505 (0.4391) loss_class_dn: 0.3822 (0.3774) loss_bbox_dn: 0.2532 (0.2562) loss_giou_dn: 0.4101 (0.4293) loss_class_dn_0: 0.4766 (0.4728) loss_bbox_dn_0: 0.3477 (0.3588) loss_giou_dn_0: 0.5490 (0.5579) loss_class_dn_1: 0.4185 (0.4070) loss_bbox_dn_1: 0.2822 (0.2809) loss_giou_dn_1: 0.4383 (0.4607) loss_class_dn_2: 0.3881 (0.3861) loss_bbox_dn_2: 0.2637 (0.2604) loss_giou_dn_2: 0.4176 (0.4357) loss_class_dn_3: 0.3840 (0.3798) loss_bbox_dn_3: 0.2572 (0.2570) loss_giou_dn_3: 0.4110 (0.4306) loss_class_dn_4: 0.3791 (0.3774) loss_bbox_dn_4: 0.2532 (0.2562) loss_giou_dn_4: 0.4098 (0.4292) loss_class_hybrid: 0.7458 (0.7466) loss_bbox_hybrid: 0.1850 (0.1888) loss_giou_hybrid: 0.4073 (0.4120) loss_class_0_hybrid: 0.7695 (0.8155) loss_bbox_0_hybrid: 0.1930 (0.1970) loss_giou_0_hybrid: 0.4159 (0.4280) loss_class_1_hybrid: 0.7589 (0.7722) loss_bbox_1_hybrid: 0.1875 (0.1921) loss_giou_1_hybrid: 0.4118 (0.4184) loss_class_2_hybrid: 0.7439 (0.7588) loss_bbox_2_hybrid: 0.1884 (0.1891) loss_giou_2_hybrid: 0.4144 (0.4136) loss_class_3_hybrid: 0.7508 (0.7502) loss_bbox_3_hybrid: 0.1873 (0.1887) loss_giou_3_hybrid: 0.4107 (0.4123) loss_class_4_hybrid: 0.7459 (0.7470) loss_bbox_4_hybrid: 0.1873 (0.1888) loss_giou_4_hybrid: 0.4087 (0.4120) loss_class_enc_hybrid: 0.7550 (0.7816) loss_bbox_enc_hybrid: 0.2294 (0.2351) loss_giou_enc_hybrid: 0.4952 (0.4868) mem: 1024 max mem: 36965 [2024-01-15 18:48:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:49:33 det.util.engine] INFO: Epoch: [8] [5450/11727] eta: 1:53:02 lr: 0.000100 data_time: 0.0034 iter_time: 1.0939 loss: 25.3239 (26.1518) loss_class: 0.6892 (0.7441) loss_bbox: 0.1588 (0.1763) loss_giou: 0.3702 (0.3828) loss_class_0: 0.8565 (0.9142) loss_bbox_0: 0.1588 (0.1766) loss_giou_0: 0.3750 (0.3880) loss_class_1: 0.7561 (0.7983) loss_bbox_1: 0.1560 (0.1775) loss_giou_1: 0.3555 (0.3863) loss_class_2: 0.7317 (0.7691) loss_bbox_2: 0.1571 (0.1756) loss_giou_2: 0.3687 (0.3834) loss_class_3: 0.7130 (0.7538) loss_bbox_3: 0.1568 (0.1757) loss_giou_3: 0.3681 (0.3826) loss_class_4: 0.7086 (0.7456) loss_bbox_4: 0.1527 (0.1761) loss_giou_4: 0.3661 (0.3829) loss_class_enc: 0.7954 (0.8654) loss_bbox_enc: 0.1979 (0.2107) loss_giou_enc: 0.4192 (0.4391) loss_class_dn: 0.3643 (0.3774) loss_bbox_dn: 0.2275 (0.2562) loss_giou_dn: 0.4086 (0.4292) loss_class_dn_0: 0.4574 (0.4728) loss_bbox_dn_0: 0.3367 (0.3589) loss_giou_dn_0: 0.5567 (0.5579) loss_class_dn_1: 0.3877 (0.4070) loss_bbox_dn_1: 0.2645 (0.2809) loss_giou_dn_1: 0.4540 (0.4606) loss_class_dn_2: 0.3740 (0.3861) loss_bbox_dn_2: 0.2325 (0.2605) loss_giou_dn_2: 0.4126 (0.4356) loss_class_dn_3: 0.3668 (0.3798) loss_bbox_dn_3: 0.2286 (0.2571) loss_giou_dn_3: 0.4097 (0.4305) loss_class_dn_4: 0.3594 (0.3774) loss_bbox_dn_4: 0.2275 (0.2562) loss_giou_dn_4: 0.4088 (0.4291) loss_class_hybrid: 0.6858 (0.7465) loss_bbox_hybrid: 0.1667 (0.1888) loss_giou_hybrid: 0.3838 (0.4120) loss_class_0_hybrid: 0.7663 (0.8155) loss_bbox_0_hybrid: 0.1840 (0.1970) loss_giou_0_hybrid: 0.4029 (0.4280) loss_class_1_hybrid: 0.7151 (0.7721) loss_bbox_1_hybrid: 0.1768 (0.1922) loss_giou_1_hybrid: 0.3862 (0.4184) loss_class_2_hybrid: 0.7099 (0.7587) loss_bbox_2_hybrid: 0.1770 (0.1892) loss_giou_2_hybrid: 0.3809 (0.4136) loss_class_3_hybrid: 0.6904 (0.7501) loss_bbox_3_hybrid: 0.1676 (0.1888) loss_giou_3_hybrid: 0.3845 (0.4123) loss_class_4_hybrid: 0.6884 (0.7469) loss_bbox_4_hybrid: 0.1666 (0.1889) loss_giou_4_hybrid: 0.3853 (0.4121) loss_class_enc_hybrid: 0.7132 (0.7815) loss_bbox_enc_hybrid: 0.2355 (0.2351) loss_giou_enc_hybrid: 0.4509 (0.4868) mem: 1039 max mem: 36965 [2024-01-15 18:49:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:50:27 det.util.engine] INFO: Epoch: [8] [5500/11727] eta: 1:52:07 lr: 0.000100 data_time: 0.0032 iter_time: 1.0500 loss: 25.2992 (26.1556) loss_class: 0.7407 (0.7442) loss_bbox: 0.1473 (0.1763) loss_giou: 0.3465 (0.3829) loss_class_0: 0.9486 (0.9144) loss_bbox_0: 0.1391 (0.1766) loss_giou_0: 0.3514 (0.3881) loss_class_1: 0.8296 (0.7984) loss_bbox_1: 0.1473 (0.1776) loss_giou_1: 0.3465 (0.3864) loss_class_2: 0.8135 (0.7693) loss_bbox_2: 0.1431 (0.1756) loss_giou_2: 0.3394 (0.3835) loss_class_3: 0.7495 (0.7539) loss_bbox_3: 0.1470 (0.1757) loss_giou_3: 0.3618 (0.3827) loss_class_4: 0.7412 (0.7458) loss_bbox_4: 0.1491 (0.1761) loss_giou_4: 0.3464 (0.3829) loss_class_enc: 0.8346 (0.8655) loss_bbox_enc: 0.1818 (0.2107) loss_giou_enc: 0.4138 (0.4392) loss_class_dn: 0.3759 (0.3774) loss_bbox_dn: 0.2297 (0.2562) loss_giou_dn: 0.4179 (0.4293) loss_class_dn_0: 0.4593 (0.4728) loss_bbox_dn_0: 0.3307 (0.3590) loss_giou_dn_0: 0.5327 (0.5580) loss_class_dn_1: 0.4040 (0.4070) loss_bbox_dn_1: 0.2471 (0.2810) loss_giou_dn_1: 0.4383 (0.4607) loss_class_dn_2: 0.3806 (0.3861) loss_bbox_dn_2: 0.2344 (0.2605) loss_giou_dn_2: 0.4236 (0.4357) loss_class_dn_3: 0.3792 (0.3798) loss_bbox_dn_3: 0.2317 (0.2571) loss_giou_dn_3: 0.4180 (0.4306) loss_class_dn_4: 0.3761 (0.3774) loss_bbox_dn_4: 0.2298 (0.2562) loss_giou_dn_4: 0.4179 (0.4291) loss_class_hybrid: 0.7543 (0.7466) loss_bbox_hybrid: 0.1651 (0.1889) loss_giou_hybrid: 0.3871 (0.4121) loss_class_0_hybrid: 0.8111 (0.8156) loss_bbox_0_hybrid: 0.1617 (0.1971) loss_giou_0_hybrid: 0.4024 (0.4281) loss_class_1_hybrid: 0.7737 (0.7722) loss_bbox_1_hybrid: 0.1655 (0.1922) loss_giou_1_hybrid: 0.3945 (0.4185) loss_class_2_hybrid: 0.7606 (0.7588) loss_bbox_2_hybrid: 0.1612 (0.1892) loss_giou_2_hybrid: 0.3926 (0.4137) loss_class_3_hybrid: 0.7548 (0.7502) loss_bbox_3_hybrid: 0.1603 (0.1888) loss_giou_3_hybrid: 0.3911 (0.4124) loss_class_4_hybrid: 0.7440 (0.7470) loss_bbox_4_hybrid: 0.1631 (0.1889) loss_giou_4_hybrid: 0.3903 (0.4121) loss_class_enc_hybrid: 0.7585 (0.7816) loss_bbox_enc_hybrid: 0.1929 (0.2352) loss_giou_enc_hybrid: 0.4574 (0.4869) mem: 1016 max mem: 36965 [2024-01-15 18:50:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:51:22 det.util.engine] INFO: Epoch: [8] [5550/11727] eta: 1:51:15 lr: 0.000100 data_time: 0.0035 iter_time: 1.1029 loss: 26.2871 (26.1521) loss_class: 0.7240 (0.7440) loss_bbox: 0.1678 (0.1762) loss_giou: 0.3642 (0.3829) loss_class_0: 0.9043 (0.9142) loss_bbox_0: 0.1688 (0.1765) loss_giou_0: 0.3619 (0.3882) loss_class_1: 0.8029 (0.7983) loss_bbox_1: 0.1646 (0.1775) loss_giou_1: 0.3574 (0.3865) loss_class_2: 0.7416 (0.7692) loss_bbox_2: 0.1676 (0.1755) loss_giou_2: 0.3562 (0.3836) loss_class_3: 0.7353 (0.7538) loss_bbox_3: 0.1691 (0.1756) loss_giou_3: 0.3595 (0.3828) loss_class_4: 0.7138 (0.7456) loss_bbox_4: 0.1667 (0.1760) loss_giou_4: 0.3593 (0.3830) loss_class_enc: 0.8144 (0.8653) loss_bbox_enc: 0.2161 (0.2106) loss_giou_enc: 0.4164 (0.4393) loss_class_dn: 0.3544 (0.3773) loss_bbox_dn: 0.2388 (0.2561) loss_giou_dn: 0.4310 (0.4293) loss_class_dn_0: 0.4638 (0.4727) loss_bbox_dn_0: 0.3756 (0.3588) loss_giou_dn_0: 0.5686 (0.5580) loss_class_dn_1: 0.3864 (0.4070) loss_bbox_dn_1: 0.2772 (0.2808) loss_giou_dn_1: 0.4723 (0.4607) loss_class_dn_2: 0.3637 (0.3861) loss_bbox_dn_2: 0.2414 (0.2603) loss_giou_dn_2: 0.4385 (0.4357) loss_class_dn_3: 0.3574 (0.3797) loss_bbox_dn_3: 0.2373 (0.2569) loss_giou_dn_3: 0.4319 (0.4306) loss_class_dn_4: 0.3551 (0.3774) loss_bbox_dn_4: 0.2387 (0.2561) loss_giou_dn_4: 0.4309 (0.4291) loss_class_hybrid: 0.7468 (0.7464) loss_bbox_hybrid: 0.1746 (0.1888) loss_giou_hybrid: 0.3770 (0.4122) loss_class_0_hybrid: 0.8028 (0.8154) loss_bbox_0_hybrid: 0.1911 (0.1970) loss_giou_0_hybrid: 0.3872 (0.4282) loss_class_1_hybrid: 0.7526 (0.7721) loss_bbox_1_hybrid: 0.1833 (0.1922) loss_giou_1_hybrid: 0.3802 (0.4186) loss_class_2_hybrid: 0.7513 (0.7586) loss_bbox_2_hybrid: 0.1790 (0.1891) loss_giou_2_hybrid: 0.3797 (0.4138) loss_class_3_hybrid: 0.7327 (0.7501) loss_bbox_3_hybrid: 0.1761 (0.1887) loss_giou_3_hybrid: 0.3750 (0.4125) loss_class_4_hybrid: 0.7393 (0.7468) loss_bbox_4_hybrid: 0.1780 (0.1888) loss_giou_4_hybrid: 0.3772 (0.4123) loss_class_enc_hybrid: 0.7594 (0.7814) loss_bbox_enc_hybrid: 0.2400 (0.2351) loss_giou_enc_hybrid: 0.4526 (0.4870) mem: 1031 max mem: 36965 [2024-01-15 18:51:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:52:15 det.util.engine] INFO: Epoch: [8] [5600/11727] eta: 1:50:20 lr: 0.000100 data_time: 0.0037 iter_time: 1.0618 loss: 24.4205 (26.1450) loss_class: 0.6742 (0.7439) loss_bbox: 0.1551 (0.1761) loss_giou: 0.3523 (0.3828) loss_class_0: 0.8589 (0.9140) loss_bbox_0: 0.1473 (0.1764) loss_giou_0: 0.3615 (0.3880) loss_class_1: 0.7343 (0.7982) loss_bbox_1: 0.1490 (0.1774) loss_giou_1: 0.3667 (0.3863) loss_class_2: 0.6967 (0.7691) loss_bbox_2: 0.1435 (0.1755) loss_giou_2: 0.3571 (0.3834) loss_class_3: 0.6804 (0.7536) loss_bbox_3: 0.1468 (0.1756) loss_giou_3: 0.3586 (0.3827) loss_class_4: 0.6764 (0.7455) loss_bbox_4: 0.1551 (0.1760) loss_giou_4: 0.3511 (0.3829) loss_class_enc: 0.7997 (0.8651) loss_bbox_enc: 0.1826 (0.2105) loss_giou_enc: 0.4112 (0.4391) loss_class_dn: 0.3658 (0.3773) loss_bbox_dn: 0.2312 (0.2559) loss_giou_dn: 0.3882 (0.4291) loss_class_dn_0: 0.4694 (0.4727) loss_bbox_dn_0: 0.3161 (0.3586) loss_giou_dn_0: 0.5355 (0.5578) loss_class_dn_1: 0.3942 (0.4069) loss_bbox_dn_1: 0.2452 (0.2806) loss_giou_dn_1: 0.4254 (0.4605) loss_class_dn_2: 0.3714 (0.3860) loss_bbox_dn_2: 0.2345 (0.2601) loss_giou_dn_2: 0.3951 (0.4355) loss_class_dn_3: 0.3659 (0.3797) loss_bbox_dn_3: 0.2312 (0.2567) loss_giou_dn_3: 0.3893 (0.4304) loss_class_dn_4: 0.3636 (0.3773) loss_bbox_dn_4: 0.2312 (0.2559) loss_giou_dn_4: 0.3883 (0.4289) loss_class_hybrid: 0.6831 (0.7463) loss_bbox_hybrid: 0.1560 (0.1887) loss_giou_hybrid: 0.3793 (0.4121) loss_class_0_hybrid: 0.7455 (0.8153) loss_bbox_0_hybrid: 0.1690 (0.1969) loss_giou_0_hybrid: 0.3921 (0.4281) loss_class_1_hybrid: 0.7035 (0.7719) loss_bbox_1_hybrid: 0.1639 (0.1921) loss_giou_1_hybrid: 0.3831 (0.4185) loss_class_2_hybrid: 0.6944 (0.7585) loss_bbox_2_hybrid: 0.1585 (0.1890) loss_giou_2_hybrid: 0.3821 (0.4137) loss_class_3_hybrid: 0.6873 (0.7500) loss_bbox_3_hybrid: 0.1565 (0.1886) loss_giou_3_hybrid: 0.3794 (0.4124) loss_class_4_hybrid: 0.6855 (0.7467) loss_bbox_4_hybrid: 0.1559 (0.1887) loss_giou_4_hybrid: 0.3788 (0.4121) loss_class_enc_hybrid: 0.7234 (0.7813) loss_bbox_enc_hybrid: 0.2074 (0.2350) loss_giou_enc_hybrid: 0.4503 (0.4869) mem: 1012 max mem: 36965 [2024-01-15 18:52:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:53:10 det.util.engine] INFO: Epoch: [8] [5650/11727] eta: 1:49:27 lr: 0.000100 data_time: 0.0037 iter_time: 1.0717 loss: 25.7227 (26.1455) loss_class: 0.7385 (0.7441) loss_bbox: 0.1925 (0.1762) loss_giou: 0.3701 (0.3827) loss_class_0: 0.8966 (0.9142) loss_bbox_0: 0.1833 (0.1764) loss_giou_0: 0.3643 (0.3879) loss_class_1: 0.8077 (0.7984) loss_bbox_1: 0.1850 (0.1774) loss_giou_1: 0.3700 (0.3862) loss_class_2: 0.7588 (0.7692) loss_bbox_2: 0.1943 (0.1755) loss_giou_2: 0.3698 (0.3833) loss_class_3: 0.7378 (0.7537) loss_bbox_3: 0.1959 (0.1756) loss_giou_3: 0.3704 (0.3826) loss_class_4: 0.7462 (0.7456) loss_bbox_4: 0.1969 (0.1760) loss_giou_4: 0.3646 (0.3828) loss_class_enc: 0.8702 (0.8653) loss_bbox_enc: 0.2209 (0.2105) loss_giou_enc: 0.4237 (0.4390) loss_class_dn: 0.3817 (0.3773) loss_bbox_dn: 0.2488 (0.2559) loss_giou_dn: 0.4048 (0.4290) loss_class_dn_0: 0.4744 (0.4727) loss_bbox_dn_0: 0.3675 (0.3586) loss_giou_dn_0: 0.5373 (0.5577) loss_class_dn_1: 0.4055 (0.4069) loss_bbox_dn_1: 0.2865 (0.2806) loss_giou_dn_1: 0.4393 (0.4604) loss_class_dn_2: 0.3916 (0.3861) loss_bbox_dn_2: 0.2588 (0.2601) loss_giou_dn_2: 0.4118 (0.4354) loss_class_dn_3: 0.3820 (0.3797) loss_bbox_dn_3: 0.2484 (0.2567) loss_giou_dn_3: 0.4063 (0.4303) loss_class_dn_4: 0.3802 (0.3774) loss_bbox_dn_4: 0.2489 (0.2559) loss_giou_dn_4: 0.4044 (0.4288) loss_class_hybrid: 0.7641 (0.7466) loss_bbox_hybrid: 0.1972 (0.1887) loss_giou_hybrid: 0.3716 (0.4119) loss_class_0_hybrid: 0.8324 (0.8155) loss_bbox_0_hybrid: 0.2021 (0.1969) loss_giou_0_hybrid: 0.3902 (0.4279) loss_class_1_hybrid: 0.7989 (0.7722) loss_bbox_1_hybrid: 0.1945 (0.1921) loss_giou_1_hybrid: 0.3778 (0.4183) loss_class_2_hybrid: 0.7556 (0.7588) loss_bbox_2_hybrid: 0.1957 (0.1890) loss_giou_2_hybrid: 0.3709 (0.4135) loss_class_3_hybrid: 0.7637 (0.7502) loss_bbox_3_hybrid: 0.1968 (0.1886) loss_giou_3_hybrid: 0.3728 (0.4122) loss_class_4_hybrid: 0.7706 (0.7470) loss_bbox_4_hybrid: 0.1957 (0.1887) loss_giou_4_hybrid: 0.3720 (0.4119) loss_class_enc_hybrid: 0.7907 (0.7815) loss_bbox_enc_hybrid: 0.2388 (0.2350) loss_giou_enc_hybrid: 0.4451 (0.4867) mem: 1020 max mem: 36965 [2024-01-15 18:53:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:54:05 det.util.engine] INFO: Epoch: [8] [5700/11727] eta: 1:48:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0767 loss: 26.9845 (26.1444) loss_class: 0.7259 (0.7439) loss_bbox: 0.1770 (0.1762) loss_giou: 0.3871 (0.3828) loss_class_0: 0.8812 (0.9141) loss_bbox_0: 0.1798 (0.1765) loss_giou_0: 0.3840 (0.3879) loss_class_1: 0.7861 (0.7982) loss_bbox_1: 0.1789 (0.1775) loss_giou_1: 0.3929 (0.3863) loss_class_2: 0.7410 (0.7689) loss_bbox_2: 0.1743 (0.1756) loss_giou_2: 0.3896 (0.3834) loss_class_3: 0.7312 (0.7536) loss_bbox_3: 0.1722 (0.1757) loss_giou_3: 0.3892 (0.3826) loss_class_4: 0.7239 (0.7455) loss_bbox_4: 0.1731 (0.1760) loss_giou_4: 0.3870 (0.3828) loss_class_enc: 0.8230 (0.8652) loss_bbox_enc: 0.1947 (0.2105) loss_giou_enc: 0.4352 (0.4390) loss_class_dn: 0.3822 (0.3774) loss_bbox_dn: 0.2465 (0.2559) loss_giou_dn: 0.4231 (0.4289) loss_class_dn_0: 0.4692 (0.4727) loss_bbox_dn_0: 0.3632 (0.3587) loss_giou_dn_0: 0.5474 (0.5576) loss_class_dn_1: 0.4143 (0.4070) loss_bbox_dn_1: 0.2855 (0.2807) loss_giou_dn_1: 0.4546 (0.4604) loss_class_dn_2: 0.3934 (0.3861) loss_bbox_dn_2: 0.2512 (0.2602) loss_giou_dn_2: 0.4281 (0.4353) loss_class_dn_3: 0.3836 (0.3797) loss_bbox_dn_3: 0.2478 (0.2568) loss_giou_dn_3: 0.4251 (0.4303) loss_class_dn_4: 0.3806 (0.3774) loss_bbox_dn_4: 0.2464 (0.2559) loss_giou_dn_4: 0.4229 (0.4288) loss_class_hybrid: 0.7347 (0.7464) loss_bbox_hybrid: 0.1933 (0.1887) loss_giou_hybrid: 0.4155 (0.4119) loss_class_0_hybrid: 0.8135 (0.8155) loss_bbox_0_hybrid: 0.1942 (0.1969) loss_giou_0_hybrid: 0.4394 (0.4279) loss_class_1_hybrid: 0.7637 (0.7721) loss_bbox_1_hybrid: 0.1896 (0.1921) loss_giou_1_hybrid: 0.4299 (0.4183) loss_class_2_hybrid: 0.7560 (0.7586) loss_bbox_2_hybrid: 0.1899 (0.1891) loss_giou_2_hybrid: 0.4184 (0.4135) loss_class_3_hybrid: 0.7529 (0.7501) loss_bbox_3_hybrid: 0.1901 (0.1887) loss_giou_3_hybrid: 0.4140 (0.4122) loss_class_4_hybrid: 0.7378 (0.7468) loss_bbox_4_hybrid: 0.1927 (0.1888) loss_giou_4_hybrid: 0.4175 (0.4119) loss_class_enc_hybrid: 0.7810 (0.7814) loss_bbox_enc_hybrid: 0.2345 (0.2350) loss_giou_enc_hybrid: 0.4939 (0.4866) mem: 1024 max mem: 36965 [2024-01-15 18:54:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:54:57 det.util.engine] INFO: Epoch: [8] [5750/11727] eta: 1:47:38 lr: 0.000100 data_time: 0.0032 iter_time: 1.0679 loss: 25.8086 (26.1432) loss_class: 0.7332 (0.7438) loss_bbox: 0.1654 (0.1762) loss_giou: 0.3965 (0.3829) loss_class_0: 0.8876 (0.9139) loss_bbox_0: 0.1702 (0.1765) loss_giou_0: 0.4087 (0.3881) loss_class_1: 0.7825 (0.7981) loss_bbox_1: 0.1684 (0.1774) loss_giou_1: 0.4025 (0.3864) loss_class_2: 0.7508 (0.7687) loss_bbox_2: 0.1630 (0.1756) loss_giou_2: 0.3958 (0.3835) loss_class_3: 0.7549 (0.7535) loss_bbox_3: 0.1627 (0.1757) loss_giou_3: 0.3872 (0.3827) loss_class_4: 0.7421 (0.7454) loss_bbox_4: 0.1625 (0.1760) loss_giou_4: 0.3955 (0.3829) loss_class_enc: 0.8527 (0.8650) loss_bbox_enc: 0.2052 (0.2105) loss_giou_enc: 0.4504 (0.4390) loss_class_dn: 0.3805 (0.3774) loss_bbox_dn: 0.2459 (0.2558) loss_giou_dn: 0.4356 (0.4290) loss_class_dn_0: 0.4702 (0.4727) loss_bbox_dn_0: 0.3243 (0.3585) loss_giou_dn_0: 0.5635 (0.5576) loss_class_dn_1: 0.4118 (0.4069) loss_bbox_dn_1: 0.2596 (0.2806) loss_giou_dn_1: 0.4691 (0.4604) loss_class_dn_2: 0.3907 (0.3861) loss_bbox_dn_2: 0.2490 (0.2601) loss_giou_dn_2: 0.4422 (0.4354) loss_class_dn_3: 0.3842 (0.3797) loss_bbox_dn_3: 0.2475 (0.2567) loss_giou_dn_3: 0.4371 (0.4303) loss_class_dn_4: 0.3779 (0.3774) loss_bbox_dn_4: 0.2459 (0.2558) loss_giou_dn_4: 0.4356 (0.4289) loss_class_hybrid: 0.7370 (0.7463) loss_bbox_hybrid: 0.1822 (0.1887) loss_giou_hybrid: 0.4153 (0.4120) loss_class_0_hybrid: 0.7814 (0.8153) loss_bbox_0_hybrid: 0.1871 (0.1969) loss_giou_0_hybrid: 0.4260 (0.4280) loss_class_1_hybrid: 0.7486 (0.7720) loss_bbox_1_hybrid: 0.1890 (0.1921) loss_giou_1_hybrid: 0.4215 (0.4184) loss_class_2_hybrid: 0.7502 (0.7585) loss_bbox_2_hybrid: 0.1808 (0.1890) loss_giou_2_hybrid: 0.4175 (0.4136) loss_class_3_hybrid: 0.7393 (0.7500) loss_bbox_3_hybrid: 0.1789 (0.1886) loss_giou_3_hybrid: 0.4145 (0.4124) loss_class_4_hybrid: 0.7375 (0.7467) loss_bbox_4_hybrid: 0.1776 (0.1887) loss_giou_4_hybrid: 0.4158 (0.4121) loss_class_enc_hybrid: 0.7614 (0.7812) loss_bbox_enc_hybrid: 0.2257 (0.2349) loss_giou_enc_hybrid: 0.4865 (0.4867) mem: 1020 max mem: 36965 [2024-01-15 18:54:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:55:48 det.util.engine] INFO: Epoch: [8] [5800/11727] eta: 1:46:40 lr: 0.000100 data_time: 0.0030 iter_time: 1.0096 loss: 25.3874 (26.1446) loss_class: 0.7341 (0.7438) loss_bbox: 0.1569 (0.1762) loss_giou: 0.4082 (0.3830) loss_class_0: 0.8256 (0.9136) loss_bbox_0: 0.1614 (0.1764) loss_giou_0: 0.4196 (0.3882) loss_class_1: 0.7717 (0.7980) loss_bbox_1: 0.1610 (0.1774) loss_giou_1: 0.4240 (0.3865) loss_class_2: 0.7591 (0.7687) loss_bbox_2: 0.1584 (0.1755) loss_giou_2: 0.4130 (0.3837) loss_class_3: 0.7435 (0.7534) loss_bbox_3: 0.1580 (0.1756) loss_giou_3: 0.4121 (0.3829) loss_class_4: 0.7362 (0.7454) loss_bbox_4: 0.1580 (0.1760) loss_giou_4: 0.4180 (0.3831) loss_class_enc: 0.8005 (0.8649) loss_bbox_enc: 0.1861 (0.2104) loss_giou_enc: 0.4679 (0.4392) loss_class_dn: 0.3634 (0.3773) loss_bbox_dn: 0.1886 (0.2558) loss_giou_dn: 0.4390 (0.4291) loss_class_dn_0: 0.4673 (0.4727) loss_bbox_dn_0: 0.2963 (0.3584) loss_giou_dn_0: 0.5666 (0.5578) loss_class_dn_1: 0.4000 (0.4069) loss_bbox_dn_1: 0.2084 (0.2805) loss_giou_dn_1: 0.4721 (0.4606) loss_class_dn_2: 0.3737 (0.3861) loss_bbox_dn_2: 0.1905 (0.2600) loss_giou_dn_2: 0.4430 (0.4356) loss_class_dn_3: 0.3658 (0.3797) loss_bbox_dn_3: 0.1901 (0.2566) loss_giou_dn_3: 0.4387 (0.4305) loss_class_dn_4: 0.3633 (0.3774) loss_bbox_dn_4: 0.1886 (0.2558) loss_giou_dn_4: 0.4387 (0.4290) loss_class_hybrid: 0.7283 (0.7462) loss_bbox_hybrid: 0.1633 (0.1887) loss_giou_hybrid: 0.4277 (0.4122) loss_class_0_hybrid: 0.7820 (0.8152) loss_bbox_0_hybrid: 0.1807 (0.1969) loss_giou_0_hybrid: 0.4467 (0.4282) loss_class_1_hybrid: 0.7482 (0.7718) loss_bbox_1_hybrid: 0.1624 (0.1921) loss_giou_1_hybrid: 0.4367 (0.4186) loss_class_2_hybrid: 0.7413 (0.7584) loss_bbox_2_hybrid: 0.1685 (0.1891) loss_giou_2_hybrid: 0.4300 (0.4138) loss_class_3_hybrid: 0.7240 (0.7499) loss_bbox_3_hybrid: 0.1636 (0.1886) loss_giou_3_hybrid: 0.4261 (0.4126) loss_class_4_hybrid: 0.7280 (0.7466) loss_bbox_4_hybrid: 0.1634 (0.1888) loss_giou_4_hybrid: 0.4267 (0.4123) loss_class_enc_hybrid: 0.7478 (0.7811) loss_bbox_enc_hybrid: 0.2067 (0.2349) loss_giou_enc_hybrid: 0.5061 (0.4869) mem: 1022 max mem: 36965 [2024-01-15 18:55:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:56:41 det.util.engine] INFO: Epoch: [8] [5850/11727] eta: 1:45:46 lr: 0.000100 data_time: 0.0031 iter_time: 1.1201 loss: 25.3473 (26.1461) loss_class: 0.7559 (0.7438) loss_bbox: 0.1831 (0.1762) loss_giou: 0.3793 (0.3830) loss_class_0: 0.9115 (0.9138) loss_bbox_0: 0.1727 (0.1765) loss_giou_0: 0.3760 (0.3882) loss_class_1: 0.8196 (0.7982) loss_bbox_1: 0.1736 (0.1774) loss_giou_1: 0.3791 (0.3865) loss_class_2: 0.7825 (0.7688) loss_bbox_2: 0.1722 (0.1756) loss_giou_2: 0.3791 (0.3836) loss_class_3: 0.7616 (0.7535) loss_bbox_3: 0.1762 (0.1757) loss_giou_3: 0.3778 (0.3828) loss_class_4: 0.7387 (0.7454) loss_bbox_4: 0.1830 (0.1761) loss_giou_4: 0.3800 (0.3831) loss_class_enc: 0.8559 (0.8651) loss_bbox_enc: 0.2142 (0.2105) loss_giou_enc: 0.4264 (0.4391) loss_class_dn: 0.3831 (0.3774) loss_bbox_dn: 0.2714 (0.2559) loss_giou_dn: 0.4171 (0.4291) loss_class_dn_0: 0.4850 (0.4727) loss_bbox_dn_0: 0.3638 (0.3585) loss_giou_dn_0: 0.5416 (0.5577) loss_class_dn_1: 0.4149 (0.4069) loss_bbox_dn_1: 0.2928 (0.2806) loss_giou_dn_1: 0.4532 (0.4605) loss_class_dn_2: 0.3964 (0.3861) loss_bbox_dn_2: 0.2723 (0.2601) loss_giou_dn_2: 0.4266 (0.4355) loss_class_dn_3: 0.3842 (0.3797) loss_bbox_dn_3: 0.2701 (0.2567) loss_giou_dn_3: 0.4192 (0.4304) loss_class_dn_4: 0.3837 (0.3774) loss_bbox_dn_4: 0.2715 (0.2559) loss_giou_dn_4: 0.4170 (0.4290) loss_class_hybrid: 0.7696 (0.7464) loss_bbox_hybrid: 0.1861 (0.1888) loss_giou_hybrid: 0.3916 (0.4121) loss_class_0_hybrid: 0.8238 (0.8152) loss_bbox_0_hybrid: 0.1947 (0.1969) loss_giou_0_hybrid: 0.4146 (0.4281) loss_class_1_hybrid: 0.7929 (0.7720) loss_bbox_1_hybrid: 0.1918 (0.1921) loss_giou_1_hybrid: 0.3990 (0.4185) loss_class_2_hybrid: 0.7827 (0.7585) loss_bbox_2_hybrid: 0.1859 (0.1891) loss_giou_2_hybrid: 0.3943 (0.4137) loss_class_3_hybrid: 0.7772 (0.7500) loss_bbox_3_hybrid: 0.1863 (0.1887) loss_giou_3_hybrid: 0.3902 (0.4125) loss_class_4_hybrid: 0.7690 (0.7467) loss_bbox_4_hybrid: 0.1886 (0.1888) loss_giou_4_hybrid: 0.3921 (0.4122) loss_class_enc_hybrid: 0.7965 (0.7812) loss_bbox_enc_hybrid: 0.2420 (0.2349) loss_giou_enc_hybrid: 0.4687 (0.4869) mem: 1032 max mem: 36965 [2024-01-15 18:56:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:57:34 det.util.engine] INFO: Epoch: [8] [5900/11727] eta: 1:44:51 lr: 0.000100 data_time: 0.0035 iter_time: 1.0564 loss: 25.3503 (26.1475) loss_class: 0.7067 (0.7437) loss_bbox: 0.1611 (0.1763) loss_giou: 0.3917 (0.3831) loss_class_0: 0.8635 (0.9139) loss_bbox_0: 0.1708 (0.1765) loss_giou_0: 0.4077 (0.3882) loss_class_1: 0.7646 (0.7982) loss_bbox_1: 0.1595 (0.1774) loss_giou_1: 0.3916 (0.3865) loss_class_2: 0.7199 (0.7688) loss_bbox_2: 0.1606 (0.1756) loss_giou_2: 0.3917 (0.3837) loss_class_3: 0.7080 (0.7534) loss_bbox_3: 0.1576 (0.1757) loss_giou_3: 0.3911 (0.3829) loss_class_4: 0.7046 (0.7453) loss_bbox_4: 0.1613 (0.1761) loss_giou_4: 0.3915 (0.3832) loss_class_enc: 0.8388 (0.8651) loss_bbox_enc: 0.1918 (0.2104) loss_giou_enc: 0.4359 (0.4392) loss_class_dn: 0.3789 (0.3774) loss_bbox_dn: 0.2289 (0.2558) loss_giou_dn: 0.4327 (0.4292) loss_class_dn_0: 0.4654 (0.4727) loss_bbox_dn_0: 0.3315 (0.3584) loss_giou_dn_0: 0.5614 (0.5578) loss_class_dn_1: 0.4065 (0.4069) loss_bbox_dn_1: 0.2546 (0.2805) loss_giou_dn_1: 0.4639 (0.4606) loss_class_dn_2: 0.3845 (0.3861) loss_bbox_dn_2: 0.2328 (0.2600) loss_giou_dn_2: 0.4331 (0.4356) loss_class_dn_3: 0.3791 (0.3798) loss_bbox_dn_3: 0.2296 (0.2566) loss_giou_dn_3: 0.4326 (0.4305) loss_class_dn_4: 0.3763 (0.3774) loss_bbox_dn_4: 0.2289 (0.2558) loss_giou_dn_4: 0.4323 (0.4290) loss_class_hybrid: 0.7033 (0.7464) loss_bbox_hybrid: 0.1664 (0.1888) loss_giou_hybrid: 0.4239 (0.4122) loss_class_0_hybrid: 0.7738 (0.8152) loss_bbox_0_hybrid: 0.1745 (0.1970) loss_giou_0_hybrid: 0.4378 (0.4282) loss_class_1_hybrid: 0.7408 (0.7720) loss_bbox_1_hybrid: 0.1706 (0.1921) loss_giou_1_hybrid: 0.4220 (0.4185) loss_class_2_hybrid: 0.7028 (0.7584) loss_bbox_2_hybrid: 0.1696 (0.1891) loss_giou_2_hybrid: 0.4206 (0.4138) loss_class_3_hybrid: 0.7144 (0.7501) loss_bbox_3_hybrid: 0.1643 (0.1887) loss_giou_3_hybrid: 0.4219 (0.4125) loss_class_4_hybrid: 0.7066 (0.7467) loss_bbox_4_hybrid: 0.1655 (0.1888) loss_giou_4_hybrid: 0.4209 (0.4123) loss_class_enc_hybrid: 0.7586 (0.7812) loss_bbox_enc_hybrid: 0.2175 (0.2349) loss_giou_enc_hybrid: 0.4890 (0.4869) mem: 1030 max mem: 36965 [2024-01-15 18:57:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:58:28 det.util.engine] INFO: Epoch: [8] [5950/11727] eta: 1:43:57 lr: 0.000100 data_time: 0.0033 iter_time: 1.0988 loss: 25.5460 (26.1494) loss_class: 0.7342 (0.7438) loss_bbox: 0.1668 (0.1762) loss_giou: 0.3803 (0.3832) loss_class_0: 0.9145 (0.9140) loss_bbox_0: 0.1646 (0.1764) loss_giou_0: 0.3936 (0.3884) loss_class_1: 0.8098 (0.7984) loss_bbox_1: 0.1642 (0.1774) loss_giou_1: 0.3786 (0.3866) loss_class_2: 0.7713 (0.7689) loss_bbox_2: 0.1656 (0.1756) loss_giou_2: 0.3809 (0.3838) loss_class_3: 0.7512 (0.7536) loss_bbox_3: 0.1664 (0.1757) loss_giou_3: 0.3788 (0.3830) loss_class_4: 0.7680 (0.7454) loss_bbox_4: 0.1674 (0.1761) loss_giou_4: 0.3806 (0.3833) loss_class_enc: 0.8528 (0.8652) loss_bbox_enc: 0.1931 (0.2104) loss_giou_enc: 0.4426 (0.4393) loss_class_dn: 0.3787 (0.3774) loss_bbox_dn: 0.2139 (0.2557) loss_giou_dn: 0.4190 (0.4292) loss_class_dn_0: 0.4705 (0.4727) loss_bbox_dn_0: 0.3025 (0.3583) loss_giou_dn_0: 0.5625 (0.5579) loss_class_dn_1: 0.4126 (0.4070) loss_bbox_dn_1: 0.2347 (0.2804) loss_giou_dn_1: 0.4497 (0.4607) loss_class_dn_2: 0.3905 (0.3861) loss_bbox_dn_2: 0.2185 (0.2599) loss_giou_dn_2: 0.4267 (0.4356) loss_class_dn_3: 0.3813 (0.3798) loss_bbox_dn_3: 0.2181 (0.2565) loss_giou_dn_3: 0.4212 (0.4306) loss_class_dn_4: 0.3772 (0.3774) loss_bbox_dn_4: 0.2139 (0.2557) loss_giou_dn_4: 0.4191 (0.4291) loss_class_hybrid: 0.7395 (0.7464) loss_bbox_hybrid: 0.1764 (0.1888) loss_giou_hybrid: 0.4183 (0.4123) loss_class_0_hybrid: 0.8152 (0.8153) loss_bbox_0_hybrid: 0.1824 (0.1969) loss_giou_0_hybrid: 0.4377 (0.4283) loss_class_1_hybrid: 0.7710 (0.7720) loss_bbox_1_hybrid: 0.1780 (0.1921) loss_giou_1_hybrid: 0.4254 (0.4187) loss_class_2_hybrid: 0.7438 (0.7584) loss_bbox_2_hybrid: 0.1719 (0.1891) loss_giou_2_hybrid: 0.4213 (0.4139) loss_class_3_hybrid: 0.7385 (0.7501) loss_bbox_3_hybrid: 0.1758 (0.1887) loss_giou_3_hybrid: 0.4199 (0.4127) loss_class_4_hybrid: 0.7385 (0.7467) loss_bbox_4_hybrid: 0.1755 (0.1888) loss_giou_4_hybrid: 0.4180 (0.4124) loss_class_enc_hybrid: 0.7764 (0.7812) loss_bbox_enc_hybrid: 0.2163 (0.2349) loss_giou_enc_hybrid: 0.4927 (0.4871) mem: 1020 max mem: 36965 [2024-01-15 18:58:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 18:59:22 det.util.engine] INFO: Epoch: [8] [6000/11727] eta: 1:43:02 lr: 0.000100 data_time: 0.0033 iter_time: 1.0896 loss: 26.0502 (26.1466) loss_class: 0.7661 (0.7437) loss_bbox: 0.1747 (0.1762) loss_giou: 0.3769 (0.3832) loss_class_0: 0.9463 (0.9140) loss_bbox_0: 0.1741 (0.1764) loss_giou_0: 0.3902 (0.3883) loss_class_1: 0.7747 (0.7982) loss_bbox_1: 0.1767 (0.1774) loss_giou_1: 0.3922 (0.3866) loss_class_2: 0.7537 (0.7687) loss_bbox_2: 0.1719 (0.1755) loss_giou_2: 0.3713 (0.3838) loss_class_3: 0.7428 (0.7535) loss_bbox_3: 0.1708 (0.1757) loss_giou_3: 0.3811 (0.3830) loss_class_4: 0.7478 (0.7453) loss_bbox_4: 0.1727 (0.1761) loss_giou_4: 0.3771 (0.3833) loss_class_enc: 0.8858 (0.8651) loss_bbox_enc: 0.2085 (0.2104) loss_giou_enc: 0.4451 (0.4393) loss_class_dn: 0.3627 (0.3773) loss_bbox_dn: 0.2347 (0.2556) loss_giou_dn: 0.4123 (0.4292) loss_class_dn_0: 0.4647 (0.4726) loss_bbox_dn_0: 0.3413 (0.3582) loss_giou_dn_0: 0.5414 (0.5578) loss_class_dn_1: 0.3949 (0.4069) loss_bbox_dn_1: 0.2612 (0.2804) loss_giou_dn_1: 0.4372 (0.4606) loss_class_dn_2: 0.3660 (0.3861) loss_bbox_dn_2: 0.2460 (0.2599) loss_giou_dn_2: 0.4128 (0.4356) loss_class_dn_3: 0.3644 (0.3797) loss_bbox_dn_3: 0.2363 (0.2565) loss_giou_dn_3: 0.4122 (0.4305) loss_class_dn_4: 0.3610 (0.3774) loss_bbox_dn_4: 0.2347 (0.2556) loss_giou_dn_4: 0.4124 (0.4290) loss_class_hybrid: 0.7542 (0.7464) loss_bbox_hybrid: 0.1908 (0.1887) loss_giou_hybrid: 0.4058 (0.4123) loss_class_0_hybrid: 0.8272 (0.8152) loss_bbox_0_hybrid: 0.1998 (0.1969) loss_giou_0_hybrid: 0.4144 (0.4282) loss_class_1_hybrid: 0.7717 (0.7719) loss_bbox_1_hybrid: 0.1954 (0.1920) loss_giou_1_hybrid: 0.4101 (0.4186) loss_class_2_hybrid: 0.7751 (0.7584) loss_bbox_2_hybrid: 0.1883 (0.1890) loss_giou_2_hybrid: 0.4062 (0.4139) loss_class_3_hybrid: 0.7521 (0.7500) loss_bbox_3_hybrid: 0.1909 (0.1886) loss_giou_3_hybrid: 0.4054 (0.4126) loss_class_4_hybrid: 0.7521 (0.7467) loss_bbox_4_hybrid: 0.1900 (0.1888) loss_giou_4_hybrid: 0.4051 (0.4124) loss_class_enc_hybrid: 0.7965 (0.7812) loss_bbox_enc_hybrid: 0.2311 (0.2348) loss_giou_enc_hybrid: 0.4860 (0.4870) mem: 1016 max mem: 36965 [2024-01-15 18:59:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:00:17 det.util.engine] INFO: Epoch: [8] [6050/11727] eta: 1:42:09 lr: 0.000100 data_time: 0.0034 iter_time: 1.1068 loss: 26.0196 (26.1476) loss_class: 0.7459 (0.7438) loss_bbox: 0.1677 (0.1762) loss_giou: 0.3831 (0.3833) loss_class_0: 0.9238 (0.9139) loss_bbox_0: 0.1687 (0.1764) loss_giou_0: 0.3960 (0.3884) loss_class_1: 0.7943 (0.7982) loss_bbox_1: 0.1694 (0.1774) loss_giou_1: 0.3901 (0.3866) loss_class_2: 0.7849 (0.7687) loss_bbox_2: 0.1652 (0.1756) loss_giou_2: 0.3828 (0.3839) loss_class_3: 0.7853 (0.7536) loss_bbox_3: 0.1739 (0.1757) loss_giou_3: 0.3784 (0.3830) loss_class_4: 0.7668 (0.7454) loss_bbox_4: 0.1669 (0.1761) loss_giou_4: 0.3754 (0.3833) loss_class_enc: 0.8516 (0.8652) loss_bbox_enc: 0.1985 (0.2104) loss_giou_enc: 0.4402 (0.4393) loss_class_dn: 0.3796 (0.3773) loss_bbox_dn: 0.2334 (0.2556) loss_giou_dn: 0.4364 (0.4292) loss_class_dn_0: 0.4671 (0.4726) loss_bbox_dn_0: 0.3341 (0.3582) loss_giou_dn_0: 0.5665 (0.5578) loss_class_dn_1: 0.4051 (0.4069) loss_bbox_dn_1: 0.2512 (0.2803) loss_giou_dn_1: 0.4716 (0.4606) loss_class_dn_2: 0.3908 (0.3861) loss_bbox_dn_2: 0.2322 (0.2598) loss_giou_dn_2: 0.4478 (0.4356) loss_class_dn_3: 0.3837 (0.3797) loss_bbox_dn_3: 0.2330 (0.2564) loss_giou_dn_3: 0.4395 (0.4305) loss_class_dn_4: 0.3793 (0.3774) loss_bbox_dn_4: 0.2334 (0.2556) loss_giou_dn_4: 0.4364 (0.4290) loss_class_hybrid: 0.7455 (0.7465) loss_bbox_hybrid: 0.1759 (0.1887) loss_giou_hybrid: 0.3975 (0.4123) loss_class_0_hybrid: 0.8031 (0.8153) loss_bbox_0_hybrid: 0.1899 (0.1969) loss_giou_0_hybrid: 0.4202 (0.4282) loss_class_1_hybrid: 0.7880 (0.7720) loss_bbox_1_hybrid: 0.1832 (0.1920) loss_giou_1_hybrid: 0.4049 (0.4186) loss_class_2_hybrid: 0.7760 (0.7585) loss_bbox_2_hybrid: 0.1827 (0.1890) loss_giou_2_hybrid: 0.3999 (0.4139) loss_class_3_hybrid: 0.7657 (0.7501) loss_bbox_3_hybrid: 0.1756 (0.1886) loss_giou_3_hybrid: 0.3989 (0.4126) loss_class_4_hybrid: 0.7496 (0.7468) loss_bbox_4_hybrid: 0.1762 (0.1888) loss_giou_4_hybrid: 0.3991 (0.4124) loss_class_enc_hybrid: 0.7620 (0.7813) loss_bbox_enc_hybrid: 0.2264 (0.2348) loss_giou_enc_hybrid: 0.4750 (0.4870) mem: 1023 max mem: 36965 [2024-01-15 19:00:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:01:12 det.util.engine] INFO: Epoch: [8] [6100/11727] eta: 1:41:16 lr: 0.000100 data_time: 0.0034 iter_time: 1.0573 loss: 26.6777 (26.1457) loss_class: 0.7677 (0.7438) loss_bbox: 0.1629 (0.1761) loss_giou: 0.3975 (0.3834) loss_class_0: 0.9059 (0.9138) loss_bbox_0: 0.1602 (0.1763) loss_giou_0: 0.3962 (0.3884) loss_class_1: 0.8093 (0.7982) loss_bbox_1: 0.1635 (0.1773) loss_giou_1: 0.3994 (0.3867) loss_class_2: 0.7621 (0.7687) loss_bbox_2: 0.1644 (0.1754) loss_giou_2: 0.3935 (0.3840) loss_class_3: 0.7527 (0.7535) loss_bbox_3: 0.1624 (0.1755) loss_giou_3: 0.3973 (0.3831) loss_class_4: 0.7506 (0.7453) loss_bbox_4: 0.1688 (0.1760) loss_giou_4: 0.3974 (0.3834) loss_class_enc: 0.8821 (0.8651) loss_bbox_enc: 0.1948 (0.2102) loss_giou_enc: 0.4744 (0.4393) loss_class_dn: 0.3827 (0.3774) loss_bbox_dn: 0.2384 (0.2554) loss_giou_dn: 0.4422 (0.4292) loss_class_dn_0: 0.4781 (0.4726) loss_bbox_dn_0: 0.3411 (0.3580) loss_giou_dn_0: 0.5772 (0.5579) loss_class_dn_1: 0.4147 (0.4069) loss_bbox_dn_1: 0.2635 (0.2801) loss_giou_dn_1: 0.4794 (0.4607) loss_class_dn_2: 0.3957 (0.3861) loss_bbox_dn_2: 0.2428 (0.2596) loss_giou_dn_2: 0.4515 (0.4356) loss_class_dn_3: 0.3922 (0.3797) loss_bbox_dn_3: 0.2394 (0.2562) loss_giou_dn_3: 0.4467 (0.4306) loss_class_dn_4: 0.3827 (0.3774) loss_bbox_dn_4: 0.2384 (0.2554) loss_giou_dn_4: 0.4420 (0.4291) loss_class_hybrid: 0.7625 (0.7465) loss_bbox_hybrid: 0.1712 (0.1886) loss_giou_hybrid: 0.4289 (0.4124) loss_class_0_hybrid: 0.8277 (0.8153) loss_bbox_0_hybrid: 0.1820 (0.1967) loss_giou_0_hybrid: 0.4435 (0.4283) loss_class_1_hybrid: 0.7713 (0.7720) loss_bbox_1_hybrid: 0.1805 (0.1919) loss_giou_1_hybrid: 0.4397 (0.4187) loss_class_2_hybrid: 0.7619 (0.7584) loss_bbox_2_hybrid: 0.1750 (0.1889) loss_giou_2_hybrid: 0.4305 (0.4140) loss_class_3_hybrid: 0.7572 (0.7501) loss_bbox_3_hybrid: 0.1750 (0.1885) loss_giou_3_hybrid: 0.4315 (0.4127) loss_class_4_hybrid: 0.7587 (0.7468) loss_bbox_4_hybrid: 0.1741 (0.1886) loss_giou_4_hybrid: 0.4276 (0.4125) loss_class_enc_hybrid: 0.7692 (0.7813) loss_bbox_enc_hybrid: 0.2227 (0.2347) loss_giou_enc_hybrid: 0.5026 (0.4871) mem: 1022 max mem: 36965 [2024-01-15 19:01:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:02:07 det.util.engine] INFO: Epoch: [8] [6150/11727] eta: 1:40:23 lr: 0.000100 data_time: 0.0037 iter_time: 1.0596 loss: 25.7989 (26.1504) loss_class: 0.7183 (0.7438) loss_bbox: 0.1853 (0.1762) loss_giou: 0.3906 (0.3835) loss_class_0: 0.9047 (0.9139) loss_bbox_0: 0.1739 (0.1763) loss_giou_0: 0.3783 (0.3885) loss_class_1: 0.7923 (0.7983) loss_bbox_1: 0.1765 (0.1773) loss_giou_1: 0.3851 (0.3869) loss_class_2: 0.7552 (0.7688) loss_bbox_2: 0.1784 (0.1755) loss_giou_2: 0.3869 (0.3841) loss_class_3: 0.7232 (0.7536) loss_bbox_3: 0.1817 (0.1756) loss_giou_3: 0.3859 (0.3833) loss_class_4: 0.7172 (0.7454) loss_bbox_4: 0.1851 (0.1761) loss_giou_4: 0.3938 (0.3836) loss_class_enc: 0.8240 (0.8651) loss_bbox_enc: 0.2095 (0.2103) loss_giou_enc: 0.4201 (0.4395) loss_class_dn: 0.3705 (0.3774) loss_bbox_dn: 0.2256 (0.2554) loss_giou_dn: 0.4200 (0.4293) loss_class_dn_0: 0.4719 (0.4727) loss_bbox_dn_0: 0.3206 (0.3579) loss_giou_dn_0: 0.5409 (0.5580) loss_class_dn_1: 0.4017 (0.4069) loss_bbox_dn_1: 0.2397 (0.2801) loss_giou_dn_1: 0.4473 (0.4608) loss_class_dn_2: 0.3830 (0.3861) loss_bbox_dn_2: 0.2285 (0.2596) loss_giou_dn_2: 0.4242 (0.4358) loss_class_dn_3: 0.3747 (0.3798) loss_bbox_dn_3: 0.2284 (0.2563) loss_giou_dn_3: 0.4210 (0.4307) loss_class_dn_4: 0.3709 (0.3774) loss_bbox_dn_4: 0.2255 (0.2554) loss_giou_dn_4: 0.4201 (0.4292) loss_class_hybrid: 0.7367 (0.7466) loss_bbox_hybrid: 0.1822 (0.1886) loss_giou_hybrid: 0.3907 (0.4125) loss_class_0_hybrid: 0.8085 (0.8153) loss_bbox_0_hybrid: 0.1842 (0.1968) loss_giou_0_hybrid: 0.4063 (0.4284) loss_class_1_hybrid: 0.7597 (0.7721) loss_bbox_1_hybrid: 0.1784 (0.1920) loss_giou_1_hybrid: 0.4008 (0.4188) loss_class_2_hybrid: 0.7527 (0.7586) loss_bbox_2_hybrid: 0.1788 (0.1890) loss_giou_2_hybrid: 0.3924 (0.4141) loss_class_3_hybrid: 0.7435 (0.7503) loss_bbox_3_hybrid: 0.1803 (0.1886) loss_giou_3_hybrid: 0.3945 (0.4128) loss_class_4_hybrid: 0.7302 (0.7470) loss_bbox_4_hybrid: 0.1759 (0.1887) loss_giou_4_hybrid: 0.3902 (0.4126) loss_class_enc_hybrid: 0.7538 (0.7813) loss_bbox_enc_hybrid: 0.2138 (0.2347) loss_giou_enc_hybrid: 0.4754 (0.4872) mem: 1030 max mem: 36965 [2024-01-15 19:02:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:03:01 det.util.engine] INFO: Epoch: [8] [6200/11727] eta: 1:39:29 lr: 0.000100 data_time: 0.0034 iter_time: 1.1173 loss: 25.8115 (26.1494) loss_class: 0.7423 (0.7439) loss_bbox: 0.1706 (0.1762) loss_giou: 0.4071 (0.3835) loss_class_0: 0.9164 (0.9140) loss_bbox_0: 0.1705 (0.1763) loss_giou_0: 0.3917 (0.3885) loss_class_1: 0.8110 (0.7985) loss_bbox_1: 0.1665 (0.1772) loss_giou_1: 0.3911 (0.3868) loss_class_2: 0.7520 (0.7689) loss_bbox_2: 0.1667 (0.1755) loss_giou_2: 0.3858 (0.3841) loss_class_3: 0.7458 (0.7537) loss_bbox_3: 0.1729 (0.1756) loss_giou_3: 0.3885 (0.3833) loss_class_4: 0.7245 (0.7454) loss_bbox_4: 0.1708 (0.1760) loss_giou_4: 0.4018 (0.3836) loss_class_enc: 0.8601 (0.8652) loss_bbox_enc: 0.1878 (0.2102) loss_giou_enc: 0.4455 (0.4394) loss_class_dn: 0.3712 (0.3774) loss_bbox_dn: 0.2272 (0.2553) loss_giou_dn: 0.4172 (0.4293) loss_class_dn_0: 0.4664 (0.4727) loss_bbox_dn_0: 0.3228 (0.3578) loss_giou_dn_0: 0.5503 (0.5579) loss_class_dn_1: 0.4014 (0.4069) loss_bbox_dn_1: 0.2368 (0.2800) loss_giou_dn_1: 0.4566 (0.4607) loss_class_dn_2: 0.3771 (0.3861) loss_bbox_dn_2: 0.2131 (0.2595) loss_giou_dn_2: 0.4271 (0.4357) loss_class_dn_3: 0.3728 (0.3798) loss_bbox_dn_3: 0.2286 (0.2562) loss_giou_dn_3: 0.4190 (0.4306) loss_class_dn_4: 0.3719 (0.3774) loss_bbox_dn_4: 0.2272 (0.2553) loss_giou_dn_4: 0.4170 (0.4291) loss_class_hybrid: 0.7312 (0.7468) loss_bbox_hybrid: 0.1848 (0.1886) loss_giou_hybrid: 0.4247 (0.4125) loss_class_0_hybrid: 0.7800 (0.8154) loss_bbox_0_hybrid: 0.1855 (0.1967) loss_giou_0_hybrid: 0.4426 (0.4284) loss_class_1_hybrid: 0.7722 (0.7723) loss_bbox_1_hybrid: 0.1798 (0.1919) loss_giou_1_hybrid: 0.4320 (0.4188) loss_class_2_hybrid: 0.7383 (0.7587) loss_bbox_2_hybrid: 0.1832 (0.1889) loss_giou_2_hybrid: 0.4185 (0.4140) loss_class_3_hybrid: 0.7400 (0.7505) loss_bbox_3_hybrid: 0.1821 (0.1885) loss_giou_3_hybrid: 0.4316 (0.4128) loss_class_4_hybrid: 0.7320 (0.7471) loss_bbox_4_hybrid: 0.1815 (0.1886) loss_giou_4_hybrid: 0.4274 (0.4125) loss_class_enc_hybrid: 0.7552 (0.7814) loss_bbox_enc_hybrid: 0.2223 (0.2346) loss_giou_enc_hybrid: 0.4926 (0.4872) mem: 1028 max mem: 36965 [2024-01-15 19:03:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:03:56 det.util.engine] INFO: Epoch: [8] [6250/11727] eta: 1:38:36 lr: 0.000100 data_time: 0.0036 iter_time: 1.1100 loss: 26.3368 (26.1472) loss_class: 0.7424 (0.7439) loss_bbox: 0.1769 (0.1761) loss_giou: 0.3657 (0.3835) loss_class_0: 0.9377 (0.9139) loss_bbox_0: 0.1723 (0.1762) loss_giou_0: 0.3666 (0.3885) loss_class_1: 0.7882 (0.7984) loss_bbox_1: 0.1830 (0.1772) loss_giou_1: 0.3721 (0.3868) loss_class_2: 0.7840 (0.7688) loss_bbox_2: 0.1828 (0.1754) loss_giou_2: 0.3609 (0.3841) loss_class_3: 0.7561 (0.7537) loss_bbox_3: 0.1745 (0.1756) loss_giou_3: 0.3623 (0.3833) loss_class_4: 0.7526 (0.7454) loss_bbox_4: 0.1816 (0.1760) loss_giou_4: 0.3608 (0.3836) loss_class_enc: 0.8371 (0.8651) loss_bbox_enc: 0.2000 (0.2101) loss_giou_enc: 0.4182 (0.4394) loss_class_dn: 0.3841 (0.3774) loss_bbox_dn: 0.2437 (0.2552) loss_giou_dn: 0.4212 (0.4293) loss_class_dn_0: 0.4670 (0.4727) loss_bbox_dn_0: 0.3324 (0.3576) loss_giou_dn_0: 0.5511 (0.5579) loss_class_dn_1: 0.4050 (0.4069) loss_bbox_dn_1: 0.2752 (0.2799) loss_giou_dn_1: 0.4500 (0.4607) loss_class_dn_2: 0.3918 (0.3861) loss_bbox_dn_2: 0.2478 (0.2594) loss_giou_dn_2: 0.4245 (0.4357) loss_class_dn_3: 0.3829 (0.3798) loss_bbox_dn_3: 0.2460 (0.2561) loss_giou_dn_3: 0.4196 (0.4306) loss_class_dn_4: 0.3846 (0.3774) loss_bbox_dn_4: 0.2436 (0.2552) loss_giou_dn_4: 0.4209 (0.4291) loss_class_hybrid: 0.7387 (0.7466) loss_bbox_hybrid: 0.1992 (0.1886) loss_giou_hybrid: 0.3900 (0.4125) loss_class_0_hybrid: 0.8279 (0.8154) loss_bbox_0_hybrid: 0.1901 (0.1967) loss_giou_0_hybrid: 0.4043 (0.4284) loss_class_1_hybrid: 0.7776 (0.7722) loss_bbox_1_hybrid: 0.1981 (0.1918) loss_giou_1_hybrid: 0.3930 (0.4188) loss_class_2_hybrid: 0.7443 (0.7586) loss_bbox_2_hybrid: 0.2019 (0.1889) loss_giou_2_hybrid: 0.3847 (0.4141) loss_class_3_hybrid: 0.7387 (0.7503) loss_bbox_3_hybrid: 0.1998 (0.1885) loss_giou_3_hybrid: 0.3844 (0.4128) loss_class_4_hybrid: 0.7472 (0.7470) loss_bbox_4_hybrid: 0.1984 (0.1886) loss_giou_4_hybrid: 0.3885 (0.4126) loss_class_enc_hybrid: 0.7663 (0.7813) loss_bbox_enc_hybrid: 0.2298 (0.2345) loss_giou_enc_hybrid: 0.4571 (0.4872) mem: 1030 max mem: 36965 [2024-01-15 19:03:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:04:50 det.util.engine] INFO: Epoch: [8] [6300/11727] eta: 1:37:43 lr: 0.000100 data_time: 0.0035 iter_time: 1.0725 loss: 26.8697 (26.1483) loss_class: 0.7213 (0.7439) loss_bbox: 0.1711 (0.1762) loss_giou: 0.3958 (0.3835) loss_class_0: 0.8690 (0.9139) loss_bbox_0: 0.1760 (0.1762) loss_giou_0: 0.4029 (0.3886) loss_class_1: 0.7752 (0.7984) loss_bbox_1: 0.1825 (0.1772) loss_giou_1: 0.4034 (0.3869) loss_class_2: 0.7341 (0.7687) loss_bbox_2: 0.1715 (0.1755) loss_giou_2: 0.4081 (0.3841) loss_class_3: 0.7257 (0.7537) loss_bbox_3: 0.1707 (0.1756) loss_giou_3: 0.3975 (0.3833) loss_class_4: 0.7202 (0.7454) loss_bbox_4: 0.1750 (0.1760) loss_giou_4: 0.3984 (0.3836) loss_class_enc: 0.8202 (0.8650) loss_bbox_enc: 0.2065 (0.2101) loss_giou_enc: 0.4402 (0.4394) loss_class_dn: 0.3825 (0.3774) loss_bbox_dn: 0.2626 (0.2553) loss_giou_dn: 0.4579 (0.4293) loss_class_dn_0: 0.4696 (0.4727) loss_bbox_dn_0: 0.3512 (0.3577) loss_giou_dn_0: 0.5745 (0.5579) loss_class_dn_1: 0.4051 (0.4070) loss_bbox_dn_1: 0.2951 (0.2800) loss_giou_dn_1: 0.4898 (0.4608) loss_class_dn_2: 0.3866 (0.3861) loss_bbox_dn_2: 0.2723 (0.2595) loss_giou_dn_2: 0.4623 (0.4357) loss_class_dn_3: 0.3845 (0.3798) loss_bbox_dn_3: 0.2647 (0.2561) loss_giou_dn_3: 0.4566 (0.4307) loss_class_dn_4: 0.3808 (0.3775) loss_bbox_dn_4: 0.2624 (0.2553) loss_giou_dn_4: 0.4574 (0.4292) loss_class_hybrid: 0.7279 (0.7466) loss_bbox_hybrid: 0.1960 (0.1886) loss_giou_hybrid: 0.4291 (0.4125) loss_class_0_hybrid: 0.7770 (0.8153) loss_bbox_0_hybrid: 0.2079 (0.1967) loss_giou_0_hybrid: 0.4312 (0.4284) loss_class_1_hybrid: 0.7431 (0.7722) loss_bbox_1_hybrid: 0.2041 (0.1919) loss_giou_1_hybrid: 0.4248 (0.4188) loss_class_2_hybrid: 0.7215 (0.7586) loss_bbox_2_hybrid: 0.1944 (0.1889) loss_giou_2_hybrid: 0.4262 (0.4141) loss_class_3_hybrid: 0.7179 (0.7503) loss_bbox_3_hybrid: 0.1891 (0.1885) loss_giou_3_hybrid: 0.4252 (0.4128) loss_class_4_hybrid: 0.7176 (0.7470) loss_bbox_4_hybrid: 0.1884 (0.1886) loss_giou_4_hybrid: 0.4199 (0.4126) loss_class_enc_hybrid: 0.7573 (0.7813) loss_bbox_enc_hybrid: 0.2371 (0.2346) loss_giou_enc_hybrid: 0.4964 (0.4872) mem: 1016 max mem: 36965 [2024-01-15 19:04:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:05:45 det.util.engine] INFO: Epoch: [8] [6350/11727] eta: 1:36:49 lr: 0.000100 data_time: 0.0035 iter_time: 1.1231 loss: 26.5439 (26.1483) loss_class: 0.7136 (0.7437) loss_bbox: 0.1658 (0.1761) loss_giou: 0.3993 (0.3837) loss_class_0: 0.8638 (0.9137) loss_bbox_0: 0.1622 (0.1762) loss_giou_0: 0.4134 (0.3887) loss_class_1: 0.7732 (0.7982) loss_bbox_1: 0.1642 (0.1772) loss_giou_1: 0.4090 (0.3871) loss_class_2: 0.7228 (0.7686) loss_bbox_2: 0.1639 (0.1754) loss_giou_2: 0.3976 (0.3843) loss_class_3: 0.7128 (0.7535) loss_bbox_3: 0.1652 (0.1756) loss_giou_3: 0.3926 (0.3835) loss_class_4: 0.7245 (0.7452) loss_bbox_4: 0.1658 (0.1760) loss_giou_4: 0.3992 (0.3838) loss_class_enc: 0.8125 (0.8649) loss_bbox_enc: 0.1995 (0.2101) loss_giou_enc: 0.4590 (0.4396) loss_class_dn: 0.3781 (0.3774) loss_bbox_dn: 0.2533 (0.2553) loss_giou_dn: 0.4373 (0.4294) loss_class_dn_0: 0.4723 (0.4727) loss_bbox_dn_0: 0.3484 (0.3576) loss_giou_dn_0: 0.5709 (0.5580) loss_class_dn_1: 0.4128 (0.4070) loss_bbox_dn_1: 0.2730 (0.2800) loss_giou_dn_1: 0.4718 (0.4609) loss_class_dn_2: 0.3911 (0.3861) loss_bbox_dn_2: 0.2603 (0.2595) loss_giou_dn_2: 0.4456 (0.4358) loss_class_dn_3: 0.3817 (0.3798) loss_bbox_dn_3: 0.2540 (0.2561) loss_giou_dn_3: 0.4403 (0.4308) loss_class_dn_4: 0.3798 (0.3775) loss_bbox_dn_4: 0.2532 (0.2553) loss_giou_dn_4: 0.4374 (0.4293) loss_class_hybrid: 0.6963 (0.7464) loss_bbox_hybrid: 0.1906 (0.1886) loss_giou_hybrid: 0.4295 (0.4127) loss_class_0_hybrid: 0.7650 (0.8152) loss_bbox_0_hybrid: 0.1980 (0.1967) loss_giou_0_hybrid: 0.4571 (0.4286) loss_class_1_hybrid: 0.7215 (0.7720) loss_bbox_1_hybrid: 0.1955 (0.1918) loss_giou_1_hybrid: 0.4404 (0.4190) loss_class_2_hybrid: 0.6916 (0.7584) loss_bbox_2_hybrid: 0.1887 (0.1888) loss_giou_2_hybrid: 0.4347 (0.4143) loss_class_3_hybrid: 0.7026 (0.7501) loss_bbox_3_hybrid: 0.1924 (0.1885) loss_giou_3_hybrid: 0.4329 (0.4130) loss_class_4_hybrid: 0.7061 (0.7468) loss_bbox_4_hybrid: 0.1936 (0.1886) loss_giou_4_hybrid: 0.4267 (0.4128) loss_class_enc_hybrid: 0.7232 (0.7811) loss_bbox_enc_hybrid: 0.2431 (0.2345) loss_giou_enc_hybrid: 0.5083 (0.4873) mem: 1036 max mem: 36965 [2024-01-15 19:05:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:06:38 det.util.engine] INFO: Epoch: [8] [6400/11727] eta: 1:35:54 lr: 0.000100 data_time: 0.0034 iter_time: 1.0838 loss: 26.3007 (26.1495) loss_class: 0.7659 (0.7437) loss_bbox: 0.1593 (0.1761) loss_giou: 0.4044 (0.3838) loss_class_0: 0.9400 (0.9137) loss_bbox_0: 0.1691 (0.1761) loss_giou_0: 0.4088 (0.3888) loss_class_1: 0.8215 (0.7982) loss_bbox_1: 0.1691 (0.1772) loss_giou_1: 0.4186 (0.3872) loss_class_2: 0.7735 (0.7686) loss_bbox_2: 0.1646 (0.1754) loss_giou_2: 0.4009 (0.3844) loss_class_3: 0.7837 (0.7535) loss_bbox_3: 0.1590 (0.1755) loss_giou_3: 0.3976 (0.3836) loss_class_4: 0.7697 (0.7453) loss_bbox_4: 0.1594 (0.1759) loss_giou_4: 0.4044 (0.3839) loss_class_enc: 0.8804 (0.8649) loss_bbox_enc: 0.2037 (0.2100) loss_giou_enc: 0.4467 (0.4396) loss_class_dn: 0.3764 (0.3775) loss_bbox_dn: 0.2478 (0.2552) loss_giou_dn: 0.4380 (0.4294) loss_class_dn_0: 0.4705 (0.4727) loss_bbox_dn_0: 0.3448 (0.3575) loss_giou_dn_0: 0.5734 (0.5580) loss_class_dn_1: 0.4065 (0.4070) loss_bbox_dn_1: 0.2560 (0.2799) loss_giou_dn_1: 0.4686 (0.4609) loss_class_dn_2: 0.3887 (0.3862) loss_bbox_dn_2: 0.2500 (0.2594) loss_giou_dn_2: 0.4424 (0.4359) loss_class_dn_3: 0.3806 (0.3798) loss_bbox_dn_3: 0.2477 (0.2560) loss_giou_dn_3: 0.4368 (0.4308) loss_class_dn_4: 0.3758 (0.3775) loss_bbox_dn_4: 0.2476 (0.2552) loss_giou_dn_4: 0.4378 (0.4293) loss_class_hybrid: 0.7514 (0.7464) loss_bbox_hybrid: 0.1892 (0.1885) loss_giou_hybrid: 0.4346 (0.4128) loss_class_0_hybrid: 0.8304 (0.8152) loss_bbox_0_hybrid: 0.2076 (0.1966) loss_giou_0_hybrid: 0.4490 (0.4287) loss_class_1_hybrid: 0.7812 (0.7720) loss_bbox_1_hybrid: 0.1959 (0.1918) loss_giou_1_hybrid: 0.4422 (0.4191) loss_class_2_hybrid: 0.7840 (0.7584) loss_bbox_2_hybrid: 0.1897 (0.1888) loss_giou_2_hybrid: 0.4338 (0.4144) loss_class_3_hybrid: 0.7610 (0.7501) loss_bbox_3_hybrid: 0.1903 (0.1884) loss_giou_3_hybrid: 0.4353 (0.4132) loss_class_4_hybrid: 0.7511 (0.7468) loss_bbox_4_hybrid: 0.1901 (0.1886) loss_giou_4_hybrid: 0.4355 (0.4129) loss_class_enc_hybrid: 0.7878 (0.7811) loss_bbox_enc_hybrid: 0.2451 (0.2345) loss_giou_enc_hybrid: 0.4955 (0.4875) mem: 1035 max mem: 36965 [2024-01-15 19:06:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:07:31 det.util.engine] INFO: Epoch: [8] [6450/11727] eta: 1:34:59 lr: 0.000100 data_time: 0.0034 iter_time: 1.0633 loss: 24.8031 (26.1410) loss_class: 0.6821 (0.7435) loss_bbox: 0.1520 (0.1760) loss_giou: 0.3565 (0.3837) loss_class_0: 0.8697 (0.9135) loss_bbox_0: 0.1424 (0.1760) loss_giou_0: 0.3552 (0.3887) loss_class_1: 0.7391 (0.7979) loss_bbox_1: 0.1455 (0.1771) loss_giou_1: 0.3578 (0.3871) loss_class_2: 0.7240 (0.7684) loss_bbox_2: 0.1483 (0.1753) loss_giou_2: 0.3512 (0.3843) loss_class_3: 0.6965 (0.7533) loss_bbox_3: 0.1467 (0.1755) loss_giou_3: 0.3500 (0.3835) loss_class_4: 0.6879 (0.7451) loss_bbox_4: 0.1522 (0.1759) loss_giou_4: 0.3508 (0.3838) loss_class_enc: 0.8026 (0.8648) loss_bbox_enc: 0.1763 (0.2099) loss_giou_enc: 0.4240 (0.4395) loss_class_dn: 0.3724 (0.3774) loss_bbox_dn: 0.2053 (0.2550) loss_giou_dn: 0.3881 (0.4292) loss_class_dn_0: 0.4686 (0.4727) loss_bbox_dn_0: 0.2845 (0.3573) loss_giou_dn_0: 0.5157 (0.5578) loss_class_dn_1: 0.3920 (0.4069) loss_bbox_dn_1: 0.2266 (0.2797) loss_giou_dn_1: 0.4153 (0.4607) loss_class_dn_2: 0.3801 (0.3861) loss_bbox_dn_2: 0.2159 (0.2592) loss_giou_dn_2: 0.3889 (0.4357) loss_class_dn_3: 0.3762 (0.3798) loss_bbox_dn_3: 0.2079 (0.2558) loss_giou_dn_3: 0.3877 (0.4306) loss_class_dn_4: 0.3710 (0.3774) loss_bbox_dn_4: 0.2052 (0.2550) loss_giou_dn_4: 0.3885 (0.4291) loss_class_hybrid: 0.7187 (0.7462) loss_bbox_hybrid: 0.1553 (0.1885) loss_giou_hybrid: 0.3981 (0.4127) loss_class_0_hybrid: 0.7768 (0.8150) loss_bbox_0_hybrid: 0.1574 (0.1965) loss_giou_0_hybrid: 0.4116 (0.4286) loss_class_1_hybrid: 0.7505 (0.7718) loss_bbox_1_hybrid: 0.1628 (0.1917) loss_giou_1_hybrid: 0.4000 (0.4190) loss_class_2_hybrid: 0.7224 (0.7582) loss_bbox_2_hybrid: 0.1545 (0.1887) loss_giou_2_hybrid: 0.3974 (0.4143) loss_class_3_hybrid: 0.7193 (0.7499) loss_bbox_3_hybrid: 0.1536 (0.1883) loss_giou_3_hybrid: 0.3980 (0.4130) loss_class_4_hybrid: 0.7149 (0.7466) loss_bbox_4_hybrid: 0.1555 (0.1885) loss_giou_4_hybrid: 0.3970 (0.4128) loss_class_enc_hybrid: 0.7461 (0.7810) loss_bbox_enc_hybrid: 0.1965 (0.2344) loss_giou_enc_hybrid: 0.4585 (0.4873) mem: 1034 max mem: 36965 [2024-01-15 19:07:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:08:23 det.util.engine] INFO: Epoch: [8] [6500/11727] eta: 1:34:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0653 loss: 25.9655 (26.1355) loss_class: 0.7578 (0.7435) loss_bbox: 0.1566 (0.1759) loss_giou: 0.3697 (0.3836) loss_class_0: 0.9162 (0.9134) loss_bbox_0: 0.1707 (0.1759) loss_giou_0: 0.3794 (0.3887) loss_class_1: 0.7946 (0.7979) loss_bbox_1: 0.1599 (0.1770) loss_giou_1: 0.3808 (0.3870) loss_class_2: 0.7910 (0.7685) loss_bbox_2: 0.1579 (0.1751) loss_giou_2: 0.3722 (0.3842) loss_class_3: 0.7367 (0.7532) loss_bbox_3: 0.1574 (0.1753) loss_giou_3: 0.3706 (0.3834) loss_class_4: 0.7543 (0.7451) loss_bbox_4: 0.1565 (0.1757) loss_giou_4: 0.3694 (0.3837) loss_class_enc: 0.8711 (0.8647) loss_bbox_enc: 0.1979 (0.2097) loss_giou_enc: 0.4539 (0.4395) loss_class_dn: 0.3800 (0.3774) loss_bbox_dn: 0.2123 (0.2547) loss_giou_dn: 0.4174 (0.4291) loss_class_dn_0: 0.4727 (0.4727) loss_bbox_dn_0: 0.3045 (0.3570) loss_giou_dn_0: 0.5439 (0.5577) loss_class_dn_1: 0.4116 (0.4069) loss_bbox_dn_1: 0.2366 (0.2794) loss_giou_dn_1: 0.4403 (0.4606) loss_class_dn_2: 0.3868 (0.3861) loss_bbox_dn_2: 0.2160 (0.2589) loss_giou_dn_2: 0.4210 (0.4355) loss_class_dn_3: 0.3801 (0.3797) loss_bbox_dn_3: 0.2135 (0.2555) loss_giou_dn_3: 0.4203 (0.4305) loss_class_dn_4: 0.3793 (0.3774) loss_bbox_dn_4: 0.2122 (0.2547) loss_giou_dn_4: 0.4180 (0.4290) loss_class_hybrid: 0.7590 (0.7462) loss_bbox_hybrid: 0.1761 (0.1883) loss_giou_hybrid: 0.4083 (0.4127) loss_class_0_hybrid: 0.8154 (0.8150) loss_bbox_0_hybrid: 0.1897 (0.1964) loss_giou_0_hybrid: 0.4292 (0.4286) loss_class_1_hybrid: 0.7774 (0.7717) loss_bbox_1_hybrid: 0.1778 (0.1916) loss_giou_1_hybrid: 0.4137 (0.4190) loss_class_2_hybrid: 0.7729 (0.7582) loss_bbox_2_hybrid: 0.1759 (0.1886) loss_giou_2_hybrid: 0.4099 (0.4142) loss_class_3_hybrid: 0.7614 (0.7499) loss_bbox_3_hybrid: 0.1762 (0.1882) loss_giou_3_hybrid: 0.4085 (0.4130) loss_class_4_hybrid: 0.7438 (0.7465) loss_bbox_4_hybrid: 0.1752 (0.1884) loss_giou_4_hybrid: 0.4074 (0.4127) loss_class_enc_hybrid: 0.7975 (0.7810) loss_bbox_enc_hybrid: 0.2190 (0.2342) loss_giou_enc_hybrid: 0.4875 (0.4873) mem: 1030 max mem: 36965 [2024-01-15 19:08:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:09:17 det.util.engine] INFO: Epoch: [8] [6550/11727] eta: 1:33:10 lr: 0.000100 data_time: 0.0036 iter_time: 1.0937 loss: 25.9301 (26.1363) loss_class: 0.7499 (0.7435) loss_bbox: 0.1673 (0.1759) loss_giou: 0.3650 (0.3837) loss_class_0: 0.9117 (0.9134) loss_bbox_0: 0.1563 (0.1759) loss_giou_0: 0.3735 (0.3888) loss_class_1: 0.8127 (0.7978) loss_bbox_1: 0.1640 (0.1769) loss_giou_1: 0.3653 (0.3871) loss_class_2: 0.7791 (0.7685) loss_bbox_2: 0.1617 (0.1751) loss_giou_2: 0.3669 (0.3843) loss_class_3: 0.7683 (0.7533) loss_bbox_3: 0.1661 (0.1753) loss_giou_3: 0.3644 (0.3835) loss_class_4: 0.7548 (0.7451) loss_bbox_4: 0.1649 (0.1757) loss_giou_4: 0.3650 (0.3838) loss_class_enc: 0.8909 (0.8647) loss_bbox_enc: 0.1819 (0.2097) loss_giou_enc: 0.4014 (0.4395) loss_class_dn: 0.3838 (0.3774) loss_bbox_dn: 0.2288 (0.2546) loss_giou_dn: 0.4281 (0.4292) loss_class_dn_0: 0.4711 (0.4727) loss_bbox_dn_0: 0.3141 (0.3569) loss_giou_dn_0: 0.5574 (0.5577) loss_class_dn_1: 0.4111 (0.4069) loss_bbox_dn_1: 0.2544 (0.2793) loss_giou_dn_1: 0.4550 (0.4606) loss_class_dn_2: 0.3881 (0.3861) loss_bbox_dn_2: 0.2291 (0.2588) loss_giou_dn_2: 0.4331 (0.4356) loss_class_dn_3: 0.3838 (0.3798) loss_bbox_dn_3: 0.2273 (0.2555) loss_giou_dn_3: 0.4283 (0.4305) loss_class_dn_4: 0.3829 (0.3774) loss_bbox_dn_4: 0.2288 (0.2546) loss_giou_dn_4: 0.4281 (0.4290) loss_class_hybrid: 0.7583 (0.7462) loss_bbox_hybrid: 0.1766 (0.1883) loss_giou_hybrid: 0.3970 (0.4128) loss_class_0_hybrid: 0.8072 (0.8149) loss_bbox_0_hybrid: 0.1858 (0.1964) loss_giou_0_hybrid: 0.4183 (0.4287) loss_class_1_hybrid: 0.7776 (0.7717) loss_bbox_1_hybrid: 0.1833 (0.1915) loss_giou_1_hybrid: 0.3991 (0.4191) loss_class_2_hybrid: 0.7709 (0.7582) loss_bbox_2_hybrid: 0.1766 (0.1886) loss_giou_2_hybrid: 0.3955 (0.4143) loss_class_3_hybrid: 0.7600 (0.7499) loss_bbox_3_hybrid: 0.1755 (0.1882) loss_giou_3_hybrid: 0.3959 (0.4131) loss_class_4_hybrid: 0.7560 (0.7465) loss_bbox_4_hybrid: 0.1778 (0.1883) loss_giou_4_hybrid: 0.3973 (0.4129) loss_class_enc_hybrid: 0.7831 (0.7810) loss_bbox_enc_hybrid: 0.2150 (0.2341) loss_giou_enc_hybrid: 0.4615 (0.4874) mem: 1027 max mem: 36965 [2024-01-15 19:09:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:10:11 det.util.engine] INFO: Epoch: [8] [6600/11727] eta: 1:32:15 lr: 0.000100 data_time: 0.0033 iter_time: 1.0923 loss: 25.6669 (26.1355) loss_class: 0.7252 (0.7436) loss_bbox: 0.1563 (0.1758) loss_giou: 0.3658 (0.3836) loss_class_0: 0.9051 (0.9134) loss_bbox_0: 0.1689 (0.1759) loss_giou_0: 0.3859 (0.3887) loss_class_1: 0.8151 (0.7979) loss_bbox_1: 0.1599 (0.1769) loss_giou_1: 0.3663 (0.3870) loss_class_2: 0.7667 (0.7685) loss_bbox_2: 0.1569 (0.1751) loss_giou_2: 0.3655 (0.3842) loss_class_3: 0.7559 (0.7533) loss_bbox_3: 0.1612 (0.1753) loss_giou_3: 0.3697 (0.3834) loss_class_4: 0.7306 (0.7451) loss_bbox_4: 0.1616 (0.1757) loss_giou_4: 0.3821 (0.3837) loss_class_enc: 0.8704 (0.8647) loss_bbox_enc: 0.2021 (0.2097) loss_giou_enc: 0.4322 (0.4394) loss_class_dn: 0.3760 (0.3774) loss_bbox_dn: 0.2392 (0.2547) loss_giou_dn: 0.4150 (0.4291) loss_class_dn_0: 0.4653 (0.4727) loss_bbox_dn_0: 0.3576 (0.3570) loss_giou_dn_0: 0.5578 (0.5577) loss_class_dn_1: 0.4079 (0.4069) loss_bbox_dn_1: 0.2754 (0.2793) loss_giou_dn_1: 0.4610 (0.4606) loss_class_dn_2: 0.3871 (0.3861) loss_bbox_dn_2: 0.2497 (0.2589) loss_giou_dn_2: 0.4265 (0.4355) loss_class_dn_3: 0.3799 (0.3798) loss_bbox_dn_3: 0.2412 (0.2555) loss_giou_dn_3: 0.4176 (0.4304) loss_class_dn_4: 0.3784 (0.3775) loss_bbox_dn_4: 0.2390 (0.2546) loss_giou_dn_4: 0.4148 (0.4290) loss_class_hybrid: 0.7626 (0.7464) loss_bbox_hybrid: 0.1756 (0.1883) loss_giou_hybrid: 0.3997 (0.4126) loss_class_0_hybrid: 0.8116 (0.8150) loss_bbox_0_hybrid: 0.1810 (0.1964) loss_giou_0_hybrid: 0.4083 (0.4285) loss_class_1_hybrid: 0.8005 (0.7719) loss_bbox_1_hybrid: 0.1758 (0.1915) loss_giou_1_hybrid: 0.4031 (0.4189) loss_class_2_hybrid: 0.7684 (0.7583) loss_bbox_2_hybrid: 0.1777 (0.1885) loss_giou_2_hybrid: 0.4035 (0.4142) loss_class_3_hybrid: 0.7664 (0.7501) loss_bbox_3_hybrid: 0.1755 (0.1882) loss_giou_3_hybrid: 0.4015 (0.4130) loss_class_4_hybrid: 0.7486 (0.7467) loss_bbox_4_hybrid: 0.1755 (0.1883) loss_giou_4_hybrid: 0.4004 (0.4127) loss_class_enc_hybrid: 0.7633 (0.7812) loss_bbox_enc_hybrid: 0.2244 (0.2341) loss_giou_enc_hybrid: 0.4641 (0.4872) mem: 1018 max mem: 36965 [2024-01-15 19:10:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:11:05 det.util.engine] INFO: Epoch: [8] [6650/11727] eta: 1:31:22 lr: 0.000100 data_time: 0.0034 iter_time: 1.1042 loss: 25.0372 (26.1352) loss_class: 0.6920 (0.7436) loss_bbox: 0.1660 (0.1758) loss_giou: 0.3804 (0.3836) loss_class_0: 0.8432 (0.9134) loss_bbox_0: 0.1793 (0.1759) loss_giou_0: 0.3684 (0.3887) loss_class_1: 0.7418 (0.7980) loss_bbox_1: 0.1688 (0.1769) loss_giou_1: 0.3810 (0.3870) loss_class_2: 0.7156 (0.7685) loss_bbox_2: 0.1662 (0.1751) loss_giou_2: 0.3802 (0.3842) loss_class_3: 0.7152 (0.7533) loss_bbox_3: 0.1675 (0.1753) loss_giou_3: 0.3882 (0.3834) loss_class_4: 0.6896 (0.7451) loss_bbox_4: 0.1681 (0.1757) loss_giou_4: 0.3894 (0.3837) loss_class_enc: 0.7849 (0.8647) loss_bbox_enc: 0.2011 (0.2096) loss_giou_enc: 0.4239 (0.4394) loss_class_dn: 0.3718 (0.3774) loss_bbox_dn: 0.2454 (0.2546) loss_giou_dn: 0.3984 (0.4291) loss_class_dn_0: 0.4618 (0.4727) loss_bbox_dn_0: 0.3415 (0.3569) loss_giou_dn_0: 0.5270 (0.5576) loss_class_dn_1: 0.4000 (0.4069) loss_bbox_dn_1: 0.2671 (0.2793) loss_giou_dn_1: 0.4362 (0.4606) loss_class_dn_2: 0.3800 (0.3861) loss_bbox_dn_2: 0.2461 (0.2589) loss_giou_dn_2: 0.4037 (0.4355) loss_class_dn_3: 0.3721 (0.3797) loss_bbox_dn_3: 0.2464 (0.2555) loss_giou_dn_3: 0.3996 (0.4304) loss_class_dn_4: 0.3685 (0.3774) loss_bbox_dn_4: 0.2453 (0.2546) loss_giou_dn_4: 0.3980 (0.4290) loss_class_hybrid: 0.7149 (0.7464) loss_bbox_hybrid: 0.1839 (0.1882) loss_giou_hybrid: 0.3975 (0.4126) loss_class_0_hybrid: 0.7572 (0.8150) loss_bbox_0_hybrid: 0.1927 (0.1963) loss_giou_0_hybrid: 0.4135 (0.4286) loss_class_1_hybrid: 0.7278 (0.7719) loss_bbox_1_hybrid: 0.1924 (0.1915) loss_giou_1_hybrid: 0.4113 (0.4189) loss_class_2_hybrid: 0.7188 (0.7583) loss_bbox_2_hybrid: 0.1861 (0.1885) loss_giou_2_hybrid: 0.4027 (0.4142) loss_class_3_hybrid: 0.7262 (0.7500) loss_bbox_3_hybrid: 0.1838 (0.1881) loss_giou_3_hybrid: 0.3996 (0.4130) loss_class_4_hybrid: 0.7179 (0.7467) loss_bbox_4_hybrid: 0.1829 (0.1883) loss_giou_4_hybrid: 0.3994 (0.4127) loss_class_enc_hybrid: 0.7374 (0.7811) loss_bbox_enc_hybrid: 0.2216 (0.2341) loss_giou_enc_hybrid: 0.4688 (0.4872) mem: 1025 max mem: 36965 [2024-01-15 19:11:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:11:59 det.util.engine] INFO: Epoch: [8] [6700/11727] eta: 1:30:28 lr: 0.000100 data_time: 0.0035 iter_time: 1.1100 loss: 25.6290 (26.1342) loss_class: 0.7290 (0.7435) loss_bbox: 0.1701 (0.1758) loss_giou: 0.3409 (0.3837) loss_class_0: 0.8972 (0.9133) loss_bbox_0: 0.1721 (0.1759) loss_giou_0: 0.3634 (0.3887) loss_class_1: 0.8099 (0.7980) loss_bbox_1: 0.1731 (0.1769) loss_giou_1: 0.3523 (0.3870) loss_class_2: 0.7321 (0.7684) loss_bbox_2: 0.1702 (0.1751) loss_giou_2: 0.3489 (0.3843) loss_class_3: 0.7209 (0.7533) loss_bbox_3: 0.1704 (0.1752) loss_giou_3: 0.3455 (0.3834) loss_class_4: 0.7045 (0.7450) loss_bbox_4: 0.1701 (0.1757) loss_giou_4: 0.3409 (0.3838) loss_class_enc: 0.8470 (0.8645) loss_bbox_enc: 0.2013 (0.2096) loss_giou_enc: 0.4090 (0.4395) loss_class_dn: 0.3727 (0.3774) loss_bbox_dn: 0.2503 (0.2546) loss_giou_dn: 0.4185 (0.4292) loss_class_dn_0: 0.4683 (0.4726) loss_bbox_dn_0: 0.3400 (0.3569) loss_giou_dn_0: 0.5460 (0.5577) loss_class_dn_1: 0.4083 (0.4069) loss_bbox_dn_1: 0.2774 (0.2793) loss_giou_dn_1: 0.4493 (0.4606) loss_class_dn_2: 0.3839 (0.3861) loss_bbox_dn_2: 0.2547 (0.2588) loss_giou_dn_2: 0.4210 (0.4356) loss_class_dn_3: 0.3756 (0.3797) loss_bbox_dn_3: 0.2493 (0.2555) loss_giou_dn_3: 0.4194 (0.4305) loss_class_dn_4: 0.3739 (0.3774) loss_bbox_dn_4: 0.2503 (0.2546) loss_giou_dn_4: 0.4183 (0.4290) loss_class_hybrid: 0.7354 (0.7463) loss_bbox_hybrid: 0.1872 (0.1882) loss_giou_hybrid: 0.3709 (0.4127) loss_class_0_hybrid: 0.8074 (0.8149) loss_bbox_0_hybrid: 0.1924 (0.1963) loss_giou_0_hybrid: 0.3935 (0.4286) loss_class_1_hybrid: 0.7624 (0.7718) loss_bbox_1_hybrid: 0.1926 (0.1915) loss_giou_1_hybrid: 0.3815 (0.4190) loss_class_2_hybrid: 0.7587 (0.7583) loss_bbox_2_hybrid: 0.1868 (0.1885) loss_giou_2_hybrid: 0.3754 (0.4142) loss_class_3_hybrid: 0.7337 (0.7500) loss_bbox_3_hybrid: 0.1883 (0.1881) loss_giou_3_hybrid: 0.3698 (0.4130) loss_class_4_hybrid: 0.7346 (0.7466) loss_bbox_4_hybrid: 0.1876 (0.1883) loss_giou_4_hybrid: 0.3709 (0.4127) loss_class_enc_hybrid: 0.7758 (0.7810) loss_bbox_enc_hybrid: 0.2211 (0.2341) loss_giou_enc_hybrid: 0.4448 (0.4872) mem: 1033 max mem: 36965 [2024-01-15 19:11:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:12:54 det.util.engine] INFO: Epoch: [8] [6750/11727] eta: 1:29:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.1083 loss: 26.4056 (26.1321) loss_class: 0.7564 (0.7434) loss_bbox: 0.1632 (0.1758) loss_giou: 0.4044 (0.3836) loss_class_0: 0.8995 (0.9132) loss_bbox_0: 0.1676 (0.1759) loss_giou_0: 0.4096 (0.3886) loss_class_1: 0.8142 (0.7979) loss_bbox_1: 0.1574 (0.1769) loss_giou_1: 0.4036 (0.3869) loss_class_2: 0.7797 (0.7684) loss_bbox_2: 0.1594 (0.1751) loss_giou_2: 0.3977 (0.3842) loss_class_3: 0.7685 (0.7532) loss_bbox_3: 0.1651 (0.1752) loss_giou_3: 0.4077 (0.3833) loss_class_4: 0.7550 (0.7450) loss_bbox_4: 0.1662 (0.1757) loss_giou_4: 0.4044 (0.3837) loss_class_enc: 0.8884 (0.8645) loss_bbox_enc: 0.1874 (0.2097) loss_giou_enc: 0.4209 (0.4394) loss_class_dn: 0.3886 (0.3774) loss_bbox_dn: 0.2259 (0.2546) loss_giou_dn: 0.4173 (0.4291) loss_class_dn_0: 0.4764 (0.4726) loss_bbox_dn_0: 0.3292 (0.3570) loss_giou_dn_0: 0.5531 (0.5576) loss_class_dn_1: 0.4158 (0.4069) loss_bbox_dn_1: 0.2511 (0.2794) loss_giou_dn_1: 0.4506 (0.4605) loss_class_dn_2: 0.3974 (0.3861) loss_bbox_dn_2: 0.2314 (0.2589) loss_giou_dn_2: 0.4267 (0.4355) loss_class_dn_3: 0.3926 (0.3797) loss_bbox_dn_3: 0.2264 (0.2555) loss_giou_dn_3: 0.4198 (0.4304) loss_class_dn_4: 0.3901 (0.3774) loss_bbox_dn_4: 0.2259 (0.2546) loss_giou_dn_4: 0.4176 (0.4289) loss_class_hybrid: 0.7620 (0.7463) loss_bbox_hybrid: 0.1788 (0.1882) loss_giou_hybrid: 0.4102 (0.4125) loss_class_0_hybrid: 0.8272 (0.8149) loss_bbox_0_hybrid: 0.1933 (0.1964) loss_giou_0_hybrid: 0.4172 (0.4285) loss_class_1_hybrid: 0.7861 (0.7718) loss_bbox_1_hybrid: 0.1802 (0.1915) loss_giou_1_hybrid: 0.4169 (0.4188) loss_class_2_hybrid: 0.7871 (0.7583) loss_bbox_2_hybrid: 0.1817 (0.1885) loss_giou_2_hybrid: 0.4139 (0.4141) loss_class_3_hybrid: 0.7709 (0.7500) loss_bbox_3_hybrid: 0.1764 (0.1881) loss_giou_3_hybrid: 0.4106 (0.4128) loss_class_4_hybrid: 0.7639 (0.7466) loss_bbox_4_hybrid: 0.1788 (0.1883) loss_giou_4_hybrid: 0.4079 (0.4126) loss_class_enc_hybrid: 0.7696 (0.7811) loss_bbox_enc_hybrid: 0.2219 (0.2341) loss_giou_enc_hybrid: 0.4851 (0.4871) mem: 1027 max mem: 36965 [2024-01-15 19:12:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:13:48 det.util.engine] INFO: Epoch: [8] [6800/11727] eta: 1:28:40 lr: 0.000100 data_time: 0.0032 iter_time: 1.0888 loss: 27.3433 (26.1372) loss_class: 0.7456 (0.7437) loss_bbox: 0.1863 (0.1758) loss_giou: 0.4110 (0.3836) loss_class_0: 0.9414 (0.9133) loss_bbox_0: 0.1837 (0.1760) loss_giou_0: 0.4030 (0.3887) loss_class_1: 0.8127 (0.7981) loss_bbox_1: 0.1879 (0.1769) loss_giou_1: 0.4153 (0.3870) loss_class_2: 0.7717 (0.7686) loss_bbox_2: 0.1773 (0.1751) loss_giou_2: 0.4201 (0.3842) loss_class_3: 0.7499 (0.7534) loss_bbox_3: 0.1878 (0.1752) loss_giou_3: 0.4155 (0.3834) loss_class_4: 0.7392 (0.7452) loss_bbox_4: 0.1860 (0.1757) loss_giou_4: 0.4134 (0.3837) loss_class_enc: 0.8563 (0.8646) loss_bbox_enc: 0.2200 (0.2097) loss_giou_enc: 0.4536 (0.4394) loss_class_dn: 0.3914 (0.3774) loss_bbox_dn: 0.2595 (0.2547) loss_giou_dn: 0.4495 (0.4291) loss_class_dn_0: 0.4756 (0.4726) loss_bbox_dn_0: 0.3907 (0.3570) loss_giou_dn_0: 0.5764 (0.5577) loss_class_dn_1: 0.4147 (0.4069) loss_bbox_dn_1: 0.2895 (0.2794) loss_giou_dn_1: 0.4833 (0.4606) loss_class_dn_2: 0.3980 (0.3861) loss_bbox_dn_2: 0.2661 (0.2590) loss_giou_dn_2: 0.4541 (0.4356) loss_class_dn_3: 0.3923 (0.3798) loss_bbox_dn_3: 0.2605 (0.2556) loss_giou_dn_3: 0.4507 (0.4305) loss_class_dn_4: 0.3901 (0.3775) loss_bbox_dn_4: 0.2594 (0.2547) loss_giou_dn_4: 0.4493 (0.4290) loss_class_hybrid: 0.7584 (0.7464) loss_bbox_hybrid: 0.1968 (0.1883) loss_giou_hybrid: 0.4248 (0.4126) loss_class_0_hybrid: 0.8163 (0.8150) loss_bbox_0_hybrid: 0.2221 (0.1964) loss_giou_0_hybrid: 0.4465 (0.4286) loss_class_1_hybrid: 0.7904 (0.7719) loss_bbox_1_hybrid: 0.2106 (0.1915) loss_giou_1_hybrid: 0.4268 (0.4189) loss_class_2_hybrid: 0.7549 (0.7584) loss_bbox_2_hybrid: 0.2041 (0.1886) loss_giou_2_hybrid: 0.4274 (0.4142) loss_class_3_hybrid: 0.7574 (0.7501) loss_bbox_3_hybrid: 0.2039 (0.1882) loss_giou_3_hybrid: 0.4275 (0.4129) loss_class_4_hybrid: 0.7521 (0.7467) loss_bbox_4_hybrid: 0.2035 (0.1883) loss_giou_4_hybrid: 0.4271 (0.4127) loss_class_enc_hybrid: 0.7786 (0.7811) loss_bbox_enc_hybrid: 0.2527 (0.2342) loss_giou_enc_hybrid: 0.4800 (0.4872) mem: 1020 max mem: 36965 [2024-01-15 19:13:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:14:41 det.util.engine] INFO: Epoch: [8] [6850/11727] eta: 1:27:46 lr: 0.000100 data_time: 0.0030 iter_time: 1.0383 loss: 25.2435 (26.1408) loss_class: 0.7310 (0.7438) loss_bbox: 0.1842 (0.1758) loss_giou: 0.3792 (0.3837) loss_class_0: 0.9150 (0.9134) loss_bbox_0: 0.1788 (0.1760) loss_giou_0: 0.3761 (0.3888) loss_class_1: 0.7674 (0.7983) loss_bbox_1: 0.1828 (0.1769) loss_giou_1: 0.3810 (0.3871) loss_class_2: 0.7556 (0.7687) loss_bbox_2: 0.1824 (0.1751) loss_giou_2: 0.3779 (0.3843) loss_class_3: 0.7366 (0.7536) loss_bbox_3: 0.1906 (0.1753) loss_giou_3: 0.3790 (0.3834) loss_class_4: 0.7300 (0.7454) loss_bbox_4: 0.1831 (0.1756) loss_giou_4: 0.3757 (0.3838) loss_class_enc: 0.8594 (0.8648) loss_bbox_enc: 0.2203 (0.2097) loss_giou_enc: 0.4282 (0.4395) loss_class_dn: 0.3685 (0.3775) loss_bbox_dn: 0.2683 (0.2548) loss_giou_dn: 0.4420 (0.4293) loss_class_dn_0: 0.4624 (0.4726) loss_bbox_dn_0: 0.3627 (0.3571) loss_giou_dn_0: 0.5821 (0.5578) loss_class_dn_1: 0.4000 (0.4070) loss_bbox_dn_1: 0.2918 (0.2795) loss_giou_dn_1: 0.4789 (0.4607) loss_class_dn_2: 0.3853 (0.3861) loss_bbox_dn_2: 0.2730 (0.2590) loss_giou_dn_2: 0.4509 (0.4357) loss_class_dn_3: 0.3790 (0.3798) loss_bbox_dn_3: 0.2685 (0.2556) loss_giou_dn_3: 0.4428 (0.4306) loss_class_dn_4: 0.3714 (0.3775) loss_bbox_dn_4: 0.2684 (0.2548) loss_giou_dn_4: 0.4420 (0.4291) loss_class_hybrid: 0.7092 (0.7465) loss_bbox_hybrid: 0.1886 (0.1883) loss_giou_hybrid: 0.4133 (0.4127) loss_class_0_hybrid: 0.8160 (0.8150) loss_bbox_0_hybrid: 0.1952 (0.1964) loss_giou_0_hybrid: 0.4374 (0.4287) loss_class_1_hybrid: 0.7794 (0.7720) loss_bbox_1_hybrid: 0.1897 (0.1916) loss_giou_1_hybrid: 0.4239 (0.4190) loss_class_2_hybrid: 0.7613 (0.7585) loss_bbox_2_hybrid: 0.1884 (0.1886) loss_giou_2_hybrid: 0.4144 (0.4143) loss_class_3_hybrid: 0.7466 (0.7502) loss_bbox_3_hybrid: 0.1887 (0.1882) loss_giou_3_hybrid: 0.4110 (0.4131) loss_class_4_hybrid: 0.7259 (0.7468) loss_bbox_4_hybrid: 0.1895 (0.1883) loss_giou_4_hybrid: 0.4111 (0.4128) loss_class_enc_hybrid: 0.7603 (0.7812) loss_bbox_enc_hybrid: 0.2295 (0.2342) loss_giou_enc_hybrid: 0.4941 (0.4873) mem: 1027 max mem: 36965 [2024-01-15 19:14:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:15:35 det.util.engine] INFO: Epoch: [8] [6900/11727] eta: 1:26:52 lr: 0.000100 data_time: 0.0031 iter_time: 1.0827 loss: 24.9247 (26.1396) loss_class: 0.7115 (0.7438) loss_bbox: 0.1725 (0.1758) loss_giou: 0.3596 (0.3836) loss_class_0: 0.9047 (0.9135) loss_bbox_0: 0.1723 (0.1760) loss_giou_0: 0.3638 (0.3887) loss_class_1: 0.7398 (0.7982) loss_bbox_1: 0.1736 (0.1769) loss_giou_1: 0.3646 (0.3870) loss_class_2: 0.7270 (0.7687) loss_bbox_2: 0.1757 (0.1751) loss_giou_2: 0.3660 (0.3843) loss_class_3: 0.7260 (0.7535) loss_bbox_3: 0.1740 (0.1753) loss_giou_3: 0.3569 (0.3834) loss_class_4: 0.7262 (0.7453) loss_bbox_4: 0.1725 (0.1756) loss_giou_4: 0.3617 (0.3837) loss_class_enc: 0.8886 (0.8648) loss_bbox_enc: 0.1988 (0.2097) loss_giou_enc: 0.4111 (0.4395) loss_class_dn: 0.3641 (0.3774) loss_bbox_dn: 0.2238 (0.2548) loss_giou_dn: 0.4120 (0.4292) loss_class_dn_0: 0.4722 (0.4726) loss_bbox_dn_0: 0.3439 (0.3571) loss_giou_dn_0: 0.5314 (0.5578) loss_class_dn_1: 0.4007 (0.4069) loss_bbox_dn_1: 0.2544 (0.2795) loss_giou_dn_1: 0.4485 (0.4607) loss_class_dn_2: 0.3725 (0.3861) loss_bbox_dn_2: 0.2300 (0.2590) loss_giou_dn_2: 0.4213 (0.4356) loss_class_dn_3: 0.3697 (0.3798) loss_bbox_dn_3: 0.2276 (0.2556) loss_giou_dn_3: 0.4151 (0.4306) loss_class_dn_4: 0.3661 (0.3775) loss_bbox_dn_4: 0.2239 (0.2548) loss_giou_dn_4: 0.4121 (0.4291) loss_class_hybrid: 0.6950 (0.7464) loss_bbox_hybrid: 0.1827 (0.1883) loss_giou_hybrid: 0.3840 (0.4127) loss_class_0_hybrid: 0.7776 (0.8149) loss_bbox_0_hybrid: 0.1855 (0.1965) loss_giou_0_hybrid: 0.4069 (0.4287) loss_class_1_hybrid: 0.7319 (0.7719) loss_bbox_1_hybrid: 0.1829 (0.1916) loss_giou_1_hybrid: 0.3886 (0.4191) loss_class_2_hybrid: 0.7139 (0.7584) loss_bbox_2_hybrid: 0.1815 (0.1886) loss_giou_2_hybrid: 0.3862 (0.4143) loss_class_3_hybrid: 0.7132 (0.7501) loss_bbox_3_hybrid: 0.1802 (0.1882) loss_giou_3_hybrid: 0.3843 (0.4131) loss_class_4_hybrid: 0.7016 (0.7467) loss_bbox_4_hybrid: 0.1815 (0.1884) loss_giou_4_hybrid: 0.3879 (0.4128) loss_class_enc_hybrid: 0.7249 (0.7810) loss_bbox_enc_hybrid: 0.2363 (0.2343) loss_giou_enc_hybrid: 0.4635 (0.4873) mem: 1018 max mem: 36965 [2024-01-15 19:15:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:16:28 det.util.engine] INFO: Epoch: [8] [6950/11727] eta: 1:25:57 lr: 0.000100 data_time: 0.0033 iter_time: 1.0649 loss: 25.3151 (26.1362) loss_class: 0.7292 (0.7437) loss_bbox: 0.1583 (0.1758) loss_giou: 0.3476 (0.3837) loss_class_0: 0.8981 (0.9134) loss_bbox_0: 0.1580 (0.1759) loss_giou_0: 0.3454 (0.3887) loss_class_1: 0.7874 (0.7981) loss_bbox_1: 0.1530 (0.1769) loss_giou_1: 0.3509 (0.3870) loss_class_2: 0.7602 (0.7686) loss_bbox_2: 0.1526 (0.1751) loss_giou_2: 0.3508 (0.3843) loss_class_3: 0.7344 (0.7534) loss_bbox_3: 0.1538 (0.1752) loss_giou_3: 0.3365 (0.3834) loss_class_4: 0.7324 (0.7452) loss_bbox_4: 0.1476 (0.1756) loss_giou_4: 0.3362 (0.3837) loss_class_enc: 0.8391 (0.8647) loss_bbox_enc: 0.1862 (0.2096) loss_giou_enc: 0.4036 (0.4394) loss_class_dn: 0.3740 (0.3774) loss_bbox_dn: 0.2451 (0.2546) loss_giou_dn: 0.4046 (0.4292) loss_class_dn_0: 0.4658 (0.4726) loss_bbox_dn_0: 0.3541 (0.3570) loss_giou_dn_0: 0.5374 (0.5577) loss_class_dn_1: 0.3995 (0.4069) loss_bbox_dn_1: 0.2682 (0.2794) loss_giou_dn_1: 0.4504 (0.4606) loss_class_dn_2: 0.3818 (0.3861) loss_bbox_dn_2: 0.2514 (0.2589) loss_giou_dn_2: 0.4121 (0.4356) loss_class_dn_3: 0.3771 (0.3798) loss_bbox_dn_3: 0.2450 (0.2555) loss_giou_dn_3: 0.4064 (0.4305) loss_class_dn_4: 0.3710 (0.3775) loss_bbox_dn_4: 0.2451 (0.2546) loss_giou_dn_4: 0.4041 (0.4290) loss_class_hybrid: 0.7266 (0.7462) loss_bbox_hybrid: 0.1672 (0.1883) loss_giou_hybrid: 0.3505 (0.4127) loss_class_0_hybrid: 0.8138 (0.8148) loss_bbox_0_hybrid: 0.1751 (0.1964) loss_giou_0_hybrid: 0.3798 (0.4287) loss_class_1_hybrid: 0.7701 (0.7718) loss_bbox_1_hybrid: 0.1603 (0.1915) loss_giou_1_hybrid: 0.3614 (0.4190) loss_class_2_hybrid: 0.7531 (0.7583) loss_bbox_2_hybrid: 0.1561 (0.1886) loss_giou_2_hybrid: 0.3582 (0.4143) loss_class_3_hybrid: 0.7492 (0.7499) loss_bbox_3_hybrid: 0.1581 (0.1882) loss_giou_3_hybrid: 0.3504 (0.4131) loss_class_4_hybrid: 0.7346 (0.7465) loss_bbox_4_hybrid: 0.1672 (0.1883) loss_giou_4_hybrid: 0.3502 (0.4128) loss_class_enc_hybrid: 0.7976 (0.7810) loss_bbox_enc_hybrid: 0.2188 (0.2342) loss_giou_enc_hybrid: 0.4293 (0.4873) mem: 1017 max mem: 36965 [2024-01-15 19:16:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:17:23 det.util.engine] INFO: Epoch: [8] [7000/11727] eta: 1:25:04 lr: 0.000100 data_time: 0.0034 iter_time: 1.0937 loss: 25.8333 (26.1373) loss_class: 0.7167 (0.7437) loss_bbox: 0.1656 (0.1758) loss_giou: 0.3741 (0.3836) loss_class_0: 0.8740 (0.9135) loss_bbox_0: 0.1787 (0.1760) loss_giou_0: 0.3745 (0.3887) loss_class_1: 0.7887 (0.7982) loss_bbox_1: 0.1743 (0.1769) loss_giou_1: 0.3566 (0.3869) loss_class_2: 0.7634 (0.7686) loss_bbox_2: 0.1674 (0.1751) loss_giou_2: 0.3691 (0.3842) loss_class_3: 0.7520 (0.7534) loss_bbox_3: 0.1682 (0.1753) loss_giou_3: 0.3751 (0.3833) loss_class_4: 0.7379 (0.7452) loss_bbox_4: 0.1684 (0.1757) loss_giou_4: 0.3719 (0.3836) loss_class_enc: 0.8252 (0.8648) loss_bbox_enc: 0.2046 (0.2097) loss_giou_enc: 0.4048 (0.4393) loss_class_dn: 0.3721 (0.3774) loss_bbox_dn: 0.2514 (0.2548) loss_giou_dn: 0.4113 (0.4291) loss_class_dn_0: 0.4637 (0.4726) loss_bbox_dn_0: 0.3757 (0.3572) loss_giou_dn_0: 0.5416 (0.5576) loss_class_dn_1: 0.3996 (0.4069) loss_bbox_dn_1: 0.2881 (0.2796) loss_giou_dn_1: 0.4432 (0.4606) loss_class_dn_2: 0.3770 (0.3861) loss_bbox_dn_2: 0.2587 (0.2590) loss_giou_dn_2: 0.4178 (0.4356) loss_class_dn_3: 0.3744 (0.3798) loss_bbox_dn_3: 0.2497 (0.2557) loss_giou_dn_3: 0.4133 (0.4305) loss_class_dn_4: 0.3714 (0.3775) loss_bbox_dn_4: 0.2512 (0.2548) loss_giou_dn_4: 0.4111 (0.4290) loss_class_hybrid: 0.7452 (0.7463) loss_bbox_hybrid: 0.1778 (0.1883) loss_giou_hybrid: 0.3704 (0.4126) loss_class_0_hybrid: 0.7974 (0.8149) loss_bbox_0_hybrid: 0.1907 (0.1964) loss_giou_0_hybrid: 0.3766 (0.4286) loss_class_1_hybrid: 0.7774 (0.7719) loss_bbox_1_hybrid: 0.1848 (0.1916) loss_giou_1_hybrid: 0.3809 (0.4189) loss_class_2_hybrid: 0.7628 (0.7583) loss_bbox_2_hybrid: 0.1807 (0.1886) loss_giou_2_hybrid: 0.3708 (0.4142) loss_class_3_hybrid: 0.7498 (0.7500) loss_bbox_3_hybrid: 0.1770 (0.1882) loss_giou_3_hybrid: 0.3703 (0.4129) loss_class_4_hybrid: 0.7541 (0.7466) loss_bbox_4_hybrid: 0.1776 (0.1884) loss_giou_4_hybrid: 0.3694 (0.4127) loss_class_enc_hybrid: 0.7633 (0.7811) loss_bbox_enc_hybrid: 0.2246 (0.2342) loss_giou_enc_hybrid: 0.4299 (0.4872) mem: 1024 max mem: 36965 [2024-01-15 19:17:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:18:17 det.util.engine] INFO: Epoch: [8] [7050/11727] eta: 1:24:10 lr: 0.000100 data_time: 0.0034 iter_time: 1.0488 loss: 27.2249 (26.1432) loss_class: 0.7713 (0.7438) loss_bbox: 0.1792 (0.1759) loss_giou: 0.4056 (0.3837) loss_class_0: 0.9417 (0.9137) loss_bbox_0: 0.1791 (0.1761) loss_giou_0: 0.4163 (0.3887) loss_class_1: 0.8076 (0.7984) loss_bbox_1: 0.1797 (0.1770) loss_giou_1: 0.4028 (0.3870) loss_class_2: 0.7946 (0.7688) loss_bbox_2: 0.1770 (0.1752) loss_giou_2: 0.3970 (0.3842) loss_class_3: 0.7682 (0.7536) loss_bbox_3: 0.1774 (0.1754) loss_giou_3: 0.4087 (0.3834) loss_class_4: 0.7697 (0.7454) loss_bbox_4: 0.1776 (0.1757) loss_giou_4: 0.3994 (0.3837) loss_class_enc: 0.8942 (0.8650) loss_bbox_enc: 0.2034 (0.2098) loss_giou_enc: 0.4557 (0.4394) loss_class_dn: 0.3842 (0.3775) loss_bbox_dn: 0.2428 (0.2549) loss_giou_dn: 0.4456 (0.4292) loss_class_dn_0: 0.4778 (0.4727) loss_bbox_dn_0: 0.3360 (0.3573) loss_giou_dn_0: 0.5675 (0.5577) loss_class_dn_1: 0.4216 (0.4069) loss_bbox_dn_1: 0.2644 (0.2797) loss_giou_dn_1: 0.4769 (0.4607) loss_class_dn_2: 0.3961 (0.3861) loss_bbox_dn_2: 0.2441 (0.2592) loss_giou_dn_2: 0.4511 (0.4357) loss_class_dn_3: 0.3915 (0.3798) loss_bbox_dn_3: 0.2440 (0.2558) loss_giou_dn_3: 0.4471 (0.4306) loss_class_dn_4: 0.3823 (0.3775) loss_bbox_dn_4: 0.2428 (0.2549) loss_giou_dn_4: 0.4457 (0.4291) loss_class_hybrid: 0.7497 (0.7464) loss_bbox_hybrid: 0.1801 (0.1884) loss_giou_hybrid: 0.4241 (0.4127) loss_class_0_hybrid: 0.8029 (0.8151) loss_bbox_0_hybrid: 0.1950 (0.1965) loss_giou_0_hybrid: 0.4471 (0.4286) loss_class_1_hybrid: 0.7789 (0.7720) loss_bbox_1_hybrid: 0.1910 (0.1917) loss_giou_1_hybrid: 0.4355 (0.4190) loss_class_2_hybrid: 0.7587 (0.7585) loss_bbox_2_hybrid: 0.1921 (0.1887) loss_giou_2_hybrid: 0.4275 (0.4142) loss_class_3_hybrid: 0.7538 (0.7501) loss_bbox_3_hybrid: 0.1877 (0.1883) loss_giou_3_hybrid: 0.4273 (0.4130) loss_class_4_hybrid: 0.7422 (0.7467) loss_bbox_4_hybrid: 0.1854 (0.1885) loss_giou_4_hybrid: 0.4253 (0.4128) loss_class_enc_hybrid: 0.7794 (0.7812) loss_bbox_enc_hybrid: 0.2295 (0.2343) loss_giou_enc_hybrid: 0.4968 (0.4873) mem: 1021 max mem: 36965 [2024-01-15 19:18:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:19:11 det.util.engine] INFO: Epoch: [8] [7100/11727] eta: 1:23:16 lr: 0.000100 data_time: 0.0035 iter_time: 1.0634 loss: 25.1642 (26.1374) loss_class: 0.7098 (0.7436) loss_bbox: 0.1610 (0.1758) loss_giou: 0.3694 (0.3836) loss_class_0: 0.8494 (0.9136) loss_bbox_0: 0.1604 (0.1760) loss_giou_0: 0.3747 (0.3887) loss_class_1: 0.7398 (0.7982) loss_bbox_1: 0.1628 (0.1770) loss_giou_1: 0.3707 (0.3869) loss_class_2: 0.7223 (0.7686) loss_bbox_2: 0.1605 (0.1751) loss_giou_2: 0.3652 (0.3842) loss_class_3: 0.7122 (0.7534) loss_bbox_3: 0.1552 (0.1753) loss_giou_3: 0.3661 (0.3833) loss_class_4: 0.6923 (0.7453) loss_bbox_4: 0.1611 (0.1757) loss_giou_4: 0.3685 (0.3837) loss_class_enc: 0.8080 (0.8647) loss_bbox_enc: 0.1786 (0.2097) loss_giou_enc: 0.4120 (0.4394) loss_class_dn: 0.3643 (0.3774) loss_bbox_dn: 0.2287 (0.2548) loss_giou_dn: 0.4072 (0.4291) loss_class_dn_0: 0.4657 (0.4727) loss_bbox_dn_0: 0.3273 (0.3572) loss_giou_dn_0: 0.5426 (0.5576) loss_class_dn_1: 0.4041 (0.4069) loss_bbox_dn_1: 0.2426 (0.2795) loss_giou_dn_1: 0.4370 (0.4606) loss_class_dn_2: 0.3806 (0.3861) loss_bbox_dn_2: 0.2327 (0.2590) loss_giou_dn_2: 0.4112 (0.4355) loss_class_dn_3: 0.3735 (0.3798) loss_bbox_dn_3: 0.2305 (0.2556) loss_giou_dn_3: 0.4089 (0.4304) loss_class_dn_4: 0.3684 (0.3775) loss_bbox_dn_4: 0.2287 (0.2548) loss_giou_dn_4: 0.4071 (0.4290) loss_class_hybrid: 0.7079 (0.7463) loss_bbox_hybrid: 0.1692 (0.1883) loss_giou_hybrid: 0.3820 (0.4126) loss_class_0_hybrid: 0.7793 (0.8150) loss_bbox_0_hybrid: 0.1776 (0.1964) loss_giou_0_hybrid: 0.4019 (0.4285) loss_class_1_hybrid: 0.7327 (0.7719) loss_bbox_1_hybrid: 0.1733 (0.1916) loss_giou_1_hybrid: 0.3939 (0.4189) loss_class_2_hybrid: 0.7425 (0.7584) loss_bbox_2_hybrid: 0.1672 (0.1886) loss_giou_2_hybrid: 0.3822 (0.4142) loss_class_3_hybrid: 0.7308 (0.7501) loss_bbox_3_hybrid: 0.1685 (0.1882) loss_giou_3_hybrid: 0.3817 (0.4129) loss_class_4_hybrid: 0.7102 (0.7466) loss_bbox_4_hybrid: 0.1693 (0.1884) loss_giou_4_hybrid: 0.3823 (0.4127) loss_class_enc_hybrid: 0.7472 (0.7811) loss_bbox_enc_hybrid: 0.2098 (0.2342) loss_giou_enc_hybrid: 0.4556 (0.4872) mem: 1030 max mem: 36965 [2024-01-15 19:19:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:20:06 det.util.engine] INFO: Epoch: [8] [7150/11727] eta: 1:22:22 lr: 0.000100 data_time: 0.0032 iter_time: 1.0827 loss: 26.1054 (26.1387) loss_class: 0.7107 (0.7437) loss_bbox: 0.1658 (0.1759) loss_giou: 0.3969 (0.3837) loss_class_0: 0.8778 (0.9136) loss_bbox_0: 0.1595 (0.1760) loss_giou_0: 0.4003 (0.3887) loss_class_1: 0.7721 (0.7982) loss_bbox_1: 0.1664 (0.1770) loss_giou_1: 0.4073 (0.3870) loss_class_2: 0.7316 (0.7686) loss_bbox_2: 0.1685 (0.1752) loss_giou_2: 0.4034 (0.3843) loss_class_3: 0.7062 (0.7534) loss_bbox_3: 0.1672 (0.1753) loss_giou_3: 0.3954 (0.3834) loss_class_4: 0.7095 (0.7453) loss_bbox_4: 0.1629 (0.1757) loss_giou_4: 0.3960 (0.3837) loss_class_enc: 0.8364 (0.8647) loss_bbox_enc: 0.2066 (0.2097) loss_giou_enc: 0.4601 (0.4394) loss_class_dn: 0.3856 (0.3775) loss_bbox_dn: 0.2323 (0.2548) loss_giou_dn: 0.4327 (0.4291) loss_class_dn_0: 0.4760 (0.4727) loss_bbox_dn_0: 0.3260 (0.3571) loss_giou_dn_0: 0.5650 (0.5576) loss_class_dn_1: 0.4169 (0.4069) loss_bbox_dn_1: 0.2487 (0.2795) loss_giou_dn_1: 0.4655 (0.4606) loss_class_dn_2: 0.3941 (0.3861) loss_bbox_dn_2: 0.2356 (0.2590) loss_giou_dn_2: 0.4424 (0.4356) loss_class_dn_3: 0.3913 (0.3798) loss_bbox_dn_3: 0.2332 (0.2556) loss_giou_dn_3: 0.4372 (0.4305) loss_class_dn_4: 0.3870 (0.3775) loss_bbox_dn_4: 0.2323 (0.2548) loss_giou_dn_4: 0.4328 (0.4290) loss_class_hybrid: 0.7132 (0.7463) loss_bbox_hybrid: 0.1850 (0.1884) loss_giou_hybrid: 0.4242 (0.4126) loss_class_0_hybrid: 0.7805 (0.8149) loss_bbox_0_hybrid: 0.1967 (0.1965) loss_giou_0_hybrid: 0.4416 (0.4286) loss_class_1_hybrid: 0.7346 (0.7718) loss_bbox_1_hybrid: 0.1884 (0.1916) loss_giou_1_hybrid: 0.4300 (0.4190) loss_class_2_hybrid: 0.7161 (0.7583) loss_bbox_2_hybrid: 0.1839 (0.1887) loss_giou_2_hybrid: 0.4259 (0.4142) loss_class_3_hybrid: 0.7108 (0.7500) loss_bbox_3_hybrid: 0.1849 (0.1883) loss_giou_3_hybrid: 0.4241 (0.4130) loss_class_4_hybrid: 0.7119 (0.7466) loss_bbox_4_hybrid: 0.1882 (0.1884) loss_giou_4_hybrid: 0.4254 (0.4127) loss_class_enc_hybrid: 0.7598 (0.7810) loss_bbox_enc_hybrid: 0.2272 (0.2343) loss_giou_enc_hybrid: 0.4991 (0.4872) mem: 1022 max mem: 36965 [2024-01-15 19:20:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:20:59 det.util.engine] INFO: Epoch: [8] [7200/11727] eta: 1:21:28 lr: 0.000100 data_time: 0.0035 iter_time: 1.0607 loss: 27.0704 (26.1392) loss_class: 0.7751 (0.7437) loss_bbox: 0.1611 (0.1759) loss_giou: 0.4015 (0.3838) loss_class_0: 0.9140 (0.9135) loss_bbox_0: 0.1653 (0.1760) loss_giou_0: 0.4036 (0.3888) loss_class_1: 0.8269 (0.7981) loss_bbox_1: 0.1708 (0.1770) loss_giou_1: 0.4070 (0.3871) loss_class_2: 0.7793 (0.7686) loss_bbox_2: 0.1641 (0.1752) loss_giou_2: 0.4065 (0.3843) loss_class_3: 0.7819 (0.7534) loss_bbox_3: 0.1628 (0.1753) loss_giou_3: 0.4049 (0.3835) loss_class_4: 0.7741 (0.7453) loss_bbox_4: 0.1616 (0.1757) loss_giou_4: 0.4065 (0.3838) loss_class_enc: 0.8842 (0.8647) loss_bbox_enc: 0.2031 (0.2097) loss_giou_enc: 0.4750 (0.4395) loss_class_dn: 0.3976 (0.3775) loss_bbox_dn: 0.2458 (0.2548) loss_giou_dn: 0.4472 (0.4292) loss_class_dn_0: 0.4762 (0.4727) loss_bbox_dn_0: 0.3302 (0.3571) loss_giou_dn_0: 0.5701 (0.5576) loss_class_dn_1: 0.4224 (0.4070) loss_bbox_dn_1: 0.2693 (0.2795) loss_giou_dn_1: 0.4665 (0.4607) loss_class_dn_2: 0.4040 (0.3861) loss_bbox_dn_2: 0.2462 (0.2590) loss_giou_dn_2: 0.4487 (0.4356) loss_class_dn_3: 0.3973 (0.3798) loss_bbox_dn_3: 0.2442 (0.2556) loss_giou_dn_3: 0.4482 (0.4305) loss_class_dn_4: 0.3951 (0.3775) loss_bbox_dn_4: 0.2457 (0.2547) loss_giou_dn_4: 0.4470 (0.4290) loss_class_hybrid: 0.7735 (0.7463) loss_bbox_hybrid: 0.1910 (0.1884) loss_giou_hybrid: 0.4378 (0.4127) loss_class_0_hybrid: 0.8201 (0.8149) loss_bbox_0_hybrid: 0.1937 (0.1965) loss_giou_0_hybrid: 0.4528 (0.4286) loss_class_1_hybrid: 0.8030 (0.7718) loss_bbox_1_hybrid: 0.1914 (0.1916) loss_giou_1_hybrid: 0.4490 (0.4190) loss_class_2_hybrid: 0.7864 (0.7583) loss_bbox_2_hybrid: 0.1894 (0.1887) loss_giou_2_hybrid: 0.4429 (0.4143) loss_class_3_hybrid: 0.7745 (0.7500) loss_bbox_3_hybrid: 0.1846 (0.1883) loss_giou_3_hybrid: 0.4375 (0.4130) loss_class_4_hybrid: 0.7772 (0.7466) loss_bbox_4_hybrid: 0.1898 (0.1884) loss_giou_4_hybrid: 0.4361 (0.4128) loss_class_enc_hybrid: 0.7945 (0.7810) loss_bbox_enc_hybrid: 0.2251 (0.2342) loss_giou_enc_hybrid: 0.5199 (0.4873) mem: 1039 max mem: 36965 [2024-01-15 19:20:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:21:53 det.util.engine] INFO: Epoch: [8] [7250/11727] eta: 1:20:34 lr: 0.000100 data_time: 0.0033 iter_time: 1.0875 loss: 26.5152 (26.1397) loss_class: 0.7211 (0.7436) loss_bbox: 0.1533 (0.1758) loss_giou: 0.3792 (0.3838) loss_class_0: 0.9288 (0.9136) loss_bbox_0: 0.1573 (0.1759) loss_giou_0: 0.3883 (0.3889) loss_class_1: 0.7675 (0.7981) loss_bbox_1: 0.1646 (0.1770) loss_giou_1: 0.3828 (0.3872) loss_class_2: 0.7758 (0.7686) loss_bbox_2: 0.1590 (0.1751) loss_giou_2: 0.3784 (0.3844) loss_class_3: 0.7614 (0.7534) loss_bbox_3: 0.1563 (0.1753) loss_giou_3: 0.3831 (0.3836) loss_class_4: 0.7436 (0.7452) loss_bbox_4: 0.1497 (0.1757) loss_giou_4: 0.3752 (0.3839) loss_class_enc: 0.8385 (0.8648) loss_bbox_enc: 0.1823 (0.2096) loss_giou_enc: 0.4347 (0.4395) loss_class_dn: 0.3777 (0.3775) loss_bbox_dn: 0.2185 (0.2546) loss_giou_dn: 0.4111 (0.4292) loss_class_dn_0: 0.4695 (0.4727) loss_bbox_dn_0: 0.3099 (0.3569) loss_giou_dn_0: 0.5454 (0.5577) loss_class_dn_1: 0.4036 (0.4070) loss_bbox_dn_1: 0.2521 (0.2794) loss_giou_dn_1: 0.4425 (0.4607) loss_class_dn_2: 0.3873 (0.3862) loss_bbox_dn_2: 0.2225 (0.2589) loss_giou_dn_2: 0.4182 (0.4357) loss_class_dn_3: 0.3793 (0.3799) loss_bbox_dn_3: 0.2180 (0.2555) loss_giou_dn_3: 0.4113 (0.4306) loss_class_dn_4: 0.3770 (0.3776) loss_bbox_dn_4: 0.2185 (0.2546) loss_giou_dn_4: 0.4113 (0.4291) loss_class_hybrid: 0.7583 (0.7463) loss_bbox_hybrid: 0.1751 (0.1883) loss_giou_hybrid: 0.4169 (0.4128) loss_class_0_hybrid: 0.8073 (0.8148) loss_bbox_0_hybrid: 0.1748 (0.1964) loss_giou_0_hybrid: 0.4364 (0.4288) loss_class_1_hybrid: 0.7755 (0.7718) loss_bbox_1_hybrid: 0.1747 (0.1916) loss_giou_1_hybrid: 0.4292 (0.4191) loss_class_2_hybrid: 0.7679 (0.7583) loss_bbox_2_hybrid: 0.1710 (0.1886) loss_giou_2_hybrid: 0.4258 (0.4144) loss_class_3_hybrid: 0.7518 (0.7500) loss_bbox_3_hybrid: 0.1705 (0.1882) loss_giou_3_hybrid: 0.4212 (0.4131) loss_class_4_hybrid: 0.7495 (0.7465) loss_bbox_4_hybrid: 0.1752 (0.1884) loss_giou_4_hybrid: 0.4177 (0.4129) loss_class_enc_hybrid: 0.7734 (0.7810) loss_bbox_enc_hybrid: 0.2213 (0.2342) loss_giou_enc_hybrid: 0.5043 (0.4874) mem: 1029 max mem: 36965 [2024-01-15 19:21:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:22:47 det.util.engine] INFO: Epoch: [8] [7300/11727] eta: 1:19:40 lr: 0.000100 data_time: 0.0034 iter_time: 1.0736 loss: 26.3038 (26.1370) loss_class: 0.7177 (0.7436) loss_bbox: 0.1559 (0.1758) loss_giou: 0.3861 (0.3838) loss_class_0: 0.9166 (0.9135) loss_bbox_0: 0.1499 (0.1759) loss_giou_0: 0.3928 (0.3889) loss_class_1: 0.7760 (0.7981) loss_bbox_1: 0.1584 (0.1769) loss_giou_1: 0.3835 (0.3872) loss_class_2: 0.7528 (0.7685) loss_bbox_2: 0.1573 (0.1751) loss_giou_2: 0.3757 (0.3844) loss_class_3: 0.7299 (0.7533) loss_bbox_3: 0.1564 (0.1752) loss_giou_3: 0.3844 (0.3836) loss_class_4: 0.7345 (0.7452) loss_bbox_4: 0.1562 (0.1756) loss_giou_4: 0.3841 (0.3839) loss_class_enc: 0.8260 (0.8647) loss_bbox_enc: 0.1842 (0.2095) loss_giou_enc: 0.4424 (0.4395) loss_class_dn: 0.3780 (0.3775) loss_bbox_dn: 0.2284 (0.2545) loss_giou_dn: 0.4710 (0.4292) loss_class_dn_0: 0.4687 (0.4727) loss_bbox_dn_0: 0.3185 (0.3567) loss_giou_dn_0: 0.5772 (0.5576) loss_class_dn_1: 0.4050 (0.4070) loss_bbox_dn_1: 0.2544 (0.2792) loss_giou_dn_1: 0.4972 (0.4607) loss_class_dn_2: 0.3854 (0.3862) loss_bbox_dn_2: 0.2280 (0.2587) loss_giou_dn_2: 0.4804 (0.4357) loss_class_dn_3: 0.3790 (0.3799) loss_bbox_dn_3: 0.2291 (0.2554) loss_giou_dn_3: 0.4736 (0.4305) loss_class_dn_4: 0.3788 (0.3776) loss_bbox_dn_4: 0.2283 (0.2545) loss_giou_dn_4: 0.4709 (0.4291) loss_class_hybrid: 0.7209 (0.7462) loss_bbox_hybrid: 0.1701 (0.1883) loss_giou_hybrid: 0.4201 (0.4128) loss_class_0_hybrid: 0.8115 (0.8148) loss_bbox_0_hybrid: 0.1779 (0.1963) loss_giou_0_hybrid: 0.4377 (0.4287) loss_class_1_hybrid: 0.7365 (0.7718) loss_bbox_1_hybrid: 0.1779 (0.1915) loss_giou_1_hybrid: 0.4344 (0.4191) loss_class_2_hybrid: 0.7223 (0.7583) loss_bbox_2_hybrid: 0.1676 (0.1885) loss_giou_2_hybrid: 0.4197 (0.4143) loss_class_3_hybrid: 0.7320 (0.7500) loss_bbox_3_hybrid: 0.1703 (0.1882) loss_giou_3_hybrid: 0.4232 (0.4131) loss_class_4_hybrid: 0.7201 (0.7465) loss_bbox_4_hybrid: 0.1690 (0.1883) loss_giou_4_hybrid: 0.4230 (0.4129) loss_class_enc_hybrid: 0.7638 (0.7810) loss_bbox_enc_hybrid: 0.2142 (0.2341) loss_giou_enc_hybrid: 0.4987 (0.4873) mem: 1017 max mem: 36965 [2024-01-15 19:22:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:23:41 det.util.engine] INFO: Epoch: [8] [7350/11727] eta: 1:18:46 lr: 0.000100 data_time: 0.0032 iter_time: 1.0660 loss: 26.4820 (26.1400) loss_class: 0.7638 (0.7437) loss_bbox: 0.1828 (0.1758) loss_giou: 0.3537 (0.3839) loss_class_0: 0.9366 (0.9136) loss_bbox_0: 0.1837 (0.1759) loss_giou_0: 0.3497 (0.3889) loss_class_1: 0.8140 (0.7981) loss_bbox_1: 0.1925 (0.1770) loss_giou_1: 0.3500 (0.3872) loss_class_2: 0.7905 (0.7686) loss_bbox_2: 0.1835 (0.1751) loss_giou_2: 0.3449 (0.3844) loss_class_3: 0.7729 (0.7534) loss_bbox_3: 0.1832 (0.1753) loss_giou_3: 0.3543 (0.3836) loss_class_4: 0.7577 (0.7453) loss_bbox_4: 0.1758 (0.1756) loss_giou_4: 0.3537 (0.3839) loss_class_enc: 0.8916 (0.8648) loss_bbox_enc: 0.2225 (0.2096) loss_giou_enc: 0.3967 (0.4396) loss_class_dn: 0.3675 (0.3775) loss_bbox_dn: 0.2696 (0.2546) loss_giou_dn: 0.4313 (0.4293) loss_class_dn_0: 0.4652 (0.4726) loss_bbox_dn_0: 0.4067 (0.3568) loss_giou_dn_0: 0.5509 (0.5577) loss_class_dn_1: 0.3928 (0.4069) loss_bbox_dn_1: 0.3062 (0.2793) loss_giou_dn_1: 0.4605 (0.4608) loss_class_dn_2: 0.3754 (0.3861) loss_bbox_dn_2: 0.2843 (0.2588) loss_giou_dn_2: 0.4353 (0.4357) loss_class_dn_3: 0.3685 (0.3798) loss_bbox_dn_3: 0.2748 (0.2555) loss_giou_dn_3: 0.4321 (0.4306) loss_class_dn_4: 0.3672 (0.3776) loss_bbox_dn_4: 0.2696 (0.2546) loss_giou_dn_4: 0.4313 (0.4291) loss_class_hybrid: 0.7747 (0.7463) loss_bbox_hybrid: 0.1939 (0.1883) loss_giou_hybrid: 0.3559 (0.4129) loss_class_0_hybrid: 0.8160 (0.8148) loss_bbox_0_hybrid: 0.2040 (0.1964) loss_giou_0_hybrid: 0.3721 (0.4288) loss_class_1_hybrid: 0.7808 (0.7717) loss_bbox_1_hybrid: 0.1972 (0.1916) loss_giou_1_hybrid: 0.3590 (0.4192) loss_class_2_hybrid: 0.7640 (0.7583) loss_bbox_2_hybrid: 0.1935 (0.1886) loss_giou_2_hybrid: 0.3515 (0.4144) loss_class_3_hybrid: 0.7638 (0.7500) loss_bbox_3_hybrid: 0.1962 (0.1882) loss_giou_3_hybrid: 0.3553 (0.4132) loss_class_4_hybrid: 0.7693 (0.7465) loss_bbox_4_hybrid: 0.1952 (0.1884) loss_giou_4_hybrid: 0.3574 (0.4130) loss_class_enc_hybrid: 0.7988 (0.7810) loss_bbox_enc_hybrid: 0.2505 (0.2342) loss_giou_enc_hybrid: 0.4166 (0.4874) mem: 1031 max mem: 36965 [2024-01-15 19:23:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:24:34 det.util.engine] INFO: Epoch: [8] [7400/11727] eta: 1:17:52 lr: 0.000100 data_time: 0.0031 iter_time: 1.0923 loss: 26.6725 (26.1398) loss_class: 0.7364 (0.7436) loss_bbox: 0.1687 (0.1758) loss_giou: 0.4045 (0.3839) loss_class_0: 0.9006 (0.9136) loss_bbox_0: 0.1726 (0.1759) loss_giou_0: 0.3878 (0.3889) loss_class_1: 0.7596 (0.7980) loss_bbox_1: 0.1733 (0.1769) loss_giou_1: 0.4044 (0.3873) loss_class_2: 0.7506 (0.7686) loss_bbox_2: 0.1696 (0.1751) loss_giou_2: 0.3940 (0.3845) loss_class_3: 0.7211 (0.7534) loss_bbox_3: 0.1693 (0.1752) loss_giou_3: 0.4011 (0.3837) loss_class_4: 0.7182 (0.7453) loss_bbox_4: 0.1672 (0.1756) loss_giou_4: 0.3940 (0.3840) loss_class_enc: 0.8375 (0.8647) loss_bbox_enc: 0.1952 (0.2095) loss_giou_enc: 0.4463 (0.4396) loss_class_dn: 0.3871 (0.3775) loss_bbox_dn: 0.2449 (0.2545) loss_giou_dn: 0.4389 (0.4293) loss_class_dn_0: 0.4690 (0.4727) loss_bbox_dn_0: 0.3422 (0.3567) loss_giou_dn_0: 0.5752 (0.5577) loss_class_dn_1: 0.4084 (0.4069) loss_bbox_dn_1: 0.2777 (0.2793) loss_giou_dn_1: 0.4803 (0.4609) loss_class_dn_2: 0.3927 (0.3862) loss_bbox_dn_2: 0.2536 (0.2588) loss_giou_dn_2: 0.4488 (0.4358) loss_class_dn_3: 0.3849 (0.3799) loss_bbox_dn_3: 0.2478 (0.2554) loss_giou_dn_3: 0.4407 (0.4307) loss_class_dn_4: 0.3820 (0.3776) loss_bbox_dn_4: 0.2450 (0.2545) loss_giou_dn_4: 0.4388 (0.4292) loss_class_hybrid: 0.7166 (0.7461) loss_bbox_hybrid: 0.1850 (0.1883) loss_giou_hybrid: 0.4031 (0.4130) loss_class_0_hybrid: 0.7614 (0.8147) loss_bbox_0_hybrid: 0.2015 (0.1964) loss_giou_0_hybrid: 0.4267 (0.4289) loss_class_1_hybrid: 0.7289 (0.7716) loss_bbox_1_hybrid: 0.1904 (0.1916) loss_giou_1_hybrid: 0.4176 (0.4193) loss_class_2_hybrid: 0.7198 (0.7581) loss_bbox_2_hybrid: 0.1854 (0.1886) loss_giou_2_hybrid: 0.4045 (0.4145) loss_class_3_hybrid: 0.7098 (0.7499) loss_bbox_3_hybrid: 0.1842 (0.1882) loss_giou_3_hybrid: 0.4035 (0.4133) loss_class_4_hybrid: 0.7080 (0.7464) loss_bbox_4_hybrid: 0.1839 (0.1884) loss_giou_4_hybrid: 0.4030 (0.4131) loss_class_enc_hybrid: 0.7520 (0.7809) loss_bbox_enc_hybrid: 0.2277 (0.2342) loss_giou_enc_hybrid: 0.4842 (0.4876) mem: 1019 max mem: 36965 [2024-01-15 19:24:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:25:28 det.util.engine] INFO: Epoch: [8] [7450/11727] eta: 1:16:57 lr: 0.000100 data_time: 0.0029 iter_time: 1.0460 loss: 25.7841 (26.1443) loss_class: 0.7471 (0.7438) loss_bbox: 0.1720 (0.1758) loss_giou: 0.3743 (0.3839) loss_class_0: 0.8577 (0.9138) loss_bbox_0: 0.1813 (0.1759) loss_giou_0: 0.3992 (0.3890) loss_class_1: 0.7827 (0.7981) loss_bbox_1: 0.1763 (0.1770) loss_giou_1: 0.3838 (0.3873) loss_class_2: 0.7583 (0.7687) loss_bbox_2: 0.1773 (0.1751) loss_giou_2: 0.3821 (0.3845) loss_class_3: 0.7446 (0.7536) loss_bbox_3: 0.1735 (0.1753) loss_giou_3: 0.3712 (0.3837) loss_class_4: 0.7462 (0.7455) loss_bbox_4: 0.1760 (0.1756) loss_giou_4: 0.3742 (0.3840) loss_class_enc: 0.8242 (0.8648) loss_bbox_enc: 0.2417 (0.2096) loss_giou_enc: 0.4400 (0.4397) loss_class_dn: 0.3591 (0.3775) loss_bbox_dn: 0.2477 (0.2546) loss_giou_dn: 0.4095 (0.4294) loss_class_dn_0: 0.4685 (0.4727) loss_bbox_dn_0: 0.3689 (0.3568) loss_giou_dn_0: 0.5228 (0.5578) loss_class_dn_1: 0.3996 (0.4070) loss_bbox_dn_1: 0.2866 (0.2794) loss_giou_dn_1: 0.4486 (0.4609) loss_class_dn_2: 0.3763 (0.3862) loss_bbox_dn_2: 0.2624 (0.2589) loss_giou_dn_2: 0.4169 (0.4358) loss_class_dn_3: 0.3682 (0.3799) loss_bbox_dn_3: 0.2494 (0.2555) loss_giou_dn_3: 0.4120 (0.4307) loss_class_dn_4: 0.3619 (0.3776) loss_bbox_dn_4: 0.2475 (0.2546) loss_giou_dn_4: 0.4097 (0.4293) loss_class_hybrid: 0.7145 (0.7463) loss_bbox_hybrid: 0.1851 (0.1884) loss_giou_hybrid: 0.3825 (0.4130) loss_class_0_hybrid: 0.7678 (0.8148) loss_bbox_0_hybrid: 0.1994 (0.1965) loss_giou_0_hybrid: 0.4003 (0.4290) loss_class_1_hybrid: 0.7333 (0.7718) loss_bbox_1_hybrid: 0.1865 (0.1917) loss_giou_1_hybrid: 0.3884 (0.4194) loss_class_2_hybrid: 0.7323 (0.7582) loss_bbox_2_hybrid: 0.1885 (0.1887) loss_giou_2_hybrid: 0.3783 (0.4146) loss_class_3_hybrid: 0.7209 (0.7500) loss_bbox_3_hybrid: 0.1846 (0.1883) loss_giou_3_hybrid: 0.3780 (0.4134) loss_class_4_hybrid: 0.7163 (0.7465) loss_bbox_4_hybrid: 0.1858 (0.1884) loss_giou_4_hybrid: 0.3797 (0.4131) loss_class_enc_hybrid: 0.7594 (0.7810) loss_bbox_enc_hybrid: 0.2502 (0.2343) loss_giou_enc_hybrid: 0.4570 (0.4876) mem: 1016 max mem: 36965 [2024-01-15 19:25:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:26:22 det.util.engine] INFO: Epoch: [8] [7500/11727] eta: 1:16:03 lr: 0.000100 data_time: 0.0034 iter_time: 1.0663 loss: 26.0724 (26.1441) loss_class: 0.7243 (0.7438) loss_bbox: 0.1743 (0.1759) loss_giou: 0.3868 (0.3839) loss_class_0: 0.9050 (0.9137) loss_bbox_0: 0.1815 (0.1760) loss_giou_0: 0.4003 (0.3890) loss_class_1: 0.7867 (0.7980) loss_bbox_1: 0.1767 (0.1771) loss_giou_1: 0.3956 (0.3873) loss_class_2: 0.7297 (0.7686) loss_bbox_2: 0.1737 (0.1752) loss_giou_2: 0.3980 (0.3845) loss_class_3: 0.7218 (0.7535) loss_bbox_3: 0.1746 (0.1753) loss_giou_3: 0.3823 (0.3837) loss_class_4: 0.7145 (0.7454) loss_bbox_4: 0.1749 (0.1757) loss_giou_4: 0.3863 (0.3840) loss_class_enc: 0.8352 (0.8647) loss_bbox_enc: 0.2129 (0.2097) loss_giou_enc: 0.4418 (0.4397) loss_class_dn: 0.3707 (0.3775) loss_bbox_dn: 0.2426 (0.2547) loss_giou_dn: 0.4358 (0.4294) loss_class_dn_0: 0.4750 (0.4727) loss_bbox_dn_0: 0.3538 (0.3569) loss_giou_dn_0: 0.5561 (0.5578) loss_class_dn_1: 0.4060 (0.4070) loss_bbox_dn_1: 0.2729 (0.2794) loss_giou_dn_1: 0.4627 (0.4610) loss_class_dn_2: 0.3810 (0.3862) loss_bbox_dn_2: 0.2451 (0.2589) loss_giou_dn_2: 0.4410 (0.4359) loss_class_dn_3: 0.3727 (0.3799) loss_bbox_dn_3: 0.2422 (0.2556) loss_giou_dn_3: 0.4367 (0.4308) loss_class_dn_4: 0.3686 (0.3776) loss_bbox_dn_4: 0.2425 (0.2547) loss_giou_dn_4: 0.4356 (0.4293) loss_class_hybrid: 0.7177 (0.7462) loss_bbox_hybrid: 0.1888 (0.1884) loss_giou_hybrid: 0.4218 (0.4130) loss_class_0_hybrid: 0.7820 (0.8147) loss_bbox_0_hybrid: 0.1994 (0.1965) loss_giou_0_hybrid: 0.4297 (0.4289) loss_class_1_hybrid: 0.7316 (0.7716) loss_bbox_1_hybrid: 0.1941 (0.1917) loss_giou_1_hybrid: 0.4253 (0.4194) loss_class_2_hybrid: 0.7270 (0.7581) loss_bbox_2_hybrid: 0.1898 (0.1887) loss_giou_2_hybrid: 0.4209 (0.4146) loss_class_3_hybrid: 0.7293 (0.7499) loss_bbox_3_hybrid: 0.1908 (0.1883) loss_giou_3_hybrid: 0.4219 (0.4134) loss_class_4_hybrid: 0.7195 (0.7465) loss_bbox_4_hybrid: 0.1883 (0.1885) loss_giou_4_hybrid: 0.4209 (0.4131) loss_class_enc_hybrid: 0.7596 (0.7809) loss_bbox_enc_hybrid: 0.2283 (0.2343) loss_giou_enc_hybrid: 0.4817 (0.4876) mem: 1027 max mem: 36965 [2024-01-15 19:26:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:27:16 det.util.engine] INFO: Epoch: [8] [7550/11727] eta: 1:15:09 lr: 0.000100 data_time: 0.0035 iter_time: 1.0505 loss: 25.2886 (26.1395) loss_class: 0.7200 (0.7437) loss_bbox: 0.1587 (0.1758) loss_giou: 0.3361 (0.3838) loss_class_0: 0.8961 (0.9138) loss_bbox_0: 0.1547 (0.1759) loss_giou_0: 0.3443 (0.3888) loss_class_1: 0.7735 (0.7981) loss_bbox_1: 0.1580 (0.1770) loss_giou_1: 0.3354 (0.3871) loss_class_2: 0.7477 (0.7685) loss_bbox_2: 0.1550 (0.1751) loss_giou_2: 0.3361 (0.3844) loss_class_3: 0.7172 (0.7534) loss_bbox_3: 0.1609 (0.1753) loss_giou_3: 0.3317 (0.3835) loss_class_4: 0.7166 (0.7453) loss_bbox_4: 0.1589 (0.1757) loss_giou_4: 0.3410 (0.3838) loss_class_enc: 0.8541 (0.8647) loss_bbox_enc: 0.1893 (0.2096) loss_giou_enc: 0.3906 (0.4395) loss_class_dn: 0.3762 (0.3775) loss_bbox_dn: 0.2326 (0.2546) loss_giou_dn: 0.4145 (0.4293) loss_class_dn_0: 0.4701 (0.4727) loss_bbox_dn_0: 0.3452 (0.3569) loss_giou_dn_0: 0.5303 (0.5576) loss_class_dn_1: 0.4018 (0.4070) loss_bbox_dn_1: 0.2581 (0.2794) loss_giou_dn_1: 0.4456 (0.4608) loss_class_dn_2: 0.3851 (0.3862) loss_bbox_dn_2: 0.2436 (0.2589) loss_giou_dn_2: 0.4203 (0.4357) loss_class_dn_3: 0.3763 (0.3799) loss_bbox_dn_3: 0.2369 (0.2555) loss_giou_dn_3: 0.4165 (0.4306) loss_class_dn_4: 0.3750 (0.3776) loss_bbox_dn_4: 0.2326 (0.2546) loss_giou_dn_4: 0.4145 (0.4291) loss_class_hybrid: 0.7243 (0.7462) loss_bbox_hybrid: 0.1682 (0.1884) loss_giou_hybrid: 0.3436 (0.4128) loss_class_0_hybrid: 0.7893 (0.8148) loss_bbox_0_hybrid: 0.1717 (0.1964) loss_giou_0_hybrid: 0.3597 (0.4287) loss_class_1_hybrid: 0.7449 (0.7717) loss_bbox_1_hybrid: 0.1688 (0.1916) loss_giou_1_hybrid: 0.3447 (0.4192) loss_class_2_hybrid: 0.7377 (0.7581) loss_bbox_2_hybrid: 0.1678 (0.1887) loss_giou_2_hybrid: 0.3441 (0.4144) loss_class_3_hybrid: 0.7221 (0.7499) loss_bbox_3_hybrid: 0.1679 (0.1883) loss_giou_3_hybrid: 0.3435 (0.4132) loss_class_4_hybrid: 0.7363 (0.7465) loss_bbox_4_hybrid: 0.1681 (0.1884) loss_giou_4_hybrid: 0.3425 (0.4129) loss_class_enc_hybrid: 0.7702 (0.7810) loss_bbox_enc_hybrid: 0.2121 (0.2342) loss_giou_enc_hybrid: 0.4246 (0.4874) mem: 1027 max mem: 36965 [2024-01-15 19:27:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:28:10 det.util.engine] INFO: Epoch: [8] [7600/11727] eta: 1:14:16 lr: 0.000100 data_time: 0.0033 iter_time: 1.1272 loss: 25.9515 (26.1405) loss_class: 0.7332 (0.7436) loss_bbox: 0.1759 (0.1758) loss_giou: 0.4004 (0.3839) loss_class_0: 0.9071 (0.9138) loss_bbox_0: 0.1524 (0.1759) loss_giou_0: 0.4015 (0.3888) loss_class_1: 0.7611 (0.7980) loss_bbox_1: 0.1558 (0.1770) loss_giou_1: 0.4148 (0.3872) loss_class_2: 0.7318 (0.7685) loss_bbox_2: 0.1768 (0.1751) loss_giou_2: 0.4011 (0.3845) loss_class_3: 0.7234 (0.7533) loss_bbox_3: 0.1765 (0.1753) loss_giou_3: 0.3939 (0.3836) loss_class_4: 0.7380 (0.7453) loss_bbox_4: 0.1770 (0.1757) loss_giou_4: 0.3994 (0.3839) loss_class_enc: 0.8393 (0.8646) loss_bbox_enc: 0.1942 (0.2096) loss_giou_enc: 0.4419 (0.4396) loss_class_dn: 0.3815 (0.3776) loss_bbox_dn: 0.2310 (0.2547) loss_giou_dn: 0.4175 (0.4293) loss_class_dn_0: 0.4686 (0.4727) loss_bbox_dn_0: 0.3466 (0.3569) loss_giou_dn_0: 0.5613 (0.5577) loss_class_dn_1: 0.4060 (0.4070) loss_bbox_dn_1: 0.2516 (0.2794) loss_giou_dn_1: 0.4636 (0.4609) loss_class_dn_2: 0.3876 (0.3862) loss_bbox_dn_2: 0.2313 (0.2589) loss_giou_dn_2: 0.4224 (0.4358) loss_class_dn_3: 0.3827 (0.3799) loss_bbox_dn_3: 0.2316 (0.2555) loss_giou_dn_3: 0.4159 (0.4307) loss_class_dn_4: 0.3788 (0.3776) loss_bbox_dn_4: 0.2310 (0.2547) loss_giou_dn_4: 0.4163 (0.4292) loss_class_hybrid: 0.7126 (0.7461) loss_bbox_hybrid: 0.1791 (0.1884) loss_giou_hybrid: 0.4258 (0.4129) loss_class_0_hybrid: 0.7914 (0.8147) loss_bbox_0_hybrid: 0.1917 (0.1964) loss_giou_0_hybrid: 0.4389 (0.4288) loss_class_1_hybrid: 0.7132 (0.7716) loss_bbox_1_hybrid: 0.1891 (0.1916) loss_giou_1_hybrid: 0.4338 (0.4192) loss_class_2_hybrid: 0.7352 (0.7582) loss_bbox_2_hybrid: 0.1848 (0.1887) loss_giou_2_hybrid: 0.4330 (0.4144) loss_class_3_hybrid: 0.7066 (0.7499) loss_bbox_3_hybrid: 0.1829 (0.1883) loss_giou_3_hybrid: 0.4286 (0.4132) loss_class_4_hybrid: 0.7099 (0.7465) loss_bbox_4_hybrid: 0.1841 (0.1884) loss_giou_4_hybrid: 0.4266 (0.4130) loss_class_enc_hybrid: 0.7453 (0.7809) loss_bbox_enc_hybrid: 0.2306 (0.2342) loss_giou_enc_hybrid: 0.4898 (0.4874) mem: 1019 max mem: 36965 [2024-01-15 19:28:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:29:05 det.util.engine] INFO: Epoch: [8] [7650/11727] eta: 1:13:22 lr: 0.000100 data_time: 0.0031 iter_time: 1.0735 loss: 26.4103 (26.1409) loss_class: 0.7611 (0.7437) loss_bbox: 0.1649 (0.1758) loss_giou: 0.4031 (0.3839) loss_class_0: 0.9099 (0.9138) loss_bbox_0: 0.1639 (0.1759) loss_giou_0: 0.4068 (0.3889) loss_class_1: 0.8155 (0.7980) loss_bbox_1: 0.1747 (0.1770) loss_giou_1: 0.3848 (0.3872) loss_class_2: 0.7761 (0.7685) loss_bbox_2: 0.1689 (0.1751) loss_giou_2: 0.3982 (0.3845) loss_class_3: 0.7477 (0.7533) loss_bbox_3: 0.1675 (0.1753) loss_giou_3: 0.4015 (0.3837) loss_class_4: 0.7587 (0.7453) loss_bbox_4: 0.1648 (0.1757) loss_giou_4: 0.4029 (0.3840) loss_class_enc: 0.8355 (0.8645) loss_bbox_enc: 0.1947 (0.2096) loss_giou_enc: 0.4522 (0.4396) loss_class_dn: 0.3859 (0.3776) loss_bbox_dn: 0.2540 (0.2547) loss_giou_dn: 0.4355 (0.4293) loss_class_dn_0: 0.4691 (0.4727) loss_bbox_dn_0: 0.3454 (0.3569) loss_giou_dn_0: 0.5657 (0.5577) loss_class_dn_1: 0.4136 (0.4070) loss_bbox_dn_1: 0.2806 (0.2794) loss_giou_dn_1: 0.4738 (0.4609) loss_class_dn_2: 0.3937 (0.3862) loss_bbox_dn_2: 0.2543 (0.2589) loss_giou_dn_2: 0.4436 (0.4358) loss_class_dn_3: 0.3831 (0.3799) loss_bbox_dn_3: 0.2543 (0.2555) loss_giou_dn_3: 0.4360 (0.4307) loss_class_dn_4: 0.3867 (0.3776) loss_bbox_dn_4: 0.2541 (0.2547) loss_giou_dn_4: 0.4354 (0.4292) loss_class_hybrid: 0.7462 (0.7462) loss_bbox_hybrid: 0.1716 (0.1883) loss_giou_hybrid: 0.4278 (0.4129) loss_class_0_hybrid: 0.8015 (0.8147) loss_bbox_0_hybrid: 0.1811 (0.1964) loss_giou_0_hybrid: 0.4483 (0.4288) loss_class_1_hybrid: 0.7619 (0.7717) loss_bbox_1_hybrid: 0.1765 (0.1916) loss_giou_1_hybrid: 0.4366 (0.4193) loss_class_2_hybrid: 0.7429 (0.7581) loss_bbox_2_hybrid: 0.1772 (0.1886) loss_giou_2_hybrid: 0.4279 (0.4145) loss_class_3_hybrid: 0.7405 (0.7499) loss_bbox_3_hybrid: 0.1756 (0.1883) loss_giou_3_hybrid: 0.4292 (0.4133) loss_class_4_hybrid: 0.7435 (0.7465) loss_bbox_4_hybrid: 0.1771 (0.1884) loss_giou_4_hybrid: 0.4309 (0.4130) loss_class_enc_hybrid: 0.7583 (0.7809) loss_bbox_enc_hybrid: 0.2074 (0.2342) loss_giou_enc_hybrid: 0.4988 (0.4875) mem: 1038 max mem: 36965 [2024-01-15 19:29:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:30:00 det.util.engine] INFO: Epoch: [8] [7700/11727] eta: 1:12:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.0786 loss: 26.0628 (26.1402) loss_class: 0.7098 (0.7436) loss_bbox: 0.1607 (0.1759) loss_giou: 0.3967 (0.3839) loss_class_0: 0.8808 (0.9138) loss_bbox_0: 0.1701 (0.1759) loss_giou_0: 0.4099 (0.3888) loss_class_1: 0.7558 (0.7979) loss_bbox_1: 0.1678 (0.1770) loss_giou_1: 0.4059 (0.3872) loss_class_2: 0.7360 (0.7684) loss_bbox_2: 0.1602 (0.1752) loss_giou_2: 0.4082 (0.3845) loss_class_3: 0.7223 (0.7532) loss_bbox_3: 0.1662 (0.1754) loss_giou_3: 0.4005 (0.3837) loss_class_4: 0.7057 (0.7452) loss_bbox_4: 0.1624 (0.1757) loss_giou_4: 0.3999 (0.3840) loss_class_enc: 0.8445 (0.8645) loss_bbox_enc: 0.1836 (0.2096) loss_giou_enc: 0.4553 (0.4395) loss_class_dn: 0.3801 (0.3776) loss_bbox_dn: 0.2494 (0.2547) loss_giou_dn: 0.4416 (0.4293) loss_class_dn_0: 0.4647 (0.4727) loss_bbox_dn_0: 0.3384 (0.3569) loss_giou_dn_0: 0.5746 (0.5577) loss_class_dn_1: 0.4077 (0.4070) loss_bbox_dn_1: 0.2678 (0.2794) loss_giou_dn_1: 0.4679 (0.4609) loss_class_dn_2: 0.3895 (0.3862) loss_bbox_dn_2: 0.2555 (0.2589) loss_giou_dn_2: 0.4496 (0.4358) loss_class_dn_3: 0.3807 (0.3799) loss_bbox_dn_3: 0.2493 (0.2555) loss_giou_dn_3: 0.4442 (0.4307) loss_class_dn_4: 0.3819 (0.3776) loss_bbox_dn_4: 0.2494 (0.2547) loss_giou_dn_4: 0.4417 (0.4292) loss_class_hybrid: 0.7297 (0.7461) loss_bbox_hybrid: 0.1612 (0.1884) loss_giou_hybrid: 0.4180 (0.4129) loss_class_0_hybrid: 0.7820 (0.8146) loss_bbox_0_hybrid: 0.1741 (0.1964) loss_giou_0_hybrid: 0.4350 (0.4288) loss_class_1_hybrid: 0.7517 (0.7716) loss_bbox_1_hybrid: 0.1714 (0.1917) loss_giou_1_hybrid: 0.4311 (0.4193) loss_class_2_hybrid: 0.7337 (0.7580) loss_bbox_2_hybrid: 0.1673 (0.1887) loss_giou_2_hybrid: 0.4222 (0.4145) loss_class_3_hybrid: 0.7257 (0.7498) loss_bbox_3_hybrid: 0.1626 (0.1883) loss_giou_3_hybrid: 0.4133 (0.4133) loss_class_4_hybrid: 0.7252 (0.7464) loss_bbox_4_hybrid: 0.1628 (0.1884) loss_giou_4_hybrid: 0.4120 (0.4130) loss_class_enc_hybrid: 0.7558 (0.7809) loss_bbox_enc_hybrid: 0.2042 (0.2342) loss_giou_enc_hybrid: 0.5002 (0.4874) mem: 1027 max mem: 36965 [2024-01-15 19:30:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:30:52 det.util.engine] INFO: Epoch: [8] [7750/11727] eta: 1:11:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0322 loss: 25.2784 (26.1380) loss_class: 0.7392 (0.7436) loss_bbox: 0.1499 (0.1758) loss_giou: 0.3737 (0.3839) loss_class_0: 0.9002 (0.9137) loss_bbox_0: 0.1570 (0.1759) loss_giou_0: 0.3791 (0.3888) loss_class_1: 0.8421 (0.7980) loss_bbox_1: 0.1545 (0.1769) loss_giou_1: 0.3559 (0.3872) loss_class_2: 0.7842 (0.7684) loss_bbox_2: 0.1492 (0.1751) loss_giou_2: 0.3730 (0.3845) loss_class_3: 0.7655 (0.7532) loss_bbox_3: 0.1488 (0.1753) loss_giou_3: 0.3741 (0.3837) loss_class_4: 0.7359 (0.7452) loss_bbox_4: 0.1499 (0.1756) loss_giou_4: 0.3737 (0.3839) loss_class_enc: 0.8516 (0.8645) loss_bbox_enc: 0.1800 (0.2095) loss_giou_enc: 0.4362 (0.4395) loss_class_dn: 0.3727 (0.3775) loss_bbox_dn: 0.2479 (0.2546) loss_giou_dn: 0.4300 (0.4293) loss_class_dn_0: 0.4645 (0.4727) loss_bbox_dn_0: 0.3398 (0.3568) loss_giou_dn_0: 0.5646 (0.5577) loss_class_dn_1: 0.3930 (0.4070) loss_bbox_dn_1: 0.2618 (0.2793) loss_giou_dn_1: 0.4751 (0.4609) loss_class_dn_2: 0.3760 (0.3862) loss_bbox_dn_2: 0.2473 (0.2588) loss_giou_dn_2: 0.4428 (0.4358) loss_class_dn_3: 0.3731 (0.3799) loss_bbox_dn_3: 0.2479 (0.2555) loss_giou_dn_3: 0.4321 (0.4307) loss_class_dn_4: 0.3690 (0.3776) loss_bbox_dn_4: 0.2479 (0.2546) loss_giou_dn_4: 0.4300 (0.4292) loss_class_hybrid: 0.7365 (0.7461) loss_bbox_hybrid: 0.1686 (0.1883) loss_giou_hybrid: 0.4060 (0.4129) loss_class_0_hybrid: 0.7925 (0.8146) loss_bbox_0_hybrid: 0.1690 (0.1964) loss_giou_0_hybrid: 0.4193 (0.4288) loss_class_1_hybrid: 0.7581 (0.7716) loss_bbox_1_hybrid: 0.1614 (0.1916) loss_giou_1_hybrid: 0.4064 (0.4192) loss_class_2_hybrid: 0.7435 (0.7580) loss_bbox_2_hybrid: 0.1612 (0.1886) loss_giou_2_hybrid: 0.4077 (0.4144) loss_class_3_hybrid: 0.7436 (0.7498) loss_bbox_3_hybrid: 0.1640 (0.1883) loss_giou_3_hybrid: 0.4049 (0.4132) loss_class_4_hybrid: 0.7342 (0.7464) loss_bbox_4_hybrid: 0.1687 (0.1884) loss_giou_4_hybrid: 0.4038 (0.4130) loss_class_enc_hybrid: 0.7713 (0.7808) loss_bbox_enc_hybrid: 0.2134 (0.2341) loss_giou_enc_hybrid: 0.4694 (0.4874) mem: 1023 max mem: 36965 [2024-01-15 19:30:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:31:45 det.util.engine] INFO: Epoch: [8] [7800/11727] eta: 1:10:39 lr: 0.000100 data_time: 0.0032 iter_time: 1.0673 loss: 24.8002 (26.1332) loss_class: 0.7282 (0.7435) loss_bbox: 0.1448 (0.1757) loss_giou: 0.3538 (0.3838) loss_class_0: 0.8944 (0.9136) loss_bbox_0: 0.1457 (0.1758) loss_giou_0: 0.3525 (0.3887) loss_class_1: 0.8052 (0.7980) loss_bbox_1: 0.1418 (0.1769) loss_giou_1: 0.3431 (0.3871) loss_class_2: 0.7585 (0.7684) loss_bbox_2: 0.1434 (0.1750) loss_giou_2: 0.3451 (0.3843) loss_class_3: 0.7383 (0.7531) loss_bbox_3: 0.1461 (0.1752) loss_giou_3: 0.3481 (0.3835) loss_class_4: 0.7324 (0.7451) loss_bbox_4: 0.1436 (0.1756) loss_giou_4: 0.3537 (0.3838) loss_class_enc: 0.8291 (0.8645) loss_bbox_enc: 0.1783 (0.2094) loss_giou_enc: 0.4085 (0.4394) loss_class_dn: 0.3660 (0.3775) loss_bbox_dn: 0.2273 (0.2546) loss_giou_dn: 0.3915 (0.4292) loss_class_dn_0: 0.4757 (0.4727) loss_bbox_dn_0: 0.3107 (0.3567) loss_giou_dn_0: 0.5087 (0.5575) loss_class_dn_1: 0.3935 (0.4069) loss_bbox_dn_1: 0.2505 (0.2793) loss_giou_dn_1: 0.4244 (0.4607) loss_class_dn_2: 0.3747 (0.3861) loss_bbox_dn_2: 0.2332 (0.2588) loss_giou_dn_2: 0.4000 (0.4356) loss_class_dn_3: 0.3681 (0.3798) loss_bbox_dn_3: 0.2273 (0.2554) loss_giou_dn_3: 0.3935 (0.4305) loss_class_dn_4: 0.3678 (0.3775) loss_bbox_dn_4: 0.2271 (0.2546) loss_giou_dn_4: 0.3915 (0.4291) loss_class_hybrid: 0.7318 (0.7461) loss_bbox_hybrid: 0.1572 (0.1883) loss_giou_hybrid: 0.3701 (0.4127) loss_class_0_hybrid: 0.7854 (0.8145) loss_bbox_0_hybrid: 0.1687 (0.1963) loss_giou_0_hybrid: 0.3754 (0.4286) loss_class_1_hybrid: 0.7508 (0.7715) loss_bbox_1_hybrid: 0.1642 (0.1916) loss_giou_1_hybrid: 0.3779 (0.4191) loss_class_2_hybrid: 0.7517 (0.7579) loss_bbox_2_hybrid: 0.1494 (0.1886) loss_giou_2_hybrid: 0.3779 (0.4143) loss_class_3_hybrid: 0.7336 (0.7497) loss_bbox_3_hybrid: 0.1569 (0.1882) loss_giou_3_hybrid: 0.3741 (0.4131) loss_class_4_hybrid: 0.7388 (0.7463) loss_bbox_4_hybrid: 0.1569 (0.1883) loss_giou_4_hybrid: 0.3728 (0.4128) loss_class_enc_hybrid: 0.7543 (0.7808) loss_bbox_enc_hybrid: 0.2017 (0.2341) loss_giou_enc_hybrid: 0.4272 (0.4873) mem: 1034 max mem: 36965 [2024-01-15 19:31:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:32:42 det.util.engine] INFO: Epoch: [8] [7850/11727] eta: 1:09:47 lr: 0.000100 data_time: 0.0034 iter_time: 1.1213 loss: 27.2955 (26.1368) loss_class: 0.7412 (0.7436) loss_bbox: 0.1848 (0.1758) loss_giou: 0.3574 (0.3838) loss_class_0: 0.9260 (0.9137) loss_bbox_0: 0.1786 (0.1759) loss_giou_0: 0.3789 (0.3888) loss_class_1: 0.8052 (0.7981) loss_bbox_1: 0.1841 (0.1769) loss_giou_1: 0.3668 (0.3871) loss_class_2: 0.7883 (0.7686) loss_bbox_2: 0.1818 (0.1751) loss_giou_2: 0.3661 (0.3844) loss_class_3: 0.7668 (0.7533) loss_bbox_3: 0.1860 (0.1753) loss_giou_3: 0.3642 (0.3836) loss_class_4: 0.7530 (0.7452) loss_bbox_4: 0.1897 (0.1756) loss_giou_4: 0.3673 (0.3839) loss_class_enc: 0.8546 (0.8645) loss_bbox_enc: 0.2180 (0.2095) loss_giou_enc: 0.4494 (0.4395) loss_class_dn: 0.3868 (0.3775) loss_bbox_dn: 0.2636 (0.2546) loss_giou_dn: 0.4338 (0.4292) loss_class_dn_0: 0.4703 (0.4727) loss_bbox_dn_0: 0.3802 (0.3568) loss_giou_dn_0: 0.5621 (0.5575) loss_class_dn_1: 0.4089 (0.4069) loss_bbox_dn_1: 0.2920 (0.2793) loss_giou_dn_1: 0.4698 (0.4608) loss_class_dn_2: 0.3891 (0.3862) loss_bbox_dn_2: 0.2651 (0.2588) loss_giou_dn_2: 0.4472 (0.4357) loss_class_dn_3: 0.3885 (0.3799) loss_bbox_dn_3: 0.2649 (0.2555) loss_giou_dn_3: 0.4366 (0.4306) loss_class_dn_4: 0.3908 (0.3776) loss_bbox_dn_4: 0.2636 (0.2546) loss_giou_dn_4: 0.4339 (0.4291) loss_class_hybrid: 0.7489 (0.7461) loss_bbox_hybrid: 0.1852 (0.1883) loss_giou_hybrid: 0.4078 (0.4128) loss_class_0_hybrid: 0.8192 (0.8146) loss_bbox_0_hybrid: 0.1996 (0.1964) loss_giou_0_hybrid: 0.4276 (0.4287) loss_class_1_hybrid: 0.7777 (0.7716) loss_bbox_1_hybrid: 0.1949 (0.1916) loss_giou_1_hybrid: 0.4237 (0.4191) loss_class_2_hybrid: 0.7669 (0.7580) loss_bbox_2_hybrid: 0.1870 (0.1886) loss_giou_2_hybrid: 0.4143 (0.4144) loss_class_3_hybrid: 0.7530 (0.7498) loss_bbox_3_hybrid: 0.1856 (0.1883) loss_giou_3_hybrid: 0.4095 (0.4131) loss_class_4_hybrid: 0.7388 (0.7464) loss_bbox_4_hybrid: 0.1852 (0.1884) loss_giou_4_hybrid: 0.4077 (0.4129) loss_class_enc_hybrid: 0.7618 (0.7808) loss_bbox_enc_hybrid: 0.2515 (0.2342) loss_giou_enc_hybrid: 0.5002 (0.4873) mem: 1029 max mem: 36965 [2024-01-15 19:32:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:33:36 det.util.engine] INFO: Epoch: [8] [7900/11727] eta: 1:08:53 lr: 0.000100 data_time: 0.0031 iter_time: 1.1167 loss: 24.9180 (26.1337) loss_class: 0.6845 (0.7437) loss_bbox: 0.1618 (0.1757) loss_giou: 0.3927 (0.3837) loss_class_0: 0.8680 (0.9137) loss_bbox_0: 0.1599 (0.1758) loss_giou_0: 0.3788 (0.3886) loss_class_1: 0.7782 (0.7982) loss_bbox_1: 0.1579 (0.1769) loss_giou_1: 0.3867 (0.3870) loss_class_2: 0.7225 (0.7687) loss_bbox_2: 0.1555 (0.1750) loss_giou_2: 0.3873 (0.3842) loss_class_3: 0.7021 (0.7533) loss_bbox_3: 0.1613 (0.1753) loss_giou_3: 0.3913 (0.3835) loss_class_4: 0.6851 (0.7453) loss_bbox_4: 0.1643 (0.1756) loss_giou_4: 0.3923 (0.3838) loss_class_enc: 0.8254 (0.8646) loss_bbox_enc: 0.1870 (0.2095) loss_giou_enc: 0.4286 (0.4393) loss_class_dn: 0.3764 (0.3775) loss_bbox_dn: 0.2138 (0.2546) loss_giou_dn: 0.4334 (0.4291) loss_class_dn_0: 0.4690 (0.4727) loss_bbox_dn_0: 0.3029 (0.3568) loss_giou_dn_0: 0.5570 (0.5574) loss_class_dn_1: 0.4079 (0.4069) loss_bbox_dn_1: 0.2293 (0.2793) loss_giou_dn_1: 0.4600 (0.4607) loss_class_dn_2: 0.3879 (0.3861) loss_bbox_dn_2: 0.2173 (0.2588) loss_giou_dn_2: 0.4373 (0.4356) loss_class_dn_3: 0.3801 (0.3798) loss_bbox_dn_3: 0.2149 (0.2554) loss_giou_dn_3: 0.4361 (0.4305) loss_class_dn_4: 0.3756 (0.3775) loss_bbox_dn_4: 0.2139 (0.2546) loss_giou_dn_4: 0.4338 (0.4290) loss_class_hybrid: 0.7130 (0.7461) loss_bbox_hybrid: 0.1685 (0.1883) loss_giou_hybrid: 0.4132 (0.4126) loss_class_0_hybrid: 0.7700 (0.8146) loss_bbox_0_hybrid: 0.1724 (0.1963) loss_giou_0_hybrid: 0.4293 (0.4285) loss_class_1_hybrid: 0.7381 (0.7716) loss_bbox_1_hybrid: 0.1700 (0.1916) loss_giou_1_hybrid: 0.4128 (0.4190) loss_class_2_hybrid: 0.7288 (0.7580) loss_bbox_2_hybrid: 0.1672 (0.1886) loss_giou_2_hybrid: 0.4148 (0.4142) loss_class_3_hybrid: 0.7101 (0.7499) loss_bbox_3_hybrid: 0.1682 (0.1882) loss_giou_3_hybrid: 0.4136 (0.4130) loss_class_4_hybrid: 0.7175 (0.7464) loss_bbox_4_hybrid: 0.1673 (0.1883) loss_giou_4_hybrid: 0.4121 (0.4127) loss_class_enc_hybrid: 0.7463 (0.7808) loss_bbox_enc_hybrid: 0.2137 (0.2341) loss_giou_enc_hybrid: 0.4812 (0.4872) mem: 1015 max mem: 36965 [2024-01-15 19:33:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:34:30 det.util.engine] INFO: Epoch: [8] [7950/11727] eta: 1:07:59 lr: 0.000100 data_time: 0.0039 iter_time: 1.0733 loss: 26.0019 (26.1321) loss_class: 0.7072 (0.7437) loss_bbox: 0.1668 (0.1757) loss_giou: 0.3556 (0.3836) loss_class_0: 0.8983 (0.9138) loss_bbox_0: 0.1615 (0.1758) loss_giou_0: 0.3701 (0.3886) loss_class_1: 0.7688 (0.7982) loss_bbox_1: 0.1667 (0.1769) loss_giou_1: 0.3710 (0.3869) loss_class_2: 0.7191 (0.7687) loss_bbox_2: 0.1639 (0.1750) loss_giou_2: 0.3610 (0.3842) loss_class_3: 0.7052 (0.7533) loss_bbox_3: 0.1673 (0.1752) loss_giou_3: 0.3536 (0.3834) loss_class_4: 0.6954 (0.7453) loss_bbox_4: 0.1676 (0.1756) loss_giou_4: 0.3558 (0.3837) loss_class_enc: 0.8802 (0.8646) loss_bbox_enc: 0.2033 (0.2095) loss_giou_enc: 0.4137 (0.4393) loss_class_dn: 0.3744 (0.3775) loss_bbox_dn: 0.2336 (0.2546) loss_giou_dn: 0.3972 (0.4290) loss_class_dn_0: 0.4693 (0.4727) loss_bbox_dn_0: 0.3385 (0.3567) loss_giou_dn_0: 0.5282 (0.5573) loss_class_dn_1: 0.4030 (0.4069) loss_bbox_dn_1: 0.2546 (0.2793) loss_giou_dn_1: 0.4215 (0.4606) loss_class_dn_2: 0.3871 (0.3861) loss_bbox_dn_2: 0.2379 (0.2588) loss_giou_dn_2: 0.3984 (0.4355) loss_class_dn_3: 0.3777 (0.3798) loss_bbox_dn_3: 0.2340 (0.2554) loss_giou_dn_3: 0.3978 (0.4304) loss_class_dn_4: 0.3788 (0.3775) loss_bbox_dn_4: 0.2337 (0.2546) loss_giou_dn_4: 0.3968 (0.4289) loss_class_hybrid: 0.7270 (0.7462) loss_bbox_hybrid: 0.1797 (0.1882) loss_giou_hybrid: 0.3584 (0.4126) loss_class_0_hybrid: 0.8000 (0.8147) loss_bbox_0_hybrid: 0.1841 (0.1963) loss_giou_0_hybrid: 0.3611 (0.4284) loss_class_1_hybrid: 0.7635 (0.7717) loss_bbox_1_hybrid: 0.1782 (0.1915) loss_giou_1_hybrid: 0.3548 (0.4189) loss_class_2_hybrid: 0.7543 (0.7581) loss_bbox_2_hybrid: 0.1764 (0.1885) loss_giou_2_hybrid: 0.3468 (0.4141) loss_class_3_hybrid: 0.7292 (0.7499) loss_bbox_3_hybrid: 0.1772 (0.1882) loss_giou_3_hybrid: 0.3547 (0.4129) loss_class_4_hybrid: 0.7295 (0.7465) loss_bbox_4_hybrid: 0.1803 (0.1883) loss_giou_4_hybrid: 0.3577 (0.4127) loss_class_enc_hybrid: 0.7644 (0.7809) loss_bbox_enc_hybrid: 0.2180 (0.2341) loss_giou_enc_hybrid: 0.4217 (0.4871) mem: 1016 max mem: 36965 [2024-01-15 19:34:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:35:24 det.util.engine] INFO: Epoch: [8] [8000/11727] eta: 1:07:04 lr: 0.000100 data_time: 0.0032 iter_time: 1.0703 loss: 25.6420 (26.1310) loss_class: 0.6961 (0.7437) loss_bbox: 0.1712 (0.1757) loss_giou: 0.3072 (0.3836) loss_class_0: 0.9344 (0.9139) loss_bbox_0: 0.1746 (0.1758) loss_giou_0: 0.3209 (0.3885) loss_class_1: 0.7851 (0.7982) loss_bbox_1: 0.1669 (0.1768) loss_giou_1: 0.3048 (0.3869) loss_class_2: 0.7376 (0.7686) loss_bbox_2: 0.1711 (0.1750) loss_giou_2: 0.3036 (0.3841) loss_class_3: 0.7410 (0.7533) loss_bbox_3: 0.1697 (0.1752) loss_giou_3: 0.3018 (0.3833) loss_class_4: 0.7307 (0.7453) loss_bbox_4: 0.1655 (0.1756) loss_giou_4: 0.3025 (0.3836) loss_class_enc: 0.8507 (0.8646) loss_bbox_enc: 0.1995 (0.2095) loss_giou_enc: 0.3709 (0.4392) loss_class_dn: 0.3749 (0.3775) loss_bbox_dn: 0.2278 (0.2546) loss_giou_dn: 0.3801 (0.4290) loss_class_dn_0: 0.4722 (0.4727) loss_bbox_dn_0: 0.3428 (0.3568) loss_giou_dn_0: 0.4977 (0.5573) loss_class_dn_1: 0.4044 (0.4069) loss_bbox_dn_1: 0.2511 (0.2793) loss_giou_dn_1: 0.3953 (0.4605) loss_class_dn_2: 0.3864 (0.3861) loss_bbox_dn_2: 0.2351 (0.2588) loss_giou_dn_2: 0.3840 (0.4354) loss_class_dn_3: 0.3815 (0.3798) loss_bbox_dn_3: 0.2276 (0.2555) loss_giou_dn_3: 0.3817 (0.4303) loss_class_dn_4: 0.3774 (0.3775) loss_bbox_dn_4: 0.2279 (0.2546) loss_giou_dn_4: 0.3804 (0.4288) loss_class_hybrid: 0.7300 (0.7462) loss_bbox_hybrid: 0.1756 (0.1882) loss_giou_hybrid: 0.3306 (0.4125) loss_class_0_hybrid: 0.8124 (0.8147) loss_bbox_0_hybrid: 0.1942 (0.1963) loss_giou_0_hybrid: 0.3505 (0.4284) loss_class_1_hybrid: 0.7650 (0.7717) loss_bbox_1_hybrid: 0.1883 (0.1915) loss_giou_1_hybrid: 0.3386 (0.4189) loss_class_2_hybrid: 0.7545 (0.7581) loss_bbox_2_hybrid: 0.1829 (0.1885) loss_giou_2_hybrid: 0.3322 (0.4141) loss_class_3_hybrid: 0.7448 (0.7499) loss_bbox_3_hybrid: 0.1776 (0.1882) loss_giou_3_hybrid: 0.3304 (0.4129) loss_class_4_hybrid: 0.7454 (0.7464) loss_bbox_4_hybrid: 0.1753 (0.1883) loss_giou_4_hybrid: 0.3307 (0.4126) loss_class_enc_hybrid: 0.7802 (0.7808) loss_bbox_enc_hybrid: 0.2279 (0.2341) loss_giou_enc_hybrid: 0.4054 (0.4871) mem: 1028 max mem: 36965 [2024-01-15 19:35:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:36:18 det.util.engine] INFO: Epoch: [8] [8050/11727] eta: 1:06:11 lr: 0.000100 data_time: 0.0033 iter_time: 1.0897 loss: 26.7320 (26.1327) loss_class: 0.7773 (0.7438) loss_bbox: 0.1649 (0.1757) loss_giou: 0.3505 (0.3835) loss_class_0: 0.9570 (0.9141) loss_bbox_0: 0.1612 (0.1758) loss_giou_0: 0.3603 (0.3884) loss_class_1: 0.8708 (0.7984) loss_bbox_1: 0.1574 (0.1769) loss_giou_1: 0.3515 (0.3868) loss_class_2: 0.8207 (0.7688) loss_bbox_2: 0.1576 (0.1750) loss_giou_2: 0.3469 (0.3840) loss_class_3: 0.8029 (0.7534) loss_bbox_3: 0.1609 (0.1752) loss_giou_3: 0.3504 (0.3833) loss_class_4: 0.7845 (0.7454) loss_bbox_4: 0.1648 (0.1756) loss_giou_4: 0.3509 (0.3836) loss_class_enc: 0.8913 (0.8648) loss_bbox_enc: 0.1942 (0.2095) loss_giou_enc: 0.4102 (0.4391) loss_class_dn: 0.3790 (0.3775) loss_bbox_dn: 0.2352 (0.2547) loss_giou_dn: 0.4086 (0.4289) loss_class_dn_0: 0.4642 (0.4727) loss_bbox_dn_0: 0.3288 (0.3570) loss_giou_dn_0: 0.5358 (0.5572) loss_class_dn_1: 0.4047 (0.4069) loss_bbox_dn_1: 0.2501 (0.2795) loss_giou_dn_1: 0.4374 (0.4605) loss_class_dn_2: 0.3833 (0.3861) loss_bbox_dn_2: 0.2331 (0.2589) loss_giou_dn_2: 0.4158 (0.4354) loss_class_dn_3: 0.3784 (0.3798) loss_bbox_dn_3: 0.2351 (0.2555) loss_giou_dn_3: 0.4110 (0.4302) loss_class_dn_4: 0.3781 (0.3775) loss_bbox_dn_4: 0.2352 (0.2547) loss_giou_dn_4: 0.4086 (0.4288) loss_class_hybrid: 0.7802 (0.7463) loss_bbox_hybrid: 0.1733 (0.1883) loss_giou_hybrid: 0.3851 (0.4124) loss_class_0_hybrid: 0.8518 (0.8149) loss_bbox_0_hybrid: 0.1811 (0.1963) loss_giou_0_hybrid: 0.4055 (0.4283) loss_class_1_hybrid: 0.8197 (0.7718) loss_bbox_1_hybrid: 0.1775 (0.1916) loss_giou_1_hybrid: 0.3973 (0.4188) loss_class_2_hybrid: 0.7975 (0.7582) loss_bbox_2_hybrid: 0.1739 (0.1886) loss_giou_2_hybrid: 0.3839 (0.4140) loss_class_3_hybrid: 0.7779 (0.7500) loss_bbox_3_hybrid: 0.1752 (0.1882) loss_giou_3_hybrid: 0.3833 (0.4128) loss_class_4_hybrid: 0.7807 (0.7466) loss_bbox_4_hybrid: 0.1737 (0.1883) loss_giou_4_hybrid: 0.3846 (0.4125) loss_class_enc_hybrid: 0.8163 (0.7810) loss_bbox_enc_hybrid: 0.2219 (0.2342) loss_giou_enc_hybrid: 0.4745 (0.4870) mem: 1030 max mem: 36965 [2024-01-15 19:36:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:37:13 det.util.engine] INFO: Epoch: [8] [8100/11727] eta: 1:05:17 lr: 0.000100 data_time: 0.0034 iter_time: 1.0803 loss: 26.6446 (26.1309) loss_class: 0.6903 (0.7437) loss_bbox: 0.1696 (0.1757) loss_giou: 0.4121 (0.3835) loss_class_0: 0.8694 (0.9141) loss_bbox_0: 0.1708 (0.1758) loss_giou_0: 0.4126 (0.3884) loss_class_1: 0.7347 (0.7983) loss_bbox_1: 0.1739 (0.1768) loss_giou_1: 0.4146 (0.3867) loss_class_2: 0.7132 (0.7688) loss_bbox_2: 0.1736 (0.1750) loss_giou_2: 0.4062 (0.3840) loss_class_3: 0.7149 (0.7534) loss_bbox_3: 0.1715 (0.1752) loss_giou_3: 0.4071 (0.3833) loss_class_4: 0.6901 (0.7453) loss_bbox_4: 0.1696 (0.1756) loss_giou_4: 0.4119 (0.3836) loss_class_enc: 0.8367 (0.8647) loss_bbox_enc: 0.2020 (0.2095) loss_giou_enc: 0.4329 (0.4391) loss_class_dn: 0.3818 (0.3775) loss_bbox_dn: 0.2344 (0.2546) loss_giou_dn: 0.4304 (0.4288) loss_class_dn_0: 0.4650 (0.4727) loss_bbox_dn_0: 0.3052 (0.3569) loss_giou_dn_0: 0.5353 (0.5571) loss_class_dn_1: 0.4052 (0.4069) loss_bbox_dn_1: 0.2465 (0.2794) loss_giou_dn_1: 0.4513 (0.4604) loss_class_dn_2: 0.3879 (0.3861) loss_bbox_dn_2: 0.2320 (0.2589) loss_giou_dn_2: 0.4365 (0.4353) loss_class_dn_3: 0.3842 (0.3798) loss_bbox_dn_3: 0.2335 (0.2555) loss_giou_dn_3: 0.4313 (0.4302) loss_class_dn_4: 0.3798 (0.3775) loss_bbox_dn_4: 0.2345 (0.2546) loss_giou_dn_4: 0.4300 (0.4287) loss_class_hybrid: 0.6916 (0.7462) loss_bbox_hybrid: 0.1946 (0.1883) loss_giou_hybrid: 0.4316 (0.4124) loss_class_0_hybrid: 0.7653 (0.8148) loss_bbox_0_hybrid: 0.1925 (0.1963) loss_giou_0_hybrid: 0.4419 (0.4283) loss_class_1_hybrid: 0.7072 (0.7717) loss_bbox_1_hybrid: 0.1928 (0.1916) loss_giou_1_hybrid: 0.4339 (0.4188) loss_class_2_hybrid: 0.7038 (0.7582) loss_bbox_2_hybrid: 0.1910 (0.1886) loss_giou_2_hybrid: 0.4315 (0.4140) loss_class_3_hybrid: 0.7001 (0.7500) loss_bbox_3_hybrid: 0.1917 (0.1882) loss_giou_3_hybrid: 0.4314 (0.4128) loss_class_4_hybrid: 0.6837 (0.7465) loss_bbox_4_hybrid: 0.1915 (0.1883) loss_giou_4_hybrid: 0.4328 (0.4125) loss_class_enc_hybrid: 0.7364 (0.7810) loss_bbox_enc_hybrid: 0.2279 (0.2341) loss_giou_enc_hybrid: 0.4980 (0.4869) mem: 1027 max mem: 36965 [2024-01-15 19:37:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:38:07 det.util.engine] INFO: Epoch: [8] [8150/11727] eta: 1:04:23 lr: 0.000100 data_time: 0.0033 iter_time: 1.0500 loss: 24.5612 (26.1270) loss_class: 0.7146 (0.7436) loss_bbox: 0.1481 (0.1757) loss_giou: 0.3776 (0.3834) loss_class_0: 0.8641 (0.9141) loss_bbox_0: 0.1579 (0.1757) loss_giou_0: 0.3759 (0.3883) loss_class_1: 0.7329 (0.7982) loss_bbox_1: 0.1529 (0.1768) loss_giou_1: 0.3972 (0.3867) loss_class_2: 0.7246 (0.7687) loss_bbox_2: 0.1502 (0.1750) loss_giou_2: 0.3827 (0.3839) loss_class_3: 0.6993 (0.7533) loss_bbox_3: 0.1469 (0.1752) loss_giou_3: 0.3781 (0.3832) loss_class_4: 0.7101 (0.7452) loss_bbox_4: 0.1481 (0.1756) loss_giou_4: 0.3776 (0.3835) loss_class_enc: 0.8053 (0.8646) loss_bbox_enc: 0.1895 (0.2094) loss_giou_enc: 0.4384 (0.4390) loss_class_dn: 0.3729 (0.3775) loss_bbox_dn: 0.2133 (0.2545) loss_giou_dn: 0.4105 (0.4287) loss_class_dn_0: 0.4605 (0.4727) loss_bbox_dn_0: 0.3066 (0.3568) loss_giou_dn_0: 0.5370 (0.5570) loss_class_dn_1: 0.3952 (0.4069) loss_bbox_dn_1: 0.2379 (0.2793) loss_giou_dn_1: 0.4392 (0.4603) loss_class_dn_2: 0.3777 (0.3861) loss_bbox_dn_2: 0.2169 (0.2588) loss_giou_dn_2: 0.4187 (0.4352) loss_class_dn_3: 0.3725 (0.3798) loss_bbox_dn_3: 0.2155 (0.2554) loss_giou_dn_3: 0.4143 (0.4301) loss_class_dn_4: 0.3724 (0.3775) loss_bbox_dn_4: 0.2132 (0.2545) loss_giou_dn_4: 0.4105 (0.4286) loss_class_hybrid: 0.6823 (0.7462) loss_bbox_hybrid: 0.1720 (0.1882) loss_giou_hybrid: 0.3893 (0.4123) loss_class_0_hybrid: 0.7587 (0.8148) loss_bbox_0_hybrid: 0.1679 (0.1962) loss_giou_0_hybrid: 0.4067 (0.4282) loss_class_1_hybrid: 0.7051 (0.7717) loss_bbox_1_hybrid: 0.1717 (0.1915) loss_giou_1_hybrid: 0.3934 (0.4187) loss_class_2_hybrid: 0.7099 (0.7582) loss_bbox_2_hybrid: 0.1710 (0.1885) loss_giou_2_hybrid: 0.3856 (0.4139) loss_class_3_hybrid: 0.6974 (0.7499) loss_bbox_3_hybrid: 0.1724 (0.1881) loss_giou_3_hybrid: 0.3896 (0.4127) loss_class_4_hybrid: 0.6822 (0.7465) loss_bbox_4_hybrid: 0.1713 (0.1883) loss_giou_4_hybrid: 0.3907 (0.4124) loss_class_enc_hybrid: 0.7474 (0.7810) loss_bbox_enc_hybrid: 0.2132 (0.2341) loss_giou_enc_hybrid: 0.4614 (0.4868) mem: 1026 max mem: 36965 [2024-01-15 19:38:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:39:01 det.util.engine] INFO: Epoch: [8] [8200/11727] eta: 1:03:29 lr: 0.000100 data_time: 0.0035 iter_time: 1.0859 loss: 24.7194 (26.1233) loss_class: 0.6704 (0.7435) loss_bbox: 0.1743 (0.1757) loss_giou: 0.3694 (0.3834) loss_class_0: 0.8633 (0.9140) loss_bbox_0: 0.1740 (0.1757) loss_giou_0: 0.3759 (0.3882) loss_class_1: 0.7187 (0.7981) loss_bbox_1: 0.1746 (0.1768) loss_giou_1: 0.3703 (0.3866) loss_class_2: 0.6964 (0.7686) loss_bbox_2: 0.1776 (0.1749) loss_giou_2: 0.3653 (0.3839) loss_class_3: 0.6813 (0.7531) loss_bbox_3: 0.1736 (0.1752) loss_giou_3: 0.3684 (0.3832) loss_class_4: 0.6730 (0.7451) loss_bbox_4: 0.1743 (0.1755) loss_giou_4: 0.3506 (0.3835) loss_class_enc: 0.7990 (0.8645) loss_bbox_enc: 0.2133 (0.2094) loss_giou_enc: 0.4332 (0.4390) loss_class_dn: 0.3585 (0.3774) loss_bbox_dn: 0.2429 (0.2545) loss_giou_dn: 0.3865 (0.4287) loss_class_dn_0: 0.4671 (0.4726) loss_bbox_dn_0: 0.3447 (0.3567) loss_giou_dn_0: 0.5212 (0.5569) loss_class_dn_1: 0.3892 (0.4068) loss_bbox_dn_1: 0.2620 (0.2793) loss_giou_dn_1: 0.4249 (0.4602) loss_class_dn_2: 0.3685 (0.3860) loss_bbox_dn_2: 0.2454 (0.2587) loss_giou_dn_2: 0.3984 (0.4351) loss_class_dn_3: 0.3603 (0.3797) loss_bbox_dn_3: 0.2446 (0.2553) loss_giou_dn_3: 0.3873 (0.4300) loss_class_dn_4: 0.3590 (0.3774) loss_bbox_dn_4: 0.2429 (0.2545) loss_giou_dn_4: 0.3863 (0.4285) loss_class_hybrid: 0.6915 (0.7461) loss_bbox_hybrid: 0.1765 (0.1882) loss_giou_hybrid: 0.3810 (0.4123) loss_class_0_hybrid: 0.7521 (0.8147) loss_bbox_0_hybrid: 0.1899 (0.1962) loss_giou_0_hybrid: 0.3926 (0.4281) loss_class_1_hybrid: 0.7139 (0.7716) loss_bbox_1_hybrid: 0.1804 (0.1914) loss_giou_1_hybrid: 0.3783 (0.4186) loss_class_2_hybrid: 0.7067 (0.7581) loss_bbox_2_hybrid: 0.1790 (0.1885) loss_giou_2_hybrid: 0.3760 (0.4138) loss_class_3_hybrid: 0.6875 (0.7499) loss_bbox_3_hybrid: 0.1753 (0.1881) loss_giou_3_hybrid: 0.3755 (0.4126) loss_class_4_hybrid: 0.6931 (0.7464) loss_bbox_4_hybrid: 0.1767 (0.1882) loss_giou_4_hybrid: 0.3778 (0.4124) loss_class_enc_hybrid: 0.7295 (0.7809) loss_bbox_enc_hybrid: 0.2323 (0.2340) loss_giou_enc_hybrid: 0.4600 (0.4868) mem: 1031 max mem: 36965 [2024-01-15 19:39:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:39:56 det.util.engine] INFO: Epoch: [8] [8250/11727] eta: 1:02:35 lr: 0.000100 data_time: 0.0036 iter_time: 1.0778 loss: 25.9382 (26.1234) loss_class: 0.7279 (0.7434) loss_bbox: 0.1924 (0.1758) loss_giou: 0.3703 (0.3834) loss_class_0: 0.8790 (0.9139) loss_bbox_0: 0.1877 (0.1757) loss_giou_0: 0.3636 (0.3883) loss_class_1: 0.7477 (0.7980) loss_bbox_1: 0.1897 (0.1768) loss_giou_1: 0.3642 (0.3866) loss_class_2: 0.7473 (0.7685) loss_bbox_2: 0.1885 (0.1750) loss_giou_2: 0.3655 (0.3839) loss_class_3: 0.7324 (0.7531) loss_bbox_3: 0.1912 (0.1752) loss_giou_3: 0.3640 (0.3832) loss_class_4: 0.7272 (0.7451) loss_bbox_4: 0.1966 (0.1756) loss_giou_4: 0.3713 (0.3835) loss_class_enc: 0.8584 (0.8644) loss_bbox_enc: 0.2185 (0.2095) loss_giou_enc: 0.4171 (0.4390) loss_class_dn: 0.3665 (0.3774) loss_bbox_dn: 0.2500 (0.2545) loss_giou_dn: 0.4196 (0.4287) loss_class_dn_0: 0.4680 (0.4726) loss_bbox_dn_0: 0.3648 (0.3567) loss_giou_dn_0: 0.5373 (0.5570) loss_class_dn_1: 0.4003 (0.4068) loss_bbox_dn_1: 0.2798 (0.2793) loss_giou_dn_1: 0.4543 (0.4603) loss_class_dn_2: 0.3779 (0.3860) loss_bbox_dn_2: 0.2564 (0.2587) loss_giou_dn_2: 0.4292 (0.4352) loss_class_dn_3: 0.3678 (0.3797) loss_bbox_dn_3: 0.2518 (0.2553) loss_giou_dn_3: 0.4202 (0.4300) loss_class_dn_4: 0.3629 (0.3774) loss_bbox_dn_4: 0.2500 (0.2545) loss_giou_dn_4: 0.4194 (0.4286) loss_class_hybrid: 0.7139 (0.7461) loss_bbox_hybrid: 0.1960 (0.1882) loss_giou_hybrid: 0.3871 (0.4123) loss_class_0_hybrid: 0.7903 (0.8147) loss_bbox_0_hybrid: 0.2058 (0.1962) loss_giou_0_hybrid: 0.4018 (0.4281) loss_class_1_hybrid: 0.7607 (0.7716) loss_bbox_1_hybrid: 0.2028 (0.1915) loss_giou_1_hybrid: 0.3944 (0.4186) loss_class_2_hybrid: 0.7334 (0.7580) loss_bbox_2_hybrid: 0.1952 (0.1885) loss_giou_2_hybrid: 0.3884 (0.4138) loss_class_3_hybrid: 0.7367 (0.7498) loss_bbox_3_hybrid: 0.1955 (0.1881) loss_giou_3_hybrid: 0.3852 (0.4126) loss_class_4_hybrid: 0.7213 (0.7464) loss_bbox_4_hybrid: 0.1929 (0.1883) loss_giou_4_hybrid: 0.3881 (0.4124) loss_class_enc_hybrid: 0.7615 (0.7808) loss_bbox_enc_hybrid: 0.2462 (0.2340) loss_giou_enc_hybrid: 0.4538 (0.4868) mem: 1030 max mem: 36965 [2024-01-15 19:39:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:40:55 det.util.engine] INFO: Epoch: [8] [8300/11727] eta: 1:01:44 lr: 0.000100 data_time: 0.0033 iter_time: 1.3154 loss: 27.2292 (26.1211) loss_class: 0.7319 (0.7433) loss_bbox: 0.1701 (0.1757) loss_giou: 0.3941 (0.3835) loss_class_0: 0.8820 (0.9138) loss_bbox_0: 0.1591 (0.1757) loss_giou_0: 0.3945 (0.3883) loss_class_1: 0.7850 (0.7978) loss_bbox_1: 0.1738 (0.1768) loss_giou_1: 0.3976 (0.3867) loss_class_2: 0.7454 (0.7683) loss_bbox_2: 0.1703 (0.1750) loss_giou_2: 0.3897 (0.3840) loss_class_3: 0.7458 (0.7529) loss_bbox_3: 0.1758 (0.1752) loss_giou_3: 0.3933 (0.3833) loss_class_4: 0.7321 (0.7449) loss_bbox_4: 0.1700 (0.1756) loss_giou_4: 0.3885 (0.3836) loss_class_enc: 0.8395 (0.8642) loss_bbox_enc: 0.1872 (0.2094) loss_giou_enc: 0.4544 (0.4391) loss_class_dn: 0.3835 (0.3774) loss_bbox_dn: 0.1969 (0.2544) loss_giou_dn: 0.4450 (0.4287) loss_class_dn_0: 0.4679 (0.4726) loss_bbox_dn_0: 0.2941 (0.3566) loss_giou_dn_0: 0.5703 (0.5570) loss_class_dn_1: 0.4111 (0.4068) loss_bbox_dn_1: 0.2242 (0.2792) loss_giou_dn_1: 0.4676 (0.4603) loss_class_dn_2: 0.3876 (0.3860) loss_bbox_dn_2: 0.2018 (0.2587) loss_giou_dn_2: 0.4489 (0.4352) loss_class_dn_3: 0.3831 (0.3797) loss_bbox_dn_3: 0.1975 (0.2553) loss_giou_dn_3: 0.4471 (0.4301) loss_class_dn_4: 0.3791 (0.3774) loss_bbox_dn_4: 0.1969 (0.2544) loss_giou_dn_4: 0.4449 (0.4286) loss_class_hybrid: 0.7158 (0.7459) loss_bbox_hybrid: 0.1858 (0.1882) loss_giou_hybrid: 0.4312 (0.4123) loss_class_0_hybrid: 0.7730 (0.8145) loss_bbox_0_hybrid: 0.1946 (0.1962) loss_giou_0_hybrid: 0.4457 (0.4282) loss_class_1_hybrid: 0.7361 (0.7714) loss_bbox_1_hybrid: 0.1943 (0.1915) loss_giou_1_hybrid: 0.4375 (0.4186) loss_class_2_hybrid: 0.7197 (0.7579) loss_bbox_2_hybrid: 0.1837 (0.1885) loss_giou_2_hybrid: 0.4334 (0.4139) loss_class_3_hybrid: 0.7240 (0.7496) loss_bbox_3_hybrid: 0.1886 (0.1881) loss_giou_3_hybrid: 0.4316 (0.4127) loss_class_4_hybrid: 0.7231 (0.7462) loss_bbox_4_hybrid: 0.1866 (0.1882) loss_giou_4_hybrid: 0.4341 (0.4124) loss_class_enc_hybrid: 0.7401 (0.7807) loss_bbox_enc_hybrid: 0.2149 (0.2340) loss_giou_enc_hybrid: 0.5075 (0.4868) mem: 1027 max mem: 36965 [2024-01-15 19:40:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:41:49 det.util.engine] INFO: Epoch: [8] [8350/11727] eta: 1:00:49 lr: 0.000100 data_time: 0.0033 iter_time: 1.0851 loss: 24.9341 (26.1176) loss_class: 0.7054 (0.7431) loss_bbox: 0.1713 (0.1758) loss_giou: 0.3430 (0.3835) loss_class_0: 0.8609 (0.9137) loss_bbox_0: 0.1749 (0.1757) loss_giou_0: 0.3496 (0.3883) loss_class_1: 0.7271 (0.7976) loss_bbox_1: 0.1719 (0.1768) loss_giou_1: 0.3533 (0.3867) loss_class_2: 0.7106 (0.7682) loss_bbox_2: 0.1745 (0.1750) loss_giou_2: 0.3471 (0.3839) loss_class_3: 0.7153 (0.7527) loss_bbox_3: 0.1729 (0.1752) loss_giou_3: 0.3377 (0.3832) loss_class_4: 0.7000 (0.7447) loss_bbox_4: 0.1714 (0.1756) loss_giou_4: 0.3414 (0.3835) loss_class_enc: 0.8420 (0.8641) loss_bbox_enc: 0.2051 (0.2094) loss_giou_enc: 0.3821 (0.4390) loss_class_dn: 0.3741 (0.3773) loss_bbox_dn: 0.2158 (0.2544) loss_giou_dn: 0.4234 (0.4286) loss_class_dn_0: 0.4665 (0.4726) loss_bbox_dn_0: 0.3034 (0.3566) loss_giou_dn_0: 0.5467 (0.5569) loss_class_dn_1: 0.4067 (0.4068) loss_bbox_dn_1: 0.2288 (0.2792) loss_giou_dn_1: 0.4506 (0.4602) loss_class_dn_2: 0.3808 (0.3860) loss_bbox_dn_2: 0.2184 (0.2586) loss_giou_dn_2: 0.4329 (0.4351) loss_class_dn_3: 0.3770 (0.3797) loss_bbox_dn_3: 0.2146 (0.2552) loss_giou_dn_3: 0.4271 (0.4300) loss_class_dn_4: 0.3727 (0.3774) loss_bbox_dn_4: 0.2159 (0.2544) loss_giou_dn_4: 0.4235 (0.4285) loss_class_hybrid: 0.6791 (0.7457) loss_bbox_hybrid: 0.1893 (0.1882) loss_giou_hybrid: 0.3677 (0.4123) loss_class_0_hybrid: 0.7684 (0.8144) loss_bbox_0_hybrid: 0.1998 (0.1962) loss_giou_0_hybrid: 0.3798 (0.4281) loss_class_1_hybrid: 0.7023 (0.7712) loss_bbox_1_hybrid: 0.1909 (0.1915) loss_giou_1_hybrid: 0.3637 (0.4186) loss_class_2_hybrid: 0.6923 (0.7577) loss_bbox_2_hybrid: 0.1879 (0.1885) loss_giou_2_hybrid: 0.3666 (0.4138) loss_class_3_hybrid: 0.6809 (0.7495) loss_bbox_3_hybrid: 0.1859 (0.1881) loss_giou_3_hybrid: 0.3704 (0.4126) loss_class_4_hybrid: 0.6737 (0.7460) loss_bbox_4_hybrid: 0.1891 (0.1883) loss_giou_4_hybrid: 0.3704 (0.4124) loss_class_enc_hybrid: 0.7381 (0.7806) loss_bbox_enc_hybrid: 0.2337 (0.2340) loss_giou_enc_hybrid: 0.4345 (0.4868) mem: 1024 max mem: 36965 [2024-01-15 19:41:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:42:42 det.util.engine] INFO: Epoch: [8] [8400/11727] eta: 0:59:55 lr: 0.000100 data_time: 0.0033 iter_time: 1.0526 loss: 26.2417 (26.1173) loss_class: 0.7676 (0.7431) loss_bbox: 0.1589 (0.1758) loss_giou: 0.3756 (0.3834) loss_class_0: 0.9244 (0.9137) loss_bbox_0: 0.1492 (0.1757) loss_giou_0: 0.3948 (0.3882) loss_class_1: 0.8012 (0.7976) loss_bbox_1: 0.1524 (0.1768) loss_giou_1: 0.3793 (0.3866) loss_class_2: 0.7974 (0.7682) loss_bbox_2: 0.1535 (0.1750) loss_giou_2: 0.3736 (0.3839) loss_class_3: 0.7917 (0.7528) loss_bbox_3: 0.1482 (0.1752) loss_giou_3: 0.3836 (0.3832) loss_class_4: 0.7764 (0.7447) loss_bbox_4: 0.1499 (0.1756) loss_giou_4: 0.3798 (0.3835) loss_class_enc: 0.8561 (0.8642) loss_bbox_enc: 0.1900 (0.2094) loss_giou_enc: 0.4511 (0.4389) loss_class_dn: 0.3820 (0.3774) loss_bbox_dn: 0.2371 (0.2544) loss_giou_dn: 0.4324 (0.4286) loss_class_dn_0: 0.4840 (0.4726) loss_bbox_dn_0: 0.3258 (0.3567) loss_giou_dn_0: 0.5559 (0.5569) loss_class_dn_1: 0.4091 (0.4068) loss_bbox_dn_1: 0.2479 (0.2792) loss_giou_dn_1: 0.4640 (0.4602) loss_class_dn_2: 0.3868 (0.3860) loss_bbox_dn_2: 0.2385 (0.2586) loss_giou_dn_2: 0.4368 (0.4351) loss_class_dn_3: 0.3819 (0.3797) loss_bbox_dn_3: 0.2378 (0.2553) loss_giou_dn_3: 0.4330 (0.4299) loss_class_dn_4: 0.3809 (0.3774) loss_bbox_dn_4: 0.2371 (0.2544) loss_giou_dn_4: 0.4323 (0.4285) loss_class_hybrid: 0.7443 (0.7458) loss_bbox_hybrid: 0.1543 (0.1882) loss_giou_hybrid: 0.4026 (0.4122) loss_class_0_hybrid: 0.8063 (0.8144) loss_bbox_0_hybrid: 0.1706 (0.1962) loss_giou_0_hybrid: 0.4209 (0.4281) loss_class_1_hybrid: 0.7758 (0.7713) loss_bbox_1_hybrid: 0.1584 (0.1915) loss_giou_1_hybrid: 0.4042 (0.4185) loss_class_2_hybrid: 0.7499 (0.7577) loss_bbox_2_hybrid: 0.1574 (0.1885) loss_giou_2_hybrid: 0.4078 (0.4138) loss_class_3_hybrid: 0.7369 (0.7495) loss_bbox_3_hybrid: 0.1563 (0.1881) loss_giou_3_hybrid: 0.4020 (0.4126) loss_class_4_hybrid: 0.7471 (0.7461) loss_bbox_4_hybrid: 0.1562 (0.1883) loss_giou_4_hybrid: 0.4000 (0.4123) loss_class_enc_hybrid: 0.7872 (0.7807) loss_bbox_enc_hybrid: 0.2053 (0.2340) loss_giou_enc_hybrid: 0.4890 (0.4867) mem: 1026 max mem: 36965 [2024-01-15 19:42:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:43:36 det.util.engine] INFO: Epoch: [8] [8450/11727] eta: 0:59:01 lr: 0.000100 data_time: 0.0032 iter_time: 1.0589 loss: 26.7302 (26.1175) loss_class: 0.6932 (0.7429) loss_bbox: 0.1758 (0.1758) loss_giou: 0.3870 (0.3835) loss_class_0: 0.8398 (0.9136) loss_bbox_0: 0.1903 (0.1757) loss_giou_0: 0.4148 (0.3883) loss_class_1: 0.7527 (0.7975) loss_bbox_1: 0.1841 (0.1769) loss_giou_1: 0.3979 (0.3867) loss_class_2: 0.7157 (0.7681) loss_bbox_2: 0.1771 (0.1750) loss_giou_2: 0.3930 (0.3840) loss_class_3: 0.6903 (0.7526) loss_bbox_3: 0.1795 (0.1752) loss_giou_3: 0.4026 (0.3833) loss_class_4: 0.6894 (0.7445) loss_bbox_4: 0.1761 (0.1756) loss_giou_4: 0.3894 (0.3836) loss_class_enc: 0.8163 (0.8640) loss_bbox_enc: 0.2085 (0.2094) loss_giou_enc: 0.4693 (0.4390) loss_class_dn: 0.3679 (0.3773) loss_bbox_dn: 0.2498 (0.2544) loss_giou_dn: 0.4339 (0.4286) loss_class_dn_0: 0.4681 (0.4726) loss_bbox_dn_0: 0.3449 (0.3567) loss_giou_dn_0: 0.5678 (0.5569) loss_class_dn_1: 0.3997 (0.4067) loss_bbox_dn_1: 0.2588 (0.2792) loss_giou_dn_1: 0.4661 (0.4602) loss_class_dn_2: 0.3789 (0.3859) loss_bbox_dn_2: 0.2518 (0.2587) loss_giou_dn_2: 0.4437 (0.4351) loss_class_dn_3: 0.3737 (0.3797) loss_bbox_dn_3: 0.2508 (0.2553) loss_giou_dn_3: 0.4357 (0.4300) loss_class_dn_4: 0.3688 (0.3774) loss_bbox_dn_4: 0.2497 (0.2544) loss_giou_dn_4: 0.4339 (0.4285) loss_class_hybrid: 0.6978 (0.7457) loss_bbox_hybrid: 0.2098 (0.1882) loss_giou_hybrid: 0.4210 (0.4123) loss_class_0_hybrid: 0.7549 (0.8142) loss_bbox_0_hybrid: 0.2161 (0.1962) loss_giou_0_hybrid: 0.4366 (0.4282) loss_class_1_hybrid: 0.7173 (0.7712) loss_bbox_1_hybrid: 0.2155 (0.1915) loss_giou_1_hybrid: 0.4238 (0.4186) loss_class_2_hybrid: 0.6937 (0.7576) loss_bbox_2_hybrid: 0.2112 (0.1885) loss_giou_2_hybrid: 0.4241 (0.4139) loss_class_3_hybrid: 0.6919 (0.7494) loss_bbox_3_hybrid: 0.2109 (0.1882) loss_giou_3_hybrid: 0.4151 (0.4127) loss_class_4_hybrid: 0.6960 (0.7460) loss_bbox_4_hybrid: 0.2135 (0.1883) loss_giou_4_hybrid: 0.4156 (0.4125) loss_class_enc_hybrid: 0.7329 (0.7805) loss_bbox_enc_hybrid: 0.2434 (0.2340) loss_giou_enc_hybrid: 0.5103 (0.4868) mem: 1013 max mem: 36965 [2024-01-15 19:43:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:44:29 det.util.engine] INFO: Epoch: [8] [8500/11727] eta: 0:58:07 lr: 0.000100 data_time: 0.0034 iter_time: 1.0752 loss: 26.3323 (26.1171) loss_class: 0.7586 (0.7430) loss_bbox: 0.1840 (0.1758) loss_giou: 0.3863 (0.3834) loss_class_0: 0.8987 (0.9137) loss_bbox_0: 0.1868 (0.1757) loss_giou_0: 0.4014 (0.3882) loss_class_1: 0.7866 (0.7976) loss_bbox_1: 0.1834 (0.1769) loss_giou_1: 0.3863 (0.3866) loss_class_2: 0.7608 (0.7681) loss_bbox_2: 0.1883 (0.1750) loss_giou_2: 0.3883 (0.3839) loss_class_3: 0.7744 (0.7527) loss_bbox_3: 0.1824 (0.1753) loss_giou_3: 0.3912 (0.3832) loss_class_4: 0.7455 (0.7446) loss_bbox_4: 0.1840 (0.1756) loss_giou_4: 0.3896 (0.3835) loss_class_enc: 0.8438 (0.8641) loss_bbox_enc: 0.2243 (0.2095) loss_giou_enc: 0.4497 (0.4390) loss_class_dn: 0.3834 (0.3773) loss_bbox_dn: 0.2740 (0.2544) loss_giou_dn: 0.4352 (0.4286) loss_class_dn_0: 0.4677 (0.4726) loss_bbox_dn_0: 0.3884 (0.3568) loss_giou_dn_0: 0.5674 (0.5568) loss_class_dn_1: 0.4081 (0.4067) loss_bbox_dn_1: 0.2942 (0.2793) loss_giou_dn_1: 0.4712 (0.4602) loss_class_dn_2: 0.3876 (0.3859) loss_bbox_dn_2: 0.2764 (0.2587) loss_giou_dn_2: 0.4434 (0.4351) loss_class_dn_3: 0.3857 (0.3797) loss_bbox_dn_3: 0.2748 (0.2553) loss_giou_dn_3: 0.4364 (0.4299) loss_class_dn_4: 0.3864 (0.3773) loss_bbox_dn_4: 0.2740 (0.2544) loss_giou_dn_4: 0.4351 (0.4284) loss_class_hybrid: 0.7514 (0.7457) loss_bbox_hybrid: 0.2007 (0.1882) loss_giou_hybrid: 0.4095 (0.4122) loss_class_0_hybrid: 0.8221 (0.8144) loss_bbox_0_hybrid: 0.2053 (0.1962) loss_giou_0_hybrid: 0.4396 (0.4281) loss_class_1_hybrid: 0.7718 (0.7713) loss_bbox_1_hybrid: 0.2040 (0.1915) loss_giou_1_hybrid: 0.4211 (0.4185) loss_class_2_hybrid: 0.7517 (0.7577) loss_bbox_2_hybrid: 0.2036 (0.1885) loss_giou_2_hybrid: 0.4128 (0.4138) loss_class_3_hybrid: 0.7634 (0.7494) loss_bbox_3_hybrid: 0.2048 (0.1882) loss_giou_3_hybrid: 0.4089 (0.4126) loss_class_4_hybrid: 0.7475 (0.7460) loss_bbox_4_hybrid: 0.1982 (0.1883) loss_giou_4_hybrid: 0.4122 (0.4123) loss_class_enc_hybrid: 0.7791 (0.7806) loss_bbox_enc_hybrid: 0.2543 (0.2341) loss_giou_enc_hybrid: 0.4923 (0.4867) mem: 1035 max mem: 36965 [2024-01-15 19:44:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:45:23 det.util.engine] INFO: Epoch: [8] [8550/11727] eta: 0:57:13 lr: 0.000100 data_time: 0.0033 iter_time: 1.1075 loss: 25.7499 (26.1200) loss_class: 0.7572 (0.7432) loss_bbox: 0.1651 (0.1758) loss_giou: 0.3468 (0.3834) loss_class_0: 0.9132 (0.9138) loss_bbox_0: 0.1458 (0.1757) loss_giou_0: 0.3635 (0.3883) loss_class_1: 0.8029 (0.7978) loss_bbox_1: 0.1678 (0.1769) loss_giou_1: 0.3560 (0.3867) loss_class_2: 0.7494 (0.7682) loss_bbox_2: 0.1665 (0.1750) loss_giou_2: 0.3565 (0.3839) loss_class_3: 0.7444 (0.7528) loss_bbox_3: 0.1674 (0.1753) loss_giou_3: 0.3547 (0.3832) loss_class_4: 0.7499 (0.7448) loss_bbox_4: 0.1701 (0.1756) loss_giou_4: 0.3544 (0.3835) loss_class_enc: 0.8495 (0.8641) loss_bbox_enc: 0.1858 (0.2094) loss_giou_enc: 0.4039 (0.4390) loss_class_dn: 0.3818 (0.3773) loss_bbox_dn: 0.2575 (0.2545) loss_giou_dn: 0.4148 (0.4286) loss_class_dn_0: 0.4682 (0.4726) loss_bbox_dn_0: 0.3700 (0.3568) loss_giou_dn_0: 0.5488 (0.5569) loss_class_dn_1: 0.4021 (0.4067) loss_bbox_dn_1: 0.2923 (0.2793) loss_giou_dn_1: 0.4518 (0.4602) loss_class_dn_2: 0.3894 (0.3859) loss_bbox_dn_2: 0.2621 (0.2588) loss_giou_dn_2: 0.4186 (0.4351) loss_class_dn_3: 0.3835 (0.3797) loss_bbox_dn_3: 0.2598 (0.2554) loss_giou_dn_3: 0.4141 (0.4300) loss_class_dn_4: 0.3835 (0.3774) loss_bbox_dn_4: 0.2576 (0.2545) loss_giou_dn_4: 0.4147 (0.4285) loss_class_hybrid: 0.7429 (0.7458) loss_bbox_hybrid: 0.1670 (0.1882) loss_giou_hybrid: 0.3833 (0.4123) loss_class_0_hybrid: 0.7974 (0.8144) loss_bbox_0_hybrid: 0.1678 (0.1962) loss_giou_0_hybrid: 0.3904 (0.4281) loss_class_1_hybrid: 0.7723 (0.7714) loss_bbox_1_hybrid: 0.1762 (0.1915) loss_giou_1_hybrid: 0.3889 (0.4186) loss_class_2_hybrid: 0.7581 (0.7577) loss_bbox_2_hybrid: 0.1733 (0.1886) loss_giou_2_hybrid: 0.3864 (0.4138) loss_class_3_hybrid: 0.7472 (0.7495) loss_bbox_3_hybrid: 0.1677 (0.1882) loss_giou_3_hybrid: 0.3752 (0.4126) loss_class_4_hybrid: 0.7526 (0.7461) loss_bbox_4_hybrid: 0.1687 (0.1883) loss_giou_4_hybrid: 0.3877 (0.4124) loss_class_enc_hybrid: 0.7696 (0.7806) loss_bbox_enc_hybrid: 0.2259 (0.2341) loss_giou_enc_hybrid: 0.4513 (0.4868) mem: 1022 max mem: 36965 [2024-01-15 19:45:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:46:18 det.util.engine] INFO: Epoch: [8] [8600/11727] eta: 0:56:19 lr: 0.000100 data_time: 0.0030 iter_time: 1.1003 loss: 25.5367 (26.1211) loss_class: 0.6827 (0.7431) loss_bbox: 0.1662 (0.1758) loss_giou: 0.4001 (0.3836) loss_class_0: 0.8090 (0.9137) loss_bbox_0: 0.1677 (0.1757) loss_giou_0: 0.4078 (0.3884) loss_class_1: 0.7110 (0.7978) loss_bbox_1: 0.1611 (0.1769) loss_giou_1: 0.4028 (0.3868) loss_class_2: 0.7168 (0.7682) loss_bbox_2: 0.1681 (0.1751) loss_giou_2: 0.4070 (0.3840) loss_class_3: 0.6855 (0.7528) loss_bbox_3: 0.1631 (0.1753) loss_giou_3: 0.3992 (0.3833) loss_class_4: 0.6856 (0.7447) loss_bbox_4: 0.1663 (0.1756) loss_giou_4: 0.3988 (0.3836) loss_class_enc: 0.7653 (0.8641) loss_bbox_enc: 0.1940 (0.2095) loss_giou_enc: 0.4339 (0.4391) loss_class_dn: 0.3726 (0.3773) loss_bbox_dn: 0.2234 (0.2545) loss_giou_dn: 0.4285 (0.4287) loss_class_dn_0: 0.4636 (0.4726) loss_bbox_dn_0: 0.3231 (0.3568) loss_giou_dn_0: 0.5609 (0.5569) loss_class_dn_1: 0.3986 (0.4067) loss_bbox_dn_1: 0.2504 (0.2793) loss_giou_dn_1: 0.4604 (0.4603) loss_class_dn_2: 0.3767 (0.3859) loss_bbox_dn_2: 0.2277 (0.2587) loss_giou_dn_2: 0.4352 (0.4352) loss_class_dn_3: 0.3745 (0.3797) loss_bbox_dn_3: 0.2253 (0.2554) loss_giou_dn_3: 0.4275 (0.4300) loss_class_dn_4: 0.3722 (0.3774) loss_bbox_dn_4: 0.2235 (0.2545) loss_giou_dn_4: 0.4282 (0.4285) loss_class_hybrid: 0.6684 (0.7458) loss_bbox_hybrid: 0.1752 (0.1883) loss_giou_hybrid: 0.4156 (0.4124) loss_class_0_hybrid: 0.7398 (0.8144) loss_bbox_0_hybrid: 0.1847 (0.1962) loss_giou_0_hybrid: 0.4167 (0.4282) loss_class_1_hybrid: 0.7017 (0.7713) loss_bbox_1_hybrid: 0.1786 (0.1915) loss_giou_1_hybrid: 0.4126 (0.4187) loss_class_2_hybrid: 0.6963 (0.7577) loss_bbox_2_hybrid: 0.1722 (0.1886) loss_giou_2_hybrid: 0.4112 (0.4139) loss_class_3_hybrid: 0.6622 (0.7495) loss_bbox_3_hybrid: 0.1713 (0.1882) loss_giou_3_hybrid: 0.4158 (0.4127) loss_class_4_hybrid: 0.6617 (0.7460) loss_bbox_4_hybrid: 0.1735 (0.1883) loss_giou_4_hybrid: 0.4196 (0.4125) loss_class_enc_hybrid: 0.7137 (0.7806) loss_bbox_enc_hybrid: 0.2135 (0.2341) loss_giou_enc_hybrid: 0.4778 (0.4869) mem: 1023 max mem: 36965 [2024-01-15 19:46:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:47:11 det.util.engine] INFO: Epoch: [8] [8650/11727] eta: 0:55:24 lr: 0.000100 data_time: 0.0034 iter_time: 1.0534 loss: 26.6127 (26.1226) loss_class: 0.7386 (0.7432) loss_bbox: 0.1754 (0.1758) loss_giou: 0.3758 (0.3836) loss_class_0: 0.9191 (0.9137) loss_bbox_0: 0.1807 (0.1757) loss_giou_0: 0.3766 (0.3884) loss_class_1: 0.7982 (0.7978) loss_bbox_1: 0.1792 (0.1769) loss_giou_1: 0.3748 (0.3868) loss_class_2: 0.7615 (0.7682) loss_bbox_2: 0.1725 (0.1751) loss_giou_2: 0.3730 (0.3840) loss_class_3: 0.7505 (0.7529) loss_bbox_3: 0.1807 (0.1753) loss_giou_3: 0.3682 (0.3833) loss_class_4: 0.7346 (0.7448) loss_bbox_4: 0.1753 (0.1757) loss_giou_4: 0.3757 (0.3836) loss_class_enc: 0.8635 (0.8642) loss_bbox_enc: 0.2019 (0.2095) loss_giou_enc: 0.4173 (0.4391) loss_class_dn: 0.3708 (0.3773) loss_bbox_dn: 0.2411 (0.2545) loss_giou_dn: 0.4431 (0.4287) loss_class_dn_0: 0.4638 (0.4726) loss_bbox_dn_0: 0.3474 (0.3568) loss_giou_dn_0: 0.5542 (0.5570) loss_class_dn_1: 0.4032 (0.4067) loss_bbox_dn_1: 0.2643 (0.2793) loss_giou_dn_1: 0.4675 (0.4603) loss_class_dn_2: 0.3804 (0.3859) loss_bbox_dn_2: 0.2438 (0.2588) loss_giou_dn_2: 0.4504 (0.4352) loss_class_dn_3: 0.3735 (0.3797) loss_bbox_dn_3: 0.2420 (0.2554) loss_giou_dn_3: 0.4448 (0.4300) loss_class_dn_4: 0.3724 (0.3773) loss_bbox_dn_4: 0.2411 (0.2545) loss_giou_dn_4: 0.4432 (0.4285) loss_class_hybrid: 0.7264 (0.7458) loss_bbox_hybrid: 0.1962 (0.1883) loss_giou_hybrid: 0.4035 (0.4124) loss_class_0_hybrid: 0.8035 (0.8144) loss_bbox_0_hybrid: 0.2072 (0.1963) loss_giou_0_hybrid: 0.4104 (0.4282) loss_class_1_hybrid: 0.7505 (0.7714) loss_bbox_1_hybrid: 0.2007 (0.1915) loss_giou_1_hybrid: 0.4165 (0.4187) loss_class_2_hybrid: 0.7354 (0.7577) loss_bbox_2_hybrid: 0.1957 (0.1886) loss_giou_2_hybrid: 0.4138 (0.4140) loss_class_3_hybrid: 0.7232 (0.7495) loss_bbox_3_hybrid: 0.1959 (0.1882) loss_giou_3_hybrid: 0.4060 (0.4127) loss_class_4_hybrid: 0.7307 (0.7461) loss_bbox_4_hybrid: 0.1958 (0.1884) loss_giou_4_hybrid: 0.4106 (0.4125) loss_class_enc_hybrid: 0.7672 (0.7806) loss_bbox_enc_hybrid: 0.2342 (0.2341) loss_giou_enc_hybrid: 0.4836 (0.4869) mem: 1025 max mem: 36965 [2024-01-15 19:47:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:48:04 det.util.engine] INFO: Epoch: [8] [8700/11727] eta: 0:54:30 lr: 0.000100 data_time: 0.0032 iter_time: 1.0562 loss: 25.1033 (26.1188) loss_class: 0.7161 (0.7431) loss_bbox: 0.1668 (0.1758) loss_giou: 0.3738 (0.3835) loss_class_0: 0.8680 (0.9137) loss_bbox_0: 0.1632 (0.1757) loss_giou_0: 0.3861 (0.3883) loss_class_1: 0.7633 (0.7977) loss_bbox_1: 0.1628 (0.1769) loss_giou_1: 0.3717 (0.3867) loss_class_2: 0.7239 (0.7681) loss_bbox_2: 0.1650 (0.1751) loss_giou_2: 0.3709 (0.3840) loss_class_3: 0.7346 (0.7527) loss_bbox_3: 0.1689 (0.1753) loss_giou_3: 0.3667 (0.3833) loss_class_4: 0.7165 (0.7447) loss_bbox_4: 0.1664 (0.1756) loss_giou_4: 0.3730 (0.3836) loss_class_enc: 0.8132 (0.8641) loss_bbox_enc: 0.1840 (0.2094) loss_giou_enc: 0.4339 (0.4390) loss_class_dn: 0.3746 (0.3773) loss_bbox_dn: 0.2248 (0.2544) loss_giou_dn: 0.4183 (0.4286) loss_class_dn_0: 0.4693 (0.4726) loss_bbox_dn_0: 0.3136 (0.3568) loss_giou_dn_0: 0.5477 (0.5568) loss_class_dn_1: 0.4038 (0.4067) loss_bbox_dn_1: 0.2330 (0.2793) loss_giou_dn_1: 0.4503 (0.4602) loss_class_dn_2: 0.3823 (0.3859) loss_bbox_dn_2: 0.2245 (0.2587) loss_giou_dn_2: 0.4252 (0.4351) loss_class_dn_3: 0.3760 (0.3796) loss_bbox_dn_3: 0.2262 (0.2553) loss_giou_dn_3: 0.4199 (0.4299) loss_class_dn_4: 0.3755 (0.3773) loss_bbox_dn_4: 0.2247 (0.2544) loss_giou_dn_4: 0.4179 (0.4285) loss_class_hybrid: 0.7210 (0.7458) loss_bbox_hybrid: 0.1768 (0.1883) loss_giou_hybrid: 0.4103 (0.4123) loss_class_0_hybrid: 0.7581 (0.8143) loss_bbox_0_hybrid: 0.1900 (0.1963) loss_giou_0_hybrid: 0.4372 (0.4282) loss_class_1_hybrid: 0.7337 (0.7713) loss_bbox_1_hybrid: 0.1789 (0.1915) loss_giou_1_hybrid: 0.4194 (0.4186) loss_class_2_hybrid: 0.7284 (0.7577) loss_bbox_2_hybrid: 0.1739 (0.1886) loss_giou_2_hybrid: 0.4179 (0.4139) loss_class_3_hybrid: 0.7249 (0.7495) loss_bbox_3_hybrid: 0.1757 (0.1882) loss_giou_3_hybrid: 0.4106 (0.4127) loss_class_4_hybrid: 0.7102 (0.7461) loss_bbox_4_hybrid: 0.1755 (0.1883) loss_giou_4_hybrid: 0.4076 (0.4124) loss_class_enc_hybrid: 0.7398 (0.7806) loss_bbox_enc_hybrid: 0.2264 (0.2341) loss_giou_enc_hybrid: 0.4951 (0.4868) mem: 1033 max mem: 36965 [2024-01-15 19:48:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:48:58 det.util.engine] INFO: Epoch: [8] [8750/11727] eta: 0:53:36 lr: 0.000100 data_time: 0.0033 iter_time: 1.0393 loss: 26.2324 (26.1210) loss_class: 0.7633 (0.7432) loss_bbox: 0.1767 (0.1758) loss_giou: 0.3434 (0.3835) loss_class_0: 0.9157 (0.9137) loss_bbox_0: 0.1854 (0.1757) loss_giou_0: 0.3502 (0.3883) loss_class_1: 0.8433 (0.7979) loss_bbox_1: 0.1844 (0.1769) loss_giou_1: 0.3497 (0.3867) loss_class_2: 0.7817 (0.7682) loss_bbox_2: 0.1754 (0.1751) loss_giou_2: 0.3497 (0.3840) loss_class_3: 0.7846 (0.7528) loss_bbox_3: 0.1740 (0.1753) loss_giou_3: 0.3498 (0.3833) loss_class_4: 0.7637 (0.7448) loss_bbox_4: 0.1797 (0.1757) loss_giou_4: 0.3435 (0.3836) loss_class_enc: 0.8564 (0.8641) loss_bbox_enc: 0.2211 (0.2095) loss_giou_enc: 0.4047 (0.4390) loss_class_dn: 0.3783 (0.3773) loss_bbox_dn: 0.2450 (0.2545) loss_giou_dn: 0.4094 (0.4286) loss_class_dn_0: 0.4791 (0.4726) loss_bbox_dn_0: 0.3680 (0.3568) loss_giou_dn_0: 0.5563 (0.5569) loss_class_dn_1: 0.4140 (0.4067) loss_bbox_dn_1: 0.2641 (0.2793) loss_giou_dn_1: 0.4446 (0.4602) loss_class_dn_2: 0.3890 (0.3859) loss_bbox_dn_2: 0.2518 (0.2587) loss_giou_dn_2: 0.4140 (0.4351) loss_class_dn_3: 0.3818 (0.3796) loss_bbox_dn_3: 0.2467 (0.2553) loss_giou_dn_3: 0.4125 (0.4299) loss_class_dn_4: 0.3798 (0.3773) loss_bbox_dn_4: 0.2450 (0.2545) loss_giou_dn_4: 0.4092 (0.4285) loss_class_hybrid: 0.7641 (0.7459) loss_bbox_hybrid: 0.2038 (0.1883) loss_giou_hybrid: 0.3535 (0.4123) loss_class_0_hybrid: 0.8499 (0.8144) loss_bbox_0_hybrid: 0.2093 (0.1963) loss_giou_0_hybrid: 0.3658 (0.4282) loss_class_1_hybrid: 0.7976 (0.7714) loss_bbox_1_hybrid: 0.2047 (0.1915) loss_giou_1_hybrid: 0.3619 (0.4186) loss_class_2_hybrid: 0.7724 (0.7578) loss_bbox_2_hybrid: 0.1957 (0.1886) loss_giou_2_hybrid: 0.3559 (0.4139) loss_class_3_hybrid: 0.7701 (0.7495) loss_bbox_3_hybrid: 0.2015 (0.1882) loss_giou_3_hybrid: 0.3528 (0.4127) loss_class_4_hybrid: 0.7582 (0.7461) loss_bbox_4_hybrid: 0.1995 (0.1883) loss_giou_4_hybrid: 0.3551 (0.4125) loss_class_enc_hybrid: 0.8068 (0.7806) loss_bbox_enc_hybrid: 0.2515 (0.2341) loss_giou_enc_hybrid: 0.4350 (0.4868) mem: 1012 max mem: 36965 [2024-01-15 19:48:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:49:51 det.util.engine] INFO: Epoch: [8] [8800/11727] eta: 0:52:41 lr: 0.000100 data_time: 0.0033 iter_time: 1.0377 loss: 25.6819 (26.1178) loss_class: 0.7360 (0.7431) loss_bbox: 0.1734 (0.1758) loss_giou: 0.3654 (0.3835) loss_class_0: 0.8673 (0.9135) loss_bbox_0: 0.1734 (0.1757) loss_giou_0: 0.3781 (0.3883) loss_class_1: 0.7335 (0.7977) loss_bbox_1: 0.1740 (0.1769) loss_giou_1: 0.3767 (0.3867) loss_class_2: 0.7529 (0.7681) loss_bbox_2: 0.1677 (0.1751) loss_giou_2: 0.3688 (0.3840) loss_class_3: 0.7172 (0.7527) loss_bbox_3: 0.1711 (0.1753) loss_giou_3: 0.3605 (0.3833) loss_class_4: 0.7187 (0.7447) loss_bbox_4: 0.1689 (0.1756) loss_giou_4: 0.3594 (0.3836) loss_class_enc: 0.8281 (0.8640) loss_bbox_enc: 0.2103 (0.2095) loss_giou_enc: 0.4224 (0.4390) loss_class_dn: 0.3774 (0.3773) loss_bbox_dn: 0.2360 (0.2544) loss_giou_dn: 0.4174 (0.4285) loss_class_dn_0: 0.4729 (0.4726) loss_bbox_dn_0: 0.3282 (0.3568) loss_giou_dn_0: 0.5409 (0.5568) loss_class_dn_1: 0.4039 (0.4067) loss_bbox_dn_1: 0.2468 (0.2792) loss_giou_dn_1: 0.4500 (0.4601) loss_class_dn_2: 0.3850 (0.3859) loss_bbox_dn_2: 0.2336 (0.2586) loss_giou_dn_2: 0.4221 (0.4350) loss_class_dn_3: 0.3796 (0.3796) loss_bbox_dn_3: 0.2328 (0.2552) loss_giou_dn_3: 0.4181 (0.4299) loss_class_dn_4: 0.3774 (0.3773) loss_bbox_dn_4: 0.2362 (0.2544) loss_giou_dn_4: 0.4166 (0.4284) loss_class_hybrid: 0.7337 (0.7457) loss_bbox_hybrid: 0.1813 (0.1883) loss_giou_hybrid: 0.3944 (0.4123) loss_class_0_hybrid: 0.7919 (0.8143) loss_bbox_0_hybrid: 0.1843 (0.1962) loss_giou_0_hybrid: 0.4141 (0.4281) loss_class_1_hybrid: 0.7388 (0.7713) loss_bbox_1_hybrid: 0.1819 (0.1915) loss_giou_1_hybrid: 0.3981 (0.4186) loss_class_2_hybrid: 0.7356 (0.7577) loss_bbox_2_hybrid: 0.1807 (0.1886) loss_giou_2_hybrid: 0.3945 (0.4139) loss_class_3_hybrid: 0.7280 (0.7494) loss_bbox_3_hybrid: 0.1791 (0.1882) loss_giou_3_hybrid: 0.3940 (0.4127) loss_class_4_hybrid: 0.7236 (0.7460) loss_bbox_4_hybrid: 0.1812 (0.1883) loss_giou_4_hybrid: 0.3954 (0.4124) loss_class_enc_hybrid: 0.7366 (0.7805) loss_bbox_enc_hybrid: 0.2195 (0.2341) loss_giou_enc_hybrid: 0.4596 (0.4868) mem: 1035 max mem: 36965 [2024-01-15 19:49:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:50:46 det.util.engine] INFO: Epoch: [8] [8850/11727] eta: 0:51:48 lr: 0.000100 data_time: 0.0033 iter_time: 1.0844 loss: 26.1709 (26.1184) loss_class: 0.7579 (0.7432) loss_bbox: 0.1595 (0.1758) loss_giou: 0.3885 (0.3835) loss_class_0: 0.9089 (0.9136) loss_bbox_0: 0.1614 (0.1758) loss_giou_0: 0.3908 (0.3883) loss_class_1: 0.8190 (0.7978) loss_bbox_1: 0.1658 (0.1769) loss_giou_1: 0.3942 (0.3867) loss_class_2: 0.7799 (0.7682) loss_bbox_2: 0.1607 (0.1751) loss_giou_2: 0.3902 (0.3839) loss_class_3: 0.7414 (0.7528) loss_bbox_3: 0.1657 (0.1753) loss_giou_3: 0.4004 (0.3832) loss_class_4: 0.7530 (0.7448) loss_bbox_4: 0.1600 (0.1756) loss_giou_4: 0.3944 (0.3836) loss_class_enc: 0.8357 (0.8639) loss_bbox_enc: 0.1857 (0.2095) loss_giou_enc: 0.4396 (0.4390) loss_class_dn: 0.3822 (0.3773) loss_bbox_dn: 0.2311 (0.2544) loss_giou_dn: 0.4155 (0.4285) loss_class_dn_0: 0.4793 (0.4726) loss_bbox_dn_0: 0.3300 (0.3567) loss_giou_dn_0: 0.5568 (0.5568) loss_class_dn_1: 0.4091 (0.4067) loss_bbox_dn_1: 0.2522 (0.2792) loss_giou_dn_1: 0.4449 (0.4601) loss_class_dn_2: 0.3891 (0.3859) loss_bbox_dn_2: 0.2350 (0.2586) loss_giou_dn_2: 0.4237 (0.4350) loss_class_dn_3: 0.3844 (0.3796) loss_bbox_dn_3: 0.2319 (0.2552) loss_giou_dn_3: 0.4177 (0.4299) loss_class_dn_4: 0.3813 (0.3773) loss_bbox_dn_4: 0.2309 (0.2544) loss_giou_dn_4: 0.4156 (0.4284) loss_class_hybrid: 0.7366 (0.7458) loss_bbox_hybrid: 0.1839 (0.1883) loss_giou_hybrid: 0.4174 (0.4123) loss_class_0_hybrid: 0.7988 (0.8143) loss_bbox_0_hybrid: 0.1886 (0.1963) loss_giou_0_hybrid: 0.4339 (0.4281) loss_class_1_hybrid: 0.7506 (0.7713) loss_bbox_1_hybrid: 0.1872 (0.1915) loss_giou_1_hybrid: 0.4254 (0.4186) loss_class_2_hybrid: 0.7242 (0.7577) loss_bbox_2_hybrid: 0.1841 (0.1886) loss_giou_2_hybrid: 0.4246 (0.4139) loss_class_3_hybrid: 0.7240 (0.7494) loss_bbox_3_hybrid: 0.1842 (0.1882) loss_giou_3_hybrid: 0.4306 (0.4127) loss_class_4_hybrid: 0.7227 (0.7460) loss_bbox_4_hybrid: 0.1844 (0.1883) loss_giou_4_hybrid: 0.4178 (0.4124) loss_class_enc_hybrid: 0.7688 (0.7805) loss_bbox_enc_hybrid: 0.2142 (0.2341) loss_giou_enc_hybrid: 0.4854 (0.4868) mem: 1018 max mem: 36965 [2024-01-15 19:50:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:51:39 det.util.engine] INFO: Epoch: [8] [8900/11727] eta: 0:50:54 lr: 0.000100 data_time: 0.0036 iter_time: 1.0538 loss: 26.2179 (26.1165) loss_class: 0.7298 (0.7430) loss_bbox: 0.1737 (0.1759) loss_giou: 0.3548 (0.3835) loss_class_0: 0.9141 (0.9136) loss_bbox_0: 0.1669 (0.1758) loss_giou_0: 0.3603 (0.3883) loss_class_1: 0.7999 (0.7977) loss_bbox_1: 0.1736 (0.1769) loss_giou_1: 0.3552 (0.3866) loss_class_2: 0.7427 (0.7680) loss_bbox_2: 0.1671 (0.1751) loss_giou_2: 0.3503 (0.3839) loss_class_3: 0.7323 (0.7527) loss_bbox_3: 0.1618 (0.1753) loss_giou_3: 0.3502 (0.3832) loss_class_4: 0.7226 (0.7446) loss_bbox_4: 0.1737 (0.1757) loss_giou_4: 0.3491 (0.3835) loss_class_enc: 0.8597 (0.8638) loss_bbox_enc: 0.2089 (0.2095) loss_giou_enc: 0.4167 (0.4389) loss_class_dn: 0.3754 (0.3773) loss_bbox_dn: 0.2343 (0.2544) loss_giou_dn: 0.4143 (0.4285) loss_class_dn_0: 0.4806 (0.4726) loss_bbox_dn_0: 0.3249 (0.3568) loss_giou_dn_0: 0.5291 (0.5568) loss_class_dn_1: 0.4011 (0.4067) loss_bbox_dn_1: 0.2553 (0.2793) loss_giou_dn_1: 0.4479 (0.4601) loss_class_dn_2: 0.3837 (0.3859) loss_bbox_dn_2: 0.2343 (0.2587) loss_giou_dn_2: 0.4189 (0.4350) loss_class_dn_3: 0.3761 (0.3796) loss_bbox_dn_3: 0.2338 (0.2553) loss_giou_dn_3: 0.4147 (0.4298) loss_class_dn_4: 0.3753 (0.3773) loss_bbox_dn_4: 0.2344 (0.2544) loss_giou_dn_4: 0.4136 (0.4283) loss_class_hybrid: 0.7410 (0.7457) loss_bbox_hybrid: 0.1821 (0.1883) loss_giou_hybrid: 0.3783 (0.4122) loss_class_0_hybrid: 0.8191 (0.8143) loss_bbox_0_hybrid: 0.1940 (0.1963) loss_giou_0_hybrid: 0.3873 (0.4280) loss_class_1_hybrid: 0.7827 (0.7713) loss_bbox_1_hybrid: 0.1867 (0.1915) loss_giou_1_hybrid: 0.3889 (0.4185) loss_class_2_hybrid: 0.7483 (0.7576) loss_bbox_2_hybrid: 0.1867 (0.1886) loss_giou_2_hybrid: 0.3808 (0.4138) loss_class_3_hybrid: 0.7407 (0.7494) loss_bbox_3_hybrid: 0.1852 (0.1883) loss_giou_3_hybrid: 0.3710 (0.4126) loss_class_4_hybrid: 0.7350 (0.7459) loss_bbox_4_hybrid: 0.1815 (0.1884) loss_giou_4_hybrid: 0.3717 (0.4124) loss_class_enc_hybrid: 0.7911 (0.7805) loss_bbox_enc_hybrid: 0.2242 (0.2341) loss_giou_enc_hybrid: 0.4374 (0.4867) mem: 1019 max mem: 36965 [2024-01-15 19:51:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:52:34 det.util.engine] INFO: Epoch: [8] [8950/11727] eta: 0:50:00 lr: 0.000100 data_time: 0.0037 iter_time: 1.1181 loss: 26.0228 (26.1160) loss_class: 0.7143 (0.7430) loss_bbox: 0.1640 (0.1759) loss_giou: 0.3782 (0.3834) loss_class_0: 0.9066 (0.9137) loss_bbox_0: 0.1656 (0.1758) loss_giou_0: 0.3782 (0.3882) loss_class_1: 0.7593 (0.7978) loss_bbox_1: 0.1647 (0.1769) loss_giou_1: 0.3732 (0.3866) loss_class_2: 0.7302 (0.7680) loss_bbox_2: 0.1623 (0.1751) loss_giou_2: 0.3713 (0.3839) loss_class_3: 0.7178 (0.7526) loss_bbox_3: 0.1584 (0.1754) loss_giou_3: 0.3680 (0.3832) loss_class_4: 0.7161 (0.7446) loss_bbox_4: 0.1638 (0.1757) loss_giou_4: 0.3780 (0.3835) loss_class_enc: 0.8304 (0.8638) loss_bbox_enc: 0.2009 (0.2095) loss_giou_enc: 0.4261 (0.4389) loss_class_dn: 0.3781 (0.3773) loss_bbox_dn: 0.2363 (0.2545) loss_giou_dn: 0.4286 (0.4284) loss_class_dn_0: 0.4728 (0.4726) loss_bbox_dn_0: 0.3378 (0.3568) loss_giou_dn_0: 0.5731 (0.5567) loss_class_dn_1: 0.4109 (0.4067) loss_bbox_dn_1: 0.2514 (0.2793) loss_giou_dn_1: 0.4685 (0.4600) loss_class_dn_2: 0.3868 (0.3859) loss_bbox_dn_2: 0.2386 (0.2587) loss_giou_dn_2: 0.4411 (0.4349) loss_class_dn_3: 0.3806 (0.3796) loss_bbox_dn_3: 0.2372 (0.2553) loss_giou_dn_3: 0.4314 (0.4298) loss_class_dn_4: 0.3761 (0.3773) loss_bbox_dn_4: 0.2363 (0.2545) loss_giou_dn_4: 0.4285 (0.4283) loss_class_hybrid: 0.7156 (0.7457) loss_bbox_hybrid: 0.1827 (0.1883) loss_giou_hybrid: 0.4006 (0.4122) loss_class_0_hybrid: 0.8071 (0.8143) loss_bbox_0_hybrid: 0.1836 (0.1963) loss_giou_0_hybrid: 0.4118 (0.4280) loss_class_1_hybrid: 0.7558 (0.7713) loss_bbox_1_hybrid: 0.1884 (0.1915) loss_giou_1_hybrid: 0.3997 (0.4184) loss_class_2_hybrid: 0.7314 (0.7576) loss_bbox_2_hybrid: 0.1796 (0.1886) loss_giou_2_hybrid: 0.3994 (0.4137) loss_class_3_hybrid: 0.7297 (0.7493) loss_bbox_3_hybrid: 0.1786 (0.1883) loss_giou_3_hybrid: 0.4002 (0.4125) loss_class_4_hybrid: 0.7159 (0.7459) loss_bbox_4_hybrid: 0.1811 (0.1884) loss_giou_4_hybrid: 0.4000 (0.4123) loss_class_enc_hybrid: 0.7622 (0.7805) loss_bbox_enc_hybrid: 0.2256 (0.2341) loss_giou_enc_hybrid: 0.4732 (0.4866) mem: 1033 max mem: 36965 [2024-01-15 19:52:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:53:29 det.util.engine] INFO: Epoch: [8] [9000/11727] eta: 0:49:06 lr: 0.000100 data_time: 0.0037 iter_time: 1.1322 loss: 26.8747 (26.1160) loss_class: 0.7522 (0.7429) loss_bbox: 0.1748 (0.1759) loss_giou: 0.4121 (0.3835) loss_class_0: 0.9147 (0.9136) loss_bbox_0: 0.1690 (0.1758) loss_giou_0: 0.4128 (0.3882) loss_class_1: 0.8230 (0.7977) loss_bbox_1: 0.1712 (0.1769) loss_giou_1: 0.4170 (0.3866) loss_class_2: 0.7884 (0.7680) loss_bbox_2: 0.1678 (0.1751) loss_giou_2: 0.3968 (0.3839) loss_class_3: 0.7764 (0.7526) loss_bbox_3: 0.1792 (0.1754) loss_giou_3: 0.4057 (0.3832) loss_class_4: 0.7576 (0.7445) loss_bbox_4: 0.1831 (0.1757) loss_giou_4: 0.4152 (0.3835) loss_class_enc: 0.8570 (0.8637) loss_bbox_enc: 0.1999 (0.2095) loss_giou_enc: 0.4626 (0.4389) loss_class_dn: 0.3850 (0.3773) loss_bbox_dn: 0.2368 (0.2545) loss_giou_dn: 0.4353 (0.4285) loss_class_dn_0: 0.4746 (0.4726) loss_bbox_dn_0: 0.3383 (0.3568) loss_giou_dn_0: 0.5656 (0.5568) loss_class_dn_1: 0.4186 (0.4067) loss_bbox_dn_1: 0.2644 (0.2793) loss_giou_dn_1: 0.4751 (0.4601) loss_class_dn_2: 0.3954 (0.3859) loss_bbox_dn_2: 0.2392 (0.2587) loss_giou_dn_2: 0.4438 (0.4350) loss_class_dn_3: 0.3915 (0.3796) loss_bbox_dn_3: 0.2369 (0.2553) loss_giou_dn_3: 0.4364 (0.4299) loss_class_dn_4: 0.3880 (0.3773) loss_bbox_dn_4: 0.2368 (0.2545) loss_giou_dn_4: 0.4350 (0.4284) loss_class_hybrid: 0.7592 (0.7456) loss_bbox_hybrid: 0.1932 (0.1883) loss_giou_hybrid: 0.4444 (0.4122) loss_class_0_hybrid: 0.7922 (0.8142) loss_bbox_0_hybrid: 0.1919 (0.1963) loss_giou_0_hybrid: 0.4618 (0.4280) loss_class_1_hybrid: 0.7659 (0.7712) loss_bbox_1_hybrid: 0.1887 (0.1916) loss_giou_1_hybrid: 0.4576 (0.4185) loss_class_2_hybrid: 0.7648 (0.7575) loss_bbox_2_hybrid: 0.1908 (0.1886) loss_giou_2_hybrid: 0.4477 (0.4138) loss_class_3_hybrid: 0.7660 (0.7493) loss_bbox_3_hybrid: 0.1909 (0.1883) loss_giou_3_hybrid: 0.4444 (0.4126) loss_class_4_hybrid: 0.7599 (0.7459) loss_bbox_4_hybrid: 0.1935 (0.1884) loss_giou_4_hybrid: 0.4435 (0.4123) loss_class_enc_hybrid: 0.7744 (0.7804) loss_bbox_enc_hybrid: 0.2232 (0.2341) loss_giou_enc_hybrid: 0.5186 (0.4866) mem: 1030 max mem: 36965 [2024-01-15 19:53:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:54:26 det.util.engine] INFO: Epoch: [8] [9050/11727] eta: 0:48:13 lr: 0.000100 data_time: 0.0035 iter_time: 1.1351 loss: 26.2624 (26.1165) loss_class: 0.7606 (0.7430) loss_bbox: 0.1716 (0.1760) loss_giou: 0.3572 (0.3834) loss_class_0: 0.9256 (0.9137) loss_bbox_0: 0.1678 (0.1758) loss_giou_0: 0.3697 (0.3882) loss_class_1: 0.7955 (0.7978) loss_bbox_1: 0.1701 (0.1770) loss_giou_1: 0.3597 (0.3866) loss_class_2: 0.7563 (0.7680) loss_bbox_2: 0.1753 (0.1752) loss_giou_2: 0.3586 (0.3838) loss_class_3: 0.7675 (0.7527) loss_bbox_3: 0.1797 (0.1754) loss_giou_3: 0.3594 (0.3831) loss_class_4: 0.7515 (0.7445) loss_bbox_4: 0.1716 (0.1758) loss_giou_4: 0.3574 (0.3835) loss_class_enc: 0.8899 (0.8638) loss_bbox_enc: 0.2005 (0.2095) loss_giou_enc: 0.4208 (0.4389) loss_class_dn: 0.3779 (0.3773) loss_bbox_dn: 0.2528 (0.2545) loss_giou_dn: 0.4150 (0.4284) loss_class_dn_0: 0.4690 (0.4726) loss_bbox_dn_0: 0.3338 (0.3569) loss_giou_dn_0: 0.5417 (0.5567) loss_class_dn_1: 0.3992 (0.4067) loss_bbox_dn_1: 0.2779 (0.2794) loss_giou_dn_1: 0.4567 (0.4600) loss_class_dn_2: 0.3814 (0.3859) loss_bbox_dn_2: 0.2572 (0.2588) loss_giou_dn_2: 0.4216 (0.4349) loss_class_dn_3: 0.3792 (0.3796) loss_bbox_dn_3: 0.2509 (0.2554) loss_giou_dn_3: 0.4180 (0.4298) loss_class_dn_4: 0.3743 (0.3773) loss_bbox_dn_4: 0.2529 (0.2545) loss_giou_dn_4: 0.4148 (0.4283) loss_class_hybrid: 0.7567 (0.7456) loss_bbox_hybrid: 0.1933 (0.1884) loss_giou_hybrid: 0.3979 (0.4122) loss_class_0_hybrid: 0.8408 (0.8143) loss_bbox_0_hybrid: 0.2068 (0.1963) loss_giou_0_hybrid: 0.4161 (0.4280) loss_class_1_hybrid: 0.7827 (0.7712) loss_bbox_1_hybrid: 0.1938 (0.1916) loss_giou_1_hybrid: 0.4050 (0.4184) loss_class_2_hybrid: 0.7621 (0.7575) loss_bbox_2_hybrid: 0.1955 (0.1887) loss_giou_2_hybrid: 0.3960 (0.4137) loss_class_3_hybrid: 0.7553 (0.7493) loss_bbox_3_hybrid: 0.1958 (0.1883) loss_giou_3_hybrid: 0.3957 (0.4125) loss_class_4_hybrid: 0.7548 (0.7459) loss_bbox_4_hybrid: 0.1940 (0.1884) loss_giou_4_hybrid: 0.3984 (0.4123) loss_class_enc_hybrid: 0.8182 (0.7805) loss_bbox_enc_hybrid: 0.2378 (0.2341) loss_giou_enc_hybrid: 0.4780 (0.4866) mem: 1019 max mem: 36965 [2024-01-15 19:54:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:55:23 det.util.engine] INFO: Epoch: [8] [9100/11727] eta: 0:47:20 lr: 0.000100 data_time: 0.0034 iter_time: 1.1605 loss: 25.6149 (26.1160) loss_class: 0.7325 (0.7430) loss_bbox: 0.1648 (0.1760) loss_giou: 0.3803 (0.3834) loss_class_0: 0.9362 (0.9138) loss_bbox_0: 0.1579 (0.1758) loss_giou_0: 0.3864 (0.3881) loss_class_1: 0.7915 (0.7978) loss_bbox_1: 0.1750 (0.1770) loss_giou_1: 0.3842 (0.3865) loss_class_2: 0.7567 (0.7680) loss_bbox_2: 0.1633 (0.1752) loss_giou_2: 0.3901 (0.3838) loss_class_3: 0.7336 (0.7527) loss_bbox_3: 0.1670 (0.1754) loss_giou_3: 0.3951 (0.3831) loss_class_4: 0.7200 (0.7445) loss_bbox_4: 0.1636 (0.1758) loss_giou_4: 0.3935 (0.3834) loss_class_enc: 0.8983 (0.8638) loss_bbox_enc: 0.1966 (0.2095) loss_giou_enc: 0.4375 (0.4388) loss_class_dn: 0.3737 (0.3772) loss_bbox_dn: 0.2253 (0.2545) loss_giou_dn: 0.4157 (0.4284) loss_class_dn_0: 0.4631 (0.4726) loss_bbox_dn_0: 0.3287 (0.3569) loss_giou_dn_0: 0.5629 (0.5567) loss_class_dn_1: 0.4018 (0.4066) loss_bbox_dn_1: 0.2557 (0.2794) loss_giou_dn_1: 0.4553 (0.4600) loss_class_dn_2: 0.3802 (0.3858) loss_bbox_dn_2: 0.2273 (0.2588) loss_giou_dn_2: 0.4231 (0.4349) loss_class_dn_3: 0.3768 (0.3796) loss_bbox_dn_3: 0.2246 (0.2554) loss_giou_dn_3: 0.4164 (0.4297) loss_class_dn_4: 0.3746 (0.3773) loss_bbox_dn_4: 0.2252 (0.2545) loss_giou_dn_4: 0.4157 (0.4283) loss_class_hybrid: 0.7612 (0.7457) loss_bbox_hybrid: 0.1797 (0.1884) loss_giou_hybrid: 0.3913 (0.4122) loss_class_0_hybrid: 0.8275 (0.8143) loss_bbox_0_hybrid: 0.1915 (0.1963) loss_giou_0_hybrid: 0.4052 (0.4279) loss_class_1_hybrid: 0.7838 (0.7712) loss_bbox_1_hybrid: 0.1849 (0.1916) loss_giou_1_hybrid: 0.3974 (0.4184) loss_class_2_hybrid: 0.7770 (0.7576) loss_bbox_2_hybrid: 0.1803 (0.1887) loss_giou_2_hybrid: 0.3948 (0.4137) loss_class_3_hybrid: 0.7647 (0.7493) loss_bbox_3_hybrid: 0.1745 (0.1883) loss_giou_3_hybrid: 0.3939 (0.4125) loss_class_4_hybrid: 0.7495 (0.7459) loss_bbox_4_hybrid: 0.1809 (0.1885) loss_giou_4_hybrid: 0.3940 (0.4123) loss_class_enc_hybrid: 0.7908 (0.7805) loss_bbox_enc_hybrid: 0.2173 (0.2341) loss_giou_enc_hybrid: 0.4745 (0.4865) mem: 1013 max mem: 36965 [2024-01-15 19:55:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:56:18 det.util.engine] INFO: Epoch: [8] [9150/11727] eta: 0:46:26 lr: 0.000100 data_time: 0.0034 iter_time: 1.1189 loss: 26.9666 (26.1203) loss_class: 0.7441 (0.7431) loss_bbox: 0.1650 (0.1760) loss_giou: 0.4167 (0.3834) loss_class_0: 0.8603 (0.9139) loss_bbox_0: 0.1749 (0.1759) loss_giou_0: 0.4208 (0.3882) loss_class_1: 0.7777 (0.7979) loss_bbox_1: 0.1792 (0.1770) loss_giou_1: 0.4199 (0.3866) loss_class_2: 0.7693 (0.7682) loss_bbox_2: 0.1719 (0.1752) loss_giou_2: 0.4129 (0.3839) loss_class_3: 0.7545 (0.7528) loss_bbox_3: 0.1721 (0.1754) loss_giou_3: 0.4123 (0.3832) loss_class_4: 0.7517 (0.7446) loss_bbox_4: 0.1700 (0.1758) loss_giou_4: 0.4167 (0.3835) loss_class_enc: 0.8048 (0.8638) loss_bbox_enc: 0.2082 (0.2096) loss_giou_enc: 0.4882 (0.4389) loss_class_dn: 0.3813 (0.3773) loss_bbox_dn: 0.2365 (0.2546) loss_giou_dn: 0.4623 (0.4285) loss_class_dn_0: 0.4747 (0.4726) loss_bbox_dn_0: 0.3273 (0.3570) loss_giou_dn_0: 0.5839 (0.5568) loss_class_dn_1: 0.4135 (0.4067) loss_bbox_dn_1: 0.2541 (0.2795) loss_giou_dn_1: 0.4987 (0.4601) loss_class_dn_2: 0.3894 (0.3859) loss_bbox_dn_2: 0.2364 (0.2589) loss_giou_dn_2: 0.4670 (0.4350) loss_class_dn_3: 0.3847 (0.3796) loss_bbox_dn_3: 0.2342 (0.2555) loss_giou_dn_3: 0.4619 (0.4299) loss_class_dn_4: 0.3812 (0.3773) loss_bbox_dn_4: 0.2365 (0.2546) loss_giou_dn_4: 0.4624 (0.4284) loss_class_hybrid: 0.7276 (0.7457) loss_bbox_hybrid: 0.1875 (0.1884) loss_giou_hybrid: 0.4381 (0.4123) loss_class_0_hybrid: 0.7669 (0.8143) loss_bbox_0_hybrid: 0.2008 (0.1964) loss_giou_0_hybrid: 0.4632 (0.4280) loss_class_1_hybrid: 0.7615 (0.7713) loss_bbox_1_hybrid: 0.1888 (0.1917) loss_giou_1_hybrid: 0.4485 (0.4185) loss_class_2_hybrid: 0.7454 (0.7576) loss_bbox_2_hybrid: 0.1924 (0.1887) loss_giou_2_hybrid: 0.4421 (0.4138) loss_class_3_hybrid: 0.7253 (0.7494) loss_bbox_3_hybrid: 0.1911 (0.1884) loss_giou_3_hybrid: 0.4426 (0.4126) loss_class_4_hybrid: 0.7309 (0.7460) loss_bbox_4_hybrid: 0.1887 (0.1885) loss_giou_4_hybrid: 0.4425 (0.4124) loss_class_enc_hybrid: 0.7578 (0.7805) loss_bbox_enc_hybrid: 0.2390 (0.2341) loss_giou_enc_hybrid: 0.5168 (0.4866) mem: 1039 max mem: 36965 [2024-01-15 19:56:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:57:11 det.util.engine] INFO: Epoch: [8] [9200/11727] eta: 0:45:31 lr: 0.000100 data_time: 0.0034 iter_time: 1.0509 loss: 27.0877 (26.1195) loss_class: 0.7354 (0.7430) loss_bbox: 0.1698 (0.1760) loss_giou: 0.3877 (0.3834) loss_class_0: 0.9204 (0.9139) loss_bbox_0: 0.1770 (0.1759) loss_giou_0: 0.3844 (0.3882) loss_class_1: 0.8321 (0.7979) loss_bbox_1: 0.1649 (0.1770) loss_giou_1: 0.3768 (0.3866) loss_class_2: 0.7588 (0.7681) loss_bbox_2: 0.1603 (0.1752) loss_giou_2: 0.3892 (0.3839) loss_class_3: 0.7524 (0.7528) loss_bbox_3: 0.1592 (0.1754) loss_giou_3: 0.3921 (0.3831) loss_class_4: 0.7539 (0.7446) loss_bbox_4: 0.1695 (0.1758) loss_giou_4: 0.3921 (0.3835) loss_class_enc: 0.8675 (0.8638) loss_bbox_enc: 0.2115 (0.2096) loss_giou_enc: 0.4405 (0.4389) loss_class_dn: 0.3820 (0.3773) loss_bbox_dn: 0.2376 (0.2546) loss_giou_dn: 0.4233 (0.4285) loss_class_dn_0: 0.4794 (0.4726) loss_bbox_dn_0: 0.3556 (0.3570) loss_giou_dn_0: 0.5593 (0.5568) loss_class_dn_1: 0.4114 (0.4067) loss_bbox_dn_1: 0.2605 (0.2795) loss_giou_dn_1: 0.4583 (0.4601) loss_class_dn_2: 0.3879 (0.3859) loss_bbox_dn_2: 0.2415 (0.2589) loss_giou_dn_2: 0.4309 (0.4350) loss_class_dn_3: 0.3842 (0.3796) loss_bbox_dn_3: 0.2378 (0.2555) loss_giou_dn_3: 0.4229 (0.4299) loss_class_dn_4: 0.3814 (0.3773) loss_bbox_dn_4: 0.2375 (0.2546) loss_giou_dn_4: 0.4225 (0.4284) loss_class_hybrid: 0.7404 (0.7457) loss_bbox_hybrid: 0.1784 (0.1885) loss_giou_hybrid: 0.4018 (0.4122) loss_class_0_hybrid: 0.7915 (0.8143) loss_bbox_0_hybrid: 0.1848 (0.1964) loss_giou_0_hybrid: 0.4130 (0.4280) loss_class_1_hybrid: 0.7655 (0.7713) loss_bbox_1_hybrid: 0.1792 (0.1917) loss_giou_1_hybrid: 0.4051 (0.4185) loss_class_2_hybrid: 0.7587 (0.7576) loss_bbox_2_hybrid: 0.1812 (0.1887) loss_giou_2_hybrid: 0.4029 (0.4138) loss_class_3_hybrid: 0.7466 (0.7494) loss_bbox_3_hybrid: 0.1786 (0.1884) loss_giou_3_hybrid: 0.4008 (0.4126) loss_class_4_hybrid: 0.7391 (0.7459) loss_bbox_4_hybrid: 0.1777 (0.1885) loss_giou_4_hybrid: 0.4000 (0.4124) loss_class_enc_hybrid: 0.7719 (0.7805) loss_bbox_enc_hybrid: 0.2294 (0.2342) loss_giou_enc_hybrid: 0.4924 (0.4866) mem: 1030 max mem: 36965 [2024-01-15 19:57:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:58:04 det.util.engine] INFO: Epoch: [8] [9250/11727] eta: 0:44:37 lr: 0.000100 data_time: 0.0035 iter_time: 1.0488 loss: 25.7078 (26.1176) loss_class: 0.7219 (0.7428) loss_bbox: 0.1875 (0.1760) loss_giou: 0.3794 (0.3835) loss_class_0: 0.9240 (0.9137) loss_bbox_0: 0.1846 (0.1759) loss_giou_0: 0.3838 (0.3882) loss_class_1: 0.7781 (0.7977) loss_bbox_1: 0.1861 (0.1771) loss_giou_1: 0.3804 (0.3866) loss_class_2: 0.7440 (0.7679) loss_bbox_2: 0.1844 (0.1752) loss_giou_2: 0.3834 (0.3839) loss_class_3: 0.7303 (0.7526) loss_bbox_3: 0.1830 (0.1754) loss_giou_3: 0.3863 (0.3832) loss_class_4: 0.7396 (0.7444) loss_bbox_4: 0.1875 (0.1758) loss_giou_4: 0.3828 (0.3836) loss_class_enc: 0.8394 (0.8636) loss_bbox_enc: 0.2189 (0.2096) loss_giou_enc: 0.4365 (0.4389) loss_class_dn: 0.3698 (0.3772) loss_bbox_dn: 0.2738 (0.2546) loss_giou_dn: 0.4304 (0.4285) loss_class_dn_0: 0.4614 (0.4726) loss_bbox_dn_0: 0.3731 (0.3570) loss_giou_dn_0: 0.5675 (0.5568) loss_class_dn_1: 0.3965 (0.4066) loss_bbox_dn_1: 0.3067 (0.2795) loss_giou_dn_1: 0.4733 (0.4601) loss_class_dn_2: 0.3798 (0.3859) loss_bbox_dn_2: 0.2800 (0.2589) loss_giou_dn_2: 0.4366 (0.4350) loss_class_dn_3: 0.3686 (0.3796) loss_bbox_dn_3: 0.2747 (0.2555) loss_giou_dn_3: 0.4330 (0.4298) loss_class_dn_4: 0.3692 (0.3773) loss_bbox_dn_4: 0.2740 (0.2546) loss_giou_dn_4: 0.4302 (0.4284) loss_class_hybrid: 0.7419 (0.7455) loss_bbox_hybrid: 0.1950 (0.1885) loss_giou_hybrid: 0.4000 (0.4123) loss_class_0_hybrid: 0.8140 (0.8142) loss_bbox_0_hybrid: 0.2029 (0.1964) loss_giou_0_hybrid: 0.4271 (0.4280) loss_class_1_hybrid: 0.7749 (0.7712) loss_bbox_1_hybrid: 0.1971 (0.1917) loss_giou_1_hybrid: 0.4085 (0.4185) loss_class_2_hybrid: 0.7634 (0.7575) loss_bbox_2_hybrid: 0.1973 (0.1887) loss_giou_2_hybrid: 0.3966 (0.4138) loss_class_3_hybrid: 0.7585 (0.7492) loss_bbox_3_hybrid: 0.1957 (0.1884) loss_giou_3_hybrid: 0.3968 (0.4126) loss_class_4_hybrid: 0.7442 (0.7458) loss_bbox_4_hybrid: 0.1945 (0.1885) loss_giou_4_hybrid: 0.3996 (0.4124) loss_class_enc_hybrid: 0.7794 (0.7803) loss_bbox_enc_hybrid: 0.2449 (0.2342) loss_giou_enc_hybrid: 0.4768 (0.4866) mem: 1022 max mem: 36965 [2024-01-15 19:58:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:58:58 det.util.engine] INFO: Epoch: [8] [9300/11727] eta: 0:43:43 lr: 0.000100 data_time: 0.0036 iter_time: 1.0803 loss: 25.4303 (26.1182) loss_class: 0.7001 (0.7427) loss_bbox: 0.1707 (0.1760) loss_giou: 0.3885 (0.3835) loss_class_0: 0.8908 (0.9136) loss_bbox_0: 0.1661 (0.1759) loss_giou_0: 0.4045 (0.3883) loss_class_1: 0.7421 (0.7975) loss_bbox_1: 0.1610 (0.1771) loss_giou_1: 0.3999 (0.3867) loss_class_2: 0.7175 (0.7678) loss_bbox_2: 0.1550 (0.1753) loss_giou_2: 0.3982 (0.3840) loss_class_3: 0.7071 (0.7525) loss_bbox_3: 0.1674 (0.1755) loss_giou_3: 0.3894 (0.3832) loss_class_4: 0.7071 (0.7443) loss_bbox_4: 0.1641 (0.1759) loss_giou_4: 0.3881 (0.3836) loss_class_enc: 0.7938 (0.8635) loss_bbox_enc: 0.1828 (0.2096) loss_giou_enc: 0.4435 (0.4390) loss_class_dn: 0.3841 (0.3772) loss_bbox_dn: 0.2366 (0.2546) loss_giou_dn: 0.4345 (0.4286) loss_class_dn_0: 0.4718 (0.4726) loss_bbox_dn_0: 0.3240 (0.3570) loss_giou_dn_0: 0.5648 (0.5569) loss_class_dn_1: 0.4101 (0.4066) loss_bbox_dn_1: 0.2478 (0.2795) loss_giou_dn_1: 0.4707 (0.4602) loss_class_dn_2: 0.3900 (0.3859) loss_bbox_dn_2: 0.2399 (0.2589) loss_giou_dn_2: 0.4427 (0.4351) loss_class_dn_3: 0.3859 (0.3796) loss_bbox_dn_3: 0.2377 (0.2555) loss_giou_dn_3: 0.4364 (0.4299) loss_class_dn_4: 0.3844 (0.3773) loss_bbox_dn_4: 0.2365 (0.2546) loss_giou_dn_4: 0.4345 (0.4284) loss_class_hybrid: 0.7135 (0.7454) loss_bbox_hybrid: 0.1682 (0.1885) loss_giou_hybrid: 0.3870 (0.4123) loss_class_0_hybrid: 0.7798 (0.8141) loss_bbox_0_hybrid: 0.1768 (0.1964) loss_giou_0_hybrid: 0.4092 (0.4281) loss_class_1_hybrid: 0.7242 (0.7711) loss_bbox_1_hybrid: 0.1731 (0.1917) loss_giou_1_hybrid: 0.3983 (0.4186) loss_class_2_hybrid: 0.7297 (0.7574) loss_bbox_2_hybrid: 0.1679 (0.1888) loss_giou_2_hybrid: 0.3863 (0.4139) loss_class_3_hybrid: 0.7136 (0.7491) loss_bbox_3_hybrid: 0.1682 (0.1884) loss_giou_3_hybrid: 0.3871 (0.4127) loss_class_4_hybrid: 0.7131 (0.7457) loss_bbox_4_hybrid: 0.1687 (0.1885) loss_giou_4_hybrid: 0.3892 (0.4124) loss_class_enc_hybrid: 0.7531 (0.7802) loss_bbox_enc_hybrid: 0.2050 (0.2342) loss_giou_enc_hybrid: 0.4760 (0.4867) mem: 1025 max mem: 36965 [2024-01-15 19:58:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 19:59:52 det.util.engine] INFO: Epoch: [8] [9350/11727] eta: 0:42:49 lr: 0.000100 data_time: 0.0040 iter_time: 1.0961 loss: 25.4289 (26.1175) loss_class: 0.7086 (0.7427) loss_bbox: 0.1650 (0.1761) loss_giou: 0.3834 (0.3835) loss_class_0: 0.9135 (0.9137) loss_bbox_0: 0.1575 (0.1759) loss_giou_0: 0.3882 (0.3883) loss_class_1: 0.7532 (0.7975) loss_bbox_1: 0.1647 (0.1771) loss_giou_1: 0.3740 (0.3867) loss_class_2: 0.7075 (0.7678) loss_bbox_2: 0.1680 (0.1753) loss_giou_2: 0.3719 (0.3839) loss_class_3: 0.7200 (0.7525) loss_bbox_3: 0.1594 (0.1755) loss_giou_3: 0.3818 (0.3832) loss_class_4: 0.6900 (0.7443) loss_bbox_4: 0.1606 (0.1759) loss_giou_4: 0.3832 (0.3836) loss_class_enc: 0.8030 (0.8635) loss_bbox_enc: 0.1967 (0.2096) loss_giou_enc: 0.4372 (0.4390) loss_class_dn: 0.3818 (0.3772) loss_bbox_dn: 0.2213 (0.2546) loss_giou_dn: 0.4242 (0.4286) loss_class_dn_0: 0.4709 (0.4726) loss_bbox_dn_0: 0.2935 (0.3570) loss_giou_dn_0: 0.5527 (0.5569) loss_class_dn_1: 0.4028 (0.4066) loss_bbox_dn_1: 0.2287 (0.2795) loss_giou_dn_1: 0.4530 (0.4602) loss_class_dn_2: 0.3890 (0.3858) loss_bbox_dn_2: 0.2172 (0.2589) loss_giou_dn_2: 0.4294 (0.4351) loss_class_dn_3: 0.3817 (0.3796) loss_bbox_dn_3: 0.2207 (0.2555) loss_giou_dn_3: 0.4257 (0.4299) loss_class_dn_4: 0.3828 (0.3773) loss_bbox_dn_4: 0.2215 (0.2546) loss_giou_dn_4: 0.4242 (0.4284) loss_class_hybrid: 0.7284 (0.7455) loss_bbox_hybrid: 0.1722 (0.1885) loss_giou_hybrid: 0.3873 (0.4123) loss_class_0_hybrid: 0.7919 (0.8142) loss_bbox_0_hybrid: 0.1800 (0.1964) loss_giou_0_hybrid: 0.3947 (0.4280) loss_class_1_hybrid: 0.7344 (0.7711) loss_bbox_1_hybrid: 0.1776 (0.1917) loss_giou_1_hybrid: 0.3920 (0.4185) loss_class_2_hybrid: 0.7195 (0.7574) loss_bbox_2_hybrid: 0.1725 (0.1888) loss_giou_2_hybrid: 0.3839 (0.4138) loss_class_3_hybrid: 0.7099 (0.7491) loss_bbox_3_hybrid: 0.1749 (0.1884) loss_giou_3_hybrid: 0.3857 (0.4126) loss_class_4_hybrid: 0.7161 (0.7457) loss_bbox_4_hybrid: 0.1726 (0.1885) loss_giou_4_hybrid: 0.3879 (0.4124) loss_class_enc_hybrid: 0.7432 (0.7802) loss_bbox_enc_hybrid: 0.2099 (0.2342) loss_giou_enc_hybrid: 0.4676 (0.4866) mem: 1028 max mem: 36965 [2024-01-15 19:59:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:00:47 det.util.engine] INFO: Epoch: [8] [9400/11727] eta: 0:41:55 lr: 0.000100 data_time: 0.0037 iter_time: 1.0554 loss: 25.9365 (26.1163) loss_class: 0.7278 (0.7427) loss_bbox: 0.1784 (0.1760) loss_giou: 0.3824 (0.3835) loss_class_0: 0.8966 (0.9137) loss_bbox_0: 0.1795 (0.1759) loss_giou_0: 0.3731 (0.3882) loss_class_1: 0.7825 (0.7976) loss_bbox_1: 0.1772 (0.1771) loss_giou_1: 0.3779 (0.3867) loss_class_2: 0.7618 (0.7679) loss_bbox_2: 0.1768 (0.1752) loss_giou_2: 0.3778 (0.3839) loss_class_3: 0.7475 (0.7525) loss_bbox_3: 0.1775 (0.1754) loss_giou_3: 0.3808 (0.3832) loss_class_4: 0.7396 (0.7443) loss_bbox_4: 0.1788 (0.1758) loss_giou_4: 0.3780 (0.3836) loss_class_enc: 0.8863 (0.8635) loss_bbox_enc: 0.2043 (0.2096) loss_giou_enc: 0.4256 (0.4390) loss_class_dn: 0.3731 (0.3772) loss_bbox_dn: 0.2118 (0.2545) loss_giou_dn: 0.4341 (0.4286) loss_class_dn_0: 0.4670 (0.4726) loss_bbox_dn_0: 0.3587 (0.3569) loss_giou_dn_0: 0.5504 (0.5569) loss_class_dn_1: 0.3993 (0.4066) loss_bbox_dn_1: 0.2367 (0.2794) loss_giou_dn_1: 0.4519 (0.4602) loss_class_dn_2: 0.3850 (0.3858) loss_bbox_dn_2: 0.2149 (0.2588) loss_giou_dn_2: 0.4368 (0.4351) loss_class_dn_3: 0.3728 (0.3795) loss_bbox_dn_3: 0.2133 (0.2554) loss_giou_dn_3: 0.4352 (0.4299) loss_class_dn_4: 0.3723 (0.3772) loss_bbox_dn_4: 0.2118 (0.2545) loss_giou_dn_4: 0.4339 (0.4284) loss_class_hybrid: 0.7492 (0.7455) loss_bbox_hybrid: 0.1911 (0.1884) loss_giou_hybrid: 0.4011 (0.4122) loss_class_0_hybrid: 0.8193 (0.8142) loss_bbox_0_hybrid: 0.2014 (0.1964) loss_giou_0_hybrid: 0.4050 (0.4280) loss_class_1_hybrid: 0.7728 (0.7711) loss_bbox_1_hybrid: 0.1916 (0.1916) loss_giou_1_hybrid: 0.3964 (0.4185) loss_class_2_hybrid: 0.7760 (0.7575) loss_bbox_2_hybrid: 0.1854 (0.1887) loss_giou_2_hybrid: 0.3914 (0.4138) loss_class_3_hybrid: 0.7466 (0.7491) loss_bbox_3_hybrid: 0.1847 (0.1884) loss_giou_3_hybrid: 0.3931 (0.4126) loss_class_4_hybrid: 0.7520 (0.7457) loss_bbox_4_hybrid: 0.1921 (0.1885) loss_giou_4_hybrid: 0.3954 (0.4124) loss_class_enc_hybrid: 0.7718 (0.7802) loss_bbox_enc_hybrid: 0.2420 (0.2341) loss_giou_enc_hybrid: 0.4745 (0.4867) mem: 1026 max mem: 36965 [2024-01-15 20:00:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:01:44 det.util.engine] INFO: Epoch: [8] [9450/11727] eta: 0:41:02 lr: 0.000100 data_time: 0.0031 iter_time: 1.0665 loss: 25.3258 (26.1143) loss_class: 0.7508 (0.7426) loss_bbox: 0.1695 (0.1760) loss_giou: 0.3658 (0.3835) loss_class_0: 0.9129 (0.9136) loss_bbox_0: 0.1686 (0.1759) loss_giou_0: 0.3671 (0.3883) loss_class_1: 0.7987 (0.7975) loss_bbox_1: 0.1733 (0.1770) loss_giou_1: 0.3861 (0.3867) loss_class_2: 0.7782 (0.7677) loss_bbox_2: 0.1721 (0.1752) loss_giou_2: 0.3708 (0.3840) loss_class_3: 0.7642 (0.7524) loss_bbox_3: 0.1689 (0.1754) loss_giou_3: 0.3692 (0.3832) loss_class_4: 0.7494 (0.7442) loss_bbox_4: 0.1657 (0.1758) loss_giou_4: 0.3717 (0.3836) loss_class_enc: 0.8768 (0.8634) loss_bbox_enc: 0.2028 (0.2095) loss_giou_enc: 0.4151 (0.4390) loss_class_dn: 0.3715 (0.3772) loss_bbox_dn: 0.2311 (0.2544) loss_giou_dn: 0.4031 (0.4285) loss_class_dn_0: 0.4737 (0.4726) loss_bbox_dn_0: 0.3351 (0.3568) loss_giou_dn_0: 0.5288 (0.5569) loss_class_dn_1: 0.4007 (0.4066) loss_bbox_dn_1: 0.2610 (0.2793) loss_giou_dn_1: 0.4338 (0.4602) loss_class_dn_2: 0.3792 (0.3858) loss_bbox_dn_2: 0.2340 (0.2587) loss_giou_dn_2: 0.4092 (0.4350) loss_class_dn_3: 0.3740 (0.3795) loss_bbox_dn_3: 0.2325 (0.2553) loss_giou_dn_3: 0.4052 (0.4299) loss_class_dn_4: 0.3720 (0.3772) loss_bbox_dn_4: 0.2310 (0.2544) loss_giou_dn_4: 0.4031 (0.4284) loss_class_hybrid: 0.7451 (0.7454) loss_bbox_hybrid: 0.1787 (0.1884) loss_giou_hybrid: 0.3740 (0.4122) loss_class_0_hybrid: 0.8198 (0.8141) loss_bbox_0_hybrid: 0.1779 (0.1963) loss_giou_0_hybrid: 0.3848 (0.4280) loss_class_1_hybrid: 0.7892 (0.7710) loss_bbox_1_hybrid: 0.1823 (0.1916) loss_giou_1_hybrid: 0.3858 (0.4185) loss_class_2_hybrid: 0.7821 (0.7574) loss_bbox_2_hybrid: 0.1760 (0.1887) loss_giou_2_hybrid: 0.3765 (0.4138) loss_class_3_hybrid: 0.7686 (0.7491) loss_bbox_3_hybrid: 0.1772 (0.1883) loss_giou_3_hybrid: 0.3759 (0.4126) loss_class_4_hybrid: 0.7513 (0.7456) loss_bbox_4_hybrid: 0.1778 (0.1885) loss_giou_4_hybrid: 0.3751 (0.4124) loss_class_enc_hybrid: 0.7919 (0.7802) loss_bbox_enc_hybrid: 0.2168 (0.2341) loss_giou_enc_hybrid: 0.4441 (0.4866) mem: 1026 max mem: 36965 [2024-01-15 20:01:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:02:38 det.util.engine] INFO: Epoch: [8] [9500/11727] eta: 0:40:08 lr: 0.000100 data_time: 0.0035 iter_time: 1.0907 loss: 26.6881 (26.1155) loss_class: 0.7358 (0.7427) loss_bbox: 0.1747 (0.1760) loss_giou: 0.3813 (0.3835) loss_class_0: 0.9123 (0.9137) loss_bbox_0: 0.1819 (0.1759) loss_giou_0: 0.3739 (0.3883) loss_class_1: 0.8231 (0.7975) loss_bbox_1: 0.1825 (0.1771) loss_giou_1: 0.3805 (0.3867) loss_class_2: 0.7758 (0.7678) loss_bbox_2: 0.1755 (0.1752) loss_giou_2: 0.3706 (0.3840) loss_class_3: 0.7563 (0.7524) loss_bbox_3: 0.1780 (0.1754) loss_giou_3: 0.3822 (0.3833) loss_class_4: 0.7425 (0.7442) loss_bbox_4: 0.1747 (0.1758) loss_giou_4: 0.3821 (0.3836) loss_class_enc: 0.8378 (0.8634) loss_bbox_enc: 0.2132 (0.2096) loss_giou_enc: 0.4382 (0.4390) loss_class_dn: 0.3859 (0.3772) loss_bbox_dn: 0.2437 (0.2544) loss_giou_dn: 0.4342 (0.4286) loss_class_dn_0: 0.4739 (0.4726) loss_bbox_dn_0: 0.3389 (0.3568) loss_giou_dn_0: 0.5735 (0.5569) loss_class_dn_1: 0.4131 (0.4066) loss_bbox_dn_1: 0.2636 (0.2793) loss_giou_dn_1: 0.4642 (0.4602) loss_class_dn_2: 0.3924 (0.3858) loss_bbox_dn_2: 0.2499 (0.2587) loss_giou_dn_2: 0.4398 (0.4351) loss_class_dn_3: 0.3892 (0.3795) loss_bbox_dn_3: 0.2458 (0.2553) loss_giou_dn_3: 0.4360 (0.4299) loss_class_dn_4: 0.3853 (0.3772) loss_bbox_dn_4: 0.2435 (0.2544) loss_giou_dn_4: 0.4343 (0.4284) loss_class_hybrid: 0.7618 (0.7454) loss_bbox_hybrid: 0.2019 (0.1884) loss_giou_hybrid: 0.3926 (0.4123) loss_class_0_hybrid: 0.8088 (0.8141) loss_bbox_0_hybrid: 0.1987 (0.1964) loss_giou_0_hybrid: 0.4243 (0.4281) loss_class_1_hybrid: 0.7690 (0.7710) loss_bbox_1_hybrid: 0.1995 (0.1916) loss_giou_1_hybrid: 0.4068 (0.4186) loss_class_2_hybrid: 0.7699 (0.7574) loss_bbox_2_hybrid: 0.1945 (0.1887) loss_giou_2_hybrid: 0.3898 (0.4138) loss_class_3_hybrid: 0.7644 (0.7491) loss_bbox_3_hybrid: 0.1984 (0.1884) loss_giou_3_hybrid: 0.3926 (0.4127) loss_class_4_hybrid: 0.7566 (0.7456) loss_bbox_4_hybrid: 0.2001 (0.1885) loss_giou_4_hybrid: 0.3914 (0.4124) loss_class_enc_hybrid: 0.7682 (0.7802) loss_bbox_enc_hybrid: 0.2272 (0.2341) loss_giou_enc_hybrid: 0.4903 (0.4867) mem: 1031 max mem: 36965 [2024-01-15 20:02:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:03:31 det.util.engine] INFO: Epoch: [8] [9550/11727] eta: 0:39:14 lr: 0.000100 data_time: 0.0034 iter_time: 1.0363 loss: 26.6044 (26.1146) loss_class: 0.7218 (0.7426) loss_bbox: 0.1680 (0.1760) loss_giou: 0.4108 (0.3836) loss_class_0: 0.9124 (0.9136) loss_bbox_0: 0.1634 (0.1759) loss_giou_0: 0.4056 (0.3883) loss_class_1: 0.7797 (0.7975) loss_bbox_1: 0.1640 (0.1770) loss_giou_1: 0.4158 (0.3868) loss_class_2: 0.7395 (0.7678) loss_bbox_2: 0.1663 (0.1752) loss_giou_2: 0.4062 (0.3840) loss_class_3: 0.7243 (0.7523) loss_bbox_3: 0.1665 (0.1754) loss_giou_3: 0.4119 (0.3833) loss_class_4: 0.7203 (0.7442) loss_bbox_4: 0.1666 (0.1758) loss_giou_4: 0.4133 (0.3837) loss_class_enc: 0.8476 (0.8633) loss_bbox_enc: 0.2143 (0.2096) loss_giou_enc: 0.4417 (0.4391) loss_class_dn: 0.3885 (0.3772) loss_bbox_dn: 0.2697 (0.2544) loss_giou_dn: 0.4325 (0.4285) loss_class_dn_0: 0.4729 (0.4725) loss_bbox_dn_0: 0.3554 (0.3567) loss_giou_dn_0: 0.5664 (0.5568) loss_class_dn_1: 0.4042 (0.4066) loss_bbox_dn_1: 0.2990 (0.2793) loss_giou_dn_1: 0.4663 (0.4602) loss_class_dn_2: 0.3884 (0.3858) loss_bbox_dn_2: 0.2708 (0.2587) loss_giou_dn_2: 0.4401 (0.4350) loss_class_dn_3: 0.3853 (0.3795) loss_bbox_dn_3: 0.2693 (0.2553) loss_giou_dn_3: 0.4328 (0.4299) loss_class_dn_4: 0.3820 (0.3772) loss_bbox_dn_4: 0.2697 (0.2544) loss_giou_dn_4: 0.4323 (0.4284) loss_class_hybrid: 0.7267 (0.7454) loss_bbox_hybrid: 0.1936 (0.1884) loss_giou_hybrid: 0.4398 (0.4123) loss_class_0_hybrid: 0.7867 (0.8141) loss_bbox_0_hybrid: 0.1980 (0.1963) loss_giou_0_hybrid: 0.4537 (0.4281) loss_class_1_hybrid: 0.7362 (0.7710) loss_bbox_1_hybrid: 0.1971 (0.1916) loss_giou_1_hybrid: 0.4474 (0.4186) loss_class_2_hybrid: 0.7306 (0.7574) loss_bbox_2_hybrid: 0.1911 (0.1887) loss_giou_2_hybrid: 0.4428 (0.4139) loss_class_3_hybrid: 0.7149 (0.7490) loss_bbox_3_hybrid: 0.1961 (0.1883) loss_giou_3_hybrid: 0.4349 (0.4127) loss_class_4_hybrid: 0.7200 (0.7456) loss_bbox_4_hybrid: 0.1924 (0.1885) loss_giou_4_hybrid: 0.4383 (0.4124) loss_class_enc_hybrid: 0.7291 (0.7802) loss_bbox_enc_hybrid: 0.2312 (0.2341) loss_giou_enc_hybrid: 0.5102 (0.4867) mem: 1033 max mem: 36965 [2024-01-15 20:03:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:04:25 det.util.engine] INFO: Epoch: [8] [9600/11727] eta: 0:38:19 lr: 0.000100 data_time: 0.0034 iter_time: 1.0596 loss: 25.9297 (26.1120) loss_class: 0.7284 (0.7425) loss_bbox: 0.1624 (0.1759) loss_giou: 0.3902 (0.3836) loss_class_0: 0.8679 (0.9135) loss_bbox_0: 0.1675 (0.1758) loss_giou_0: 0.4019 (0.3884) loss_class_1: 0.7565 (0.7974) loss_bbox_1: 0.1659 (0.1770) loss_giou_1: 0.3957 (0.3868) loss_class_2: 0.7337 (0.7676) loss_bbox_2: 0.1618 (0.1752) loss_giou_2: 0.3859 (0.3841) loss_class_3: 0.7144 (0.7522) loss_bbox_3: 0.1628 (0.1754) loss_giou_3: 0.3928 (0.3834) loss_class_4: 0.7188 (0.7441) loss_bbox_4: 0.1595 (0.1758) loss_giou_4: 0.3927 (0.3837) loss_class_enc: 0.8136 (0.8632) loss_bbox_enc: 0.1855 (0.2095) loss_giou_enc: 0.4391 (0.4391) loss_class_dn: 0.3745 (0.3772) loss_bbox_dn: 0.2261 (0.2543) loss_giou_dn: 0.4368 (0.4286) loss_class_dn_0: 0.4721 (0.4725) loss_bbox_dn_0: 0.3093 (0.3565) loss_giou_dn_0: 0.5615 (0.5569) loss_class_dn_1: 0.4032 (0.4066) loss_bbox_dn_1: 0.2458 (0.2791) loss_giou_dn_1: 0.4698 (0.4602) loss_class_dn_2: 0.3805 (0.3858) loss_bbox_dn_2: 0.2318 (0.2586) loss_giou_dn_2: 0.4483 (0.4351) loss_class_dn_3: 0.3760 (0.3795) loss_bbox_dn_3: 0.2259 (0.2552) loss_giou_dn_3: 0.4394 (0.4299) loss_class_dn_4: 0.3747 (0.3772) loss_bbox_dn_4: 0.2261 (0.2543) loss_giou_dn_4: 0.4368 (0.4284) loss_class_hybrid: 0.7128 (0.7452) loss_bbox_hybrid: 0.1827 (0.1884) loss_giou_hybrid: 0.4187 (0.4124) loss_class_0_hybrid: 0.7693 (0.8139) loss_bbox_0_hybrid: 0.1864 (0.1963) loss_giou_0_hybrid: 0.4328 (0.4281) loss_class_1_hybrid: 0.7325 (0.7708) loss_bbox_1_hybrid: 0.1817 (0.1915) loss_giou_1_hybrid: 0.4231 (0.4186) loss_class_2_hybrid: 0.7197 (0.7572) loss_bbox_2_hybrid: 0.1855 (0.1886) loss_giou_2_hybrid: 0.4217 (0.4139) loss_class_3_hybrid: 0.7079 (0.7489) loss_bbox_3_hybrid: 0.1836 (0.1883) loss_giou_3_hybrid: 0.4186 (0.4127) loss_class_4_hybrid: 0.7213 (0.7455) loss_bbox_4_hybrid: 0.1834 (0.1884) loss_giou_4_hybrid: 0.4183 (0.4125) loss_class_enc_hybrid: 0.7408 (0.7800) loss_bbox_enc_hybrid: 0.2165 (0.2340) loss_giou_enc_hybrid: 0.4916 (0.4868) mem: 1027 max mem: 36965 [2024-01-15 20:04:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:05:19 det.util.engine] INFO: Epoch: [8] [9650/11727] eta: 0:37:25 lr: 0.000100 data_time: 0.0035 iter_time: 1.0580 loss: 26.2258 (26.1129) loss_class: 0.7252 (0.7426) loss_bbox: 0.1877 (0.1760) loss_giou: 0.3475 (0.3836) loss_class_0: 0.8954 (0.9136) loss_bbox_0: 0.1805 (0.1759) loss_giou_0: 0.3482 (0.3883) loss_class_1: 0.7910 (0.7974) loss_bbox_1: 0.1879 (0.1770) loss_giou_1: 0.3501 (0.3868) loss_class_2: 0.7508 (0.7677) loss_bbox_2: 0.1868 (0.1752) loss_giou_2: 0.3465 (0.3840) loss_class_3: 0.7452 (0.7522) loss_bbox_3: 0.1875 (0.1754) loss_giou_3: 0.3447 (0.3833) loss_class_4: 0.7249 (0.7441) loss_bbox_4: 0.1874 (0.1758) loss_giou_4: 0.3474 (0.3837) loss_class_enc: 0.8415 (0.8632) loss_bbox_enc: 0.2167 (0.2095) loss_giou_enc: 0.3940 (0.4391) loss_class_dn: 0.3797 (0.3772) loss_bbox_dn: 0.2487 (0.2544) loss_giou_dn: 0.4007 (0.4286) loss_class_dn_0: 0.4738 (0.4726) loss_bbox_dn_0: 0.3612 (0.3566) loss_giou_dn_0: 0.5329 (0.5569) loss_class_dn_1: 0.4089 (0.4066) loss_bbox_dn_1: 0.2754 (0.2792) loss_giou_dn_1: 0.4294 (0.4602) loss_class_dn_2: 0.3868 (0.3858) loss_bbox_dn_2: 0.2543 (0.2586) loss_giou_dn_2: 0.4080 (0.4351) loss_class_dn_3: 0.3823 (0.3795) loss_bbox_dn_3: 0.2475 (0.2552) loss_giou_dn_3: 0.4021 (0.4299) loss_class_dn_4: 0.3803 (0.3772) loss_bbox_dn_4: 0.2487 (0.2544) loss_giou_dn_4: 0.4007 (0.4284) loss_class_hybrid: 0.7441 (0.7453) loss_bbox_hybrid: 0.1953 (0.1884) loss_giou_hybrid: 0.3575 (0.4123) loss_class_0_hybrid: 0.8095 (0.8140) loss_bbox_0_hybrid: 0.2078 (0.1963) loss_giou_0_hybrid: 0.3743 (0.4281) loss_class_1_hybrid: 0.7698 (0.7709) loss_bbox_1_hybrid: 0.1904 (0.1916) loss_giou_1_hybrid: 0.3634 (0.4185) loss_class_2_hybrid: 0.7501 (0.7573) loss_bbox_2_hybrid: 0.1881 (0.1887) loss_giou_2_hybrid: 0.3564 (0.4138) loss_class_3_hybrid: 0.7435 (0.7490) loss_bbox_3_hybrid: 0.1907 (0.1883) loss_giou_3_hybrid: 0.3495 (0.4127) loss_class_4_hybrid: 0.7428 (0.7456) loss_bbox_4_hybrid: 0.1919 (0.1884) loss_giou_4_hybrid: 0.3554 (0.4124) loss_class_enc_hybrid: 0.7679 (0.7801) loss_bbox_enc_hybrid: 0.2434 (0.2341) loss_giou_enc_hybrid: 0.4332 (0.4867) mem: 1018 max mem: 36965 [2024-01-15 20:05:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:06:13 det.util.engine] INFO: Epoch: [8] [9700/11727] eta: 0:36:31 lr: 0.000100 data_time: 0.0033 iter_time: 1.0564 loss: 26.8226 (26.1142) loss_class: 0.7021 (0.7426) loss_bbox: 0.1789 (0.1760) loss_giou: 0.4116 (0.3836) loss_class_0: 0.8902 (0.9137) loss_bbox_0: 0.1797 (0.1759) loss_giou_0: 0.4033 (0.3883) loss_class_1: 0.7909 (0.7974) loss_bbox_1: 0.1844 (0.1770) loss_giou_1: 0.4044 (0.3868) loss_class_2: 0.7216 (0.7677) loss_bbox_2: 0.1816 (0.1752) loss_giou_2: 0.4076 (0.3840) loss_class_3: 0.7362 (0.7523) loss_bbox_3: 0.1791 (0.1754) loss_giou_3: 0.4090 (0.3833) loss_class_4: 0.7023 (0.7441) loss_bbox_4: 0.1794 (0.1758) loss_giou_4: 0.4104 (0.3837) loss_class_enc: 0.8276 (0.8632) loss_bbox_enc: 0.2065 (0.2096) loss_giou_enc: 0.4608 (0.4391) loss_class_dn: 0.3787 (0.3772) loss_bbox_dn: 0.2351 (0.2544) loss_giou_dn: 0.4207 (0.4286) loss_class_dn_0: 0.4745 (0.4726) loss_bbox_dn_0: 0.3275 (0.3567) loss_giou_dn_0: 0.5485 (0.5569) loss_class_dn_1: 0.4078 (0.4066) loss_bbox_dn_1: 0.2673 (0.2793) loss_giou_dn_1: 0.4615 (0.4602) loss_class_dn_2: 0.3851 (0.3858) loss_bbox_dn_2: 0.2422 (0.2587) loss_giou_dn_2: 0.4262 (0.4351) loss_class_dn_3: 0.3783 (0.3795) loss_bbox_dn_3: 0.2366 (0.2553) loss_giou_dn_3: 0.4231 (0.4299) loss_class_dn_4: 0.3766 (0.3772) loss_bbox_dn_4: 0.2347 (0.2544) loss_giou_dn_4: 0.4204 (0.4285) loss_class_hybrid: 0.7445 (0.7453) loss_bbox_hybrid: 0.1857 (0.1884) loss_giou_hybrid: 0.4207 (0.4123) loss_class_0_hybrid: 0.7917 (0.8140) loss_bbox_0_hybrid: 0.1983 (0.1963) loss_giou_0_hybrid: 0.4290 (0.4281) loss_class_1_hybrid: 0.7699 (0.7709) loss_bbox_1_hybrid: 0.1942 (0.1916) loss_giou_1_hybrid: 0.4189 (0.4186) loss_class_2_hybrid: 0.7314 (0.7573) loss_bbox_2_hybrid: 0.1848 (0.1887) loss_giou_2_hybrid: 0.4176 (0.4138) loss_class_3_hybrid: 0.7247 (0.7490) loss_bbox_3_hybrid: 0.1788 (0.1883) loss_giou_3_hybrid: 0.4198 (0.4127) loss_class_4_hybrid: 0.7408 (0.7456) loss_bbox_4_hybrid: 0.1836 (0.1884) loss_giou_4_hybrid: 0.4182 (0.4124) loss_class_enc_hybrid: 0.7511 (0.7801) loss_bbox_enc_hybrid: 0.2358 (0.2341) loss_giou_enc_hybrid: 0.4853 (0.4867) mem: 1019 max mem: 36965 [2024-01-15 20:06:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:07:07 det.util.engine] INFO: Epoch: [8] [9750/11727] eta: 0:35:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0756 loss: 25.4423 (26.1124) loss_class: 0.7048 (0.7425) loss_bbox: 0.1741 (0.1760) loss_giou: 0.3791 (0.3836) loss_class_0: 0.8610 (0.9136) loss_bbox_0: 0.1691 (0.1758) loss_giou_0: 0.3757 (0.3884) loss_class_1: 0.7580 (0.7973) loss_bbox_1: 0.1844 (0.1770) loss_giou_1: 0.3785 (0.3868) loss_class_2: 0.7091 (0.7676) loss_bbox_2: 0.1753 (0.1752) loss_giou_2: 0.3774 (0.3840) loss_class_3: 0.6959 (0.7522) loss_bbox_3: 0.1764 (0.1754) loss_giou_3: 0.3785 (0.3833) loss_class_4: 0.7009 (0.7441) loss_bbox_4: 0.1740 (0.1758) loss_giou_4: 0.3786 (0.3837) loss_class_enc: 0.8035 (0.8631) loss_bbox_enc: 0.2023 (0.2095) loss_giou_enc: 0.4214 (0.4391) loss_class_dn: 0.3690 (0.3772) loss_bbox_dn: 0.2320 (0.2543) loss_giou_dn: 0.4240 (0.4285) loss_class_dn_0: 0.4615 (0.4726) loss_bbox_dn_0: 0.3263 (0.3566) loss_giou_dn_0: 0.5598 (0.5569) loss_class_dn_1: 0.3942 (0.4066) loss_bbox_dn_1: 0.2608 (0.2792) loss_giou_dn_1: 0.4541 (0.4602) loss_class_dn_2: 0.3783 (0.3858) loss_bbox_dn_2: 0.2391 (0.2586) loss_giou_dn_2: 0.4300 (0.4351) loss_class_dn_3: 0.3741 (0.3795) loss_bbox_dn_3: 0.2346 (0.2552) loss_giou_dn_3: 0.4248 (0.4299) loss_class_dn_4: 0.3714 (0.3772) loss_bbox_dn_4: 0.2320 (0.2543) loss_giou_dn_4: 0.4239 (0.4284) loss_class_hybrid: 0.7058 (0.7453) loss_bbox_hybrid: 0.1867 (0.1884) loss_giou_hybrid: 0.3952 (0.4123) loss_class_0_hybrid: 0.7691 (0.8139) loss_bbox_0_hybrid: 0.1920 (0.1963) loss_giou_0_hybrid: 0.4274 (0.4281) loss_class_1_hybrid: 0.7054 (0.7709) loss_bbox_1_hybrid: 0.1874 (0.1915) loss_giou_1_hybrid: 0.4060 (0.4186) loss_class_2_hybrid: 0.7036 (0.7572) loss_bbox_2_hybrid: 0.1848 (0.1886) loss_giou_2_hybrid: 0.4037 (0.4138) loss_class_3_hybrid: 0.7190 (0.7489) loss_bbox_3_hybrid: 0.1940 (0.1883) loss_giou_3_hybrid: 0.4008 (0.4127) loss_class_4_hybrid: 0.7025 (0.7455) loss_bbox_4_hybrid: 0.1877 (0.1884) loss_giou_4_hybrid: 0.3990 (0.4124) loss_class_enc_hybrid: 0.7345 (0.7801) loss_bbox_enc_hybrid: 0.2269 (0.2340) loss_giou_enc_hybrid: 0.4786 (0.4867) mem: 1021 max mem: 36965 [2024-01-15 20:07:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:08:01 det.util.engine] INFO: Epoch: [8] [9800/11727] eta: 0:34:43 lr: 0.000100 data_time: 0.0035 iter_time: 1.0987 loss: 25.7793 (26.1110) loss_class: 0.6944 (0.7425) loss_bbox: 0.1558 (0.1760) loss_giou: 0.3848 (0.3836) loss_class_0: 0.8644 (0.9136) loss_bbox_0: 0.1640 (0.1758) loss_giou_0: 0.3937 (0.3884) loss_class_1: 0.7175 (0.7972) loss_bbox_1: 0.1539 (0.1770) loss_giou_1: 0.3885 (0.3868) loss_class_2: 0.7316 (0.7676) loss_bbox_2: 0.1546 (0.1752) loss_giou_2: 0.3841 (0.3840) loss_class_3: 0.6979 (0.7521) loss_bbox_3: 0.1524 (0.1754) loss_giou_3: 0.3871 (0.3833) loss_class_4: 0.6918 (0.7440) loss_bbox_4: 0.1552 (0.1758) loss_giou_4: 0.3872 (0.3837) loss_class_enc: 0.8632 (0.8631) loss_bbox_enc: 0.1903 (0.2095) loss_giou_enc: 0.4136 (0.4390) loss_class_dn: 0.3695 (0.3772) loss_bbox_dn: 0.2237 (0.2543) loss_giou_dn: 0.4257 (0.4286) loss_class_dn_0: 0.4692 (0.4726) loss_bbox_dn_0: 0.3402 (0.3566) loss_giou_dn_0: 0.5541 (0.5568) loss_class_dn_1: 0.4088 (0.4066) loss_bbox_dn_1: 0.2637 (0.2792) loss_giou_dn_1: 0.4572 (0.4602) loss_class_dn_2: 0.3826 (0.3858) loss_bbox_dn_2: 0.2289 (0.2586) loss_giou_dn_2: 0.4326 (0.4351) loss_class_dn_3: 0.3722 (0.3795) loss_bbox_dn_3: 0.2216 (0.2552) loss_giou_dn_3: 0.4262 (0.4299) loss_class_dn_4: 0.3685 (0.3772) loss_bbox_dn_4: 0.2237 (0.2543) loss_giou_dn_4: 0.4257 (0.4284) loss_class_hybrid: 0.7122 (0.7453) loss_bbox_hybrid: 0.1575 (0.1883) loss_giou_hybrid: 0.3910 (0.4123) loss_class_0_hybrid: 0.8007 (0.8140) loss_bbox_0_hybrid: 0.1718 (0.1963) loss_giou_0_hybrid: 0.4011 (0.4280) loss_class_1_hybrid: 0.7465 (0.7708) loss_bbox_1_hybrid: 0.1661 (0.1915) loss_giou_1_hybrid: 0.3948 (0.4185) loss_class_2_hybrid: 0.7367 (0.7573) loss_bbox_2_hybrid: 0.1624 (0.1886) loss_giou_2_hybrid: 0.3891 (0.4138) loss_class_3_hybrid: 0.7270 (0.7489) loss_bbox_3_hybrid: 0.1573 (0.1883) loss_giou_3_hybrid: 0.3878 (0.4126) loss_class_4_hybrid: 0.7042 (0.7455) loss_bbox_4_hybrid: 0.1628 (0.1884) loss_giou_4_hybrid: 0.3904 (0.4124) loss_class_enc_hybrid: 0.7694 (0.7801) loss_bbox_enc_hybrid: 0.2110 (0.2340) loss_giou_enc_hybrid: 0.4586 (0.4867) mem: 1029 max mem: 36965 [2024-01-15 20:08:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:08:55 det.util.engine] INFO: Epoch: [8] [9850/11727] eta: 0:33:49 lr: 0.000100 data_time: 0.0032 iter_time: 1.0974 loss: 25.7878 (26.1101) loss_class: 0.7043 (0.7425) loss_bbox: 0.1711 (0.1760) loss_giou: 0.3895 (0.3836) loss_class_0: 0.8878 (0.9136) loss_bbox_0: 0.1730 (0.1758) loss_giou_0: 0.3856 (0.3883) loss_class_1: 0.7630 (0.7972) loss_bbox_1: 0.1725 (0.1770) loss_giou_1: 0.3845 (0.3868) loss_class_2: 0.7102 (0.7676) loss_bbox_2: 0.1653 (0.1752) loss_giou_2: 0.3830 (0.3840) loss_class_3: 0.7086 (0.7521) loss_bbox_3: 0.1656 (0.1754) loss_giou_3: 0.3782 (0.3833) loss_class_4: 0.6984 (0.7440) loss_bbox_4: 0.1696 (0.1758) loss_giou_4: 0.3855 (0.3837) loss_class_enc: 0.7972 (0.8630) loss_bbox_enc: 0.2053 (0.2095) loss_giou_enc: 0.4432 (0.4390) loss_class_dn: 0.3740 (0.3772) loss_bbox_dn: 0.2117 (0.2543) loss_giou_dn: 0.4120 (0.4285) loss_class_dn_0: 0.4761 (0.4726) loss_bbox_dn_0: 0.3414 (0.3566) loss_giou_dn_0: 0.5479 (0.5568) loss_class_dn_1: 0.4038 (0.4066) loss_bbox_dn_1: 0.2395 (0.2791) loss_giou_dn_1: 0.4521 (0.4601) loss_class_dn_2: 0.3827 (0.3858) loss_bbox_dn_2: 0.2185 (0.2585) loss_giou_dn_2: 0.4229 (0.4350) loss_class_dn_3: 0.3791 (0.3795) loss_bbox_dn_3: 0.2169 (0.2552) loss_giou_dn_3: 0.4128 (0.4299) loss_class_dn_4: 0.3745 (0.3772) loss_bbox_dn_4: 0.2117 (0.2543) loss_giou_dn_4: 0.4119 (0.4284) loss_class_hybrid: 0.7130 (0.7452) loss_bbox_hybrid: 0.1781 (0.1883) loss_giou_hybrid: 0.4096 (0.4122) loss_class_0_hybrid: 0.7669 (0.8140) loss_bbox_0_hybrid: 0.1867 (0.1963) loss_giou_0_hybrid: 0.4192 (0.4280) loss_class_1_hybrid: 0.7272 (0.7708) loss_bbox_1_hybrid: 0.1860 (0.1915) loss_giou_1_hybrid: 0.4137 (0.4185) loss_class_2_hybrid: 0.7141 (0.7572) loss_bbox_2_hybrid: 0.1804 (0.1886) loss_giou_2_hybrid: 0.4121 (0.4138) loss_class_3_hybrid: 0.7074 (0.7489) loss_bbox_3_hybrid: 0.1821 (0.1883) loss_giou_3_hybrid: 0.4121 (0.4126) loss_class_4_hybrid: 0.7159 (0.7455) loss_bbox_4_hybrid: 0.1797 (0.1884) loss_giou_4_hybrid: 0.4119 (0.4124) loss_class_enc_hybrid: 0.7363 (0.7801) loss_bbox_enc_hybrid: 0.2235 (0.2340) loss_giou_enc_hybrid: 0.4800 (0.4866) mem: 1017 max mem: 36965 [2024-01-15 20:08:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:09:49 det.util.engine] INFO: Epoch: [8] [9900/11727] eta: 0:32:55 lr: 0.000100 data_time: 0.0036 iter_time: 1.0757 loss: 26.4269 (26.1090) loss_class: 0.7437 (0.7424) loss_bbox: 0.1623 (0.1759) loss_giou: 0.3765 (0.3836) loss_class_0: 0.9066 (0.9135) loss_bbox_0: 0.1617 (0.1758) loss_giou_0: 0.3674 (0.3884) loss_class_1: 0.7951 (0.7971) loss_bbox_1: 0.1640 (0.1770) loss_giou_1: 0.3760 (0.3868) loss_class_2: 0.7633 (0.7675) loss_bbox_2: 0.1639 (0.1752) loss_giou_2: 0.3841 (0.3840) loss_class_3: 0.7450 (0.7520) loss_bbox_3: 0.1647 (0.1754) loss_giou_3: 0.3798 (0.3833) loss_class_4: 0.7490 (0.7439) loss_bbox_4: 0.1567 (0.1758) loss_giou_4: 0.3764 (0.3837) loss_class_enc: 0.8808 (0.8630) loss_bbox_enc: 0.1854 (0.2095) loss_giou_enc: 0.4205 (0.4391) loss_class_dn: 0.3794 (0.3772) loss_bbox_dn: 0.2384 (0.2542) loss_giou_dn: 0.4190 (0.4285) loss_class_dn_0: 0.4652 (0.4726) loss_bbox_dn_0: 0.3242 (0.3565) loss_giou_dn_0: 0.5616 (0.5568) loss_class_dn_1: 0.4065 (0.4065) loss_bbox_dn_1: 0.2591 (0.2791) loss_giou_dn_1: 0.4621 (0.4602) loss_class_dn_2: 0.3915 (0.3858) loss_bbox_dn_2: 0.2495 (0.2585) loss_giou_dn_2: 0.4292 (0.4350) loss_class_dn_3: 0.3825 (0.3795) loss_bbox_dn_3: 0.2406 (0.2551) loss_giou_dn_3: 0.4222 (0.4299) loss_class_dn_4: 0.3809 (0.3772) loss_bbox_dn_4: 0.2384 (0.2542) loss_giou_dn_4: 0.4190 (0.4284) loss_class_hybrid: 0.7194 (0.7452) loss_bbox_hybrid: 0.1738 (0.1883) loss_giou_hybrid: 0.3841 (0.4123) loss_class_0_hybrid: 0.7938 (0.8139) loss_bbox_0_hybrid: 0.1893 (0.1962) loss_giou_0_hybrid: 0.3926 (0.4280) loss_class_1_hybrid: 0.7402 (0.7707) loss_bbox_1_hybrid: 0.1836 (0.1915) loss_giou_1_hybrid: 0.3844 (0.4185) loss_class_2_hybrid: 0.7296 (0.7571) loss_bbox_2_hybrid: 0.1826 (0.1886) loss_giou_2_hybrid: 0.3873 (0.4138) loss_class_3_hybrid: 0.7127 (0.7488) loss_bbox_3_hybrid: 0.1737 (0.1882) loss_giou_3_hybrid: 0.3854 (0.4126) loss_class_4_hybrid: 0.7161 (0.7454) loss_bbox_4_hybrid: 0.1784 (0.1883) loss_giou_4_hybrid: 0.3843 (0.4124) loss_class_enc_hybrid: 0.7832 (0.7800) loss_bbox_enc_hybrid: 0.2270 (0.2340) loss_giou_enc_hybrid: 0.4601 (0.4867) mem: 1025 max mem: 36965 [2024-01-15 20:09:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:10:42 det.util.engine] INFO: Epoch: [8] [9950/11727] eta: 0:32:01 lr: 0.000100 data_time: 0.0032 iter_time: 1.0452 loss: 26.9423 (26.1090) loss_class: 0.7548 (0.7424) loss_bbox: 0.1838 (0.1759) loss_giou: 0.3882 (0.3836) loss_class_0: 0.9205 (0.9136) loss_bbox_0: 0.1720 (0.1758) loss_giou_0: 0.4204 (0.3884) loss_class_1: 0.8249 (0.7972) loss_bbox_1: 0.1637 (0.1769) loss_giou_1: 0.4147 (0.3868) loss_class_2: 0.7694 (0.7675) loss_bbox_2: 0.1741 (0.1752) loss_giou_2: 0.4001 (0.3840) loss_class_3: 0.7538 (0.7520) loss_bbox_3: 0.1870 (0.1753) loss_giou_3: 0.4077 (0.3833) loss_class_4: 0.7485 (0.7439) loss_bbox_4: 0.1869 (0.1757) loss_giou_4: 0.4006 (0.3837) loss_class_enc: 0.8472 (0.8629) loss_bbox_enc: 0.2106 (0.2095) loss_giou_enc: 0.4340 (0.4391) loss_class_dn: 0.3816 (0.3772) loss_bbox_dn: 0.2593 (0.2542) loss_giou_dn: 0.4453 (0.4286) loss_class_dn_0: 0.4658 (0.4725) loss_bbox_dn_0: 0.3330 (0.3565) loss_giou_dn_0: 0.5715 (0.5569) loss_class_dn_1: 0.4081 (0.4065) loss_bbox_dn_1: 0.2756 (0.2791) loss_giou_dn_1: 0.4743 (0.4602) loss_class_dn_2: 0.3913 (0.3858) loss_bbox_dn_2: 0.2634 (0.2585) loss_giou_dn_2: 0.4486 (0.4351) loss_class_dn_3: 0.3874 (0.3795) loss_bbox_dn_3: 0.2598 (0.2551) loss_giou_dn_3: 0.4478 (0.4299) loss_class_dn_4: 0.3805 (0.3772) loss_bbox_dn_4: 0.2593 (0.2542) loss_giou_dn_4: 0.4455 (0.4284) loss_class_hybrid: 0.7349 (0.7452) loss_bbox_hybrid: 0.1894 (0.1883) loss_giou_hybrid: 0.4198 (0.4123) loss_class_0_hybrid: 0.8261 (0.8139) loss_bbox_0_hybrid: 0.1960 (0.1962) loss_giou_0_hybrid: 0.4316 (0.4281) loss_class_1_hybrid: 0.7779 (0.7707) loss_bbox_1_hybrid: 0.1973 (0.1914) loss_giou_1_hybrid: 0.4195 (0.4186) loss_class_2_hybrid: 0.7606 (0.7571) loss_bbox_2_hybrid: 0.1931 (0.1886) loss_giou_2_hybrid: 0.4237 (0.4138) loss_class_3_hybrid: 0.7480 (0.7488) loss_bbox_3_hybrid: 0.1917 (0.1882) loss_giou_3_hybrid: 0.4239 (0.4126) loss_class_4_hybrid: 0.7388 (0.7454) loss_bbox_4_hybrid: 0.1925 (0.1883) loss_giou_4_hybrid: 0.4227 (0.4124) loss_class_enc_hybrid: 0.7715 (0.7800) loss_bbox_enc_hybrid: 0.2476 (0.2339) loss_giou_enc_hybrid: 0.4709 (0.4867) mem: 1035 max mem: 36965 [2024-01-15 20:10:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:11:38 det.util.engine] INFO: Epoch: [8] [10000/11727] eta: 0:31:07 lr: 0.000100 data_time: 0.0030 iter_time: 1.1271 loss: 26.0619 (26.1074) loss_class: 0.7360 (0.7424) loss_bbox: 0.1576 (0.1760) loss_giou: 0.3880 (0.3836) loss_class_0: 0.9118 (0.9136) loss_bbox_0: 0.1623 (0.1758) loss_giou_0: 0.3995 (0.3884) loss_class_1: 0.7772 (0.7971) loss_bbox_1: 0.1554 (0.1770) loss_giou_1: 0.3813 (0.3868) loss_class_2: 0.7377 (0.7675) loss_bbox_2: 0.1550 (0.1752) loss_giou_2: 0.3911 (0.3840) loss_class_3: 0.7288 (0.7519) loss_bbox_3: 0.1526 (0.1754) loss_giou_3: 0.3949 (0.3833) loss_class_4: 0.7342 (0.7439) loss_bbox_4: 0.1559 (0.1758) loss_giou_4: 0.3847 (0.3837) loss_class_enc: 0.8465 (0.8628) loss_bbox_enc: 0.1829 (0.2095) loss_giou_enc: 0.4264 (0.4391) loss_class_dn: 0.3697 (0.3771) loss_bbox_dn: 0.2271 (0.2542) loss_giou_dn: 0.4357 (0.4285) loss_class_dn_0: 0.4589 (0.4725) loss_bbox_dn_0: 0.3010 (0.3564) loss_giou_dn_0: 0.5652 (0.5568) loss_class_dn_1: 0.4023 (0.4065) loss_bbox_dn_1: 0.2467 (0.2791) loss_giou_dn_1: 0.4740 (0.4602) loss_class_dn_2: 0.3791 (0.3858) loss_bbox_dn_2: 0.2309 (0.2585) loss_giou_dn_2: 0.4402 (0.4351) loss_class_dn_3: 0.3730 (0.3795) loss_bbox_dn_3: 0.2270 (0.2551) loss_giou_dn_3: 0.4359 (0.4299) loss_class_dn_4: 0.3700 (0.3772) loss_bbox_dn_4: 0.2270 (0.2542) loss_giou_dn_4: 0.4350 (0.4284) loss_class_hybrid: 0.7444 (0.7451) loss_bbox_hybrid: 0.1740 (0.1883) loss_giou_hybrid: 0.4156 (0.4123) loss_class_0_hybrid: 0.8164 (0.8138) loss_bbox_0_hybrid: 0.1876 (0.1962) loss_giou_0_hybrid: 0.4240 (0.4280) loss_class_1_hybrid: 0.7643 (0.7706) loss_bbox_1_hybrid: 0.1809 (0.1915) loss_giou_1_hybrid: 0.4158 (0.4185) loss_class_2_hybrid: 0.7390 (0.7570) loss_bbox_2_hybrid: 0.1749 (0.1886) loss_giou_2_hybrid: 0.4187 (0.4138) loss_class_3_hybrid: 0.7436 (0.7487) loss_bbox_3_hybrid: 0.1708 (0.1882) loss_giou_3_hybrid: 0.4170 (0.4126) loss_class_4_hybrid: 0.7449 (0.7453) loss_bbox_4_hybrid: 0.1739 (0.1883) loss_giou_4_hybrid: 0.4167 (0.4124) loss_class_enc_hybrid: 0.7535 (0.7800) loss_bbox_enc_hybrid: 0.2116 (0.2340) loss_giou_enc_hybrid: 0.4753 (0.4867) mem: 1023 max mem: 36965 [2024-01-15 20:11:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:12:32 det.util.engine] INFO: Epoch: [8] [10050/11727] eta: 0:30:13 lr: 0.000100 data_time: 0.0036 iter_time: 1.0739 loss: 26.0049 (26.1050) loss_class: 0.7194 (0.7423) loss_bbox: 0.1848 (0.1760) loss_giou: 0.3786 (0.3836) loss_class_0: 0.8760 (0.9136) loss_bbox_0: 0.1706 (0.1758) loss_giou_0: 0.3933 (0.3883) loss_class_1: 0.7441 (0.7971) loss_bbox_1: 0.1723 (0.1770) loss_giou_1: 0.3909 (0.3868) loss_class_2: 0.7448 (0.7674) loss_bbox_2: 0.1759 (0.1752) loss_giou_2: 0.3897 (0.3840) loss_class_3: 0.7233 (0.7519) loss_bbox_3: 0.1800 (0.1754) loss_giou_3: 0.3923 (0.3833) loss_class_4: 0.7151 (0.7438) loss_bbox_4: 0.1818 (0.1758) loss_giou_4: 0.3796 (0.3836) loss_class_enc: 0.8328 (0.8628) loss_bbox_enc: 0.2058 (0.2095) loss_giou_enc: 0.4240 (0.4390) loss_class_dn: 0.3707 (0.3771) loss_bbox_dn: 0.2275 (0.2541) loss_giou_dn: 0.4107 (0.4285) loss_class_dn_0: 0.4705 (0.4725) loss_bbox_dn_0: 0.3097 (0.3564) loss_giou_dn_0: 0.5426 (0.5568) loss_class_dn_1: 0.4011 (0.4065) loss_bbox_dn_1: 0.2484 (0.2790) loss_giou_dn_1: 0.4422 (0.4601) loss_class_dn_2: 0.3838 (0.3857) loss_bbox_dn_2: 0.2276 (0.2584) loss_giou_dn_2: 0.4120 (0.4350) loss_class_dn_3: 0.3752 (0.3795) loss_bbox_dn_3: 0.2279 (0.2550) loss_giou_dn_3: 0.4087 (0.4298) loss_class_dn_4: 0.3708 (0.3771) loss_bbox_dn_4: 0.2275 (0.2541) loss_giou_dn_4: 0.4107 (0.4283) loss_class_hybrid: 0.7147 (0.7450) loss_bbox_hybrid: 0.1903 (0.1883) loss_giou_hybrid: 0.3958 (0.4122) loss_class_0_hybrid: 0.7847 (0.8138) loss_bbox_0_hybrid: 0.1853 (0.1962) loss_giou_0_hybrid: 0.4122 (0.4280) loss_class_1_hybrid: 0.7333 (0.7706) loss_bbox_1_hybrid: 0.1807 (0.1915) loss_giou_1_hybrid: 0.3965 (0.4185) loss_class_2_hybrid: 0.7292 (0.7570) loss_bbox_2_hybrid: 0.1834 (0.1886) loss_giou_2_hybrid: 0.3883 (0.4138) loss_class_3_hybrid: 0.7185 (0.7487) loss_bbox_3_hybrid: 0.1862 (0.1882) loss_giou_3_hybrid: 0.3934 (0.4126) loss_class_4_hybrid: 0.7112 (0.7452) loss_bbox_4_hybrid: 0.1765 (0.1883) loss_giou_4_hybrid: 0.3930 (0.4123) loss_class_enc_hybrid: 0.7587 (0.7799) loss_bbox_enc_hybrid: 0.2216 (0.2340) loss_giou_enc_hybrid: 0.4562 (0.4866) mem: 1032 max mem: 36965 [2024-01-15 20:12:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:13:25 det.util.engine] INFO: Epoch: [8] [10100/11727] eta: 0:29:19 lr: 0.000100 data_time: 0.0033 iter_time: 1.0402 loss: 26.2536 (26.1047) loss_class: 0.7504 (0.7423) loss_bbox: 0.1716 (0.1760) loss_giou: 0.3785 (0.3835) loss_class_0: 0.9097 (0.9136) loss_bbox_0: 0.1726 (0.1758) loss_giou_0: 0.3922 (0.3883) loss_class_1: 0.8241 (0.7971) loss_bbox_1: 0.1684 (0.1770) loss_giou_1: 0.3804 (0.3867) loss_class_2: 0.7787 (0.7675) loss_bbox_2: 0.1709 (0.1752) loss_giou_2: 0.3790 (0.3839) loss_class_3: 0.7644 (0.7519) loss_bbox_3: 0.1591 (0.1754) loss_giou_3: 0.3782 (0.3832) loss_class_4: 0.7551 (0.7438) loss_bbox_4: 0.1738 (0.1758) loss_giou_4: 0.3784 (0.3836) loss_class_enc: 0.8434 (0.8628) loss_bbox_enc: 0.2159 (0.2095) loss_giou_enc: 0.4230 (0.4389) loss_class_dn: 0.3806 (0.3771) loss_bbox_dn: 0.2656 (0.2542) loss_giou_dn: 0.4424 (0.4285) loss_class_dn_0: 0.4755 (0.4725) loss_bbox_dn_0: 0.3673 (0.3564) loss_giou_dn_0: 0.5652 (0.5567) loss_class_dn_1: 0.4139 (0.4065) loss_bbox_dn_1: 0.2806 (0.2790) loss_giou_dn_1: 0.4704 (0.4601) loss_class_dn_2: 0.3903 (0.3858) loss_bbox_dn_2: 0.2691 (0.2584) loss_giou_dn_2: 0.4473 (0.4350) loss_class_dn_3: 0.3853 (0.3795) loss_bbox_dn_3: 0.2670 (0.2550) loss_giou_dn_3: 0.4433 (0.4298) loss_class_dn_4: 0.3824 (0.3771) loss_bbox_dn_4: 0.2654 (0.2542) loss_giou_dn_4: 0.4423 (0.4283) loss_class_hybrid: 0.7292 (0.7451) loss_bbox_hybrid: 0.1739 (0.1883) loss_giou_hybrid: 0.4031 (0.4121) loss_class_0_hybrid: 0.8031 (0.8138) loss_bbox_0_hybrid: 0.1769 (0.1962) loss_giou_0_hybrid: 0.4218 (0.4279) loss_class_1_hybrid: 0.7771 (0.7706) loss_bbox_1_hybrid: 0.1720 (0.1915) loss_giou_1_hybrid: 0.4159 (0.4184) loss_class_2_hybrid: 0.7607 (0.7570) loss_bbox_2_hybrid: 0.1708 (0.1886) loss_giou_2_hybrid: 0.4120 (0.4137) loss_class_3_hybrid: 0.7335 (0.7487) loss_bbox_3_hybrid: 0.1703 (0.1882) loss_giou_3_hybrid: 0.4109 (0.4125) loss_class_4_hybrid: 0.7334 (0.7453) loss_bbox_4_hybrid: 0.1724 (0.1884) loss_giou_4_hybrid: 0.4069 (0.4123) loss_class_enc_hybrid: 0.7753 (0.7799) loss_bbox_enc_hybrid: 0.2178 (0.2340) loss_giou_enc_hybrid: 0.4749 (0.4865) mem: 1019 max mem: 36965 [2024-01-15 20:13:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:14:18 det.util.engine] INFO: Epoch: [8] [10150/11727] eta: 0:28:24 lr: 0.000100 data_time: 0.0032 iter_time: 1.0724 loss: 27.7471 (26.1069) loss_class: 0.7803 (0.7425) loss_bbox: 0.1947 (0.1760) loss_giou: 0.3432 (0.3834) loss_class_0: 0.9251 (0.9139) loss_bbox_0: 0.1783 (0.1758) loss_giou_0: 0.3648 (0.3882) loss_class_1: 0.8583 (0.7973) loss_bbox_1: 0.1888 (0.1770) loss_giou_1: 0.3636 (0.3866) loss_class_2: 0.8263 (0.7677) loss_bbox_2: 0.1887 (0.1752) loss_giou_2: 0.3499 (0.3838) loss_class_3: 0.7974 (0.7521) loss_bbox_3: 0.1987 (0.1754) loss_giou_3: 0.3588 (0.3831) loss_class_4: 0.7927 (0.7440) loss_bbox_4: 0.1996 (0.1759) loss_giou_4: 0.3587 (0.3835) loss_class_enc: 0.8693 (0.8630) loss_bbox_enc: 0.2175 (0.2095) loss_giou_enc: 0.4139 (0.4389) loss_class_dn: 0.3837 (0.3771) loss_bbox_dn: 0.2654 (0.2543) loss_giou_dn: 0.4232 (0.4284) loss_class_dn_0: 0.4793 (0.4726) loss_bbox_dn_0: 0.3927 (0.3565) loss_giou_dn_0: 0.5407 (0.5567) loss_class_dn_1: 0.4145 (0.4065) loss_bbox_dn_1: 0.2955 (0.2791) loss_giou_dn_1: 0.4602 (0.4601) loss_class_dn_2: 0.3937 (0.3858) loss_bbox_dn_2: 0.2727 (0.2585) loss_giou_dn_2: 0.4336 (0.4349) loss_class_dn_3: 0.3902 (0.3795) loss_bbox_dn_3: 0.2671 (0.2551) loss_giou_dn_3: 0.4249 (0.4298) loss_class_dn_4: 0.3833 (0.3772) loss_bbox_dn_4: 0.2654 (0.2543) loss_giou_dn_4: 0.4230 (0.4283) loss_class_hybrid: 0.7479 (0.7452) loss_bbox_hybrid: 0.2096 (0.1883) loss_giou_hybrid: 0.3768 (0.4121) loss_class_0_hybrid: 0.8217 (0.8139) loss_bbox_0_hybrid: 0.1987 (0.1963) loss_giou_0_hybrid: 0.3937 (0.4278) loss_class_1_hybrid: 0.7799 (0.7707) loss_bbox_1_hybrid: 0.2004 (0.1915) loss_giou_1_hybrid: 0.3826 (0.4183) loss_class_2_hybrid: 0.7733 (0.7572) loss_bbox_2_hybrid: 0.1924 (0.1886) loss_giou_2_hybrid: 0.3836 (0.4136) loss_class_3_hybrid: 0.7552 (0.7488) loss_bbox_3_hybrid: 0.1836 (0.1883) loss_giou_3_hybrid: 0.3801 (0.4124) loss_class_4_hybrid: 0.7480 (0.7454) loss_bbox_4_hybrid: 0.2066 (0.1884) loss_giou_4_hybrid: 0.3792 (0.4122) loss_class_enc_hybrid: 0.7987 (0.7801) loss_bbox_enc_hybrid: 0.2411 (0.2340) loss_giou_enc_hybrid: 0.4511 (0.4864) mem: 1024 max mem: 36965 [2024-01-15 20:14:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:15:11 det.util.engine] INFO: Epoch: [8] [10200/11727] eta: 0:27:30 lr: 0.000100 data_time: 0.0030 iter_time: 1.0475 loss: 25.3812 (26.1057) loss_class: 0.7125 (0.7426) loss_bbox: 0.1534 (0.1760) loss_giou: 0.3699 (0.3834) loss_class_0: 0.8887 (0.9139) loss_bbox_0: 0.1585 (0.1758) loss_giou_0: 0.3659 (0.3882) loss_class_1: 0.7740 (0.7973) loss_bbox_1: 0.1532 (0.1770) loss_giou_1: 0.3603 (0.3866) loss_class_2: 0.7604 (0.7677) loss_bbox_2: 0.1533 (0.1752) loss_giou_2: 0.3620 (0.3838) loss_class_3: 0.7480 (0.7521) loss_bbox_3: 0.1523 (0.1754) loss_giou_3: 0.3651 (0.3831) loss_class_4: 0.7216 (0.7440) loss_bbox_4: 0.1535 (0.1758) loss_giou_4: 0.3692 (0.3835) loss_class_enc: 0.8428 (0.8630) loss_bbox_enc: 0.1898 (0.2095) loss_giou_enc: 0.4258 (0.4388) loss_class_dn: 0.3710 (0.3771) loss_bbox_dn: 0.2259 (0.2542) loss_giou_dn: 0.4138 (0.4284) loss_class_dn_0: 0.4673 (0.4725) loss_bbox_dn_0: 0.3061 (0.3565) loss_giou_dn_0: 0.5511 (0.5567) loss_class_dn_1: 0.4070 (0.4065) loss_bbox_dn_1: 0.2497 (0.2791) loss_giou_dn_1: 0.4495 (0.4600) loss_class_dn_2: 0.3808 (0.3857) loss_bbox_dn_2: 0.2299 (0.2584) loss_giou_dn_2: 0.4217 (0.4349) loss_class_dn_3: 0.3733 (0.3795) loss_bbox_dn_3: 0.2260 (0.2550) loss_giou_dn_3: 0.4160 (0.4297) loss_class_dn_4: 0.3712 (0.3771) loss_bbox_dn_4: 0.2260 (0.2542) loss_giou_dn_4: 0.4138 (0.4283) loss_class_hybrid: 0.7069 (0.7452) loss_bbox_hybrid: 0.1759 (0.1883) loss_giou_hybrid: 0.3918 (0.4120) loss_class_0_hybrid: 0.7717 (0.8139) loss_bbox_0_hybrid: 0.1864 (0.1963) loss_giou_0_hybrid: 0.4126 (0.4278) loss_class_1_hybrid: 0.7389 (0.7707) loss_bbox_1_hybrid: 0.1822 (0.1915) loss_giou_1_hybrid: 0.4003 (0.4183) loss_class_2_hybrid: 0.7218 (0.7571) loss_bbox_2_hybrid: 0.1749 (0.1886) loss_giou_2_hybrid: 0.3902 (0.4136) loss_class_3_hybrid: 0.7218 (0.7488) loss_bbox_3_hybrid: 0.1716 (0.1882) loss_giou_3_hybrid: 0.3891 (0.4124) loss_class_4_hybrid: 0.7070 (0.7454) loss_bbox_4_hybrid: 0.1727 (0.1884) loss_giou_4_hybrid: 0.3890 (0.4122) loss_class_enc_hybrid: 0.7692 (0.7801) loss_bbox_enc_hybrid: 0.2279 (0.2340) loss_giou_enc_hybrid: 0.4735 (0.4864) mem: 1031 max mem: 36965 [2024-01-15 20:15:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:16:04 det.util.engine] INFO: Epoch: [8] [10250/11727] eta: 0:26:36 lr: 0.000100 data_time: 0.0033 iter_time: 1.0737 loss: 24.9797 (26.1049) loss_class: 0.6849 (0.7425) loss_bbox: 0.1864 (0.1760) loss_giou: 0.3853 (0.3834) loss_class_0: 0.8999 (0.9138) loss_bbox_0: 0.1902 (0.1758) loss_giou_0: 0.3786 (0.3881) loss_class_1: 0.7400 (0.7973) loss_bbox_1: 0.1988 (0.1770) loss_giou_1: 0.3878 (0.3866) loss_class_2: 0.7177 (0.7676) loss_bbox_2: 0.1940 (0.1752) loss_giou_2: 0.3837 (0.3838) loss_class_3: 0.6861 (0.7520) loss_bbox_3: 0.1875 (0.1754) loss_giou_3: 0.3837 (0.3831) loss_class_4: 0.6868 (0.7439) loss_bbox_4: 0.1870 (0.1759) loss_giou_4: 0.3790 (0.3835) loss_class_enc: 0.8314 (0.8629) loss_bbox_enc: 0.2184 (0.2095) loss_giou_enc: 0.4456 (0.4388) loss_class_dn: 0.3727 (0.3771) loss_bbox_dn: 0.2489 (0.2542) loss_giou_dn: 0.4454 (0.4284) loss_class_dn_0: 0.4684 (0.4725) loss_bbox_dn_0: 0.3462 (0.3565) loss_giou_dn_0: 0.5562 (0.5566) loss_class_dn_1: 0.4045 (0.4065) loss_bbox_dn_1: 0.2665 (0.2791) loss_giou_dn_1: 0.4770 (0.4600) loss_class_dn_2: 0.3800 (0.3857) loss_bbox_dn_2: 0.2482 (0.2585) loss_giou_dn_2: 0.4520 (0.4349) loss_class_dn_3: 0.3744 (0.3795) loss_bbox_dn_3: 0.2488 (0.2551) loss_giou_dn_3: 0.4464 (0.4297) loss_class_dn_4: 0.3731 (0.3771) loss_bbox_dn_4: 0.2490 (0.2542) loss_giou_dn_4: 0.4452 (0.4282) loss_class_hybrid: 0.6993 (0.7452) loss_bbox_hybrid: 0.1865 (0.1883) loss_giou_hybrid: 0.3868 (0.4120) loss_class_0_hybrid: 0.8007 (0.8139) loss_bbox_0_hybrid: 0.1943 (0.1963) loss_giou_0_hybrid: 0.4121 (0.4278) loss_class_1_hybrid: 0.7194 (0.7707) loss_bbox_1_hybrid: 0.1860 (0.1915) loss_giou_1_hybrid: 0.4070 (0.4183) loss_class_2_hybrid: 0.7215 (0.7571) loss_bbox_2_hybrid: 0.1882 (0.1886) loss_giou_2_hybrid: 0.3954 (0.4136) loss_class_3_hybrid: 0.6975 (0.7488) loss_bbox_3_hybrid: 0.1877 (0.1882) loss_giou_3_hybrid: 0.3907 (0.4124) loss_class_4_hybrid: 0.6973 (0.7453) loss_bbox_4_hybrid: 0.1876 (0.1884) loss_giou_4_hybrid: 0.3854 (0.4121) loss_class_enc_hybrid: 0.7558 (0.7801) loss_bbox_enc_hybrid: 0.2279 (0.2340) loss_giou_enc_hybrid: 0.4817 (0.4864) mem: 1026 max mem: 36965 [2024-01-15 20:16:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:16:58 det.util.engine] INFO: Epoch: [8] [10300/11727] eta: 0:25:42 lr: 0.000100 data_time: 0.0030 iter_time: 1.0518 loss: 27.2935 (26.1063) loss_class: 0.7662 (0.7425) loss_bbox: 0.1862 (0.1760) loss_giou: 0.3735 (0.3834) loss_class_0: 0.9314 (0.9140) loss_bbox_0: 0.1704 (0.1758) loss_giou_0: 0.3704 (0.3881) loss_class_1: 0.8133 (0.7973) loss_bbox_1: 0.1662 (0.1770) loss_giou_1: 0.3788 (0.3866) loss_class_2: 0.7850 (0.7677) loss_bbox_2: 0.1873 (0.1752) loss_giou_2: 0.3755 (0.3838) loss_class_3: 0.7751 (0.7521) loss_bbox_3: 0.1749 (0.1754) loss_giou_3: 0.3796 (0.3831) loss_class_4: 0.7658 (0.7440) loss_bbox_4: 0.1760 (0.1759) loss_giou_4: 0.3668 (0.3835) loss_class_enc: 0.8640 (0.8630) loss_bbox_enc: 0.2028 (0.2095) loss_giou_enc: 0.4279 (0.4388) loss_class_dn: 0.3836 (0.3771) loss_bbox_dn: 0.2410 (0.2542) loss_giou_dn: 0.4468 (0.4284) loss_class_dn_0: 0.4710 (0.4725) loss_bbox_dn_0: 0.3429 (0.3565) loss_giou_dn_0: 0.5903 (0.5567) loss_class_dn_1: 0.4141 (0.4065) loss_bbox_dn_1: 0.2652 (0.2791) loss_giou_dn_1: 0.4823 (0.4601) loss_class_dn_2: 0.3946 (0.3857) loss_bbox_dn_2: 0.2468 (0.2585) loss_giou_dn_2: 0.4549 (0.4349) loss_class_dn_3: 0.3882 (0.3795) loss_bbox_dn_3: 0.2431 (0.2551) loss_giou_dn_3: 0.4483 (0.4298) loss_class_dn_4: 0.3824 (0.3771) loss_bbox_dn_4: 0.2410 (0.2542) loss_giou_dn_4: 0.4467 (0.4283) loss_class_hybrid: 0.7525 (0.7452) loss_bbox_hybrid: 0.1865 (0.1883) loss_giou_hybrid: 0.4072 (0.4120) loss_class_0_hybrid: 0.8160 (0.8139) loss_bbox_0_hybrid: 0.1891 (0.1963) loss_giou_0_hybrid: 0.4236 (0.4278) loss_class_1_hybrid: 0.7925 (0.7707) loss_bbox_1_hybrid: 0.1827 (0.1915) loss_giou_1_hybrid: 0.4186 (0.4183) loss_class_2_hybrid: 0.7662 (0.7571) loss_bbox_2_hybrid: 0.1887 (0.1886) loss_giou_2_hybrid: 0.4132 (0.4136) loss_class_3_hybrid: 0.7725 (0.7488) loss_bbox_3_hybrid: 0.1859 (0.1882) loss_giou_3_hybrid: 0.4108 (0.4124) loss_class_4_hybrid: 0.7513 (0.7454) loss_bbox_4_hybrid: 0.1867 (0.1884) loss_giou_4_hybrid: 0.4094 (0.4122) loss_class_enc_hybrid: 0.7781 (0.7801) loss_bbox_enc_hybrid: 0.2281 (0.2340) loss_giou_enc_hybrid: 0.4764 (0.4864) mem: 1019 max mem: 36965 [2024-01-15 20:16:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:17:52 det.util.engine] INFO: Epoch: [8] [10350/11727] eta: 0:24:48 lr: 0.000100 data_time: 0.0037 iter_time: 1.0620 loss: 26.9313 (26.1053) loss_class: 0.7428 (0.7425) loss_bbox: 0.1870 (0.1760) loss_giou: 0.3678 (0.3833) loss_class_0: 0.8965 (0.9140) loss_bbox_0: 0.1692 (0.1758) loss_giou_0: 0.3849 (0.3881) loss_class_1: 0.7999 (0.7973) loss_bbox_1: 0.1770 (0.1770) loss_giou_1: 0.3711 (0.3866) loss_class_2: 0.7715 (0.7676) loss_bbox_2: 0.1825 (0.1752) loss_giou_2: 0.3654 (0.3838) loss_class_3: 0.7564 (0.7521) loss_bbox_3: 0.1892 (0.1754) loss_giou_3: 0.3730 (0.3831) loss_class_4: 0.7535 (0.7440) loss_bbox_4: 0.1869 (0.1758) loss_giou_4: 0.3740 (0.3834) loss_class_enc: 0.8473 (0.8630) loss_bbox_enc: 0.2140 (0.2095) loss_giou_enc: 0.4362 (0.4388) loss_class_dn: 0.3744 (0.3771) loss_bbox_dn: 0.2543 (0.2542) loss_giou_dn: 0.4478 (0.4284) loss_class_dn_0: 0.4733 (0.4726) loss_bbox_dn_0: 0.3793 (0.3565) loss_giou_dn_0: 0.5550 (0.5566) loss_class_dn_1: 0.4031 (0.4065) loss_bbox_dn_1: 0.2806 (0.2791) loss_giou_dn_1: 0.4746 (0.4600) loss_class_dn_2: 0.3839 (0.3857) loss_bbox_dn_2: 0.2566 (0.2585) loss_giou_dn_2: 0.4529 (0.4349) loss_class_dn_3: 0.3773 (0.3795) loss_bbox_dn_3: 0.2566 (0.2551) loss_giou_dn_3: 0.4486 (0.4297) loss_class_dn_4: 0.3746 (0.3771) loss_bbox_dn_4: 0.2544 (0.2542) loss_giou_dn_4: 0.4477 (0.4283) loss_class_hybrid: 0.7301 (0.7452) loss_bbox_hybrid: 0.2015 (0.1883) loss_giou_hybrid: 0.3902 (0.4120) loss_class_0_hybrid: 0.7917 (0.8139) loss_bbox_0_hybrid: 0.2089 (0.1963) loss_giou_0_hybrid: 0.4039 (0.4278) loss_class_1_hybrid: 0.7570 (0.7707) loss_bbox_1_hybrid: 0.2050 (0.1915) loss_giou_1_hybrid: 0.3953 (0.4183) loss_class_2_hybrid: 0.7380 (0.7571) loss_bbox_2_hybrid: 0.2007 (0.1886) loss_giou_2_hybrid: 0.3892 (0.4135) loss_class_3_hybrid: 0.7295 (0.7488) loss_bbox_3_hybrid: 0.2013 (0.1883) loss_giou_3_hybrid: 0.3906 (0.4123) loss_class_4_hybrid: 0.7317 (0.7454) loss_bbox_4_hybrid: 0.2017 (0.1884) loss_giou_4_hybrid: 0.3903 (0.4121) loss_class_enc_hybrid: 0.7686 (0.7802) loss_bbox_enc_hybrid: 0.2377 (0.2340) loss_giou_enc_hybrid: 0.4679 (0.4863) mem: 1035 max mem: 36965 [2024-01-15 20:17:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:18:47 det.util.engine] INFO: Epoch: [8] [10400/11727] eta: 0:23:54 lr: 0.000100 data_time: 0.0034 iter_time: 1.1005 loss: 24.9828 (26.1036) loss_class: 0.7552 (0.7426) loss_bbox: 0.1574 (0.1760) loss_giou: 0.3456 (0.3832) loss_class_0: 0.9470 (0.9140) loss_bbox_0: 0.1619 (0.1758) loss_giou_0: 0.3613 (0.3880) loss_class_1: 0.7910 (0.7975) loss_bbox_1: 0.1572 (0.1769) loss_giou_1: 0.3469 (0.3864) loss_class_2: 0.7699 (0.7677) loss_bbox_2: 0.1562 (0.1752) loss_giou_2: 0.3451 (0.3837) loss_class_3: 0.7533 (0.7522) loss_bbox_3: 0.1596 (0.1754) loss_giou_3: 0.3466 (0.3830) loss_class_4: 0.7557 (0.7441) loss_bbox_4: 0.1583 (0.1758) loss_giou_4: 0.3474 (0.3833) loss_class_enc: 0.8682 (0.8630) loss_bbox_enc: 0.2019 (0.2095) loss_giou_enc: 0.3882 (0.4387) loss_class_dn: 0.3702 (0.3771) loss_bbox_dn: 0.2183 (0.2542) loss_giou_dn: 0.3882 (0.4283) loss_class_dn_0: 0.4656 (0.4725) loss_bbox_dn_0: 0.3222 (0.3565) loss_giou_dn_0: 0.5300 (0.5565) loss_class_dn_1: 0.3938 (0.4065) loss_bbox_dn_1: 0.2457 (0.2791) loss_giou_dn_1: 0.4290 (0.4599) loss_class_dn_2: 0.3737 (0.3857) loss_bbox_dn_2: 0.2205 (0.2585) loss_giou_dn_2: 0.3990 (0.4348) loss_class_dn_3: 0.3679 (0.3795) loss_bbox_dn_3: 0.2163 (0.2551) loss_giou_dn_3: 0.3898 (0.4297) loss_class_dn_4: 0.3663 (0.3771) loss_bbox_dn_4: 0.2182 (0.2542) loss_giou_dn_4: 0.3878 (0.4282) loss_class_hybrid: 0.7539 (0.7453) loss_bbox_hybrid: 0.1632 (0.1883) loss_giou_hybrid: 0.3584 (0.4119) loss_class_0_hybrid: 0.8257 (0.8140) loss_bbox_0_hybrid: 0.1753 (0.1962) loss_giou_0_hybrid: 0.3693 (0.4277) loss_class_1_hybrid: 0.7805 (0.7708) loss_bbox_1_hybrid: 0.1665 (0.1915) loss_giou_1_hybrid: 0.3541 (0.4182) loss_class_2_hybrid: 0.7727 (0.7572) loss_bbox_2_hybrid: 0.1635 (0.1886) loss_giou_2_hybrid: 0.3506 (0.4134) loss_class_3_hybrid: 0.7607 (0.7489) loss_bbox_3_hybrid: 0.1626 (0.1882) loss_giou_3_hybrid: 0.3564 (0.4122) loss_class_4_hybrid: 0.7482 (0.7454) loss_bbox_4_hybrid: 0.1609 (0.1883) loss_giou_4_hybrid: 0.3582 (0.4120) loss_class_enc_hybrid: 0.7905 (0.7802) loss_bbox_enc_hybrid: 0.2091 (0.2339) loss_giou_enc_hybrid: 0.4290 (0.4862) mem: 1018 max mem: 36965 [2024-01-15 20:18:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:19:40 det.util.engine] INFO: Epoch: [8] [10450/11727] eta: 0:23:00 lr: 0.000100 data_time: 0.0033 iter_time: 1.0556 loss: 25.3014 (26.1014) loss_class: 0.7265 (0.7426) loss_bbox: 0.1553 (0.1759) loss_giou: 0.3742 (0.3832) loss_class_0: 0.9236 (0.9139) loss_bbox_0: 0.1506 (0.1758) loss_giou_0: 0.3714 (0.3880) loss_class_1: 0.7839 (0.7974) loss_bbox_1: 0.1555 (0.1769) loss_giou_1: 0.3686 (0.3864) loss_class_2: 0.7597 (0.7677) loss_bbox_2: 0.1538 (0.1751) loss_giou_2: 0.3724 (0.3836) loss_class_3: 0.7297 (0.7521) loss_bbox_3: 0.1567 (0.1753) loss_giou_3: 0.3734 (0.3829) loss_class_4: 0.7334 (0.7441) loss_bbox_4: 0.1542 (0.1757) loss_giou_4: 0.3743 (0.3833) loss_class_enc: 0.8559 (0.8630) loss_bbox_enc: 0.1873 (0.2094) loss_giou_enc: 0.4249 (0.4386) loss_class_dn: 0.3871 (0.3771) loss_bbox_dn: 0.2395 (0.2541) loss_giou_dn: 0.4142 (0.4283) loss_class_dn_0: 0.4747 (0.4726) loss_bbox_dn_0: 0.3443 (0.3564) loss_giou_dn_0: 0.5399 (0.5565) loss_class_dn_1: 0.4077 (0.4065) loss_bbox_dn_1: 0.2637 (0.2790) loss_giou_dn_1: 0.4530 (0.4599) loss_class_dn_2: 0.3956 (0.3857) loss_bbox_dn_2: 0.2446 (0.2584) loss_giou_dn_2: 0.4300 (0.4348) loss_class_dn_3: 0.3891 (0.3795) loss_bbox_dn_3: 0.2407 (0.2550) loss_giou_dn_3: 0.4169 (0.4296) loss_class_dn_4: 0.3841 (0.3771) loss_bbox_dn_4: 0.2392 (0.2541) loss_giou_dn_4: 0.4144 (0.4281) loss_class_hybrid: 0.7366 (0.7452) loss_bbox_hybrid: 0.1626 (0.1882) loss_giou_hybrid: 0.4067 (0.4119) loss_class_0_hybrid: 0.8010 (0.8139) loss_bbox_0_hybrid: 0.1687 (0.1962) loss_giou_0_hybrid: 0.4239 (0.4277) loss_class_1_hybrid: 0.7775 (0.7707) loss_bbox_1_hybrid: 0.1656 (0.1914) loss_giou_1_hybrid: 0.4174 (0.4182) loss_class_2_hybrid: 0.7481 (0.7571) loss_bbox_2_hybrid: 0.1619 (0.1885) loss_giou_2_hybrid: 0.4117 (0.4134) loss_class_3_hybrid: 0.7326 (0.7488) loss_bbox_3_hybrid: 0.1638 (0.1882) loss_giou_3_hybrid: 0.4094 (0.4122) loss_class_4_hybrid: 0.7342 (0.7454) loss_bbox_4_hybrid: 0.1666 (0.1883) loss_giou_4_hybrid: 0.4082 (0.4120) loss_class_enc_hybrid: 0.7924 (0.7802) loss_bbox_enc_hybrid: 0.2004 (0.2339) loss_giou_enc_hybrid: 0.4749 (0.4862) mem: 1023 max mem: 36965 [2024-01-15 20:19:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:20:33 det.util.engine] INFO: Epoch: [8] [10500/11727] eta: 0:22:06 lr: 0.000100 data_time: 0.0031 iter_time: 1.0309 loss: 26.6572 (26.1030) loss_class: 0.7878 (0.7428) loss_bbox: 0.1714 (0.1759) loss_giou: 0.3722 (0.3831) loss_class_0: 0.9568 (0.9141) loss_bbox_0: 0.1701 (0.1758) loss_giou_0: 0.3933 (0.3879) loss_class_1: 0.8376 (0.7976) loss_bbox_1: 0.1782 (0.1769) loss_giou_1: 0.3912 (0.3863) loss_class_2: 0.8164 (0.7679) loss_bbox_2: 0.1684 (0.1751) loss_giou_2: 0.3665 (0.3835) loss_class_3: 0.8100 (0.7523) loss_bbox_3: 0.1632 (0.1753) loss_giou_3: 0.3609 (0.3829) loss_class_4: 0.8047 (0.7443) loss_bbox_4: 0.1713 (0.1757) loss_giou_4: 0.3712 (0.3832) loss_class_enc: 0.8810 (0.8631) loss_bbox_enc: 0.2129 (0.2095) loss_giou_enc: 0.4539 (0.4386) loss_class_dn: 0.3867 (0.3771) loss_bbox_dn: 0.2555 (0.2542) loss_giou_dn: 0.4245 (0.4282) loss_class_dn_0: 0.4764 (0.4726) loss_bbox_dn_0: 0.3868 (0.3565) loss_giou_dn_0: 0.5459 (0.5565) loss_class_dn_1: 0.4139 (0.4065) loss_bbox_dn_1: 0.2899 (0.2791) loss_giou_dn_1: 0.4619 (0.4599) loss_class_dn_2: 0.3940 (0.3857) loss_bbox_dn_2: 0.2641 (0.2585) loss_giou_dn_2: 0.4355 (0.4348) loss_class_dn_3: 0.3887 (0.3795) loss_bbox_dn_3: 0.2577 (0.2551) loss_giou_dn_3: 0.4263 (0.4296) loss_class_dn_4: 0.3861 (0.3771) loss_bbox_dn_4: 0.2554 (0.2542) loss_giou_dn_4: 0.4245 (0.4281) loss_class_hybrid: 0.7704 (0.7453) loss_bbox_hybrid: 0.1779 (0.1882) loss_giou_hybrid: 0.3806 (0.4118) loss_class_0_hybrid: 0.8345 (0.8140) loss_bbox_0_hybrid: 0.1874 (0.1962) loss_giou_0_hybrid: 0.4189 (0.4276) loss_class_1_hybrid: 0.7808 (0.7708) loss_bbox_1_hybrid: 0.1871 (0.1914) loss_giou_1_hybrid: 0.4070 (0.4181) loss_class_2_hybrid: 0.7721 (0.7572) loss_bbox_2_hybrid: 0.1817 (0.1885) loss_giou_2_hybrid: 0.3895 (0.4133) loss_class_3_hybrid: 0.7661 (0.7489) loss_bbox_3_hybrid: 0.1772 (0.1882) loss_giou_3_hybrid: 0.3845 (0.4122) loss_class_4_hybrid: 0.7729 (0.7455) loss_bbox_4_hybrid: 0.1775 (0.1883) loss_giou_4_hybrid: 0.3809 (0.4119) loss_class_enc_hybrid: 0.7930 (0.7803) loss_bbox_enc_hybrid: 0.2317 (0.2339) loss_giou_enc_hybrid: 0.4717 (0.4861) mem: 1025 max mem: 36965 [2024-01-15 20:20:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:21:26 det.util.engine] INFO: Epoch: [8] [10550/11727] eta: 0:21:12 lr: 0.000100 data_time: 0.0033 iter_time: 1.0473 loss: 27.7889 (26.1056) loss_class: 0.7790 (0.7429) loss_bbox: 0.1854 (0.1760) loss_giou: 0.3870 (0.3831) loss_class_0: 0.9500 (0.9142) loss_bbox_0: 0.1738 (0.1758) loss_giou_0: 0.3947 (0.3879) loss_class_1: 0.8520 (0.7977) loss_bbox_1: 0.1869 (0.1770) loss_giou_1: 0.3831 (0.3863) loss_class_2: 0.8125 (0.7681) loss_bbox_2: 0.1702 (0.1752) loss_giou_2: 0.3800 (0.3835) loss_class_3: 0.7892 (0.7524) loss_bbox_3: 0.1771 (0.1754) loss_giou_3: 0.3830 (0.3828) loss_class_4: 0.7785 (0.7444) loss_bbox_4: 0.1843 (0.1758) loss_giou_4: 0.3875 (0.3832) loss_class_enc: 0.9019 (0.8632) loss_bbox_enc: 0.2066 (0.2095) loss_giou_enc: 0.4374 (0.4386) loss_class_dn: 0.3788 (0.3771) loss_bbox_dn: 0.2563 (0.2543) loss_giou_dn: 0.4223 (0.4283) loss_class_dn_0: 0.4718 (0.4726) loss_bbox_dn_0: 0.3888 (0.3567) loss_giou_dn_0: 0.5491 (0.5565) loss_class_dn_1: 0.4085 (0.4065) loss_bbox_dn_1: 0.2867 (0.2792) loss_giou_dn_1: 0.4516 (0.4599) loss_class_dn_2: 0.3850 (0.3857) loss_bbox_dn_2: 0.2622 (0.2586) loss_giou_dn_2: 0.4274 (0.4348) loss_class_dn_3: 0.3814 (0.3795) loss_bbox_dn_3: 0.2569 (0.2552) loss_giou_dn_3: 0.4234 (0.4296) loss_class_dn_4: 0.3776 (0.3772) loss_bbox_dn_4: 0.2562 (0.2543) loss_giou_dn_4: 0.4221 (0.4281) loss_class_hybrid: 0.7925 (0.7454) loss_bbox_hybrid: 0.1985 (0.1883) loss_giou_hybrid: 0.4157 (0.4118) loss_class_0_hybrid: 0.8482 (0.8141) loss_bbox_0_hybrid: 0.2066 (0.1963) loss_giou_0_hybrid: 0.4319 (0.4275) loss_class_1_hybrid: 0.7954 (0.7709) loss_bbox_1_hybrid: 0.1971 (0.1915) loss_giou_1_hybrid: 0.4194 (0.4181) loss_class_2_hybrid: 0.7910 (0.7573) loss_bbox_2_hybrid: 0.1898 (0.1886) loss_giou_2_hybrid: 0.4166 (0.4133) loss_class_3_hybrid: 0.7954 (0.7490) loss_bbox_3_hybrid: 0.1982 (0.1882) loss_giou_3_hybrid: 0.4188 (0.4121) loss_class_4_hybrid: 0.7736 (0.7456) loss_bbox_4_hybrid: 0.1983 (0.1884) loss_giou_4_hybrid: 0.4164 (0.4119) loss_class_enc_hybrid: 0.7998 (0.7803) loss_bbox_enc_hybrid: 0.2502 (0.2340) loss_giou_enc_hybrid: 0.4757 (0.4861) mem: 1019 max mem: 36965 [2024-01-15 20:21:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:22:17 det.util.engine] INFO: Epoch: [8] [10600/11727] eta: 0:20:17 lr: 0.000100 data_time: 0.0030 iter_time: 1.0296 loss: 25.8233 (26.1037) loss_class: 0.6823 (0.7428) loss_bbox: 0.1806 (0.1760) loss_giou: 0.3801 (0.3831) loss_class_0: 0.8890 (0.9141) loss_bbox_0: 0.1828 (0.1758) loss_giou_0: 0.3784 (0.3879) loss_class_1: 0.7305 (0.7976) loss_bbox_1: 0.1769 (0.1770) loss_giou_1: 0.3874 (0.3863) loss_class_2: 0.7057 (0.7679) loss_bbox_2: 0.1765 (0.1752) loss_giou_2: 0.3827 (0.3835) loss_class_3: 0.6877 (0.7523) loss_bbox_3: 0.1814 (0.1754) loss_giou_3: 0.3661 (0.3829) loss_class_4: 0.6759 (0.7443) loss_bbox_4: 0.1807 (0.1758) loss_giou_4: 0.3803 (0.3832) loss_class_enc: 0.8002 (0.8630) loss_bbox_enc: 0.2021 (0.2095) loss_giou_enc: 0.4222 (0.4385) loss_class_dn: 0.3665 (0.3771) loss_bbox_dn: 0.2355 (0.2543) loss_giou_dn: 0.4276 (0.4282) loss_class_dn_0: 0.4648 (0.4726) loss_bbox_dn_0: 0.3542 (0.3566) loss_giou_dn_0: 0.5475 (0.5565) loss_class_dn_1: 0.3998 (0.4065) loss_bbox_dn_1: 0.2589 (0.2792) loss_giou_dn_1: 0.4600 (0.4599) loss_class_dn_2: 0.3753 (0.3857) loss_bbox_dn_2: 0.2423 (0.2585) loss_giou_dn_2: 0.4350 (0.4347) loss_class_dn_3: 0.3691 (0.3795) loss_bbox_dn_3: 0.2370 (0.2551) loss_giou_dn_3: 0.4289 (0.4296) loss_class_dn_4: 0.3662 (0.3771) loss_bbox_dn_4: 0.2356 (0.2543) loss_giou_dn_4: 0.4276 (0.4281) loss_class_hybrid: 0.6695 (0.7453) loss_bbox_hybrid: 0.1883 (0.1883) loss_giou_hybrid: 0.3888 (0.4117) loss_class_0_hybrid: 0.7696 (0.8141) loss_bbox_0_hybrid: 0.1989 (0.1963) loss_giou_0_hybrid: 0.3959 (0.4275) loss_class_1_hybrid: 0.6858 (0.7709) loss_bbox_1_hybrid: 0.1940 (0.1915) loss_giou_1_hybrid: 0.3986 (0.4180) loss_class_2_hybrid: 0.6773 (0.7572) loss_bbox_2_hybrid: 0.1909 (0.1886) loss_giou_2_hybrid: 0.3901 (0.4133) loss_class_3_hybrid: 0.6850 (0.7490) loss_bbox_3_hybrid: 0.1891 (0.1882) loss_giou_3_hybrid: 0.3884 (0.4121) loss_class_4_hybrid: 0.6773 (0.7455) loss_bbox_4_hybrid: 0.1908 (0.1884) loss_giou_4_hybrid: 0.3888 (0.4119) loss_class_enc_hybrid: 0.7024 (0.7802) loss_bbox_enc_hybrid: 0.2283 (0.2339) loss_giou_enc_hybrid: 0.4578 (0.4861) mem: 1033 max mem: 36965 [2024-01-15 20:22:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:23:10 det.util.engine] INFO: Epoch: [8] [10650/11727] eta: 0:19:23 lr: 0.000100 data_time: 0.0032 iter_time: 1.0223 loss: 24.5310 (26.1020) loss_class: 0.7475 (0.7428) loss_bbox: 0.1558 (0.1759) loss_giou: 0.3438 (0.3831) loss_class_0: 0.8990 (0.9140) loss_bbox_0: 0.1470 (0.1758) loss_giou_0: 0.3436 (0.3879) loss_class_1: 0.7848 (0.7976) loss_bbox_1: 0.1550 (0.1769) loss_giou_1: 0.3498 (0.3863) loss_class_2: 0.7669 (0.7679) loss_bbox_2: 0.1561 (0.1752) loss_giou_2: 0.3501 (0.3835) loss_class_3: 0.7459 (0.7523) loss_bbox_3: 0.1549 (0.1754) loss_giou_3: 0.3425 (0.3828) loss_class_4: 0.7346 (0.7443) loss_bbox_4: 0.1552 (0.1757) loss_giou_4: 0.3368 (0.3832) loss_class_enc: 0.8419 (0.8629) loss_bbox_enc: 0.1795 (0.2095) loss_giou_enc: 0.4199 (0.4385) loss_class_dn: 0.3824 (0.3771) loss_bbox_dn: 0.2194 (0.2542) loss_giou_dn: 0.3945 (0.4282) loss_class_dn_0: 0.4726 (0.4726) loss_bbox_dn_0: 0.3135 (0.3566) loss_giou_dn_0: 0.5253 (0.5565) loss_class_dn_1: 0.4066 (0.4065) loss_bbox_dn_1: 0.2392 (0.2791) loss_giou_dn_1: 0.4264 (0.4599) loss_class_dn_2: 0.3940 (0.3857) loss_bbox_dn_2: 0.2215 (0.2585) loss_giou_dn_2: 0.3989 (0.4347) loss_class_dn_3: 0.3852 (0.3795) loss_bbox_dn_3: 0.2198 (0.2551) loss_giou_dn_3: 0.3957 (0.4296) loss_class_dn_4: 0.3849 (0.3771) loss_bbox_dn_4: 0.2195 (0.2542) loss_giou_dn_4: 0.3943 (0.4281) loss_class_hybrid: 0.7492 (0.7453) loss_bbox_hybrid: 0.1697 (0.1883) loss_giou_hybrid: 0.3774 (0.4117) loss_class_0_hybrid: 0.7988 (0.8140) loss_bbox_0_hybrid: 0.1641 (0.1963) loss_giou_0_hybrid: 0.3816 (0.4275) loss_class_1_hybrid: 0.7592 (0.7708) loss_bbox_1_hybrid: 0.1683 (0.1915) loss_giou_1_hybrid: 0.3759 (0.4180) loss_class_2_hybrid: 0.7474 (0.7572) loss_bbox_2_hybrid: 0.1684 (0.1886) loss_giou_2_hybrid: 0.3777 (0.4133) loss_class_3_hybrid: 0.7408 (0.7489) loss_bbox_3_hybrid: 0.1669 (0.1882) loss_giou_3_hybrid: 0.3775 (0.4121) loss_class_4_hybrid: 0.7391 (0.7455) loss_bbox_4_hybrid: 0.1678 (0.1883) loss_giou_4_hybrid: 0.3771 (0.4118) loss_class_enc_hybrid: 0.7714 (0.7802) loss_bbox_enc_hybrid: 0.2088 (0.2339) loss_giou_enc_hybrid: 0.4498 (0.4860) mem: 1028 max mem: 36965 [2024-01-15 20:23:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:24:03 det.util.engine] INFO: Epoch: [8] [10700/11727] eta: 0:18:29 lr: 0.000100 data_time: 0.0032 iter_time: 1.0436 loss: 26.7222 (26.1005) loss_class: 0.7632 (0.7427) loss_bbox: 0.1701 (0.1759) loss_giou: 0.3832 (0.3830) loss_class_0: 0.9257 (0.9140) loss_bbox_0: 0.1814 (0.1758) loss_giou_0: 0.3796 (0.3878) loss_class_1: 0.8390 (0.7976) loss_bbox_1: 0.1780 (0.1770) loss_giou_1: 0.3801 (0.3863) loss_class_2: 0.7830 (0.7679) loss_bbox_2: 0.1765 (0.1752) loss_giou_2: 0.3749 (0.3835) loss_class_3: 0.7766 (0.7523) loss_bbox_3: 0.1711 (0.1754) loss_giou_3: 0.3804 (0.3828) loss_class_4: 0.7502 (0.7443) loss_bbox_4: 0.1701 (0.1757) loss_giou_4: 0.3826 (0.3831) loss_class_enc: 0.8617 (0.8628) loss_bbox_enc: 0.2158 (0.2095) loss_giou_enc: 0.4418 (0.4385) loss_class_dn: 0.3855 (0.3771) loss_bbox_dn: 0.2445 (0.2542) loss_giou_dn: 0.4381 (0.4282) loss_class_dn_0: 0.4865 (0.4726) loss_bbox_dn_0: 0.3401 (0.3566) loss_giou_dn_0: 0.5582 (0.5564) loss_class_dn_1: 0.4181 (0.4065) loss_bbox_dn_1: 0.2721 (0.2791) loss_giou_dn_1: 0.4631 (0.4598) loss_class_dn_2: 0.3982 (0.3857) loss_bbox_dn_2: 0.2486 (0.2585) loss_giou_dn_2: 0.4433 (0.4347) loss_class_dn_3: 0.3924 (0.3795) loss_bbox_dn_3: 0.2457 (0.2551) loss_giou_dn_3: 0.4400 (0.4295) loss_class_dn_4: 0.3864 (0.3771) loss_bbox_dn_4: 0.2447 (0.2542) loss_giou_dn_4: 0.4383 (0.4280) loss_class_hybrid: 0.7741 (0.7452) loss_bbox_hybrid: 0.1897 (0.1882) loss_giou_hybrid: 0.4258 (0.4117) loss_class_0_hybrid: 0.8157 (0.8140) loss_bbox_0_hybrid: 0.1961 (0.1962) loss_giou_0_hybrid: 0.4363 (0.4274) loss_class_1_hybrid: 0.7837 (0.7708) loss_bbox_1_hybrid: 0.1907 (0.1914) loss_giou_1_hybrid: 0.4252 (0.4179) loss_class_2_hybrid: 0.7787 (0.7571) loss_bbox_2_hybrid: 0.1848 (0.1886) loss_giou_2_hybrid: 0.4253 (0.4132) loss_class_3_hybrid: 0.7697 (0.7489) loss_bbox_3_hybrid: 0.1846 (0.1882) loss_giou_3_hybrid: 0.4267 (0.4120) loss_class_4_hybrid: 0.7758 (0.7454) loss_bbox_4_hybrid: 0.1894 (0.1883) loss_giou_4_hybrid: 0.4266 (0.4118) loss_class_enc_hybrid: 0.7962 (0.7801) loss_bbox_enc_hybrid: 0.2309 (0.2339) loss_giou_enc_hybrid: 0.4913 (0.4860) mem: 1025 max mem: 36965 [2024-01-15 20:24:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:24:55 det.util.engine] INFO: Epoch: [8] [10750/11727] eta: 0:17:35 lr: 0.000100 data_time: 0.0031 iter_time: 1.0111 loss: 26.0411 (26.1014) loss_class: 0.7415 (0.7427) loss_bbox: 0.1776 (0.1760) loss_giou: 0.3816 (0.3831) loss_class_0: 0.9008 (0.9139) loss_bbox_0: 0.1821 (0.1759) loss_giou_0: 0.3884 (0.3879) loss_class_1: 0.7683 (0.7975) loss_bbox_1: 0.1775 (0.1770) loss_giou_1: 0.3747 (0.3863) loss_class_2: 0.7532 (0.7678) loss_bbox_2: 0.1755 (0.1752) loss_giou_2: 0.3836 (0.3835) loss_class_3: 0.7601 (0.7522) loss_bbox_3: 0.1689 (0.1754) loss_giou_3: 0.3809 (0.3829) loss_class_4: 0.7346 (0.7442) loss_bbox_4: 0.1776 (0.1758) loss_giou_4: 0.3812 (0.3832) loss_class_enc: 0.8180 (0.8627) loss_bbox_enc: 0.2221 (0.2096) loss_giou_enc: 0.4340 (0.4386) loss_class_dn: 0.3795 (0.3771) loss_bbox_dn: 0.2589 (0.2542) loss_giou_dn: 0.4246 (0.4282) loss_class_dn_0: 0.4728 (0.4726) loss_bbox_dn_0: 0.3449 (0.3566) loss_giou_dn_0: 0.5659 (0.5564) loss_class_dn_1: 0.4057 (0.4065) loss_bbox_dn_1: 0.2780 (0.2792) loss_giou_dn_1: 0.4631 (0.4598) loss_class_dn_2: 0.3868 (0.3857) loss_bbox_dn_2: 0.2619 (0.2585) loss_giou_dn_2: 0.4290 (0.4347) loss_class_dn_3: 0.3798 (0.3795) loss_bbox_dn_3: 0.2588 (0.2551) loss_giou_dn_3: 0.4251 (0.4295) loss_class_dn_4: 0.3784 (0.3771) loss_bbox_dn_4: 0.2590 (0.2542) loss_giou_dn_4: 0.4250 (0.4280) loss_class_hybrid: 0.7493 (0.7452) loss_bbox_hybrid: 0.1831 (0.1883) loss_giou_hybrid: 0.4012 (0.4117) loss_class_0_hybrid: 0.8014 (0.8139) loss_bbox_0_hybrid: 0.2011 (0.1963) loss_giou_0_hybrid: 0.4300 (0.4275) loss_class_1_hybrid: 0.7635 (0.7707) loss_bbox_1_hybrid: 0.1877 (0.1915) loss_giou_1_hybrid: 0.4171 (0.4180) loss_class_2_hybrid: 0.7631 (0.7571) loss_bbox_2_hybrid: 0.1863 (0.1886) loss_giou_2_hybrid: 0.4041 (0.4133) loss_class_3_hybrid: 0.7638 (0.7488) loss_bbox_3_hybrid: 0.1832 (0.1882) loss_giou_3_hybrid: 0.4008 (0.4121) loss_class_4_hybrid: 0.7572 (0.7454) loss_bbox_4_hybrid: 0.1833 (0.1883) loss_giou_4_hybrid: 0.4001 (0.4119) loss_class_enc_hybrid: 0.7798 (0.7801) loss_bbox_enc_hybrid: 0.2377 (0.2340) loss_giou_enc_hybrid: 0.4888 (0.4861) mem: 1019 max mem: 36965 [2024-01-15 20:24:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:25:48 det.util.engine] INFO: Epoch: [8] [10800/11727] eta: 0:16:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.0479 loss: 26.1781 (26.1024) loss_class: 0.7148 (0.7427) loss_bbox: 0.1652 (0.1760) loss_giou: 0.3726 (0.3831) loss_class_0: 0.8660 (0.9139) loss_bbox_0: 0.1679 (0.1759) loss_giou_0: 0.3768 (0.3879) loss_class_1: 0.7773 (0.7975) loss_bbox_1: 0.1678 (0.1770) loss_giou_1: 0.3638 (0.3863) loss_class_2: 0.7390 (0.7678) loss_bbox_2: 0.1696 (0.1752) loss_giou_2: 0.3603 (0.3835) loss_class_3: 0.7260 (0.7522) loss_bbox_3: 0.1656 (0.1754) loss_giou_3: 0.3593 (0.3829) loss_class_4: 0.7204 (0.7442) loss_bbox_4: 0.1701 (0.1758) loss_giou_4: 0.3790 (0.3832) loss_class_enc: 0.8193 (0.8627) loss_bbox_enc: 0.1991 (0.2096) loss_giou_enc: 0.4257 (0.4386) loss_class_dn: 0.3673 (0.3771) loss_bbox_dn: 0.2289 (0.2543) loss_giou_dn: 0.4506 (0.4282) loss_class_dn_0: 0.4640 (0.4726) loss_bbox_dn_0: 0.3478 (0.3567) loss_giou_dn_0: 0.5769 (0.5565) loss_class_dn_1: 0.3965 (0.4065) loss_bbox_dn_1: 0.2713 (0.2792) loss_giou_dn_1: 0.4747 (0.4598) loss_class_dn_2: 0.3775 (0.3857) loss_bbox_dn_2: 0.2356 (0.2586) loss_giou_dn_2: 0.4558 (0.4347) loss_class_dn_3: 0.3736 (0.3795) loss_bbox_dn_3: 0.2287 (0.2552) loss_giou_dn_3: 0.4517 (0.4295) loss_class_dn_4: 0.3721 (0.3771) loss_bbox_dn_4: 0.2289 (0.2543) loss_giou_dn_4: 0.4509 (0.4280) loss_class_hybrid: 0.7116 (0.7452) loss_bbox_hybrid: 0.1860 (0.1883) loss_giou_hybrid: 0.3915 (0.4118) loss_class_0_hybrid: 0.7901 (0.8139) loss_bbox_0_hybrid: 0.1887 (0.1963) loss_giou_0_hybrid: 0.4007 (0.4275) loss_class_1_hybrid: 0.7323 (0.7707) loss_bbox_1_hybrid: 0.1866 (0.1915) loss_giou_1_hybrid: 0.3922 (0.4180) loss_class_2_hybrid: 0.7525 (0.7571) loss_bbox_2_hybrid: 0.1842 (0.1886) loss_giou_2_hybrid: 0.3906 (0.4133) loss_class_3_hybrid: 0.7201 (0.7488) loss_bbox_3_hybrid: 0.1845 (0.1883) loss_giou_3_hybrid: 0.3922 (0.4121) loss_class_4_hybrid: 0.7081 (0.7454) loss_bbox_4_hybrid: 0.1801 (0.1884) loss_giou_4_hybrid: 0.3912 (0.4119) loss_class_enc_hybrid: 0.7393 (0.7800) loss_bbox_enc_hybrid: 0.2253 (0.2340) loss_giou_enc_hybrid: 0.4619 (0.4861) mem: 1019 max mem: 36965 [2024-01-15 20:25:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:26:42 det.util.engine] INFO: Epoch: [8] [10850/11727] eta: 0:15:47 lr: 0.000100 data_time: 0.0033 iter_time: 1.0876 loss: 26.0424 (26.0997) loss_class: 0.7195 (0.7427) loss_bbox: 0.1666 (0.1759) loss_giou: 0.3850 (0.3831) loss_class_0: 0.8636 (0.9138) loss_bbox_0: 0.1804 (0.1758) loss_giou_0: 0.3962 (0.3879) loss_class_1: 0.7792 (0.7974) loss_bbox_1: 0.1753 (0.1770) loss_giou_1: 0.3846 (0.3863) loss_class_2: 0.7347 (0.7678) loss_bbox_2: 0.1637 (0.1752) loss_giou_2: 0.3887 (0.3835) loss_class_3: 0.7337 (0.7521) loss_bbox_3: 0.1686 (0.1754) loss_giou_3: 0.3772 (0.3829) loss_class_4: 0.7050 (0.7442) loss_bbox_4: 0.1687 (0.1757) loss_giou_4: 0.3842 (0.3832) loss_class_enc: 0.8404 (0.8626) loss_bbox_enc: 0.2153 (0.2095) loss_giou_enc: 0.4629 (0.4386) loss_class_dn: 0.3776 (0.3771) loss_bbox_dn: 0.2312 (0.2542) loss_giou_dn: 0.4263 (0.4281) loss_class_dn_0: 0.4786 (0.4726) loss_bbox_dn_0: 0.3318 (0.3566) loss_giou_dn_0: 0.5601 (0.5564) loss_class_dn_1: 0.4045 (0.4065) loss_bbox_dn_1: 0.2663 (0.2791) loss_giou_dn_1: 0.4655 (0.4598) loss_class_dn_2: 0.3892 (0.3857) loss_bbox_dn_2: 0.2315 (0.2585) loss_giou_dn_2: 0.4318 (0.4347) loss_class_dn_3: 0.3816 (0.3794) loss_bbox_dn_3: 0.2319 (0.2551) loss_giou_dn_3: 0.4272 (0.4295) loss_class_dn_4: 0.3779 (0.3771) loss_bbox_dn_4: 0.2312 (0.2542) loss_giou_dn_4: 0.4264 (0.4280) loss_class_hybrid: 0.7219 (0.7451) loss_bbox_hybrid: 0.1811 (0.1883) loss_giou_hybrid: 0.4109 (0.4117) loss_class_0_hybrid: 0.7848 (0.8139) loss_bbox_0_hybrid: 0.1915 (0.1963) loss_giou_0_hybrid: 0.4371 (0.4275) loss_class_1_hybrid: 0.7505 (0.7707) loss_bbox_1_hybrid: 0.1864 (0.1915) loss_giou_1_hybrid: 0.4244 (0.4180) loss_class_2_hybrid: 0.7412 (0.7570) loss_bbox_2_hybrid: 0.1776 (0.1886) loss_giou_2_hybrid: 0.4136 (0.4133) loss_class_3_hybrid: 0.7303 (0.7488) loss_bbox_3_hybrid: 0.1796 (0.1882) loss_giou_3_hybrid: 0.4135 (0.4121) loss_class_4_hybrid: 0.7267 (0.7453) loss_bbox_4_hybrid: 0.1763 (0.1883) loss_giou_4_hybrid: 0.4120 (0.4119) loss_class_enc_hybrid: 0.7658 (0.7800) loss_bbox_enc_hybrid: 0.2250 (0.2339) loss_giou_enc_hybrid: 0.4910 (0.4861) mem: 1014 max mem: 36965 [2024-01-15 20:26:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:27:36 det.util.engine] INFO: Epoch: [8] [10900/11727] eta: 0:14:53 lr: 0.000100 data_time: 0.0030 iter_time: 1.1322 loss: 25.9024 (26.0985) loss_class: 0.6971 (0.7426) loss_bbox: 0.1672 (0.1759) loss_giou: 0.3350 (0.3831) loss_class_0: 0.9301 (0.9137) loss_bbox_0: 0.1732 (0.1759) loss_giou_0: 0.3565 (0.3879) loss_class_1: 0.7733 (0.7974) loss_bbox_1: 0.1704 (0.1770) loss_giou_1: 0.3463 (0.3863) loss_class_2: 0.7348 (0.7676) loss_bbox_2: 0.1689 (0.1752) loss_giou_2: 0.3470 (0.3835) loss_class_3: 0.7273 (0.7521) loss_bbox_3: 0.1661 (0.1754) loss_giou_3: 0.3384 (0.3828) loss_class_4: 0.6994 (0.7441) loss_bbox_4: 0.1653 (0.1758) loss_giou_4: 0.3345 (0.3831) loss_class_enc: 0.8363 (0.8626) loss_bbox_enc: 0.2069 (0.2096) loss_giou_enc: 0.4064 (0.4386) loss_class_dn: 0.3734 (0.3771) loss_bbox_dn: 0.2501 (0.2542) loss_giou_dn: 0.3966 (0.4281) loss_class_dn_0: 0.4725 (0.4726) loss_bbox_dn_0: 0.3346 (0.3566) loss_giou_dn_0: 0.5263 (0.5564) loss_class_dn_1: 0.4003 (0.4065) loss_bbox_dn_1: 0.2725 (0.2792) loss_giou_dn_1: 0.4304 (0.4598) loss_class_dn_2: 0.3822 (0.3857) loss_bbox_dn_2: 0.2497 (0.2585) loss_giou_dn_2: 0.4046 (0.4346) loss_class_dn_3: 0.3747 (0.3794) loss_bbox_dn_3: 0.2504 (0.2551) loss_giou_dn_3: 0.3981 (0.4295) loss_class_dn_4: 0.3749 (0.3771) loss_bbox_dn_4: 0.2500 (0.2542) loss_giou_dn_4: 0.3965 (0.4280) loss_class_hybrid: 0.7245 (0.7450) loss_bbox_hybrid: 0.1778 (0.1883) loss_giou_hybrid: 0.3665 (0.4117) loss_class_0_hybrid: 0.7972 (0.8138) loss_bbox_0_hybrid: 0.1902 (0.1963) loss_giou_0_hybrid: 0.4032 (0.4275) loss_class_1_hybrid: 0.7596 (0.7706) loss_bbox_1_hybrid: 0.1863 (0.1915) loss_giou_1_hybrid: 0.3825 (0.4180) loss_class_2_hybrid: 0.7384 (0.7570) loss_bbox_2_hybrid: 0.1818 (0.1886) loss_giou_2_hybrid: 0.3753 (0.4133) loss_class_3_hybrid: 0.7311 (0.7487) loss_bbox_3_hybrid: 0.1779 (0.1882) loss_giou_3_hybrid: 0.3696 (0.4121) loss_class_4_hybrid: 0.7270 (0.7452) loss_bbox_4_hybrid: 0.1774 (0.1883) loss_giou_4_hybrid: 0.3671 (0.4119) loss_class_enc_hybrid: 0.7705 (0.7800) loss_bbox_enc_hybrid: 0.2189 (0.2340) loss_giou_enc_hybrid: 0.4565 (0.4861) mem: 1023 max mem: 36965 [2024-01-15 20:27:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:28:31 det.util.engine] INFO: Epoch: [8] [10950/11727] eta: 0:13:59 lr: 0.000100 data_time: 0.0029 iter_time: 1.0950 loss: 26.0576 (26.1003) loss_class: 0.7263 (0.7426) loss_bbox: 0.1776 (0.1760) loss_giou: 0.3847 (0.3831) loss_class_0: 0.8735 (0.9137) loss_bbox_0: 0.1822 (0.1759) loss_giou_0: 0.3798 (0.3880) loss_class_1: 0.7512 (0.7973) loss_bbox_1: 0.1808 (0.1770) loss_giou_1: 0.3938 (0.3864) loss_class_2: 0.7463 (0.7676) loss_bbox_2: 0.1804 (0.1752) loss_giou_2: 0.3856 (0.3836) loss_class_3: 0.7442 (0.7521) loss_bbox_3: 0.1821 (0.1754) loss_giou_3: 0.3861 (0.3829) loss_class_4: 0.7351 (0.7441) loss_bbox_4: 0.1780 (0.1758) loss_giou_4: 0.3849 (0.3833) loss_class_enc: 0.8168 (0.8625) loss_bbox_enc: 0.2092 (0.2096) loss_giou_enc: 0.4317 (0.4387) loss_class_dn: 0.3730 (0.3771) loss_bbox_dn: 0.2821 (0.2542) loss_giou_dn: 0.4351 (0.4282) loss_class_dn_0: 0.4725 (0.4726) loss_bbox_dn_0: 0.3643 (0.3566) loss_giou_dn_0: 0.5599 (0.5565) loss_class_dn_1: 0.4026 (0.4065) loss_bbox_dn_1: 0.2996 (0.2791) loss_giou_dn_1: 0.4631 (0.4599) loss_class_dn_2: 0.3804 (0.3857) loss_bbox_dn_2: 0.2840 (0.2585) loss_giou_dn_2: 0.4401 (0.4347) loss_class_dn_3: 0.3733 (0.3794) loss_bbox_dn_3: 0.2815 (0.2551) loss_giou_dn_3: 0.4362 (0.4295) loss_class_dn_4: 0.3717 (0.3771) loss_bbox_dn_4: 0.2823 (0.2542) loss_giou_dn_4: 0.4350 (0.4280) loss_class_hybrid: 0.7263 (0.7450) loss_bbox_hybrid: 0.1935 (0.1883) loss_giou_hybrid: 0.3976 (0.4118) loss_class_0_hybrid: 0.7726 (0.8138) loss_bbox_0_hybrid: 0.2053 (0.1963) loss_giou_0_hybrid: 0.4247 (0.4276) loss_class_1_hybrid: 0.7245 (0.7706) loss_bbox_1_hybrid: 0.1979 (0.1915) loss_giou_1_hybrid: 0.4045 (0.4181) loss_class_2_hybrid: 0.7137 (0.7569) loss_bbox_2_hybrid: 0.1953 (0.1886) loss_giou_2_hybrid: 0.3965 (0.4134) loss_class_3_hybrid: 0.7219 (0.7486) loss_bbox_3_hybrid: 0.1939 (0.1883) loss_giou_3_hybrid: 0.3949 (0.4122) loss_class_4_hybrid: 0.7167 (0.7452) loss_bbox_4_hybrid: 0.1938 (0.1884) loss_giou_4_hybrid: 0.3964 (0.4120) loss_class_enc_hybrid: 0.7607 (0.7800) loss_bbox_enc_hybrid: 0.2274 (0.2340) loss_giou_enc_hybrid: 0.4635 (0.4862) mem: 1014 max mem: 36965 [2024-01-15 20:28:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:29:25 det.util.engine] INFO: Epoch: [8] [11000/11727] eta: 0:13:05 lr: 0.000100 data_time: 0.0033 iter_time: 1.0609 loss: 25.2934 (26.1018) loss_class: 0.7348 (0.7426) loss_bbox: 0.1663 (0.1760) loss_giou: 0.3189 (0.3832) loss_class_0: 0.8963 (0.9137) loss_bbox_0: 0.1677 (0.1759) loss_giou_0: 0.3320 (0.3880) loss_class_1: 0.7959 (0.7973) loss_bbox_1: 0.1730 (0.1770) loss_giou_1: 0.3243 (0.3864) loss_class_2: 0.7638 (0.7676) loss_bbox_2: 0.1665 (0.1753) loss_giou_2: 0.3199 (0.3836) loss_class_3: 0.7619 (0.7521) loss_bbox_3: 0.1626 (0.1754) loss_giou_3: 0.3176 (0.3829) loss_class_4: 0.7453 (0.7441) loss_bbox_4: 0.1649 (0.1758) loss_giou_4: 0.3189 (0.3833) loss_class_enc: 0.8676 (0.8625) loss_bbox_enc: 0.1964 (0.2096) loss_giou_enc: 0.3715 (0.4387) loss_class_dn: 0.3781 (0.3771) loss_bbox_dn: 0.2552 (0.2543) loss_giou_dn: 0.3766 (0.4282) loss_class_dn_0: 0.4713 (0.4726) loss_bbox_dn_0: 0.3317 (0.3567) loss_giou_dn_0: 0.5430 (0.5565) loss_class_dn_1: 0.4095 (0.4065) loss_bbox_dn_1: 0.2586 (0.2792) loss_giou_dn_1: 0.4158 (0.4599) loss_class_dn_2: 0.3854 (0.3857) loss_bbox_dn_2: 0.2581 (0.2586) loss_giou_dn_2: 0.3835 (0.4347) loss_class_dn_3: 0.3813 (0.3794) loss_bbox_dn_3: 0.2550 (0.2551) loss_giou_dn_3: 0.3777 (0.4296) loss_class_dn_4: 0.3796 (0.3771) loss_bbox_dn_4: 0.2552 (0.2543) loss_giou_dn_4: 0.3764 (0.4281) loss_class_hybrid: 0.7214 (0.7450) loss_bbox_hybrid: 0.1817 (0.1884) loss_giou_hybrid: 0.3408 (0.4119) loss_class_0_hybrid: 0.7799 (0.8138) loss_bbox_0_hybrid: 0.1888 (0.1964) loss_giou_0_hybrid: 0.3610 (0.4276) loss_class_1_hybrid: 0.7376 (0.7706) loss_bbox_1_hybrid: 0.1927 (0.1916) loss_giou_1_hybrid: 0.3509 (0.4181) loss_class_2_hybrid: 0.7390 (0.7569) loss_bbox_2_hybrid: 0.1842 (0.1887) loss_giou_2_hybrid: 0.3408 (0.4134) loss_class_3_hybrid: 0.7207 (0.7486) loss_bbox_3_hybrid: 0.1890 (0.1883) loss_giou_3_hybrid: 0.3396 (0.4122) loss_class_4_hybrid: 0.7289 (0.7452) loss_bbox_4_hybrid: 0.1868 (0.1884) loss_giou_4_hybrid: 0.3393 (0.4120) loss_class_enc_hybrid: 0.7593 (0.7800) loss_bbox_enc_hybrid: 0.2175 (0.2340) loss_giou_enc_hybrid: 0.4204 (0.4862) mem: 1018 max mem: 36965 [2024-01-15 20:29:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:30:19 det.util.engine] INFO: Epoch: [8] [11050/11727] eta: 0:12:11 lr: 0.000100 data_time: 0.0032 iter_time: 1.0661 loss: 25.8203 (26.1027) loss_class: 0.7597 (0.7427) loss_bbox: 0.1861 (0.1760) loss_giou: 0.3766 (0.3832) loss_class_0: 0.8955 (0.9138) loss_bbox_0: 0.1849 (0.1759) loss_giou_0: 0.3828 (0.3881) loss_class_1: 0.7936 (0.7974) loss_bbox_1: 0.1788 (0.1770) loss_giou_1: 0.3663 (0.3864) loss_class_2: 0.7550 (0.7677) loss_bbox_2: 0.1760 (0.1752) loss_giou_2: 0.3696 (0.3837) loss_class_3: 0.7579 (0.7521) loss_bbox_3: 0.1871 (0.1754) loss_giou_3: 0.3782 (0.3830) loss_class_4: 0.7480 (0.7441) loss_bbox_4: 0.1905 (0.1758) loss_giou_4: 0.3764 (0.3833) loss_class_enc: 0.8347 (0.8625) loss_bbox_enc: 0.2231 (0.2096) loss_giou_enc: 0.4212 (0.4387) loss_class_dn: 0.3739 (0.3771) loss_bbox_dn: 0.2435 (0.2542) loss_giou_dn: 0.4366 (0.4282) loss_class_dn_0: 0.4679 (0.4726) loss_bbox_dn_0: 0.3418 (0.3566) loss_giou_dn_0: 0.5461 (0.5565) loss_class_dn_1: 0.4065 (0.4065) loss_bbox_dn_1: 0.2733 (0.2792) loss_giou_dn_1: 0.4641 (0.4599) loss_class_dn_2: 0.3832 (0.3857) loss_bbox_dn_2: 0.2556 (0.2585) loss_giou_dn_2: 0.4437 (0.4348) loss_class_dn_3: 0.3766 (0.3795) loss_bbox_dn_3: 0.2451 (0.2551) loss_giou_dn_3: 0.4367 (0.4296) loss_class_dn_4: 0.3745 (0.3771) loss_bbox_dn_4: 0.2436 (0.2542) loss_giou_dn_4: 0.4364 (0.4281) loss_class_hybrid: 0.7358 (0.7450) loss_bbox_hybrid: 0.1945 (0.1884) loss_giou_hybrid: 0.4061 (0.4119) loss_class_0_hybrid: 0.7646 (0.8137) loss_bbox_0_hybrid: 0.1998 (0.1964) loss_giou_0_hybrid: 0.4141 (0.4277) loss_class_1_hybrid: 0.7495 (0.7706) loss_bbox_1_hybrid: 0.1956 (0.1916) loss_giou_1_hybrid: 0.4047 (0.4182) loss_class_2_hybrid: 0.7290 (0.7569) loss_bbox_2_hybrid: 0.1951 (0.1887) loss_giou_2_hybrid: 0.4052 (0.4135) loss_class_3_hybrid: 0.7280 (0.7486) loss_bbox_3_hybrid: 0.1960 (0.1883) loss_giou_3_hybrid: 0.4051 (0.4123) loss_class_4_hybrid: 0.7227 (0.7452) loss_bbox_4_hybrid: 0.1977 (0.1884) loss_giou_4_hybrid: 0.4064 (0.4121) loss_class_enc_hybrid: 0.7709 (0.7800) loss_bbox_enc_hybrid: 0.2397 (0.2340) loss_giou_enc_hybrid: 0.4584 (0.4862) mem: 1021 max mem: 36965 [2024-01-15 20:30:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:31:11 det.util.engine] INFO: Epoch: [8] [11100/11727] eta: 0:11:17 lr: 0.000100 data_time: 0.0034 iter_time: 1.0576 loss: 26.4283 (26.1026) loss_class: 0.7228 (0.7426) loss_bbox: 0.1627 (0.1759) loss_giou: 0.4000 (0.3833) loss_class_0: 0.8621 (0.9137) loss_bbox_0: 0.1673 (0.1759) loss_giou_0: 0.3975 (0.3882) loss_class_1: 0.7561 (0.7973) loss_bbox_1: 0.1654 (0.1770) loss_giou_1: 0.4049 (0.3865) loss_class_2: 0.7292 (0.7676) loss_bbox_2: 0.1647 (0.1752) loss_giou_2: 0.3925 (0.3838) loss_class_3: 0.7292 (0.7521) loss_bbox_3: 0.1662 (0.1754) loss_giou_3: 0.3917 (0.3831) loss_class_4: 0.7077 (0.7441) loss_bbox_4: 0.1629 (0.1758) loss_giou_4: 0.3995 (0.3834) loss_class_enc: 0.8043 (0.8623) loss_bbox_enc: 0.1979 (0.2096) loss_giou_enc: 0.4464 (0.4388) loss_class_dn: 0.3810 (0.3771) loss_bbox_dn: 0.2180 (0.2542) loss_giou_dn: 0.4317 (0.4283) loss_class_dn_0: 0.4688 (0.4725) loss_bbox_dn_0: 0.3113 (0.3565) loss_giou_dn_0: 0.5456 (0.5566) loss_class_dn_1: 0.4017 (0.4065) loss_bbox_dn_1: 0.2444 (0.2791) loss_giou_dn_1: 0.4599 (0.4600) loss_class_dn_2: 0.3876 (0.3857) loss_bbox_dn_2: 0.2233 (0.2585) loss_giou_dn_2: 0.4340 (0.4348) loss_class_dn_3: 0.3826 (0.3795) loss_bbox_dn_3: 0.2189 (0.2550) loss_giou_dn_3: 0.4320 (0.4297) loss_class_dn_4: 0.3828 (0.3772) loss_bbox_dn_4: 0.2180 (0.2542) loss_giou_dn_4: 0.4320 (0.4282) loss_class_hybrid: 0.7009 (0.7449) loss_bbox_hybrid: 0.1747 (0.1883) loss_giou_hybrid: 0.4150 (0.4121) loss_class_0_hybrid: 0.7836 (0.8136) loss_bbox_0_hybrid: 0.1840 (0.1963) loss_giou_0_hybrid: 0.4386 (0.4278) loss_class_1_hybrid: 0.7274 (0.7705) loss_bbox_1_hybrid: 0.1786 (0.1915) loss_giou_1_hybrid: 0.4231 (0.4183) loss_class_2_hybrid: 0.7100 (0.7568) loss_bbox_2_hybrid: 0.1760 (0.1886) loss_giou_2_hybrid: 0.4244 (0.4136) loss_class_3_hybrid: 0.7070 (0.7486) loss_bbox_3_hybrid: 0.1741 (0.1883) loss_giou_3_hybrid: 0.4208 (0.4124) loss_class_4_hybrid: 0.7030 (0.7451) loss_bbox_4_hybrid: 0.1750 (0.1884) loss_giou_4_hybrid: 0.4163 (0.4122) loss_class_enc_hybrid: 0.7500 (0.7798) loss_bbox_enc_hybrid: 0.2093 (0.2340) loss_giou_enc_hybrid: 0.4943 (0.4864) mem: 1027 max mem: 36965 [2024-01-15 20:31:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:32:05 det.util.engine] INFO: Epoch: [8] [11150/11727] eta: 0:10:23 lr: 0.000100 data_time: 0.0030 iter_time: 1.0686 loss: 27.0721 (26.1033) loss_class: 0.7725 (0.7427) loss_bbox: 0.1675 (0.1759) loss_giou: 0.3844 (0.3833) loss_class_0: 0.9176 (0.9136) loss_bbox_0: 0.1652 (0.1759) loss_giou_0: 0.3848 (0.3882) loss_class_1: 0.8311 (0.7973) loss_bbox_1: 0.1780 (0.1770) loss_giou_1: 0.3938 (0.3866) loss_class_2: 0.7999 (0.7677) loss_bbox_2: 0.1623 (0.1752) loss_giou_2: 0.3808 (0.3838) loss_class_3: 0.7781 (0.7521) loss_bbox_3: 0.1629 (0.1754) loss_giou_3: 0.3770 (0.3831) loss_class_4: 0.7708 (0.7441) loss_bbox_4: 0.1676 (0.1757) loss_giou_4: 0.3838 (0.3834) loss_class_enc: 0.8684 (0.8623) loss_bbox_enc: 0.2042 (0.2095) loss_giou_enc: 0.4442 (0.4389) loss_class_dn: 0.3818 (0.3771) loss_bbox_dn: 0.2640 (0.2542) loss_giou_dn: 0.4634 (0.4284) loss_class_dn_0: 0.4694 (0.4725) loss_bbox_dn_0: 0.3693 (0.3565) loss_giou_dn_0: 0.5833 (0.5566) loss_class_dn_1: 0.4086 (0.4065) loss_bbox_dn_1: 0.3006 (0.2791) loss_giou_dn_1: 0.5010 (0.4600) loss_class_dn_2: 0.3952 (0.3857) loss_bbox_dn_2: 0.2687 (0.2585) loss_giou_dn_2: 0.4674 (0.4349) loss_class_dn_3: 0.3889 (0.3795) loss_bbox_dn_3: 0.2668 (0.2551) loss_giou_dn_3: 0.4648 (0.4297) loss_class_dn_4: 0.3847 (0.3772) loss_bbox_dn_4: 0.2640 (0.2542) loss_giou_dn_4: 0.4628 (0.4282) loss_class_hybrid: 0.7586 (0.7449) loss_bbox_hybrid: 0.1901 (0.1883) loss_giou_hybrid: 0.4312 (0.4121) loss_class_0_hybrid: 0.8051 (0.8136) loss_bbox_0_hybrid: 0.1992 (0.1963) loss_giou_0_hybrid: 0.4427 (0.4279) loss_class_1_hybrid: 0.7823 (0.7705) loss_bbox_1_hybrid: 0.1937 (0.1915) loss_giou_1_hybrid: 0.4358 (0.4184) loss_class_2_hybrid: 0.7581 (0.7568) loss_bbox_2_hybrid: 0.1893 (0.1886) loss_giou_2_hybrid: 0.4341 (0.4137) loss_class_3_hybrid: 0.7589 (0.7485) loss_bbox_3_hybrid: 0.1882 (0.1883) loss_giou_3_hybrid: 0.4309 (0.4125) loss_class_4_hybrid: 0.7585 (0.7451) loss_bbox_4_hybrid: 0.1876 (0.1884) loss_giou_4_hybrid: 0.4317 (0.4123) loss_class_enc_hybrid: 0.7723 (0.7798) loss_bbox_enc_hybrid: 0.2309 (0.2339) loss_giou_enc_hybrid: 0.5045 (0.4864) mem: 1021 max mem: 36965 [2024-01-15 20:32:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:32:59 det.util.engine] INFO: Epoch: [8] [11200/11727] eta: 0:09:29 lr: 0.000100 data_time: 0.0031 iter_time: 1.0715 loss: 24.7699 (26.1014) loss_class: 0.6769 (0.7426) loss_bbox: 0.1390 (0.1759) loss_giou: 0.3867 (0.3833) loss_class_0: 0.8486 (0.9135) loss_bbox_0: 0.1479 (0.1758) loss_giou_0: 0.3772 (0.3882) loss_class_1: 0.7187 (0.7973) loss_bbox_1: 0.1386 (0.1769) loss_giou_1: 0.3897 (0.3866) loss_class_2: 0.6984 (0.7676) loss_bbox_2: 0.1363 (0.1751) loss_giou_2: 0.3878 (0.3838) loss_class_3: 0.6915 (0.7521) loss_bbox_3: 0.1418 (0.1753) loss_giou_3: 0.3952 (0.3831) loss_class_4: 0.6862 (0.7441) loss_bbox_4: 0.1373 (0.1757) loss_giou_4: 0.3869 (0.3834) loss_class_enc: 0.7991 (0.8622) loss_bbox_enc: 0.1826 (0.2095) loss_giou_enc: 0.4259 (0.4389) loss_class_dn: 0.3648 (0.3771) loss_bbox_dn: 0.1865 (0.2541) loss_giou_dn: 0.4242 (0.4283) loss_class_dn_0: 0.4633 (0.4725) loss_bbox_dn_0: 0.3229 (0.3564) loss_giou_dn_0: 0.5327 (0.5566) loss_class_dn_1: 0.3932 (0.4065) loss_bbox_dn_1: 0.2326 (0.2790) loss_giou_dn_1: 0.4554 (0.4600) loss_class_dn_2: 0.3717 (0.3857) loss_bbox_dn_2: 0.1964 (0.2584) loss_giou_dn_2: 0.4334 (0.4349) loss_class_dn_3: 0.3659 (0.3795) loss_bbox_dn_3: 0.1883 (0.2550) loss_giou_dn_3: 0.4239 (0.4297) loss_class_dn_4: 0.3661 (0.3772) loss_bbox_dn_4: 0.1864 (0.2541) loss_giou_dn_4: 0.4239 (0.4282) loss_class_hybrid: 0.6884 (0.7448) loss_bbox_hybrid: 0.1504 (0.1883) loss_giou_hybrid: 0.4219 (0.4121) loss_class_0_hybrid: 0.7485 (0.8136) loss_bbox_0_hybrid: 0.1596 (0.1963) loss_giou_0_hybrid: 0.4291 (0.4279) loss_class_1_hybrid: 0.7096 (0.7704) loss_bbox_1_hybrid: 0.1566 (0.1915) loss_giou_1_hybrid: 0.4261 (0.4184) loss_class_2_hybrid: 0.6805 (0.7567) loss_bbox_2_hybrid: 0.1574 (0.1886) loss_giou_2_hybrid: 0.4298 (0.4137) loss_class_3_hybrid: 0.6908 (0.7485) loss_bbox_3_hybrid: 0.1561 (0.1882) loss_giou_3_hybrid: 0.4245 (0.4125) loss_class_4_hybrid: 0.6845 (0.7450) loss_bbox_4_hybrid: 0.1519 (0.1883) loss_giou_4_hybrid: 0.4209 (0.4123) loss_class_enc_hybrid: 0.7428 (0.7798) loss_bbox_enc_hybrid: 0.1991 (0.2339) loss_giou_enc_hybrid: 0.4788 (0.4864) mem: 1008 max mem: 36965 [2024-01-15 20:32:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:33:53 det.util.engine] INFO: Epoch: [8] [11250/11727] eta: 0:08:35 lr: 0.000100 data_time: 0.0032 iter_time: 1.0513 loss: 25.1589 (26.1021) loss_class: 0.7371 (0.7427) loss_bbox: 0.1490 (0.1759) loss_giou: 0.3712 (0.3834) loss_class_0: 0.8767 (0.9136) loss_bbox_0: 0.1589 (0.1758) loss_giou_0: 0.3703 (0.3883) loss_class_1: 0.7865 (0.7974) loss_bbox_1: 0.1537 (0.1769) loss_giou_1: 0.3679 (0.3866) loss_class_2: 0.7529 (0.7677) loss_bbox_2: 0.1490 (0.1751) loss_giou_2: 0.3682 (0.3838) loss_class_3: 0.7376 (0.7522) loss_bbox_3: 0.1519 (0.1753) loss_giou_3: 0.3706 (0.3831) loss_class_4: 0.7456 (0.7442) loss_bbox_4: 0.1494 (0.1757) loss_giou_4: 0.3710 (0.3835) loss_class_enc: 0.8178 (0.8622) loss_bbox_enc: 0.1813 (0.2095) loss_giou_enc: 0.4215 (0.4389) loss_class_dn: 0.3720 (0.3771) loss_bbox_dn: 0.1902 (0.2541) loss_giou_dn: 0.3881 (0.4284) loss_class_dn_0: 0.4677 (0.4725) loss_bbox_dn_0: 0.2989 (0.3563) loss_giou_dn_0: 0.5148 (0.5566) loss_class_dn_1: 0.4005 (0.4065) loss_bbox_dn_1: 0.2167 (0.2790) loss_giou_dn_1: 0.4182 (0.4600) loss_class_dn_2: 0.3783 (0.3857) loss_bbox_dn_2: 0.1928 (0.2583) loss_giou_dn_2: 0.3930 (0.4349) loss_class_dn_3: 0.3743 (0.3795) loss_bbox_dn_3: 0.1914 (0.2549) loss_giou_dn_3: 0.3879 (0.4297) loss_class_dn_4: 0.3718 (0.3772) loss_bbox_dn_4: 0.1902 (0.2540) loss_giou_dn_4: 0.3885 (0.4282) loss_class_hybrid: 0.7256 (0.7448) loss_bbox_hybrid: 0.1546 (0.1883) loss_giou_hybrid: 0.3927 (0.4122) loss_class_0_hybrid: 0.7942 (0.8135) loss_bbox_0_hybrid: 0.1751 (0.1963) loss_giou_0_hybrid: 0.4008 (0.4280) loss_class_1_hybrid: 0.7434 (0.7704) loss_bbox_1_hybrid: 0.1631 (0.1915) loss_giou_1_hybrid: 0.3995 (0.4184) loss_class_2_hybrid: 0.7322 (0.7568) loss_bbox_2_hybrid: 0.1588 (0.1886) loss_giou_2_hybrid: 0.3967 (0.4137) loss_class_3_hybrid: 0.7422 (0.7485) loss_bbox_3_hybrid: 0.1558 (0.1882) loss_giou_3_hybrid: 0.3979 (0.4125) loss_class_4_hybrid: 0.7236 (0.7451) loss_bbox_4_hybrid: 0.1547 (0.1883) loss_giou_4_hybrid: 0.3919 (0.4123) loss_class_enc_hybrid: 0.7641 (0.7798) loss_bbox_enc_hybrid: 0.2021 (0.2339) loss_giou_enc_hybrid: 0.4563 (0.4865) mem: 1024 max mem: 36965 [2024-01-15 20:33:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:34:47 det.util.engine] INFO: Epoch: [8] [11300/11727] eta: 0:07:41 lr: 0.000100 data_time: 0.0034 iter_time: 1.0959 loss: 26.5699 (26.1037) loss_class: 0.7391 (0.7427) loss_bbox: 0.1757 (0.1759) loss_giou: 0.3874 (0.3834) loss_class_0: 0.9250 (0.9136) loss_bbox_0: 0.1630 (0.1758) loss_giou_0: 0.3884 (0.3883) loss_class_1: 0.7905 (0.7974) loss_bbox_1: 0.1750 (0.1769) loss_giou_1: 0.3768 (0.3866) loss_class_2: 0.7808 (0.7678) loss_bbox_2: 0.1631 (0.1751) loss_giou_2: 0.3831 (0.3838) loss_class_3: 0.7403 (0.7522) loss_bbox_3: 0.1736 (0.1753) loss_giou_3: 0.3909 (0.3832) loss_class_4: 0.7524 (0.7442) loss_bbox_4: 0.1576 (0.1757) loss_giou_4: 0.3875 (0.3835) loss_class_enc: 0.8491 (0.8622) loss_bbox_enc: 0.1970 (0.2095) loss_giou_enc: 0.4483 (0.4389) loss_class_dn: 0.3793 (0.3771) loss_bbox_dn: 0.2474 (0.2541) loss_giou_dn: 0.4508 (0.4284) loss_class_dn_0: 0.4787 (0.4725) loss_bbox_dn_0: 0.3575 (0.3564) loss_giou_dn_0: 0.5705 (0.5567) loss_class_dn_1: 0.4105 (0.4065) loss_bbox_dn_1: 0.2795 (0.2790) loss_giou_dn_1: 0.4825 (0.4601) loss_class_dn_2: 0.3919 (0.3857) loss_bbox_dn_2: 0.2548 (0.2584) loss_giou_dn_2: 0.4585 (0.4350) loss_class_dn_3: 0.3823 (0.3795) loss_bbox_dn_3: 0.2503 (0.2550) loss_giou_dn_3: 0.4539 (0.4298) loss_class_dn_4: 0.3778 (0.3772) loss_bbox_dn_4: 0.2475 (0.2541) loss_giou_dn_4: 0.4506 (0.4283) loss_class_hybrid: 0.7320 (0.7448) loss_bbox_hybrid: 0.1931 (0.1883) loss_giou_hybrid: 0.4323 (0.4122) loss_class_0_hybrid: 0.8173 (0.8135) loss_bbox_0_hybrid: 0.1964 (0.1963) loss_giou_0_hybrid: 0.4396 (0.4280) loss_class_1_hybrid: 0.7617 (0.7705) loss_bbox_1_hybrid: 0.1926 (0.1915) loss_giou_1_hybrid: 0.4298 (0.4185) loss_class_2_hybrid: 0.7455 (0.7567) loss_bbox_2_hybrid: 0.1958 (0.1886) loss_giou_2_hybrid: 0.4353 (0.4138) loss_class_3_hybrid: 0.7307 (0.7485) loss_bbox_3_hybrid: 0.1952 (0.1883) loss_giou_3_hybrid: 0.4313 (0.4126) loss_class_4_hybrid: 0.7314 (0.7451) loss_bbox_4_hybrid: 0.1940 (0.1884) loss_giou_4_hybrid: 0.4332 (0.4124) loss_class_enc_hybrid: 0.7706 (0.7797) loss_bbox_enc_hybrid: 0.2245 (0.2339) loss_giou_enc_hybrid: 0.4864 (0.4865) mem: 1029 max mem: 36965 [2024-01-15 20:34:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:35:40 det.util.engine] INFO: Epoch: [8] [11350/11727] eta: 0:06:47 lr: 0.000100 data_time: 0.0032 iter_time: 1.0664 loss: 26.6804 (26.1018) loss_class: 0.7740 (0.7427) loss_bbox: 0.1628 (0.1758) loss_giou: 0.4008 (0.3834) loss_class_0: 0.9025 (0.9136) loss_bbox_0: 0.1666 (0.1758) loss_giou_0: 0.3904 (0.3883) loss_class_1: 0.8106 (0.7974) loss_bbox_1: 0.1716 (0.1768) loss_giou_1: 0.4014 (0.3866) loss_class_2: 0.7928 (0.7677) loss_bbox_2: 0.1634 (0.1750) loss_giou_2: 0.3948 (0.3838) loss_class_3: 0.7630 (0.7522) loss_bbox_3: 0.1652 (0.1753) loss_giou_3: 0.3963 (0.3832) loss_class_4: 0.7741 (0.7442) loss_bbox_4: 0.1720 (0.1756) loss_giou_4: 0.4009 (0.3835) loss_class_enc: 0.8571 (0.8622) loss_bbox_enc: 0.1914 (0.2094) loss_giou_enc: 0.4496 (0.4389) loss_class_dn: 0.3853 (0.3771) loss_bbox_dn: 0.2230 (0.2540) loss_giou_dn: 0.4666 (0.4284) loss_class_dn_0: 0.4684 (0.4725) loss_bbox_dn_0: 0.2956 (0.3562) loss_giou_dn_0: 0.5819 (0.5566) loss_class_dn_1: 0.4098 (0.4065) loss_bbox_dn_1: 0.2335 (0.2789) loss_giou_dn_1: 0.4908 (0.4601) loss_class_dn_2: 0.3931 (0.3857) loss_bbox_dn_2: 0.2233 (0.2583) loss_giou_dn_2: 0.4708 (0.4349) loss_class_dn_3: 0.3864 (0.3795) loss_bbox_dn_3: 0.2226 (0.2549) loss_giou_dn_3: 0.4699 (0.4298) loss_class_dn_4: 0.3882 (0.3771) loss_bbox_dn_4: 0.2229 (0.2540) loss_giou_dn_4: 0.4666 (0.4283) loss_class_hybrid: 0.7500 (0.7448) loss_bbox_hybrid: 0.1823 (0.1883) loss_giou_hybrid: 0.4427 (0.4122) loss_class_0_hybrid: 0.7682 (0.8135) loss_bbox_0_hybrid: 0.1941 (0.1962) loss_giou_0_hybrid: 0.4551 (0.4280) loss_class_1_hybrid: 0.7332 (0.7704) loss_bbox_1_hybrid: 0.1870 (0.1915) loss_giou_1_hybrid: 0.4439 (0.4185) loss_class_2_hybrid: 0.7521 (0.7567) loss_bbox_2_hybrid: 0.1828 (0.1886) loss_giou_2_hybrid: 0.4431 (0.4138) loss_class_3_hybrid: 0.7396 (0.7485) loss_bbox_3_hybrid: 0.1832 (0.1882) loss_giou_3_hybrid: 0.4423 (0.4126) loss_class_4_hybrid: 0.7546 (0.7450) loss_bbox_4_hybrid: 0.1854 (0.1883) loss_giou_4_hybrid: 0.4413 (0.4124) loss_class_enc_hybrid: 0.7467 (0.7797) loss_bbox_enc_hybrid: 0.2242 (0.2338) loss_giou_enc_hybrid: 0.5076 (0.4865) mem: 1021 max mem: 36965 [2024-01-15 20:35:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:36:34 det.util.engine] INFO: Epoch: [8] [11400/11727] eta: 0:05:53 lr: 0.000100 data_time: 0.0032 iter_time: 1.0572 loss: 26.2772 (26.1028) loss_class: 0.7315 (0.7427) loss_bbox: 0.1715 (0.1758) loss_giou: 0.3812 (0.3834) loss_class_0: 0.9104 (0.9136) loss_bbox_0: 0.1634 (0.1758) loss_giou_0: 0.3686 (0.3883) loss_class_1: 0.8000 (0.7974) loss_bbox_1: 0.1547 (0.1768) loss_giou_1: 0.3774 (0.3866) loss_class_2: 0.7468 (0.7678) loss_bbox_2: 0.1569 (0.1750) loss_giou_2: 0.3787 (0.3839) loss_class_3: 0.7260 (0.7522) loss_bbox_3: 0.1653 (0.1753) loss_giou_3: 0.3792 (0.3832) loss_class_4: 0.7501 (0.7442) loss_bbox_4: 0.1569 (0.1756) loss_giou_4: 0.3781 (0.3836) loss_class_enc: 0.8586 (0.8622) loss_bbox_enc: 0.1869 (0.2094) loss_giou_enc: 0.4248 (0.4389) loss_class_dn: 0.3752 (0.3771) loss_bbox_dn: 0.2264 (0.2540) loss_giou_dn: 0.4256 (0.4284) loss_class_dn_0: 0.4759 (0.4725) loss_bbox_dn_0: 0.3120 (0.3562) loss_giou_dn_0: 0.5497 (0.5567) loss_class_dn_1: 0.4043 (0.4065) loss_bbox_dn_1: 0.2506 (0.2789) loss_giou_dn_1: 0.4593 (0.4601) loss_class_dn_2: 0.3840 (0.3857) loss_bbox_dn_2: 0.2329 (0.2583) loss_giou_dn_2: 0.4317 (0.4350) loss_class_dn_3: 0.3790 (0.3795) loss_bbox_dn_3: 0.2275 (0.2549) loss_giou_dn_3: 0.4262 (0.4298) loss_class_dn_4: 0.3789 (0.3772) loss_bbox_dn_4: 0.2263 (0.2540) loss_giou_dn_4: 0.4251 (0.4283) loss_class_hybrid: 0.7577 (0.7448) loss_bbox_hybrid: 0.1782 (0.1883) loss_giou_hybrid: 0.4209 (0.4123) loss_class_0_hybrid: 0.8032 (0.8134) loss_bbox_0_hybrid: 0.1821 (0.1963) loss_giou_0_hybrid: 0.4350 (0.4281) loss_class_1_hybrid: 0.7563 (0.7704) loss_bbox_1_hybrid: 0.1721 (0.1915) loss_giou_1_hybrid: 0.4224 (0.4186) loss_class_2_hybrid: 0.7423 (0.7567) loss_bbox_2_hybrid: 0.1727 (0.1886) loss_giou_2_hybrid: 0.4230 (0.4139) loss_class_3_hybrid: 0.7559 (0.7484) loss_bbox_3_hybrid: 0.1699 (0.1882) loss_giou_3_hybrid: 0.4186 (0.4127) loss_class_4_hybrid: 0.7518 (0.7450) loss_bbox_4_hybrid: 0.1723 (0.1884) loss_giou_4_hybrid: 0.4243 (0.4125) loss_class_enc_hybrid: 0.7573 (0.7796) loss_bbox_enc_hybrid: 0.2153 (0.2338) loss_giou_enc_hybrid: 0.5050 (0.4866) mem: 1024 max mem: 36965 [2024-01-15 20:36:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:37:28 det.util.engine] INFO: Epoch: [8] [11450/11727] eta: 0:04:59 lr: 0.000100 data_time: 0.0034 iter_time: 1.0996 loss: 25.0420 (26.1013) loss_class: 0.7126 (0.7427) loss_bbox: 0.1523 (0.1758) loss_giou: 0.3613 (0.3834) loss_class_0: 0.8986 (0.9136) loss_bbox_0: 0.1567 (0.1757) loss_giou_0: 0.3565 (0.3883) loss_class_1: 0.7810 (0.7975) loss_bbox_1: 0.1585 (0.1768) loss_giou_1: 0.3604 (0.3866) loss_class_2: 0.7420 (0.7678) loss_bbox_2: 0.1490 (0.1750) loss_giou_2: 0.3526 (0.3838) loss_class_3: 0.7006 (0.7522) loss_bbox_3: 0.1524 (0.1752) loss_giou_3: 0.3620 (0.3832) loss_class_4: 0.7157 (0.7442) loss_bbox_4: 0.1527 (0.1756) loss_giou_4: 0.3613 (0.3835) loss_class_enc: 0.8613 (0.8621) loss_bbox_enc: 0.1878 (0.2094) loss_giou_enc: 0.4043 (0.4389) loss_class_dn: 0.3785 (0.3771) loss_bbox_dn: 0.2570 (0.2540) loss_giou_dn: 0.3940 (0.4284) loss_class_dn_0: 0.4782 (0.4725) loss_bbox_dn_0: 0.3397 (0.3562) loss_giou_dn_0: 0.5499 (0.5566) loss_class_dn_1: 0.4085 (0.4065) loss_bbox_dn_1: 0.2802 (0.2789) loss_giou_dn_1: 0.4389 (0.4601) loss_class_dn_2: 0.3868 (0.3857) loss_bbox_dn_2: 0.2581 (0.2583) loss_giou_dn_2: 0.4013 (0.4349) loss_class_dn_3: 0.3844 (0.3795) loss_bbox_dn_3: 0.2584 (0.2548) loss_giou_dn_3: 0.3958 (0.4298) loss_class_dn_4: 0.3796 (0.3772) loss_bbox_dn_4: 0.2569 (0.2539) loss_giou_dn_4: 0.3941 (0.4283) loss_class_hybrid: 0.7238 (0.7448) loss_bbox_hybrid: 0.1705 (0.1883) loss_giou_hybrid: 0.3660 (0.4123) loss_class_0_hybrid: 0.7933 (0.8134) loss_bbox_0_hybrid: 0.1711 (0.1962) loss_giou_0_hybrid: 0.3767 (0.4280) loss_class_1_hybrid: 0.7333 (0.7703) loss_bbox_1_hybrid: 0.1732 (0.1915) loss_giou_1_hybrid: 0.3662 (0.4185) loss_class_2_hybrid: 0.7322 (0.7567) loss_bbox_2_hybrid: 0.1695 (0.1886) loss_giou_2_hybrid: 0.3656 (0.4138) loss_class_3_hybrid: 0.7317 (0.7484) loss_bbox_3_hybrid: 0.1658 (0.1882) loss_giou_3_hybrid: 0.3653 (0.4126) loss_class_4_hybrid: 0.7360 (0.7450) loss_bbox_4_hybrid: 0.1698 (0.1883) loss_giou_4_hybrid: 0.3646 (0.4124) loss_class_enc_hybrid: 0.7424 (0.7796) loss_bbox_enc_hybrid: 0.2128 (0.2338) loss_giou_enc_hybrid: 0.4462 (0.4865) mem: 1038 max mem: 36965 [2024-01-15 20:37:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:38:23 det.util.engine] INFO: Epoch: [8] [11500/11727] eta: 0:04:05 lr: 0.000100 data_time: 0.0030 iter_time: 1.0832 loss: 26.4398 (26.1034) loss_class: 0.7611 (0.7428) loss_bbox: 0.1749 (0.1758) loss_giou: 0.3864 (0.3834) loss_class_0: 0.9365 (0.9137) loss_bbox_0: 0.1816 (0.1757) loss_giou_0: 0.3721 (0.3883) loss_class_1: 0.8477 (0.7976) loss_bbox_1: 0.1710 (0.1768) loss_giou_1: 0.3913 (0.3866) loss_class_2: 0.8205 (0.7679) loss_bbox_2: 0.1723 (0.1750) loss_giou_2: 0.3830 (0.3838) loss_class_3: 0.7888 (0.7523) loss_bbox_3: 0.1737 (0.1752) loss_giou_3: 0.3900 (0.3832) loss_class_4: 0.7677 (0.7443) loss_bbox_4: 0.1754 (0.1756) loss_giou_4: 0.3840 (0.3835) loss_class_enc: 0.8851 (0.8622) loss_bbox_enc: 0.2017 (0.2094) loss_giou_enc: 0.4347 (0.4389) loss_class_dn: 0.3772 (0.3771) loss_bbox_dn: 0.2561 (0.2540) loss_giou_dn: 0.4493 (0.4284) loss_class_dn_0: 0.4711 (0.4725) loss_bbox_dn_0: 0.3883 (0.3562) loss_giou_dn_0: 0.5862 (0.5567) loss_class_dn_1: 0.4114 (0.4065) loss_bbox_dn_1: 0.3061 (0.2789) loss_giou_dn_1: 0.4820 (0.4601) loss_class_dn_2: 0.3870 (0.3857) loss_bbox_dn_2: 0.2633 (0.2583) loss_giou_dn_2: 0.4538 (0.4350) loss_class_dn_3: 0.3812 (0.3795) loss_bbox_dn_3: 0.2549 (0.2549) loss_giou_dn_3: 0.4483 (0.4298) loss_class_dn_4: 0.3785 (0.3772) loss_bbox_dn_4: 0.2561 (0.2540) loss_giou_dn_4: 0.4488 (0.4283) loss_class_hybrid: 0.7604 (0.7448) loss_bbox_hybrid: 0.1871 (0.1883) loss_giou_hybrid: 0.4177 (0.4123) loss_class_0_hybrid: 0.8265 (0.8135) loss_bbox_0_hybrid: 0.2001 (0.1963) loss_giou_0_hybrid: 0.4462 (0.4280) loss_class_1_hybrid: 0.8105 (0.7704) loss_bbox_1_hybrid: 0.1938 (0.1915) loss_giou_1_hybrid: 0.4312 (0.4185) loss_class_2_hybrid: 0.7791 (0.7567) loss_bbox_2_hybrid: 0.1911 (0.1886) loss_giou_2_hybrid: 0.4214 (0.4138) loss_class_3_hybrid: 0.7546 (0.7485) loss_bbox_3_hybrid: 0.1889 (0.1882) loss_giou_3_hybrid: 0.4191 (0.4126) loss_class_4_hybrid: 0.7516 (0.7451) loss_bbox_4_hybrid: 0.1917 (0.1883) loss_giou_4_hybrid: 0.4181 (0.4124) loss_class_enc_hybrid: 0.8058 (0.7797) loss_bbox_enc_hybrid: 0.2362 (0.2338) loss_giou_enc_hybrid: 0.4902 (0.4865) mem: 1021 max mem: 36965 [2024-01-15 20:38:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:39:17 det.util.engine] INFO: Epoch: [8] [11550/11727] eta: 0:03:11 lr: 0.000100 data_time: 0.0032 iter_time: 1.0646 loss: 26.1586 (26.1014) loss_class: 0.7459 (0.7428) loss_bbox: 0.1795 (0.1758) loss_giou: 0.3588 (0.3834) loss_class_0: 0.9374 (0.9137) loss_bbox_0: 0.1816 (0.1757) loss_giou_0: 0.3641 (0.3883) loss_class_1: 0.7802 (0.7976) loss_bbox_1: 0.1836 (0.1768) loss_giou_1: 0.3726 (0.3866) loss_class_2: 0.7622 (0.7679) loss_bbox_2: 0.1802 (0.1750) loss_giou_2: 0.3592 (0.3838) loss_class_3: 0.7513 (0.7522) loss_bbox_3: 0.1849 (0.1752) loss_giou_3: 0.3588 (0.3832) loss_class_4: 0.7485 (0.7442) loss_bbox_4: 0.1794 (0.1756) loss_giou_4: 0.3587 (0.3835) loss_class_enc: 0.8660 (0.8622) loss_bbox_enc: 0.2076 (0.2094) loss_giou_enc: 0.4245 (0.4389) loss_class_dn: 0.3761 (0.3771) loss_bbox_dn: 0.2546 (0.2540) loss_giou_dn: 0.4048 (0.4284) loss_class_dn_0: 0.4752 (0.4725) loss_bbox_dn_0: 0.3587 (0.3562) loss_giou_dn_0: 0.5499 (0.5567) loss_class_dn_1: 0.4118 (0.4065) loss_bbox_dn_1: 0.2710 (0.2789) loss_giou_dn_1: 0.4465 (0.4601) loss_class_dn_2: 0.3885 (0.3857) loss_bbox_dn_2: 0.2597 (0.2583) loss_giou_dn_2: 0.4095 (0.4349) loss_class_dn_3: 0.3793 (0.3795) loss_bbox_dn_3: 0.2560 (0.2548) loss_giou_dn_3: 0.4073 (0.4297) loss_class_dn_4: 0.3779 (0.3772) loss_bbox_dn_4: 0.2546 (0.2540) loss_giou_dn_4: 0.4049 (0.4282) loss_class_hybrid: 0.7467 (0.7448) loss_bbox_hybrid: 0.1996 (0.1883) loss_giou_hybrid: 0.3834 (0.4123) loss_class_0_hybrid: 0.8198 (0.8134) loss_bbox_0_hybrid: 0.1943 (0.1962) loss_giou_0_hybrid: 0.3957 (0.4280) loss_class_1_hybrid: 0.7836 (0.7704) loss_bbox_1_hybrid: 0.1984 (0.1915) loss_giou_1_hybrid: 0.3884 (0.4185) loss_class_2_hybrid: 0.7643 (0.7567) loss_bbox_2_hybrid: 0.2006 (0.1886) loss_giou_2_hybrid: 0.3869 (0.4138) loss_class_3_hybrid: 0.7466 (0.7484) loss_bbox_3_hybrid: 0.2012 (0.1882) loss_giou_3_hybrid: 0.3864 (0.4126) loss_class_4_hybrid: 0.7482 (0.7450) loss_bbox_4_hybrid: 0.2044 (0.1883) loss_giou_4_hybrid: 0.3809 (0.4124) loss_class_enc_hybrid: 0.7898 (0.7796) loss_bbox_enc_hybrid: 0.2339 (0.2338) loss_giou_enc_hybrid: 0.4619 (0.4865) mem: 1021 max mem: 36965 [2024-01-15 20:39:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:40:12 det.util.engine] INFO: Epoch: [8] [11600/11727] eta: 0:02:17 lr: 0.000100 data_time: 0.0032 iter_time: 1.0902 loss: 25.7400 (26.1012) loss_class: 0.7075 (0.7428) loss_bbox: 0.1925 (0.1758) loss_giou: 0.3649 (0.3834) loss_class_0: 0.8965 (0.9136) loss_bbox_0: 0.1920 (0.1757) loss_giou_0: 0.3734 (0.3883) loss_class_1: 0.7679 (0.7976) loss_bbox_1: 0.1950 (0.1768) loss_giou_1: 0.3714 (0.3866) loss_class_2: 0.7338 (0.7679) loss_bbox_2: 0.1935 (0.1750) loss_giou_2: 0.3710 (0.3839) loss_class_3: 0.7264 (0.7522) loss_bbox_3: 0.1858 (0.1752) loss_giou_3: 0.3702 (0.3832) loss_class_4: 0.7076 (0.7442) loss_bbox_4: 0.1878 (0.1756) loss_giou_4: 0.3702 (0.3835) loss_class_enc: 0.8621 (0.8621) loss_bbox_enc: 0.2087 (0.2093) loss_giou_enc: 0.4254 (0.4389) loss_class_dn: 0.3751 (0.3772) loss_bbox_dn: 0.2329 (0.2539) loss_giou_dn: 0.4249 (0.4284) loss_class_dn_0: 0.4707 (0.4725) loss_bbox_dn_0: 0.3464 (0.3561) loss_giou_dn_0: 0.5481 (0.5567) loss_class_dn_1: 0.4018 (0.4065) loss_bbox_dn_1: 0.2650 (0.2788) loss_giou_dn_1: 0.4566 (0.4601) loss_class_dn_2: 0.3826 (0.3858) loss_bbox_dn_2: 0.2415 (0.2582) loss_giou_dn_2: 0.4286 (0.4349) loss_class_dn_3: 0.3746 (0.3795) loss_bbox_dn_3: 0.2331 (0.2547) loss_giou_dn_3: 0.4261 (0.4298) loss_class_dn_4: 0.3748 (0.3772) loss_bbox_dn_4: 0.2329 (0.2539) loss_giou_dn_4: 0.4249 (0.4283) loss_class_hybrid: 0.7436 (0.7447) loss_bbox_hybrid: 0.1934 (0.1883) loss_giou_hybrid: 0.4015 (0.4123) loss_class_0_hybrid: 0.8356 (0.8134) loss_bbox_0_hybrid: 0.2077 (0.1962) loss_giou_0_hybrid: 0.4122 (0.4281) loss_class_1_hybrid: 0.7586 (0.7703) loss_bbox_1_hybrid: 0.2031 (0.1914) loss_giou_1_hybrid: 0.4116 (0.4185) loss_class_2_hybrid: 0.7683 (0.7566) loss_bbox_2_hybrid: 0.1944 (0.1886) loss_giou_2_hybrid: 0.4022 (0.4139) loss_class_3_hybrid: 0.7598 (0.7484) loss_bbox_3_hybrid: 0.1970 (0.1882) loss_giou_3_hybrid: 0.4023 (0.4127) loss_class_4_hybrid: 0.7504 (0.7450) loss_bbox_4_hybrid: 0.1924 (0.1883) loss_giou_4_hybrid: 0.4017 (0.4124) loss_class_enc_hybrid: 0.7928 (0.7796) loss_bbox_enc_hybrid: 0.2411 (0.2338) loss_giou_enc_hybrid: 0.4682 (0.4865) mem: 1027 max mem: 36965 [2024-01-15 20:40:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:41:05 det.util.engine] INFO: Epoch: [8] [11650/11727] eta: 0:01:23 lr: 0.000100 data_time: 0.0028 iter_time: 1.0587 loss: 26.5666 (26.1001) loss_class: 0.7218 (0.7427) loss_bbox: 0.1820 (0.1758) loss_giou: 0.4032 (0.3834) loss_class_0: 0.8904 (0.9135) loss_bbox_0: 0.1805 (0.1757) loss_giou_0: 0.3856 (0.3883) loss_class_1: 0.7377 (0.7975) loss_bbox_1: 0.1750 (0.1768) loss_giou_1: 0.4004 (0.3867) loss_class_2: 0.7451 (0.7679) loss_bbox_2: 0.1735 (0.1750) loss_giou_2: 0.3928 (0.3839) loss_class_3: 0.7320 (0.7521) loss_bbox_3: 0.1768 (0.1752) loss_giou_3: 0.4027 (0.3832) loss_class_4: 0.7206 (0.7442) loss_bbox_4: 0.1799 (0.1756) loss_giou_4: 0.4064 (0.3836) loss_class_enc: 0.8469 (0.8620) loss_bbox_enc: 0.2131 (0.2093) loss_giou_enc: 0.4491 (0.4390) loss_class_dn: 0.3739 (0.3771) loss_bbox_dn: 0.2228 (0.2538) loss_giou_dn: 0.4088 (0.4284) loss_class_dn_0: 0.4706 (0.4725) loss_bbox_dn_0: 0.3173 (0.3561) loss_giou_dn_0: 0.5527 (0.5566) loss_class_dn_1: 0.4051 (0.4065) loss_bbox_dn_1: 0.2453 (0.2787) loss_giou_dn_1: 0.4472 (0.4601) loss_class_dn_2: 0.3831 (0.3858) loss_bbox_dn_2: 0.2294 (0.2581) loss_giou_dn_2: 0.4162 (0.4349) loss_class_dn_3: 0.3759 (0.3795) loss_bbox_dn_3: 0.2239 (0.2547) loss_giou_dn_3: 0.4102 (0.4297) loss_class_dn_4: 0.3741 (0.3772) loss_bbox_dn_4: 0.2229 (0.2538) loss_giou_dn_4: 0.4085 (0.4282) loss_class_hybrid: 0.7257 (0.7447) loss_bbox_hybrid: 0.1908 (0.1883) loss_giou_hybrid: 0.4175 (0.4123) loss_class_0_hybrid: 0.7906 (0.8133) loss_bbox_0_hybrid: 0.2010 (0.1962) loss_giou_0_hybrid: 0.4195 (0.4281) loss_class_1_hybrid: 0.7556 (0.7703) loss_bbox_1_hybrid: 0.1922 (0.1914) loss_giou_1_hybrid: 0.4197 (0.4186) loss_class_2_hybrid: 0.7386 (0.7566) loss_bbox_2_hybrid: 0.1854 (0.1886) loss_giou_2_hybrid: 0.4207 (0.4139) loss_class_3_hybrid: 0.7289 (0.7484) loss_bbox_3_hybrid: 0.1856 (0.1882) loss_giou_3_hybrid: 0.4180 (0.4127) loss_class_4_hybrid: 0.7412 (0.7449) loss_bbox_4_hybrid: 0.1849 (0.1883) loss_giou_4_hybrid: 0.4176 (0.4125) loss_class_enc_hybrid: 0.7439 (0.7796) loss_bbox_enc_hybrid: 0.2199 (0.2337) loss_giou_enc_hybrid: 0.4823 (0.4865) mem: 1027 max mem: 36965 [2024-01-15 20:41:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:41:58 det.util.engine] INFO: Epoch: [8] [11700/11727] eta: 0:00:29 lr: 0.000100 data_time: 0.0033 iter_time: 1.0518 loss: 26.7443 (26.0986) loss_class: 0.7709 (0.7427) loss_bbox: 0.1662 (0.1758) loss_giou: 0.3575 (0.3834) loss_class_0: 0.9364 (0.9135) loss_bbox_0: 0.1619 (0.1757) loss_giou_0: 0.3614 (0.3883) loss_class_1: 0.8466 (0.7975) loss_bbox_1: 0.1647 (0.1768) loss_giou_1: 0.3628 (0.3866) loss_class_2: 0.8015 (0.7678) loss_bbox_2: 0.1569 (0.1750) loss_giou_2: 0.3531 (0.3838) loss_class_3: 0.7982 (0.7521) loss_bbox_3: 0.1681 (0.1752) loss_giou_3: 0.3450 (0.3832) loss_class_4: 0.7713 (0.7442) loss_bbox_4: 0.1692 (0.1756) loss_giou_4: 0.3574 (0.3835) loss_class_enc: 0.8691 (0.8620) loss_bbox_enc: 0.1927 (0.2093) loss_giou_enc: 0.4062 (0.4389) loss_class_dn: 0.3804 (0.3771) loss_bbox_dn: 0.2261 (0.2538) loss_giou_dn: 0.4266 (0.4283) loss_class_dn_0: 0.4706 (0.4725) loss_bbox_dn_0: 0.3307 (0.3560) loss_giou_dn_0: 0.5450 (0.5566) loss_class_dn_1: 0.4084 (0.4065) loss_bbox_dn_1: 0.2574 (0.2787) loss_giou_dn_1: 0.4502 (0.4600) loss_class_dn_2: 0.3872 (0.3858) loss_bbox_dn_2: 0.2316 (0.2581) loss_giou_dn_2: 0.4297 (0.4349) loss_class_dn_3: 0.3818 (0.3795) loss_bbox_dn_3: 0.2257 (0.2547) loss_giou_dn_3: 0.4274 (0.4297) loss_class_dn_4: 0.3794 (0.3772) loss_bbox_dn_4: 0.2260 (0.2538) loss_giou_dn_4: 0.4266 (0.4282) loss_class_hybrid: 0.7962 (0.7447) loss_bbox_hybrid: 0.1781 (0.1882) loss_giou_hybrid: 0.3695 (0.4122) loss_class_0_hybrid: 0.8281 (0.8134) loss_bbox_0_hybrid: 0.1932 (0.1962) loss_giou_0_hybrid: 0.3929 (0.4280) loss_class_1_hybrid: 0.7987 (0.7703) loss_bbox_1_hybrid: 0.1836 (0.1914) loss_giou_1_hybrid: 0.3832 (0.4185) loss_class_2_hybrid: 0.8009 (0.7566) loss_bbox_2_hybrid: 0.1766 (0.1885) loss_giou_2_hybrid: 0.3759 (0.4138) loss_class_3_hybrid: 0.8063 (0.7484) loss_bbox_3_hybrid: 0.1753 (0.1882) loss_giou_3_hybrid: 0.3735 (0.4126) loss_class_4_hybrid: 0.7940 (0.7450) loss_bbox_4_hybrid: 0.1742 (0.1883) loss_giou_4_hybrid: 0.3722 (0.4124) loss_class_enc_hybrid: 0.8007 (0.7796) loss_bbox_enc_hybrid: 0.2243 (0.2337) loss_giou_enc_hybrid: 0.4531 (0.4865) mem: 1014 max mem: 36965 [2024-01-15 20:41:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:42:26 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0028 iter_time: 1.0318 loss: 25.6024 (26.0973) loss_class: 0.7140 (0.7427) loss_bbox: 0.1591 (0.1757) loss_giou: 0.3571 (0.3834) loss_class_0: 0.9033 (0.9135) loss_bbox_0: 0.1614 (0.1757) loss_giou_0: 0.3600 (0.3883) loss_class_1: 0.7760 (0.7975) loss_bbox_1: 0.1534 (0.1768) loss_giou_1: 0.3647 (0.3866) loss_class_2: 0.7440 (0.7678) loss_bbox_2: 0.1569 (0.1750) loss_giou_2: 0.3545 (0.3838) loss_class_3: 0.7138 (0.7521) loss_bbox_3: 0.1595 (0.1752) loss_giou_3: 0.3545 (0.3832) loss_class_4: 0.7174 (0.7441) loss_bbox_4: 0.1594 (0.1755) loss_giou_4: 0.3541 (0.3835) loss_class_enc: 0.8272 (0.8620) loss_bbox_enc: 0.1926 (0.2093) loss_giou_enc: 0.4177 (0.4389) loss_class_dn: 0.3640 (0.3771) loss_bbox_dn: 0.2369 (0.2537) loss_giou_dn: 0.4036 (0.4283) loss_class_dn_0: 0.4645 (0.4725) loss_bbox_dn_0: 0.3358 (0.3560) loss_giou_dn_0: 0.5362 (0.5566) loss_class_dn_1: 0.3936 (0.4065) loss_bbox_dn_1: 0.2654 (0.2787) loss_giou_dn_1: 0.4497 (0.4600) loss_class_dn_2: 0.3678 (0.3857) loss_bbox_dn_2: 0.2404 (0.2581) loss_giou_dn_2: 0.4109 (0.4349) loss_class_dn_3: 0.3653 (0.3795) loss_bbox_dn_3: 0.2379 (0.2546) loss_giou_dn_3: 0.4048 (0.4297) loss_class_dn_4: 0.3648 (0.3772) loss_bbox_dn_4: 0.2369 (0.2537) loss_giou_dn_4: 0.4034 (0.4282) loss_class_hybrid: 0.7345 (0.7447) loss_bbox_hybrid: 0.1761 (0.1882) loss_giou_hybrid: 0.3806 (0.4123) loss_class_0_hybrid: 0.7877 (0.8134) loss_bbox_0_hybrid: 0.1805 (0.1961) loss_giou_0_hybrid: 0.3971 (0.4280) loss_class_1_hybrid: 0.7402 (0.7703) loss_bbox_1_hybrid: 0.1676 (0.1914) loss_giou_1_hybrid: 0.3869 (0.4185) loss_class_2_hybrid: 0.7433 (0.7566) loss_bbox_2_hybrid: 0.1721 (0.1885) loss_giou_2_hybrid: 0.3846 (0.4138) loss_class_3_hybrid: 0.7235 (0.7484) loss_bbox_3_hybrid: 0.1723 (0.1881) loss_giou_3_hybrid: 0.3829 (0.4126) loss_class_4_hybrid: 0.7250 (0.7449) loss_bbox_4_hybrid: 0.1727 (0.1882) loss_giou_4_hybrid: 0.3804 (0.4124) loss_class_enc_hybrid: 0.7464 (0.7796) loss_bbox_enc_hybrid: 0.2158 (0.2337) loss_giou_enc_hybrid: 0.4611 (0.4865) [2024-01-15 20:42:26 accelerate.accelerator] WARNING: Deleting 1 checkpoints to make room for new checkpoint. [2024-01-15 20:42:26 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_8 [2024-01-15 20:42:26 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_8/model.safetensors [2024-01-15 20:42:27 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_8/optimizer.bin [2024-01-15 20:42:27 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_8/scheduler.bin [2024-01-15 20:42:27 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_8/sampler.bin [2024-01-15 20:42:27 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_8/sampler_1.bin [2024-01-15 20:42:27 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_8/random_states_0.pkl [2024-01-15 20:42:27 det.__main__] INFO: Start evaluation [2024-01-15 20:42:30 det.util.utils] INFO: Test: [ 0/2500] eta: 0:27:46 model_time: 0.3818 (0.3818) evaluator_time: 0.0277 (0.0277) time: 0.6666 data: 0.2555 mem: 961 max mem: 36965 [2024-01-15 20:42:32 det.util.utils] INFO: Test: [ 10/2500] eta: 0:11:07 model_time: 0.1495 (0.2194) evaluator_time: 0.0213 (0.0230) time: 0.2681 data: 0.0239 mem: 961 max mem: 36965 [2024-01-15 20:42:34 det.util.utils] INFO: Test: [ 20/2500] eta: 0:09:43 model_time: 0.1452 (0.2001) evaluator_time: 0.0187 (0.0205) time: 0.2137 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:42:36 det.util.utils] INFO: Test: [ 30/2500] eta: 0:09:02 model_time: 0.1418 (0.1875) evaluator_time: 0.0193 (0.0215) time: 0.1932 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:42:38 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:52 model_time: 0.1440 (0.1862) evaluator_time: 0.0199 (0.0215) time: 0.1967 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:42:40 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:45 model_time: 0.1516 (0.1854) evaluator_time: 0.0187 (0.0215) time: 0.2064 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:42:42 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:30 model_time: 0.1456 (0.1807) evaluator_time: 0.0200 (0.0217) time: 0.1943 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:42:44 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:22 model_time: 0.1383 (0.1780) evaluator_time: 0.0219 (0.0224) time: 0.1864 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:42:45 det.util.utils] INFO: Test: [ 80/2500] eta: 0:08:14 model_time: 0.1383 (0.1757) evaluator_time: 0.0221 (0.0228) time: 0.1892 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:42:47 det.util.utils] INFO: Test: [ 90/2500] eta: 0:08:09 model_time: 0.1417 (0.1749) evaluator_time: 0.0221 (0.0229) time: 0.1914 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:42:49 det.util.utils] INFO: Test: [ 100/2500] eta: 0:08:01 model_time: 0.1356 (0.1727) evaluator_time: 0.0168 (0.0228) time: 0.1864 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:42:51 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:54 model_time: 0.1474 (0.1711) evaluator_time: 0.0168 (0.0225) time: 0.1775 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:42:53 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:48 model_time: 0.1517 (0.1696) evaluator_time: 0.0187 (0.0226) time: 0.1780 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:42:55 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:45 model_time: 0.1440 (0.1691) evaluator_time: 0.0191 (0.0226) time: 0.1840 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:42:56 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:39 model_time: 0.1386 (0.1675) evaluator_time: 0.0217 (0.0226) time: 0.1801 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:42:58 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:33 model_time: 0.1420 (0.1658) evaluator_time: 0.0186 (0.0228) time: 0.1709 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:43:00 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:29 model_time: 0.1498 (0.1650) evaluator_time: 0.0198 (0.0228) time: 0.1741 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:43:02 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:29 model_time: 0.1539 (0.1654) evaluator_time: 0.0212 (0.0233) time: 0.1920 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:43:04 det.util.utils] INFO: Test: [ 180/2500] eta: 0:07:23 model_time: 0.1406 (0.1636) evaluator_time: 0.0208 (0.0235) time: 0.1850 data: 0.0009 mem: 962 max mem: 36965 [2024-01-15 20:43:05 det.util.utils] INFO: Test: [ 190/2500] eta: 0:07:17 model_time: 0.1290 (0.1622) evaluator_time: 0.0170 (0.0233) time: 0.1610 data: 0.0009 mem: 961 max mem: 36965 [2024-01-15 20:43:07 det.util.utils] INFO: Test: [ 200/2500] eta: 0:07:14 model_time: 0.1353 (0.1619) evaluator_time: 0.0170 (0.0231) time: 0.1686 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:09 det.util.utils] INFO: Test: [ 210/2500] eta: 0:07:11 model_time: 0.1466 (0.1616) evaluator_time: 0.0198 (0.0230) time: 0.1789 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:43:10 det.util.utils] INFO: Test: [ 220/2500] eta: 0:07:07 model_time: 0.1391 (0.1606) evaluator_time: 0.0191 (0.0228) time: 0.1702 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:12 det.util.utils] INFO: Test: [ 230/2500] eta: 0:07:02 model_time: 0.1385 (0.1598) evaluator_time: 0.0142 (0.0225) time: 0.1601 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:14 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:59 model_time: 0.1437 (0.1592) evaluator_time: 0.0185 (0.0227) time: 0.1684 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:43:15 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:56 model_time: 0.1438 (0.1585) evaluator_time: 0.0198 (0.0227) time: 0.1730 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:43:17 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:53 model_time: 0.1387 (0.1580) evaluator_time: 0.0184 (0.0227) time: 0.1691 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:19 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:51 model_time: 0.1413 (0.1581) evaluator_time: 0.0193 (0.0229) time: 0.1800 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:21 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:50 model_time: 0.1420 (0.1582) evaluator_time: 0.0199 (0.0228) time: 0.1878 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:43:23 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:47 model_time: 0.1436 (0.1578) evaluator_time: 0.0189 (0.0227) time: 0.1774 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:43:24 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:43 model_time: 0.1386 (0.1574) evaluator_time: 0.0168 (0.0226) time: 0.1678 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:43:26 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:40 model_time: 0.1351 (0.1569) evaluator_time: 0.0169 (0.0226) time: 0.1667 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:27 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:37 model_time: 0.1348 (0.1562) evaluator_time: 0.0201 (0.0226) time: 0.1629 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:43:29 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:34 model_time: 0.1348 (0.1557) evaluator_time: 0.0214 (0.0226) time: 0.1619 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:31 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:32 model_time: 0.1381 (0.1557) evaluator_time: 0.0189 (0.0227) time: 0.1763 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:33 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:30 model_time: 0.1404 (0.1554) evaluator_time: 0.0187 (0.0226) time: 0.1765 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:34 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:27 model_time: 0.1450 (0.1551) evaluator_time: 0.0198 (0.0227) time: 0.1703 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:36 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:24 model_time: 0.1400 (0.1546) evaluator_time: 0.0217 (0.0227) time: 0.1663 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:38 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:22 model_time: 0.1365 (0.1544) evaluator_time: 0.0176 (0.0225) time: 0.1630 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:43:39 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:20 model_time: 0.1364 (0.1547) evaluator_time: 0.0145 (0.0224) time: 0.1764 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:43:41 det.util.utils] INFO: Test: [ 400/2500] eta: 0:06:17 model_time: 0.1311 (0.1541) evaluator_time: 0.0145 (0.0223) time: 0.1692 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:43 det.util.utils] INFO: Test: [ 410/2500] eta: 0:06:14 model_time: 0.1362 (0.1538) evaluator_time: 0.0166 (0.0222) time: 0.1578 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:43:44 det.util.utils] INFO: Test: [ 420/2500] eta: 0:06:12 model_time: 0.1362 (0.1538) evaluator_time: 0.0146 (0.0221) time: 0.1670 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:46 det.util.utils] INFO: Test: [ 430/2500] eta: 0:06:09 model_time: 0.1335 (0.1533) evaluator_time: 0.0158 (0.0221) time: 0.1646 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:43:48 det.util.utils] INFO: Test: [ 440/2500] eta: 0:06:07 model_time: 0.1328 (0.1529) evaluator_time: 0.0177 (0.0220) time: 0.1570 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:43:49 det.util.utils] INFO: Test: [ 450/2500] eta: 0:06:04 model_time: 0.1371 (0.1526) evaluator_time: 0.0144 (0.0219) time: 0.1574 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:43:51 det.util.utils] INFO: Test: [ 460/2500] eta: 0:06:01 model_time: 0.1371 (0.1523) evaluator_time: 0.0141 (0.0218) time: 0.1578 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:43:52 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:58 model_time: 0.1289 (0.1519) evaluator_time: 0.0144 (0.0217) time: 0.1560 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:43:54 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:56 model_time: 0.1352 (0.1517) evaluator_time: 0.0153 (0.0215) time: 0.1558 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:55 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:53 model_time: 0.1374 (0.1514) evaluator_time: 0.0175 (0.0215) time: 0.1601 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:43:57 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:52 model_time: 0.1399 (0.1514) evaluator_time: 0.0153 (0.0215) time: 0.1677 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:43:59 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:50 model_time: 0.1421 (0.1514) evaluator_time: 0.0165 (0.0216) time: 0.1772 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:44:01 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:48 model_time: 0.1400 (0.1511) evaluator_time: 0.0191 (0.0216) time: 0.1708 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:02 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:45 model_time: 0.1345 (0.1509) evaluator_time: 0.0156 (0.0215) time: 0.1591 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:44:04 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:43 model_time: 0.1345 (0.1506) evaluator_time: 0.0142 (0.0214) time: 0.1555 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:05 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:41 model_time: 0.1324 (0.1504) evaluator_time: 0.0142 (0.0214) time: 0.1585 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:07 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:38 model_time: 0.1361 (0.1502) evaluator_time: 0.0152 (0.0213) time: 0.1619 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:44:09 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:36 model_time: 0.1357 (0.1501) evaluator_time: 0.0159 (0.0213) time: 0.1627 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:44:10 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:34 model_time: 0.1304 (0.1499) evaluator_time: 0.0172 (0.0212) time: 0.1621 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:12 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:32 model_time: 0.1382 (0.1498) evaluator_time: 0.0172 (0.0212) time: 0.1635 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:44:14 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:30 model_time: 0.1410 (0.1497) evaluator_time: 0.0224 (0.0214) time: 0.1727 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:44:15 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:28 model_time: 0.1376 (0.1495) evaluator_time: 0.0236 (0.0215) time: 0.1725 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:44:17 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:26 model_time: 0.1376 (0.1493) evaluator_time: 0.0188 (0.0215) time: 0.1669 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:44:19 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:25 model_time: 0.1391 (0.1493) evaluator_time: 0.0183 (0.0215) time: 0.1667 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:44:20 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:23 model_time: 0.1426 (0.1491) evaluator_time: 0.0225 (0.0216) time: 0.1683 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:22 det.util.utils] INFO: Test: [ 650/2500] eta: 0:05:21 model_time: 0.1389 (0.1490) evaluator_time: 0.0225 (0.0215) time: 0.1674 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:29 det.util.utils] INFO: Test: [ 660/2500] eta: 0:05:33 model_time: 0.1380 (0.1489) evaluator_time: 0.0174 (0.0292) time: 0.4204 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:31 det.util.utils] INFO: Test: [ 670/2500] eta: 0:05:31 model_time: 0.1458 (0.1489) evaluator_time: 0.0213 (0.0292) time: 0.4260 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:32 det.util.utils] INFO: Test: [ 680/2500] eta: 0:05:29 model_time: 0.1461 (0.1487) evaluator_time: 0.0187 (0.0291) time: 0.1685 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:44:34 det.util.utils] INFO: Test: [ 690/2500] eta: 0:05:26 model_time: 0.1314 (0.1486) evaluator_time: 0.0187 (0.0289) time: 0.1605 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:35 det.util.utils] INFO: Test: [ 700/2500] eta: 0:05:24 model_time: 0.1350 (0.1484) evaluator_time: 0.0155 (0.0288) time: 0.1592 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:37 det.util.utils] INFO: Test: [ 710/2500] eta: 0:05:22 model_time: 0.1350 (0.1483) evaluator_time: 0.0183 (0.0288) time: 0.1624 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:44:39 det.util.utils] INFO: Test: [ 720/2500] eta: 0:05:20 model_time: 0.1396 (0.1481) evaluator_time: 0.0212 (0.0288) time: 0.1712 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:44:40 det.util.utils] INFO: Test: [ 730/2500] eta: 0:05:18 model_time: 0.1397 (0.1480) evaluator_time: 0.0184 (0.0287) time: 0.1686 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:44:42 det.util.utils] INFO: Test: [ 740/2500] eta: 0:05:16 model_time: 0.1397 (0.1480) evaluator_time: 0.0145 (0.0286) time: 0.1664 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:44 det.util.utils] INFO: Test: [ 750/2500] eta: 0:05:13 model_time: 0.1364 (0.1478) evaluator_time: 0.0165 (0.0285) time: 0.1645 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:44:45 det.util.utils] INFO: Test: [ 760/2500] eta: 0:05:11 model_time: 0.1376 (0.1478) evaluator_time: 0.0193 (0.0284) time: 0.1650 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:44:47 det.util.utils] INFO: Test: [ 770/2500] eta: 0:05:09 model_time: 0.1374 (0.1477) evaluator_time: 0.0207 (0.0283) time: 0.1644 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:44:49 det.util.utils] INFO: Test: [ 780/2500] eta: 0:05:07 model_time: 0.1339 (0.1476) evaluator_time: 0.0188 (0.0282) time: 0.1600 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:44:50 det.util.utils] INFO: Test: [ 790/2500] eta: 0:05:05 model_time: 0.1366 (0.1475) evaluator_time: 0.0186 (0.0281) time: 0.1633 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:44:52 det.util.utils] INFO: Test: [ 800/2500] eta: 0:05:03 model_time: 0.1378 (0.1474) evaluator_time: 0.0187 (0.0281) time: 0.1673 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:54 det.util.utils] INFO: Test: [ 810/2500] eta: 0:05:01 model_time: 0.1420 (0.1474) evaluator_time: 0.0177 (0.0280) time: 0.1706 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:44:55 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:59 model_time: 0.1420 (0.1472) evaluator_time: 0.0147 (0.0279) time: 0.1619 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:44:57 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:56 model_time: 0.1370 (0.1471) evaluator_time: 0.0158 (0.0278) time: 0.1582 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:44:58 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:54 model_time: 0.1380 (0.1470) evaluator_time: 0.0178 (0.0277) time: 0.1613 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:45:00 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:53 model_time: 0.1380 (0.1471) evaluator_time: 0.0178 (0.0277) time: 0.1727 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:02 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:51 model_time: 0.1367 (0.1470) evaluator_time: 0.0181 (0.0276) time: 0.1728 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:03 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:49 model_time: 0.1407 (0.1469) evaluator_time: 0.0154 (0.0275) time: 0.1594 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:05 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:46 model_time: 0.1413 (0.1468) evaluator_time: 0.0150 (0.0274) time: 0.1587 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:07 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:44 model_time: 0.1373 (0.1468) evaluator_time: 0.0156 (0.0273) time: 0.1624 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:45:08 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:42 model_time: 0.1351 (0.1467) evaluator_time: 0.0158 (0.0272) time: 0.1645 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:45:10 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:40 model_time: 0.1351 (0.1467) evaluator_time: 0.0158 (0.0271) time: 0.1630 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:12 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:38 model_time: 0.1358 (0.1465) evaluator_time: 0.0172 (0.0270) time: 0.1605 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:13 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:36 model_time: 0.1358 (0.1465) evaluator_time: 0.0150 (0.0270) time: 0.1651 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:45:15 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:35 model_time: 0.1379 (0.1465) evaluator_time: 0.0173 (0.0269) time: 0.1701 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:45:17 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:33 model_time: 0.1427 (0.1465) evaluator_time: 0.0170 (0.0268) time: 0.1645 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:18 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:31 model_time: 0.1404 (0.1466) evaluator_time: 0.0152 (0.0267) time: 0.1691 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:45:20 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:29 model_time: 0.1404 (0.1465) evaluator_time: 0.0142 (0.0266) time: 0.1706 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:22 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:27 model_time: 0.1451 (0.1465) evaluator_time: 0.0173 (0.0266) time: 0.1649 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:23 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:25 model_time: 0.1342 (0.1464) evaluator_time: 0.0173 (0.0266) time: 0.1655 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:45:25 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:23 model_time: 0.1338 (0.1463) evaluator_time: 0.0154 (0.0265) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:26 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:21 model_time: 0.1363 (0.1462) evaluator_time: 0.0169 (0.0264) time: 0.1591 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:28 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:19 model_time: 0.1305 (0.1461) evaluator_time: 0.0171 (0.0263) time: 0.1569 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:30 det.util.utils] INFO: Test: [1030/2500] eta: 0:04:17 model_time: 0.1374 (0.1460) evaluator_time: 0.0149 (0.0263) time: 0.1570 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:31 det.util.utils] INFO: Test: [1040/2500] eta: 0:04:15 model_time: 0.1390 (0.1459) evaluator_time: 0.0162 (0.0262) time: 0.1599 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:45:33 det.util.utils] INFO: Test: [1050/2500] eta: 0:04:13 model_time: 0.1303 (0.1459) evaluator_time: 0.0180 (0.0261) time: 0.1618 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:45:34 det.util.utils] INFO: Test: [1060/2500] eta: 0:04:11 model_time: 0.1311 (0.1458) evaluator_time: 0.0167 (0.0261) time: 0.1648 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:36 det.util.utils] INFO: Test: [1070/2500] eta: 0:04:09 model_time: 0.1348 (0.1458) evaluator_time: 0.0144 (0.0260) time: 0.1614 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:38 det.util.utils] INFO: Test: [1080/2500] eta: 0:04:07 model_time: 0.1391 (0.1458) evaluator_time: 0.0153 (0.0259) time: 0.1637 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:45:39 det.util.utils] INFO: Test: [1090/2500] eta: 0:04:05 model_time: 0.1359 (0.1457) evaluator_time: 0.0156 (0.0259) time: 0.1648 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:41 det.util.utils] INFO: Test: [1100/2500] eta: 0:04:04 model_time: 0.1389 (0.1457) evaluator_time: 0.0156 (0.0258) time: 0.1651 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:43 det.util.utils] INFO: Test: [1110/2500] eta: 0:04:02 model_time: 0.1403 (0.1456) evaluator_time: 0.0174 (0.0258) time: 0.1656 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:44 det.util.utils] INFO: Test: [1120/2500] eta: 0:04:00 model_time: 0.1338 (0.1456) evaluator_time: 0.0191 (0.0258) time: 0.1614 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:46 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:58 model_time: 0.1309 (0.1455) evaluator_time: 0.0174 (0.0257) time: 0.1589 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:45:48 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:56 model_time: 0.1364 (0.1455) evaluator_time: 0.0155 (0.0257) time: 0.1629 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:49 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:54 model_time: 0.1451 (0.1455) evaluator_time: 0.0135 (0.0256) time: 0.1636 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:51 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:52 model_time: 0.1395 (0.1454) evaluator_time: 0.0153 (0.0255) time: 0.1638 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:52 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:50 model_time: 0.1388 (0.1454) evaluator_time: 0.0179 (0.0255) time: 0.1644 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:45:54 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:49 model_time: 0.1357 (0.1453) evaluator_time: 0.0139 (0.0254) time: 0.1589 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:45:56 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:47 model_time: 0.1387 (0.1453) evaluator_time: 0.0205 (0.0254) time: 0.1665 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:45:57 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:45 model_time: 0.1396 (0.1453) evaluator_time: 0.0196 (0.0254) time: 0.1682 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:45:59 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:43 model_time: 0.1307 (0.1452) evaluator_time: 0.0198 (0.0254) time: 0.1633 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:01 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:41 model_time: 0.1398 (0.1452) evaluator_time: 0.0200 (0.0254) time: 0.1691 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:46:02 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:40 model_time: 0.1432 (0.1451) evaluator_time: 0.0156 (0.0253) time: 0.1658 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:46:04 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:38 model_time: 0.1397 (0.1451) evaluator_time: 0.0156 (0.0253) time: 0.1596 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:06 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:36 model_time: 0.1397 (0.1451) evaluator_time: 0.0152 (0.0252) time: 0.1637 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:46:07 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:34 model_time: 0.1420 (0.1451) evaluator_time: 0.0152 (0.0252) time: 0.1676 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:09 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:32 model_time: 0.1411 (0.1450) evaluator_time: 0.0145 (0.0251) time: 0.1628 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:46:11 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:31 model_time: 0.1424 (0.1451) evaluator_time: 0.0148 (0.0251) time: 0.1669 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:12 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:29 model_time: 0.1381 (0.1450) evaluator_time: 0.0184 (0.0251) time: 0.1659 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:14 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:27 model_time: 0.1290 (0.1449) evaluator_time: 0.0149 (0.0251) time: 0.1580 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:15 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:25 model_time: 0.1276 (0.1448) evaluator_time: 0.0163 (0.0250) time: 0.1595 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:17 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:23 model_time: 0.1292 (0.1447) evaluator_time: 0.0160 (0.0250) time: 0.1593 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:19 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:21 model_time: 0.1341 (0.1447) evaluator_time: 0.0160 (0.0250) time: 0.1626 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:20 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:20 model_time: 0.1426 (0.1447) evaluator_time: 0.0194 (0.0250) time: 0.1698 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:22 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:18 model_time: 0.1416 (0.1447) evaluator_time: 0.0183 (0.0249) time: 0.1693 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:24 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:16 model_time: 0.1387 (0.1447) evaluator_time: 0.0157 (0.0249) time: 0.1636 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:25 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:14 model_time: 0.1352 (0.1446) evaluator_time: 0.0157 (0.0249) time: 0.1616 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:27 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:12 model_time: 0.1335 (0.1446) evaluator_time: 0.0156 (0.0249) time: 0.1620 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:29 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:11 model_time: 0.1332 (0.1446) evaluator_time: 0.0146 (0.0248) time: 0.1627 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:30 det.util.utils] INFO: Test: [1400/2500] eta: 0:03:09 model_time: 0.1409 (0.1446) evaluator_time: 0.0163 (0.0248) time: 0.1646 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:46:32 det.util.utils] INFO: Test: [1410/2500] eta: 0:03:07 model_time: 0.1446 (0.1446) evaluator_time: 0.0238 (0.0248) time: 0.1757 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:34 det.util.utils] INFO: Test: [1420/2500] eta: 0:03:05 model_time: 0.1466 (0.1446) evaluator_time: 0.0196 (0.0248) time: 0.1761 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:35 det.util.utils] INFO: Test: [1430/2500] eta: 0:03:04 model_time: 0.1445 (0.1446) evaluator_time: 0.0151 (0.0247) time: 0.1702 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:37 det.util.utils] INFO: Test: [1440/2500] eta: 0:03:02 model_time: 0.1303 (0.1445) evaluator_time: 0.0150 (0.0247) time: 0.1606 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:39 det.util.utils] INFO: Test: [1450/2500] eta: 0:03:00 model_time: 0.1303 (0.1445) evaluator_time: 0.0154 (0.0247) time: 0.1552 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:46:40 det.util.utils] INFO: Test: [1460/2500] eta: 0:02:58 model_time: 0.1368 (0.1445) evaluator_time: 0.0154 (0.0247) time: 0.1640 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:46:42 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:57 model_time: 0.1383 (0.1444) evaluator_time: 0.0164 (0.0246) time: 0.1662 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:44 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:55 model_time: 0.1383 (0.1444) evaluator_time: 0.0175 (0.0246) time: 0.1658 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:45 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:53 model_time: 0.1388 (0.1444) evaluator_time: 0.0155 (0.0246) time: 0.1671 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:47 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:51 model_time: 0.1386 (0.1444) evaluator_time: 0.0154 (0.0246) time: 0.1654 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:48 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:49 model_time: 0.1345 (0.1444) evaluator_time: 0.0145 (0.0245) time: 0.1579 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:46:50 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:48 model_time: 0.1339 (0.1443) evaluator_time: 0.0154 (0.0244) time: 0.1578 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:46:52 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:46 model_time: 0.1379 (0.1443) evaluator_time: 0.0170 (0.0244) time: 0.1612 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:46:53 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:44 model_time: 0.1292 (0.1443) evaluator_time: 0.0129 (0.0244) time: 0.1625 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:55 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:42 model_time: 0.1414 (0.1443) evaluator_time: 0.0141 (0.0243) time: 0.1639 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:46:56 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:41 model_time: 0.1414 (0.1442) evaluator_time: 0.0155 (0.0243) time: 0.1601 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:46:58 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:39 model_time: 0.1478 (0.1443) evaluator_time: 0.0171 (0.0243) time: 0.1703 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:00 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:37 model_time: 0.1446 (0.1442) evaluator_time: 0.0168 (0.0243) time: 0.1687 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:01 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:35 model_time: 0.1363 (0.1442) evaluator_time: 0.0150 (0.0242) time: 0.1585 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:03 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:34 model_time: 0.1405 (0.1443) evaluator_time: 0.0185 (0.0242) time: 0.1682 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:05 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:32 model_time: 0.1420 (0.1442) evaluator_time: 0.0184 (0.0242) time: 0.1706 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:47:07 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:30 model_time: 0.1383 (0.1442) evaluator_time: 0.0180 (0.0242) time: 0.1684 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:08 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:28 model_time: 0.1414 (0.1443) evaluator_time: 0.0180 (0.0242) time: 0.1759 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:10 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:27 model_time: 0.1455 (0.1442) evaluator_time: 0.0177 (0.0242) time: 0.1705 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:12 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:25 model_time: 0.1330 (0.1442) evaluator_time: 0.0182 (0.0242) time: 0.1630 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:13 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:23 model_time: 0.1425 (0.1442) evaluator_time: 0.0203 (0.0242) time: 0.1721 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:15 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:22 model_time: 0.1431 (0.1442) evaluator_time: 0.0206 (0.0242) time: 0.1734 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:17 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:20 model_time: 0.1352 (0.1442) evaluator_time: 0.0205 (0.0242) time: 0.1656 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:18 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:18 model_time: 0.1412 (0.1442) evaluator_time: 0.0158 (0.0242) time: 0.1661 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:47:20 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:16 model_time: 0.1439 (0.1442) evaluator_time: 0.0157 (0.0242) time: 0.1689 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:22 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:15 model_time: 0.1452 (0.1442) evaluator_time: 0.0183 (0.0242) time: 0.1670 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:47:23 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:13 model_time: 0.1433 (0.1442) evaluator_time: 0.0184 (0.0241) time: 0.1685 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:47:25 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:11 model_time: 0.1419 (0.1442) evaluator_time: 0.0196 (0.0241) time: 0.1692 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:27 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:09 model_time: 0.1405 (0.1441) evaluator_time: 0.0173 (0.0241) time: 0.1646 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:28 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:08 model_time: 0.1395 (0.1441) evaluator_time: 0.0136 (0.0241) time: 0.1619 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:47:30 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:06 model_time: 0.1310 (0.1440) evaluator_time: 0.0137 (0.0240) time: 0.1558 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:32 det.util.utils] INFO: Test: [1770/2500] eta: 0:02:04 model_time: 0.1319 (0.1440) evaluator_time: 0.0144 (0.0240) time: 0.1558 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:33 det.util.utils] INFO: Test: [1780/2500] eta: 0:02:02 model_time: 0.1417 (0.1440) evaluator_time: 0.0143 (0.0240) time: 0.1629 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:35 det.util.utils] INFO: Test: [1790/2500] eta: 0:02:01 model_time: 0.1417 (0.1440) evaluator_time: 0.0190 (0.0240) time: 0.1674 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:47:36 det.util.utils] INFO: Test: [1800/2500] eta: 0:01:59 model_time: 0.1426 (0.1440) evaluator_time: 0.0166 (0.0240) time: 0.1665 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:38 det.util.utils] INFO: Test: [1810/2500] eta: 0:01:57 model_time: 0.1334 (0.1439) evaluator_time: 0.0159 (0.0239) time: 0.1575 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:40 det.util.utils] INFO: Test: [1820/2500] eta: 0:01:55 model_time: 0.1321 (0.1439) evaluator_time: 0.0178 (0.0239) time: 0.1614 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:41 det.util.utils] INFO: Test: [1830/2500] eta: 0:01:54 model_time: 0.1352 (0.1439) evaluator_time: 0.0155 (0.0239) time: 0.1653 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:43 det.util.utils] INFO: Test: [1840/2500] eta: 0:01:52 model_time: 0.1352 (0.1439) evaluator_time: 0.0144 (0.0239) time: 0.1650 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:45 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:50 model_time: 0.1386 (0.1439) evaluator_time: 0.0171 (0.0239) time: 0.1675 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:46 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:49 model_time: 0.1396 (0.1439) evaluator_time: 0.0160 (0.0238) time: 0.1643 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:48 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:47 model_time: 0.1304 (0.1438) evaluator_time: 0.0160 (0.0238) time: 0.1606 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:47:50 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:45 model_time: 0.1306 (0.1438) evaluator_time: 0.0162 (0.0238) time: 0.1642 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:51 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:43 model_time: 0.1338 (0.1438) evaluator_time: 0.0145 (0.0238) time: 0.1675 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:53 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:42 model_time: 0.1358 (0.1438) evaluator_time: 0.0177 (0.0238) time: 0.1676 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:54 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:40 model_time: 0.1358 (0.1437) evaluator_time: 0.0171 (0.0238) time: 0.1612 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:47:56 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:38 model_time: 0.1353 (0.1437) evaluator_time: 0.0140 (0.0237) time: 0.1550 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:47:58 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:36 model_time: 0.1335 (0.1437) evaluator_time: 0.0136 (0.0237) time: 0.1561 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:47:59 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:35 model_time: 0.1352 (0.1437) evaluator_time: 0.0144 (0.0237) time: 0.1623 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:48:01 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:33 model_time: 0.1341 (0.1436) evaluator_time: 0.0152 (0.0237) time: 0.1611 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:48:02 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:31 model_time: 0.1319 (0.1436) evaluator_time: 0.0171 (0.0237) time: 0.1561 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:04 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:30 model_time: 0.1270 (0.1435) evaluator_time: 0.0171 (0.0236) time: 0.1575 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:06 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:28 model_time: 0.1308 (0.1435) evaluator_time: 0.0173 (0.0237) time: 0.1624 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:07 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:26 model_time: 0.1325 (0.1435) evaluator_time: 0.0185 (0.0236) time: 0.1664 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:09 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:24 model_time: 0.1292 (0.1435) evaluator_time: 0.0148 (0.0236) time: 0.1606 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:11 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:23 model_time: 0.1308 (0.1434) evaluator_time: 0.0148 (0.0236) time: 0.1627 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:12 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:21 model_time: 0.1352 (0.1434) evaluator_time: 0.0191 (0.0236) time: 0.1622 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:14 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:19 model_time: 0.1326 (0.1434) evaluator_time: 0.0175 (0.0236) time: 0.1576 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:48:15 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:18 model_time: 0.1327 (0.1433) evaluator_time: 0.0157 (0.0236) time: 0.1592 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:17 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:16 model_time: 0.1366 (0.1433) evaluator_time: 0.0203 (0.0236) time: 0.1629 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:19 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:14 model_time: 0.1366 (0.1433) evaluator_time: 0.0203 (0.0235) time: 0.1668 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:48:20 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:12 model_time: 0.1315 (0.1433) evaluator_time: 0.0175 (0.0235) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:22 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:11 model_time: 0.1315 (0.1433) evaluator_time: 0.0175 (0.0235) time: 0.1618 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:48:24 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:09 model_time: 0.1395 (0.1432) evaluator_time: 0.0173 (0.0236) time: 0.1694 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:48:25 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:07 model_time: 0.1416 (0.1433) evaluator_time: 0.0159 (0.0235) time: 0.1722 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:48:27 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:06 model_time: 0.1433 (0.1433) evaluator_time: 0.0161 (0.0235) time: 0.1677 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:48:28 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:04 model_time: 0.1322 (0.1432) evaluator_time: 0.0132 (0.0235) time: 0.1558 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:48:30 det.util.utils] INFO: Test: [2130/2500] eta: 0:01:02 model_time: 0.1321 (0.1432) evaluator_time: 0.0159 (0.0235) time: 0.1596 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:48:32 det.util.utils] INFO: Test: [2140/2500] eta: 0:01:00 model_time: 0.1356 (0.1432) evaluator_time: 0.0191 (0.0235) time: 0.1682 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:34 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:59 model_time: 0.1447 (0.1432) evaluator_time: 0.0179 (0.0234) time: 0.1685 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:35 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:57 model_time: 0.1336 (0.1432) evaluator_time: 0.0147 (0.0234) time: 0.1611 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:48:37 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:55 model_time: 0.1320 (0.1432) evaluator_time: 0.0138 (0.0234) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:38 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:54 model_time: 0.1394 (0.1432) evaluator_time: 0.0156 (0.0234) time: 0.1638 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:40 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:52 model_time: 0.1328 (0.1432) evaluator_time: 0.0162 (0.0234) time: 0.1617 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:42 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:50 model_time: 0.1322 (0.1431) evaluator_time: 0.0164 (0.0234) time: 0.1601 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:43 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:49 model_time: 0.1343 (0.1431) evaluator_time: 0.0168 (0.0233) time: 0.1643 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:45 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:47 model_time: 0.1354 (0.1431) evaluator_time: 0.0153 (0.0233) time: 0.1655 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:46 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:45 model_time: 0.1324 (0.1431) evaluator_time: 0.0162 (0.0233) time: 0.1632 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:48:48 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:43 model_time: 0.1364 (0.1431) evaluator_time: 0.0161 (0.0233) time: 0.1625 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:48:50 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:42 model_time: 0.1381 (0.1431) evaluator_time: 0.0156 (0.0233) time: 0.1677 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:51 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:40 model_time: 0.1350 (0.1431) evaluator_time: 0.0161 (0.0233) time: 0.1641 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:48:53 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:38 model_time: 0.1452 (0.1431) evaluator_time: 0.0167 (0.0232) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:55 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:37 model_time: 0.1479 (0.1431) evaluator_time: 0.0191 (0.0232) time: 0.1720 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:48:56 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:35 model_time: 0.1413 (0.1431) evaluator_time: 0.0158 (0.0232) time: 0.1637 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:48:58 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:33 model_time: 0.1355 (0.1431) evaluator_time: 0.0155 (0.0232) time: 0.1581 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:49:00 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:32 model_time: 0.1355 (0.1431) evaluator_time: 0.0190 (0.0232) time: 0.1600 data: 0.0006 mem: 961 max mem: 36965 [2024-01-15 20:49:01 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:30 model_time: 0.1345 (0.1430) evaluator_time: 0.0165 (0.0232) time: 0.1598 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:49:03 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:28 model_time: 0.1345 (0.1430) evaluator_time: 0.0162 (0.0232) time: 0.1585 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:49:04 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:27 model_time: 0.1364 (0.1430) evaluator_time: 0.0172 (0.0231) time: 0.1604 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:49:06 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:25 model_time: 0.1348 (0.1430) evaluator_time: 0.0154 (0.0231) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:49:08 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:23 model_time: 0.1333 (0.1430) evaluator_time: 0.0162 (0.0231) time: 0.1626 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:49:09 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1373 (0.1430) evaluator_time: 0.0172 (0.0231) time: 0.1666 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:49:11 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:20 model_time: 0.1404 (0.1430) evaluator_time: 0.0183 (0.0231) time: 0.1675 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:49:13 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:18 model_time: 0.1434 (0.1430) evaluator_time: 0.0150 (0.0231) time: 0.1663 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:49:14 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1396 (0.1429) evaluator_time: 0.0135 (0.0231) time: 0.1642 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:49:16 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:15 model_time: 0.1274 (0.1429) evaluator_time: 0.0160 (0.0231) time: 0.1559 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:49:17 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1260 (0.1429) evaluator_time: 0.0147 (0.0231) time: 0.1541 data: 0.0008 mem: 962 max mem: 36965 [2024-01-15 20:49:19 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1281 (0.1428) evaluator_time: 0.0172 (0.0230) time: 0.1592 data: 0.0008 mem: 961 max mem: 36965 [2024-01-15 20:49:21 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:10 model_time: 0.1325 (0.1428) evaluator_time: 0.0174 (0.0230) time: 0.1575 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:49:22 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1282 (0.1428) evaluator_time: 0.0167 (0.0230) time: 0.1575 data: 0.0007 mem: 962 max mem: 36965 [2024-01-15 20:49:24 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1254 (0.1427) evaluator_time: 0.0157 (0.0230) time: 0.1539 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:49:25 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:05 model_time: 0.1263 (0.1427) evaluator_time: 0.0160 (0.0230) time: 0.1563 data: 0.0007 mem: 961 max mem: 36965 [2024-01-15 20:49:27 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1382 (0.1427) evaluator_time: 0.0199 (0.0230) time: 0.1657 data: 0.0006 mem: 962 max mem: 36965 [2024-01-15 20:49:28 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1279 (0.1427) evaluator_time: 0.0152 (0.0230) time: 0.1578 data: 0.0005 mem: 961 max mem: 36965 [2024-01-15 20:49:30 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1263 (0.1426) evaluator_time: 0.0155 (0.0229) time: 0.1506 data: 0.0004 mem: 962 max mem: 36965 [2024-01-15 20:49:30 det.util.engine] INFO: Averaged stats: model_time: 0.1263 (0.1377) evaluator_time: 0.0155 (0.0223) [2024-01-15 20:50:11 det.util.engine] INFO: Accumulating evaluation results... DONE (t=22.00s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.663 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.629 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.373 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865 [2024-01-15 20:50:11 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 113018 | 0.954 | 0.847 | | bicycle | 149 | 316 | 6117 | 0.892 | 0.616 | | car | 535 | 1932 | 66927 | 0.928 | 0.733 | | motorcycle | 159 | 371 | 5478 | 0.951 | 0.762 | | airplane | 97 | 143 | 3326 | 0.993 | 0.897 | | bus | 189 | 285 | 6540 | 0.961 | 0.837 | | train | 157 | 190 | 6541 | 0.989 | 0.904 | | truck | 250 | 415 | 17492 | 0.978 | 0.581 | | boat | 121 | 430 | 9217 | 0.884 | 0.561 | | traffic light | 191 | 637 | 9114 | 0.850 | 0.580 | | fire hydrant | 86 | 101 | 1723 | 0.980 | 0.889 | | stop sign | 69 | 75 | 1834 | 0.973 | 0.758 | | parking meter | 37 | 60 | 1784 | 0.850 | 0.707 | | bench | 235 | 413 | 36384 | 0.769 | 0.404 | | bird | 125 | 440 | 11148 | 0.808 | 0.647 | | cat | 184 | 202 | 3772 | 0.990 | 0.923 | | dog | 177 | 218 | 16956 | 0.963 | 0.843 | | horse | 128 | 273 | 5978 | 0.963 | 0.816 | | sheep | 65 | 361 | 5716 | 0.963 | 0.824 | | cow | 87 | 380 | 7607 | 0.962 | 0.844 | | elephant | 89 | 255 | 5899 | 0.996 | 0.900 | | bear | 49 | 71 | 10525 | 0.986 | 0.934 | | zebra | 85 | 268 | 9804 | 0.992 | 0.918 | | giraffe | 101 | 232 | 3936 | 0.987 | 0.928 | | backpack | 228 | 371 | 16404 | 0.857 | 0.359 | | umbrella | 174 | 413 | 6112 | 0.904 | 0.697 | | handbag | 292 | 540 | 19221 | 0.850 | 0.353 | | tie | 145 | 254 | 4988 | 0.833 | 0.618 | | suitcase | 105 | 303 | 5450 | 0.936 | 0.697 | | frisbee | 84 | 115 | 1178 | 0.965 | 0.907 | | skis | 120 | 241 | 8594 | 0.846 | 0.545 | | snowboard | 49 | 69 | 4374 | 0.841 | 0.588 | | sports ball | 169 | 263 | 3171 | 0.812 | 0.721 | | kite | 91 | 336 | 3195 | 0.908 | 0.714 | | baseball bat | 97 | 146 | 2169 | 0.883 | 0.697 | | baseball glove | 100 | 148 | 3215 | 0.919 | 0.701 | | skateboard | 127 | 179 | 3126 | 0.922 | 0.820 | | surfboard | 149 | 269 | 9852 | 0.858 | 0.678 | | tennis racket | 167 | 225 | 3334 | 0.933 | 0.829 | | bottle | 379 | 1025 | 11843 | 0.890 | 0.632 | | wine glass | 110 | 343 | 2535 | 0.830 | 0.628 | | cup | 390 | 899 | 11899 | 0.903 | 0.663 | | fork | 155 | 215 | 3421 | 0.916 | 0.628 | | knife | 181 | 326 | 9691 | 0.837 | 0.416 | | spoon | 153 | 253 | 5711 | 0.798 | 0.375 | | bowl | 314 | 626 | 11518 | 0.928 | 0.594 | | banana | 103 | 379 | 4923 | 0.862 | 0.426 | | apple | 76 | 239 | 5378 | 0.839 | 0.385 | | sandwich | 98 | 177 | 3687 | 0.932 | 0.581 | | orange | 85 | 287 | 3614 | 0.863 | 0.498 | | broccoli | 71 | 316 | 9072 | 0.888 | 0.382 | | carrot | 3 | 2303 | 66927 | 0.844 | 0.399 | | hot dog | 0 | 345 | 16956 | 0.888 | 0.621 | | pizza | 153 | 285 | 5496 | 0.951 | 0.785 | | donut | 62 | 338 | 3139 | 0.942 | 0.699 | | cake | 124 | 316 | 6689 | 0.958 | 0.680 | | chair | 580 | 1791 | 55402 | 0.888 | 0.533 | | couch | 195 | 261 | 16670 | 0.973 | 0.656 | | potted plant | 172 | 343 | 17106 | 0.912 | 0.508 | | bed | 149 | 163 | 11324 | 0.975 | 0.687 | | dining table | 501 | 697 | 29092 | 0.879 | 0.466 | | toilet | 149 | 179 | 4326 | 0.966 | 0.827 | | tv | 207 | 288 | 4410 | 0.934 | 0.809 | | laptop | 183 | 231 | 5595 | 0.965 | 0.802 | | mouse | 88 | 106 | 2010 | 0.943 | 0.824 | | remote | 145 | 283 | 6240 | 0.922 | 0.643 | | keyboard | 106 | 153 | 3066 | 0.935 | 0.750 | | cell phone | 214 | 262 | 7742 | 0.863 | 0.628 | | microwave | 54 | 55 | 4014 | 1.000 | 0.810 | | oven | 115 | 143 | 4290 | 0.937 | 0.597 | | toaster | 8 | 9 | 1242 | 1.000 | 0.676 | | sink | 187 | 225 | 10501 | 0.933 | 0.613 | | refrigerator | 101 | 126 | 3524 | 0.944 | 0.758 | | book | 230 | 1161 | 22465 | 0.827 | 0.359 | | clock | 204 | 267 | 8201 | 0.936 | 0.778 | | vase | 137 | 277 | 5408 | 0.880 | 0.578 | | scissors | 28 | 36 | 5215 | 0.778 | 0.467 | | teddy bear | 0 | 262 | 10525 | 0.926 | 0.690 | | hair drier | 9 | 11 | 1029 | 0.818 | 0.207 | | toothbrush | 34 | 57 | 2490 | 0.754 | 0.438 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.910 | 0.663 | +----------------+------+-------+--------+--------+-------+ [2024-01-15 20:50:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:50:14 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-15 20:50:14 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-15 20:50:17 det.util.engine] INFO: Epoch: [9] [0/11727] eta: 3:29:27 lr: 0.000100 data_time: 0.0024 iter_time: 1.0717 loss: 25.1965 (25.1965) loss_class: 0.7245 (0.7245) loss_bbox: 0.1756 (0.1756) loss_giou: 0.3346 (0.3346) loss_class_0: 0.8694 (0.8694) loss_bbox_0: 0.1764 (0.1764) loss_giou_0: 0.3393 (0.3393) loss_class_1: 0.8056 (0.8056) loss_bbox_1: 0.1722 (0.1722) loss_giou_1: 0.3272 (0.3272) loss_class_2: 0.7214 (0.7214) loss_bbox_2: 0.1925 (0.1925) loss_giou_2: 0.3436 (0.3436) loss_class_3: 0.7530 (0.7530) loss_bbox_3: 0.1785 (0.1785) loss_giou_3: 0.3370 (0.3370) loss_class_4: 0.7350 (0.7350) loss_bbox_4: 0.1759 (0.1759) loss_giou_4: 0.3350 (0.3350) loss_class_enc: 0.8409 (0.8409) loss_bbox_enc: 0.2062 (0.2062) loss_giou_enc: 0.3768 (0.3768) loss_class_dn: 0.3707 (0.3707) loss_bbox_dn: 0.2698 (0.2698) loss_giou_dn: 0.4004 (0.4004) loss_class_dn_0: 0.4502 (0.4502) loss_bbox_dn_0: 0.3729 (0.3729) loss_giou_dn_0: 0.5060 (0.5060) loss_class_dn_1: 0.3925 (0.3925) loss_bbox_dn_1: 0.2760 (0.2760) loss_giou_dn_1: 0.4273 (0.4273) loss_class_dn_2: 0.3763 (0.3763) loss_bbox_dn_2: 0.2732 (0.2732) loss_giou_dn_2: 0.4055 (0.4055) loss_class_dn_3: 0.3711 (0.3711) loss_bbox_dn_3: 0.2650 (0.2650) loss_giou_dn_3: 0.3978 (0.3978) loss_class_dn_4: 0.3705 (0.3705) loss_bbox_dn_4: 0.2701 (0.2701) loss_giou_dn_4: 0.4005 (0.4005) loss_class_hybrid: 0.7627 (0.7627) loss_bbox_hybrid: 0.2024 (0.2024) loss_giou_hybrid: 0.3618 (0.3618) loss_class_0_hybrid: 0.7832 (0.7832) loss_bbox_0_hybrid: 0.2038 (0.2038) loss_giou_0_hybrid: 0.3760 (0.3760) loss_class_1_hybrid: 0.7746 (0.7746) loss_bbox_1_hybrid: 0.2065 (0.2065) loss_giou_1_hybrid: 0.3666 (0.3666) loss_class_2_hybrid: 0.7720 (0.7720) loss_bbox_2_hybrid: 0.2048 (0.2048) loss_giou_2_hybrid: 0.3691 (0.3691) loss_class_3_hybrid: 0.7942 (0.7942) loss_bbox_3_hybrid: 0.2001 (0.2001) loss_giou_3_hybrid: 0.3608 (0.3608) loss_class_4_hybrid: 0.7573 (0.7573) loss_bbox_4_hybrid: 0.2043 (0.2043) loss_giou_4_hybrid: 0.3634 (0.3634) loss_class_enc_hybrid: 0.7548 (0.7548) loss_bbox_enc_hybrid: 0.2431 (0.2431) loss_giou_enc_hybrid: 0.4187 (0.4187) mem: 1022 max mem: 36965 [2024-01-15 20:50:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:51:12 det.util.engine] INFO: Epoch: [9] [50/11727] eta: 3:35:42 lr: 0.000100 data_time: 0.0036 iter_time: 1.0871 loss: 26.5781 (26.4123) loss_class: 0.7306 (0.7375) loss_bbox: 0.1786 (0.1840) loss_giou: 0.3811 (0.3844) loss_class_0: 0.9466 (0.9308) loss_bbox_0: 0.1679 (0.1858) loss_giou_0: 0.3776 (0.3882) loss_class_1: 0.8091 (0.7960) loss_bbox_1: 0.1841 (0.1862) loss_giou_1: 0.3789 (0.3887) loss_class_2: 0.7459 (0.7605) loss_bbox_2: 0.1818 (0.1864) loss_giou_2: 0.3801 (0.3871) loss_class_3: 0.7273 (0.7468) loss_bbox_3: 0.1750 (0.1842) loss_giou_3: 0.3804 (0.3855) loss_class_4: 0.7381 (0.7395) loss_bbox_4: 0.1752 (0.1845) loss_giou_4: 0.3799 (0.3854) loss_class_enc: 0.8907 (0.8681) loss_bbox_enc: 0.2141 (0.2206) loss_giou_enc: 0.4181 (0.4376) loss_class_dn: 0.3833 (0.3829) loss_bbox_dn: 0.2550 (0.2745) loss_giou_dn: 0.4329 (0.4351) loss_class_dn_0: 0.4784 (0.4717) loss_bbox_dn_0: 0.3398 (0.3760) loss_giou_dn_0: 0.5683 (0.5621) loss_class_dn_1: 0.4124 (0.4106) loss_bbox_dn_1: 0.2772 (0.3004) loss_giou_dn_1: 0.4646 (0.4672) loss_class_dn_2: 0.3957 (0.3913) loss_bbox_dn_2: 0.2592 (0.2788) loss_giou_dn_2: 0.4369 (0.4414) loss_class_dn_3: 0.3871 (0.3850) loss_bbox_dn_3: 0.2542 (0.2753) loss_giou_dn_3: 0.4320 (0.4365) loss_class_dn_4: 0.3855 (0.3837) loss_bbox_dn_4: 0.2550 (0.2745) loss_giou_dn_4: 0.4328 (0.4351) loss_class_hybrid: 0.7374 (0.7517) loss_bbox_hybrid: 0.1803 (0.1940) loss_giou_hybrid: 0.4017 (0.4052) loss_class_0_hybrid: 0.8270 (0.8237) loss_bbox_0_hybrid: 0.1995 (0.2040) loss_giou_0_hybrid: 0.4113 (0.4201) loss_class_1_hybrid: 0.7581 (0.7760) loss_bbox_1_hybrid: 0.1860 (0.1982) loss_giou_1_hybrid: 0.3990 (0.4117) loss_class_2_hybrid: 0.7549 (0.7634) loss_bbox_2_hybrid: 0.1809 (0.1945) loss_giou_2_hybrid: 0.4007 (0.4067) loss_class_3_hybrid: 0.7304 (0.7575) loss_bbox_3_hybrid: 0.1820 (0.1935) loss_giou_3_hybrid: 0.4006 (0.4052) loss_class_4_hybrid: 0.7434 (0.7508) loss_bbox_4_hybrid: 0.1821 (0.1945) loss_giou_4_hybrid: 0.4009 (0.4054) loss_class_enc_hybrid: 0.7947 (0.7873) loss_bbox_enc_hybrid: 0.2351 (0.2415) loss_giou_enc_hybrid: 0.4521 (0.4773) mem: 1024 max mem: 36965 [2024-01-15 20:51:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:52:05 det.util.engine] INFO: Epoch: [9] [100/11727] eta: 3:29:32 lr: 0.000100 data_time: 0.0038 iter_time: 1.0651 loss: 26.1108 (26.0718) loss_class: 0.7095 (0.7334) loss_bbox: 0.1667 (0.1769) loss_giou: 0.3824 (0.3830) loss_class_0: 0.9240 (0.9224) loss_bbox_0: 0.1600 (0.1777) loss_giou_0: 0.3974 (0.3865) loss_class_1: 0.7618 (0.7951) loss_bbox_1: 0.1716 (0.1783) loss_giou_1: 0.3861 (0.3860) loss_class_2: 0.7690 (0.7627) loss_bbox_2: 0.1722 (0.1777) loss_giou_2: 0.3753 (0.3850) loss_class_3: 0.7286 (0.7441) loss_bbox_3: 0.1657 (0.1770) loss_giou_3: 0.3838 (0.3837) loss_class_4: 0.7232 (0.7352) loss_bbox_4: 0.1679 (0.1766) loss_giou_4: 0.3820 (0.3835) loss_class_enc: 0.8746 (0.8627) loss_bbox_enc: 0.1914 (0.2112) loss_giou_enc: 0.4422 (0.4351) loss_class_dn: 0.3736 (0.3782) loss_bbox_dn: 0.2352 (0.2586) loss_giou_dn: 0.4421 (0.4289) loss_class_dn_0: 0.4634 (0.4697) loss_bbox_dn_0: 0.3159 (0.3611) loss_giou_dn_0: 0.5593 (0.5574) loss_class_dn_1: 0.3984 (0.4057) loss_bbox_dn_1: 0.2554 (0.2841) loss_giou_dn_1: 0.4757 (0.4606) loss_class_dn_2: 0.3811 (0.3860) loss_bbox_dn_2: 0.2430 (0.2633) loss_giou_dn_2: 0.4492 (0.4352) loss_class_dn_3: 0.3752 (0.3804) loss_bbox_dn_3: 0.2359 (0.2594) loss_giou_dn_3: 0.4435 (0.4302) loss_class_dn_4: 0.3725 (0.3787) loss_bbox_dn_4: 0.2353 (0.2586) loss_giou_dn_4: 0.4426 (0.4288) loss_class_hybrid: 0.7016 (0.7432) loss_bbox_hybrid: 0.1751 (0.1872) loss_giou_hybrid: 0.4101 (0.4076) loss_class_0_hybrid: 0.7979 (0.8166) loss_bbox_0_hybrid: 0.1797 (0.1957) loss_giou_0_hybrid: 0.4389 (0.4230) loss_class_1_hybrid: 0.7214 (0.7674) loss_bbox_1_hybrid: 0.1802 (0.1906) loss_giou_1_hybrid: 0.4128 (0.4136) loss_class_2_hybrid: 0.7178 (0.7570) loss_bbox_2_hybrid: 0.1735 (0.1877) loss_giou_2_hybrid: 0.4076 (0.4090) loss_class_3_hybrid: 0.7060 (0.7471) loss_bbox_3_hybrid: 0.1732 (0.1866) loss_giou_3_hybrid: 0.4113 (0.4079) loss_class_4_hybrid: 0.7128 (0.7430) loss_bbox_4_hybrid: 0.1748 (0.1874) loss_giou_4_hybrid: 0.4074 (0.4078) loss_class_enc_hybrid: 0.7655 (0.7799) loss_bbox_enc_hybrid: 0.2116 (0.2336) loss_giou_enc_hybrid: 0.5109 (0.4812) mem: 1030 max mem: 36965 [2024-01-15 20:52:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:53:00 det.util.engine] INFO: Epoch: [9] [150/11727] eta: 3:30:08 lr: 0.000100 data_time: 0.0034 iter_time: 1.0880 loss: 25.1794 (25.8839) loss_class: 0.6830 (0.7253) loss_bbox: 0.1651 (0.1747) loss_giou: 0.3941 (0.3869) loss_class_0: 0.8343 (0.9105) loss_bbox_0: 0.1605 (0.1742) loss_giou_0: 0.3923 (0.3895) loss_class_1: 0.7229 (0.7861) loss_bbox_1: 0.1589 (0.1752) loss_giou_1: 0.3927 (0.3891) loss_class_2: 0.7014 (0.7537) loss_bbox_2: 0.1563 (0.1748) loss_giou_2: 0.3995 (0.3879) loss_class_3: 0.6971 (0.7365) loss_bbox_3: 0.1608 (0.1746) loss_giou_3: 0.3954 (0.3870) loss_class_4: 0.6856 (0.7276) loss_bbox_4: 0.1659 (0.1742) loss_giou_4: 0.3917 (0.3870) loss_class_enc: 0.7934 (0.8519) loss_bbox_enc: 0.1963 (0.2066) loss_giou_enc: 0.4493 (0.4395) loss_class_dn: 0.3763 (0.3768) loss_bbox_dn: 0.1928 (0.2486) loss_giou_dn: 0.4338 (0.4275) loss_class_dn_0: 0.4740 (0.4694) loss_bbox_dn_0: 0.2909 (0.3493) loss_giou_dn_0: 0.5503 (0.5557) loss_class_dn_1: 0.3998 (0.4046) loss_bbox_dn_1: 0.2212 (0.2744) loss_giou_dn_1: 0.4594 (0.4596) loss_class_dn_2: 0.3821 (0.3844) loss_bbox_dn_2: 0.1979 (0.2532) loss_giou_dn_2: 0.4415 (0.4340) loss_class_dn_3: 0.3774 (0.3790) loss_bbox_dn_3: 0.1961 (0.2494) loss_giou_dn_3: 0.4361 (0.4288) loss_class_dn_4: 0.3745 (0.3770) loss_bbox_dn_4: 0.1928 (0.2486) loss_giou_dn_4: 0.4336 (0.4274) loss_class_hybrid: 0.6902 (0.7327) loss_bbox_hybrid: 0.1691 (0.1853) loss_giou_hybrid: 0.4114 (0.4131) loss_class_0_hybrid: 0.7542 (0.8054) loss_bbox_0_hybrid: 0.1813 (0.1932) loss_giou_0_hybrid: 0.4268 (0.4281) loss_class_1_hybrid: 0.7007 (0.7572) loss_bbox_1_hybrid: 0.1757 (0.1884) loss_giou_1_hybrid: 0.4115 (0.4192) loss_class_2_hybrid: 0.6996 (0.7478) loss_bbox_2_hybrid: 0.1718 (0.1854) loss_giou_2_hybrid: 0.4101 (0.4142) loss_class_3_hybrid: 0.6821 (0.7361) loss_bbox_3_hybrid: 0.1713 (0.1849) loss_giou_3_hybrid: 0.4081 (0.4132) loss_class_4_hybrid: 0.6908 (0.7335) loss_bbox_4_hybrid: 0.1705 (0.1855) loss_giou_4_hybrid: 0.4100 (0.4130) loss_class_enc_hybrid: 0.7253 (0.7714) loss_bbox_enc_hybrid: 0.2054 (0.2291) loss_giou_enc_hybrid: 0.4867 (0.4866) mem: 1022 max mem: 36965 [2024-01-15 20:53:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:53:54 det.util.engine] INFO: Epoch: [9] [200/11727] eta: 3:29:06 lr: 0.000100 data_time: 0.0033 iter_time: 1.0937 loss: 24.6456 (25.7470) loss_class: 0.7102 (0.7282) loss_bbox: 0.1394 (0.1710) loss_giou: 0.3909 (0.3827) loss_class_0: 0.9038 (0.9140) loss_bbox_0: 0.1388 (0.1699) loss_giou_0: 0.3906 (0.3846) loss_class_1: 0.7434 (0.7848) loss_bbox_1: 0.1453 (0.1720) loss_giou_1: 0.3968 (0.3857) loss_class_2: 0.7220 (0.7539) loss_bbox_2: 0.1391 (0.1712) loss_giou_2: 0.3896 (0.3839) loss_class_3: 0.7265 (0.7395) loss_bbox_3: 0.1369 (0.1705) loss_giou_3: 0.3917 (0.3826) loss_class_4: 0.7157 (0.7311) loss_bbox_4: 0.1376 (0.1705) loss_giou_4: 0.3907 (0.3828) loss_class_enc: 0.8275 (0.8527) loss_bbox_enc: 0.1719 (0.2031) loss_giou_enc: 0.4350 (0.4365) loss_class_dn: 0.3800 (0.3760) loss_bbox_dn: 0.1820 (0.2432) loss_giou_dn: 0.4353 (0.4242) loss_class_dn_0: 0.4640 (0.4693) loss_bbox_dn_0: 0.2674 (0.3447) loss_giou_dn_0: 0.5525 (0.5532) loss_class_dn_1: 0.4066 (0.4042) loss_bbox_dn_1: 0.2001 (0.2691) loss_giou_dn_1: 0.4612 (0.4562) loss_class_dn_2: 0.3851 (0.3838) loss_bbox_dn_2: 0.1868 (0.2478) loss_giou_dn_2: 0.4411 (0.4308) loss_class_dn_3: 0.3787 (0.3782) loss_bbox_dn_3: 0.1829 (0.2441) loss_giou_dn_3: 0.4382 (0.4256) loss_class_dn_4: 0.3792 (0.3761) loss_bbox_dn_4: 0.1819 (0.2432) loss_giou_dn_4: 0.4353 (0.4241) loss_class_hybrid: 0.7074 (0.7343) loss_bbox_hybrid: 0.1583 (0.1821) loss_giou_hybrid: 0.4333 (0.4084) loss_class_0_hybrid: 0.7939 (0.8090) loss_bbox_0_hybrid: 0.1625 (0.1895) loss_giou_0_hybrid: 0.4377 (0.4232) loss_class_1_hybrid: 0.7326 (0.7578) loss_bbox_1_hybrid: 0.1619 (0.1853) loss_giou_1_hybrid: 0.4549 (0.4147) loss_class_2_hybrid: 0.7175 (0.7478) loss_bbox_2_hybrid: 0.1614 (0.1824) loss_giou_2_hybrid: 0.4378 (0.4096) loss_class_3_hybrid: 0.7262 (0.7390) loss_bbox_3_hybrid: 0.1574 (0.1817) loss_giou_3_hybrid: 0.4350 (0.4085) loss_class_4_hybrid: 0.7234 (0.7354) loss_bbox_4_hybrid: 0.1583 (0.1823) loss_giou_4_hybrid: 0.4342 (0.4084) loss_class_enc_hybrid: 0.7580 (0.7749) loss_bbox_enc_hybrid: 0.1855 (0.2256) loss_giou_enc_hybrid: 0.4892 (0.4820) mem: 1031 max mem: 36965 [2024-01-15 20:53:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:54:49 det.util.engine] INFO: Epoch: [9] [250/11727] eta: 3:28:12 lr: 0.000100 data_time: 0.0035 iter_time: 1.1208 loss: 25.9242 (25.8572) loss_class: 0.7221 (0.7325) loss_bbox: 0.1913 (0.1744) loss_giou: 0.3624 (0.3813) loss_class_0: 0.8646 (0.9155) loss_bbox_0: 0.1866 (0.1739) loss_giou_0: 0.3836 (0.3845) loss_class_1: 0.7738 (0.7869) loss_bbox_1: 0.1908 (0.1758) loss_giou_1: 0.3736 (0.3848) loss_class_2: 0.7418 (0.7558) loss_bbox_2: 0.1888 (0.1750) loss_giou_2: 0.3660 (0.3828) loss_class_3: 0.7180 (0.7426) loss_bbox_3: 0.1898 (0.1738) loss_giou_3: 0.3640 (0.3813) loss_class_4: 0.7325 (0.7353) loss_bbox_4: 0.1911 (0.1740) loss_giou_4: 0.3625 (0.3814) loss_class_enc: 0.8402 (0.8538) loss_bbox_enc: 0.2174 (0.2079) loss_giou_enc: 0.4302 (0.4359) loss_class_dn: 0.3782 (0.3759) loss_bbox_dn: 0.2903 (0.2492) loss_giou_dn: 0.4168 (0.4236) loss_class_dn_0: 0.4727 (0.4701) loss_bbox_dn_0: 0.3581 (0.3510) loss_giou_dn_0: 0.5530 (0.5529) loss_class_dn_1: 0.4073 (0.4044) loss_bbox_dn_1: 0.3117 (0.2753) loss_giou_dn_1: 0.4569 (0.4557) loss_class_dn_2: 0.3868 (0.3834) loss_bbox_dn_2: 0.2924 (0.2537) loss_giou_dn_2: 0.4247 (0.4303) loss_class_dn_3: 0.3824 (0.3781) loss_bbox_dn_3: 0.2921 (0.2501) loss_giou_dn_3: 0.4205 (0.4250) loss_class_dn_4: 0.3767 (0.3759) loss_bbox_dn_4: 0.2901 (0.2492) loss_giou_dn_4: 0.4166 (0.4234) loss_class_hybrid: 0.7028 (0.7363) loss_bbox_hybrid: 0.2067 (0.1866) loss_giou_hybrid: 0.4052 (0.4072) loss_class_0_hybrid: 0.7640 (0.8116) loss_bbox_0_hybrid: 0.2138 (0.1941) loss_giou_0_hybrid: 0.4117 (0.4216) loss_class_1_hybrid: 0.7324 (0.7614) loss_bbox_1_hybrid: 0.2111 (0.1899) loss_giou_1_hybrid: 0.4065 (0.4131) loss_class_2_hybrid: 0.7042 (0.7496) loss_bbox_2_hybrid: 0.2065 (0.1871) loss_giou_2_hybrid: 0.3976 (0.4084) loss_class_3_hybrid: 0.7052 (0.7407) loss_bbox_3_hybrid: 0.2065 (0.1865) loss_giou_3_hybrid: 0.3981 (0.4072) loss_class_4_hybrid: 0.7002 (0.7372) loss_bbox_4_hybrid: 0.2049 (0.1869) loss_giou_4_hybrid: 0.4003 (0.4071) loss_class_enc_hybrid: 0.7472 (0.7774) loss_bbox_enc_hybrid: 0.2480 (0.2307) loss_giou_enc_hybrid: 0.4782 (0.4802) mem: 1018 max mem: 36965 [2024-01-15 20:54:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:55:42 det.util.engine] INFO: Epoch: [9] [300/11727] eta: 3:26:36 lr: 0.000100 data_time: 0.0034 iter_time: 1.0574 loss: 26.1490 (25.9271) loss_class: 0.7369 (0.7353) loss_bbox: 0.1537 (0.1736) loss_giou: 0.3624 (0.3833) loss_class_0: 0.9153 (0.9156) loss_bbox_0: 0.1606 (0.1735) loss_giou_0: 0.3762 (0.3869) loss_class_1: 0.8173 (0.7891) loss_bbox_1: 0.1555 (0.1754) loss_giou_1: 0.3766 (0.3871) loss_class_2: 0.7761 (0.7578) loss_bbox_2: 0.1585 (0.1746) loss_giou_2: 0.3698 (0.3853) loss_class_3: 0.7557 (0.7455) loss_bbox_3: 0.1518 (0.1728) loss_giou_3: 0.3628 (0.3833) loss_class_4: 0.7346 (0.7374) loss_bbox_4: 0.1537 (0.1732) loss_giou_4: 0.3625 (0.3835) loss_class_enc: 0.8704 (0.8550) loss_bbox_enc: 0.1816 (0.2068) loss_giou_enc: 0.4095 (0.4375) loss_class_dn: 0.3844 (0.3775) loss_bbox_dn: 0.2388 (0.2483) loss_giou_dn: 0.4319 (0.4261) loss_class_dn_0: 0.4684 (0.4703) loss_bbox_dn_0: 0.3144 (0.3498) loss_giou_dn_0: 0.5613 (0.5552) loss_class_dn_1: 0.4132 (0.4055) loss_bbox_dn_1: 0.2640 (0.2743) loss_giou_dn_1: 0.4627 (0.4586) loss_class_dn_2: 0.3939 (0.3848) loss_bbox_dn_2: 0.2435 (0.2529) loss_giou_dn_2: 0.4421 (0.4330) loss_class_dn_3: 0.3867 (0.3796) loss_bbox_dn_3: 0.2401 (0.2493) loss_giou_dn_3: 0.4350 (0.4276) loss_class_dn_4: 0.3875 (0.3774) loss_bbox_dn_4: 0.2388 (0.2483) loss_giou_dn_4: 0.4321 (0.4259) loss_class_hybrid: 0.7621 (0.7383) loss_bbox_hybrid: 0.1787 (0.1864) loss_giou_hybrid: 0.4012 (0.4102) loss_class_0_hybrid: 0.8349 (0.8123) loss_bbox_0_hybrid: 0.1841 (0.1939) loss_giou_0_hybrid: 0.4213 (0.4246) loss_class_1_hybrid: 0.7796 (0.7625) loss_bbox_1_hybrid: 0.1843 (0.1898) loss_giou_1_hybrid: 0.4085 (0.4165) loss_class_2_hybrid: 0.7810 (0.7511) loss_bbox_2_hybrid: 0.1813 (0.1871) loss_giou_2_hybrid: 0.4011 (0.4116) loss_class_3_hybrid: 0.7634 (0.7429) loss_bbox_3_hybrid: 0.1793 (0.1864) loss_giou_3_hybrid: 0.4000 (0.4103) loss_class_4_hybrid: 0.7669 (0.7392) loss_bbox_4_hybrid: 0.1811 (0.1867) loss_giou_4_hybrid: 0.4009 (0.4102) loss_class_enc_hybrid: 0.7943 (0.7776) loss_bbox_enc_hybrid: 0.2103 (0.2298) loss_giou_enc_hybrid: 0.4732 (0.4826) mem: 1018 max mem: 36965 [2024-01-15 20:55:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:56:36 det.util.engine] INFO: Epoch: [9] [350/11727] eta: 3:25:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0670 loss: 25.4485 (25.9131) loss_class: 0.7698 (0.7361) loss_bbox: 0.1539 (0.1732) loss_giou: 0.3705 (0.3830) loss_class_0: 0.9118 (0.9121) loss_bbox_0: 0.1573 (0.1736) loss_giou_0: 0.3853 (0.3872) loss_class_1: 0.8245 (0.7882) loss_bbox_1: 0.1647 (0.1751) loss_giou_1: 0.3791 (0.3873) loss_class_2: 0.7731 (0.7572) loss_bbox_2: 0.1463 (0.1742) loss_giou_2: 0.3779 (0.3852) loss_class_3: 0.7648 (0.7448) loss_bbox_3: 0.1536 (0.1726) loss_giou_3: 0.3723 (0.3831) loss_class_4: 0.7665 (0.7381) loss_bbox_4: 0.1542 (0.1728) loss_giou_4: 0.3740 (0.3832) loss_class_enc: 0.8586 (0.8530) loss_bbox_enc: 0.1898 (0.2065) loss_giou_enc: 0.4414 (0.4376) loss_class_dn: 0.3787 (0.3776) loss_bbox_dn: 0.2397 (0.2478) loss_giou_dn: 0.4413 (0.4266) loss_class_dn_0: 0.4780 (0.4706) loss_bbox_dn_0: 0.3432 (0.3491) loss_giou_dn_0: 0.5722 (0.5557) loss_class_dn_1: 0.4056 (0.4059) loss_bbox_dn_1: 0.2629 (0.2736) loss_giou_dn_1: 0.4793 (0.4590) loss_class_dn_2: 0.3866 (0.3851) loss_bbox_dn_2: 0.2490 (0.2523) loss_giou_dn_2: 0.4474 (0.4334) loss_class_dn_3: 0.3819 (0.3796) loss_bbox_dn_3: 0.2422 (0.2488) loss_giou_dn_3: 0.4430 (0.4280) loss_class_dn_4: 0.3791 (0.3774) loss_bbox_dn_4: 0.2397 (0.2478) loss_giou_dn_4: 0.4412 (0.4264) loss_class_hybrid: 0.7514 (0.7377) loss_bbox_hybrid: 0.1795 (0.1858) loss_giou_hybrid: 0.4089 (0.4105) loss_class_0_hybrid: 0.7954 (0.8111) loss_bbox_0_hybrid: 0.1916 (0.1936) loss_giou_0_hybrid: 0.4227 (0.4252) loss_class_1_hybrid: 0.7644 (0.7623) loss_bbox_1_hybrid: 0.1886 (0.1894) loss_giou_1_hybrid: 0.4036 (0.4168) loss_class_2_hybrid: 0.7554 (0.7507) loss_bbox_2_hybrid: 0.1802 (0.1863) loss_giou_2_hybrid: 0.3996 (0.4118) loss_class_3_hybrid: 0.7607 (0.7419) loss_bbox_3_hybrid: 0.1801 (0.1858) loss_giou_3_hybrid: 0.4080 (0.4106) loss_class_4_hybrid: 0.7515 (0.7384) loss_bbox_4_hybrid: 0.1800 (0.1860) loss_giou_4_hybrid: 0.4068 (0.4105) loss_class_enc_hybrid: 0.7676 (0.7766) loss_bbox_enc_hybrid: 0.2307 (0.2296) loss_giou_enc_hybrid: 0.4861 (0.4831) mem: 1021 max mem: 36965 [2024-01-15 20:56:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:57:32 det.util.engine] INFO: Epoch: [9] [400/11727] eta: 3:25:28 lr: 0.000100 data_time: 0.0032 iter_time: 1.1144 loss: 25.6433 (25.8827) loss_class: 0.7441 (0.7356) loss_bbox: 0.1667 (0.1722) loss_giou: 0.3232 (0.3817) loss_class_0: 0.9087 (0.9113) loss_bbox_0: 0.1701 (0.1732) loss_giou_0: 0.3460 (0.3863) loss_class_1: 0.7752 (0.7882) loss_bbox_1: 0.1644 (0.1743) loss_giou_1: 0.3440 (0.3859) loss_class_2: 0.7584 (0.7569) loss_bbox_2: 0.1669 (0.1733) loss_giou_2: 0.3300 (0.3840) loss_class_3: 0.7473 (0.7446) loss_bbox_3: 0.1678 (0.1720) loss_giou_3: 0.3377 (0.3820) loss_class_4: 0.7487 (0.7375) loss_bbox_4: 0.1703 (0.1721) loss_giou_4: 0.3341 (0.3819) loss_class_enc: 0.8405 (0.8516) loss_bbox_enc: 0.2156 (0.2063) loss_giou_enc: 0.3973 (0.4366) loss_class_dn: 0.3731 (0.3774) loss_bbox_dn: 0.2547 (0.2479) loss_giou_dn: 0.4025 (0.4258) loss_class_dn_0: 0.4658 (0.4701) loss_bbox_dn_0: 0.3937 (0.3501) loss_giou_dn_0: 0.5241 (0.5555) loss_class_dn_1: 0.4045 (0.4057) loss_bbox_dn_1: 0.2811 (0.2737) loss_giou_dn_1: 0.4306 (0.4584) loss_class_dn_2: 0.3844 (0.3851) loss_bbox_dn_2: 0.2589 (0.2524) loss_giou_dn_2: 0.4071 (0.4327) loss_class_dn_3: 0.3757 (0.3795) loss_bbox_dn_3: 0.2557 (0.2488) loss_giou_dn_3: 0.4055 (0.4273) loss_class_dn_4: 0.3729 (0.3774) loss_bbox_dn_4: 0.2546 (0.2479) loss_giou_dn_4: 0.4025 (0.4256) loss_class_hybrid: 0.7434 (0.7373) loss_bbox_hybrid: 0.1774 (0.1854) loss_giou_hybrid: 0.3508 (0.4097) loss_class_0_hybrid: 0.8296 (0.8107) loss_bbox_0_hybrid: 0.1866 (0.1933) loss_giou_0_hybrid: 0.3667 (0.4246) loss_class_1_hybrid: 0.7964 (0.7625) loss_bbox_1_hybrid: 0.1826 (0.1890) loss_giou_1_hybrid: 0.3604 (0.4161) loss_class_2_hybrid: 0.7436 (0.7502) loss_bbox_2_hybrid: 0.1757 (0.1860) loss_giou_2_hybrid: 0.3538 (0.4110) loss_class_3_hybrid: 0.7583 (0.7417) loss_bbox_3_hybrid: 0.1752 (0.1855) loss_giou_3_hybrid: 0.3553 (0.4099) loss_class_4_hybrid: 0.7454 (0.7379) loss_bbox_4_hybrid: 0.1781 (0.1857) loss_giou_4_hybrid: 0.3565 (0.4098) loss_class_enc_hybrid: 0.7864 (0.7762) loss_bbox_enc_hybrid: 0.2354 (0.2293) loss_giou_enc_hybrid: 0.4136 (0.4825) mem: 1027 max mem: 36965 [2024-01-15 20:57:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:58:26 det.util.engine] INFO: Epoch: [9] [450/11727] eta: 3:24:26 lr: 0.000100 data_time: 0.0030 iter_time: 1.0887 loss: 25.3093 (25.9250) loss_class: 0.7191 (0.7359) loss_bbox: 0.1489 (0.1725) loss_giou: 0.4039 (0.3840) loss_class_0: 0.8915 (0.9125) loss_bbox_0: 0.1500 (0.1731) loss_giou_0: 0.3944 (0.3880) loss_class_1: 0.7759 (0.7895) loss_bbox_1: 0.1552 (0.1743) loss_giou_1: 0.4189 (0.3878) loss_class_2: 0.7235 (0.7575) loss_bbox_2: 0.1532 (0.1734) loss_giou_2: 0.4167 (0.3863) loss_class_3: 0.7160 (0.7451) loss_bbox_3: 0.1527 (0.1722) loss_giou_3: 0.4150 (0.3842) loss_class_4: 0.7150 (0.7377) loss_bbox_4: 0.1519 (0.1723) loss_giou_4: 0.4157 (0.3842) loss_class_enc: 0.8325 (0.8534) loss_bbox_enc: 0.1778 (0.2058) loss_giou_enc: 0.4483 (0.4382) loss_class_dn: 0.3759 (0.3776) loss_bbox_dn: 0.2135 (0.2469) loss_giou_dn: 0.4446 (0.4269) loss_class_dn_0: 0.4629 (0.4707) loss_bbox_dn_0: 0.3016 (0.3484) loss_giou_dn_0: 0.5602 (0.5560) loss_class_dn_1: 0.3949 (0.4059) loss_bbox_dn_1: 0.2347 (0.2726) loss_giou_dn_1: 0.4723 (0.4595) loss_class_dn_2: 0.3778 (0.3855) loss_bbox_dn_2: 0.2143 (0.2514) loss_giou_dn_2: 0.4514 (0.4337) loss_class_dn_3: 0.3760 (0.3796) loss_bbox_dn_3: 0.2134 (0.2479) loss_giou_dn_3: 0.4448 (0.4284) loss_class_dn_4: 0.3744 (0.3775) loss_bbox_dn_4: 0.2136 (0.2469) loss_giou_dn_4: 0.4444 (0.4268) loss_class_hybrid: 0.7128 (0.7377) loss_bbox_hybrid: 0.1679 (0.1854) loss_giou_hybrid: 0.4371 (0.4120) loss_class_0_hybrid: 0.7785 (0.8113) loss_bbox_0_hybrid: 0.1824 (0.1932) loss_giou_0_hybrid: 0.4592 (0.4269) loss_class_1_hybrid: 0.7394 (0.7634) loss_bbox_1_hybrid: 0.1765 (0.1890) loss_giou_1_hybrid: 0.4488 (0.4184) loss_class_2_hybrid: 0.7142 (0.7509) loss_bbox_2_hybrid: 0.1704 (0.1861) loss_giou_2_hybrid: 0.4390 (0.4133) loss_class_3_hybrid: 0.7207 (0.7421) loss_bbox_3_hybrid: 0.1693 (0.1856) loss_giou_3_hybrid: 0.4447 (0.4122) loss_class_4_hybrid: 0.7063 (0.7384) loss_bbox_4_hybrid: 0.1691 (0.1857) loss_giou_4_hybrid: 0.4391 (0.4122) loss_class_enc_hybrid: 0.7633 (0.7768) loss_bbox_enc_hybrid: 0.2081 (0.2292) loss_giou_enc_hybrid: 0.5202 (0.4849) mem: 1013 max mem: 36965 [2024-01-15 20:58:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 20:59:20 det.util.engine] INFO: Epoch: [9] [500/11727] eta: 3:23:26 lr: 0.000100 data_time: 0.0032 iter_time: 1.0762 loss: 24.2228 (25.8745) loss_class: 0.6833 (0.7329) loss_bbox: 0.1761 (0.1730) loss_giou: 0.3698 (0.3833) loss_class_0: 0.8425 (0.9100) loss_bbox_0: 0.1778 (0.1735) loss_giou_0: 0.3867 (0.3874) loss_class_1: 0.7092 (0.7869) loss_bbox_1: 0.1842 (0.1748) loss_giou_1: 0.3925 (0.3870) loss_class_2: 0.7099 (0.7557) loss_bbox_2: 0.1792 (0.1736) loss_giou_2: 0.3492 (0.3853) loss_class_3: 0.6891 (0.7422) loss_bbox_3: 0.1727 (0.1726) loss_giou_3: 0.3684 (0.3833) loss_class_4: 0.6869 (0.7345) loss_bbox_4: 0.1762 (0.1729) loss_giou_4: 0.3698 (0.3835) loss_class_enc: 0.7633 (0.8508) loss_bbox_enc: 0.2076 (0.2061) loss_giou_enc: 0.4160 (0.4377) loss_class_dn: 0.3583 (0.3770) loss_bbox_dn: 0.2361 (0.2472) loss_giou_dn: 0.3763 (0.4257) loss_class_dn_0: 0.4588 (0.4704) loss_bbox_dn_0: 0.3382 (0.3486) loss_giou_dn_0: 0.5032 (0.5546) loss_class_dn_1: 0.3830 (0.4053) loss_bbox_dn_1: 0.2549 (0.2727) loss_giou_dn_1: 0.4172 (0.4582) loss_class_dn_2: 0.3704 (0.3849) loss_bbox_dn_2: 0.2385 (0.2516) loss_giou_dn_2: 0.3860 (0.4325) loss_class_dn_3: 0.3623 (0.3790) loss_bbox_dn_3: 0.2370 (0.2481) loss_giou_dn_3: 0.3780 (0.4271) loss_class_dn_4: 0.3595 (0.3770) loss_bbox_dn_4: 0.2359 (0.2472) loss_giou_dn_4: 0.3762 (0.4256) loss_class_hybrid: 0.6880 (0.7358) loss_bbox_hybrid: 0.1869 (0.1856) loss_giou_hybrid: 0.3803 (0.4106) loss_class_0_hybrid: 0.7682 (0.8098) loss_bbox_0_hybrid: 0.1970 (0.1934) loss_giou_0_hybrid: 0.3948 (0.4259) loss_class_1_hybrid: 0.7053 (0.7614) loss_bbox_1_hybrid: 0.1899 (0.1891) loss_giou_1_hybrid: 0.3980 (0.4172) loss_class_2_hybrid: 0.7026 (0.7493) loss_bbox_2_hybrid: 0.1871 (0.1862) loss_giou_2_hybrid: 0.3963 (0.4122) loss_class_3_hybrid: 0.6976 (0.7400) loss_bbox_3_hybrid: 0.1866 (0.1857) loss_giou_3_hybrid: 0.3901 (0.4109) loss_class_4_hybrid: 0.6943 (0.7363) loss_bbox_4_hybrid: 0.1846 (0.1859) loss_giou_4_hybrid: 0.3851 (0.4108) loss_class_enc_hybrid: 0.7324 (0.7756) loss_bbox_enc_hybrid: 0.2325 (0.2293) loss_giou_enc_hybrid: 0.4713 (0.4836) mem: 1024 max mem: 36965 [2024-01-15 20:59:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:00:15 det.util.engine] INFO: Epoch: [9] [550/11727] eta: 3:22:38 lr: 0.000100 data_time: 0.0029 iter_time: 1.0586 loss: 24.3048 (25.8326) loss_class: 0.6903 (0.7313) loss_bbox: 0.1661 (0.1729) loss_giou: 0.3695 (0.3830) loss_class_0: 0.8753 (0.9082) loss_bbox_0: 0.1596 (0.1729) loss_giou_0: 0.3680 (0.3866) loss_class_1: 0.7713 (0.7853) loss_bbox_1: 0.1605 (0.1743) loss_giou_1: 0.3654 (0.3865) loss_class_2: 0.7419 (0.7544) loss_bbox_2: 0.1620 (0.1734) loss_giou_2: 0.3639 (0.3848) loss_class_3: 0.7227 (0.7411) loss_bbox_3: 0.1618 (0.1723) loss_giou_3: 0.3663 (0.3830) loss_class_4: 0.6949 (0.7330) loss_bbox_4: 0.1660 (0.1726) loss_giou_4: 0.3707 (0.3832) loss_class_enc: 0.8533 (0.8495) loss_bbox_enc: 0.1952 (0.2058) loss_giou_enc: 0.4172 (0.4375) loss_class_dn: 0.3675 (0.3763) loss_bbox_dn: 0.2382 (0.2464) loss_giou_dn: 0.4003 (0.4247) loss_class_dn_0: 0.4747 (0.4703) loss_bbox_dn_0: 0.3343 (0.3476) loss_giou_dn_0: 0.5239 (0.5535) loss_class_dn_1: 0.3995 (0.4048) loss_bbox_dn_1: 0.2686 (0.2717) loss_giou_dn_1: 0.4290 (0.4570) loss_class_dn_2: 0.3859 (0.3843) loss_bbox_dn_2: 0.2411 (0.2508) loss_giou_dn_2: 0.4071 (0.4315) loss_class_dn_3: 0.3766 (0.3784) loss_bbox_dn_3: 0.2389 (0.2473) loss_giou_dn_3: 0.4018 (0.4262) loss_class_dn_4: 0.3691 (0.3762) loss_bbox_dn_4: 0.2382 (0.2464) loss_giou_dn_4: 0.4004 (0.4246) loss_class_hybrid: 0.7221 (0.7352) loss_bbox_hybrid: 0.1719 (0.1853) loss_giou_hybrid: 0.3942 (0.4103) loss_class_0_hybrid: 0.7743 (0.8081) loss_bbox_0_hybrid: 0.1839 (0.1930) loss_giou_0_hybrid: 0.4168 (0.4254) loss_class_1_hybrid: 0.7348 (0.7601) loss_bbox_1_hybrid: 0.1767 (0.1887) loss_giou_1_hybrid: 0.4055 (0.4168) loss_class_2_hybrid: 0.7310 (0.7484) loss_bbox_2_hybrid: 0.1748 (0.1858) loss_giou_2_hybrid: 0.3940 (0.4118) loss_class_3_hybrid: 0.7248 (0.7390) loss_bbox_3_hybrid: 0.1730 (0.1854) loss_giou_3_hybrid: 0.3950 (0.4106) loss_class_4_hybrid: 0.7218 (0.7357) loss_bbox_4_hybrid: 0.1720 (0.1855) loss_giou_4_hybrid: 0.3933 (0.4105) loss_class_enc_hybrid: 0.7525 (0.7748) loss_bbox_enc_hybrid: 0.2167 (0.2291) loss_giou_enc_hybrid: 0.4659 (0.4832) mem: 1030 max mem: 36965 [2024-01-15 21:00:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:01:13 det.util.engine] INFO: Epoch: [9] [600/11727] eta: 3:22:55 lr: 0.000100 data_time: 0.0031 iter_time: 1.0507 loss: 25.5817 (25.7940) loss_class: 0.7069 (0.7299) loss_bbox: 0.1737 (0.1729) loss_giou: 0.3684 (0.3823) loss_class_0: 0.8854 (0.9069) loss_bbox_0: 0.1686 (0.1727) loss_giou_0: 0.3584 (0.3856) loss_class_1: 0.7747 (0.7852) loss_bbox_1: 0.1661 (0.1739) loss_giou_1: 0.3631 (0.3854) loss_class_2: 0.7269 (0.7535) loss_bbox_2: 0.1641 (0.1732) loss_giou_2: 0.3663 (0.3839) loss_class_3: 0.7206 (0.7403) loss_bbox_3: 0.1633 (0.1720) loss_giou_3: 0.3648 (0.3820) loss_class_4: 0.7126 (0.7318) loss_bbox_4: 0.1758 (0.1725) loss_giou_4: 0.3650 (0.3824) loss_class_enc: 0.8508 (0.8488) loss_bbox_enc: 0.2052 (0.2058) loss_giou_enc: 0.4206 (0.4366) loss_class_dn: 0.3716 (0.3762) loss_bbox_dn: 0.2342 (0.2460) loss_giou_dn: 0.4032 (0.4238) loss_class_dn_0: 0.4699 (0.4706) loss_bbox_dn_0: 0.3257 (0.3469) loss_giou_dn_0: 0.5239 (0.5523) loss_class_dn_1: 0.3986 (0.4049) loss_bbox_dn_1: 0.2575 (0.2712) loss_giou_dn_1: 0.4245 (0.4560) loss_class_dn_2: 0.3862 (0.3844) loss_bbox_dn_2: 0.2393 (0.2503) loss_giou_dn_2: 0.4048 (0.4305) loss_class_dn_3: 0.3728 (0.3783) loss_bbox_dn_3: 0.2364 (0.2469) loss_giou_dn_3: 0.4048 (0.4253) loss_class_dn_4: 0.3724 (0.3762) loss_bbox_dn_4: 0.2342 (0.2460) loss_giou_dn_4: 0.4032 (0.4237) loss_class_hybrid: 0.7140 (0.7345) loss_bbox_hybrid: 0.1729 (0.1851) loss_giou_hybrid: 0.3765 (0.4089) loss_class_0_hybrid: 0.7715 (0.8074) loss_bbox_0_hybrid: 0.1820 (0.1927) loss_giou_0_hybrid: 0.4094 (0.4240) loss_class_1_hybrid: 0.7509 (0.7597) loss_bbox_1_hybrid: 0.1798 (0.1884) loss_giou_1_hybrid: 0.3918 (0.4154) loss_class_2_hybrid: 0.7229 (0.7477) loss_bbox_2_hybrid: 0.1734 (0.1855) loss_giou_2_hybrid: 0.3786 (0.4104) loss_class_3_hybrid: 0.7168 (0.7383) loss_bbox_3_hybrid: 0.1742 (0.1851) loss_giou_3_hybrid: 0.3752 (0.4092) loss_class_4_hybrid: 0.7171 (0.7349) loss_bbox_4_hybrid: 0.1730 (0.1853) loss_giou_4_hybrid: 0.3767 (0.4092) loss_class_enc_hybrid: 0.7800 (0.7745) loss_bbox_enc_hybrid: 0.2239 (0.2288) loss_giou_enc_hybrid: 0.4661 (0.4820) mem: 1020 max mem: 36965 [2024-01-15 21:01:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:02:06 det.util.engine] INFO: Epoch: [9] [650/11727] eta: 3:21:38 lr: 0.000100 data_time: 0.0037 iter_time: 1.0700 loss: 26.0420 (25.8232) loss_class: 0.7543 (0.7311) loss_bbox: 0.1764 (0.1735) loss_giou: 0.3741 (0.3821) loss_class_0: 0.8935 (0.9071) loss_bbox_0: 0.1698 (0.1735) loss_giou_0: 0.3959 (0.3858) loss_class_1: 0.7702 (0.7850) loss_bbox_1: 0.1602 (0.1746) loss_giou_1: 0.3943 (0.3854) loss_class_2: 0.7855 (0.7546) loss_bbox_2: 0.1676 (0.1739) loss_giou_2: 0.3857 (0.3838) loss_class_3: 0.7542 (0.7413) loss_bbox_3: 0.1734 (0.1728) loss_giou_3: 0.3764 (0.3820) loss_class_4: 0.7482 (0.7330) loss_bbox_4: 0.1767 (0.1732) loss_giou_4: 0.3761 (0.3822) loss_class_enc: 0.8449 (0.8487) loss_bbox_enc: 0.2195 (0.2066) loss_giou_enc: 0.4434 (0.4369) loss_class_dn: 0.3773 (0.3763) loss_bbox_dn: 0.2575 (0.2471) loss_giou_dn: 0.4186 (0.4239) loss_class_dn_0: 0.4832 (0.4709) loss_bbox_dn_0: 0.3459 (0.3475) loss_giou_dn_0: 0.5456 (0.5520) loss_class_dn_1: 0.4094 (0.4050) loss_bbox_dn_1: 0.2906 (0.2722) loss_giou_dn_1: 0.4558 (0.4560) loss_class_dn_2: 0.3857 (0.3845) loss_bbox_dn_2: 0.2649 (0.2514) loss_giou_dn_2: 0.4234 (0.4306) loss_class_dn_3: 0.3815 (0.3784) loss_bbox_dn_3: 0.2556 (0.2480) loss_giou_dn_3: 0.4206 (0.4254) loss_class_dn_4: 0.3793 (0.3762) loss_bbox_dn_4: 0.2577 (0.2471) loss_giou_dn_4: 0.4181 (0.4238) loss_class_hybrid: 0.7658 (0.7356) loss_bbox_hybrid: 0.1928 (0.1859) loss_giou_hybrid: 0.4171 (0.4091) loss_class_0_hybrid: 0.8507 (0.8079) loss_bbox_0_hybrid: 0.1972 (0.1935) loss_giou_0_hybrid: 0.4324 (0.4241) loss_class_1_hybrid: 0.7897 (0.7605) loss_bbox_1_hybrid: 0.1891 (0.1892) loss_giou_1_hybrid: 0.4260 (0.4155) loss_class_2_hybrid: 0.7877 (0.7490) loss_bbox_2_hybrid: 0.1919 (0.1863) loss_giou_2_hybrid: 0.4164 (0.4105) loss_class_3_hybrid: 0.7801 (0.7395) loss_bbox_3_hybrid: 0.1918 (0.1859) loss_giou_3_hybrid: 0.4163 (0.4094) loss_class_4_hybrid: 0.7706 (0.7360) loss_bbox_4_hybrid: 0.1932 (0.1861) loss_giou_4_hybrid: 0.4164 (0.4093) loss_class_enc_hybrid: 0.7770 (0.7744) loss_bbox_enc_hybrid: 0.2380 (0.2299) loss_giou_enc_hybrid: 0.4827 (0.4823) mem: 1028 max mem: 36965 [2024-01-15 21:02:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:03:01 det.util.engine] INFO: Epoch: [9] [700/11727] eta: 3:20:37 lr: 0.000100 data_time: 0.0031 iter_time: 1.0849 loss: 26.2262 (25.7980) loss_class: 0.7277 (0.7313) loss_bbox: 0.1495 (0.1730) loss_giou: 0.3796 (0.3811) loss_class_0: 0.9260 (0.9071) loss_bbox_0: 0.1570 (0.1732) loss_giou_0: 0.3829 (0.3849) loss_class_1: 0.8313 (0.7858) loss_bbox_1: 0.1519 (0.1743) loss_giou_1: 0.3763 (0.3846) loss_class_2: 0.7767 (0.7550) loss_bbox_2: 0.1481 (0.1732) loss_giou_2: 0.3776 (0.3826) loss_class_3: 0.7647 (0.7415) loss_bbox_3: 0.1495 (0.1722) loss_giou_3: 0.3757 (0.3810) loss_class_4: 0.7453 (0.7332) loss_bbox_4: 0.1495 (0.1726) loss_giou_4: 0.3787 (0.3812) loss_class_enc: 0.8822 (0.8494) loss_bbox_enc: 0.1804 (0.2063) loss_giou_enc: 0.4311 (0.4361) loss_class_dn: 0.3783 (0.3761) loss_bbox_dn: 0.2145 (0.2468) loss_giou_dn: 0.4330 (0.4230) loss_class_dn_0: 0.4667 (0.4707) loss_bbox_dn_0: 0.2958 (0.3474) loss_giou_dn_0: 0.5648 (0.5513) loss_class_dn_1: 0.4111 (0.4048) loss_bbox_dn_1: 0.2319 (0.2717) loss_giou_dn_1: 0.4671 (0.4552) loss_class_dn_2: 0.3901 (0.3842) loss_bbox_dn_2: 0.2165 (0.2511) loss_giou_dn_2: 0.4427 (0.4297) loss_class_dn_3: 0.3792 (0.3780) loss_bbox_dn_3: 0.2158 (0.2477) loss_giou_dn_3: 0.4371 (0.4245) loss_class_dn_4: 0.3769 (0.3759) loss_bbox_dn_4: 0.2145 (0.2467) loss_giou_dn_4: 0.4331 (0.4229) loss_class_hybrid: 0.7621 (0.7360) loss_bbox_hybrid: 0.1576 (0.1853) loss_giou_hybrid: 0.4083 (0.4080) loss_class_0_hybrid: 0.8311 (0.8079) loss_bbox_0_hybrid: 0.1627 (0.1931) loss_giou_0_hybrid: 0.4185 (0.4233) loss_class_1_hybrid: 0.7726 (0.7608) loss_bbox_1_hybrid: 0.1581 (0.1886) loss_giou_1_hybrid: 0.4156 (0.4145) loss_class_2_hybrid: 0.7633 (0.7491) loss_bbox_2_hybrid: 0.1579 (0.1857) loss_giou_2_hybrid: 0.4032 (0.4094) loss_class_3_hybrid: 0.7551 (0.7396) loss_bbox_3_hybrid: 0.1585 (0.1853) loss_giou_3_hybrid: 0.4056 (0.4083) loss_class_4_hybrid: 0.7589 (0.7363) loss_bbox_4_hybrid: 0.1563 (0.1854) loss_giou_4_hybrid: 0.4078 (0.4083) loss_class_enc_hybrid: 0.7794 (0.7746) loss_bbox_enc_hybrid: 0.1952 (0.2296) loss_giou_enc_hybrid: 0.4764 (0.4816) mem: 1013 max mem: 36965 [2024-01-15 21:03:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:03:54 det.util.engine] INFO: Epoch: [9] [750/11727] eta: 3:19:30 lr: 0.000100 data_time: 0.0029 iter_time: 1.0393 loss: 26.1622 (25.8095) loss_class: 0.7653 (0.7324) loss_bbox: 0.1609 (0.1732) loss_giou: 0.3519 (0.3808) loss_class_0: 0.9199 (0.9080) loss_bbox_0: 0.1599 (0.1732) loss_giou_0: 0.3564 (0.3846) loss_class_1: 0.7849 (0.7864) loss_bbox_1: 0.1593 (0.1745) loss_giou_1: 0.3660 (0.3844) loss_class_2: 0.7945 (0.7564) loss_bbox_2: 0.1636 (0.1733) loss_giou_2: 0.3657 (0.3823) loss_class_3: 0.7822 (0.7425) loss_bbox_3: 0.1576 (0.1724) loss_giou_3: 0.3524 (0.3807) loss_class_4: 0.7744 (0.7343) loss_bbox_4: 0.1606 (0.1728) loss_giou_4: 0.3521 (0.3809) loss_class_enc: 0.8680 (0.8497) loss_bbox_enc: 0.2053 (0.2066) loss_giou_enc: 0.4129 (0.4359) loss_class_dn: 0.3648 (0.3759) loss_bbox_dn: 0.2312 (0.2471) loss_giou_dn: 0.3802 (0.4224) loss_class_dn_0: 0.4663 (0.4709) loss_bbox_dn_0: 0.3332 (0.3480) loss_giou_dn_0: 0.5273 (0.5508) loss_class_dn_1: 0.3989 (0.4047) loss_bbox_dn_1: 0.2684 (0.2722) loss_giou_dn_1: 0.4202 (0.4546) loss_class_dn_2: 0.3780 (0.3842) loss_bbox_dn_2: 0.2428 (0.2515) loss_giou_dn_2: 0.3898 (0.4291) loss_class_dn_3: 0.3659 (0.3780) loss_bbox_dn_3: 0.2343 (0.2480) loss_giou_dn_3: 0.3814 (0.4239) loss_class_dn_4: 0.3635 (0.3758) loss_bbox_dn_4: 0.2313 (0.2471) loss_giou_dn_4: 0.3800 (0.4223) loss_class_hybrid: 0.7528 (0.7372) loss_bbox_hybrid: 0.1827 (0.1855) loss_giou_hybrid: 0.3669 (0.4077) loss_class_0_hybrid: 0.8198 (0.8087) loss_bbox_0_hybrid: 0.1814 (0.1932) loss_giou_0_hybrid: 0.3850 (0.4230) loss_class_1_hybrid: 0.7845 (0.7623) loss_bbox_1_hybrid: 0.1772 (0.1888) loss_giou_1_hybrid: 0.3727 (0.4142) loss_class_2_hybrid: 0.7818 (0.7501) loss_bbox_2_hybrid: 0.1800 (0.1860) loss_giou_2_hybrid: 0.3684 (0.4091) loss_class_3_hybrid: 0.7731 (0.7408) loss_bbox_3_hybrid: 0.1818 (0.1856) loss_giou_3_hybrid: 0.3687 (0.4080) loss_class_4_hybrid: 0.7663 (0.7374) loss_bbox_4_hybrid: 0.1820 (0.1857) loss_giou_4_hybrid: 0.3678 (0.4079) loss_class_enc_hybrid: 0.7775 (0.7753) loss_bbox_enc_hybrid: 0.2294 (0.2299) loss_giou_enc_hybrid: 0.4553 (0.4812) mem: 1018 max mem: 36965 [2024-01-15 21:03:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:04:49 det.util.engine] INFO: Epoch: [9] [800/11727] eta: 3:18:32 lr: 0.000100 data_time: 0.0033 iter_time: 1.1018 loss: 25.8909 (25.8085) loss_class: 0.7267 (0.7324) loss_bbox: 0.1579 (0.1737) loss_giou: 0.3560 (0.3799) loss_class_0: 0.9377 (0.9089) loss_bbox_0: 0.1664 (0.1735) loss_giou_0: 0.3511 (0.3834) loss_class_1: 0.7756 (0.7859) loss_bbox_1: 0.1699 (0.1751) loss_giou_1: 0.3507 (0.3836) loss_class_2: 0.7325 (0.7564) loss_bbox_2: 0.1677 (0.1737) loss_giou_2: 0.3590 (0.3814) loss_class_3: 0.7203 (0.7427) loss_bbox_3: 0.1707 (0.1729) loss_giou_3: 0.3493 (0.3797) loss_class_4: 0.7229 (0.7345) loss_bbox_4: 0.1603 (0.1732) loss_giou_4: 0.3578 (0.3799) loss_class_enc: 0.8613 (0.8505) loss_bbox_enc: 0.2180 (0.2073) loss_giou_enc: 0.3920 (0.4347) loss_class_dn: 0.3604 (0.3757) loss_bbox_dn: 0.2478 (0.2489) loss_giou_dn: 0.4094 (0.4219) loss_class_dn_0: 0.4694 (0.4708) loss_bbox_dn_0: 0.3501 (0.3500) loss_giou_dn_0: 0.5132 (0.5501) loss_class_dn_1: 0.3899 (0.4044) loss_bbox_dn_1: 0.2775 (0.2741) loss_giou_dn_1: 0.4286 (0.4541) loss_class_dn_2: 0.3712 (0.3840) loss_bbox_dn_2: 0.2462 (0.2532) loss_giou_dn_2: 0.4086 (0.4286) loss_class_dn_3: 0.3653 (0.3778) loss_bbox_dn_3: 0.2473 (0.2498) loss_giou_dn_3: 0.4101 (0.4234) loss_class_dn_4: 0.3603 (0.3756) loss_bbox_dn_4: 0.2480 (0.2489) loss_giou_dn_4: 0.4095 (0.4218) loss_class_hybrid: 0.7201 (0.7369) loss_bbox_hybrid: 0.1739 (0.1859) loss_giou_hybrid: 0.3837 (0.4066) loss_class_0_hybrid: 0.8115 (0.8089) loss_bbox_0_hybrid: 0.1899 (0.1938) loss_giou_0_hybrid: 0.3935 (0.4217) loss_class_1_hybrid: 0.7598 (0.7623) loss_bbox_1_hybrid: 0.1798 (0.1893) loss_giou_1_hybrid: 0.3877 (0.4130) loss_class_2_hybrid: 0.7271 (0.7498) loss_bbox_2_hybrid: 0.1738 (0.1864) loss_giou_2_hybrid: 0.3873 (0.4080) loss_class_3_hybrid: 0.7299 (0.7406) loss_bbox_3_hybrid: 0.1751 (0.1860) loss_giou_3_hybrid: 0.3847 (0.4069) loss_class_4_hybrid: 0.7336 (0.7372) loss_bbox_4_hybrid: 0.1748 (0.1861) loss_giou_4_hybrid: 0.3793 (0.4068) loss_class_enc_hybrid: 0.7841 (0.7753) loss_bbox_enc_hybrid: 0.2429 (0.2307) loss_giou_enc_hybrid: 0.4771 (0.4801) mem: 1029 max mem: 36965 [2024-01-15 21:04:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:05:41 det.util.engine] INFO: Epoch: [9] [850/11727] eta: 3:17:13 lr: 0.000100 data_time: 0.0027 iter_time: 1.0499 loss: 26.8633 (25.7993) loss_class: 0.7376 (0.7328) loss_bbox: 0.1858 (0.1736) loss_giou: 0.3599 (0.3791) loss_class_0: 0.9235 (0.9097) loss_bbox_0: 0.1775 (0.1736) loss_giou_0: 0.3390 (0.3826) loss_class_1: 0.8002 (0.7865) loss_bbox_1: 0.1809 (0.1749) loss_giou_1: 0.3366 (0.3828) loss_class_2: 0.7588 (0.7568) loss_bbox_2: 0.1688 (0.1736) loss_giou_2: 0.3491 (0.3805) loss_class_3: 0.7443 (0.7432) loss_bbox_3: 0.1665 (0.1727) loss_giou_3: 0.3509 (0.3788) loss_class_4: 0.7389 (0.7349) loss_bbox_4: 0.1786 (0.1731) loss_giou_4: 0.3547 (0.3790) loss_class_enc: 0.8368 (0.8508) loss_bbox_enc: 0.2127 (0.2074) loss_giou_enc: 0.4257 (0.4341) loss_class_dn: 0.3776 (0.3754) loss_bbox_dn: 0.2365 (0.2491) loss_giou_dn: 0.4248 (0.4216) loss_class_dn_0: 0.4683 (0.4707) loss_bbox_dn_0: 0.3664 (0.3505) loss_giou_dn_0: 0.5595 (0.5498) loss_class_dn_1: 0.4109 (0.4043) loss_bbox_dn_1: 0.2671 (0.2744) loss_giou_dn_1: 0.4642 (0.4538) loss_class_dn_2: 0.3905 (0.3838) loss_bbox_dn_2: 0.2404 (0.2535) loss_giou_dn_2: 0.4310 (0.4283) loss_class_dn_3: 0.3787 (0.3776) loss_bbox_dn_3: 0.2379 (0.2500) loss_giou_dn_3: 0.4263 (0.4230) loss_class_dn_4: 0.3792 (0.3754) loss_bbox_dn_4: 0.2367 (0.2491) loss_giou_dn_4: 0.4249 (0.4214) loss_class_hybrid: 0.7552 (0.7374) loss_bbox_hybrid: 0.1845 (0.1857) loss_giou_hybrid: 0.3715 (0.4057) loss_class_0_hybrid: 0.7966 (0.8088) loss_bbox_0_hybrid: 0.1978 (0.1936) loss_giou_0_hybrid: 0.3815 (0.4209) loss_class_1_hybrid: 0.7911 (0.7629) loss_bbox_1_hybrid: 0.1877 (0.1891) loss_giou_1_hybrid: 0.3736 (0.4120) loss_class_2_hybrid: 0.7581 (0.7503) loss_bbox_2_hybrid: 0.1862 (0.1862) loss_giou_2_hybrid: 0.3713 (0.4071) loss_class_3_hybrid: 0.7447 (0.7411) loss_bbox_3_hybrid: 0.1850 (0.1858) loss_giou_3_hybrid: 0.3723 (0.4060) loss_class_4_hybrid: 0.7505 (0.7377) loss_bbox_4_hybrid: 0.1849 (0.1859) loss_giou_4_hybrid: 0.3736 (0.4059) loss_class_enc_hybrid: 0.7728 (0.7753) loss_bbox_enc_hybrid: 0.2320 (0.2307) loss_giou_enc_hybrid: 0.4434 (0.4794) mem: 1010 max mem: 36965 [2024-01-15 21:05:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:06:36 det.util.engine] INFO: Epoch: [9] [900/11727] eta: 3:16:24 lr: 0.000100 data_time: 0.0030 iter_time: 1.1060 loss: 25.3835 (25.8092) loss_class: 0.7116 (0.7342) loss_bbox: 0.1732 (0.1736) loss_giou: 0.3526 (0.3780) loss_class_0: 0.8897 (0.9108) loss_bbox_0: 0.1742 (0.1735) loss_giou_0: 0.3609 (0.3818) loss_class_1: 0.7714 (0.7876) loss_bbox_1: 0.1751 (0.1748) loss_giou_1: 0.3455 (0.3819) loss_class_2: 0.7259 (0.7583) loss_bbox_2: 0.1661 (0.1734) loss_giou_2: 0.3532 (0.3795) loss_class_3: 0.7228 (0.7444) loss_bbox_3: 0.1720 (0.1726) loss_giou_3: 0.3573 (0.3778) loss_class_4: 0.7126 (0.7363) loss_bbox_4: 0.1729 (0.1730) loss_giou_4: 0.3529 (0.3780) loss_class_enc: 0.8545 (0.8528) loss_bbox_enc: 0.2077 (0.2074) loss_giou_enc: 0.3742 (0.4331) loss_class_dn: 0.3711 (0.3755) loss_bbox_dn: 0.2521 (0.2497) loss_giou_dn: 0.4257 (0.4214) loss_class_dn_0: 0.4676 (0.4709) loss_bbox_dn_0: 0.3471 (0.3514) loss_giou_dn_0: 0.5426 (0.5498) loss_class_dn_1: 0.3981 (0.4044) loss_bbox_dn_1: 0.2765 (0.2752) loss_giou_dn_1: 0.4608 (0.4538) loss_class_dn_2: 0.3792 (0.3839) loss_bbox_dn_2: 0.2574 (0.2541) loss_giou_dn_2: 0.4368 (0.4281) loss_class_dn_3: 0.3749 (0.3777) loss_bbox_dn_3: 0.2550 (0.2507) loss_giou_dn_3: 0.4291 (0.4228) loss_class_dn_4: 0.3710 (0.3755) loss_bbox_dn_4: 0.2519 (0.2497) loss_giou_dn_4: 0.4256 (0.4213) loss_class_hybrid: 0.7353 (0.7388) loss_bbox_hybrid: 0.1814 (0.1855) loss_giou_hybrid: 0.3605 (0.4049) loss_class_0_hybrid: 0.8259 (0.8103) loss_bbox_0_hybrid: 0.1859 (0.1934) loss_giou_0_hybrid: 0.3803 (0.4201) loss_class_1_hybrid: 0.7749 (0.7643) loss_bbox_1_hybrid: 0.1685 (0.1889) loss_giou_1_hybrid: 0.3686 (0.4113) loss_class_2_hybrid: 0.7502 (0.7515) loss_bbox_2_hybrid: 0.1821 (0.1860) loss_giou_2_hybrid: 0.3631 (0.4064) loss_class_3_hybrid: 0.7431 (0.7424) loss_bbox_3_hybrid: 0.1649 (0.1856) loss_giou_3_hybrid: 0.3598 (0.4052) loss_class_4_hybrid: 0.7405 (0.7390) loss_bbox_4_hybrid: 0.1815 (0.1857) loss_giou_4_hybrid: 0.3621 (0.4051) loss_class_enc_hybrid: 0.7732 (0.7767) loss_bbox_enc_hybrid: 0.2321 (0.2307) loss_giou_enc_hybrid: 0.4362 (0.4786) mem: 1016 max mem: 36965 [2024-01-15 21:06:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:07:30 det.util.engine] INFO: Epoch: [9] [950/11727] eta: 3:15:28 lr: 0.000100 data_time: 0.0033 iter_time: 1.0977 loss: 25.8198 (25.8210) loss_class: 0.7462 (0.7342) loss_bbox: 0.1675 (0.1740) loss_giou: 0.3678 (0.3782) loss_class_0: 0.9200 (0.9104) loss_bbox_0: 0.1675 (0.1739) loss_giou_0: 0.4036 (0.3821) loss_class_1: 0.7930 (0.7876) loss_bbox_1: 0.1677 (0.1752) loss_giou_1: 0.3850 (0.3821) loss_class_2: 0.7762 (0.7582) loss_bbox_2: 0.1643 (0.1738) loss_giou_2: 0.3877 (0.3796) loss_class_3: 0.7374 (0.7445) loss_bbox_3: 0.1613 (0.1729) loss_giou_3: 0.3630 (0.3779) loss_class_4: 0.7389 (0.7363) loss_bbox_4: 0.1660 (0.1735) loss_giou_4: 0.3675 (0.3781) loss_class_enc: 0.8570 (0.8523) loss_bbox_enc: 0.2022 (0.2082) loss_giou_enc: 0.4406 (0.4337) loss_class_dn: 0.3716 (0.3754) loss_bbox_dn: 0.2112 (0.2503) loss_giou_dn: 0.4126 (0.4216) loss_class_dn_0: 0.4707 (0.4709) loss_bbox_dn_0: 0.3193 (0.3521) loss_giou_dn_0: 0.5413 (0.5499) loss_class_dn_1: 0.3977 (0.4044) loss_bbox_dn_1: 0.2325 (0.2757) loss_giou_dn_1: 0.4453 (0.4538) loss_class_dn_2: 0.3757 (0.3839) loss_bbox_dn_2: 0.2150 (0.2547) loss_giou_dn_2: 0.4191 (0.4282) loss_class_dn_3: 0.3715 (0.3777) loss_bbox_dn_3: 0.2127 (0.2513) loss_giou_dn_3: 0.4157 (0.4230) loss_class_dn_4: 0.3699 (0.3754) loss_bbox_dn_4: 0.2113 (0.2503) loss_giou_dn_4: 0.4119 (0.4215) loss_class_hybrid: 0.7459 (0.7388) loss_bbox_hybrid: 0.1745 (0.1858) loss_giou_hybrid: 0.3990 (0.4050) loss_class_0_hybrid: 0.8008 (0.8102) loss_bbox_0_hybrid: 0.1917 (0.1938) loss_giou_0_hybrid: 0.4354 (0.4203) loss_class_1_hybrid: 0.7718 (0.7645) loss_bbox_1_hybrid: 0.1854 (0.1892) loss_giou_1_hybrid: 0.4192 (0.4114) loss_class_2_hybrid: 0.7607 (0.7516) loss_bbox_2_hybrid: 0.1801 (0.1863) loss_giou_2_hybrid: 0.4121 (0.4065) loss_class_3_hybrid: 0.7614 (0.7426) loss_bbox_3_hybrid: 0.1731 (0.1858) loss_giou_3_hybrid: 0.4021 (0.4053) loss_class_4_hybrid: 0.7522 (0.7391) loss_bbox_4_hybrid: 0.1745 (0.1860) loss_giou_4_hybrid: 0.3983 (0.4052) loss_class_enc_hybrid: 0.7862 (0.7766) loss_bbox_enc_hybrid: 0.2227 (0.2314) loss_giou_enc_hybrid: 0.4987 (0.4789) mem: 1028 max mem: 36965 [2024-01-15 21:07:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:08:24 det.util.engine] INFO: Epoch: [9] [1000/11727] eta: 3:14:27 lr: 0.000100 data_time: 0.0033 iter_time: 1.0873 loss: 24.8685 (25.7779) loss_class: 0.6632 (0.7326) loss_bbox: 0.1731 (0.1739) loss_giou: 0.3451 (0.3776) loss_class_0: 0.8312 (0.9085) loss_bbox_0: 0.1808 (0.1737) loss_giou_0: 0.3484 (0.3816) loss_class_1: 0.7274 (0.7864) loss_bbox_1: 0.1815 (0.1751) loss_giou_1: 0.3341 (0.3814) loss_class_2: 0.6766 (0.7567) loss_bbox_2: 0.1734 (0.1736) loss_giou_2: 0.3360 (0.3790) loss_class_3: 0.6622 (0.7427) loss_bbox_3: 0.1767 (0.1728) loss_giou_3: 0.3505 (0.3773) loss_class_4: 0.6522 (0.7347) loss_bbox_4: 0.1757 (0.1733) loss_giou_4: 0.3487 (0.3776) loss_class_enc: 0.8040 (0.8513) loss_bbox_enc: 0.2015 (0.2079) loss_giou_enc: 0.4067 (0.4329) loss_class_dn: 0.3674 (0.3751) loss_bbox_dn: 0.2233 (0.2496) loss_giou_dn: 0.4052 (0.4204) loss_class_dn_0: 0.4613 (0.4708) loss_bbox_dn_0: 0.3365 (0.3515) loss_giou_dn_0: 0.5405 (0.5486) loss_class_dn_1: 0.3941 (0.4042) loss_bbox_dn_1: 0.2577 (0.2750) loss_giou_dn_1: 0.4384 (0.4526) loss_class_dn_2: 0.3741 (0.3836) loss_bbox_dn_2: 0.2356 (0.2540) loss_giou_dn_2: 0.4153 (0.4271) loss_class_dn_3: 0.3679 (0.3774) loss_bbox_dn_3: 0.2262 (0.2506) loss_giou_dn_3: 0.4071 (0.4219) loss_class_dn_4: 0.3664 (0.3751) loss_bbox_dn_4: 0.2233 (0.2496) loss_giou_dn_4: 0.4054 (0.4203) loss_class_hybrid: 0.6890 (0.7378) loss_bbox_hybrid: 0.1782 (0.1855) loss_giou_hybrid: 0.3567 (0.4043) loss_class_0_hybrid: 0.7552 (0.8091) loss_bbox_0_hybrid: 0.1925 (0.1935) loss_giou_0_hybrid: 0.3862 (0.4196) loss_class_1_hybrid: 0.7097 (0.7635) loss_bbox_1_hybrid: 0.1764 (0.1889) loss_giou_1_hybrid: 0.3633 (0.4106) loss_class_2_hybrid: 0.6949 (0.7504) loss_bbox_2_hybrid: 0.1831 (0.1860) loss_giou_2_hybrid: 0.3540 (0.4057) loss_class_3_hybrid: 0.6929 (0.7417) loss_bbox_3_hybrid: 0.1827 (0.1855) loss_giou_3_hybrid: 0.3558 (0.4045) loss_class_4_hybrid: 0.6958 (0.7380) loss_bbox_4_hybrid: 0.1824 (0.1857) loss_giou_4_hybrid: 0.3548 (0.4044) loss_class_enc_hybrid: 0.7368 (0.7760) loss_bbox_enc_hybrid: 0.2218 (0.2311) loss_giou_enc_hybrid: 0.4381 (0.4781) mem: 1023 max mem: 36965 [2024-01-15 21:08:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:09:19 det.util.engine] INFO: Epoch: [9] [1050/11727] eta: 3:13:32 lr: 0.000100 data_time: 0.0028 iter_time: 1.0779 loss: 25.3326 (25.7417) loss_class: 0.7244 (0.7313) loss_bbox: 0.1587 (0.1735) loss_giou: 0.3532 (0.3771) loss_class_0: 0.8727 (0.9072) loss_bbox_0: 0.1671 (0.1734) loss_giou_0: 0.3578 (0.3812) loss_class_1: 0.7787 (0.7851) loss_bbox_1: 0.1565 (0.1746) loss_giou_1: 0.3573 (0.3809) loss_class_2: 0.7352 (0.7559) loss_bbox_2: 0.1565 (0.1731) loss_giou_2: 0.3509 (0.3784) loss_class_3: 0.7187 (0.7414) loss_bbox_3: 0.1589 (0.1724) loss_giou_3: 0.3518 (0.3768) loss_class_4: 0.7394 (0.7335) loss_bbox_4: 0.1587 (0.1729) loss_giou_4: 0.3533 (0.3770) loss_class_enc: 0.8274 (0.8505) loss_bbox_enc: 0.2014 (0.2075) loss_giou_enc: 0.4131 (0.4325) loss_class_dn: 0.3840 (0.3750) loss_bbox_dn: 0.2461 (0.2490) loss_giou_dn: 0.4011 (0.4198) loss_class_dn_0: 0.4812 (0.4708) loss_bbox_dn_0: 0.3545 (0.3509) loss_giou_dn_0: 0.5079 (0.5480) loss_class_dn_1: 0.4121 (0.4041) loss_bbox_dn_1: 0.2840 (0.2744) loss_giou_dn_1: 0.4198 (0.4520) loss_class_dn_2: 0.3874 (0.3834) loss_bbox_dn_2: 0.2554 (0.2534) loss_giou_dn_2: 0.3988 (0.4264) loss_class_dn_3: 0.3876 (0.3772) loss_bbox_dn_3: 0.2471 (0.2499) loss_giou_dn_3: 0.3948 (0.4212) loss_class_dn_4: 0.3873 (0.3749) loss_bbox_dn_4: 0.2461 (0.2490) loss_giou_dn_4: 0.3940 (0.4196) loss_class_hybrid: 0.6966 (0.7369) loss_bbox_hybrid: 0.1633 (0.1850) loss_giou_hybrid: 0.3740 (0.4037) loss_class_0_hybrid: 0.7925 (0.8086) loss_bbox_0_hybrid: 0.1730 (0.1929) loss_giou_0_hybrid: 0.3845 (0.4189) loss_class_1_hybrid: 0.7316 (0.7627) loss_bbox_1_hybrid: 0.1649 (0.1883) loss_giou_1_hybrid: 0.3775 (0.4099) loss_class_2_hybrid: 0.7153 (0.7497) loss_bbox_2_hybrid: 0.1641 (0.1855) loss_giou_2_hybrid: 0.3739 (0.4050) loss_class_3_hybrid: 0.7082 (0.7407) loss_bbox_3_hybrid: 0.1600 (0.1851) loss_giou_3_hybrid: 0.3728 (0.4039) loss_class_4_hybrid: 0.7010 (0.7372) loss_bbox_4_hybrid: 0.1606 (0.1852) loss_giou_4_hybrid: 0.3736 (0.4038) loss_class_enc_hybrid: 0.7710 (0.7757) loss_bbox_enc_hybrid: 0.2062 (0.2306) loss_giou_enc_hybrid: 0.4349 (0.4773) mem: 1024 max mem: 36965 [2024-01-15 21:09:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:10:14 det.util.engine] INFO: Epoch: [9] [1100/11727] eta: 3:12:52 lr: 0.000100 data_time: 0.0030 iter_time: 1.1071 loss: 26.5606 (25.7251) loss_class: 0.7419 (0.7308) loss_bbox: 0.1596 (0.1734) loss_giou: 0.3658 (0.3769) loss_class_0: 0.9015 (0.9064) loss_bbox_0: 0.1592 (0.1733) loss_giou_0: 0.3697 (0.3811) loss_class_1: 0.7862 (0.7844) loss_bbox_1: 0.1560 (0.1746) loss_giou_1: 0.3780 (0.3806) loss_class_2: 0.7765 (0.7558) loss_bbox_2: 0.1578 (0.1730) loss_giou_2: 0.3677 (0.3780) loss_class_3: 0.7571 (0.7410) loss_bbox_3: 0.1553 (0.1724) loss_giou_3: 0.3660 (0.3765) loss_class_4: 0.7568 (0.7330) loss_bbox_4: 0.1535 (0.1727) loss_giou_4: 0.3652 (0.3767) loss_class_enc: 0.8333 (0.8498) loss_bbox_enc: 0.1957 (0.2074) loss_giou_enc: 0.4313 (0.4323) loss_class_dn: 0.3701 (0.3747) loss_bbox_dn: 0.2218 (0.2487) loss_giou_dn: 0.4224 (0.4194) loss_class_dn_0: 0.4653 (0.4707) loss_bbox_dn_0: 0.3199 (0.3508) loss_giou_dn_0: 0.5330 (0.5476) loss_class_dn_1: 0.3947 (0.4039) loss_bbox_dn_1: 0.2475 (0.2742) loss_giou_dn_1: 0.4585 (0.4517) loss_class_dn_2: 0.3791 (0.3832) loss_bbox_dn_2: 0.2284 (0.2532) loss_giou_dn_2: 0.4345 (0.4261) loss_class_dn_3: 0.3718 (0.3769) loss_bbox_dn_3: 0.2222 (0.2497) loss_giou_dn_3: 0.4243 (0.4208) loss_class_dn_4: 0.3701 (0.3747) loss_bbox_dn_4: 0.2217 (0.2487) loss_giou_dn_4: 0.4224 (0.4193) loss_class_hybrid: 0.7124 (0.7365) loss_bbox_hybrid: 0.1771 (0.1850) loss_giou_hybrid: 0.4173 (0.4035) loss_class_0_hybrid: 0.7874 (0.8079) loss_bbox_0_hybrid: 0.1804 (0.1928) loss_giou_0_hybrid: 0.4371 (0.4187) loss_class_1_hybrid: 0.7414 (0.7623) loss_bbox_1_hybrid: 0.1735 (0.1882) loss_giou_1_hybrid: 0.4227 (0.4097) loss_class_2_hybrid: 0.7296 (0.7492) loss_bbox_2_hybrid: 0.1788 (0.1854) loss_giou_2_hybrid: 0.4209 (0.4048) loss_class_3_hybrid: 0.7154 (0.7401) loss_bbox_3_hybrid: 0.1786 (0.1850) loss_giou_3_hybrid: 0.4170 (0.4037) loss_class_4_hybrid: 0.7163 (0.7368) loss_bbox_4_hybrid: 0.1794 (0.1851) loss_giou_4_hybrid: 0.4164 (0.4035) loss_class_enc_hybrid: 0.7534 (0.7749) loss_bbox_enc_hybrid: 0.2217 (0.2305) loss_giou_enc_hybrid: 0.4993 (0.4771) mem: 1021 max mem: 36965 [2024-01-15 21:10:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:11:09 det.util.engine] INFO: Epoch: [9] [1150/11727] eta: 3:11:57 lr: 0.000100 data_time: 0.0030 iter_time: 1.0602 loss: 25.1094 (25.6976) loss_class: 0.6967 (0.7304) loss_bbox: 0.1424 (0.1728) loss_giou: 0.3609 (0.3767) loss_class_0: 0.8557 (0.9059) loss_bbox_0: 0.1526 (0.1728) loss_giou_0: 0.3546 (0.3809) loss_class_1: 0.7674 (0.7844) loss_bbox_1: 0.1557 (0.1740) loss_giou_1: 0.3700 (0.3803) loss_class_2: 0.7109 (0.7555) loss_bbox_2: 0.1500 (0.1723) loss_giou_2: 0.3619 (0.3777) loss_class_3: 0.6902 (0.7405) loss_bbox_3: 0.1459 (0.1718) loss_giou_3: 0.3708 (0.3763) loss_class_4: 0.6984 (0.7326) loss_bbox_4: 0.1476 (0.1722) loss_giou_4: 0.3607 (0.3765) loss_class_enc: 0.8269 (0.8495) loss_bbox_enc: 0.1781 (0.2069) loss_giou_enc: 0.4131 (0.4320) loss_class_dn: 0.3610 (0.3745) loss_bbox_dn: 0.2081 (0.2476) loss_giou_dn: 0.3969 (0.4188) loss_class_dn_0: 0.4605 (0.4706) loss_bbox_dn_0: 0.3034 (0.3496) loss_giou_dn_0: 0.5217 (0.5471) loss_class_dn_1: 0.3908 (0.4037) loss_bbox_dn_1: 0.2285 (0.2730) loss_giou_dn_1: 0.4363 (0.4511) loss_class_dn_2: 0.3737 (0.3830) loss_bbox_dn_2: 0.2135 (0.2521) loss_giou_dn_2: 0.4051 (0.4254) loss_class_dn_3: 0.3659 (0.3768) loss_bbox_dn_3: 0.2087 (0.2485) loss_giou_dn_3: 0.3989 (0.4202) loss_class_dn_4: 0.3630 (0.3745) loss_bbox_dn_4: 0.2082 (0.2476) loss_giou_dn_4: 0.3968 (0.4186) loss_class_hybrid: 0.7238 (0.7361) loss_bbox_hybrid: 0.1635 (0.1844) loss_giou_hybrid: 0.3839 (0.4032) loss_class_0_hybrid: 0.7829 (0.8077) loss_bbox_0_hybrid: 0.1731 (0.1923) loss_giou_0_hybrid: 0.3962 (0.4184) loss_class_1_hybrid: 0.7434 (0.7623) loss_bbox_1_hybrid: 0.1681 (0.1876) loss_giou_1_hybrid: 0.3890 (0.4094) loss_class_2_hybrid: 0.7306 (0.7490) loss_bbox_2_hybrid: 0.1676 (0.1848) loss_giou_2_hybrid: 0.3845 (0.4045) loss_class_3_hybrid: 0.7260 (0.7399) loss_bbox_3_hybrid: 0.1673 (0.1844) loss_giou_3_hybrid: 0.3865 (0.4035) loss_class_4_hybrid: 0.7304 (0.7365) loss_bbox_4_hybrid: 0.1637 (0.1845) loss_giou_4_hybrid: 0.3845 (0.4033) loss_class_enc_hybrid: 0.7459 (0.7747) loss_bbox_enc_hybrid: 0.2002 (0.2299) loss_giou_enc_hybrid: 0.4531 (0.4768) mem: 1017 max mem: 36965 [2024-01-15 21:11:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:12:01 det.util.engine] INFO: Epoch: [9] [1200/11727] eta: 3:10:45 lr: 0.000100 data_time: 0.0029 iter_time: 1.0592 loss: 25.6332 (25.6906) loss_class: 0.7480 (0.7304) loss_bbox: 0.1630 (0.1730) loss_giou: 0.3382 (0.3761) loss_class_0: 0.8369 (0.9049) loss_bbox_0: 0.1684 (0.1733) loss_giou_0: 0.3520 (0.3806) loss_class_1: 0.7918 (0.7843) loss_bbox_1: 0.1637 (0.1743) loss_giou_1: 0.3442 (0.3799) loss_class_2: 0.7601 (0.7552) loss_bbox_2: 0.1674 (0.1725) loss_giou_2: 0.3497 (0.3771) loss_class_3: 0.7340 (0.7400) loss_bbox_3: 0.1636 (0.1721) loss_giou_3: 0.3372 (0.3758) loss_class_4: 0.7467 (0.7324) loss_bbox_4: 0.1667 (0.1724) loss_giou_4: 0.3434 (0.3760) loss_class_enc: 0.8100 (0.8490) loss_bbox_enc: 0.2018 (0.2075) loss_giou_enc: 0.4043 (0.4319) loss_class_dn: 0.3695 (0.3742) loss_bbox_dn: 0.2483 (0.2480) loss_giou_dn: 0.4023 (0.4182) loss_class_dn_0: 0.4710 (0.4706) loss_bbox_dn_0: 0.3465 (0.3503) loss_giou_dn_0: 0.5283 (0.5465) loss_class_dn_1: 0.3984 (0.4035) loss_bbox_dn_1: 0.2725 (0.2735) loss_giou_dn_1: 0.4371 (0.4506) loss_class_dn_2: 0.3782 (0.3827) loss_bbox_dn_2: 0.2519 (0.2525) loss_giou_dn_2: 0.4105 (0.4249) loss_class_dn_3: 0.3738 (0.3765) loss_bbox_dn_3: 0.2502 (0.2489) loss_giou_dn_3: 0.4058 (0.4196) loss_class_dn_4: 0.3731 (0.3742) loss_bbox_dn_4: 0.2484 (0.2480) loss_giou_dn_4: 0.4027 (0.4181) loss_class_hybrid: 0.7254 (0.7358) loss_bbox_hybrid: 0.1893 (0.1848) loss_giou_hybrid: 0.3914 (0.4029) loss_class_0_hybrid: 0.7729 (0.8071) loss_bbox_0_hybrid: 0.2044 (0.1928) loss_giou_0_hybrid: 0.3941 (0.4182) loss_class_1_hybrid: 0.7362 (0.7618) loss_bbox_1_hybrid: 0.1933 (0.1880) loss_giou_1_hybrid: 0.3975 (0.4091) loss_class_2_hybrid: 0.7182 (0.7483) loss_bbox_2_hybrid: 0.1946 (0.1852) loss_giou_2_hybrid: 0.3951 (0.4042) loss_class_3_hybrid: 0.7181 (0.7392) loss_bbox_3_hybrid: 0.1906 (0.1848) loss_giou_3_hybrid: 0.3956 (0.4032) loss_class_4_hybrid: 0.7169 (0.7360) loss_bbox_4_hybrid: 0.1921 (0.1849) loss_giou_4_hybrid: 0.3944 (0.4030) loss_class_enc_hybrid: 0.7665 (0.7745) loss_bbox_enc_hybrid: 0.2372 (0.2307) loss_giou_enc_hybrid: 0.4465 (0.4767) mem: 1021 max mem: 36965 [2024-01-15 21:12:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:12:56 det.util.engine] INFO: Epoch: [9] [1250/11727] eta: 3:09:54 lr: 0.000100 data_time: 0.0031 iter_time: 1.1143 loss: 25.3565 (25.6743) loss_class: 0.7023 (0.7301) loss_bbox: 0.1874 (0.1727) loss_giou: 0.3455 (0.3758) loss_class_0: 0.9062 (0.9046) loss_bbox_0: 0.1825 (0.1730) loss_giou_0: 0.3448 (0.3802) loss_class_1: 0.7582 (0.7838) loss_bbox_1: 0.1810 (0.1741) loss_giou_1: 0.3576 (0.3796) loss_class_2: 0.7526 (0.7545) loss_bbox_2: 0.1855 (0.1723) loss_giou_2: 0.3518 (0.3768) loss_class_3: 0.7104 (0.7396) loss_bbox_3: 0.1821 (0.1719) loss_giou_3: 0.3498 (0.3755) loss_class_4: 0.6840 (0.7318) loss_bbox_4: 0.1882 (0.1722) loss_giou_4: 0.3518 (0.3757) loss_class_enc: 0.8537 (0.8490) loss_bbox_enc: 0.2055 (0.2072) loss_giou_enc: 0.4018 (0.4315) loss_class_dn: 0.3666 (0.3740) loss_bbox_dn: 0.2587 (0.2478) loss_giou_dn: 0.4049 (0.4181) loss_class_dn_0: 0.4644 (0.4705) loss_bbox_dn_0: 0.3629 (0.3501) loss_giou_dn_0: 0.5363 (0.5464) loss_class_dn_1: 0.4005 (0.4033) loss_bbox_dn_1: 0.2839 (0.2734) loss_giou_dn_1: 0.4375 (0.4505) loss_class_dn_2: 0.3814 (0.3825) loss_bbox_dn_2: 0.2633 (0.2523) loss_giou_dn_2: 0.4117 (0.4248) loss_class_dn_3: 0.3747 (0.3763) loss_bbox_dn_3: 0.2597 (0.2487) loss_giou_dn_3: 0.4048 (0.4196) loss_class_dn_4: 0.3681 (0.3740) loss_bbox_dn_4: 0.2587 (0.2478) loss_giou_dn_4: 0.4049 (0.4180) loss_class_hybrid: 0.7283 (0.7353) loss_bbox_hybrid: 0.1917 (0.1846) loss_giou_hybrid: 0.3780 (0.4026) loss_class_0_hybrid: 0.7876 (0.8067) loss_bbox_0_hybrid: 0.2043 (0.1927) loss_giou_0_hybrid: 0.3863 (0.4178) loss_class_1_hybrid: 0.7322 (0.7612) loss_bbox_1_hybrid: 0.1970 (0.1878) loss_giou_1_hybrid: 0.3804 (0.4088) loss_class_2_hybrid: 0.7332 (0.7478) loss_bbox_2_hybrid: 0.1918 (0.1850) loss_giou_2_hybrid: 0.3761 (0.4039) loss_class_3_hybrid: 0.7343 (0.7388) loss_bbox_3_hybrid: 0.1918 (0.1846) loss_giou_3_hybrid: 0.3762 (0.4029) loss_class_4_hybrid: 0.7308 (0.7354) loss_bbox_4_hybrid: 0.1915 (0.1847) loss_giou_4_hybrid: 0.3778 (0.4027) loss_class_enc_hybrid: 0.7646 (0.7742) loss_bbox_enc_hybrid: 0.2321 (0.2305) loss_giou_enc_hybrid: 0.4306 (0.4763) mem: 1010 max mem: 36965 [2024-01-15 21:12:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:13:51 det.util.engine] INFO: Epoch: [9] [1300/11727] eta: 3:09:02 lr: 0.000100 data_time: 0.0028 iter_time: 1.0643 loss: 25.7913 (25.6816) loss_class: 0.7483 (0.7306) loss_bbox: 0.1588 (0.1729) loss_giou: 0.3414 (0.3755) loss_class_0: 0.8935 (0.9053) loss_bbox_0: 0.1580 (0.1731) loss_giou_0: 0.3595 (0.3799) loss_class_1: 0.7719 (0.7842) loss_bbox_1: 0.1575 (0.1743) loss_giou_1: 0.3568 (0.3793) loss_class_2: 0.7400 (0.7547) loss_bbox_2: 0.1551 (0.1725) loss_giou_2: 0.3447 (0.3765) loss_class_3: 0.7310 (0.7400) loss_bbox_3: 0.1633 (0.1722) loss_giou_3: 0.3480 (0.3753) loss_class_4: 0.7307 (0.7323) loss_bbox_4: 0.1624 (0.1725) loss_giou_4: 0.3423 (0.3754) loss_class_enc: 0.8496 (0.8497) loss_bbox_enc: 0.1909 (0.2074) loss_giou_enc: 0.4163 (0.4311) loss_class_dn: 0.3750 (0.3738) loss_bbox_dn: 0.2175 (0.2483) loss_giou_dn: 0.4111 (0.4180) loss_class_dn_0: 0.4693 (0.4704) loss_bbox_dn_0: 0.3129 (0.3508) loss_giou_dn_0: 0.5435 (0.5463) loss_class_dn_1: 0.4067 (0.4032) loss_bbox_dn_1: 0.2449 (0.2739) loss_giou_dn_1: 0.4421 (0.4504) loss_class_dn_2: 0.3844 (0.3823) loss_bbox_dn_2: 0.2231 (0.2528) loss_giou_dn_2: 0.4171 (0.4247) loss_class_dn_3: 0.3784 (0.3761) loss_bbox_dn_3: 0.2181 (0.2492) loss_giou_dn_3: 0.4114 (0.4194) loss_class_dn_4: 0.3753 (0.3738) loss_bbox_dn_4: 0.2175 (0.2483) loss_giou_dn_4: 0.4107 (0.4179) loss_class_hybrid: 0.7473 (0.7360) loss_bbox_hybrid: 0.1701 (0.1847) loss_giou_hybrid: 0.3606 (0.4022) loss_class_0_hybrid: 0.8114 (0.8075) loss_bbox_0_hybrid: 0.1803 (0.1927) loss_giou_0_hybrid: 0.3775 (0.4174) loss_class_1_hybrid: 0.7698 (0.7620) loss_bbox_1_hybrid: 0.1683 (0.1879) loss_giou_1_hybrid: 0.3643 (0.4084) loss_class_2_hybrid: 0.7528 (0.7485) loss_bbox_2_hybrid: 0.1729 (0.1851) loss_giou_2_hybrid: 0.3618 (0.4035) loss_class_3_hybrid: 0.7449 (0.7394) loss_bbox_3_hybrid: 0.1667 (0.1847) loss_giou_3_hybrid: 0.3616 (0.4025) loss_class_4_hybrid: 0.7434 (0.7361) loss_bbox_4_hybrid: 0.1687 (0.1848) loss_giou_4_hybrid: 0.3621 (0.4023) loss_class_enc_hybrid: 0.7866 (0.7749) loss_bbox_enc_hybrid: 0.2104 (0.2306) loss_giou_enc_hybrid: 0.4359 (0.4759) mem: 1030 max mem: 36965 [2024-01-15 21:13:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:14:45 det.util.engine] INFO: Epoch: [9] [1350/11727] eta: 3:08:09 lr: 0.000100 data_time: 0.0028 iter_time: 1.0645 loss: 25.8634 (25.6695) loss_class: 0.6866 (0.7295) loss_bbox: 0.1703 (0.1728) loss_giou: 0.4210 (0.3760) loss_class_0: 0.8314 (0.9040) loss_bbox_0: 0.1657 (0.1728) loss_giou_0: 0.4008 (0.3804) loss_class_1: 0.7431 (0.7833) loss_bbox_1: 0.1648 (0.1741) loss_giou_1: 0.4060 (0.3797) loss_class_2: 0.7035 (0.7537) loss_bbox_2: 0.1612 (0.1724) loss_giou_2: 0.4081 (0.3770) loss_class_3: 0.6998 (0.7387) loss_bbox_3: 0.1565 (0.1721) loss_giou_3: 0.4139 (0.3759) loss_class_4: 0.6899 (0.7310) loss_bbox_4: 0.1668 (0.1724) loss_giou_4: 0.4168 (0.3761) loss_class_enc: 0.7891 (0.8485) loss_bbox_enc: 0.1783 (0.2071) loss_giou_enc: 0.4576 (0.4316) loss_class_dn: 0.3884 (0.3737) loss_bbox_dn: 0.2081 (0.2479) loss_giou_dn: 0.4624 (0.4183) loss_class_dn_0: 0.4584 (0.4704) loss_bbox_dn_0: 0.3205 (0.3505) loss_giou_dn_0: 0.5852 (0.5468) loss_class_dn_1: 0.4107 (0.4031) loss_bbox_dn_1: 0.2387 (0.2736) loss_giou_dn_1: 0.4879 (0.4506) loss_class_dn_2: 0.3940 (0.3823) loss_bbox_dn_2: 0.2115 (0.2524) loss_giou_dn_2: 0.4659 (0.4249) loss_class_dn_3: 0.3889 (0.3761) loss_bbox_dn_3: 0.2098 (0.2489) loss_giou_dn_3: 0.4632 (0.4197) loss_class_dn_4: 0.3884 (0.3738) loss_bbox_dn_4: 0.2079 (0.2479) loss_giou_dn_4: 0.4624 (0.4182) loss_class_hybrid: 0.6912 (0.7349) loss_bbox_hybrid: 0.1576 (0.1844) loss_giou_hybrid: 0.4374 (0.4027) loss_class_0_hybrid: 0.7282 (0.8064) loss_bbox_0_hybrid: 0.1742 (0.1924) loss_giou_0_hybrid: 0.4401 (0.4179) loss_class_1_hybrid: 0.7075 (0.7610) loss_bbox_1_hybrid: 0.1669 (0.1877) loss_giou_1_hybrid: 0.4314 (0.4089) loss_class_2_hybrid: 0.6859 (0.7474) loss_bbox_2_hybrid: 0.1679 (0.1849) loss_giou_2_hybrid: 0.4388 (0.4040) loss_class_3_hybrid: 0.6924 (0.7384) loss_bbox_3_hybrid: 0.1580 (0.1845) loss_giou_3_hybrid: 0.4365 (0.4030) loss_class_4_hybrid: 0.6804 (0.7351) loss_bbox_4_hybrid: 0.1615 (0.1846) loss_giou_4_hybrid: 0.4381 (0.4028) loss_class_enc_hybrid: 0.7289 (0.7738) loss_bbox_enc_hybrid: 0.2037 (0.2303) loss_giou_enc_hybrid: 0.5105 (0.4763) mem: 1024 max mem: 36965 [2024-01-15 21:14:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:15:41 det.util.engine] INFO: Epoch: [9] [1400/11727] eta: 3:07:23 lr: 0.000100 data_time: 0.0032 iter_time: 1.1068 loss: 25.4243 (25.6761) loss_class: 0.7001 (0.7295) loss_bbox: 0.1659 (0.1727) loss_giou: 0.3899 (0.3766) loss_class_0: 0.8919 (0.9040) loss_bbox_0: 0.1584 (0.1728) loss_giou_0: 0.3693 (0.3809) loss_class_1: 0.7608 (0.7835) loss_bbox_1: 0.1679 (0.1740) loss_giou_1: 0.3814 (0.3802) loss_class_2: 0.7165 (0.7539) loss_bbox_2: 0.1593 (0.1723) loss_giou_2: 0.3666 (0.3774) loss_class_3: 0.6997 (0.7386) loss_bbox_3: 0.1646 (0.1720) loss_giou_3: 0.3745 (0.3765) loss_class_4: 0.6844 (0.7310) loss_bbox_4: 0.1657 (0.1723) loss_giou_4: 0.3745 (0.3766) loss_class_enc: 0.8304 (0.8489) loss_bbox_enc: 0.1926 (0.2068) loss_giou_enc: 0.4220 (0.4320) loss_class_dn: 0.3771 (0.3739) loss_bbox_dn: 0.2147 (0.2477) loss_giou_dn: 0.4015 (0.4184) loss_class_dn_0: 0.4753 (0.4705) loss_bbox_dn_0: 0.3095 (0.3502) loss_giou_dn_0: 0.5351 (0.5469) loss_class_dn_1: 0.4049 (0.4033) loss_bbox_dn_1: 0.2406 (0.2733) loss_giou_dn_1: 0.4428 (0.4508) loss_class_dn_2: 0.3822 (0.3825) loss_bbox_dn_2: 0.2199 (0.2521) loss_giou_dn_2: 0.4086 (0.4251) loss_class_dn_3: 0.3819 (0.3762) loss_bbox_dn_3: 0.2166 (0.2486) loss_giou_dn_3: 0.4030 (0.4199) loss_class_dn_4: 0.3766 (0.3739) loss_bbox_dn_4: 0.2146 (0.2476) loss_giou_dn_4: 0.4013 (0.4183) loss_class_hybrid: 0.6993 (0.7350) loss_bbox_hybrid: 0.1780 (0.1844) loss_giou_hybrid: 0.3832 (0.4031) loss_class_0_hybrid: 0.7836 (0.8065) loss_bbox_0_hybrid: 0.1772 (0.1924) loss_giou_0_hybrid: 0.3877 (0.4183) loss_class_1_hybrid: 0.7401 (0.7611) loss_bbox_1_hybrid: 0.1726 (0.1877) loss_giou_1_hybrid: 0.3905 (0.4094) loss_class_2_hybrid: 0.7228 (0.7474) loss_bbox_2_hybrid: 0.1695 (0.1848) loss_giou_2_hybrid: 0.3814 (0.4045) loss_class_3_hybrid: 0.7020 (0.7385) loss_bbox_3_hybrid: 0.1751 (0.1844) loss_giou_3_hybrid: 0.3805 (0.4035) loss_class_4_hybrid: 0.7083 (0.7352) loss_bbox_4_hybrid: 0.1753 (0.1845) loss_giou_4_hybrid: 0.3808 (0.4032) loss_class_enc_hybrid: 0.7627 (0.7738) loss_bbox_enc_hybrid: 0.2078 (0.2302) loss_giou_enc_hybrid: 0.4560 (0.4767) mem: 1022 max mem: 36965 [2024-01-15 21:15:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:16:37 det.util.engine] INFO: Epoch: [9] [1450/11727] eta: 3:06:41 lr: 0.000100 data_time: 0.0028 iter_time: 1.1737 loss: 26.0656 (25.6802) loss_class: 0.7638 (0.7296) loss_bbox: 0.1674 (0.1728) loss_giou: 0.3899 (0.3766) loss_class_0: 0.9325 (0.9037) loss_bbox_0: 0.1657 (0.1728) loss_giou_0: 0.3880 (0.3809) loss_class_1: 0.8202 (0.7842) loss_bbox_1: 0.1658 (0.1740) loss_giou_1: 0.3985 (0.3801) loss_class_2: 0.7956 (0.7547) loss_bbox_2: 0.1744 (0.1723) loss_giou_2: 0.3849 (0.3773) loss_class_3: 0.7798 (0.7389) loss_bbox_3: 0.1688 (0.1721) loss_giou_3: 0.3949 (0.3765) loss_class_4: 0.7649 (0.7312) loss_bbox_4: 0.1673 (0.1724) loss_giou_4: 0.3950 (0.3766) loss_class_enc: 0.8777 (0.8494) loss_bbox_enc: 0.1931 (0.2065) loss_giou_enc: 0.4343 (0.4315) loss_class_dn: 0.3902 (0.3740) loss_bbox_dn: 0.2525 (0.2477) loss_giou_dn: 0.4391 (0.4184) loss_class_dn_0: 0.4717 (0.4705) loss_bbox_dn_0: 0.3695 (0.3502) loss_giou_dn_0: 0.5789 (0.5468) loss_class_dn_1: 0.4130 (0.4034) loss_bbox_dn_1: 0.2739 (0.2733) loss_giou_dn_1: 0.4699 (0.4507) loss_class_dn_2: 0.3988 (0.3826) loss_bbox_dn_2: 0.2511 (0.2521) loss_giou_dn_2: 0.4437 (0.4251) loss_class_dn_3: 0.3931 (0.3763) loss_bbox_dn_3: 0.2509 (0.2486) loss_giou_dn_3: 0.4385 (0.4198) loss_class_dn_4: 0.3887 (0.3740) loss_bbox_dn_4: 0.2526 (0.2477) loss_giou_dn_4: 0.4391 (0.4183) loss_class_hybrid: 0.7718 (0.7353) loss_bbox_hybrid: 0.1777 (0.1845) loss_giou_hybrid: 0.4282 (0.4031) loss_class_0_hybrid: 0.8136 (0.8065) loss_bbox_0_hybrid: 0.1921 (0.1925) loss_giou_0_hybrid: 0.4428 (0.4183) loss_class_1_hybrid: 0.7774 (0.7615) loss_bbox_1_hybrid: 0.1804 (0.1877) loss_giou_1_hybrid: 0.4350 (0.4093) loss_class_2_hybrid: 0.7765 (0.7479) loss_bbox_2_hybrid: 0.1845 (0.1849) loss_giou_2_hybrid: 0.4324 (0.4045) loss_class_3_hybrid: 0.7657 (0.7390) loss_bbox_3_hybrid: 0.1772 (0.1845) loss_giou_3_hybrid: 0.4281 (0.4034) loss_class_4_hybrid: 0.7665 (0.7355) loss_bbox_4_hybrid: 0.1776 (0.1846) loss_giou_4_hybrid: 0.4270 (0.4032) loss_class_enc_hybrid: 0.7779 (0.7741) loss_bbox_enc_hybrid: 0.2203 (0.2301) loss_giou_enc_hybrid: 0.4926 (0.4764) mem: 1016 max mem: 36965 [2024-01-15 21:16:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:17:30 det.util.engine] INFO: Epoch: [9] [1500/11727] eta: 3:05:35 lr: 0.000100 data_time: 0.0028 iter_time: 1.0447 loss: 27.0075 (25.7074) loss_class: 0.7537 (0.7297) loss_bbox: 0.1872 (0.1732) loss_giou: 0.3835 (0.3772) loss_class_0: 0.9160 (0.9041) loss_bbox_0: 0.1904 (0.1732) loss_giou_0: 0.3719 (0.3813) loss_class_1: 0.7973 (0.7848) loss_bbox_1: 0.1872 (0.1744) loss_giou_1: 0.3732 (0.3805) loss_class_2: 0.7812 (0.7552) loss_bbox_2: 0.1919 (0.1726) loss_giou_2: 0.3796 (0.3777) loss_class_3: 0.7645 (0.7392) loss_bbox_3: 0.1853 (0.1726) loss_giou_3: 0.3812 (0.3770) loss_class_4: 0.7510 (0.7314) loss_bbox_4: 0.1873 (0.1728) loss_giou_4: 0.3837 (0.3772) loss_class_enc: 0.8487 (0.8496) loss_bbox_enc: 0.2193 (0.2069) loss_giou_enc: 0.4346 (0.4319) loss_class_dn: 0.3833 (0.3742) loss_bbox_dn: 0.2630 (0.2485) loss_giou_dn: 0.4538 (0.4191) loss_class_dn_0: 0.4717 (0.4707) loss_bbox_dn_0: 0.3610 (0.3511) loss_giou_dn_0: 0.5708 (0.5475) loss_class_dn_1: 0.4116 (0.4036) loss_bbox_dn_1: 0.2963 (0.2743) loss_giou_dn_1: 0.4847 (0.4514) loss_class_dn_2: 0.3917 (0.3827) loss_bbox_dn_2: 0.2679 (0.2531) loss_giou_dn_2: 0.4618 (0.4258) loss_class_dn_3: 0.3845 (0.3765) loss_bbox_dn_3: 0.2641 (0.2495) loss_giou_dn_3: 0.4546 (0.4205) loss_class_dn_4: 0.3851 (0.3742) loss_bbox_dn_4: 0.2631 (0.2485) loss_giou_dn_4: 0.4536 (0.4190) loss_class_hybrid: 0.7454 (0.7354) loss_bbox_hybrid: 0.2105 (0.1850) loss_giou_hybrid: 0.3970 (0.4035) loss_class_0_hybrid: 0.8019 (0.8066) loss_bbox_0_hybrid: 0.2148 (0.1930) loss_giou_0_hybrid: 0.4132 (0.4187) loss_class_1_hybrid: 0.7900 (0.7618) loss_bbox_1_hybrid: 0.2107 (0.1883) loss_giou_1_hybrid: 0.4080 (0.4098) loss_class_2_hybrid: 0.7437 (0.7481) loss_bbox_2_hybrid: 0.2109 (0.1854) loss_giou_2_hybrid: 0.3960 (0.4049) loss_class_3_hybrid: 0.7456 (0.7393) loss_bbox_3_hybrid: 0.2108 (0.1850) loss_giou_3_hybrid: 0.3956 (0.4038) loss_class_4_hybrid: 0.7515 (0.7356) loss_bbox_4_hybrid: 0.2107 (0.1851) loss_giou_4_hybrid: 0.3955 (0.4036) loss_class_enc_hybrid: 0.7837 (0.7742) loss_bbox_enc_hybrid: 0.2483 (0.2307) loss_giou_enc_hybrid: 0.4716 (0.4769) mem: 1024 max mem: 36965 [2024-01-15 21:17:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:18:23 det.util.engine] INFO: Epoch: [9] [1550/11727] eta: 3:04:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0766 loss: 25.8145 (25.7161) loss_class: 0.7597 (0.7305) loss_bbox: 0.1630 (0.1733) loss_giou: 0.3676 (0.3769) loss_class_0: 0.9270 (0.9045) loss_bbox_0: 0.1658 (0.1733) loss_giou_0: 0.3792 (0.3813) loss_class_1: 0.8058 (0.7849) loss_bbox_1: 0.1744 (0.1745) loss_giou_1: 0.3750 (0.3804) loss_class_2: 0.7715 (0.7562) loss_bbox_2: 0.1693 (0.1727) loss_giou_2: 0.3647 (0.3774) loss_class_3: 0.7695 (0.7401) loss_bbox_3: 0.1625 (0.1727) loss_giou_3: 0.3600 (0.3767) loss_class_4: 0.7652 (0.7321) loss_bbox_4: 0.1632 (0.1730) loss_giou_4: 0.3672 (0.3770) loss_class_enc: 0.8633 (0.8498) loss_bbox_enc: 0.1981 (0.2072) loss_giou_enc: 0.4335 (0.4319) loss_class_dn: 0.3781 (0.3742) loss_bbox_dn: 0.2152 (0.2489) loss_giou_dn: 0.4321 (0.4191) loss_class_dn_0: 0.4729 (0.4708) loss_bbox_dn_0: 0.3279 (0.3514) loss_giou_dn_0: 0.5573 (0.5473) loss_class_dn_1: 0.4129 (0.4037) loss_bbox_dn_1: 0.2390 (0.2746) loss_giou_dn_1: 0.4604 (0.4513) loss_class_dn_2: 0.3896 (0.3828) loss_bbox_dn_2: 0.2223 (0.2534) loss_giou_dn_2: 0.4350 (0.4257) loss_class_dn_3: 0.3780 (0.3765) loss_bbox_dn_3: 0.2171 (0.2498) loss_giou_dn_3: 0.4318 (0.4205) loss_class_dn_4: 0.3771 (0.3743) loss_bbox_dn_4: 0.2152 (0.2489) loss_giou_dn_4: 0.4317 (0.4189) loss_class_hybrid: 0.7455 (0.7358) loss_bbox_hybrid: 0.1834 (0.1851) loss_giou_hybrid: 0.3871 (0.4034) loss_class_0_hybrid: 0.7917 (0.8068) loss_bbox_0_hybrid: 0.1954 (0.1933) loss_giou_0_hybrid: 0.4011 (0.4187) loss_class_1_hybrid: 0.7612 (0.7621) loss_bbox_1_hybrid: 0.1904 (0.1884) loss_giou_1_hybrid: 0.3962 (0.4097) loss_class_2_hybrid: 0.7260 (0.7484) loss_bbox_2_hybrid: 0.1869 (0.1856) loss_giou_2_hybrid: 0.3902 (0.4048) loss_class_3_hybrid: 0.7529 (0.7397) loss_bbox_3_hybrid: 0.1840 (0.1851) loss_giou_3_hybrid: 0.3855 (0.4037) loss_class_4_hybrid: 0.7514 (0.7361) loss_bbox_4_hybrid: 0.1851 (0.1853) loss_giou_4_hybrid: 0.3861 (0.4035) loss_class_enc_hybrid: 0.7685 (0.7745) loss_bbox_enc_hybrid: 0.2266 (0.2308) loss_giou_enc_hybrid: 0.4655 (0.4768) mem: 1027 max mem: 36965 [2024-01-15 21:18:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:19:18 det.util.engine] INFO: Epoch: [9] [1600/11727] eta: 3:03:43 lr: 0.000100 data_time: 0.0032 iter_time: 1.1028 loss: 25.4556 (25.7238) loss_class: 0.7366 (0.7313) loss_bbox: 0.1575 (0.1733) loss_giou: 0.3679 (0.3770) loss_class_0: 0.8920 (0.9050) loss_bbox_0: 0.1582 (0.1732) loss_giou_0: 0.3677 (0.3814) loss_class_1: 0.7585 (0.7855) loss_bbox_1: 0.1615 (0.1744) loss_giou_1: 0.3588 (0.3804) loss_class_2: 0.7787 (0.7572) loss_bbox_2: 0.1578 (0.1725) loss_giou_2: 0.3436 (0.3774) loss_class_3: 0.7598 (0.7410) loss_bbox_3: 0.1566 (0.1726) loss_giou_3: 0.3535 (0.3768) loss_class_4: 0.7518 (0.7329) loss_bbox_4: 0.1523 (0.1729) loss_giou_4: 0.3570 (0.3771) loss_class_enc: 0.8264 (0.8502) loss_bbox_enc: 0.1833 (0.2071) loss_giou_enc: 0.4218 (0.4321) loss_class_dn: 0.3669 (0.3743) loss_bbox_dn: 0.2254 (0.2486) loss_giou_dn: 0.4168 (0.4191) loss_class_dn_0: 0.4672 (0.4708) loss_bbox_dn_0: 0.3099 (0.3511) loss_giou_dn_0: 0.5416 (0.5473) loss_class_dn_1: 0.3962 (0.4037) loss_bbox_dn_1: 0.2582 (0.2743) loss_giou_dn_1: 0.4511 (0.4514) loss_class_dn_2: 0.3762 (0.3828) loss_bbox_dn_2: 0.2372 (0.2532) loss_giou_dn_2: 0.4259 (0.4257) loss_class_dn_3: 0.3718 (0.3766) loss_bbox_dn_3: 0.2264 (0.2496) loss_giou_dn_3: 0.4170 (0.4205) loss_class_dn_4: 0.3654 (0.3743) loss_bbox_dn_4: 0.2255 (0.2486) loss_giou_dn_4: 0.4166 (0.4189) loss_class_hybrid: 0.7417 (0.7366) loss_bbox_hybrid: 0.1737 (0.1849) loss_giou_hybrid: 0.3892 (0.4035) loss_class_0_hybrid: 0.7947 (0.8072) loss_bbox_0_hybrid: 0.1787 (0.1931) loss_giou_0_hybrid: 0.4101 (0.4187) loss_class_1_hybrid: 0.7870 (0.7630) loss_bbox_1_hybrid: 0.1780 (0.1882) loss_giou_1_hybrid: 0.4014 (0.4098) loss_class_2_hybrid: 0.7497 (0.7492) loss_bbox_2_hybrid: 0.1731 (0.1854) loss_giou_2_hybrid: 0.3867 (0.4049) loss_class_3_hybrid: 0.7419 (0.7405) loss_bbox_3_hybrid: 0.1748 (0.1850) loss_giou_3_hybrid: 0.3888 (0.4038) loss_class_4_hybrid: 0.7467 (0.7369) loss_bbox_4_hybrid: 0.1733 (0.1851) loss_giou_4_hybrid: 0.3887 (0.4036) loss_class_enc_hybrid: 0.7857 (0.7751) loss_bbox_enc_hybrid: 0.2089 (0.2306) loss_giou_enc_hybrid: 0.4723 (0.4768) mem: 1023 max mem: 36965 [2024-01-15 21:19:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:20:13 det.util.engine] INFO: Epoch: [9] [1650/11727] eta: 3:02:49 lr: 0.000100 data_time: 0.0028 iter_time: 1.0715 loss: 26.0141 (25.7304) loss_class: 0.7217 (0.7314) loss_bbox: 0.1828 (0.1736) loss_giou: 0.3488 (0.3769) loss_class_0: 0.9014 (0.9051) loss_bbox_0: 0.1704 (0.1735) loss_giou_0: 0.3556 (0.3813) loss_class_1: 0.7730 (0.7854) loss_bbox_1: 0.1872 (0.1747) loss_giou_1: 0.3551 (0.3804) loss_class_2: 0.7652 (0.7571) loss_bbox_2: 0.1796 (0.1727) loss_giou_2: 0.3500 (0.3773) loss_class_3: 0.7356 (0.7408) loss_bbox_3: 0.1838 (0.1728) loss_giou_3: 0.3490 (0.3767) loss_class_4: 0.7292 (0.7329) loss_bbox_4: 0.1828 (0.1732) loss_giou_4: 0.3489 (0.3770) loss_class_enc: 0.8551 (0.8508) loss_bbox_enc: 0.2085 (0.2073) loss_giou_enc: 0.3844 (0.4320) loss_class_dn: 0.3686 (0.3743) loss_bbox_dn: 0.2387 (0.2491) loss_giou_dn: 0.3965 (0.4189) loss_class_dn_0: 0.4645 (0.4708) loss_bbox_dn_0: 0.3687 (0.3518) loss_giou_dn_0: 0.5383 (0.5472) loss_class_dn_1: 0.4009 (0.4037) loss_bbox_dn_1: 0.2773 (0.2748) loss_giou_dn_1: 0.4395 (0.4513) loss_class_dn_2: 0.3787 (0.3828) loss_bbox_dn_2: 0.2456 (0.2536) loss_giou_dn_2: 0.4073 (0.4256) loss_class_dn_3: 0.3742 (0.3765) loss_bbox_dn_3: 0.2408 (0.2500) loss_giou_dn_3: 0.3979 (0.4204) loss_class_dn_4: 0.3685 (0.3743) loss_bbox_dn_4: 0.2389 (0.2491) loss_giou_dn_4: 0.3966 (0.4188) loss_class_hybrid: 0.7194 (0.7366) loss_bbox_hybrid: 0.1810 (0.1853) loss_giou_hybrid: 0.3577 (0.4035) loss_class_0_hybrid: 0.8388 (0.8074) loss_bbox_0_hybrid: 0.1846 (0.1935) loss_giou_0_hybrid: 0.3697 (0.4187) loss_class_1_hybrid: 0.7516 (0.7630) loss_bbox_1_hybrid: 0.1838 (0.1886) loss_giou_1_hybrid: 0.3701 (0.4097) loss_class_2_hybrid: 0.7509 (0.7492) loss_bbox_2_hybrid: 0.1771 (0.1857) loss_giou_2_hybrid: 0.3610 (0.4049) loss_class_3_hybrid: 0.7370 (0.7405) loss_bbox_3_hybrid: 0.1828 (0.1853) loss_giou_3_hybrid: 0.3618 (0.4038) loss_class_4_hybrid: 0.7228 (0.7369) loss_bbox_4_hybrid: 0.1800 (0.1855) loss_giou_4_hybrid: 0.3565 (0.4036) loss_class_enc_hybrid: 0.7886 (0.7754) loss_bbox_enc_hybrid: 0.2231 (0.2309) loss_giou_enc_hybrid: 0.4309 (0.4767) mem: 1032 max mem: 36965 [2024-01-15 21:20:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:21:07 det.util.engine] INFO: Epoch: [9] [1700/11727] eta: 3:01:54 lr: 0.000100 data_time: 0.0027 iter_time: 1.1087 loss: 25.6439 (25.7444) loss_class: 0.7425 (0.7320) loss_bbox: 0.1727 (0.1737) loss_giou: 0.4167 (0.3770) loss_class_0: 0.8866 (0.9056) loss_bbox_0: 0.1653 (0.1735) loss_giou_0: 0.4080 (0.3814) loss_class_1: 0.7904 (0.7858) loss_bbox_1: 0.1695 (0.1749) loss_giou_1: 0.4165 (0.3806) loss_class_2: 0.7755 (0.7579) loss_bbox_2: 0.1709 (0.1729) loss_giou_2: 0.4170 (0.3774) loss_class_3: 0.7434 (0.7412) loss_bbox_3: 0.1705 (0.1730) loss_giou_3: 0.4154 (0.3769) loss_class_4: 0.7414 (0.7336) loss_bbox_4: 0.1706 (0.1734) loss_giou_4: 0.4196 (0.3771) loss_class_enc: 0.8523 (0.8511) loss_bbox_enc: 0.1949 (0.2074) loss_giou_enc: 0.4525 (0.4322) loss_class_dn: 0.3761 (0.3744) loss_bbox_dn: 0.2146 (0.2493) loss_giou_dn: 0.4258 (0.4193) loss_class_dn_0: 0.4713 (0.4709) loss_bbox_dn_0: 0.3121 (0.3520) loss_giou_dn_0: 0.5590 (0.5475) loss_class_dn_1: 0.3981 (0.4038) loss_bbox_dn_1: 0.2356 (0.2750) loss_giou_dn_1: 0.4687 (0.4517) loss_class_dn_2: 0.3794 (0.3829) loss_bbox_dn_2: 0.2175 (0.2538) loss_giou_dn_2: 0.4398 (0.4260) loss_class_dn_3: 0.3750 (0.3767) loss_bbox_dn_3: 0.2139 (0.2502) loss_giou_dn_3: 0.4284 (0.4207) loss_class_dn_4: 0.3744 (0.3744) loss_bbox_dn_4: 0.2145 (0.2493) loss_giou_dn_4: 0.4256 (0.4192) loss_class_hybrid: 0.7386 (0.7367) loss_bbox_hybrid: 0.1796 (0.1855) loss_giou_hybrid: 0.4556 (0.4037) loss_class_0_hybrid: 0.7992 (0.8076) loss_bbox_0_hybrid: 0.1760 (0.1936) loss_giou_0_hybrid: 0.4686 (0.4190) loss_class_1_hybrid: 0.7694 (0.7633) loss_bbox_1_hybrid: 0.1699 (0.1888) loss_giou_1_hybrid: 0.4606 (0.4100) loss_class_2_hybrid: 0.7580 (0.7495) loss_bbox_2_hybrid: 0.1706 (0.1859) loss_giou_2_hybrid: 0.4557 (0.4051) loss_class_3_hybrid: 0.7451 (0.7408) loss_bbox_3_hybrid: 0.1755 (0.1855) loss_giou_3_hybrid: 0.4553 (0.4040) loss_class_4_hybrid: 0.7445 (0.7371) loss_bbox_4_hybrid: 0.1787 (0.1857) loss_giou_4_hybrid: 0.4557 (0.4038) loss_class_enc_hybrid: 0.7953 (0.7755) loss_bbox_enc_hybrid: 0.2124 (0.2311) loss_giou_enc_hybrid: 0.5144 (0.4769) mem: 1005 max mem: 36965 [2024-01-15 21:21:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:22:00 det.util.engine] INFO: Epoch: [9] [1750/11727] eta: 3:00:53 lr: 0.000100 data_time: 0.0028 iter_time: 1.0518 loss: 25.8232 (25.7353) loss_class: 0.6797 (0.7318) loss_bbox: 0.1618 (0.1736) loss_giou: 0.3973 (0.3771) loss_class_0: 0.8533 (0.9047) loss_bbox_0: 0.1635 (0.1735) loss_giou_0: 0.4191 (0.3816) loss_class_1: 0.7168 (0.7850) loss_bbox_1: 0.1534 (0.1748) loss_giou_1: 0.4058 (0.3808) loss_class_2: 0.7206 (0.7573) loss_bbox_2: 0.1606 (0.1728) loss_giou_2: 0.4156 (0.3776) loss_class_3: 0.7017 (0.7409) loss_bbox_3: 0.1605 (0.1729) loss_giou_3: 0.4018 (0.3771) loss_class_4: 0.6866 (0.7333) loss_bbox_4: 0.1608 (0.1733) loss_giou_4: 0.3976 (0.3772) loss_class_enc: 0.8292 (0.8504) loss_bbox_enc: 0.1930 (0.2074) loss_giou_enc: 0.4655 (0.4324) loss_class_dn: 0.3762 (0.3743) loss_bbox_dn: 0.2290 (0.2491) loss_giou_dn: 0.4028 (0.4193) loss_class_dn_0: 0.4620 (0.4707) loss_bbox_dn_0: 0.3184 (0.3515) loss_giou_dn_0: 0.5478 (0.5473) loss_class_dn_1: 0.4030 (0.4037) loss_bbox_dn_1: 0.2590 (0.2747) loss_giou_dn_1: 0.4539 (0.4516) loss_class_dn_2: 0.3764 (0.3828) loss_bbox_dn_2: 0.2344 (0.2536) loss_giou_dn_2: 0.4150 (0.4260) loss_class_dn_3: 0.3730 (0.3766) loss_bbox_dn_3: 0.2293 (0.2500) loss_giou_dn_3: 0.4053 (0.4208) loss_class_dn_4: 0.3743 (0.3743) loss_bbox_dn_4: 0.2279 (0.2491) loss_giou_dn_4: 0.4027 (0.4192) loss_class_hybrid: 0.7055 (0.7363) loss_bbox_hybrid: 0.1777 (0.1854) loss_giou_hybrid: 0.4395 (0.4038) loss_class_0_hybrid: 0.7498 (0.8069) loss_bbox_0_hybrid: 0.1782 (0.1935) loss_giou_0_hybrid: 0.4566 (0.4190) loss_class_1_hybrid: 0.7044 (0.7626) loss_bbox_1_hybrid: 0.1774 (0.1887) loss_giou_1_hybrid: 0.4402 (0.4100) loss_class_2_hybrid: 0.7027 (0.7490) loss_bbox_2_hybrid: 0.1740 (0.1858) loss_giou_2_hybrid: 0.4391 (0.4052) loss_class_3_hybrid: 0.6952 (0.7403) loss_bbox_3_hybrid: 0.1822 (0.1854) loss_giou_3_hybrid: 0.4419 (0.4041) loss_class_4_hybrid: 0.7003 (0.7366) loss_bbox_4_hybrid: 0.1842 (0.1856) loss_giou_4_hybrid: 0.4399 (0.4039) loss_class_enc_hybrid: 0.7464 (0.7751) loss_bbox_enc_hybrid: 0.2206 (0.2309) loss_giou_enc_hybrid: 0.4979 (0.4770) mem: 1023 max mem: 36965 [2024-01-15 21:22:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:22:56 det.util.engine] INFO: Epoch: [9] [1800/11727] eta: 3:00:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0962 loss: 25.8760 (25.7543) loss_class: 0.7821 (0.7327) loss_bbox: 0.1758 (0.1736) loss_giou: 0.4049 (0.3772) loss_class_0: 0.9455 (0.9053) loss_bbox_0: 0.1738 (0.1735) loss_giou_0: 0.4026 (0.3818) loss_class_1: 0.8074 (0.7857) loss_bbox_1: 0.1728 (0.1749) loss_giou_1: 0.4040 (0.3810) loss_class_2: 0.8060 (0.7580) loss_bbox_2: 0.1752 (0.1729) loss_giou_2: 0.4013 (0.3778) loss_class_3: 0.7856 (0.7418) loss_bbox_3: 0.1757 (0.1730) loss_giou_3: 0.4029 (0.3771) loss_class_4: 0.8023 (0.7341) loss_bbox_4: 0.1759 (0.1733) loss_giou_4: 0.3962 (0.3774) loss_class_enc: 0.8892 (0.8511) loss_bbox_enc: 0.2002 (0.2075) loss_giou_enc: 0.4556 (0.4326) loss_class_dn: 0.3786 (0.3744) loss_bbox_dn: 0.2201 (0.2494) loss_giou_dn: 0.4417 (0.4197) loss_class_dn_0: 0.4682 (0.4708) loss_bbox_dn_0: 0.3276 (0.3518) loss_giou_dn_0: 0.5543 (0.5477) loss_class_dn_1: 0.4024 (0.4037) loss_bbox_dn_1: 0.2462 (0.2751) loss_giou_dn_1: 0.4670 (0.4521) loss_class_dn_2: 0.3884 (0.3828) loss_bbox_dn_2: 0.2260 (0.2539) loss_giou_dn_2: 0.4492 (0.4264) loss_class_dn_3: 0.3855 (0.3766) loss_bbox_dn_3: 0.2191 (0.2503) loss_giou_dn_3: 0.4443 (0.4211) loss_class_dn_4: 0.3833 (0.3744) loss_bbox_dn_4: 0.2202 (0.2494) loss_giou_dn_4: 0.4420 (0.4196) loss_class_hybrid: 0.7671 (0.7367) loss_bbox_hybrid: 0.1849 (0.1856) loss_giou_hybrid: 0.4451 (0.4042) loss_class_0_hybrid: 0.8326 (0.8075) loss_bbox_0_hybrid: 0.1876 (0.1938) loss_giou_0_hybrid: 0.4558 (0.4195) loss_class_1_hybrid: 0.7977 (0.7630) loss_bbox_1_hybrid: 0.1834 (0.1889) loss_giou_1_hybrid: 0.4528 (0.4105) loss_class_2_hybrid: 0.7826 (0.7494) loss_bbox_2_hybrid: 0.1896 (0.1860) loss_giou_2_hybrid: 0.4435 (0.4056) loss_class_3_hybrid: 0.7760 (0.7407) loss_bbox_3_hybrid: 0.1860 (0.1856) loss_giou_3_hybrid: 0.4393 (0.4045) loss_class_4_hybrid: 0.7662 (0.7370) loss_bbox_4_hybrid: 0.1848 (0.1858) loss_giou_4_hybrid: 0.4452 (0.4043) loss_class_enc_hybrid: 0.7952 (0.7756) loss_bbox_enc_hybrid: 0.2291 (0.2311) loss_giou_enc_hybrid: 0.5043 (0.4775) mem: 1029 max mem: 36965 [2024-01-15 21:22:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:23:49 det.util.engine] INFO: Epoch: [9] [1850/11727] eta: 2:59:01 lr: 0.000100 data_time: 0.0028 iter_time: 1.0791 loss: 25.2452 (25.7540) loss_class: 0.7143 (0.7326) loss_bbox: 0.1568 (0.1736) loss_giou: 0.3606 (0.3770) loss_class_0: 0.8876 (0.9050) loss_bbox_0: 0.1584 (0.1736) loss_giou_0: 0.3744 (0.3818) loss_class_1: 0.7650 (0.7858) loss_bbox_1: 0.1560 (0.1749) loss_giou_1: 0.3719 (0.3809) loss_class_2: 0.7429 (0.7580) loss_bbox_2: 0.1550 (0.1729) loss_giou_2: 0.3559 (0.3776) loss_class_3: 0.7243 (0.7416) loss_bbox_3: 0.1589 (0.1730) loss_giou_3: 0.3602 (0.3770) loss_class_4: 0.7152 (0.7341) loss_bbox_4: 0.1568 (0.1733) loss_giou_4: 0.3572 (0.3771) loss_class_enc: 0.8449 (0.8509) loss_bbox_enc: 0.1862 (0.2076) loss_giou_enc: 0.4341 (0.4326) loss_class_dn: 0.3691 (0.3744) loss_bbox_dn: 0.2348 (0.2496) loss_giou_dn: 0.4161 (0.4197) loss_class_dn_0: 0.4707 (0.4708) loss_bbox_dn_0: 0.3309 (0.3519) loss_giou_dn_0: 0.5479 (0.5477) loss_class_dn_1: 0.4044 (0.4038) loss_bbox_dn_1: 0.2602 (0.2753) loss_giou_dn_1: 0.4582 (0.4521) loss_class_dn_2: 0.3802 (0.3829) loss_bbox_dn_2: 0.2330 (0.2541) loss_giou_dn_2: 0.4246 (0.4264) loss_class_dn_3: 0.3757 (0.3767) loss_bbox_dn_3: 0.2359 (0.2505) loss_giou_dn_3: 0.4173 (0.4211) loss_class_dn_4: 0.3696 (0.3745) loss_bbox_dn_4: 0.2349 (0.2495) loss_giou_dn_4: 0.4156 (0.4196) loss_class_hybrid: 0.7100 (0.7364) loss_bbox_hybrid: 0.1669 (0.1857) loss_giou_hybrid: 0.3963 (0.4042) loss_class_0_hybrid: 0.7729 (0.8074) loss_bbox_0_hybrid: 0.1775 (0.1938) loss_giou_0_hybrid: 0.4291 (0.4196) loss_class_1_hybrid: 0.7155 (0.7630) loss_bbox_1_hybrid: 0.1728 (0.1890) loss_giou_1_hybrid: 0.4029 (0.4105) loss_class_2_hybrid: 0.7209 (0.7492) loss_bbox_2_hybrid: 0.1631 (0.1861) loss_giou_2_hybrid: 0.3992 (0.4056) loss_class_3_hybrid: 0.6985 (0.7405) loss_bbox_3_hybrid: 0.1649 (0.1857) loss_giou_3_hybrid: 0.3966 (0.4045) loss_class_4_hybrid: 0.7035 (0.7368) loss_bbox_4_hybrid: 0.1627 (0.1858) loss_giou_4_hybrid: 0.3962 (0.4043) loss_class_enc_hybrid: 0.7360 (0.7755) loss_bbox_enc_hybrid: 0.2172 (0.2312) loss_giou_enc_hybrid: 0.4889 (0.4775) mem: 1029 max mem: 36965 [2024-01-15 21:23:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:24:44 det.util.engine] INFO: Epoch: [9] [1900/11727] eta: 2:58:13 lr: 0.000100 data_time: 0.0028 iter_time: 1.0933 loss: 25.5043 (25.7504) loss_class: 0.7175 (0.7326) loss_bbox: 0.1703 (0.1735) loss_giou: 0.3365 (0.3770) loss_class_0: 0.9034 (0.9047) loss_bbox_0: 0.1635 (0.1736) loss_giou_0: 0.3682 (0.3818) loss_class_1: 0.7912 (0.7856) loss_bbox_1: 0.1712 (0.1748) loss_giou_1: 0.3734 (0.3809) loss_class_2: 0.7432 (0.7578) loss_bbox_2: 0.1682 (0.1728) loss_giou_2: 0.3706 (0.3776) loss_class_3: 0.7314 (0.7416) loss_bbox_3: 0.1704 (0.1729) loss_giou_3: 0.3679 (0.3769) loss_class_4: 0.7209 (0.7342) loss_bbox_4: 0.1709 (0.1732) loss_giou_4: 0.3395 (0.3771) loss_class_enc: 0.8566 (0.8506) loss_bbox_enc: 0.2051 (0.2076) loss_giou_enc: 0.4150 (0.4326) loss_class_dn: 0.3732 (0.3744) loss_bbox_dn: 0.2453 (0.2494) loss_giou_dn: 0.3838 (0.4197) loss_class_dn_0: 0.4696 (0.4708) loss_bbox_dn_0: 0.3629 (0.3519) loss_giou_dn_0: 0.5458 (0.5479) loss_class_dn_1: 0.4010 (0.4038) loss_bbox_dn_1: 0.2703 (0.2751) loss_giou_dn_1: 0.4316 (0.4521) loss_class_dn_2: 0.3756 (0.3829) loss_bbox_dn_2: 0.2501 (0.2539) loss_giou_dn_2: 0.3931 (0.4264) loss_class_dn_3: 0.3660 (0.3767) loss_bbox_dn_3: 0.2485 (0.2503) loss_giou_dn_3: 0.3846 (0.4211) loss_class_dn_4: 0.3646 (0.3745) loss_bbox_dn_4: 0.2451 (0.2494) loss_giou_dn_4: 0.3835 (0.4195) loss_class_hybrid: 0.7261 (0.7363) loss_bbox_hybrid: 0.1868 (0.1857) loss_giou_hybrid: 0.3789 (0.4043) loss_class_0_hybrid: 0.7814 (0.8072) loss_bbox_0_hybrid: 0.1884 (0.1938) loss_giou_0_hybrid: 0.3890 (0.4196) loss_class_1_hybrid: 0.7477 (0.7629) loss_bbox_1_hybrid: 0.1870 (0.1889) loss_giou_1_hybrid: 0.3743 (0.4105) loss_class_2_hybrid: 0.7374 (0.7490) loss_bbox_2_hybrid: 0.1852 (0.1860) loss_giou_2_hybrid: 0.3822 (0.4057) loss_class_3_hybrid: 0.7236 (0.7403) loss_bbox_3_hybrid: 0.1863 (0.1857) loss_giou_3_hybrid: 0.3803 (0.4046) loss_class_4_hybrid: 0.7229 (0.7366) loss_bbox_4_hybrid: 0.1876 (0.1858) loss_giou_4_hybrid: 0.3785 (0.4044) loss_class_enc_hybrid: 0.7651 (0.7754) loss_bbox_enc_hybrid: 0.2162 (0.2311) loss_giou_enc_hybrid: 0.4479 (0.4775) mem: 1031 max mem: 36965 [2024-01-15 21:24:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:25:39 det.util.engine] INFO: Epoch: [9] [1950/11727] eta: 2:57:20 lr: 0.000100 data_time: 0.0030 iter_time: 1.1016 loss: 26.6622 (25.7457) loss_class: 0.7225 (0.7324) loss_bbox: 0.1743 (0.1734) loss_giou: 0.3892 (0.3771) loss_class_0: 0.8622 (0.9044) loss_bbox_0: 0.1797 (0.1735) loss_giou_0: 0.4083 (0.3819) loss_class_1: 0.7760 (0.7854) loss_bbox_1: 0.1759 (0.1747) loss_giou_1: 0.3982 (0.3810) loss_class_2: 0.7306 (0.7575) loss_bbox_2: 0.1738 (0.1728) loss_giou_2: 0.3984 (0.3777) loss_class_3: 0.7381 (0.7413) loss_bbox_3: 0.1722 (0.1728) loss_giou_3: 0.3982 (0.3771) loss_class_4: 0.7339 (0.7339) loss_bbox_4: 0.1721 (0.1731) loss_giou_4: 0.3966 (0.3772) loss_class_enc: 0.7939 (0.8502) loss_bbox_enc: 0.2282 (0.2076) loss_giou_enc: 0.4575 (0.4328) loss_class_dn: 0.3739 (0.3744) loss_bbox_dn: 0.2393 (0.2492) loss_giou_dn: 0.4372 (0.4196) loss_class_dn_0: 0.4638 (0.4708) loss_bbox_dn_0: 0.3632 (0.3516) loss_giou_dn_0: 0.5718 (0.5479) loss_class_dn_1: 0.3983 (0.4037) loss_bbox_dn_1: 0.2757 (0.2748) loss_giou_dn_1: 0.4616 (0.4520) loss_class_dn_2: 0.3813 (0.3828) loss_bbox_dn_2: 0.2494 (0.2537) loss_giou_dn_2: 0.4398 (0.4263) loss_class_dn_3: 0.3753 (0.3766) loss_bbox_dn_3: 0.2395 (0.2501) loss_giou_dn_3: 0.4354 (0.4210) loss_class_dn_4: 0.3767 (0.3744) loss_bbox_dn_4: 0.2393 (0.2492) loss_giou_dn_4: 0.4372 (0.4195) loss_class_hybrid: 0.7349 (0.7361) loss_bbox_hybrid: 0.1878 (0.1856) loss_giou_hybrid: 0.4281 (0.4045) loss_class_0_hybrid: 0.7801 (0.8070) loss_bbox_0_hybrid: 0.2022 (0.1937) loss_giou_0_hybrid: 0.4499 (0.4198) loss_class_1_hybrid: 0.7570 (0.7626) loss_bbox_1_hybrid: 0.1937 (0.1888) loss_giou_1_hybrid: 0.4305 (0.4107) loss_class_2_hybrid: 0.7286 (0.7487) loss_bbox_2_hybrid: 0.1889 (0.1859) loss_giou_2_hybrid: 0.4292 (0.4059) loss_class_3_hybrid: 0.7550 (0.7401) loss_bbox_3_hybrid: 0.1893 (0.1856) loss_giou_3_hybrid: 0.4289 (0.4048) loss_class_4_hybrid: 0.7403 (0.7364) loss_bbox_4_hybrid: 0.1869 (0.1857) loss_giou_4_hybrid: 0.4257 (0.4046) loss_class_enc_hybrid: 0.7476 (0.7751) loss_bbox_enc_hybrid: 0.2431 (0.2310) loss_giou_enc_hybrid: 0.4934 (0.4778) mem: 1030 max mem: 36965 [2024-01-15 21:25:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:26:34 det.util.engine] INFO: Epoch: [9] [2000/11727] eta: 2:56:30 lr: 0.000100 data_time: 0.0030 iter_time: 1.0979 loss: 26.1195 (25.7401) loss_class: 0.7441 (0.7324) loss_bbox: 0.1755 (0.1734) loss_giou: 0.3318 (0.3765) loss_class_0: 0.8771 (0.9044) loss_bbox_0: 0.1784 (0.1736) loss_giou_0: 0.3357 (0.3814) loss_class_1: 0.7660 (0.7854) loss_bbox_1: 0.1788 (0.1748) loss_giou_1: 0.3268 (0.3804) loss_class_2: 0.7483 (0.7575) loss_bbox_2: 0.1803 (0.1728) loss_giou_2: 0.3192 (0.3771) loss_class_3: 0.7313 (0.7413) loss_bbox_3: 0.1759 (0.1728) loss_giou_3: 0.3310 (0.3766) loss_class_4: 0.7398 (0.7340) loss_bbox_4: 0.1756 (0.1731) loss_giou_4: 0.3317 (0.3766) loss_class_enc: 0.8137 (0.8506) loss_bbox_enc: 0.2269 (0.2078) loss_giou_enc: 0.3904 (0.4323) loss_class_dn: 0.3729 (0.3743) loss_bbox_dn: 0.2567 (0.2494) loss_giou_dn: 0.3888 (0.4193) loss_class_dn_0: 0.4659 (0.4709) loss_bbox_dn_0: 0.3752 (0.3519) loss_giou_dn_0: 0.5365 (0.5476) loss_class_dn_1: 0.4027 (0.4037) loss_bbox_dn_1: 0.2789 (0.2751) loss_giou_dn_1: 0.4200 (0.4517) loss_class_dn_2: 0.3848 (0.3828) loss_bbox_dn_2: 0.2613 (0.2539) loss_giou_dn_2: 0.3938 (0.4260) loss_class_dn_3: 0.3754 (0.3765) loss_bbox_dn_3: 0.2573 (0.2503) loss_giou_dn_3: 0.3896 (0.4207) loss_class_dn_4: 0.3735 (0.3743) loss_bbox_dn_4: 0.2567 (0.2494) loss_giou_dn_4: 0.3888 (0.4191) loss_class_hybrid: 0.7225 (0.7361) loss_bbox_hybrid: 0.1920 (0.1857) loss_giou_hybrid: 0.3596 (0.4039) loss_class_0_hybrid: 0.8056 (0.8070) loss_bbox_0_hybrid: 0.2028 (0.1938) loss_giou_0_hybrid: 0.3855 (0.4194) loss_class_1_hybrid: 0.7471 (0.7627) loss_bbox_1_hybrid: 0.1940 (0.1890) loss_giou_1_hybrid: 0.3658 (0.4102) loss_class_2_hybrid: 0.7729 (0.7488) loss_bbox_2_hybrid: 0.1911 (0.1860) loss_giou_2_hybrid: 0.3604 (0.4054) loss_class_3_hybrid: 0.7362 (0.7402) loss_bbox_3_hybrid: 0.1887 (0.1857) loss_giou_3_hybrid: 0.3615 (0.4043) loss_class_4_hybrid: 0.7276 (0.7365) loss_bbox_4_hybrid: 0.1892 (0.1858) loss_giou_4_hybrid: 0.3608 (0.4041) loss_class_enc_hybrid: 0.7611 (0.7753) loss_bbox_enc_hybrid: 0.2413 (0.2312) loss_giou_enc_hybrid: 0.4415 (0.4773) mem: 1027 max mem: 36965 [2024-01-15 21:26:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:27:27 det.util.engine] INFO: Epoch: [9] [2050/11727] eta: 2:55:29 lr: 0.000100 data_time: 0.0033 iter_time: 1.0288 loss: 25.8475 (25.7486) loss_class: 0.7247 (0.7329) loss_bbox: 0.1684 (0.1735) loss_giou: 0.3651 (0.3766) loss_class_0: 0.9215 (0.9048) loss_bbox_0: 0.1692 (0.1737) loss_giou_0: 0.3643 (0.3815) loss_class_1: 0.7969 (0.7857) loss_bbox_1: 0.1595 (0.1749) loss_giou_1: 0.3644 (0.3806) loss_class_2: 0.7579 (0.7579) loss_bbox_2: 0.1661 (0.1729) loss_giou_2: 0.3637 (0.3773) loss_class_3: 0.7281 (0.7416) loss_bbox_3: 0.1554 (0.1729) loss_giou_3: 0.3616 (0.3767) loss_class_4: 0.7217 (0.7344) loss_bbox_4: 0.1540 (0.1731) loss_giou_4: 0.3653 (0.3767) loss_class_enc: 0.8654 (0.8511) loss_bbox_enc: 0.1918 (0.2077) loss_giou_enc: 0.3924 (0.4323) loss_class_dn: 0.3695 (0.3744) loss_bbox_dn: 0.2315 (0.2496) loss_giou_dn: 0.4011 (0.4195) loss_class_dn_0: 0.4697 (0.4708) loss_bbox_dn_0: 0.3274 (0.3520) loss_giou_dn_0: 0.5182 (0.5478) loss_class_dn_1: 0.4009 (0.4037) loss_bbox_dn_1: 0.2595 (0.2752) loss_giou_dn_1: 0.4221 (0.4519) loss_class_dn_2: 0.3809 (0.3828) loss_bbox_dn_2: 0.2355 (0.2541) loss_giou_dn_2: 0.4049 (0.4262) loss_class_dn_3: 0.3731 (0.3766) loss_bbox_dn_3: 0.2334 (0.2505) loss_giou_dn_3: 0.4016 (0.4209) loss_class_dn_4: 0.3709 (0.3744) loss_bbox_dn_4: 0.2315 (0.2496) loss_giou_dn_4: 0.4009 (0.4194) loss_class_hybrid: 0.7515 (0.7364) loss_bbox_hybrid: 0.1644 (0.1857) loss_giou_hybrid: 0.3670 (0.4041) loss_class_0_hybrid: 0.8266 (0.8071) loss_bbox_0_hybrid: 0.1822 (0.1938) loss_giou_0_hybrid: 0.3747 (0.4194) loss_class_1_hybrid: 0.7818 (0.7628) loss_bbox_1_hybrid: 0.1695 (0.1890) loss_giou_1_hybrid: 0.3709 (0.4103) loss_class_2_hybrid: 0.7731 (0.7489) loss_bbox_2_hybrid: 0.1643 (0.1861) loss_giou_2_hybrid: 0.3702 (0.4055) loss_class_3_hybrid: 0.7415 (0.7402) loss_bbox_3_hybrid: 0.1628 (0.1857) loss_giou_3_hybrid: 0.3669 (0.4044) loss_class_4_hybrid: 0.7572 (0.7366) loss_bbox_4_hybrid: 0.1639 (0.1859) loss_giou_4_hybrid: 0.3666 (0.4042) loss_class_enc_hybrid: 0.7902 (0.7756) loss_bbox_enc_hybrid: 0.2178 (0.2312) loss_giou_enc_hybrid: 0.4198 (0.4774) mem: 1019 max mem: 36965 [2024-01-15 21:27:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:28:21 det.util.engine] INFO: Epoch: [9] [2100/11727] eta: 2:54:32 lr: 0.000100 data_time: 0.0029 iter_time: 1.0640 loss: 25.8878 (25.7601) loss_class: 0.7493 (0.7331) loss_bbox: 0.1788 (0.1737) loss_giou: 0.3760 (0.3770) loss_class_0: 0.9054 (0.9049) loss_bbox_0: 0.1718 (0.1739) loss_giou_0: 0.3572 (0.3819) loss_class_1: 0.7721 (0.7857) loss_bbox_1: 0.1727 (0.1751) loss_giou_1: 0.3681 (0.3810) loss_class_2: 0.7236 (0.7579) loss_bbox_2: 0.1812 (0.1732) loss_giou_2: 0.3602 (0.3777) loss_class_3: 0.7314 (0.7419) loss_bbox_3: 0.1795 (0.1731) loss_giou_3: 0.3773 (0.3771) loss_class_4: 0.7284 (0.7345) loss_bbox_4: 0.1805 (0.1734) loss_giou_4: 0.3760 (0.3771) loss_class_enc: 0.8752 (0.8513) loss_bbox_enc: 0.2057 (0.2081) loss_giou_enc: 0.3955 (0.4327) loss_class_dn: 0.3693 (0.3742) loss_bbox_dn: 0.2545 (0.2499) loss_giou_dn: 0.4054 (0.4195) loss_class_dn_0: 0.4681 (0.4708) loss_bbox_dn_0: 0.3575 (0.3523) loss_giou_dn_0: 0.5383 (0.5478) loss_class_dn_1: 0.4019 (0.4036) loss_bbox_dn_1: 0.2778 (0.2755) loss_giou_dn_1: 0.4421 (0.4519) loss_class_dn_2: 0.3799 (0.3827) loss_bbox_dn_2: 0.2586 (0.2543) loss_giou_dn_2: 0.4124 (0.4262) loss_class_dn_3: 0.3711 (0.3765) loss_bbox_dn_3: 0.2556 (0.2508) loss_giou_dn_3: 0.4053 (0.4209) loss_class_dn_4: 0.3698 (0.3742) loss_bbox_dn_4: 0.2544 (0.2499) loss_giou_dn_4: 0.4048 (0.4194) loss_class_hybrid: 0.7322 (0.7363) loss_bbox_hybrid: 0.1861 (0.1859) loss_giou_hybrid: 0.3944 (0.4045) loss_class_0_hybrid: 0.7917 (0.8071) loss_bbox_0_hybrid: 0.1912 (0.1941) loss_giou_0_hybrid: 0.3916 (0.4199) loss_class_1_hybrid: 0.7165 (0.7629) loss_bbox_1_hybrid: 0.1881 (0.1893) loss_giou_1_hybrid: 0.3792 (0.4108) loss_class_2_hybrid: 0.7115 (0.7489) loss_bbox_2_hybrid: 0.1872 (0.1863) loss_giou_2_hybrid: 0.3855 (0.4059) loss_class_3_hybrid: 0.7126 (0.7403) loss_bbox_3_hybrid: 0.1853 (0.1860) loss_giou_3_hybrid: 0.3929 (0.4048) loss_class_4_hybrid: 0.7295 (0.7367) loss_bbox_4_hybrid: 0.1872 (0.1861) loss_giou_4_hybrid: 0.3940 (0.4046) loss_class_enc_hybrid: 0.7706 (0.7757) loss_bbox_enc_hybrid: 0.2269 (0.2316) loss_giou_enc_hybrid: 0.4495 (0.4777) mem: 1025 max mem: 36965 [2024-01-15 21:28:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:29:16 det.util.engine] INFO: Epoch: [9] [2150/11727] eta: 2:53:39 lr: 0.000100 data_time: 0.0029 iter_time: 1.0694 loss: 25.3808 (25.7578) loss_class: 0.7030 (0.7329) loss_bbox: 0.1553 (0.1735) loss_giou: 0.3881 (0.3771) loss_class_0: 0.8816 (0.9049) loss_bbox_0: 0.1533 (0.1737) loss_giou_0: 0.3918 (0.3819) loss_class_1: 0.7986 (0.7858) loss_bbox_1: 0.1502 (0.1748) loss_giou_1: 0.3871 (0.3810) loss_class_2: 0.7406 (0.7579) loss_bbox_2: 0.1517 (0.1730) loss_giou_2: 0.3914 (0.3778) loss_class_3: 0.7226 (0.7417) loss_bbox_3: 0.1521 (0.1730) loss_giou_3: 0.3903 (0.3772) loss_class_4: 0.6982 (0.7344) loss_bbox_4: 0.1513 (0.1732) loss_giou_4: 0.3900 (0.3772) loss_class_enc: 0.8458 (0.8513) loss_bbox_enc: 0.1880 (0.2079) loss_giou_enc: 0.4535 (0.4328) loss_class_dn: 0.3757 (0.3743) loss_bbox_dn: 0.2291 (0.2498) loss_giou_dn: 0.4227 (0.4196) loss_class_dn_0: 0.4651 (0.4708) loss_bbox_dn_0: 0.3337 (0.3522) loss_giou_dn_0: 0.5591 (0.5479) loss_class_dn_1: 0.3989 (0.4036) loss_bbox_dn_1: 0.2572 (0.2754) loss_giou_dn_1: 0.4514 (0.4520) loss_class_dn_2: 0.3857 (0.3827) loss_bbox_dn_2: 0.2355 (0.2542) loss_giou_dn_2: 0.4304 (0.4263) loss_class_dn_3: 0.3809 (0.3765) loss_bbox_dn_3: 0.2293 (0.2507) loss_giou_dn_3: 0.4225 (0.4210) loss_class_dn_4: 0.3779 (0.3743) loss_bbox_dn_4: 0.2292 (0.2497) loss_giou_dn_4: 0.4228 (0.4195) loss_class_hybrid: 0.7155 (0.7363) loss_bbox_hybrid: 0.1641 (0.1857) loss_giou_hybrid: 0.4119 (0.4046) loss_class_0_hybrid: 0.7785 (0.8070) loss_bbox_0_hybrid: 0.1784 (0.1939) loss_giou_0_hybrid: 0.4369 (0.4200) loss_class_1_hybrid: 0.7402 (0.7628) loss_bbox_1_hybrid: 0.1658 (0.1890) loss_giou_1_hybrid: 0.4150 (0.4109) loss_class_2_hybrid: 0.7109 (0.7489) loss_bbox_2_hybrid: 0.1656 (0.1861) loss_giou_2_hybrid: 0.4183 (0.4061) loss_class_3_hybrid: 0.7138 (0.7403) loss_bbox_3_hybrid: 0.1661 (0.1858) loss_giou_3_hybrid: 0.4094 (0.4049) loss_class_4_hybrid: 0.7068 (0.7366) loss_bbox_4_hybrid: 0.1653 (0.1859) loss_giou_4_hybrid: 0.4120 (0.4047) loss_class_enc_hybrid: 0.7420 (0.7758) loss_bbox_enc_hybrid: 0.2031 (0.2313) loss_giou_enc_hybrid: 0.4822 (0.4778) mem: 1026 max mem: 36965 [2024-01-15 21:29:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:30:10 det.util.engine] INFO: Epoch: [9] [2200/11727] eta: 2:52:45 lr: 0.000100 data_time: 0.0028 iter_time: 1.1120 loss: 26.5026 (25.7649) loss_class: 0.7413 (0.7330) loss_bbox: 0.1652 (0.1736) loss_giou: 0.3894 (0.3771) loss_class_0: 0.8970 (0.9051) loss_bbox_0: 0.1656 (0.1739) loss_giou_0: 0.4031 (0.3819) loss_class_1: 0.8279 (0.7863) loss_bbox_1: 0.1685 (0.1749) loss_giou_1: 0.3986 (0.3809) loss_class_2: 0.7804 (0.7583) loss_bbox_2: 0.1690 (0.1731) loss_giou_2: 0.3980 (0.3778) loss_class_3: 0.7661 (0.7419) loss_bbox_3: 0.1660 (0.1731) loss_giou_3: 0.3965 (0.3773) loss_class_4: 0.7399 (0.7344) loss_bbox_4: 0.1634 (0.1733) loss_giou_4: 0.3906 (0.3773) loss_class_enc: 0.8388 (0.8514) loss_bbox_enc: 0.1970 (0.2081) loss_giou_enc: 0.4301 (0.4328) loss_class_dn: 0.3692 (0.3743) loss_bbox_dn: 0.2475 (0.2501) loss_giou_dn: 0.4257 (0.4197) loss_class_dn_0: 0.4720 (0.4708) loss_bbox_dn_0: 0.3457 (0.3525) loss_giou_dn_0: 0.5617 (0.5479) loss_class_dn_1: 0.3991 (0.4037) loss_bbox_dn_1: 0.2727 (0.2757) loss_giou_dn_1: 0.4644 (0.4520) loss_class_dn_2: 0.3851 (0.3828) loss_bbox_dn_2: 0.2524 (0.2545) loss_giou_dn_2: 0.4386 (0.4263) loss_class_dn_3: 0.3793 (0.3766) loss_bbox_dn_3: 0.2474 (0.2510) loss_giou_dn_3: 0.4307 (0.4211) loss_class_dn_4: 0.3736 (0.3743) loss_bbox_dn_4: 0.2473 (0.2501) loss_giou_dn_4: 0.4259 (0.4195) loss_class_hybrid: 0.7447 (0.7365) loss_bbox_hybrid: 0.1798 (0.1859) loss_giou_hybrid: 0.4032 (0.4046) loss_class_0_hybrid: 0.7991 (0.8071) loss_bbox_0_hybrid: 0.1866 (0.1941) loss_giou_0_hybrid: 0.4189 (0.4200) loss_class_1_hybrid: 0.7846 (0.7630) loss_bbox_1_hybrid: 0.1817 (0.1892) loss_giou_1_hybrid: 0.4067 (0.4109) loss_class_2_hybrid: 0.7535 (0.7490) loss_bbox_2_hybrid: 0.1886 (0.1863) loss_giou_2_hybrid: 0.4082 (0.4061) loss_class_3_hybrid: 0.7455 (0.7405) loss_bbox_3_hybrid: 0.1800 (0.1859) loss_giou_3_hybrid: 0.4073 (0.4049) loss_class_4_hybrid: 0.7353 (0.7368) loss_bbox_4_hybrid: 0.1823 (0.1860) loss_giou_4_hybrid: 0.4048 (0.4047) loss_class_enc_hybrid: 0.7661 (0.7759) loss_bbox_enc_hybrid: 0.2262 (0.2315) loss_giou_enc_hybrid: 0.4847 (0.4778) mem: 1020 max mem: 36965 [2024-01-15 21:30:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:31:04 det.util.engine] INFO: Epoch: [9] [2250/11727] eta: 2:51:47 lr: 0.000100 data_time: 0.0029 iter_time: 1.0719 loss: 24.9281 (25.7717) loss_class: 0.7220 (0.7335) loss_bbox: 0.1651 (0.1735) loss_giou: 0.3700 (0.3770) loss_class_0: 0.8706 (0.9053) loss_bbox_0: 0.1656 (0.1739) loss_giou_0: 0.3665 (0.3818) loss_class_1: 0.7871 (0.7869) loss_bbox_1: 0.1652 (0.1748) loss_giou_1: 0.3647 (0.3808) loss_class_2: 0.7529 (0.7590) loss_bbox_2: 0.1632 (0.1730) loss_giou_2: 0.3744 (0.3775) loss_class_3: 0.7472 (0.7425) loss_bbox_3: 0.1572 (0.1731) loss_giou_3: 0.3650 (0.3771) loss_class_4: 0.7247 (0.7349) loss_bbox_4: 0.1651 (0.1733) loss_giou_4: 0.3707 (0.3771) loss_class_enc: 0.8585 (0.8518) loss_bbox_enc: 0.1883 (0.2082) loss_giou_enc: 0.4225 (0.4327) loss_class_dn: 0.3734 (0.3744) loss_bbox_dn: 0.2177 (0.2503) loss_giou_dn: 0.3908 (0.4195) loss_class_dn_0: 0.4661 (0.4709) loss_bbox_dn_0: 0.3073 (0.3528) loss_giou_dn_0: 0.5416 (0.5478) loss_class_dn_1: 0.4046 (0.4038) loss_bbox_dn_1: 0.2362 (0.2759) loss_giou_dn_1: 0.4297 (0.4519) loss_class_dn_2: 0.3843 (0.3829) loss_bbox_dn_2: 0.2213 (0.2547) loss_giou_dn_2: 0.4019 (0.4262) loss_class_dn_3: 0.3728 (0.3767) loss_bbox_dn_3: 0.2190 (0.2512) loss_giou_dn_3: 0.3924 (0.4209) loss_class_dn_4: 0.3710 (0.3744) loss_bbox_dn_4: 0.2176 (0.2503) loss_giou_dn_4: 0.3907 (0.4194) loss_class_hybrid: 0.7424 (0.7371) loss_bbox_hybrid: 0.1658 (0.1859) loss_giou_hybrid: 0.3844 (0.4044) loss_class_0_hybrid: 0.8111 (0.8077) loss_bbox_0_hybrid: 0.1810 (0.1942) loss_giou_0_hybrid: 0.4123 (0.4199) loss_class_1_hybrid: 0.7733 (0.7636) loss_bbox_1_hybrid: 0.1787 (0.1892) loss_giou_1_hybrid: 0.3944 (0.4107) loss_class_2_hybrid: 0.7743 (0.7497) loss_bbox_2_hybrid: 0.1635 (0.1863) loss_giou_2_hybrid: 0.3959 (0.4059) loss_class_3_hybrid: 0.7587 (0.7411) loss_bbox_3_hybrid: 0.1687 (0.1859) loss_giou_3_hybrid: 0.3870 (0.4048) loss_class_4_hybrid: 0.7394 (0.7374) loss_bbox_4_hybrid: 0.1702 (0.1860) loss_giou_4_hybrid: 0.3873 (0.4046) loss_class_enc_hybrid: 0.7710 (0.7762) loss_bbox_enc_hybrid: 0.2152 (0.2316) loss_giou_enc_hybrid: 0.4635 (0.4778) mem: 1023 max mem: 36965 [2024-01-15 21:31:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:32:03 det.util.engine] INFO: Epoch: [9] [2300/11727] eta: 2:51:14 lr: 0.000100 data_time: 0.0034 iter_time: 1.0363 loss: 25.5757 (25.7833) loss_class: 0.7223 (0.7338) loss_bbox: 0.1497 (0.1735) loss_giou: 0.4051 (0.3774) loss_class_0: 0.8632 (0.9053) loss_bbox_0: 0.1661 (0.1739) loss_giou_0: 0.4051 (0.3821) loss_class_1: 0.7631 (0.7871) loss_bbox_1: 0.1604 (0.1748) loss_giou_1: 0.4183 (0.3812) loss_class_2: 0.7446 (0.7594) loss_bbox_2: 0.1510 (0.1729) loss_giou_2: 0.4217 (0.3779) loss_class_3: 0.7331 (0.7426) loss_bbox_3: 0.1513 (0.1731) loss_giou_3: 0.4105 (0.3775) loss_class_4: 0.7202 (0.7353) loss_bbox_4: 0.1497 (0.1732) loss_giou_4: 0.4093 (0.3775) loss_class_enc: 0.8259 (0.8522) loss_bbox_enc: 0.1868 (0.2081) loss_giou_enc: 0.4526 (0.4330) loss_class_dn: 0.3798 (0.3745) loss_bbox_dn: 0.2186 (0.2503) loss_giou_dn: 0.4441 (0.4200) loss_class_dn_0: 0.4687 (0.4708) loss_bbox_dn_0: 0.3080 (0.3529) loss_giou_dn_0: 0.5708 (0.5482) loss_class_dn_1: 0.4079 (0.4039) loss_bbox_dn_1: 0.2345 (0.2759) loss_giou_dn_1: 0.4787 (0.4523) loss_class_dn_2: 0.3858 (0.3830) loss_bbox_dn_2: 0.2226 (0.2548) loss_giou_dn_2: 0.4514 (0.4266) loss_class_dn_3: 0.3791 (0.3767) loss_bbox_dn_3: 0.2183 (0.2512) loss_giou_dn_3: 0.4478 (0.4214) loss_class_dn_4: 0.3790 (0.3745) loss_bbox_dn_4: 0.2188 (0.2503) loss_giou_dn_4: 0.4441 (0.4198) loss_class_hybrid: 0.7243 (0.7374) loss_bbox_hybrid: 0.1563 (0.1858) loss_giou_hybrid: 0.4229 (0.4048) loss_class_0_hybrid: 0.7803 (0.8078) loss_bbox_0_hybrid: 0.1688 (0.1942) loss_giou_0_hybrid: 0.4526 (0.4204) loss_class_1_hybrid: 0.7365 (0.7639) loss_bbox_1_hybrid: 0.1625 (0.1892) loss_giou_1_hybrid: 0.4338 (0.4112) loss_class_2_hybrid: 0.7257 (0.7499) loss_bbox_2_hybrid: 0.1559 (0.1863) loss_giou_2_hybrid: 0.4288 (0.4064) loss_class_3_hybrid: 0.7349 (0.7413) loss_bbox_3_hybrid: 0.1568 (0.1859) loss_giou_3_hybrid: 0.4251 (0.4052) loss_class_4_hybrid: 0.7228 (0.7377) loss_bbox_4_hybrid: 0.1577 (0.1860) loss_giou_4_hybrid: 0.4224 (0.4050) loss_class_enc_hybrid: 0.7449 (0.7762) loss_bbox_enc_hybrid: 0.2069 (0.2316) loss_giou_enc_hybrid: 0.5132 (0.4782) mem: 1021 max mem: 36965 [2024-01-15 21:32:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:32:57 det.util.engine] INFO: Epoch: [9] [2350/11727] eta: 2:50:15 lr: 0.000100 data_time: 0.0032 iter_time: 1.0697 loss: 25.4762 (25.7778) loss_class: 0.7155 (0.7337) loss_bbox: 0.1537 (0.1734) loss_giou: 0.3681 (0.3774) loss_class_0: 0.8648 (0.9048) loss_bbox_0: 0.1549 (0.1738) loss_giou_0: 0.3696 (0.3822) loss_class_1: 0.7628 (0.7868) loss_bbox_1: 0.1581 (0.1748) loss_giou_1: 0.3647 (0.3813) loss_class_2: 0.7452 (0.7591) loss_bbox_2: 0.1551 (0.1729) loss_giou_2: 0.3798 (0.3780) loss_class_3: 0.7113 (0.7425) loss_bbox_3: 0.1575 (0.1730) loss_giou_3: 0.3803 (0.3776) loss_class_4: 0.7239 (0.7352) loss_bbox_4: 0.1540 (0.1731) loss_giou_4: 0.3807 (0.3776) loss_class_enc: 0.8257 (0.8520) loss_bbox_enc: 0.1866 (0.2079) loss_giou_enc: 0.4296 (0.4328) loss_class_dn: 0.3754 (0.3745) loss_bbox_dn: 0.2283 (0.2502) loss_giou_dn: 0.4474 (0.4200) loss_class_dn_0: 0.4565 (0.4707) loss_bbox_dn_0: 0.3105 (0.3526) loss_giou_dn_0: 0.5719 (0.5483) loss_class_dn_1: 0.4013 (0.4038) loss_bbox_dn_1: 0.2409 (0.2757) loss_giou_dn_1: 0.4634 (0.4523) loss_class_dn_2: 0.3815 (0.3829) loss_bbox_dn_2: 0.2272 (0.2546) loss_giou_dn_2: 0.4491 (0.4267) loss_class_dn_3: 0.3747 (0.3767) loss_bbox_dn_3: 0.2269 (0.2511) loss_giou_dn_3: 0.4464 (0.4214) loss_class_dn_4: 0.3723 (0.3744) loss_bbox_dn_4: 0.2283 (0.2502) loss_giou_dn_4: 0.4471 (0.4199) loss_class_hybrid: 0.7093 (0.7372) loss_bbox_hybrid: 0.1761 (0.1857) loss_giou_hybrid: 0.4064 (0.4049) loss_class_0_hybrid: 0.7726 (0.8074) loss_bbox_0_hybrid: 0.1725 (0.1940) loss_giou_0_hybrid: 0.4087 (0.4204) loss_class_1_hybrid: 0.7257 (0.7636) loss_bbox_1_hybrid: 0.1716 (0.1891) loss_giou_1_hybrid: 0.4041 (0.4112) loss_class_2_hybrid: 0.7122 (0.7496) loss_bbox_2_hybrid: 0.1754 (0.1862) loss_giou_2_hybrid: 0.4062 (0.4064) loss_class_3_hybrid: 0.7068 (0.7411) loss_bbox_3_hybrid: 0.1801 (0.1858) loss_giou_3_hybrid: 0.4053 (0.4053) loss_class_4_hybrid: 0.7108 (0.7375) loss_bbox_4_hybrid: 0.1766 (0.1859) loss_giou_4_hybrid: 0.4074 (0.4050) loss_class_enc_hybrid: 0.7480 (0.7760) loss_bbox_enc_hybrid: 0.2250 (0.2314) loss_giou_enc_hybrid: 0.4786 (0.4782) mem: 1017 max mem: 36965 [2024-01-15 21:32:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:33:51 det.util.engine] INFO: Epoch: [9] [2400/11727] eta: 2:49:19 lr: 0.000100 data_time: 0.0030 iter_time: 1.1002 loss: 26.4099 (25.7914) loss_class: 0.7431 (0.7341) loss_bbox: 0.1528 (0.1736) loss_giou: 0.3799 (0.3777) loss_class_0: 0.9142 (0.9051) loss_bbox_0: 0.1510 (0.1739) loss_giou_0: 0.3804 (0.3824) loss_class_1: 0.7946 (0.7871) loss_bbox_1: 0.1548 (0.1749) loss_giou_1: 0.3791 (0.3816) loss_class_2: 0.7809 (0.7594) loss_bbox_2: 0.1563 (0.1730) loss_giou_2: 0.3790 (0.3783) loss_class_3: 0.7749 (0.7429) loss_bbox_3: 0.1540 (0.1731) loss_giou_3: 0.3780 (0.3779) loss_class_4: 0.7529 (0.7355) loss_bbox_4: 0.1611 (0.1733) loss_giou_4: 0.3806 (0.3779) loss_class_enc: 0.8446 (0.8523) loss_bbox_enc: 0.1895 (0.2079) loss_giou_enc: 0.4320 (0.4331) loss_class_dn: 0.3769 (0.3745) loss_bbox_dn: 0.2113 (0.2503) loss_giou_dn: 0.4287 (0.4203) loss_class_dn_0: 0.4618 (0.4707) loss_bbox_dn_0: 0.3218 (0.3528) loss_giou_dn_0: 0.5601 (0.5486) loss_class_dn_1: 0.4075 (0.4039) loss_bbox_dn_1: 0.2295 (0.2758) loss_giou_dn_1: 0.4635 (0.4526) loss_class_dn_2: 0.3813 (0.3830) loss_bbox_dn_2: 0.2184 (0.2547) loss_giou_dn_2: 0.4345 (0.4270) loss_class_dn_3: 0.3776 (0.3768) loss_bbox_dn_3: 0.2123 (0.2511) loss_giou_dn_3: 0.4293 (0.4217) loss_class_dn_4: 0.3766 (0.3745) loss_bbox_dn_4: 0.2112 (0.2503) loss_giou_dn_4: 0.4285 (0.4202) loss_class_hybrid: 0.7506 (0.7375) loss_bbox_hybrid: 0.1707 (0.1859) loss_giou_hybrid: 0.4053 (0.4053) loss_class_0_hybrid: 0.8018 (0.8076) loss_bbox_0_hybrid: 0.1838 (0.1942) loss_giou_0_hybrid: 0.4179 (0.4208) loss_class_1_hybrid: 0.7754 (0.7637) loss_bbox_1_hybrid: 0.1769 (0.1893) loss_giou_1_hybrid: 0.4108 (0.4116) loss_class_2_hybrid: 0.7583 (0.7497) loss_bbox_2_hybrid: 0.1748 (0.1864) loss_giou_2_hybrid: 0.4000 (0.4069) loss_class_3_hybrid: 0.7654 (0.7414) loss_bbox_3_hybrid: 0.1749 (0.1860) loss_giou_3_hybrid: 0.4027 (0.4057) loss_class_4_hybrid: 0.7513 (0.7378) loss_bbox_4_hybrid: 0.1729 (0.1861) loss_giou_4_hybrid: 0.4002 (0.4054) loss_class_enc_hybrid: 0.7703 (0.7759) loss_bbox_enc_hybrid: 0.2152 (0.2316) loss_giou_enc_hybrid: 0.4735 (0.4787) mem: 1020 max mem: 36965 [2024-01-15 21:33:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:34:45 det.util.engine] INFO: Epoch: [9] [2450/11727] eta: 2:48:22 lr: 0.000100 data_time: 0.0029 iter_time: 1.0706 loss: 24.4476 (25.7914) loss_class: 0.6855 (0.7339) loss_bbox: 0.1528 (0.1734) loss_giou: 0.3613 (0.3782) loss_class_0: 0.8344 (0.9047) loss_bbox_0: 0.1672 (0.1739) loss_giou_0: 0.3754 (0.3830) loss_class_1: 0.7202 (0.7869) loss_bbox_1: 0.1601 (0.1748) loss_giou_1: 0.3648 (0.3821) loss_class_2: 0.6821 (0.7590) loss_bbox_2: 0.1588 (0.1729) loss_giou_2: 0.3624 (0.3789) loss_class_3: 0.6710 (0.7425) loss_bbox_3: 0.1643 (0.1730) loss_giou_3: 0.3686 (0.3784) loss_class_4: 0.6817 (0.7352) loss_bbox_4: 0.1518 (0.1731) loss_giou_4: 0.3613 (0.3784) loss_class_enc: 0.8021 (0.8519) loss_bbox_enc: 0.1926 (0.2078) loss_giou_enc: 0.4129 (0.4336) loss_class_dn: 0.3594 (0.3746) loss_bbox_dn: 0.2000 (0.2498) loss_giou_dn: 0.3865 (0.4206) loss_class_dn_0: 0.4715 (0.4707) loss_bbox_dn_0: 0.3005 (0.3523) loss_giou_dn_0: 0.5236 (0.5488) loss_class_dn_1: 0.3937 (0.4040) loss_bbox_dn_1: 0.2310 (0.2754) loss_giou_dn_1: 0.4302 (0.4529) loss_class_dn_2: 0.3737 (0.3831) loss_bbox_dn_2: 0.2031 (0.2543) loss_giou_dn_2: 0.3945 (0.4273) loss_class_dn_3: 0.3629 (0.3768) loss_bbox_dn_3: 0.1990 (0.2507) loss_giou_dn_3: 0.3877 (0.4220) loss_class_dn_4: 0.3587 (0.3746) loss_bbox_dn_4: 0.1999 (0.2498) loss_giou_dn_4: 0.3862 (0.4205) loss_class_hybrid: 0.6971 (0.7370) loss_bbox_hybrid: 0.1614 (0.1859) loss_giou_hybrid: 0.3896 (0.4059) loss_class_0_hybrid: 0.7894 (0.8070) loss_bbox_0_hybrid: 0.1689 (0.1943) loss_giou_0_hybrid: 0.4189 (0.4215) loss_class_1_hybrid: 0.7196 (0.7632) loss_bbox_1_hybrid: 0.1705 (0.1893) loss_giou_1_hybrid: 0.3924 (0.4122) loss_class_2_hybrid: 0.7023 (0.7492) loss_bbox_2_hybrid: 0.1639 (0.1864) loss_giou_2_hybrid: 0.3930 (0.4075) loss_class_3_hybrid: 0.6948 (0.7408) loss_bbox_3_hybrid: 0.1633 (0.1860) loss_giou_3_hybrid: 0.3921 (0.4063) loss_class_4_hybrid: 0.6872 (0.7372) loss_bbox_4_hybrid: 0.1716 (0.1860) loss_giou_4_hybrid: 0.3926 (0.4061) loss_class_enc_hybrid: 0.7257 (0.7754) loss_bbox_enc_hybrid: 0.2056 (0.2315) loss_giou_enc_hybrid: 0.4759 (0.4793) mem: 1024 max mem: 36965 [2024-01-15 21:34:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:35:38 det.util.engine] INFO: Epoch: [9] [2500/11727] eta: 2:47:24 lr: 0.000100 data_time: 0.0030 iter_time: 1.0398 loss: 25.4559 (25.7909) loss_class: 0.7111 (0.7336) loss_bbox: 0.1741 (0.1735) loss_giou: 0.3740 (0.3784) loss_class_0: 0.8810 (0.9044) loss_bbox_0: 0.1741 (0.1739) loss_giou_0: 0.3800 (0.3832) loss_class_1: 0.7700 (0.7867) loss_bbox_1: 0.1747 (0.1749) loss_giou_1: 0.3817 (0.3823) loss_class_2: 0.7322 (0.7586) loss_bbox_2: 0.1699 (0.1730) loss_giou_2: 0.3767 (0.3791) loss_class_3: 0.7304 (0.7422) loss_bbox_3: 0.1791 (0.1731) loss_giou_3: 0.3716 (0.3786) loss_class_4: 0.7167 (0.7349) loss_bbox_4: 0.1685 (0.1732) loss_giou_4: 0.3716 (0.3786) loss_class_enc: 0.8406 (0.8515) loss_bbox_enc: 0.2047 (0.2077) loss_giou_enc: 0.4209 (0.4337) loss_class_dn: 0.3821 (0.3746) loss_bbox_dn: 0.2449 (0.2498) loss_giou_dn: 0.4129 (0.4207) loss_class_dn_0: 0.4718 (0.4707) loss_bbox_dn_0: 0.3474 (0.3521) loss_giou_dn_0: 0.5324 (0.5488) loss_class_dn_1: 0.4092 (0.4040) loss_bbox_dn_1: 0.2716 (0.2753) loss_giou_dn_1: 0.4468 (0.4529) loss_class_dn_2: 0.3903 (0.3831) loss_bbox_dn_2: 0.2488 (0.2542) loss_giou_dn_2: 0.4178 (0.4273) loss_class_dn_3: 0.3858 (0.3769) loss_bbox_dn_3: 0.2460 (0.2507) loss_giou_dn_3: 0.4119 (0.4220) loss_class_dn_4: 0.3808 (0.3746) loss_bbox_dn_4: 0.2448 (0.2498) loss_giou_dn_4: 0.4115 (0.4205) loss_class_hybrid: 0.7148 (0.7367) loss_bbox_hybrid: 0.1831 (0.1860) loss_giou_hybrid: 0.3924 (0.4061) loss_class_0_hybrid: 0.7912 (0.8067) loss_bbox_0_hybrid: 0.1945 (0.1943) loss_giou_0_hybrid: 0.4080 (0.4217) loss_class_1_hybrid: 0.7509 (0.7629) loss_bbox_1_hybrid: 0.1811 (0.1894) loss_giou_1_hybrid: 0.3986 (0.4125) loss_class_2_hybrid: 0.7229 (0.7490) loss_bbox_2_hybrid: 0.1736 (0.1865) loss_giou_2_hybrid: 0.3958 (0.4077) loss_class_3_hybrid: 0.7280 (0.7406) loss_bbox_3_hybrid: 0.1759 (0.1861) loss_giou_3_hybrid: 0.3918 (0.4065) loss_class_4_hybrid: 0.7216 (0.7369) loss_bbox_4_hybrid: 0.1773 (0.1862) loss_giou_4_hybrid: 0.3923 (0.4063) loss_class_enc_hybrid: 0.7658 (0.7750) loss_bbox_enc_hybrid: 0.2185 (0.2315) loss_giou_enc_hybrid: 0.4656 (0.4794) mem: 1031 max mem: 36965 [2024-01-15 21:35:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:36:31 det.util.engine] INFO: Epoch: [9] [2550/11727] eta: 2:46:26 lr: 0.000100 data_time: 0.0029 iter_time: 1.0609 loss: 25.3441 (25.7827) loss_class: 0.6927 (0.7332) loss_bbox: 0.1937 (0.1736) loss_giou: 0.3629 (0.3783) loss_class_0: 0.8609 (0.9041) loss_bbox_0: 0.1893 (0.1741) loss_giou_0: 0.3755 (0.3830) loss_class_1: 0.7437 (0.7862) loss_bbox_1: 0.1884 (0.1750) loss_giou_1: 0.3587 (0.3822) loss_class_2: 0.7161 (0.7582) loss_bbox_2: 0.1847 (0.1731) loss_giou_2: 0.3655 (0.3790) loss_class_3: 0.6799 (0.7416) loss_bbox_3: 0.1973 (0.1733) loss_giou_3: 0.3668 (0.3785) loss_class_4: 0.6993 (0.7345) loss_bbox_4: 0.1939 (0.1734) loss_giou_4: 0.3620 (0.3785) loss_class_enc: 0.8130 (0.8513) loss_bbox_enc: 0.2350 (0.2079) loss_giou_enc: 0.4321 (0.4335) loss_class_dn: 0.3710 (0.3745) loss_bbox_dn: 0.2625 (0.2497) loss_giou_dn: 0.4093 (0.4204) loss_class_dn_0: 0.4760 (0.4707) loss_bbox_dn_0: 0.3681 (0.3521) loss_giou_dn_0: 0.5351 (0.5486) loss_class_dn_1: 0.3988 (0.4039) loss_bbox_dn_1: 0.2867 (0.2752) loss_giou_dn_1: 0.4478 (0.4527) loss_class_dn_2: 0.3762 (0.3830) loss_bbox_dn_2: 0.2736 (0.2542) loss_giou_dn_2: 0.4176 (0.4271) loss_class_dn_3: 0.3686 (0.3768) loss_bbox_dn_3: 0.2627 (0.2506) loss_giou_dn_3: 0.4110 (0.4218) loss_class_dn_4: 0.3729 (0.3745) loss_bbox_dn_4: 0.2626 (0.2497) loss_giou_dn_4: 0.4093 (0.4202) loss_class_hybrid: 0.7288 (0.7365) loss_bbox_hybrid: 0.1932 (0.1860) loss_giou_hybrid: 0.3799 (0.4059) loss_class_0_hybrid: 0.7805 (0.8065) loss_bbox_0_hybrid: 0.2140 (0.1944) loss_giou_0_hybrid: 0.3994 (0.4214) loss_class_1_hybrid: 0.7454 (0.7626) loss_bbox_1_hybrid: 0.1890 (0.1895) loss_giou_1_hybrid: 0.3847 (0.4122) loss_class_2_hybrid: 0.7381 (0.7488) loss_bbox_2_hybrid: 0.1870 (0.1865) loss_giou_2_hybrid: 0.3806 (0.4074) loss_class_3_hybrid: 0.7094 (0.7403) loss_bbox_3_hybrid: 0.1924 (0.1861) loss_giou_3_hybrid: 0.3830 (0.4063) loss_class_4_hybrid: 0.7243 (0.7367) loss_bbox_4_hybrid: 0.1898 (0.1862) loss_giou_4_hybrid: 0.3812 (0.4060) loss_class_enc_hybrid: 0.7556 (0.7748) loss_bbox_enc_hybrid: 0.2500 (0.2316) loss_giou_enc_hybrid: 0.4639 (0.4792) mem: 1024 max mem: 36965 [2024-01-15 21:36:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:37:26 det.util.engine] INFO: Epoch: [9] [2600/11727] eta: 2:45:33 lr: 0.000100 data_time: 0.0030 iter_time: 1.0853 loss: 26.1937 (25.7875) loss_class: 0.7984 (0.7334) loss_bbox: 0.1678 (0.1736) loss_giou: 0.3412 (0.3782) loss_class_0: 0.9383 (0.9043) loss_bbox_0: 0.1767 (0.1741) loss_giou_0: 0.3488 (0.3829) loss_class_1: 0.8246 (0.7864) loss_bbox_1: 0.1769 (0.1751) loss_giou_1: 0.3541 (0.3821) loss_class_2: 0.8208 (0.7584) loss_bbox_2: 0.1658 (0.1732) loss_giou_2: 0.3378 (0.3789) loss_class_3: 0.8212 (0.7418) loss_bbox_3: 0.1689 (0.1733) loss_giou_3: 0.3371 (0.3784) loss_class_4: 0.7914 (0.7347) loss_bbox_4: 0.1678 (0.1734) loss_giou_4: 0.3379 (0.3783) loss_class_enc: 0.8632 (0.8515) loss_bbox_enc: 0.2190 (0.2080) loss_giou_enc: 0.4111 (0.4334) loss_class_dn: 0.3742 (0.3745) loss_bbox_dn: 0.2562 (0.2499) loss_giou_dn: 0.3953 (0.4205) loss_class_dn_0: 0.4770 (0.4708) loss_bbox_dn_0: 0.3735 (0.3523) loss_giou_dn_0: 0.5442 (0.5488) loss_class_dn_1: 0.4069 (0.4040) loss_bbox_dn_1: 0.2809 (0.2754) loss_giou_dn_1: 0.4261 (0.4529) loss_class_dn_2: 0.3866 (0.3830) loss_bbox_dn_2: 0.2579 (0.2543) loss_giou_dn_2: 0.4001 (0.4272) loss_class_dn_3: 0.3788 (0.3768) loss_bbox_dn_3: 0.2538 (0.2507) loss_giou_dn_3: 0.3967 (0.4219) loss_class_dn_4: 0.3756 (0.3745) loss_bbox_dn_4: 0.2560 (0.2499) loss_giou_dn_4: 0.3952 (0.4204) loss_class_hybrid: 0.7871 (0.7369) loss_bbox_hybrid: 0.1917 (0.1860) loss_giou_hybrid: 0.3769 (0.4057) loss_class_0_hybrid: 0.8220 (0.8067) loss_bbox_0_hybrid: 0.2134 (0.1944) loss_giou_0_hybrid: 0.3979 (0.4213) loss_class_1_hybrid: 0.8260 (0.7629) loss_bbox_1_hybrid: 0.1964 (0.1895) loss_giou_1_hybrid: 0.3880 (0.4121) loss_class_2_hybrid: 0.7832 (0.7492) loss_bbox_2_hybrid: 0.1922 (0.1865) loss_giou_2_hybrid: 0.3758 (0.4073) loss_class_3_hybrid: 0.7734 (0.7408) loss_bbox_3_hybrid: 0.1895 (0.1861) loss_giou_3_hybrid: 0.3762 (0.4061) loss_class_4_hybrid: 0.7709 (0.7371) loss_bbox_4_hybrid: 0.1923 (0.1862) loss_giou_4_hybrid: 0.3776 (0.4059) loss_class_enc_hybrid: 0.8050 (0.7748) loss_bbox_enc_hybrid: 0.2489 (0.2316) loss_giou_enc_hybrid: 0.4575 (0.4791) mem: 1021 max mem: 36965 [2024-01-15 21:37:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:38:19 det.util.engine] INFO: Epoch: [9] [2650/11727] eta: 2:44:31 lr: 0.000100 data_time: 0.0028 iter_time: 1.0503 loss: 25.1581 (25.7910) loss_class: 0.6831 (0.7332) loss_bbox: 0.1678 (0.1736) loss_giou: 0.3820 (0.3786) loss_class_0: 0.8433 (0.9038) loss_bbox_0: 0.1770 (0.1742) loss_giou_0: 0.3987 (0.3834) loss_class_1: 0.7160 (0.7859) loss_bbox_1: 0.1680 (0.1751) loss_giou_1: 0.4106 (0.3825) loss_class_2: 0.6984 (0.7581) loss_bbox_2: 0.1697 (0.1732) loss_giou_2: 0.3920 (0.3793) loss_class_3: 0.6805 (0.7415) loss_bbox_3: 0.1714 (0.1733) loss_giou_3: 0.3855 (0.3788) loss_class_4: 0.6811 (0.7344) loss_bbox_4: 0.1676 (0.1734) loss_giou_4: 0.3819 (0.3787) loss_class_enc: 0.8284 (0.8514) loss_bbox_enc: 0.2041 (0.2080) loss_giou_enc: 0.4432 (0.4336) loss_class_dn: 0.3686 (0.3745) loss_bbox_dn: 0.2323 (0.2499) loss_giou_dn: 0.4294 (0.4208) loss_class_dn_0: 0.4664 (0.4707) loss_bbox_dn_0: 0.3352 (0.3523) loss_giou_dn_0: 0.5647 (0.5491) loss_class_dn_1: 0.3936 (0.4039) loss_bbox_dn_1: 0.2588 (0.2754) loss_giou_dn_1: 0.4635 (0.4532) loss_class_dn_2: 0.3735 (0.3830) loss_bbox_dn_2: 0.2388 (0.2543) loss_giou_dn_2: 0.4385 (0.4275) loss_class_dn_3: 0.3687 (0.3767) loss_bbox_dn_3: 0.2346 (0.2507) loss_giou_dn_3: 0.4329 (0.4222) loss_class_dn_4: 0.3672 (0.3745) loss_bbox_dn_4: 0.2323 (0.2498) loss_giou_dn_4: 0.4297 (0.4207) loss_class_hybrid: 0.6930 (0.7367) loss_bbox_hybrid: 0.1708 (0.1860) loss_giou_hybrid: 0.4175 (0.4061) loss_class_0_hybrid: 0.7710 (0.8064) loss_bbox_0_hybrid: 0.1849 (0.1945) loss_giou_0_hybrid: 0.4332 (0.4218) loss_class_1_hybrid: 0.7331 (0.7627) loss_bbox_1_hybrid: 0.1807 (0.1895) loss_giou_1_hybrid: 0.4237 (0.4125) loss_class_2_hybrid: 0.7122 (0.7489) loss_bbox_2_hybrid: 0.1739 (0.1865) loss_giou_2_hybrid: 0.4236 (0.4077) loss_class_3_hybrid: 0.6916 (0.7405) loss_bbox_3_hybrid: 0.1712 (0.1861) loss_giou_3_hybrid: 0.4210 (0.4065) loss_class_4_hybrid: 0.6927 (0.7369) loss_bbox_4_hybrid: 0.1709 (0.1862) loss_giou_4_hybrid: 0.4173 (0.4063) loss_class_enc_hybrid: 0.7173 (0.7746) loss_bbox_enc_hybrid: 0.2176 (0.2317) loss_giou_enc_hybrid: 0.4859 (0.4795) mem: 1022 max mem: 36965 [2024-01-15 21:38:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:39:12 det.util.engine] INFO: Epoch: [9] [2700/11727] eta: 2:43:34 lr: 0.000100 data_time: 0.0035 iter_time: 1.0694 loss: 26.5620 (25.7876) loss_class: 0.7320 (0.7329) loss_bbox: 0.1772 (0.1737) loss_giou: 0.3941 (0.3786) loss_class_0: 0.9111 (0.9034) loss_bbox_0: 0.1766 (0.1743) loss_giou_0: 0.3983 (0.3834) loss_class_1: 0.7796 (0.7855) loss_bbox_1: 0.1769 (0.1752) loss_giou_1: 0.3945 (0.3826) loss_class_2: 0.7345 (0.7578) loss_bbox_2: 0.1766 (0.1733) loss_giou_2: 0.3933 (0.3793) loss_class_3: 0.7337 (0.7413) loss_bbox_3: 0.1784 (0.1734) loss_giou_3: 0.3902 (0.3789) loss_class_4: 0.7207 (0.7342) loss_bbox_4: 0.1825 (0.1735) loss_giou_4: 0.3956 (0.3788) loss_class_enc: 0.8310 (0.8510) loss_bbox_enc: 0.2030 (0.2081) loss_giou_enc: 0.4392 (0.4337) loss_class_dn: 0.3720 (0.3744) loss_bbox_dn: 0.2441 (0.2497) loss_giou_dn: 0.4242 (0.4208) loss_class_dn_0: 0.4614 (0.4706) loss_bbox_dn_0: 0.3677 (0.3523) loss_giou_dn_0: 0.5417 (0.5491) loss_class_dn_1: 0.4014 (0.4039) loss_bbox_dn_1: 0.2936 (0.2752) loss_giou_dn_1: 0.4545 (0.4531) loss_class_dn_2: 0.3784 (0.3829) loss_bbox_dn_2: 0.2548 (0.2542) loss_giou_dn_2: 0.4302 (0.4275) loss_class_dn_3: 0.3763 (0.3767) loss_bbox_dn_3: 0.2467 (0.2506) loss_giou_dn_3: 0.4270 (0.4222) loss_class_dn_4: 0.3739 (0.3744) loss_bbox_dn_4: 0.2443 (0.2497) loss_giou_dn_4: 0.4239 (0.4206) loss_class_hybrid: 0.7279 (0.7365) loss_bbox_hybrid: 0.1875 (0.1861) loss_giou_hybrid: 0.4094 (0.4062) loss_class_0_hybrid: 0.7987 (0.8063) loss_bbox_0_hybrid: 0.1982 (0.1945) loss_giou_0_hybrid: 0.4304 (0.4218) loss_class_1_hybrid: 0.7696 (0.7625) loss_bbox_1_hybrid: 0.1889 (0.1895) loss_giou_1_hybrid: 0.4154 (0.4126) loss_class_2_hybrid: 0.7371 (0.7487) loss_bbox_2_hybrid: 0.1865 (0.1865) loss_giou_2_hybrid: 0.4171 (0.4077) loss_class_3_hybrid: 0.7372 (0.7403) loss_bbox_3_hybrid: 0.1896 (0.1861) loss_giou_3_hybrid: 0.4166 (0.4066) loss_class_4_hybrid: 0.7261 (0.7367) loss_bbox_4_hybrid: 0.1877 (0.1862) loss_giou_4_hybrid: 0.4157 (0.4063) loss_class_enc_hybrid: 0.7566 (0.7744) loss_bbox_enc_hybrid: 0.2224 (0.2317) loss_giou_enc_hybrid: 0.4886 (0.4795) mem: 1025 max mem: 36965 [2024-01-15 21:39:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:40:07 det.util.engine] INFO: Epoch: [9] [2750/11727] eta: 2:42:40 lr: 0.000100 data_time: 0.0029 iter_time: 1.1174 loss: 24.1792 (25.7868) loss_class: 0.6868 (0.7326) loss_bbox: 0.1685 (0.1739) loss_giou: 0.3455 (0.3786) loss_class_0: 0.8574 (0.9030) loss_bbox_0: 0.1764 (0.1745) loss_giou_0: 0.3544 (0.3834) loss_class_1: 0.7515 (0.7854) loss_bbox_1: 0.1568 (0.1753) loss_giou_1: 0.3418 (0.3825) loss_class_2: 0.7394 (0.7576) loss_bbox_2: 0.1602 (0.1734) loss_giou_2: 0.3402 (0.3792) loss_class_3: 0.6972 (0.7410) loss_bbox_3: 0.1636 (0.1735) loss_giou_3: 0.3463 (0.3789) loss_class_4: 0.6914 (0.7339) loss_bbox_4: 0.1627 (0.1736) loss_giou_4: 0.3391 (0.3788) loss_class_enc: 0.8235 (0.8507) loss_bbox_enc: 0.2004 (0.2083) loss_giou_enc: 0.4100 (0.4337) loss_class_dn: 0.3715 (0.3743) loss_bbox_dn: 0.1917 (0.2499) loss_giou_dn: 0.4015 (0.4207) loss_class_dn_0: 0.4657 (0.4706) loss_bbox_dn_0: 0.3040 (0.3525) loss_giou_dn_0: 0.5289 (0.5491) loss_class_dn_1: 0.3974 (0.4038) loss_bbox_dn_1: 0.2147 (0.2754) loss_giou_dn_1: 0.4275 (0.4530) loss_class_dn_2: 0.3802 (0.3828) loss_bbox_dn_2: 0.1930 (0.2544) loss_giou_dn_2: 0.4069 (0.4274) loss_class_dn_3: 0.3722 (0.3766) loss_bbox_dn_3: 0.1932 (0.2508) loss_giou_dn_3: 0.4030 (0.4221) loss_class_dn_4: 0.3697 (0.3743) loss_bbox_dn_4: 0.1918 (0.2499) loss_giou_dn_4: 0.4016 (0.4206) loss_class_hybrid: 0.7068 (0.7363) loss_bbox_hybrid: 0.1638 (0.1862) loss_giou_hybrid: 0.3691 (0.4062) loss_class_0_hybrid: 0.7557 (0.8060) loss_bbox_0_hybrid: 0.1751 (0.1946) loss_giou_0_hybrid: 0.3876 (0.4219) loss_class_1_hybrid: 0.7313 (0.7623) loss_bbox_1_hybrid: 0.1750 (0.1896) loss_giou_1_hybrid: 0.3747 (0.4126) loss_class_2_hybrid: 0.7183 (0.7485) loss_bbox_2_hybrid: 0.1647 (0.1867) loss_giou_2_hybrid: 0.3726 (0.4078) loss_class_3_hybrid: 0.7105 (0.7402) loss_bbox_3_hybrid: 0.1636 (0.1863) loss_giou_3_hybrid: 0.3721 (0.4066) loss_class_4_hybrid: 0.7062 (0.7366) loss_bbox_4_hybrid: 0.1653 (0.1863) loss_giou_4_hybrid: 0.3700 (0.4064) loss_class_enc_hybrid: 0.7261 (0.7741) loss_bbox_enc_hybrid: 0.2101 (0.2319) loss_giou_enc_hybrid: 0.4537 (0.4796) mem: 1010 max mem: 36965 [2024-01-15 21:40:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:41:00 det.util.engine] INFO: Epoch: [9] [2800/11727] eta: 2:41:42 lr: 0.000100 data_time: 0.0036 iter_time: 1.0599 loss: 25.5076 (25.7829) loss_class: 0.7089 (0.7326) loss_bbox: 0.1594 (0.1740) loss_giou: 0.3660 (0.3784) loss_class_0: 0.8594 (0.9025) loss_bbox_0: 0.1694 (0.1747) loss_giou_0: 0.3764 (0.3833) loss_class_1: 0.7357 (0.7850) loss_bbox_1: 0.1678 (0.1755) loss_giou_1: 0.3771 (0.3824) loss_class_2: 0.7356 (0.7577) loss_bbox_2: 0.1557 (0.1735) loss_giou_2: 0.3683 (0.3790) loss_class_3: 0.7119 (0.7410) loss_bbox_3: 0.1543 (0.1736) loss_giou_3: 0.3652 (0.3786) loss_class_4: 0.7123 (0.7339) loss_bbox_4: 0.1594 (0.1737) loss_giou_4: 0.3664 (0.3785) loss_class_enc: 0.8225 (0.8505) loss_bbox_enc: 0.1992 (0.2085) loss_giou_enc: 0.4178 (0.4336) loss_class_dn: 0.3683 (0.3742) loss_bbox_dn: 0.2478 (0.2501) loss_giou_dn: 0.4149 (0.4206) loss_class_dn_0: 0.4701 (0.4706) loss_bbox_dn_0: 0.3473 (0.3529) loss_giou_dn_0: 0.5320 (0.5489) loss_class_dn_1: 0.3986 (0.4037) loss_bbox_dn_1: 0.2743 (0.2757) loss_giou_dn_1: 0.4498 (0.4529) loss_class_dn_2: 0.3795 (0.3827) loss_bbox_dn_2: 0.2524 (0.2546) loss_giou_dn_2: 0.4214 (0.4272) loss_class_dn_3: 0.3748 (0.3765) loss_bbox_dn_3: 0.2498 (0.2510) loss_giou_dn_3: 0.4177 (0.4219) loss_class_dn_4: 0.3691 (0.3742) loss_bbox_dn_4: 0.2478 (0.2501) loss_giou_dn_4: 0.4144 (0.4204) loss_class_hybrid: 0.6762 (0.7364) loss_bbox_hybrid: 0.1723 (0.1862) loss_giou_hybrid: 0.3857 (0.4059) loss_class_0_hybrid: 0.7650 (0.8057) loss_bbox_0_hybrid: 0.1843 (0.1947) loss_giou_0_hybrid: 0.4024 (0.4216) loss_class_1_hybrid: 0.7169 (0.7622) loss_bbox_1_hybrid: 0.1739 (0.1896) loss_giou_1_hybrid: 0.3890 (0.4123) loss_class_2_hybrid: 0.7018 (0.7484) loss_bbox_2_hybrid: 0.1715 (0.1867) loss_giou_2_hybrid: 0.3902 (0.4075) loss_class_3_hybrid: 0.6758 (0.7402) loss_bbox_3_hybrid: 0.1721 (0.1863) loss_giou_3_hybrid: 0.3860 (0.4063) loss_class_4_hybrid: 0.6746 (0.7365) loss_bbox_4_hybrid: 0.1721 (0.1864) loss_giou_4_hybrid: 0.3879 (0.4061) loss_class_enc_hybrid: 0.7375 (0.7739) loss_bbox_enc_hybrid: 0.2157 (0.2320) loss_giou_enc_hybrid: 0.4602 (0.4794) mem: 1027 max mem: 36965 [2024-01-15 21:41:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:41:55 det.util.engine] INFO: Epoch: [9] [2850/11727] eta: 2:40:52 lr: 0.000100 data_time: 0.0028 iter_time: 1.1446 loss: 25.0101 (25.7712) loss_class: 0.6786 (0.7322) loss_bbox: 0.1644 (0.1740) loss_giou: 0.3739 (0.3782) loss_class_0: 0.8878 (0.9024) loss_bbox_0: 0.1617 (0.1746) loss_giou_0: 0.3681 (0.3831) loss_class_1: 0.7295 (0.7847) loss_bbox_1: 0.1622 (0.1754) loss_giou_1: 0.3716 (0.3822) loss_class_2: 0.7202 (0.7573) loss_bbox_2: 0.1591 (0.1735) loss_giou_2: 0.3810 (0.3788) loss_class_3: 0.6855 (0.7406) loss_bbox_3: 0.1611 (0.1736) loss_giou_3: 0.3718 (0.3784) loss_class_4: 0.6873 (0.7335) loss_bbox_4: 0.1608 (0.1737) loss_giou_4: 0.3818 (0.3783) loss_class_enc: 0.8206 (0.8501) loss_bbox_enc: 0.1948 (0.2085) loss_giou_enc: 0.4175 (0.4334) loss_class_dn: 0.3622 (0.3741) loss_bbox_dn: 0.2582 (0.2500) loss_giou_dn: 0.4107 (0.4203) loss_class_dn_0: 0.4671 (0.4705) loss_bbox_dn_0: 0.3694 (0.3529) loss_giou_dn_0: 0.5308 (0.5487) loss_class_dn_1: 0.3938 (0.4036) loss_bbox_dn_1: 0.2746 (0.2756) loss_giou_dn_1: 0.4366 (0.4526) loss_class_dn_2: 0.3710 (0.3826) loss_bbox_dn_2: 0.2608 (0.2544) loss_giou_dn_2: 0.4161 (0.4270) loss_class_dn_3: 0.3647 (0.3763) loss_bbox_dn_3: 0.2602 (0.2509) loss_giou_dn_3: 0.4142 (0.4217) loss_class_dn_4: 0.3618 (0.3740) loss_bbox_dn_4: 0.2583 (0.2500) loss_giou_dn_4: 0.4108 (0.4202) loss_class_hybrid: 0.7020 (0.7360) loss_bbox_hybrid: 0.1662 (0.1861) loss_giou_hybrid: 0.3787 (0.4056) loss_class_0_hybrid: 0.7889 (0.8056) loss_bbox_0_hybrid: 0.1760 (0.1946) loss_giou_0_hybrid: 0.3957 (0.4213) loss_class_1_hybrid: 0.7243 (0.7619) loss_bbox_1_hybrid: 0.1706 (0.1895) loss_giou_1_hybrid: 0.3877 (0.4120) loss_class_2_hybrid: 0.7148 (0.7482) loss_bbox_2_hybrid: 0.1651 (0.1866) loss_giou_2_hybrid: 0.3774 (0.4072) loss_class_3_hybrid: 0.7240 (0.7398) loss_bbox_3_hybrid: 0.1669 (0.1862) loss_giou_3_hybrid: 0.3794 (0.4060) loss_class_4_hybrid: 0.7007 (0.7362) loss_bbox_4_hybrid: 0.1694 (0.1862) loss_giou_4_hybrid: 0.3807 (0.4058) loss_class_enc_hybrid: 0.7720 (0.7738) loss_bbox_enc_hybrid: 0.2223 (0.2319) loss_giou_enc_hybrid: 0.4478 (0.4791) mem: 1009 max mem: 36965 [2024-01-15 21:41:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:42:49 det.util.engine] INFO: Epoch: [9] [2900/11727] eta: 2:39:56 lr: 0.000100 data_time: 0.0032 iter_time: 1.0672 loss: 25.6018 (25.7726) loss_class: 0.7101 (0.7327) loss_bbox: 0.1643 (0.1739) loss_giou: 0.3711 (0.3780) loss_class_0: 0.8811 (0.9028) loss_bbox_0: 0.1666 (0.1745) loss_giou_0: 0.3721 (0.3830) loss_class_1: 0.7770 (0.7852) loss_bbox_1: 0.1636 (0.1753) loss_giou_1: 0.3698 (0.3820) loss_class_2: 0.7577 (0.7580) loss_bbox_2: 0.1634 (0.1733) loss_giou_2: 0.3664 (0.3786) loss_class_3: 0.7505 (0.7411) loss_bbox_3: 0.1570 (0.1735) loss_giou_3: 0.3680 (0.3782) loss_class_4: 0.7219 (0.7340) loss_bbox_4: 0.1587 (0.1736) loss_giou_4: 0.3709 (0.3781) loss_class_enc: 0.8505 (0.8505) loss_bbox_enc: 0.1989 (0.2084) loss_giou_enc: 0.4112 (0.4332) loss_class_dn: 0.3745 (0.3742) loss_bbox_dn: 0.2034 (0.2499) loss_giou_dn: 0.4275 (0.4203) loss_class_dn_0: 0.4635 (0.4706) loss_bbox_dn_0: 0.2924 (0.3528) loss_giou_dn_0: 0.5477 (0.5486) loss_class_dn_1: 0.4074 (0.4036) loss_bbox_dn_1: 0.2212 (0.2755) loss_giou_dn_1: 0.4648 (0.4526) loss_class_dn_2: 0.3778 (0.3826) loss_bbox_dn_2: 0.2023 (0.2543) loss_giou_dn_2: 0.4384 (0.4269) loss_class_dn_3: 0.3753 (0.3764) loss_bbox_dn_3: 0.2028 (0.2508) loss_giou_dn_3: 0.4310 (0.4217) loss_class_dn_4: 0.3757 (0.3741) loss_bbox_dn_4: 0.2034 (0.2499) loss_giou_dn_4: 0.4275 (0.4201) loss_class_hybrid: 0.7202 (0.7364) loss_bbox_hybrid: 0.1728 (0.1860) loss_giou_hybrid: 0.3923 (0.4054) loss_class_0_hybrid: 0.7932 (0.8060) loss_bbox_0_hybrid: 0.1793 (0.1944) loss_giou_0_hybrid: 0.4024 (0.4211) loss_class_1_hybrid: 0.7548 (0.7623) loss_bbox_1_hybrid: 0.1762 (0.1894) loss_giou_1_hybrid: 0.3946 (0.4118) loss_class_2_hybrid: 0.7521 (0.7486) loss_bbox_2_hybrid: 0.1720 (0.1864) loss_giou_2_hybrid: 0.3951 (0.4070) loss_class_3_hybrid: 0.7134 (0.7401) loss_bbox_3_hybrid: 0.1704 (0.1860) loss_giou_3_hybrid: 0.3944 (0.4058) loss_class_4_hybrid: 0.7293 (0.7366) loss_bbox_4_hybrid: 0.1703 (0.1861) loss_giou_4_hybrid: 0.3947 (0.4056) loss_class_enc_hybrid: 0.7749 (0.7740) loss_bbox_enc_hybrid: 0.2178 (0.2318) loss_giou_enc_hybrid: 0.4543 (0.4789) mem: 1025 max mem: 36965 [2024-01-15 21:42:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:43:44 det.util.engine] INFO: Epoch: [9] [2950/11727] eta: 2:39:03 lr: 0.000100 data_time: 0.0031 iter_time: 1.0887 loss: 25.5371 (25.7740) loss_class: 0.7046 (0.7327) loss_bbox: 0.1717 (0.1740) loss_giou: 0.3810 (0.3778) loss_class_0: 0.8964 (0.9030) loss_bbox_0: 0.1654 (0.1745) loss_giou_0: 0.3654 (0.3828) loss_class_1: 0.7703 (0.7854) loss_bbox_1: 0.1728 (0.1753) loss_giou_1: 0.3743 (0.3818) loss_class_2: 0.7411 (0.7582) loss_bbox_2: 0.1651 (0.1733) loss_giou_2: 0.3874 (0.3784) loss_class_3: 0.7069 (0.7412) loss_bbox_3: 0.1648 (0.1735) loss_giou_3: 0.3641 (0.3781) loss_class_4: 0.7034 (0.7340) loss_bbox_4: 0.1576 (0.1736) loss_giou_4: 0.3837 (0.3780) loss_class_enc: 0.8252 (0.8508) loss_bbox_enc: 0.1822 (0.2084) loss_giou_enc: 0.4378 (0.4332) loss_class_dn: 0.3734 (0.3742) loss_bbox_dn: 0.2152 (0.2500) loss_giou_dn: 0.3983 (0.4202) loss_class_dn_0: 0.4644 (0.4706) loss_bbox_dn_0: 0.3127 (0.3530) loss_giou_dn_0: 0.5385 (0.5487) loss_class_dn_1: 0.4003 (0.4037) loss_bbox_dn_1: 0.2345 (0.2757) loss_giou_dn_1: 0.4439 (0.4526) loss_class_dn_2: 0.3839 (0.3827) loss_bbox_dn_2: 0.2210 (0.2545) loss_giou_dn_2: 0.4112 (0.4269) loss_class_dn_3: 0.3773 (0.3764) loss_bbox_dn_3: 0.2179 (0.2509) loss_giou_dn_3: 0.4031 (0.4216) loss_class_dn_4: 0.3730 (0.3741) loss_bbox_dn_4: 0.2148 (0.2500) loss_giou_dn_4: 0.3983 (0.4201) loss_class_hybrid: 0.7248 (0.7365) loss_bbox_hybrid: 0.1761 (0.1860) loss_giou_hybrid: 0.3816 (0.4052) loss_class_0_hybrid: 0.7942 (0.8061) loss_bbox_0_hybrid: 0.1771 (0.1945) loss_giou_0_hybrid: 0.3962 (0.4210) loss_class_1_hybrid: 0.7479 (0.7624) loss_bbox_1_hybrid: 0.1790 (0.1894) loss_giou_1_hybrid: 0.3848 (0.4116) loss_class_2_hybrid: 0.7353 (0.7488) loss_bbox_2_hybrid: 0.1729 (0.1864) loss_giou_2_hybrid: 0.3781 (0.4068) loss_class_3_hybrid: 0.7356 (0.7403) loss_bbox_3_hybrid: 0.1717 (0.1861) loss_giou_3_hybrid: 0.3783 (0.4056) loss_class_4_hybrid: 0.7200 (0.7367) loss_bbox_4_hybrid: 0.1717 (0.1861) loss_giou_4_hybrid: 0.3877 (0.4054) loss_class_enc_hybrid: 0.7422 (0.7741) loss_bbox_enc_hybrid: 0.2189 (0.2319) loss_giou_enc_hybrid: 0.4747 (0.4789) mem: 1018 max mem: 36965 [2024-01-15 21:43:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:44:37 det.util.engine] INFO: Epoch: [9] [3000/11727] eta: 2:38:04 lr: 0.000100 data_time: 0.0029 iter_time: 1.0520 loss: 26.4163 (25.7760) loss_class: 0.7326 (0.7328) loss_bbox: 0.1735 (0.1740) loss_giou: 0.3894 (0.3778) loss_class_0: 0.9342 (0.9033) loss_bbox_0: 0.1740 (0.1745) loss_giou_0: 0.4042 (0.3828) loss_class_1: 0.8026 (0.7857) loss_bbox_1: 0.1764 (0.1753) loss_giou_1: 0.4042 (0.3818) loss_class_2: 0.7791 (0.7584) loss_bbox_2: 0.1677 (0.1734) loss_giou_2: 0.4012 (0.3783) loss_class_3: 0.7532 (0.7413) loss_bbox_3: 0.1702 (0.1736) loss_giou_3: 0.3838 (0.3780) loss_class_4: 0.7456 (0.7341) loss_bbox_4: 0.1725 (0.1737) loss_giou_4: 0.3882 (0.3780) loss_class_enc: 0.8629 (0.8511) loss_bbox_enc: 0.2127 (0.2084) loss_giou_enc: 0.4591 (0.4331) loss_class_dn: 0.3727 (0.3741) loss_bbox_dn: 0.2470 (0.2501) loss_giou_dn: 0.4331 (0.4201) loss_class_dn_0: 0.4662 (0.4706) loss_bbox_dn_0: 0.3448 (0.3531) loss_giou_dn_0: 0.5758 (0.5485) loss_class_dn_1: 0.4043 (0.4037) loss_bbox_dn_1: 0.2762 (0.2758) loss_giou_dn_1: 0.4660 (0.4525) loss_class_dn_2: 0.3820 (0.3826) loss_bbox_dn_2: 0.2497 (0.2545) loss_giou_dn_2: 0.4453 (0.4268) loss_class_dn_3: 0.3779 (0.3764) loss_bbox_dn_3: 0.2467 (0.2510) loss_giou_dn_3: 0.4356 (0.4215) loss_class_dn_4: 0.3727 (0.3741) loss_bbox_dn_4: 0.2469 (0.2501) loss_giou_dn_4: 0.4327 (0.4200) loss_class_hybrid: 0.7341 (0.7367) loss_bbox_hybrid: 0.1821 (0.1860) loss_giou_hybrid: 0.4419 (0.4052) loss_class_0_hybrid: 0.8063 (0.8063) loss_bbox_0_hybrid: 0.1910 (0.1945) loss_giou_0_hybrid: 0.4510 (0.4210) loss_class_1_hybrid: 0.7593 (0.7626) loss_bbox_1_hybrid: 0.1899 (0.1894) loss_giou_1_hybrid: 0.4470 (0.4116) loss_class_2_hybrid: 0.7388 (0.7489) loss_bbox_2_hybrid: 0.1825 (0.1865) loss_giou_2_hybrid: 0.4465 (0.4068) loss_class_3_hybrid: 0.7412 (0.7404) loss_bbox_3_hybrid: 0.1823 (0.1861) loss_giou_3_hybrid: 0.4411 (0.4057) loss_class_4_hybrid: 0.7323 (0.7368) loss_bbox_4_hybrid: 0.1829 (0.1862) loss_giou_4_hybrid: 0.4414 (0.4054) loss_class_enc_hybrid: 0.7571 (0.7743) loss_bbox_enc_hybrid: 0.2288 (0.2319) loss_giou_enc_hybrid: 0.5122 (0.4789) mem: 1022 max mem: 36965 [2024-01-15 21:44:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:45:30 det.util.engine] INFO: Epoch: [9] [3050/11727] eta: 2:37:07 lr: 0.000100 data_time: 0.0028 iter_time: 1.0490 loss: 26.6957 (25.7792) loss_class: 0.7236 (0.7329) loss_bbox: 0.1531 (0.1740) loss_giou: 0.3926 (0.3779) loss_class_0: 0.8791 (0.9032) loss_bbox_0: 0.1618 (0.1745) loss_giou_0: 0.4050 (0.3829) loss_class_1: 0.7602 (0.7857) loss_bbox_1: 0.1659 (0.1752) loss_giou_1: 0.3934 (0.3819) loss_class_2: 0.7804 (0.7586) loss_bbox_2: 0.1562 (0.1733) loss_giou_2: 0.3913 (0.3785) loss_class_3: 0.7347 (0.7413) loss_bbox_3: 0.1564 (0.1736) loss_giou_3: 0.3953 (0.3782) loss_class_4: 0.7318 (0.7343) loss_bbox_4: 0.1530 (0.1737) loss_giou_4: 0.3926 (0.3781) loss_class_enc: 0.8558 (0.8511) loss_bbox_enc: 0.2058 (0.2084) loss_giou_enc: 0.4503 (0.4332) loss_class_dn: 0.3827 (0.3742) loss_bbox_dn: 0.2265 (0.2501) loss_giou_dn: 0.4390 (0.4204) loss_class_dn_0: 0.4706 (0.4706) loss_bbox_dn_0: 0.3332 (0.3530) loss_giou_dn_0: 0.5788 (0.5487) loss_class_dn_1: 0.4075 (0.4037) loss_bbox_dn_1: 0.2597 (0.2757) loss_giou_dn_1: 0.4680 (0.4527) loss_class_dn_2: 0.3867 (0.3827) loss_bbox_dn_2: 0.2345 (0.2545) loss_giou_dn_2: 0.4446 (0.4270) loss_class_dn_3: 0.3858 (0.3765) loss_bbox_dn_3: 0.2271 (0.2510) loss_giou_dn_3: 0.4403 (0.4217) loss_class_dn_4: 0.3822 (0.3742) loss_bbox_dn_4: 0.2267 (0.2501) loss_giou_dn_4: 0.4391 (0.4202) loss_class_hybrid: 0.7373 (0.7367) loss_bbox_hybrid: 0.1710 (0.1860) loss_giou_hybrid: 0.4118 (0.4054) loss_class_0_hybrid: 0.7857 (0.8062) loss_bbox_0_hybrid: 0.1856 (0.1944) loss_giou_0_hybrid: 0.4400 (0.4212) loss_class_1_hybrid: 0.7505 (0.7626) loss_bbox_1_hybrid: 0.1784 (0.1894) loss_giou_1_hybrid: 0.4181 (0.4118) loss_class_2_hybrid: 0.7305 (0.7488) loss_bbox_2_hybrid: 0.1718 (0.1864) loss_giou_2_hybrid: 0.4134 (0.4070) loss_class_3_hybrid: 0.7347 (0.7404) loss_bbox_3_hybrid: 0.1728 (0.1860) loss_giou_3_hybrid: 0.4131 (0.4058) loss_class_4_hybrid: 0.7455 (0.7369) loss_bbox_4_hybrid: 0.1706 (0.1861) loss_giou_4_hybrid: 0.4122 (0.4056) loss_class_enc_hybrid: 0.7659 (0.7743) loss_bbox_enc_hybrid: 0.2290 (0.2318) loss_giou_enc_hybrid: 0.4859 (0.4790) mem: 1035 max mem: 36965 [2024-01-15 21:45:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:46:23 det.util.engine] INFO: Epoch: [9] [3100/11727] eta: 2:36:08 lr: 0.000100 data_time: 0.0031 iter_time: 1.0461 loss: 25.3059 (25.7664) loss_class: 0.7168 (0.7328) loss_bbox: 0.1683 (0.1737) loss_giou: 0.3398 (0.3777) loss_class_0: 0.8611 (0.9027) loss_bbox_0: 0.1578 (0.1743) loss_giou_0: 0.3564 (0.3828) loss_class_1: 0.7641 (0.7854) loss_bbox_1: 0.1619 (0.1750) loss_giou_1: 0.3523 (0.3818) loss_class_2: 0.7543 (0.7584) loss_bbox_2: 0.1663 (0.1731) loss_giou_2: 0.3423 (0.3783) loss_class_3: 0.7281 (0.7412) loss_bbox_3: 0.1634 (0.1734) loss_giou_3: 0.3389 (0.3780) loss_class_4: 0.7208 (0.7341) loss_bbox_4: 0.1625 (0.1734) loss_giou_4: 0.3396 (0.3779) loss_class_enc: 0.8368 (0.8507) loss_bbox_enc: 0.1898 (0.2082) loss_giou_enc: 0.4023 (0.4330) loss_class_dn: 0.3669 (0.3740) loss_bbox_dn: 0.2381 (0.2497) loss_giou_dn: 0.3806 (0.4201) loss_class_dn_0: 0.4724 (0.4705) loss_bbox_dn_0: 0.3206 (0.3527) loss_giou_dn_0: 0.5280 (0.5484) loss_class_dn_1: 0.4047 (0.4036) loss_bbox_dn_1: 0.2517 (0.2754) loss_giou_dn_1: 0.4123 (0.4525) loss_class_dn_2: 0.3809 (0.3826) loss_bbox_dn_2: 0.2420 (0.2542) loss_giou_dn_2: 0.3869 (0.4268) loss_class_dn_3: 0.3714 (0.3763) loss_bbox_dn_3: 0.2377 (0.2506) loss_giou_dn_3: 0.3794 (0.4215) loss_class_dn_4: 0.3687 (0.3740) loss_bbox_dn_4: 0.2382 (0.2497) loss_giou_dn_4: 0.3806 (0.4200) loss_class_hybrid: 0.7206 (0.7364) loss_bbox_hybrid: 0.1702 (0.1857) loss_giou_hybrid: 0.3626 (0.4053) loss_class_0_hybrid: 0.7846 (0.8060) loss_bbox_0_hybrid: 0.1722 (0.1942) loss_giou_0_hybrid: 0.3841 (0.4211) loss_class_1_hybrid: 0.7457 (0.7623) loss_bbox_1_hybrid: 0.1669 (0.1891) loss_giou_1_hybrid: 0.3734 (0.4117) loss_class_2_hybrid: 0.7495 (0.7485) loss_bbox_2_hybrid: 0.1694 (0.1862) loss_giou_2_hybrid: 0.3649 (0.4069) loss_class_3_hybrid: 0.7426 (0.7401) loss_bbox_3_hybrid: 0.1686 (0.1858) loss_giou_3_hybrid: 0.3652 (0.4057) loss_class_4_hybrid: 0.7321 (0.7366) loss_bbox_4_hybrid: 0.1693 (0.1859) loss_giou_4_hybrid: 0.3617 (0.4055) loss_class_enc_hybrid: 0.7587 (0.7740) loss_bbox_enc_hybrid: 0.2039 (0.2316) loss_giou_enc_hybrid: 0.4491 (0.4790) mem: 1021 max mem: 36965 [2024-01-15 21:46:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:47:16 det.util.engine] INFO: Epoch: [9] [3150/11727] eta: 2:35:11 lr: 0.000100 data_time: 0.0029 iter_time: 1.0674 loss: 24.7269 (25.7691) loss_class: 0.6811 (0.7327) loss_bbox: 0.1775 (0.1739) loss_giou: 0.3712 (0.3777) loss_class_0: 0.8521 (0.9027) loss_bbox_0: 0.1721 (0.1744) loss_giou_0: 0.3759 (0.3827) loss_class_1: 0.7447 (0.7855) loss_bbox_1: 0.1722 (0.1751) loss_giou_1: 0.3698 (0.3817) loss_class_2: 0.7327 (0.7585) loss_bbox_2: 0.1746 (0.1732) loss_giou_2: 0.3809 (0.3783) loss_class_3: 0.7045 (0.7412) loss_bbox_3: 0.1750 (0.1735) loss_giou_3: 0.3716 (0.3779) loss_class_4: 0.6852 (0.7342) loss_bbox_4: 0.1773 (0.1735) loss_giou_4: 0.3710 (0.3779) loss_class_enc: 0.8206 (0.8507) loss_bbox_enc: 0.1988 (0.2083) loss_giou_enc: 0.4222 (0.4330) loss_class_dn: 0.3731 (0.3741) loss_bbox_dn: 0.2315 (0.2500) loss_giou_dn: 0.4388 (0.4201) loss_class_dn_0: 0.4677 (0.4706) loss_bbox_dn_0: 0.3385 (0.3530) loss_giou_dn_0: 0.5564 (0.5484) loss_class_dn_1: 0.4011 (0.4037) loss_bbox_dn_1: 0.2589 (0.2757) loss_giou_dn_1: 0.4691 (0.4524) loss_class_dn_2: 0.3835 (0.3826) loss_bbox_dn_2: 0.2324 (0.2545) loss_giou_dn_2: 0.4449 (0.4268) loss_class_dn_3: 0.3750 (0.3763) loss_bbox_dn_3: 0.2314 (0.2509) loss_giou_dn_3: 0.4416 (0.4215) loss_class_dn_4: 0.3730 (0.3741) loss_bbox_dn_4: 0.2315 (0.2500) loss_giou_dn_4: 0.4388 (0.4200) loss_class_hybrid: 0.7056 (0.7365) loss_bbox_hybrid: 0.1709 (0.1857) loss_giou_hybrid: 0.3881 (0.4051) loss_class_0_hybrid: 0.7953 (0.8061) loss_bbox_0_hybrid: 0.1701 (0.1942) loss_giou_0_hybrid: 0.3960 (0.4209) loss_class_1_hybrid: 0.7521 (0.7626) loss_bbox_1_hybrid: 0.1706 (0.1891) loss_giou_1_hybrid: 0.3879 (0.4115) loss_class_2_hybrid: 0.7444 (0.7488) loss_bbox_2_hybrid: 0.1672 (0.1862) loss_giou_2_hybrid: 0.3946 (0.4067) loss_class_3_hybrid: 0.7083 (0.7403) loss_bbox_3_hybrid: 0.1692 (0.1858) loss_giou_3_hybrid: 0.3890 (0.4056) loss_class_4_hybrid: 0.7120 (0.7368) loss_bbox_4_hybrid: 0.1733 (0.1859) loss_giou_4_hybrid: 0.3900 (0.4053) loss_class_enc_hybrid: 0.7654 (0.7740) loss_bbox_enc_hybrid: 0.2064 (0.2317) loss_giou_enc_hybrid: 0.4540 (0.4789) mem: 1014 max mem: 36965 [2024-01-15 21:47:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:48:09 det.util.engine] INFO: Epoch: [9] [3200/11727] eta: 2:34:12 lr: 0.000100 data_time: 0.0029 iter_time: 1.0432 loss: 26.4743 (25.7698) loss_class: 0.7639 (0.7329) loss_bbox: 0.1784 (0.1738) loss_giou: 0.3763 (0.3777) loss_class_0: 0.8965 (0.9028) loss_bbox_0: 0.1720 (0.1744) loss_giou_0: 0.3745 (0.3827) loss_class_1: 0.7898 (0.7856) loss_bbox_1: 0.1748 (0.1751) loss_giou_1: 0.3868 (0.3817) loss_class_2: 0.8044 (0.7586) loss_bbox_2: 0.1758 (0.1732) loss_giou_2: 0.3883 (0.3783) loss_class_3: 0.7815 (0.7414) loss_bbox_3: 0.1711 (0.1734) loss_giou_3: 0.3767 (0.3779) loss_class_4: 0.7481 (0.7342) loss_bbox_4: 0.1795 (0.1735) loss_giou_4: 0.3842 (0.3779) loss_class_enc: 0.8472 (0.8508) loss_bbox_enc: 0.2172 (0.2083) loss_giou_enc: 0.4182 (0.4330) loss_class_dn: 0.3661 (0.3741) loss_bbox_dn: 0.2396 (0.2500) loss_giou_dn: 0.4152 (0.4201) loss_class_dn_0: 0.4664 (0.4706) loss_bbox_dn_0: 0.3492 (0.3530) loss_giou_dn_0: 0.5413 (0.5484) loss_class_dn_1: 0.4020 (0.4037) loss_bbox_dn_1: 0.2786 (0.2756) loss_giou_dn_1: 0.4514 (0.4524) loss_class_dn_2: 0.3768 (0.3827) loss_bbox_dn_2: 0.2400 (0.2544) loss_giou_dn_2: 0.4178 (0.4268) loss_class_dn_3: 0.3678 (0.3764) loss_bbox_dn_3: 0.2393 (0.2509) loss_giou_dn_3: 0.4157 (0.4215) loss_class_dn_4: 0.3680 (0.3741) loss_bbox_dn_4: 0.2396 (0.2500) loss_giou_dn_4: 0.4156 (0.4200) loss_class_hybrid: 0.7466 (0.7366) loss_bbox_hybrid: 0.1860 (0.1857) loss_giou_hybrid: 0.3919 (0.4051) loss_class_0_hybrid: 0.8034 (0.8063) loss_bbox_0_hybrid: 0.1971 (0.1942) loss_giou_0_hybrid: 0.4073 (0.4209) loss_class_1_hybrid: 0.7695 (0.7627) loss_bbox_1_hybrid: 0.1961 (0.1891) loss_giou_1_hybrid: 0.3990 (0.4115) loss_class_2_hybrid: 0.7491 (0.7489) loss_bbox_2_hybrid: 0.1852 (0.1861) loss_giou_2_hybrid: 0.3927 (0.4067) loss_class_3_hybrid: 0.7417 (0.7404) loss_bbox_3_hybrid: 0.1851 (0.1858) loss_giou_3_hybrid: 0.3879 (0.4055) loss_class_4_hybrid: 0.7387 (0.7369) loss_bbox_4_hybrid: 0.1870 (0.1859) loss_giou_4_hybrid: 0.3971 (0.4053) loss_class_enc_hybrid: 0.7557 (0.7740) loss_bbox_enc_hybrid: 0.2473 (0.2317) loss_giou_enc_hybrid: 0.4605 (0.4789) mem: 1031 max mem: 36965 [2024-01-15 21:48:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:49:01 det.util.engine] INFO: Epoch: [9] [3250/11727] eta: 2:33:13 lr: 0.000100 data_time: 0.0034 iter_time: 1.0349 loss: 24.9395 (25.7687) loss_class: 0.7110 (0.7328) loss_bbox: 0.1712 (0.1740) loss_giou: 0.3672 (0.3776) loss_class_0: 0.8710 (0.9027) loss_bbox_0: 0.1687 (0.1746) loss_giou_0: 0.3614 (0.3826) loss_class_1: 0.7731 (0.7854) loss_bbox_1: 0.1675 (0.1753) loss_giou_1: 0.3660 (0.3816) loss_class_2: 0.7264 (0.7586) loss_bbox_2: 0.1684 (0.1733) loss_giou_2: 0.3665 (0.3782) loss_class_3: 0.7283 (0.7413) loss_bbox_3: 0.1691 (0.1736) loss_giou_3: 0.3662 (0.3778) loss_class_4: 0.7246 (0.7341) loss_bbox_4: 0.1705 (0.1737) loss_giou_4: 0.3680 (0.3778) loss_class_enc: 0.8007 (0.8510) loss_bbox_enc: 0.2044 (0.2084) loss_giou_enc: 0.4179 (0.4328) loss_class_dn: 0.3634 (0.3740) loss_bbox_dn: 0.2358 (0.2500) loss_giou_dn: 0.3966 (0.4200) loss_class_dn_0: 0.4630 (0.4706) loss_bbox_dn_0: 0.3415 (0.3530) loss_giou_dn_0: 0.5382 (0.5483) loss_class_dn_1: 0.3877 (0.4036) loss_bbox_dn_1: 0.2529 (0.2757) loss_giou_dn_1: 0.4329 (0.4523) loss_class_dn_2: 0.3707 (0.3826) loss_bbox_dn_2: 0.2396 (0.2545) loss_giou_dn_2: 0.4044 (0.4267) loss_class_dn_3: 0.3674 (0.3763) loss_bbox_dn_3: 0.2368 (0.2509) loss_giou_dn_3: 0.4000 (0.4214) loss_class_dn_4: 0.3645 (0.3740) loss_bbox_dn_4: 0.2357 (0.2500) loss_giou_dn_4: 0.3964 (0.4199) loss_class_hybrid: 0.7445 (0.7368) loss_bbox_hybrid: 0.1755 (0.1858) loss_giou_hybrid: 0.3703 (0.4049) loss_class_0_hybrid: 0.7940 (0.8064) loss_bbox_0_hybrid: 0.1818 (0.1943) loss_giou_0_hybrid: 0.3891 (0.4207) loss_class_1_hybrid: 0.7498 (0.7628) loss_bbox_1_hybrid: 0.1782 (0.1892) loss_giou_1_hybrid: 0.3767 (0.4112) loss_class_2_hybrid: 0.7449 (0.7490) loss_bbox_2_hybrid: 0.1748 (0.1862) loss_giou_2_hybrid: 0.3676 (0.4065) loss_class_3_hybrid: 0.7499 (0.7406) loss_bbox_3_hybrid: 0.1753 (0.1858) loss_giou_3_hybrid: 0.3686 (0.4053) loss_class_4_hybrid: 0.7329 (0.7370) loss_bbox_4_hybrid: 0.1749 (0.1859) loss_giou_4_hybrid: 0.3700 (0.4050) loss_class_enc_hybrid: 0.7627 (0.7741) loss_bbox_enc_hybrid: 0.2142 (0.2318) loss_giou_enc_hybrid: 0.4439 (0.4787) mem: 1039 max mem: 36965 [2024-01-15 21:49:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:49:56 det.util.engine] INFO: Epoch: [9] [3300/11727] eta: 2:32:19 lr: 0.000100 data_time: 0.0030 iter_time: 1.0682 loss: 26.5255 (25.7706) loss_class: 0.7450 (0.7326) loss_bbox: 0.1772 (0.1741) loss_giou: 0.4071 (0.3778) loss_class_0: 0.9100 (0.9027) loss_bbox_0: 0.1778 (0.1746) loss_giou_0: 0.4012 (0.3827) loss_class_1: 0.7904 (0.7851) loss_bbox_1: 0.1837 (0.1753) loss_giou_1: 0.4113 (0.3818) loss_class_2: 0.7747 (0.7584) loss_bbox_2: 0.1752 (0.1733) loss_giou_2: 0.4093 (0.3783) loss_class_3: 0.7629 (0.7412) loss_bbox_3: 0.1775 (0.1736) loss_giou_3: 0.4041 (0.3780) loss_class_4: 0.7485 (0.7339) loss_bbox_4: 0.1760 (0.1738) loss_giou_4: 0.4074 (0.3780) loss_class_enc: 0.8552 (0.8509) loss_bbox_enc: 0.2062 (0.2083) loss_giou_enc: 0.4507 (0.4329) loss_class_dn: 0.3860 (0.3740) loss_bbox_dn: 0.2518 (0.2501) loss_giou_dn: 0.4705 (0.4201) loss_class_dn_0: 0.4680 (0.4706) loss_bbox_dn_0: 0.3459 (0.3532) loss_giou_dn_0: 0.5938 (0.5485) loss_class_dn_1: 0.4094 (0.4036) loss_bbox_dn_1: 0.2760 (0.2757) loss_giou_dn_1: 0.5071 (0.4524) loss_class_dn_2: 0.3876 (0.3826) loss_bbox_dn_2: 0.2626 (0.2546) loss_giou_dn_2: 0.4798 (0.4268) loss_class_dn_3: 0.3838 (0.3763) loss_bbox_dn_3: 0.2524 (0.2510) loss_giou_dn_3: 0.4731 (0.4215) loss_class_dn_4: 0.3850 (0.3740) loss_bbox_dn_4: 0.2518 (0.2501) loss_giou_dn_4: 0.4705 (0.4200) loss_class_hybrid: 0.7435 (0.7368) loss_bbox_hybrid: 0.1914 (0.1858) loss_giou_hybrid: 0.4456 (0.4049) loss_class_0_hybrid: 0.8192 (0.8064) loss_bbox_0_hybrid: 0.1904 (0.1943) loss_giou_0_hybrid: 0.4538 (0.4207) loss_class_1_hybrid: 0.7541 (0.7628) loss_bbox_1_hybrid: 0.1960 (0.1892) loss_giou_1_hybrid: 0.4511 (0.4113) loss_class_2_hybrid: 0.7551 (0.7490) loss_bbox_2_hybrid: 0.1919 (0.1862) loss_giou_2_hybrid: 0.4470 (0.4065) loss_class_3_hybrid: 0.7396 (0.7406) loss_bbox_3_hybrid: 0.1905 (0.1859) loss_giou_3_hybrid: 0.4462 (0.4053) loss_class_4_hybrid: 0.7441 (0.7369) loss_bbox_4_hybrid: 0.1938 (0.1860) loss_giou_4_hybrid: 0.4459 (0.4051) loss_class_enc_hybrid: 0.7794 (0.7741) loss_bbox_enc_hybrid: 0.2294 (0.2318) loss_giou_enc_hybrid: 0.5020 (0.4786) mem: 1020 max mem: 36965 [2024-01-15 21:49:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:50:48 det.util.engine] INFO: Epoch: [9] [3350/11727] eta: 2:31:22 lr: 0.000100 data_time: 0.0028 iter_time: 1.0403 loss: 26.0304 (25.7759) loss_class: 0.7561 (0.7329) loss_bbox: 0.1725 (0.1742) loss_giou: 0.3826 (0.3778) loss_class_0: 0.8965 (0.9027) loss_bbox_0: 0.1721 (0.1748) loss_giou_0: 0.3847 (0.3828) loss_class_1: 0.7777 (0.7853) loss_bbox_1: 0.1785 (0.1755) loss_giou_1: 0.4009 (0.3819) loss_class_2: 0.7872 (0.7586) loss_bbox_2: 0.1669 (0.1735) loss_giou_2: 0.3825 (0.3783) loss_class_3: 0.7632 (0.7415) loss_bbox_3: 0.1719 (0.1737) loss_giou_3: 0.3815 (0.3780) loss_class_4: 0.7589 (0.7342) loss_bbox_4: 0.1747 (0.1739) loss_giou_4: 0.3862 (0.3780) loss_class_enc: 0.8607 (0.8512) loss_bbox_enc: 0.1970 (0.2086) loss_giou_enc: 0.4548 (0.4329) loss_class_dn: 0.3748 (0.3740) loss_bbox_dn: 0.2718 (0.2502) loss_giou_dn: 0.4320 (0.4201) loss_class_dn_0: 0.4736 (0.4705) loss_bbox_dn_0: 0.3595 (0.3533) loss_giou_dn_0: 0.5563 (0.5485) loss_class_dn_1: 0.4057 (0.4036) loss_bbox_dn_1: 0.2857 (0.2758) loss_giou_dn_1: 0.4679 (0.4524) loss_class_dn_2: 0.3841 (0.3826) loss_bbox_dn_2: 0.2780 (0.2547) loss_giou_dn_2: 0.4388 (0.4269) loss_class_dn_3: 0.3753 (0.3763) loss_bbox_dn_3: 0.2743 (0.2511) loss_giou_dn_3: 0.4335 (0.4215) loss_class_dn_4: 0.3734 (0.3740) loss_bbox_dn_4: 0.2716 (0.2502) loss_giou_dn_4: 0.4319 (0.4200) loss_class_hybrid: 0.7380 (0.7369) loss_bbox_hybrid: 0.1847 (0.1860) loss_giou_hybrid: 0.4127 (0.4049) loss_class_0_hybrid: 0.7948 (0.8064) loss_bbox_0_hybrid: 0.1948 (0.1944) loss_giou_0_hybrid: 0.4331 (0.4207) loss_class_1_hybrid: 0.7456 (0.7628) loss_bbox_1_hybrid: 0.1892 (0.1894) loss_giou_1_hybrid: 0.4121 (0.4113) loss_class_2_hybrid: 0.7377 (0.7491) loss_bbox_2_hybrid: 0.1861 (0.1864) loss_giou_2_hybrid: 0.4153 (0.4065) loss_class_3_hybrid: 0.7421 (0.7407) loss_bbox_3_hybrid: 0.1867 (0.1860) loss_giou_3_hybrid: 0.4155 (0.4053) loss_class_4_hybrid: 0.7441 (0.7371) loss_bbox_4_hybrid: 0.1856 (0.1861) loss_giou_4_hybrid: 0.4139 (0.4051) loss_class_enc_hybrid: 0.7501 (0.7742) loss_bbox_enc_hybrid: 0.2378 (0.2320) loss_giou_enc_hybrid: 0.4962 (0.4787) mem: 1020 max mem: 36965 [2024-01-15 21:50:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:51:42 det.util.engine] INFO: Epoch: [9] [3400/11727] eta: 2:30:26 lr: 0.000100 data_time: 0.0035 iter_time: 1.0929 loss: 24.8031 (25.7759) loss_class: 0.6982 (0.7327) loss_bbox: 0.1529 (0.1740) loss_giou: 0.3827 (0.3782) loss_class_0: 0.8645 (0.9024) loss_bbox_0: 0.1641 (0.1747) loss_giou_0: 0.4106 (0.3832) loss_class_1: 0.7389 (0.7850) loss_bbox_1: 0.1583 (0.1754) loss_giou_1: 0.3855 (0.3823) loss_class_2: 0.7528 (0.7584) loss_bbox_2: 0.1547 (0.1734) loss_giou_2: 0.3960 (0.3788) loss_class_3: 0.7223 (0.7414) loss_bbox_3: 0.1571 (0.1736) loss_giou_3: 0.3950 (0.3784) loss_class_4: 0.7084 (0.7341) loss_bbox_4: 0.1530 (0.1737) loss_giou_4: 0.3848 (0.3784) loss_class_enc: 0.8118 (0.8510) loss_bbox_enc: 0.1858 (0.2083) loss_giou_enc: 0.4589 (0.4333) loss_class_dn: 0.3747 (0.3741) loss_bbox_dn: 0.1968 (0.2499) loss_giou_dn: 0.4287 (0.4203) loss_class_dn_0: 0.4639 (0.4705) loss_bbox_dn_0: 0.2843 (0.3529) loss_giou_dn_0: 0.5545 (0.5486) loss_class_dn_1: 0.4016 (0.4036) loss_bbox_dn_1: 0.2266 (0.2755) loss_giou_dn_1: 0.4564 (0.4526) loss_class_dn_2: 0.3871 (0.3826) loss_bbox_dn_2: 0.2025 (0.2544) loss_giou_dn_2: 0.4352 (0.4270) loss_class_dn_3: 0.3757 (0.3763) loss_bbox_dn_3: 0.1978 (0.2508) loss_giou_dn_3: 0.4300 (0.4217) loss_class_dn_4: 0.3755 (0.3740) loss_bbox_dn_4: 0.1968 (0.2499) loss_giou_dn_4: 0.4289 (0.4202) loss_class_hybrid: 0.6936 (0.7365) loss_bbox_hybrid: 0.1669 (0.1859) loss_giou_hybrid: 0.3871 (0.4054) loss_class_0_hybrid: 0.7707 (0.8061) loss_bbox_0_hybrid: 0.1754 (0.1943) loss_giou_0_hybrid: 0.3992 (0.4212) loss_class_1_hybrid: 0.7237 (0.7626) loss_bbox_1_hybrid: 0.1675 (0.1892) loss_giou_1_hybrid: 0.3962 (0.4118) loss_class_2_hybrid: 0.7235 (0.7489) loss_bbox_2_hybrid: 0.1624 (0.1862) loss_giou_2_hybrid: 0.3888 (0.4070) loss_class_3_hybrid: 0.6962 (0.7404) loss_bbox_3_hybrid: 0.1660 (0.1859) loss_giou_3_hybrid: 0.3873 (0.4058) loss_class_4_hybrid: 0.6956 (0.7367) loss_bbox_4_hybrid: 0.1636 (0.1860) loss_giou_4_hybrid: 0.3863 (0.4056) loss_class_enc_hybrid: 0.7570 (0.7739) loss_bbox_enc_hybrid: 0.2102 (0.2318) loss_giou_enc_hybrid: 0.4712 (0.4791) mem: 1035 max mem: 36965 [2024-01-15 21:51:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:52:36 det.util.engine] INFO: Epoch: [9] [3450/11727] eta: 2:29:30 lr: 0.000100 data_time: 0.0033 iter_time: 1.0735 loss: 25.7559 (25.7807) loss_class: 0.6961 (0.7329) loss_bbox: 0.1685 (0.1741) loss_giou: 0.4068 (0.3783) loss_class_0: 0.8438 (0.9023) loss_bbox_0: 0.1712 (0.1748) loss_giou_0: 0.3953 (0.3833) loss_class_1: 0.7443 (0.7851) loss_bbox_1: 0.1728 (0.1755) loss_giou_1: 0.4036 (0.3824) loss_class_2: 0.7089 (0.7586) loss_bbox_2: 0.1731 (0.1734) loss_giou_2: 0.4002 (0.3788) loss_class_3: 0.7139 (0.7416) loss_bbox_3: 0.1652 (0.1737) loss_giou_3: 0.4100 (0.3785) loss_class_4: 0.7085 (0.7342) loss_bbox_4: 0.1734 (0.1738) loss_giou_4: 0.3994 (0.3785) loss_class_enc: 0.7937 (0.8510) loss_bbox_enc: 0.2019 (0.2084) loss_giou_enc: 0.4332 (0.4334) loss_class_dn: 0.3809 (0.3741) loss_bbox_dn: 0.2089 (0.2500) loss_giou_dn: 0.4595 (0.4204) loss_class_dn_0: 0.4623 (0.4704) loss_bbox_dn_0: 0.2936 (0.3530) loss_giou_dn_0: 0.5729 (0.5487) loss_class_dn_1: 0.4071 (0.4036) loss_bbox_dn_1: 0.2311 (0.2756) loss_giou_dn_1: 0.4730 (0.4526) loss_class_dn_2: 0.3856 (0.3826) loss_bbox_dn_2: 0.2145 (0.2545) loss_giou_dn_2: 0.4607 (0.4271) loss_class_dn_3: 0.3846 (0.3763) loss_bbox_dn_3: 0.2100 (0.2509) loss_giou_dn_3: 0.4607 (0.4218) loss_class_dn_4: 0.3806 (0.3741) loss_bbox_dn_4: 0.2089 (0.2500) loss_giou_dn_4: 0.4598 (0.4202) loss_class_hybrid: 0.6866 (0.7367) loss_bbox_hybrid: 0.1766 (0.1859) loss_giou_hybrid: 0.4342 (0.4055) loss_class_0_hybrid: 0.7425 (0.8061) loss_bbox_0_hybrid: 0.1900 (0.1944) loss_giou_0_hybrid: 0.4323 (0.4213) loss_class_1_hybrid: 0.7272 (0.7627) loss_bbox_1_hybrid: 0.1755 (0.1893) loss_giou_1_hybrid: 0.4384 (0.4118) loss_class_2_hybrid: 0.7031 (0.7491) loss_bbox_2_hybrid: 0.1747 (0.1863) loss_giou_2_hybrid: 0.4355 (0.4070) loss_class_3_hybrid: 0.6921 (0.7405) loss_bbox_3_hybrid: 0.1787 (0.1860) loss_giou_3_hybrid: 0.4365 (0.4059) loss_class_4_hybrid: 0.6887 (0.7369) loss_bbox_4_hybrid: 0.1796 (0.1861) loss_giou_4_hybrid: 0.4370 (0.4057) loss_class_enc_hybrid: 0.7336 (0.7740) loss_bbox_enc_hybrid: 0.2244 (0.2319) loss_giou_enc_hybrid: 0.4824 (0.4791) mem: 1016 max mem: 36965 [2024-01-15 21:52:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:53:28 det.util.engine] INFO: Epoch: [9] [3500/11727] eta: 2:28:31 lr: 0.000100 data_time: 0.0032 iter_time: 1.0402 loss: 26.0648 (25.7869) loss_class: 0.7564 (0.7332) loss_bbox: 0.1625 (0.1741) loss_giou: 0.3906 (0.3785) loss_class_0: 0.8704 (0.9023) loss_bbox_0: 0.1713 (0.1748) loss_giou_0: 0.3805 (0.3835) loss_class_1: 0.7818 (0.7852) loss_bbox_1: 0.1625 (0.1755) loss_giou_1: 0.3896 (0.3826) loss_class_2: 0.7580 (0.7588) loss_bbox_2: 0.1652 (0.1735) loss_giou_2: 0.3870 (0.3790) loss_class_3: 0.7674 (0.7419) loss_bbox_3: 0.1659 (0.1737) loss_giou_3: 0.3856 (0.3787) loss_class_4: 0.7565 (0.7345) loss_bbox_4: 0.1622 (0.1738) loss_giou_4: 0.3877 (0.3786) loss_class_enc: 0.8287 (0.8512) loss_bbox_enc: 0.2047 (0.2084) loss_giou_enc: 0.4285 (0.4335) loss_class_dn: 0.3816 (0.3741) loss_bbox_dn: 0.2217 (0.2499) loss_giou_dn: 0.4244 (0.4206) loss_class_dn_0: 0.4771 (0.4705) loss_bbox_dn_0: 0.3233 (0.3529) loss_giou_dn_0: 0.5468 (0.5489) loss_class_dn_1: 0.4165 (0.4036) loss_bbox_dn_1: 0.2461 (0.2755) loss_giou_dn_1: 0.4587 (0.4528) loss_class_dn_2: 0.3931 (0.3827) loss_bbox_dn_2: 0.2262 (0.2544) loss_giou_dn_2: 0.4293 (0.4273) loss_class_dn_3: 0.3876 (0.3764) loss_bbox_dn_3: 0.2226 (0.2508) loss_giou_dn_3: 0.4251 (0.4220) loss_class_dn_4: 0.3827 (0.3741) loss_bbox_dn_4: 0.2216 (0.2499) loss_giou_dn_4: 0.4238 (0.4205) loss_class_hybrid: 0.7671 (0.7368) loss_bbox_hybrid: 0.1785 (0.1860) loss_giou_hybrid: 0.4098 (0.4057) loss_class_0_hybrid: 0.8103 (0.8062) loss_bbox_0_hybrid: 0.1842 (0.1944) loss_giou_0_hybrid: 0.4275 (0.4215) loss_class_1_hybrid: 0.7784 (0.7627) loss_bbox_1_hybrid: 0.1790 (0.1893) loss_giou_1_hybrid: 0.4194 (0.4121) loss_class_2_hybrid: 0.7623 (0.7492) loss_bbox_2_hybrid: 0.1791 (0.1864) loss_giou_2_hybrid: 0.4120 (0.4073) loss_class_3_hybrid: 0.7640 (0.7407) loss_bbox_3_hybrid: 0.1768 (0.1860) loss_giou_3_hybrid: 0.4101 (0.4061) loss_class_4_hybrid: 0.7643 (0.7370) loss_bbox_4_hybrid: 0.1783 (0.1861) loss_giou_4_hybrid: 0.4107 (0.4059) loss_class_enc_hybrid: 0.7789 (0.7740) loss_bbox_enc_hybrid: 0.2172 (0.2319) loss_giou_enc_hybrid: 0.4821 (0.4793) mem: 1023 max mem: 36965 [2024-01-15 21:53:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:54:21 det.util.engine] INFO: Epoch: [9] [3550/11727] eta: 2:27:35 lr: 0.000100 data_time: 0.0032 iter_time: 1.0556 loss: 24.8635 (25.7843) loss_class: 0.6867 (0.7330) loss_bbox: 0.1605 (0.1741) loss_giou: 0.3693 (0.3786) loss_class_0: 0.8784 (0.9022) loss_bbox_0: 0.1681 (0.1748) loss_giou_0: 0.3692 (0.3836) loss_class_1: 0.7355 (0.7851) loss_bbox_1: 0.1618 (0.1754) loss_giou_1: 0.3655 (0.3827) loss_class_2: 0.7088 (0.7585) loss_bbox_2: 0.1616 (0.1734) loss_giou_2: 0.3610 (0.3792) loss_class_3: 0.7103 (0.7417) loss_bbox_3: 0.1567 (0.1736) loss_giou_3: 0.3662 (0.3788) loss_class_4: 0.6741 (0.7342) loss_bbox_4: 0.1598 (0.1738) loss_giou_4: 0.3691 (0.3788) loss_class_enc: 0.8382 (0.8511) loss_bbox_enc: 0.1908 (0.2083) loss_giou_enc: 0.4133 (0.4336) loss_class_dn: 0.3624 (0.3741) loss_bbox_dn: 0.2233 (0.2497) loss_giou_dn: 0.4070 (0.4206) loss_class_dn_0: 0.4609 (0.4705) loss_bbox_dn_0: 0.3396 (0.3526) loss_giou_dn_0: 0.5282 (0.5488) loss_class_dn_1: 0.3960 (0.4036) loss_bbox_dn_1: 0.2463 (0.2753) loss_giou_dn_1: 0.4352 (0.4528) loss_class_dn_2: 0.3759 (0.3827) loss_bbox_dn_2: 0.2250 (0.2542) loss_giou_dn_2: 0.4111 (0.4273) loss_class_dn_3: 0.3697 (0.3764) loss_bbox_dn_3: 0.2240 (0.2506) loss_giou_dn_3: 0.4072 (0.4220) loss_class_dn_4: 0.3647 (0.3741) loss_bbox_dn_4: 0.2233 (0.2497) loss_giou_dn_4: 0.4070 (0.4205) loss_class_hybrid: 0.7162 (0.7368) loss_bbox_hybrid: 0.1711 (0.1859) loss_giou_hybrid: 0.3797 (0.4058) loss_class_0_hybrid: 0.7762 (0.8061) loss_bbox_0_hybrid: 0.1844 (0.1943) loss_giou_0_hybrid: 0.4052 (0.4216) loss_class_1_hybrid: 0.7336 (0.7626) loss_bbox_1_hybrid: 0.1819 (0.1893) loss_giou_1_hybrid: 0.3924 (0.4122) loss_class_2_hybrid: 0.7179 (0.7491) loss_bbox_2_hybrid: 0.1715 (0.1863) loss_giou_2_hybrid: 0.3879 (0.4074) loss_class_3_hybrid: 0.7182 (0.7406) loss_bbox_3_hybrid: 0.1712 (0.1859) loss_giou_3_hybrid: 0.3851 (0.4063) loss_class_4_hybrid: 0.7192 (0.7369) loss_bbox_4_hybrid: 0.1698 (0.1860) loss_giou_4_hybrid: 0.3846 (0.4060) loss_class_enc_hybrid: 0.7462 (0.7739) loss_bbox_enc_hybrid: 0.2115 (0.2318) loss_giou_enc_hybrid: 0.4669 (0.4794) mem: 1024 max mem: 36965 [2024-01-15 21:54:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:55:14 det.util.engine] INFO: Epoch: [9] [3600/11727] eta: 2:26:39 lr: 0.000100 data_time: 0.0031 iter_time: 1.0505 loss: 26.0280 (25.7881) loss_class: 0.7629 (0.7331) loss_bbox: 0.1704 (0.1742) loss_giou: 0.3562 (0.3786) loss_class_0: 0.9023 (0.9023) loss_bbox_0: 0.1633 (0.1748) loss_giou_0: 0.3428 (0.3836) loss_class_1: 0.7975 (0.7853) loss_bbox_1: 0.1648 (0.1755) loss_giou_1: 0.3566 (0.3827) loss_class_2: 0.7703 (0.7586) loss_bbox_2: 0.1681 (0.1735) loss_giou_2: 0.3515 (0.3792) loss_class_3: 0.7804 (0.7419) loss_bbox_3: 0.1715 (0.1737) loss_giou_3: 0.3559 (0.3788) loss_class_4: 0.7654 (0.7342) loss_bbox_4: 0.1704 (0.1739) loss_giou_4: 0.3562 (0.3788) loss_class_enc: 0.8544 (0.8513) loss_bbox_enc: 0.2056 (0.2084) loss_giou_enc: 0.4160 (0.4336) loss_class_dn: 0.3676 (0.3741) loss_bbox_dn: 0.2615 (0.2499) loss_giou_dn: 0.4020 (0.4206) loss_class_dn_0: 0.4619 (0.4705) loss_bbox_dn_0: 0.3646 (0.3528) loss_giou_dn_0: 0.5362 (0.5488) loss_class_dn_1: 0.3965 (0.4036) loss_bbox_dn_1: 0.2844 (0.2755) loss_giou_dn_1: 0.4364 (0.4528) loss_class_dn_2: 0.3781 (0.3827) loss_bbox_dn_2: 0.2628 (0.2543) loss_giou_dn_2: 0.4106 (0.4273) loss_class_dn_3: 0.3736 (0.3764) loss_bbox_dn_3: 0.2615 (0.2508) loss_giou_dn_3: 0.4065 (0.4220) loss_class_dn_4: 0.3711 (0.3741) loss_bbox_dn_4: 0.2614 (0.2499) loss_giou_dn_4: 0.4019 (0.4205) loss_class_hybrid: 0.7537 (0.7370) loss_bbox_hybrid: 0.1913 (0.1859) loss_giou_hybrid: 0.3833 (0.4058) loss_class_0_hybrid: 0.7884 (0.8063) loss_bbox_0_hybrid: 0.1907 (0.1944) loss_giou_0_hybrid: 0.4002 (0.4216) loss_class_1_hybrid: 0.7866 (0.7629) loss_bbox_1_hybrid: 0.1828 (0.1893) loss_giou_1_hybrid: 0.3905 (0.4122) loss_class_2_hybrid: 0.7850 (0.7492) loss_bbox_2_hybrid: 0.1911 (0.1863) loss_giou_2_hybrid: 0.3827 (0.4074) loss_class_3_hybrid: 0.7592 (0.7408) loss_bbox_3_hybrid: 0.1907 (0.1859) loss_giou_3_hybrid: 0.3838 (0.4062) loss_class_4_hybrid: 0.7602 (0.7371) loss_bbox_4_hybrid: 0.1912 (0.1861) loss_giou_4_hybrid: 0.3836 (0.4060) loss_class_enc_hybrid: 0.7714 (0.7741) loss_bbox_enc_hybrid: 0.2296 (0.2318) loss_giou_enc_hybrid: 0.4630 (0.4794) mem: 1017 max mem: 36965 [2024-01-15 21:55:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:56:10 det.util.engine] INFO: Epoch: [9] [3650/11727] eta: 2:25:47 lr: 0.000100 data_time: 0.0030 iter_time: 1.1129 loss: 25.3941 (25.7870) loss_class: 0.6768 (0.7329) loss_bbox: 0.1590 (0.1741) loss_giou: 0.3893 (0.3787) loss_class_0: 0.8402 (0.9023) loss_bbox_0: 0.1500 (0.1747) loss_giou_0: 0.3804 (0.3836) loss_class_1: 0.7358 (0.7851) loss_bbox_1: 0.1545 (0.1755) loss_giou_1: 0.3914 (0.3827) loss_class_2: 0.7027 (0.7585) loss_bbox_2: 0.1592 (0.1734) loss_giou_2: 0.3952 (0.3793) loss_class_3: 0.6850 (0.7418) loss_bbox_3: 0.1589 (0.1737) loss_giou_3: 0.3954 (0.3789) loss_class_4: 0.6813 (0.7341) loss_bbox_4: 0.1622 (0.1738) loss_giou_4: 0.3895 (0.3789) loss_class_enc: 0.8000 (0.8514) loss_bbox_enc: 0.1824 (0.2082) loss_giou_enc: 0.4297 (0.4336) loss_class_dn: 0.3777 (0.3741) loss_bbox_dn: 0.2247 (0.2497) loss_giou_dn: 0.4406 (0.4208) loss_class_dn_0: 0.4670 (0.4705) loss_bbox_dn_0: 0.3239 (0.3525) loss_giou_dn_0: 0.5732 (0.5490) loss_class_dn_1: 0.4072 (0.4036) loss_bbox_dn_1: 0.2563 (0.2753) loss_giou_dn_1: 0.4691 (0.4530) loss_class_dn_2: 0.3914 (0.3827) loss_bbox_dn_2: 0.2265 (0.2542) loss_giou_dn_2: 0.4466 (0.4274) loss_class_dn_3: 0.3797 (0.3764) loss_bbox_dn_3: 0.2255 (0.2506) loss_giou_dn_3: 0.4420 (0.4221) loss_class_dn_4: 0.3808 (0.3741) loss_bbox_dn_4: 0.2245 (0.2497) loss_giou_dn_4: 0.4403 (0.4206) loss_class_hybrid: 0.6912 (0.7368) loss_bbox_hybrid: 0.1785 (0.1859) loss_giou_hybrid: 0.4266 (0.4059) loss_class_0_hybrid: 0.7505 (0.8062) loss_bbox_0_hybrid: 0.1823 (0.1943) loss_giou_0_hybrid: 0.4398 (0.4217) loss_class_1_hybrid: 0.6924 (0.7627) loss_bbox_1_hybrid: 0.1768 (0.1893) loss_giou_1_hybrid: 0.4339 (0.4123) loss_class_2_hybrid: 0.6967 (0.7491) loss_bbox_2_hybrid: 0.1786 (0.1863) loss_giou_2_hybrid: 0.4286 (0.4075) loss_class_3_hybrid: 0.7026 (0.7406) loss_bbox_3_hybrid: 0.1817 (0.1859) loss_giou_3_hybrid: 0.4288 (0.4064) loss_class_4_hybrid: 0.6915 (0.7370) loss_bbox_4_hybrid: 0.1815 (0.1860) loss_giou_4_hybrid: 0.4281 (0.4062) loss_class_enc_hybrid: 0.7359 (0.7740) loss_bbox_enc_hybrid: 0.2081 (0.2317) loss_giou_enc_hybrid: 0.4948 (0.4795) mem: 1017 max mem: 36965 [2024-01-15 21:56:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:57:03 det.util.engine] INFO: Epoch: [9] [3700/11727] eta: 2:24:52 lr: 0.000100 data_time: 0.0032 iter_time: 1.0996 loss: 25.2881 (25.7856) loss_class: 0.6951 (0.7328) loss_bbox: 0.1740 (0.1741) loss_giou: 0.3546 (0.3788) loss_class_0: 0.8771 (0.9021) loss_bbox_0: 0.1750 (0.1748) loss_giou_0: 0.3499 (0.3837) loss_class_1: 0.7479 (0.7850) loss_bbox_1: 0.1737 (0.1754) loss_giou_1: 0.3573 (0.3828) loss_class_2: 0.7323 (0.7583) loss_bbox_2: 0.1708 (0.1735) loss_giou_2: 0.3544 (0.3793) loss_class_3: 0.7186 (0.7417) loss_bbox_3: 0.1717 (0.1736) loss_giou_3: 0.3547 (0.3789) loss_class_4: 0.7138 (0.7340) loss_bbox_4: 0.1636 (0.1738) loss_giou_4: 0.3547 (0.3789) loss_class_enc: 0.8427 (0.8515) loss_bbox_enc: 0.1925 (0.2083) loss_giou_enc: 0.3865 (0.4336) loss_class_dn: 0.3648 (0.3741) loss_bbox_dn: 0.2231 (0.2497) loss_giou_dn: 0.3940 (0.4207) loss_class_dn_0: 0.4708 (0.4705) loss_bbox_dn_0: 0.3206 (0.3524) loss_giou_dn_0: 0.5367 (0.5489) loss_class_dn_1: 0.4069 (0.4036) loss_bbox_dn_1: 0.2428 (0.2752) loss_giou_dn_1: 0.4215 (0.4529) loss_class_dn_2: 0.3740 (0.3826) loss_bbox_dn_2: 0.2293 (0.2541) loss_giou_dn_2: 0.4048 (0.4273) loss_class_dn_3: 0.3706 (0.3764) loss_bbox_dn_3: 0.2247 (0.2506) loss_giou_dn_3: 0.3980 (0.4221) loss_class_dn_4: 0.3659 (0.3741) loss_bbox_dn_4: 0.2232 (0.2497) loss_giou_dn_4: 0.3940 (0.4205) loss_class_hybrid: 0.7243 (0.7367) loss_bbox_hybrid: 0.1850 (0.1859) loss_giou_hybrid: 0.3688 (0.4059) loss_class_0_hybrid: 0.7940 (0.8062) loss_bbox_0_hybrid: 0.1951 (0.1943) loss_giou_0_hybrid: 0.3956 (0.4217) loss_class_1_hybrid: 0.7601 (0.7627) loss_bbox_1_hybrid: 0.1840 (0.1892) loss_giou_1_hybrid: 0.3722 (0.4123) loss_class_2_hybrid: 0.7563 (0.7490) loss_bbox_2_hybrid: 0.1844 (0.1863) loss_giou_2_hybrid: 0.3695 (0.4075) loss_class_3_hybrid: 0.7408 (0.7406) loss_bbox_3_hybrid: 0.1842 (0.1859) loss_giou_3_hybrid: 0.3668 (0.4064) loss_class_4_hybrid: 0.7347 (0.7369) loss_bbox_4_hybrid: 0.1863 (0.1860) loss_giou_4_hybrid: 0.3683 (0.4061) loss_class_enc_hybrid: 0.7848 (0.7740) loss_bbox_enc_hybrid: 0.2193 (0.2317) loss_giou_enc_hybrid: 0.4411 (0.4795) mem: 1016 max mem: 36965 [2024-01-15 21:57:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:57:56 det.util.engine] INFO: Epoch: [9] [3750/11727] eta: 2:23:55 lr: 0.000100 data_time: 0.0032 iter_time: 1.0547 loss: 25.9176 (25.7873) loss_class: 0.7396 (0.7327) loss_bbox: 0.1571 (0.1742) loss_giou: 0.3680 (0.3789) loss_class_0: 0.9134 (0.9020) loss_bbox_0: 0.1658 (0.1748) loss_giou_0: 0.3707 (0.3838) loss_class_1: 0.7741 (0.7849) loss_bbox_1: 0.1682 (0.1755) loss_giou_1: 0.3641 (0.3829) loss_class_2: 0.7557 (0.7582) loss_bbox_2: 0.1595 (0.1735) loss_giou_2: 0.3816 (0.3794) loss_class_3: 0.7458 (0.7416) loss_bbox_3: 0.1572 (0.1737) loss_giou_3: 0.3739 (0.3790) loss_class_4: 0.7356 (0.7339) loss_bbox_4: 0.1585 (0.1739) loss_giou_4: 0.3739 (0.3791) loss_class_enc: 0.8427 (0.8514) loss_bbox_enc: 0.2056 (0.2083) loss_giou_enc: 0.4372 (0.4337) loss_class_dn: 0.3764 (0.3741) loss_bbox_dn: 0.2601 (0.2497) loss_giou_dn: 0.4203 (0.4207) loss_class_dn_0: 0.4733 (0.4705) loss_bbox_dn_0: 0.3478 (0.3525) loss_giou_dn_0: 0.5423 (0.5489) loss_class_dn_1: 0.4110 (0.4036) loss_bbox_dn_1: 0.2811 (0.2753) loss_giou_dn_1: 0.4479 (0.4529) loss_class_dn_2: 0.3896 (0.3826) loss_bbox_dn_2: 0.2646 (0.2542) loss_giou_dn_2: 0.4257 (0.4274) loss_class_dn_3: 0.3827 (0.3764) loss_bbox_dn_3: 0.2611 (0.2506) loss_giou_dn_3: 0.4203 (0.4221) loss_class_dn_4: 0.3801 (0.3741) loss_bbox_dn_4: 0.2599 (0.2497) loss_giou_dn_4: 0.4204 (0.4206) loss_class_hybrid: 0.7461 (0.7368) loss_bbox_hybrid: 0.1651 (0.1859) loss_giou_hybrid: 0.3801 (0.4060) loss_class_0_hybrid: 0.8235 (0.8063) loss_bbox_0_hybrid: 0.1806 (0.1943) loss_giou_0_hybrid: 0.3959 (0.4218) loss_class_1_hybrid: 0.7702 (0.7627) loss_bbox_1_hybrid: 0.1747 (0.1893) loss_giou_1_hybrid: 0.3864 (0.4123) loss_class_2_hybrid: 0.7506 (0.7491) loss_bbox_2_hybrid: 0.1788 (0.1863) loss_giou_2_hybrid: 0.3815 (0.4076) loss_class_3_hybrid: 0.7439 (0.7407) loss_bbox_3_hybrid: 0.1631 (0.1859) loss_giou_3_hybrid: 0.3797 (0.4064) loss_class_4_hybrid: 0.7407 (0.7370) loss_bbox_4_hybrid: 0.1650 (0.1861) loss_giou_4_hybrid: 0.3808 (0.4062) loss_class_enc_hybrid: 0.7773 (0.7740) loss_bbox_enc_hybrid: 0.2190 (0.2317) loss_giou_enc_hybrid: 0.4537 (0.4795) mem: 1028 max mem: 36965 [2024-01-15 21:57:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:58:51 det.util.engine] INFO: Epoch: [9] [3800/11727] eta: 2:23:03 lr: 0.000100 data_time: 0.0033 iter_time: 1.0810 loss: 24.7552 (25.7828) loss_class: 0.7183 (0.7326) loss_bbox: 0.1793 (0.1741) loss_giou: 0.3242 (0.3788) loss_class_0: 0.8861 (0.9020) loss_bbox_0: 0.1794 (0.1747) loss_giou_0: 0.3328 (0.3837) loss_class_1: 0.7631 (0.7846) loss_bbox_1: 0.1797 (0.1755) loss_giou_1: 0.3360 (0.3829) loss_class_2: 0.7575 (0.7580) loss_bbox_2: 0.1681 (0.1734) loss_giou_2: 0.3273 (0.3794) loss_class_3: 0.7312 (0.7415) loss_bbox_3: 0.1717 (0.1736) loss_giou_3: 0.3289 (0.3789) loss_class_4: 0.7343 (0.7338) loss_bbox_4: 0.1792 (0.1738) loss_giou_4: 0.3282 (0.3790) loss_class_enc: 0.8269 (0.8515) loss_bbox_enc: 0.2074 (0.2082) loss_giou_enc: 0.3815 (0.4335) loss_class_dn: 0.3652 (0.3740) loss_bbox_dn: 0.2348 (0.2496) loss_giou_dn: 0.3751 (0.4206) loss_class_dn_0: 0.4770 (0.4705) loss_bbox_dn_0: 0.3859 (0.3525) loss_giou_dn_0: 0.5257 (0.5489) loss_class_dn_1: 0.3966 (0.4035) loss_bbox_dn_1: 0.2815 (0.2752) loss_giou_dn_1: 0.4138 (0.4529) loss_class_dn_2: 0.3756 (0.3826) loss_bbox_dn_2: 0.2417 (0.2541) loss_giou_dn_2: 0.3828 (0.4273) loss_class_dn_3: 0.3663 (0.3763) loss_bbox_dn_3: 0.2354 (0.2505) loss_giou_dn_3: 0.3766 (0.4220) loss_class_dn_4: 0.3646 (0.3740) loss_bbox_dn_4: 0.2346 (0.2496) loss_giou_dn_4: 0.3750 (0.4205) loss_class_hybrid: 0.7266 (0.7368) loss_bbox_hybrid: 0.1803 (0.1859) loss_giou_hybrid: 0.3526 (0.4059) loss_class_0_hybrid: 0.8080 (0.8061) loss_bbox_0_hybrid: 0.1943 (0.1943) loss_giou_0_hybrid: 0.3569 (0.4217) loss_class_1_hybrid: 0.7411 (0.7626) loss_bbox_1_hybrid: 0.1887 (0.1892) loss_giou_1_hybrid: 0.3577 (0.4123) loss_class_2_hybrid: 0.7211 (0.7490) loss_bbox_2_hybrid: 0.1786 (0.1863) loss_giou_2_hybrid: 0.3575 (0.4076) loss_class_3_hybrid: 0.7246 (0.7405) loss_bbox_3_hybrid: 0.1814 (0.1859) loss_giou_3_hybrid: 0.3528 (0.4064) loss_class_4_hybrid: 0.7270 (0.7369) loss_bbox_4_hybrid: 0.1799 (0.1860) loss_giou_4_hybrid: 0.3495 (0.4062) loss_class_enc_hybrid: 0.7499 (0.7739) loss_bbox_enc_hybrid: 0.2352 (0.2316) loss_giou_enc_hybrid: 0.4321 (0.4794) mem: 1025 max mem: 36965 [2024-01-15 21:58:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 21:59:46 det.util.engine] INFO: Epoch: [9] [3850/11727] eta: 2:22:09 lr: 0.000100 data_time: 0.0035 iter_time: 1.1266 loss: 26.9307 (25.7863) loss_class: 0.7601 (0.7328) loss_bbox: 0.1759 (0.1740) loss_giou: 0.3763 (0.3789) loss_class_0: 0.9406 (0.9020) loss_bbox_0: 0.1819 (0.1747) loss_giou_0: 0.3936 (0.3839) loss_class_1: 0.8075 (0.7847) loss_bbox_1: 0.1844 (0.1755) loss_giou_1: 0.3888 (0.3830) loss_class_2: 0.7884 (0.7582) loss_bbox_2: 0.1820 (0.1734) loss_giou_2: 0.3876 (0.3795) loss_class_3: 0.7527 (0.7417) loss_bbox_3: 0.1814 (0.1735) loss_giou_3: 0.3897 (0.3790) loss_class_4: 0.7795 (0.7340) loss_bbox_4: 0.1756 (0.1738) loss_giou_4: 0.3789 (0.3791) loss_class_enc: 0.8660 (0.8514) loss_bbox_enc: 0.2112 (0.2081) loss_giou_enc: 0.4363 (0.4337) loss_class_dn: 0.3837 (0.3741) loss_bbox_dn: 0.2415 (0.2496) loss_giou_dn: 0.4362 (0.4208) loss_class_dn_0: 0.4753 (0.4705) loss_bbox_dn_0: 0.3424 (0.3524) loss_giou_dn_0: 0.5673 (0.5490) loss_class_dn_1: 0.4060 (0.4035) loss_bbox_dn_1: 0.2696 (0.2753) loss_giou_dn_1: 0.4760 (0.4530) loss_class_dn_2: 0.3936 (0.3826) loss_bbox_dn_2: 0.2444 (0.2541) loss_giou_dn_2: 0.4413 (0.4274) loss_class_dn_3: 0.3872 (0.3764) loss_bbox_dn_3: 0.2416 (0.2505) loss_giou_dn_3: 0.4360 (0.4221) loss_class_dn_4: 0.3845 (0.3740) loss_bbox_dn_4: 0.2416 (0.2496) loss_giou_dn_4: 0.4357 (0.4206) loss_class_hybrid: 0.7663 (0.7368) loss_bbox_hybrid: 0.1924 (0.1859) loss_giou_hybrid: 0.4162 (0.4061) loss_class_0_hybrid: 0.8346 (0.8061) loss_bbox_0_hybrid: 0.1963 (0.1943) loss_giou_0_hybrid: 0.4314 (0.4219) loss_class_1_hybrid: 0.7879 (0.7627) loss_bbox_1_hybrid: 0.1928 (0.1892) loss_giou_1_hybrid: 0.4234 (0.4125) loss_class_2_hybrid: 0.7691 (0.7491) loss_bbox_2_hybrid: 0.1923 (0.1862) loss_giou_2_hybrid: 0.4176 (0.4077) loss_class_3_hybrid: 0.7689 (0.7407) loss_bbox_3_hybrid: 0.1899 (0.1859) loss_giou_3_hybrid: 0.4173 (0.4065) loss_class_4_hybrid: 0.7628 (0.7370) loss_bbox_4_hybrid: 0.1913 (0.1860) loss_giou_4_hybrid: 0.4153 (0.4063) loss_class_enc_hybrid: 0.7643 (0.7738) loss_bbox_enc_hybrid: 0.2364 (0.2316) loss_giou_enc_hybrid: 0.4877 (0.4795) mem: 1029 max mem: 36965 [2024-01-15 21:59:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:00:40 det.util.engine] INFO: Epoch: [9] [3900/11727] eta: 2:21:15 lr: 0.000100 data_time: 0.0034 iter_time: 1.0702 loss: 25.8454 (25.7845) loss_class: 0.7037 (0.7328) loss_bbox: 0.1649 (0.1739) loss_giou: 0.4011 (0.3790) loss_class_0: 0.8558 (0.9018) loss_bbox_0: 0.1699 (0.1747) loss_giou_0: 0.4189 (0.3840) loss_class_1: 0.7641 (0.7846) loss_bbox_1: 0.1694 (0.1754) loss_giou_1: 0.4132 (0.3831) loss_class_2: 0.7346 (0.7582) loss_bbox_2: 0.1703 (0.1733) loss_giou_2: 0.4080 (0.3795) loss_class_3: 0.7145 (0.7416) loss_bbox_3: 0.1639 (0.1734) loss_giou_3: 0.4037 (0.3791) loss_class_4: 0.7003 (0.7339) loss_bbox_4: 0.1648 (0.1737) loss_giou_4: 0.3995 (0.3792) loss_class_enc: 0.8038 (0.8513) loss_bbox_enc: 0.2037 (0.2080) loss_giou_enc: 0.4596 (0.4338) loss_class_dn: 0.3701 (0.3740) loss_bbox_dn: 0.2333 (0.2496) loss_giou_dn: 0.4337 (0.4208) loss_class_dn_0: 0.4631 (0.4705) loss_bbox_dn_0: 0.3634 (0.3524) loss_giou_dn_0: 0.5696 (0.5491) loss_class_dn_1: 0.3993 (0.4035) loss_bbox_dn_1: 0.2794 (0.2752) loss_giou_dn_1: 0.4666 (0.4531) loss_class_dn_2: 0.3804 (0.3826) loss_bbox_dn_2: 0.2417 (0.2540) loss_giou_dn_2: 0.4409 (0.4275) loss_class_dn_3: 0.3706 (0.3763) loss_bbox_dn_3: 0.2338 (0.2505) loss_giou_dn_3: 0.4354 (0.4222) loss_class_dn_4: 0.3693 (0.3740) loss_bbox_dn_4: 0.2333 (0.2496) loss_giou_dn_4: 0.4340 (0.4207) loss_class_hybrid: 0.7002 (0.7367) loss_bbox_hybrid: 0.1976 (0.1858) loss_giou_hybrid: 0.4354 (0.4062) loss_class_0_hybrid: 0.7905 (0.8060) loss_bbox_0_hybrid: 0.1928 (0.1942) loss_giou_0_hybrid: 0.4516 (0.4220) loss_class_1_hybrid: 0.7396 (0.7625) loss_bbox_1_hybrid: 0.1931 (0.1892) loss_giou_1_hybrid: 0.4408 (0.4126) loss_class_2_hybrid: 0.7270 (0.7489) loss_bbox_2_hybrid: 0.1911 (0.1862) loss_giou_2_hybrid: 0.4358 (0.4078) loss_class_3_hybrid: 0.7080 (0.7405) loss_bbox_3_hybrid: 0.1900 (0.1858) loss_giou_3_hybrid: 0.4358 (0.4066) loss_class_4_hybrid: 0.6995 (0.7368) loss_bbox_4_hybrid: 0.1979 (0.1859) loss_giou_4_hybrid: 0.4360 (0.4064) loss_class_enc_hybrid: 0.7618 (0.7737) loss_bbox_enc_hybrid: 0.2341 (0.2315) loss_giou_enc_hybrid: 0.5096 (0.4796) mem: 1018 max mem: 36965 [2024-01-15 22:00:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:01:34 det.util.engine] INFO: Epoch: [9] [3950/11727] eta: 2:20:22 lr: 0.000100 data_time: 0.0035 iter_time: 1.1102 loss: 25.5440 (25.7899) loss_class: 0.7343 (0.7331) loss_bbox: 0.1638 (0.1739) loss_giou: 0.3896 (0.3792) loss_class_0: 0.8951 (0.9022) loss_bbox_0: 0.1547 (0.1746) loss_giou_0: 0.3787 (0.3841) loss_class_1: 0.7947 (0.7851) loss_bbox_1: 0.1613 (0.1753) loss_giou_1: 0.3815 (0.3832) loss_class_2: 0.7305 (0.7585) loss_bbox_2: 0.1643 (0.1732) loss_giou_2: 0.3889 (0.3797) loss_class_3: 0.7378 (0.7419) loss_bbox_3: 0.1615 (0.1734) loss_giou_3: 0.3819 (0.3793) loss_class_4: 0.7250 (0.7342) loss_bbox_4: 0.1638 (0.1736) loss_giou_4: 0.3957 (0.3794) loss_class_enc: 0.8700 (0.8515) loss_bbox_enc: 0.1832 (0.2079) loss_giou_enc: 0.4344 (0.4339) loss_class_dn: 0.3684 (0.3741) loss_bbox_dn: 0.2172 (0.2494) loss_giou_dn: 0.4345 (0.4210) loss_class_dn_0: 0.4657 (0.4704) loss_bbox_dn_0: 0.3092 (0.3522) loss_giou_dn_0: 0.5702 (0.5493) loss_class_dn_1: 0.4041 (0.4035) loss_bbox_dn_1: 0.2398 (0.2750) loss_giou_dn_1: 0.4709 (0.4532) loss_class_dn_2: 0.3781 (0.3826) loss_bbox_dn_2: 0.2174 (0.2539) loss_giou_dn_2: 0.4412 (0.4277) loss_class_dn_3: 0.3720 (0.3764) loss_bbox_dn_3: 0.2145 (0.2503) loss_giou_dn_3: 0.4369 (0.4224) loss_class_dn_4: 0.3696 (0.3741) loss_bbox_dn_4: 0.2170 (0.2494) loss_giou_dn_4: 0.4346 (0.4209) loss_class_hybrid: 0.7386 (0.7369) loss_bbox_hybrid: 0.1817 (0.1857) loss_giou_hybrid: 0.4036 (0.4063) loss_class_0_hybrid: 0.7917 (0.8062) loss_bbox_0_hybrid: 0.1791 (0.1942) loss_giou_0_hybrid: 0.4208 (0.4222) loss_class_1_hybrid: 0.7520 (0.7628) loss_bbox_1_hybrid: 0.1805 (0.1891) loss_giou_1_hybrid: 0.4052 (0.4127) loss_class_2_hybrid: 0.7413 (0.7492) loss_bbox_2_hybrid: 0.1765 (0.1861) loss_giou_2_hybrid: 0.4043 (0.4080) loss_class_3_hybrid: 0.7368 (0.7408) loss_bbox_3_hybrid: 0.1828 (0.1858) loss_giou_3_hybrid: 0.4025 (0.4068) loss_class_4_hybrid: 0.7293 (0.7371) loss_bbox_4_hybrid: 0.1787 (0.1859) loss_giou_4_hybrid: 0.4005 (0.4066) loss_class_enc_hybrid: 0.7710 (0.7738) loss_bbox_enc_hybrid: 0.2098 (0.2314) loss_giou_enc_hybrid: 0.4764 (0.4798) mem: 1016 max mem: 36965 [2024-01-15 22:01:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:02:29 det.util.engine] INFO: Epoch: [9] [4000/11727] eta: 2:19:29 lr: 0.000100 data_time: 0.0034 iter_time: 1.0843 loss: 25.9608 (25.7867) loss_class: 0.7162 (0.7330) loss_bbox: 0.1701 (0.1738) loss_giou: 0.3981 (0.3792) loss_class_0: 0.8914 (0.9021) loss_bbox_0: 0.1731 (0.1745) loss_giou_0: 0.4010 (0.3841) loss_class_1: 0.7649 (0.7850) loss_bbox_1: 0.1720 (0.1752) loss_giou_1: 0.4010 (0.3832) loss_class_2: 0.7423 (0.7584) loss_bbox_2: 0.1706 (0.1732) loss_giou_2: 0.4141 (0.3797) loss_class_3: 0.7369 (0.7418) loss_bbox_3: 0.1726 (0.1734) loss_giou_3: 0.4134 (0.3793) loss_class_4: 0.7148 (0.7341) loss_bbox_4: 0.1753 (0.1736) loss_giou_4: 0.3980 (0.3794) loss_class_enc: 0.8411 (0.8515) loss_bbox_enc: 0.2025 (0.2078) loss_giou_enc: 0.4453 (0.4338) loss_class_dn: 0.3716 (0.3740) loss_bbox_dn: 0.2228 (0.2493) loss_giou_dn: 0.4270 (0.4209) loss_class_dn_0: 0.4640 (0.4703) loss_bbox_dn_0: 0.3077 (0.3521) loss_giou_dn_0: 0.5492 (0.5492) loss_class_dn_1: 0.4022 (0.4035) loss_bbox_dn_1: 0.2394 (0.2749) loss_giou_dn_1: 0.4584 (0.4532) loss_class_dn_2: 0.3816 (0.3826) loss_bbox_dn_2: 0.2222 (0.2538) loss_giou_dn_2: 0.4359 (0.4276) loss_class_dn_3: 0.3748 (0.3763) loss_bbox_dn_3: 0.2222 (0.2502) loss_giou_dn_3: 0.4284 (0.4223) loss_class_dn_4: 0.3722 (0.3740) loss_bbox_dn_4: 0.2229 (0.2493) loss_giou_dn_4: 0.4273 (0.4208) loss_class_hybrid: 0.7381 (0.7369) loss_bbox_hybrid: 0.1799 (0.1857) loss_giou_hybrid: 0.4187 (0.4063) loss_class_0_hybrid: 0.8148 (0.8062) loss_bbox_0_hybrid: 0.1882 (0.1941) loss_giou_0_hybrid: 0.4354 (0.4221) loss_class_1_hybrid: 0.7543 (0.7627) loss_bbox_1_hybrid: 0.1841 (0.1890) loss_giou_1_hybrid: 0.4361 (0.4127) loss_class_2_hybrid: 0.7479 (0.7492) loss_bbox_2_hybrid: 0.1813 (0.1861) loss_giou_2_hybrid: 0.4252 (0.4079) loss_class_3_hybrid: 0.7383 (0.7407) loss_bbox_3_hybrid: 0.1788 (0.1857) loss_giou_3_hybrid: 0.4213 (0.4068) loss_class_4_hybrid: 0.7376 (0.7371) loss_bbox_4_hybrid: 0.1773 (0.1858) loss_giou_4_hybrid: 0.4193 (0.4065) loss_class_enc_hybrid: 0.7664 (0.7738) loss_bbox_enc_hybrid: 0.2202 (0.2313) loss_giou_enc_hybrid: 0.4881 (0.4797) mem: 1028 max mem: 36965 [2024-01-15 22:02:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:03:23 det.util.engine] INFO: Epoch: [9] [4050/11727] eta: 2:18:35 lr: 0.000100 data_time: 0.0033 iter_time: 1.1045 loss: 26.2834 (25.7842) loss_class: 0.7328 (0.7329) loss_bbox: 0.1708 (0.1738) loss_giou: 0.3860 (0.3793) loss_class_0: 0.9051 (0.9019) loss_bbox_0: 0.1666 (0.1745) loss_giou_0: 0.4043 (0.3842) loss_class_1: 0.7832 (0.7847) loss_bbox_1: 0.1628 (0.1752) loss_giou_1: 0.3948 (0.3833) loss_class_2: 0.7554 (0.7584) loss_bbox_2: 0.1641 (0.1731) loss_giou_2: 0.3908 (0.3798) loss_class_3: 0.7469 (0.7418) loss_bbox_3: 0.1680 (0.1733) loss_giou_3: 0.3953 (0.3794) loss_class_4: 0.7310 (0.7340) loss_bbox_4: 0.1686 (0.1736) loss_giou_4: 0.3897 (0.3795) loss_class_enc: 0.8038 (0.8513) loss_bbox_enc: 0.1960 (0.2078) loss_giou_enc: 0.4416 (0.4339) loss_class_dn: 0.3715 (0.3741) loss_bbox_dn: 0.2244 (0.2491) loss_giou_dn: 0.4179 (0.4210) loss_class_dn_0: 0.4647 (0.4703) loss_bbox_dn_0: 0.3173 (0.3518) loss_giou_dn_0: 0.5490 (0.5493) loss_class_dn_1: 0.4011 (0.4035) loss_bbox_dn_1: 0.2464 (0.2746) loss_giou_dn_1: 0.4596 (0.4532) loss_class_dn_2: 0.3797 (0.3826) loss_bbox_dn_2: 0.2273 (0.2536) loss_giou_dn_2: 0.4255 (0.4276) loss_class_dn_3: 0.3720 (0.3763) loss_bbox_dn_3: 0.2253 (0.2500) loss_giou_dn_3: 0.4195 (0.4224) loss_class_dn_4: 0.3700 (0.3740) loss_bbox_dn_4: 0.2243 (0.2491) loss_giou_dn_4: 0.4180 (0.4208) loss_class_hybrid: 0.7445 (0.7368) loss_bbox_hybrid: 0.1740 (0.1856) loss_giou_hybrid: 0.4027 (0.4064) loss_class_0_hybrid: 0.7933 (0.8059) loss_bbox_0_hybrid: 0.1864 (0.1940) loss_giou_0_hybrid: 0.4264 (0.4222) loss_class_1_hybrid: 0.7751 (0.7625) loss_bbox_1_hybrid: 0.1763 (0.1890) loss_giou_1_hybrid: 0.4097 (0.4128) loss_class_2_hybrid: 0.7553 (0.7490) loss_bbox_2_hybrid: 0.1789 (0.1860) loss_giou_2_hybrid: 0.4076 (0.4080) loss_class_3_hybrid: 0.7538 (0.7406) loss_bbox_3_hybrid: 0.1764 (0.1856) loss_giou_3_hybrid: 0.4099 (0.4068) loss_class_4_hybrid: 0.7499 (0.7369) loss_bbox_4_hybrid: 0.1759 (0.1857) loss_giou_4_hybrid: 0.4046 (0.4066) loss_class_enc_hybrid: 0.7428 (0.7736) loss_bbox_enc_hybrid: 0.2260 (0.2313) loss_giou_enc_hybrid: 0.4872 (0.4798) mem: 1022 max mem: 36965 [2024-01-15 22:03:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:04:16 det.util.engine] INFO: Epoch: [9] [4100/11727] eta: 2:17:38 lr: 0.000100 data_time: 0.0031 iter_time: 1.0528 loss: 25.9182 (25.7832) loss_class: 0.7158 (0.7329) loss_bbox: 0.1817 (0.1737) loss_giou: 0.3515 (0.3792) loss_class_0: 0.9071 (0.9020) loss_bbox_0: 0.1736 (0.1744) loss_giou_0: 0.3483 (0.3841) loss_class_1: 0.8092 (0.7849) loss_bbox_1: 0.1858 (0.1752) loss_giou_1: 0.3515 (0.3833) loss_class_2: 0.7349 (0.7582) loss_bbox_2: 0.1771 (0.1731) loss_giou_2: 0.3544 (0.3797) loss_class_3: 0.7389 (0.7417) loss_bbox_3: 0.1814 (0.1733) loss_giou_3: 0.3538 (0.3793) loss_class_4: 0.7213 (0.7340) loss_bbox_4: 0.1814 (0.1735) loss_giou_4: 0.3553 (0.3794) loss_class_enc: 0.8266 (0.8514) loss_bbox_enc: 0.2369 (0.2078) loss_giou_enc: 0.4044 (0.4338) loss_class_dn: 0.3770 (0.3740) loss_bbox_dn: 0.2678 (0.2491) loss_giou_dn: 0.4079 (0.4209) loss_class_dn_0: 0.4634 (0.4703) loss_bbox_dn_0: 0.3805 (0.3518) loss_giou_dn_0: 0.5293 (0.5493) loss_class_dn_1: 0.4083 (0.4035) loss_bbox_dn_1: 0.2958 (0.2747) loss_giou_dn_1: 0.4381 (0.4532) loss_class_dn_2: 0.3861 (0.3826) loss_bbox_dn_2: 0.2700 (0.2536) loss_giou_dn_2: 0.4098 (0.4276) loss_class_dn_3: 0.3802 (0.3763) loss_bbox_dn_3: 0.2702 (0.2501) loss_giou_dn_3: 0.4098 (0.4223) loss_class_dn_4: 0.3811 (0.3740) loss_bbox_dn_4: 0.2678 (0.2491) loss_giou_dn_4: 0.4072 (0.4208) loss_class_hybrid: 0.7693 (0.7369) loss_bbox_hybrid: 0.1914 (0.1856) loss_giou_hybrid: 0.3573 (0.4062) loss_class_0_hybrid: 0.8341 (0.8061) loss_bbox_0_hybrid: 0.1956 (0.1940) loss_giou_0_hybrid: 0.3674 (0.4221) loss_class_1_hybrid: 0.8098 (0.7627) loss_bbox_1_hybrid: 0.1921 (0.1889) loss_giou_1_hybrid: 0.3574 (0.4126) loss_class_2_hybrid: 0.7847 (0.7491) loss_bbox_2_hybrid: 0.1912 (0.1860) loss_giou_2_hybrid: 0.3524 (0.4079) loss_class_3_hybrid: 0.7773 (0.7407) loss_bbox_3_hybrid: 0.1945 (0.1856) loss_giou_3_hybrid: 0.3583 (0.4067) loss_class_4_hybrid: 0.7641 (0.7370) loss_bbox_4_hybrid: 0.1979 (0.1857) loss_giou_4_hybrid: 0.3588 (0.4065) loss_class_enc_hybrid: 0.7713 (0.7737) loss_bbox_enc_hybrid: 0.2453 (0.2313) loss_giou_enc_hybrid: 0.4280 (0.4797) mem: 1036 max mem: 36965 [2024-01-15 22:04:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:05:10 det.util.engine] INFO: Epoch: [9] [4150/11727] eta: 2:16:44 lr: 0.000100 data_time: 0.0036 iter_time: 1.1115 loss: 26.1190 (25.7912) loss_class: 0.7549 (0.7333) loss_bbox: 0.1548 (0.1736) loss_giou: 0.3865 (0.3795) loss_class_0: 0.9584 (0.9022) loss_bbox_0: 0.1671 (0.1743) loss_giou_0: 0.4018 (0.3844) loss_class_1: 0.8081 (0.7852) loss_bbox_1: 0.1587 (0.1751) loss_giou_1: 0.3926 (0.3836) loss_class_2: 0.7916 (0.7586) loss_bbox_2: 0.1514 (0.1730) loss_giou_2: 0.3846 (0.3800) loss_class_3: 0.7630 (0.7421) loss_bbox_3: 0.1671 (0.1732) loss_giou_3: 0.3830 (0.3796) loss_class_4: 0.7564 (0.7344) loss_bbox_4: 0.1547 (0.1734) loss_giou_4: 0.3863 (0.3797) loss_class_enc: 0.8603 (0.8517) loss_bbox_enc: 0.1831 (0.2077) loss_giou_enc: 0.4341 (0.4341) loss_class_dn: 0.3736 (0.3741) loss_bbox_dn: 0.2088 (0.2489) loss_giou_dn: 0.4149 (0.4212) loss_class_dn_0: 0.4683 (0.4703) loss_bbox_dn_0: 0.3262 (0.3516) loss_giou_dn_0: 0.5391 (0.5496) loss_class_dn_1: 0.4026 (0.4036) loss_bbox_dn_1: 0.2491 (0.2745) loss_giou_dn_1: 0.4422 (0.4535) loss_class_dn_2: 0.3849 (0.3827) loss_bbox_dn_2: 0.2181 (0.2534) loss_giou_dn_2: 0.4237 (0.4279) loss_class_dn_3: 0.3759 (0.3764) loss_bbox_dn_3: 0.2107 (0.2498) loss_giou_dn_3: 0.4203 (0.4226) loss_class_dn_4: 0.3727 (0.3741) loss_bbox_dn_4: 0.2087 (0.2489) loss_giou_dn_4: 0.4147 (0.4211) loss_class_hybrid: 0.7552 (0.7371) loss_bbox_hybrid: 0.1702 (0.1855) loss_giou_hybrid: 0.4011 (0.4066) loss_class_0_hybrid: 0.8510 (0.8062) loss_bbox_0_hybrid: 0.1835 (0.1939) loss_giou_0_hybrid: 0.4200 (0.4225) loss_class_1_hybrid: 0.7750 (0.7628) loss_bbox_1_hybrid: 0.1703 (0.1889) loss_giou_1_hybrid: 0.4169 (0.4131) loss_class_2_hybrid: 0.7607 (0.7493) loss_bbox_2_hybrid: 0.1694 (0.1859) loss_giou_2_hybrid: 0.4078 (0.4083) loss_class_3_hybrid: 0.7632 (0.7408) loss_bbox_3_hybrid: 0.1728 (0.1856) loss_giou_3_hybrid: 0.4038 (0.4071) loss_class_4_hybrid: 0.7436 (0.7372) loss_bbox_4_hybrid: 0.1703 (0.1857) loss_giou_4_hybrid: 0.4014 (0.4069) loss_class_enc_hybrid: 0.7817 (0.7738) loss_bbox_enc_hybrid: 0.2048 (0.2312) loss_giou_enc_hybrid: 0.4839 (0.4802) mem: 1022 max mem: 36965 [2024-01-15 22:05:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:06:05 det.util.engine] INFO: Epoch: [9] [4200/11727] eta: 2:15:50 lr: 0.000100 data_time: 0.0037 iter_time: 1.0933 loss: 26.1635 (25.7882) loss_class: 0.7296 (0.7332) loss_bbox: 0.1735 (0.1735) loss_giou: 0.3519 (0.3794) loss_class_0: 0.9243 (0.9023) loss_bbox_0: 0.1720 (0.1742) loss_giou_0: 0.3614 (0.3844) loss_class_1: 0.7657 (0.7852) loss_bbox_1: 0.1734 (0.1750) loss_giou_1: 0.3656 (0.3835) loss_class_2: 0.7456 (0.7586) loss_bbox_2: 0.1731 (0.1729) loss_giou_2: 0.3500 (0.3799) loss_class_3: 0.7305 (0.7421) loss_bbox_3: 0.1776 (0.1731) loss_giou_3: 0.3518 (0.3795) loss_class_4: 0.7233 (0.7344) loss_bbox_4: 0.1747 (0.1733) loss_giou_4: 0.3497 (0.3796) loss_class_enc: 0.8437 (0.8516) loss_bbox_enc: 0.2140 (0.2076) loss_giou_enc: 0.4298 (0.4342) loss_class_dn: 0.3844 (0.3741) loss_bbox_dn: 0.2402 (0.2488) loss_giou_dn: 0.4347 (0.4212) loss_class_dn_0: 0.4729 (0.4703) loss_bbox_dn_0: 0.3251 (0.3514) loss_giou_dn_0: 0.5736 (0.5496) loss_class_dn_1: 0.4111 (0.4035) loss_bbox_dn_1: 0.2608 (0.2743) loss_giou_dn_1: 0.4644 (0.4535) loss_class_dn_2: 0.3871 (0.3827) loss_bbox_dn_2: 0.2431 (0.2532) loss_giou_dn_2: 0.4369 (0.4278) loss_class_dn_3: 0.3839 (0.3764) loss_bbox_dn_3: 0.2387 (0.2497) loss_giou_dn_3: 0.4356 (0.4226) loss_class_dn_4: 0.3837 (0.3741) loss_bbox_dn_4: 0.2400 (0.2488) loss_giou_dn_4: 0.4346 (0.4210) loss_class_hybrid: 0.7287 (0.7370) loss_bbox_hybrid: 0.1906 (0.1855) loss_giou_hybrid: 0.3972 (0.4067) loss_class_0_hybrid: 0.7801 (0.8061) loss_bbox_0_hybrid: 0.1950 (0.1938) loss_giou_0_hybrid: 0.4140 (0.4225) loss_class_1_hybrid: 0.7279 (0.7627) loss_bbox_1_hybrid: 0.1934 (0.1888) loss_giou_1_hybrid: 0.4020 (0.4131) loss_class_2_hybrid: 0.7322 (0.7492) loss_bbox_2_hybrid: 0.1900 (0.1858) loss_giou_2_hybrid: 0.3978 (0.4083) loss_class_3_hybrid: 0.7269 (0.7407) loss_bbox_3_hybrid: 0.1901 (0.1855) loss_giou_3_hybrid: 0.3965 (0.4072) loss_class_4_hybrid: 0.7317 (0.7371) loss_bbox_4_hybrid: 0.1903 (0.1856) loss_giou_4_hybrid: 0.3964 (0.4069) loss_class_enc_hybrid: 0.7503 (0.7738) loss_bbox_enc_hybrid: 0.2241 (0.2311) loss_giou_enc_hybrid: 0.4783 (0.4802) mem: 1030 max mem: 36965 [2024-01-15 22:06:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:07:00 det.util.engine] INFO: Epoch: [9] [4250/11727] eta: 2:14:58 lr: 0.000100 data_time: 0.0032 iter_time: 1.0864 loss: 26.0929 (25.7865) loss_class: 0.7336 (0.7331) loss_bbox: 0.1748 (0.1735) loss_giou: 0.3817 (0.3794) loss_class_0: 0.8989 (0.9022) loss_bbox_0: 0.1649 (0.1742) loss_giou_0: 0.3872 (0.3844) loss_class_1: 0.7853 (0.7850) loss_bbox_1: 0.1697 (0.1750) loss_giou_1: 0.3716 (0.3835) loss_class_2: 0.7464 (0.7585) loss_bbox_2: 0.1788 (0.1729) loss_giou_2: 0.3894 (0.3799) loss_class_3: 0.7589 (0.7421) loss_bbox_3: 0.1765 (0.1731) loss_giou_3: 0.3833 (0.3795) loss_class_4: 0.7265 (0.7343) loss_bbox_4: 0.1818 (0.1733) loss_giou_4: 0.3837 (0.3796) loss_class_enc: 0.8276 (0.8514) loss_bbox_enc: 0.1993 (0.2076) loss_giou_enc: 0.4465 (0.4342) loss_class_dn: 0.3821 (0.3741) loss_bbox_dn: 0.2520 (0.2487) loss_giou_dn: 0.4220 (0.4212) loss_class_dn_0: 0.4679 (0.4703) loss_bbox_dn_0: 0.3377 (0.3513) loss_giou_dn_0: 0.5723 (0.5496) loss_class_dn_1: 0.4097 (0.4036) loss_bbox_dn_1: 0.2674 (0.2743) loss_giou_dn_1: 0.4522 (0.4535) loss_class_dn_2: 0.3918 (0.3827) loss_bbox_dn_2: 0.2586 (0.2532) loss_giou_dn_2: 0.4279 (0.4279) loss_class_dn_3: 0.3861 (0.3764) loss_bbox_dn_3: 0.2520 (0.2496) loss_giou_dn_3: 0.4240 (0.4226) loss_class_dn_4: 0.3816 (0.3741) loss_bbox_dn_4: 0.2520 (0.2487) loss_giou_dn_4: 0.4221 (0.4211) loss_class_hybrid: 0.7208 (0.7367) loss_bbox_hybrid: 0.1987 (0.1855) loss_giou_hybrid: 0.4217 (0.4068) loss_class_0_hybrid: 0.7827 (0.8059) loss_bbox_0_hybrid: 0.2005 (0.1939) loss_giou_0_hybrid: 0.4442 (0.4226) loss_class_1_hybrid: 0.7638 (0.7624) loss_bbox_1_hybrid: 0.2023 (0.1888) loss_giou_1_hybrid: 0.4276 (0.4132) loss_class_2_hybrid: 0.7476 (0.7489) loss_bbox_2_hybrid: 0.2008 (0.1859) loss_giou_2_hybrid: 0.4257 (0.4084) loss_class_3_hybrid: 0.7240 (0.7405) loss_bbox_3_hybrid: 0.1983 (0.1855) loss_giou_3_hybrid: 0.4221 (0.4073) loss_class_4_hybrid: 0.7195 (0.7368) loss_bbox_4_hybrid: 0.1981 (0.1856) loss_giou_4_hybrid: 0.4211 (0.4070) loss_class_enc_hybrid: 0.7615 (0.7736) loss_bbox_enc_hybrid: 0.2306 (0.2311) loss_giou_enc_hybrid: 0.4918 (0.4803) mem: 1015 max mem: 36965 [2024-01-15 22:07:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:07:53 det.util.engine] INFO: Epoch: [9] [4300/11727] eta: 2:14:03 lr: 0.000100 data_time: 0.0033 iter_time: 1.0686 loss: 25.7016 (25.7863) loss_class: 0.7382 (0.7332) loss_bbox: 0.1777 (0.1735) loss_giou: 0.3825 (0.3794) loss_class_0: 0.8379 (0.9021) loss_bbox_0: 0.1728 (0.1741) loss_giou_0: 0.3923 (0.3844) loss_class_1: 0.7462 (0.7850) loss_bbox_1: 0.1675 (0.1749) loss_giou_1: 0.3795 (0.3835) loss_class_2: 0.7790 (0.7586) loss_bbox_2: 0.1724 (0.1728) loss_giou_2: 0.3809 (0.3799) loss_class_3: 0.7480 (0.7422) loss_bbox_3: 0.1748 (0.1730) loss_giou_3: 0.3785 (0.3795) loss_class_4: 0.7270 (0.7344) loss_bbox_4: 0.1744 (0.1732) loss_giou_4: 0.3822 (0.3796) loss_class_enc: 0.8305 (0.8513) loss_bbox_enc: 0.2129 (0.2075) loss_giou_enc: 0.4375 (0.4342) loss_class_dn: 0.3630 (0.3741) loss_bbox_dn: 0.2656 (0.2487) loss_giou_dn: 0.4101 (0.4213) loss_class_dn_0: 0.4636 (0.4703) loss_bbox_dn_0: 0.3760 (0.3513) loss_giou_dn_0: 0.5278 (0.5497) loss_class_dn_1: 0.3851 (0.4035) loss_bbox_dn_1: 0.3057 (0.2742) loss_giou_dn_1: 0.4301 (0.4536) loss_class_dn_2: 0.3703 (0.3827) loss_bbox_dn_2: 0.2731 (0.2532) loss_giou_dn_2: 0.4100 (0.4279) loss_class_dn_3: 0.3649 (0.3764) loss_bbox_dn_3: 0.2702 (0.2496) loss_giou_dn_3: 0.4088 (0.4226) loss_class_dn_4: 0.3615 (0.3741) loss_bbox_dn_4: 0.2656 (0.2487) loss_giou_dn_4: 0.4095 (0.4211) loss_class_hybrid: 0.7273 (0.7368) loss_bbox_hybrid: 0.1902 (0.1854) loss_giou_hybrid: 0.4127 (0.4068) loss_class_0_hybrid: 0.7733 (0.8059) loss_bbox_0_hybrid: 0.2022 (0.1938) loss_giou_0_hybrid: 0.4259 (0.4227) loss_class_1_hybrid: 0.7400 (0.7624) loss_bbox_1_hybrid: 0.1894 (0.1888) loss_giou_1_hybrid: 0.4185 (0.4132) loss_class_2_hybrid: 0.7464 (0.7490) loss_bbox_2_hybrid: 0.1977 (0.1858) loss_giou_2_hybrid: 0.4112 (0.4085) loss_class_3_hybrid: 0.7439 (0.7405) loss_bbox_3_hybrid: 0.1934 (0.1855) loss_giou_3_hybrid: 0.4117 (0.4073) loss_class_4_hybrid: 0.7347 (0.7369) loss_bbox_4_hybrid: 0.1896 (0.1856) loss_giou_4_hybrid: 0.4118 (0.4070) loss_class_enc_hybrid: 0.7592 (0.7735) loss_bbox_enc_hybrid: 0.2359 (0.2310) loss_giou_enc_hybrid: 0.4741 (0.4803) mem: 1019 max mem: 36965 [2024-01-15 22:07:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:08:47 det.util.engine] INFO: Epoch: [9] [4350/11727] eta: 2:13:08 lr: 0.000100 data_time: 0.0035 iter_time: 1.0684 loss: 25.1009 (25.7875) loss_class: 0.7257 (0.7330) loss_bbox: 0.1672 (0.1736) loss_giou: 0.3530 (0.3794) loss_class_0: 0.8851 (0.9021) loss_bbox_0: 0.1662 (0.1742) loss_giou_0: 0.3674 (0.3844) loss_class_1: 0.7903 (0.7850) loss_bbox_1: 0.1720 (0.1749) loss_giou_1: 0.3567 (0.3835) loss_class_2: 0.7488 (0.7585) loss_bbox_2: 0.1623 (0.1729) loss_giou_2: 0.3578 (0.3799) loss_class_3: 0.7359 (0.7421) loss_bbox_3: 0.1627 (0.1730) loss_giou_3: 0.3597 (0.3795) loss_class_4: 0.7168 (0.7342) loss_bbox_4: 0.1640 (0.1734) loss_giou_4: 0.3574 (0.3796) loss_class_enc: 0.8500 (0.8513) loss_bbox_enc: 0.2165 (0.2076) loss_giou_enc: 0.4184 (0.4342) loss_class_dn: 0.3576 (0.3740) loss_bbox_dn: 0.2408 (0.2488) loss_giou_dn: 0.3898 (0.4214) loss_class_dn_0: 0.4645 (0.4702) loss_bbox_dn_0: 0.3513 (0.3515) loss_giou_dn_0: 0.5349 (0.5497) loss_class_dn_1: 0.3950 (0.4035) loss_bbox_dn_1: 0.2647 (0.2744) loss_giou_dn_1: 0.4203 (0.4536) loss_class_dn_2: 0.3680 (0.3826) loss_bbox_dn_2: 0.2453 (0.2533) loss_giou_dn_2: 0.3968 (0.4280) loss_class_dn_3: 0.3599 (0.3764) loss_bbox_dn_3: 0.2407 (0.2497) loss_giou_dn_3: 0.3932 (0.4227) loss_class_dn_4: 0.3565 (0.3740) loss_bbox_dn_4: 0.2410 (0.2488) loss_giou_dn_4: 0.3897 (0.4212) loss_class_hybrid: 0.7278 (0.7367) loss_bbox_hybrid: 0.1901 (0.1855) loss_giou_hybrid: 0.3600 (0.4069) loss_class_0_hybrid: 0.7791 (0.8059) loss_bbox_0_hybrid: 0.1855 (0.1939) loss_giou_0_hybrid: 0.3773 (0.4227) loss_class_1_hybrid: 0.7547 (0.7623) loss_bbox_1_hybrid: 0.1815 (0.1889) loss_giou_1_hybrid: 0.3646 (0.4133) loss_class_2_hybrid: 0.7362 (0.7488) loss_bbox_2_hybrid: 0.1881 (0.1859) loss_giou_2_hybrid: 0.3600 (0.4085) loss_class_3_hybrid: 0.7376 (0.7405) loss_bbox_3_hybrid: 0.1924 (0.1856) loss_giou_3_hybrid: 0.3609 (0.4073) loss_class_4_hybrid: 0.7191 (0.7368) loss_bbox_4_hybrid: 0.1873 (0.1857) loss_giou_4_hybrid: 0.3625 (0.4071) loss_class_enc_hybrid: 0.7567 (0.7735) loss_bbox_enc_hybrid: 0.2384 (0.2311) loss_giou_enc_hybrid: 0.4469 (0.4804) mem: 1017 max mem: 36965 [2024-01-15 22:08:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:09:40 det.util.engine] INFO: Epoch: [9] [4400/11727] eta: 2:12:13 lr: 0.000100 data_time: 0.0034 iter_time: 1.0552 loss: 24.4827 (25.7828) loss_class: 0.6698 (0.7329) loss_bbox: 0.1525 (0.1735) loss_giou: 0.3564 (0.3795) loss_class_0: 0.8293 (0.9018) loss_bbox_0: 0.1522 (0.1741) loss_giou_0: 0.3653 (0.3845) loss_class_1: 0.7218 (0.7849) loss_bbox_1: 0.1541 (0.1748) loss_giou_1: 0.3566 (0.3836) loss_class_2: 0.6972 (0.7584) loss_bbox_2: 0.1598 (0.1728) loss_giou_2: 0.3566 (0.3799) loss_class_3: 0.6615 (0.7419) loss_bbox_3: 0.1600 (0.1730) loss_giou_3: 0.3619 (0.3795) loss_class_4: 0.6676 (0.7340) loss_bbox_4: 0.1538 (0.1733) loss_giou_4: 0.3557 (0.3797) loss_class_enc: 0.7929 (0.8512) loss_bbox_enc: 0.1800 (0.2075) loss_giou_enc: 0.4101 (0.4343) loss_class_dn: 0.3662 (0.3740) loss_bbox_dn: 0.2060 (0.2486) loss_giou_dn: 0.4051 (0.4214) loss_class_dn_0: 0.4596 (0.4702) loss_bbox_dn_0: 0.2797 (0.3511) loss_giou_dn_0: 0.5302 (0.5497) loss_class_dn_1: 0.3992 (0.4035) loss_bbox_dn_1: 0.2183 (0.2741) loss_giou_dn_1: 0.4360 (0.4536) loss_class_dn_2: 0.3714 (0.3826) loss_bbox_dn_2: 0.2091 (0.2530) loss_giou_dn_2: 0.4105 (0.4280) loss_class_dn_3: 0.3683 (0.3763) loss_bbox_dn_3: 0.2071 (0.2495) loss_giou_dn_3: 0.4075 (0.4227) loss_class_dn_4: 0.3655 (0.3740) loss_bbox_dn_4: 0.2059 (0.2486) loss_giou_dn_4: 0.4053 (0.4212) loss_class_hybrid: 0.6957 (0.7366) loss_bbox_hybrid: 0.1640 (0.1854) loss_giou_hybrid: 0.3790 (0.4070) loss_class_0_hybrid: 0.7512 (0.8056) loss_bbox_0_hybrid: 0.1789 (0.1938) loss_giou_0_hybrid: 0.4001 (0.4228) loss_class_1_hybrid: 0.7293 (0.7622) loss_bbox_1_hybrid: 0.1673 (0.1887) loss_giou_1_hybrid: 0.3868 (0.4134) loss_class_2_hybrid: 0.7019 (0.7487) loss_bbox_2_hybrid: 0.1661 (0.1858) loss_giou_2_hybrid: 0.3899 (0.4086) loss_class_3_hybrid: 0.7014 (0.7403) loss_bbox_3_hybrid: 0.1664 (0.1855) loss_giou_3_hybrid: 0.3847 (0.4074) loss_class_4_hybrid: 0.6845 (0.7367) loss_bbox_4_hybrid: 0.1640 (0.1856) loss_giou_4_hybrid: 0.3839 (0.4072) loss_class_enc_hybrid: 0.7173 (0.7733) loss_bbox_enc_hybrid: 0.2093 (0.2310) loss_giou_enc_hybrid: 0.4537 (0.4805) mem: 1027 max mem: 36965 [2024-01-15 22:09:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:10:34 det.util.engine] INFO: Epoch: [9] [4450/11727] eta: 2:11:17 lr: 0.000100 data_time: 0.0036 iter_time: 1.0671 loss: 25.4835 (25.7796) loss_class: 0.6833 (0.7328) loss_bbox: 0.1848 (0.1735) loss_giou: 0.3634 (0.3794) loss_class_0: 0.8829 (0.9019) loss_bbox_0: 0.1712 (0.1740) loss_giou_0: 0.3501 (0.3843) loss_class_1: 0.7171 (0.7849) loss_bbox_1: 0.1803 (0.1748) loss_giou_1: 0.3569 (0.3834) loss_class_2: 0.6932 (0.7583) loss_bbox_2: 0.1764 (0.1728) loss_giou_2: 0.3667 (0.3798) loss_class_3: 0.6989 (0.7418) loss_bbox_3: 0.1798 (0.1730) loss_giou_3: 0.3551 (0.3795) loss_class_4: 0.6758 (0.7340) loss_bbox_4: 0.1832 (0.1733) loss_giou_4: 0.3633 (0.3796) loss_class_enc: 0.7870 (0.8512) loss_bbox_enc: 0.2102 (0.2075) loss_giou_enc: 0.4097 (0.4341) loss_class_dn: 0.3715 (0.3739) loss_bbox_dn: 0.2465 (0.2486) loss_giou_dn: 0.4153 (0.4212) loss_class_dn_0: 0.4609 (0.4702) loss_bbox_dn_0: 0.3490 (0.3512) loss_giou_dn_0: 0.5500 (0.5496) loss_class_dn_1: 0.4013 (0.4034) loss_bbox_dn_1: 0.2622 (0.2741) loss_giou_dn_1: 0.4491 (0.4534) loss_class_dn_2: 0.3821 (0.3825) loss_bbox_dn_2: 0.2517 (0.2530) loss_giou_dn_2: 0.4220 (0.4278) loss_class_dn_3: 0.3734 (0.3762) loss_bbox_dn_3: 0.2496 (0.2495) loss_giou_dn_3: 0.4147 (0.4226) loss_class_dn_4: 0.3713 (0.3739) loss_bbox_dn_4: 0.2464 (0.2486) loss_giou_dn_4: 0.4152 (0.4211) loss_class_hybrid: 0.7138 (0.7367) loss_bbox_hybrid: 0.1821 (0.1854) loss_giou_hybrid: 0.3649 (0.4068) loss_class_0_hybrid: 0.7842 (0.8056) loss_bbox_0_hybrid: 0.1885 (0.1938) loss_giou_0_hybrid: 0.3776 (0.4227) loss_class_1_hybrid: 0.7044 (0.7622) loss_bbox_1_hybrid: 0.1862 (0.1887) loss_giou_1_hybrid: 0.3707 (0.4132) loss_class_2_hybrid: 0.7139 (0.7487) loss_bbox_2_hybrid: 0.1816 (0.1858) loss_giou_2_hybrid: 0.3657 (0.4085) loss_class_3_hybrid: 0.7112 (0.7403) loss_bbox_3_hybrid: 0.1825 (0.1854) loss_giou_3_hybrid: 0.3660 (0.4073) loss_class_4_hybrid: 0.7077 (0.7368) loss_bbox_4_hybrid: 0.1824 (0.1855) loss_giou_4_hybrid: 0.3685 (0.4070) loss_class_enc_hybrid: 0.7223 (0.7732) loss_bbox_enc_hybrid: 0.2280 (0.2310) loss_giou_enc_hybrid: 0.4571 (0.4804) mem: 1013 max mem: 36965 [2024-01-15 22:10:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:11:27 det.util.engine] INFO: Epoch: [9] [4500/11727] eta: 2:10:21 lr: 0.000100 data_time: 0.0033 iter_time: 1.0490 loss: 24.7125 (25.7790) loss_class: 0.7115 (0.7328) loss_bbox: 0.1531 (0.1735) loss_giou: 0.3723 (0.3794) loss_class_0: 0.9007 (0.9020) loss_bbox_0: 0.1481 (0.1740) loss_giou_0: 0.3925 (0.3843) loss_class_1: 0.7423 (0.7849) loss_bbox_1: 0.1510 (0.1747) loss_giou_1: 0.3827 (0.3834) loss_class_2: 0.7254 (0.7582) loss_bbox_2: 0.1521 (0.1727) loss_giou_2: 0.3795 (0.3799) loss_class_3: 0.7245 (0.7419) loss_bbox_3: 0.1517 (0.1729) loss_giou_3: 0.3806 (0.3794) loss_class_4: 0.7119 (0.7340) loss_bbox_4: 0.1577 (0.1733) loss_giou_4: 0.3817 (0.3796) loss_class_enc: 0.8391 (0.8514) loss_bbox_enc: 0.1839 (0.2074) loss_giou_enc: 0.4306 (0.4341) loss_class_dn: 0.3656 (0.3739) loss_bbox_dn: 0.2042 (0.2486) loss_giou_dn: 0.4095 (0.4212) loss_class_dn_0: 0.4681 (0.4702) loss_bbox_dn_0: 0.2944 (0.3512) loss_giou_dn_0: 0.5546 (0.5496) loss_class_dn_1: 0.4027 (0.4034) loss_bbox_dn_1: 0.2298 (0.2741) loss_giou_dn_1: 0.4381 (0.4535) loss_class_dn_2: 0.3787 (0.3826) loss_bbox_dn_2: 0.2103 (0.2530) loss_giou_dn_2: 0.4154 (0.4279) loss_class_dn_3: 0.3733 (0.3763) loss_bbox_dn_3: 0.2053 (0.2495) loss_giou_dn_3: 0.4101 (0.4226) loss_class_dn_4: 0.3662 (0.3739) loss_bbox_dn_4: 0.2042 (0.2485) loss_giou_dn_4: 0.4094 (0.4211) loss_class_hybrid: 0.7149 (0.7367) loss_bbox_hybrid: 0.1633 (0.1853) loss_giou_hybrid: 0.4056 (0.4068) loss_class_0_hybrid: 0.7880 (0.8056) loss_bbox_0_hybrid: 0.1715 (0.1937) loss_giou_0_hybrid: 0.4220 (0.4226) loss_class_1_hybrid: 0.7321 (0.7622) loss_bbox_1_hybrid: 0.1728 (0.1886) loss_giou_1_hybrid: 0.4193 (0.4132) loss_class_2_hybrid: 0.7395 (0.7487) loss_bbox_2_hybrid: 0.1635 (0.1857) loss_giou_2_hybrid: 0.4076 (0.4084) loss_class_3_hybrid: 0.7184 (0.7404) loss_bbox_3_hybrid: 0.1645 (0.1854) loss_giou_3_hybrid: 0.4029 (0.4072) loss_class_4_hybrid: 0.7189 (0.7368) loss_bbox_4_hybrid: 0.1684 (0.1854) loss_giou_4_hybrid: 0.4053 (0.4070) loss_class_enc_hybrid: 0.7807 (0.7734) loss_bbox_enc_hybrid: 0.2064 (0.2309) loss_giou_enc_hybrid: 0.4712 (0.4803) mem: 1008 max mem: 36965 [2024-01-15 22:11:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:12:21 det.util.engine] INFO: Epoch: [9] [4550/11727] eta: 2:09:27 lr: 0.000100 data_time: 0.0033 iter_time: 1.0733 loss: 25.3634 (25.7889) loss_class: 0.7201 (0.7331) loss_bbox: 0.1606 (0.1735) loss_giou: 0.3947 (0.3797) loss_class_0: 0.8886 (0.9023) loss_bbox_0: 0.1616 (0.1740) loss_giou_0: 0.3906 (0.3845) loss_class_1: 0.7930 (0.7853) loss_bbox_1: 0.1541 (0.1747) loss_giou_1: 0.3991 (0.3837) loss_class_2: 0.7334 (0.7585) loss_bbox_2: 0.1586 (0.1728) loss_giou_2: 0.4001 (0.3801) loss_class_3: 0.7357 (0.7422) loss_bbox_3: 0.1559 (0.1730) loss_giou_3: 0.3981 (0.3797) loss_class_4: 0.7103 (0.7342) loss_bbox_4: 0.1628 (0.1733) loss_giou_4: 0.3973 (0.3799) loss_class_enc: 0.8018 (0.8516) loss_bbox_enc: 0.2013 (0.2074) loss_giou_enc: 0.4413 (0.4343) loss_class_dn: 0.3763 (0.3740) loss_bbox_dn: 0.2288 (0.2485) loss_giou_dn: 0.4394 (0.4214) loss_class_dn_0: 0.4630 (0.4703) loss_bbox_dn_0: 0.3132 (0.3511) loss_giou_dn_0: 0.5657 (0.5497) loss_class_dn_1: 0.4065 (0.4035) loss_bbox_dn_1: 0.2520 (0.2741) loss_giou_dn_1: 0.4742 (0.4537) loss_class_dn_2: 0.3838 (0.3826) loss_bbox_dn_2: 0.2339 (0.2530) loss_giou_dn_2: 0.4498 (0.4281) loss_class_dn_3: 0.3782 (0.3763) loss_bbox_dn_3: 0.2292 (0.2494) loss_giou_dn_3: 0.4408 (0.4228) loss_class_dn_4: 0.3764 (0.3740) loss_bbox_dn_4: 0.2287 (0.2485) loss_giou_dn_4: 0.4393 (0.4213) loss_class_hybrid: 0.7315 (0.7370) loss_bbox_hybrid: 0.1714 (0.1854) loss_giou_hybrid: 0.4112 (0.4071) loss_class_0_hybrid: 0.7902 (0.8058) loss_bbox_0_hybrid: 0.1842 (0.1938) loss_giou_0_hybrid: 0.4247 (0.4229) loss_class_1_hybrid: 0.7454 (0.7624) loss_bbox_1_hybrid: 0.1803 (0.1887) loss_giou_1_hybrid: 0.4186 (0.4135) loss_class_2_hybrid: 0.7282 (0.7489) loss_bbox_2_hybrid: 0.1744 (0.1858) loss_giou_2_hybrid: 0.4163 (0.4087) loss_class_3_hybrid: 0.7300 (0.7407) loss_bbox_3_hybrid: 0.1704 (0.1854) loss_giou_3_hybrid: 0.4085 (0.4075) loss_class_4_hybrid: 0.7139 (0.7371) loss_bbox_4_hybrid: 0.1724 (0.1855) loss_giou_4_hybrid: 0.4091 (0.4073) loss_class_enc_hybrid: 0.7546 (0.7736) loss_bbox_enc_hybrid: 0.2170 (0.2309) loss_giou_enc_hybrid: 0.4717 (0.4805) mem: 1017 max mem: 36965 [2024-01-15 22:12:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:13:15 det.util.engine] INFO: Epoch: [9] [4600/11727] eta: 2:08:33 lr: 0.000100 data_time: 0.0036 iter_time: 1.0585 loss: 25.7310 (25.7823) loss_class: 0.7617 (0.7330) loss_bbox: 0.1592 (0.1735) loss_giou: 0.3679 (0.3796) loss_class_0: 0.9451 (0.9021) loss_bbox_0: 0.1536 (0.1740) loss_giou_0: 0.3710 (0.3844) loss_class_1: 0.8199 (0.7852) loss_bbox_1: 0.1500 (0.1747) loss_giou_1: 0.3700 (0.3835) loss_class_2: 0.7956 (0.7584) loss_bbox_2: 0.1489 (0.1727) loss_giou_2: 0.3627 (0.3800) loss_class_3: 0.7746 (0.7421) loss_bbox_3: 0.1515 (0.1729) loss_giou_3: 0.3635 (0.3796) loss_class_4: 0.7689 (0.7341) loss_bbox_4: 0.1553 (0.1733) loss_giou_4: 0.3629 (0.3798) loss_class_enc: 0.8699 (0.8514) loss_bbox_enc: 0.2056 (0.2073) loss_giou_enc: 0.4274 (0.4342) loss_class_dn: 0.3650 (0.3740) loss_bbox_dn: 0.1989 (0.2483) loss_giou_dn: 0.4013 (0.4213) loss_class_dn_0: 0.4641 (0.4702) loss_bbox_dn_0: 0.2993 (0.3509) loss_giou_dn_0: 0.5191 (0.5495) loss_class_dn_1: 0.3934 (0.4034) loss_bbox_dn_1: 0.2202 (0.2739) loss_giou_dn_1: 0.4400 (0.4535) loss_class_dn_2: 0.3721 (0.3826) loss_bbox_dn_2: 0.2089 (0.2528) loss_giou_dn_2: 0.4059 (0.4279) loss_class_dn_3: 0.3671 (0.3763) loss_bbox_dn_3: 0.1995 (0.2493) loss_giou_dn_3: 0.4039 (0.4226) loss_class_dn_4: 0.3670 (0.3740) loss_bbox_dn_4: 0.1988 (0.2483) loss_giou_dn_4: 0.4017 (0.4211) loss_class_hybrid: 0.7730 (0.7370) loss_bbox_hybrid: 0.1625 (0.1853) loss_giou_hybrid: 0.3786 (0.4069) loss_class_0_hybrid: 0.8624 (0.8058) loss_bbox_0_hybrid: 0.1767 (0.1937) loss_giou_0_hybrid: 0.4028 (0.4228) loss_class_1_hybrid: 0.8028 (0.7624) loss_bbox_1_hybrid: 0.1668 (0.1886) loss_giou_1_hybrid: 0.3897 (0.4133) loss_class_2_hybrid: 0.7768 (0.7489) loss_bbox_2_hybrid: 0.1633 (0.1857) loss_giou_2_hybrid: 0.3812 (0.4086) loss_class_3_hybrid: 0.7745 (0.7406) loss_bbox_3_hybrid: 0.1632 (0.1853) loss_giou_3_hybrid: 0.3817 (0.4074) loss_class_4_hybrid: 0.7734 (0.7371) loss_bbox_4_hybrid: 0.1627 (0.1854) loss_giou_4_hybrid: 0.3792 (0.4071) loss_class_enc_hybrid: 0.8098 (0.7735) loss_bbox_enc_hybrid: 0.2153 (0.2308) loss_giou_enc_hybrid: 0.4778 (0.4804) mem: 1029 max mem: 36965 [2024-01-15 22:13:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:14:08 det.util.engine] INFO: Epoch: [9] [4650/11727] eta: 2:07:36 lr: 0.000100 data_time: 0.0036 iter_time: 1.0494 loss: 26.8609 (25.7853) loss_class: 0.7657 (0.7333) loss_bbox: 0.1665 (0.1734) loss_giou: 0.3864 (0.3797) loss_class_0: 0.9180 (0.9022) loss_bbox_0: 0.1590 (0.1739) loss_giou_0: 0.3867 (0.3845) loss_class_1: 0.8258 (0.7854) loss_bbox_1: 0.1634 (0.1746) loss_giou_1: 0.3871 (0.3836) loss_class_2: 0.7933 (0.7586) loss_bbox_2: 0.1698 (0.1727) loss_giou_2: 0.3839 (0.3801) loss_class_3: 0.7681 (0.7423) loss_bbox_3: 0.1737 (0.1729) loss_giou_3: 0.3869 (0.3797) loss_class_4: 0.7697 (0.7343) loss_bbox_4: 0.1678 (0.1732) loss_giou_4: 0.3864 (0.3799) loss_class_enc: 0.8599 (0.8515) loss_bbox_enc: 0.1927 (0.2073) loss_giou_enc: 0.4430 (0.4342) loss_class_dn: 0.3878 (0.3740) loss_bbox_dn: 0.2377 (0.2483) loss_giou_dn: 0.4430 (0.4214) loss_class_dn_0: 0.4744 (0.4703) loss_bbox_dn_0: 0.3079 (0.3508) loss_giou_dn_0: 0.5670 (0.5496) loss_class_dn_1: 0.4165 (0.4035) loss_bbox_dn_1: 0.2535 (0.2738) loss_giou_dn_1: 0.4776 (0.4536) loss_class_dn_2: 0.3938 (0.3826) loss_bbox_dn_2: 0.2397 (0.2527) loss_giou_dn_2: 0.4475 (0.4280) loss_class_dn_3: 0.3906 (0.3764) loss_bbox_dn_3: 0.2387 (0.2492) loss_giou_dn_3: 0.4448 (0.4227) loss_class_dn_4: 0.3869 (0.3740) loss_bbox_dn_4: 0.2377 (0.2483) loss_giou_dn_4: 0.4428 (0.4212) loss_class_hybrid: 0.7631 (0.7372) loss_bbox_hybrid: 0.1791 (0.1853) loss_giou_hybrid: 0.4143 (0.4070) loss_class_0_hybrid: 0.8366 (0.8059) loss_bbox_0_hybrid: 0.1877 (0.1936) loss_giou_0_hybrid: 0.4298 (0.4228) loss_class_1_hybrid: 0.7750 (0.7626) loss_bbox_1_hybrid: 0.1868 (0.1886) loss_giou_1_hybrid: 0.4208 (0.4134) loss_class_2_hybrid: 0.7584 (0.7491) loss_bbox_2_hybrid: 0.1793 (0.1856) loss_giou_2_hybrid: 0.4177 (0.4086) loss_class_3_hybrid: 0.7569 (0.7408) loss_bbox_3_hybrid: 0.1789 (0.1853) loss_giou_3_hybrid: 0.4151 (0.4074) loss_class_4_hybrid: 0.7566 (0.7373) loss_bbox_4_hybrid: 0.1796 (0.1854) loss_giou_4_hybrid: 0.4149 (0.4072) loss_class_enc_hybrid: 0.8093 (0.7736) loss_bbox_enc_hybrid: 0.2081 (0.2307) loss_giou_enc_hybrid: 0.4872 (0.4804) mem: 1029 max mem: 36965 [2024-01-15 22:14:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:15:01 det.util.engine] INFO: Epoch: [9] [4700/11727] eta: 2:06:42 lr: 0.000100 data_time: 0.0035 iter_time: 1.0578 loss: 25.8287 (25.7845) loss_class: 0.7245 (0.7331) loss_bbox: 0.1564 (0.1735) loss_giou: 0.3601 (0.3797) loss_class_0: 0.8680 (0.9020) loss_bbox_0: 0.1538 (0.1740) loss_giou_0: 0.3461 (0.3844) loss_class_1: 0.7653 (0.7853) loss_bbox_1: 0.1584 (0.1747) loss_giou_1: 0.3630 (0.3836) loss_class_2: 0.7487 (0.7584) loss_bbox_2: 0.1559 (0.1728) loss_giou_2: 0.3609 (0.3800) loss_class_3: 0.7262 (0.7422) loss_bbox_3: 0.1555 (0.1730) loss_giou_3: 0.3591 (0.3796) loss_class_4: 0.7210 (0.7342) loss_bbox_4: 0.1571 (0.1733) loss_giou_4: 0.3683 (0.3799) loss_class_enc: 0.8151 (0.8514) loss_bbox_enc: 0.1988 (0.2073) loss_giou_enc: 0.4031 (0.4341) loss_class_dn: 0.3796 (0.3740) loss_bbox_dn: 0.2414 (0.2484) loss_giou_dn: 0.4163 (0.4213) loss_class_dn_0: 0.4754 (0.4703) loss_bbox_dn_0: 0.3560 (0.3510) loss_giou_dn_0: 0.5639 (0.5495) loss_class_dn_1: 0.4076 (0.4035) loss_bbox_dn_1: 0.2640 (0.2739) loss_giou_dn_1: 0.4564 (0.4535) loss_class_dn_2: 0.3866 (0.3826) loss_bbox_dn_2: 0.2463 (0.2529) loss_giou_dn_2: 0.4282 (0.4279) loss_class_dn_3: 0.3795 (0.3763) loss_bbox_dn_3: 0.2421 (0.2493) loss_giou_dn_3: 0.4192 (0.4227) loss_class_dn_4: 0.3783 (0.3740) loss_bbox_dn_4: 0.2413 (0.2484) loss_giou_dn_4: 0.4165 (0.4212) loss_class_hybrid: 0.7315 (0.7370) loss_bbox_hybrid: 0.1706 (0.1854) loss_giou_hybrid: 0.3830 (0.4070) loss_class_0_hybrid: 0.7806 (0.8057) loss_bbox_0_hybrid: 0.1749 (0.1937) loss_giou_0_hybrid: 0.3924 (0.4228) loss_class_1_hybrid: 0.7359 (0.7623) loss_bbox_1_hybrid: 0.1761 (0.1887) loss_giou_1_hybrid: 0.3867 (0.4134) loss_class_2_hybrid: 0.7327 (0.7489) loss_bbox_2_hybrid: 0.1711 (0.1857) loss_giou_2_hybrid: 0.3854 (0.4086) loss_class_3_hybrid: 0.7317 (0.7406) loss_bbox_3_hybrid: 0.1680 (0.1854) loss_giou_3_hybrid: 0.3787 (0.4074) loss_class_4_hybrid: 0.7269 (0.7371) loss_bbox_4_hybrid: 0.1695 (0.1855) loss_giou_4_hybrid: 0.3815 (0.4072) loss_class_enc_hybrid: 0.7610 (0.7735) loss_bbox_enc_hybrid: 0.2041 (0.2308) loss_giou_enc_hybrid: 0.4445 (0.4804) mem: 1017 max mem: 36965 [2024-01-15 22:15:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:15:55 det.util.engine] INFO: Epoch: [9] [4750/11727] eta: 2:05:46 lr: 0.000100 data_time: 0.0034 iter_time: 1.0650 loss: 24.1970 (25.7825) loss_class: 0.7304 (0.7331) loss_bbox: 0.1651 (0.1734) loss_giou: 0.3688 (0.3797) loss_class_0: 0.8983 (0.9020) loss_bbox_0: 0.1562 (0.1739) loss_giou_0: 0.3525 (0.3845) loss_class_1: 0.7532 (0.7852) loss_bbox_1: 0.1678 (0.1746) loss_giou_1: 0.3728 (0.3836) loss_class_2: 0.7422 (0.7584) loss_bbox_2: 0.1543 (0.1726) loss_giou_2: 0.3569 (0.3801) loss_class_3: 0.7414 (0.7423) loss_bbox_3: 0.1507 (0.1728) loss_giou_3: 0.3665 (0.3797) loss_class_4: 0.7313 (0.7342) loss_bbox_4: 0.1612 (0.1732) loss_giou_4: 0.3693 (0.3799) loss_class_enc: 0.8412 (0.8514) loss_bbox_enc: 0.1993 (0.2072) loss_giou_enc: 0.4255 (0.4343) loss_class_dn: 0.3609 (0.3740) loss_bbox_dn: 0.2119 (0.2483) loss_giou_dn: 0.3911 (0.4214) loss_class_dn_0: 0.4678 (0.4703) loss_bbox_dn_0: 0.2990 (0.3508) loss_giou_dn_0: 0.5140 (0.5496) loss_class_dn_1: 0.3964 (0.4034) loss_bbox_dn_1: 0.2273 (0.2737) loss_giou_dn_1: 0.4200 (0.4536) loss_class_dn_2: 0.3650 (0.3826) loss_bbox_dn_2: 0.2167 (0.2527) loss_giou_dn_2: 0.3968 (0.4280) loss_class_dn_3: 0.3613 (0.3763) loss_bbox_dn_3: 0.2112 (0.2492) loss_giou_dn_3: 0.3914 (0.4227) loss_class_dn_4: 0.3601 (0.3740) loss_bbox_dn_4: 0.2118 (0.2483) loss_giou_dn_4: 0.3907 (0.4212) loss_class_hybrid: 0.7281 (0.7368) loss_bbox_hybrid: 0.1752 (0.1852) loss_giou_hybrid: 0.3739 (0.4071) loss_class_0_hybrid: 0.7885 (0.8055) loss_bbox_0_hybrid: 0.1801 (0.1936) loss_giou_0_hybrid: 0.4057 (0.4230) loss_class_1_hybrid: 0.7278 (0.7621) loss_bbox_1_hybrid: 0.1785 (0.1886) loss_giou_1_hybrid: 0.3875 (0.4135) loss_class_2_hybrid: 0.7372 (0.7487) loss_bbox_2_hybrid: 0.1791 (0.1856) loss_giou_2_hybrid: 0.3829 (0.4088) loss_class_3_hybrid: 0.7164 (0.7405) loss_bbox_3_hybrid: 0.1767 (0.1853) loss_giou_3_hybrid: 0.3779 (0.4075) loss_class_4_hybrid: 0.7149 (0.7369) loss_bbox_4_hybrid: 0.1765 (0.1854) loss_giou_4_hybrid: 0.3774 (0.4073) loss_class_enc_hybrid: 0.7594 (0.7734) loss_bbox_enc_hybrid: 0.2206 (0.2307) loss_giou_enc_hybrid: 0.4649 (0.4806) mem: 1028 max mem: 36965 [2024-01-15 22:15:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:16:51 det.util.engine] INFO: Epoch: [9] [4800/11727] eta: 2:04:56 lr: 0.000100 data_time: 0.0034 iter_time: 1.1377 loss: 25.6468 (25.7858) loss_class: 0.7087 (0.7332) loss_bbox: 0.1600 (0.1735) loss_giou: 0.3912 (0.3798) loss_class_0: 0.8925 (0.9020) loss_bbox_0: 0.1630 (0.1740) loss_giou_0: 0.4044 (0.3846) loss_class_1: 0.7549 (0.7852) loss_bbox_1: 0.1611 (0.1747) loss_giou_1: 0.3995 (0.3837) loss_class_2: 0.7348 (0.7585) loss_bbox_2: 0.1586 (0.1727) loss_giou_2: 0.3904 (0.3801) loss_class_3: 0.7380 (0.7424) loss_bbox_3: 0.1562 (0.1729) loss_giou_3: 0.3903 (0.3797) loss_class_4: 0.7094 (0.7343) loss_bbox_4: 0.1603 (0.1733) loss_giou_4: 0.3914 (0.3800) loss_class_enc: 0.8637 (0.8514) loss_bbox_enc: 0.1917 (0.2073) loss_giou_enc: 0.4584 (0.4344) loss_class_dn: 0.3726 (0.3740) loss_bbox_dn: 0.2280 (0.2483) loss_giou_dn: 0.4395 (0.4214) loss_class_dn_0: 0.4634 (0.4703) loss_bbox_dn_0: 0.3163 (0.3509) loss_giou_dn_0: 0.5550 (0.5496) loss_class_dn_1: 0.4041 (0.4034) loss_bbox_dn_1: 0.2519 (0.2738) loss_giou_dn_1: 0.4807 (0.4536) loss_class_dn_2: 0.3831 (0.3826) loss_bbox_dn_2: 0.2295 (0.2527) loss_giou_dn_2: 0.4487 (0.4280) loss_class_dn_3: 0.3744 (0.3763) loss_bbox_dn_3: 0.2302 (0.2492) loss_giou_dn_3: 0.4412 (0.4227) loss_class_dn_4: 0.3712 (0.3740) loss_bbox_dn_4: 0.2281 (0.2483) loss_giou_dn_4: 0.4399 (0.4212) loss_class_hybrid: 0.7268 (0.7370) loss_bbox_hybrid: 0.1786 (0.1853) loss_giou_hybrid: 0.4178 (0.4072) loss_class_0_hybrid: 0.7704 (0.8056) loss_bbox_0_hybrid: 0.1863 (0.1937) loss_giou_0_hybrid: 0.4322 (0.4231) loss_class_1_hybrid: 0.7478 (0.7622) loss_bbox_1_hybrid: 0.1837 (0.1887) loss_giou_1_hybrid: 0.4252 (0.4136) loss_class_2_hybrid: 0.7459 (0.7488) loss_bbox_2_hybrid: 0.1803 (0.1857) loss_giou_2_hybrid: 0.4187 (0.4088) loss_class_3_hybrid: 0.7352 (0.7406) loss_bbox_3_hybrid: 0.1788 (0.1854) loss_giou_3_hybrid: 0.4156 (0.4076) loss_class_4_hybrid: 0.7278 (0.7371) loss_bbox_4_hybrid: 0.1766 (0.1855) loss_giou_4_hybrid: 0.4194 (0.4074) loss_class_enc_hybrid: 0.7532 (0.7734) loss_bbox_enc_hybrid: 0.2182 (0.2308) loss_giou_enc_hybrid: 0.5005 (0.4806) mem: 1033 max mem: 36965 [2024-01-15 22:16:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:17:50 det.util.engine] INFO: Epoch: [9] [4850/11727] eta: 2:04:08 lr: 0.000100 data_time: 0.0031 iter_time: 1.1392 loss: 25.8988 (25.7952) loss_class: 0.6813 (0.7336) loss_bbox: 0.1645 (0.1736) loss_giou: 0.4236 (0.3799) loss_class_0: 0.8610 (0.9022) loss_bbox_0: 0.1670 (0.1741) loss_giou_0: 0.4230 (0.3847) loss_class_1: 0.7413 (0.7856) loss_bbox_1: 0.1587 (0.1747) loss_giou_1: 0.4263 (0.3838) loss_class_2: 0.7346 (0.7589) loss_bbox_2: 0.1629 (0.1727) loss_giou_2: 0.4093 (0.3803) loss_class_3: 0.7083 (0.7428) loss_bbox_3: 0.1672 (0.1730) loss_giou_3: 0.4167 (0.3798) loss_class_4: 0.7073 (0.7346) loss_bbox_4: 0.1596 (0.1734) loss_giou_4: 0.4232 (0.3801) loss_class_enc: 0.7842 (0.8517) loss_bbox_enc: 0.1903 (0.2074) loss_giou_enc: 0.4779 (0.4345) loss_class_dn: 0.3779 (0.3740) loss_bbox_dn: 0.2079 (0.2484) loss_giou_dn: 0.4471 (0.4216) loss_class_dn_0: 0.4696 (0.4703) loss_bbox_dn_0: 0.2892 (0.3509) loss_giou_dn_0: 0.5829 (0.5498) loss_class_dn_1: 0.4033 (0.4035) loss_bbox_dn_1: 0.2334 (0.2738) loss_giou_dn_1: 0.4889 (0.4537) loss_class_dn_2: 0.3908 (0.3826) loss_bbox_dn_2: 0.2115 (0.2528) loss_giou_dn_2: 0.4536 (0.4282) loss_class_dn_3: 0.3807 (0.3764) loss_bbox_dn_3: 0.2089 (0.2493) loss_giou_dn_3: 0.4492 (0.4229) loss_class_dn_4: 0.3777 (0.3740) loss_bbox_dn_4: 0.2079 (0.2484) loss_giou_dn_4: 0.4470 (0.4214) loss_class_hybrid: 0.7043 (0.7374) loss_bbox_hybrid: 0.1725 (0.1854) loss_giou_hybrid: 0.4562 (0.4073) loss_class_0_hybrid: 0.7570 (0.8058) loss_bbox_0_hybrid: 0.1861 (0.1938) loss_giou_0_hybrid: 0.4620 (0.4232) loss_class_1_hybrid: 0.7124 (0.7625) loss_bbox_1_hybrid: 0.1844 (0.1887) loss_giou_1_hybrid: 0.4563 (0.4138) loss_class_2_hybrid: 0.7022 (0.7491) loss_bbox_2_hybrid: 0.1802 (0.1858) loss_giou_2_hybrid: 0.4595 (0.4090) loss_class_3_hybrid: 0.6963 (0.7410) loss_bbox_3_hybrid: 0.1805 (0.1854) loss_giou_3_hybrid: 0.4553 (0.4078) loss_class_4_hybrid: 0.6941 (0.7374) loss_bbox_4_hybrid: 0.1834 (0.1855) loss_giou_4_hybrid: 0.4528 (0.4075) loss_class_enc_hybrid: 0.7099 (0.7736) loss_bbox_enc_hybrid: 0.2195 (0.2309) loss_giou_enc_hybrid: 0.5138 (0.4809) mem: 1020 max mem: 36965 [2024-01-15 22:17:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:18:46 det.util.engine] INFO: Epoch: [9] [4900/11727] eta: 2:03:17 lr: 0.000100 data_time: 0.0034 iter_time: 1.1257 loss: 25.6837 (25.8030) loss_class: 0.7119 (0.7336) loss_bbox: 0.1785 (0.1737) loss_giou: 0.3854 (0.3802) loss_class_0: 0.8617 (0.9022) loss_bbox_0: 0.1795 (0.1741) loss_giou_0: 0.3923 (0.3850) loss_class_1: 0.7873 (0.7857) loss_bbox_1: 0.1819 (0.1748) loss_giou_1: 0.3925 (0.3841) loss_class_2: 0.7476 (0.7590) loss_bbox_2: 0.1728 (0.1728) loss_giou_2: 0.3846 (0.3805) loss_class_3: 0.7384 (0.7429) loss_bbox_3: 0.1785 (0.1730) loss_giou_3: 0.3864 (0.3801) loss_class_4: 0.7234 (0.7347) loss_bbox_4: 0.1785 (0.1734) loss_giou_4: 0.3854 (0.3804) loss_class_enc: 0.7936 (0.8517) loss_bbox_enc: 0.2182 (0.2075) loss_giou_enc: 0.4438 (0.4348) loss_class_dn: 0.3721 (0.3741) loss_bbox_dn: 0.2526 (0.2484) loss_giou_dn: 0.4285 (0.4218) loss_class_dn_0: 0.4607 (0.4703) loss_bbox_dn_0: 0.3334 (0.3508) loss_giou_dn_0: 0.5667 (0.5500) loss_class_dn_1: 0.4017 (0.4035) loss_bbox_dn_1: 0.2667 (0.2738) loss_giou_dn_1: 0.4755 (0.4540) loss_class_dn_2: 0.3815 (0.3827) loss_bbox_dn_2: 0.2524 (0.2528) loss_giou_dn_2: 0.4421 (0.4284) loss_class_dn_3: 0.3749 (0.3764) loss_bbox_dn_3: 0.2524 (0.2493) loss_giou_dn_3: 0.4308 (0.4232) loss_class_dn_4: 0.3712 (0.3741) loss_bbox_dn_4: 0.2526 (0.2484) loss_giou_dn_4: 0.4280 (0.4217) loss_class_hybrid: 0.7204 (0.7374) loss_bbox_hybrid: 0.1850 (0.1855) loss_giou_hybrid: 0.4155 (0.4076) loss_class_0_hybrid: 0.7714 (0.8058) loss_bbox_0_hybrid: 0.1916 (0.1938) loss_giou_0_hybrid: 0.4356 (0.4236) loss_class_1_hybrid: 0.7574 (0.7625) loss_bbox_1_hybrid: 0.1910 (0.1888) loss_giou_1_hybrid: 0.4220 (0.4141) loss_class_2_hybrid: 0.7388 (0.7491) loss_bbox_2_hybrid: 0.1863 (0.1859) loss_giou_2_hybrid: 0.4204 (0.4093) loss_class_3_hybrid: 0.7265 (0.7410) loss_bbox_3_hybrid: 0.1896 (0.1855) loss_giou_3_hybrid: 0.4187 (0.4081) loss_class_4_hybrid: 0.7273 (0.7374) loss_bbox_4_hybrid: 0.1846 (0.1856) loss_giou_4_hybrid: 0.4176 (0.4078) loss_class_enc_hybrid: 0.7170 (0.7736) loss_bbox_enc_hybrid: 0.2324 (0.2310) loss_giou_enc_hybrid: 0.4840 (0.4812) mem: 1029 max mem: 36965 [2024-01-15 22:18:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:19:40 det.util.engine] INFO: Epoch: [9] [4950/11727] eta: 2:02:23 lr: 0.000100 data_time: 0.0031 iter_time: 1.0354 loss: 25.5558 (25.8039) loss_class: 0.7518 (0.7337) loss_bbox: 0.1659 (0.1737) loss_giou: 0.3744 (0.3803) loss_class_0: 0.8845 (0.9022) loss_bbox_0: 0.1677 (0.1742) loss_giou_0: 0.3935 (0.3851) loss_class_1: 0.7699 (0.7855) loss_bbox_1: 0.1751 (0.1749) loss_giou_1: 0.3840 (0.3842) loss_class_2: 0.7491 (0.7589) loss_bbox_2: 0.1682 (0.1729) loss_giou_2: 0.3818 (0.3806) loss_class_3: 0.7430 (0.7428) loss_bbox_3: 0.1680 (0.1731) loss_giou_3: 0.3804 (0.3802) loss_class_4: 0.7365 (0.7347) loss_bbox_4: 0.1657 (0.1735) loss_giou_4: 0.3788 (0.3805) loss_class_enc: 0.8292 (0.8517) loss_bbox_enc: 0.2121 (0.2075) loss_giou_enc: 0.4318 (0.4349) loss_class_dn: 0.3757 (0.3741) loss_bbox_dn: 0.2275 (0.2485) loss_giou_dn: 0.4078 (0.4218) loss_class_dn_0: 0.4715 (0.4703) loss_bbox_dn_0: 0.3423 (0.3508) loss_giou_dn_0: 0.5477 (0.5500) loss_class_dn_1: 0.4101 (0.4035) loss_bbox_dn_1: 0.2703 (0.2739) loss_giou_dn_1: 0.4453 (0.4540) loss_class_dn_2: 0.3867 (0.3827) loss_bbox_dn_2: 0.2358 (0.2529) loss_giou_dn_2: 0.4166 (0.4284) loss_class_dn_3: 0.3772 (0.3764) loss_bbox_dn_3: 0.2278 (0.2494) loss_giou_dn_3: 0.4114 (0.4232) loss_class_dn_4: 0.3756 (0.3741) loss_bbox_dn_4: 0.2274 (0.2485) loss_giou_dn_4: 0.4078 (0.4217) loss_class_hybrid: 0.7357 (0.7373) loss_bbox_hybrid: 0.1802 (0.1855) loss_giou_hybrid: 0.3868 (0.4077) loss_class_0_hybrid: 0.7952 (0.8058) loss_bbox_0_hybrid: 0.1904 (0.1939) loss_giou_0_hybrid: 0.4015 (0.4236) loss_class_1_hybrid: 0.7649 (0.7625) loss_bbox_1_hybrid: 0.1845 (0.1889) loss_giou_1_hybrid: 0.3897 (0.4141) loss_class_2_hybrid: 0.7398 (0.7491) loss_bbox_2_hybrid: 0.1817 (0.1859) loss_giou_2_hybrid: 0.3878 (0.4093) loss_class_3_hybrid: 0.7369 (0.7409) loss_bbox_3_hybrid: 0.1837 (0.1856) loss_giou_3_hybrid: 0.3846 (0.4081) loss_class_4_hybrid: 0.7327 (0.7374) loss_bbox_4_hybrid: 0.1807 (0.1856) loss_giou_4_hybrid: 0.3874 (0.4079) loss_class_enc_hybrid: 0.7713 (0.7735) loss_bbox_enc_hybrid: 0.2306 (0.2310) loss_giou_enc_hybrid: 0.4629 (0.4812) mem: 1030 max mem: 36965 [2024-01-15 22:19:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:20:34 det.util.engine] INFO: Epoch: [9] [5000/11727] eta: 2:01:28 lr: 0.000100 data_time: 0.0034 iter_time: 1.0457 loss: 26.4030 (25.8048) loss_class: 0.7402 (0.7335) loss_bbox: 0.1721 (0.1738) loss_giou: 0.3765 (0.3803) loss_class_0: 0.9220 (0.9021) loss_bbox_0: 0.1747 (0.1742) loss_giou_0: 0.3988 (0.3852) loss_class_1: 0.7874 (0.7855) loss_bbox_1: 0.1752 (0.1749) loss_giou_1: 0.3874 (0.3842) loss_class_2: 0.7763 (0.7587) loss_bbox_2: 0.1734 (0.1729) loss_giou_2: 0.3777 (0.3806) loss_class_3: 0.7425 (0.7427) loss_bbox_3: 0.1722 (0.1731) loss_giou_3: 0.3777 (0.3802) loss_class_4: 0.7347 (0.7345) loss_bbox_4: 0.1722 (0.1736) loss_giou_4: 0.3769 (0.3805) loss_class_enc: 0.8459 (0.8516) loss_bbox_enc: 0.2104 (0.2076) loss_giou_enc: 0.4530 (0.4350) loss_class_dn: 0.3933 (0.3741) loss_bbox_dn: 0.2636 (0.2485) loss_giou_dn: 0.4437 (0.4219) loss_class_dn_0: 0.4740 (0.4703) loss_bbox_dn_0: 0.3633 (0.3509) loss_giou_dn_0: 0.5815 (0.5501) loss_class_dn_1: 0.4159 (0.4035) loss_bbox_dn_1: 0.2724 (0.2739) loss_giou_dn_1: 0.4794 (0.4541) loss_class_dn_2: 0.4008 (0.3827) loss_bbox_dn_2: 0.2648 (0.2529) loss_giou_dn_2: 0.4484 (0.4285) loss_class_dn_3: 0.3949 (0.3764) loss_bbox_dn_3: 0.2686 (0.2494) loss_giou_dn_3: 0.4476 (0.4232) loss_class_dn_4: 0.3934 (0.3741) loss_bbox_dn_4: 0.2633 (0.2485) loss_giou_dn_4: 0.4434 (0.4217) loss_class_hybrid: 0.7436 (0.7371) loss_bbox_hybrid: 0.2016 (0.1856) loss_giou_hybrid: 0.3937 (0.4078) loss_class_0_hybrid: 0.8041 (0.8057) loss_bbox_0_hybrid: 0.2060 (0.1939) loss_giou_0_hybrid: 0.4207 (0.4237) loss_class_1_hybrid: 0.7752 (0.7623) loss_bbox_1_hybrid: 0.2017 (0.1889) loss_giou_1_hybrid: 0.4044 (0.4142) loss_class_2_hybrid: 0.7640 (0.7489) loss_bbox_2_hybrid: 0.2057 (0.1860) loss_giou_2_hybrid: 0.3971 (0.4094) loss_class_3_hybrid: 0.7448 (0.7407) loss_bbox_3_hybrid: 0.1979 (0.1857) loss_giou_3_hybrid: 0.3956 (0.4082) loss_class_4_hybrid: 0.7534 (0.7372) loss_bbox_4_hybrid: 0.1987 (0.1857) loss_giou_4_hybrid: 0.3954 (0.4080) loss_class_enc_hybrid: 0.7706 (0.7735) loss_bbox_enc_hybrid: 0.2438 (0.2311) loss_giou_enc_hybrid: 0.4916 (0.4813) mem: 1027 max mem: 36965 [2024-01-15 22:20:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:21:28 det.util.engine] INFO: Epoch: [9] [5050/11727] eta: 2:00:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0767 loss: 24.9266 (25.7969) loss_class: 0.7459 (0.7334) loss_bbox: 0.1575 (0.1736) loss_giou: 0.3606 (0.3802) loss_class_0: 0.8661 (0.9019) loss_bbox_0: 0.1652 (0.1741) loss_giou_0: 0.3778 (0.3851) loss_class_1: 0.7480 (0.7852) loss_bbox_1: 0.1611 (0.1748) loss_giou_1: 0.3675 (0.3842) loss_class_2: 0.7561 (0.7586) loss_bbox_2: 0.1505 (0.1728) loss_giou_2: 0.3708 (0.3805) loss_class_3: 0.7435 (0.7425) loss_bbox_3: 0.1558 (0.1730) loss_giou_3: 0.3799 (0.3801) loss_class_4: 0.7358 (0.7344) loss_bbox_4: 0.1612 (0.1734) loss_giou_4: 0.3594 (0.3804) loss_class_enc: 0.8115 (0.8512) loss_bbox_enc: 0.1887 (0.2075) loss_giou_enc: 0.4236 (0.4349) loss_class_dn: 0.3606 (0.3741) loss_bbox_dn: 0.2203 (0.2483) loss_giou_dn: 0.4183 (0.4219) loss_class_dn_0: 0.4575 (0.4703) loss_bbox_dn_0: 0.3090 (0.3506) loss_giou_dn_0: 0.5561 (0.5501) loss_class_dn_1: 0.3902 (0.4035) loss_bbox_dn_1: 0.2454 (0.2737) loss_giou_dn_1: 0.4498 (0.4540) loss_class_dn_2: 0.3704 (0.3826) loss_bbox_dn_2: 0.2266 (0.2527) loss_giou_dn_2: 0.4219 (0.4285) loss_class_dn_3: 0.3665 (0.3764) loss_bbox_dn_3: 0.2202 (0.2492) loss_giou_dn_3: 0.4173 (0.4232) loss_class_dn_4: 0.3641 (0.3741) loss_bbox_dn_4: 0.2202 (0.2483) loss_giou_dn_4: 0.4183 (0.4217) loss_class_hybrid: 0.7312 (0.7370) loss_bbox_hybrid: 0.1684 (0.1855) loss_giou_hybrid: 0.3908 (0.4076) loss_class_0_hybrid: 0.8035 (0.8055) loss_bbox_0_hybrid: 0.1849 (0.1938) loss_giou_0_hybrid: 0.4147 (0.4236) loss_class_1_hybrid: 0.7594 (0.7621) loss_bbox_1_hybrid: 0.1773 (0.1888) loss_giou_1_hybrid: 0.4056 (0.4141) loss_class_2_hybrid: 0.7322 (0.7487) loss_bbox_2_hybrid: 0.1691 (0.1859) loss_giou_2_hybrid: 0.3979 (0.4093) loss_class_3_hybrid: 0.7322 (0.7405) loss_bbox_3_hybrid: 0.1660 (0.1855) loss_giou_3_hybrid: 0.3941 (0.4081) loss_class_4_hybrid: 0.7251 (0.7370) loss_bbox_4_hybrid: 0.1703 (0.1856) loss_giou_4_hybrid: 0.3910 (0.4078) loss_class_enc_hybrid: 0.7581 (0.7732) loss_bbox_enc_hybrid: 0.2244 (0.2309) loss_giou_enc_hybrid: 0.4744 (0.4813) mem: 1017 max mem: 36965 [2024-01-15 22:21:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:22:23 det.util.engine] INFO: Epoch: [9] [5100/11727] eta: 1:59:41 lr: 0.000100 data_time: 0.0032 iter_time: 1.1180 loss: 24.8948 (25.7962) loss_class: 0.6607 (0.7331) loss_bbox: 0.1600 (0.1737) loss_giou: 0.4137 (0.3805) loss_class_0: 0.8380 (0.9014) loss_bbox_0: 0.1486 (0.1741) loss_giou_0: 0.3876 (0.3854) loss_class_1: 0.7294 (0.7848) loss_bbox_1: 0.1630 (0.1749) loss_giou_1: 0.4069 (0.3844) loss_class_2: 0.6779 (0.7582) loss_bbox_2: 0.1582 (0.1728) loss_giou_2: 0.4094 (0.3808) loss_class_3: 0.6637 (0.7421) loss_bbox_3: 0.1624 (0.1731) loss_giou_3: 0.4127 (0.3804) loss_class_4: 0.6499 (0.7340) loss_bbox_4: 0.1608 (0.1735) loss_giou_4: 0.4165 (0.3807) loss_class_enc: 0.7908 (0.8509) loss_bbox_enc: 0.1857 (0.2075) loss_giou_enc: 0.4217 (0.4352) loss_class_dn: 0.3695 (0.3741) loss_bbox_dn: 0.2355 (0.2482) loss_giou_dn: 0.4133 (0.4219) loss_class_dn_0: 0.4588 (0.4702) loss_bbox_dn_0: 0.3308 (0.3505) loss_giou_dn_0: 0.5387 (0.5502) loss_class_dn_1: 0.3969 (0.4034) loss_bbox_dn_1: 0.2579 (0.2735) loss_giou_dn_1: 0.4471 (0.4541) loss_class_dn_2: 0.3762 (0.3826) loss_bbox_dn_2: 0.2412 (0.2526) loss_giou_dn_2: 0.4247 (0.4285) loss_class_dn_3: 0.3722 (0.3764) loss_bbox_dn_3: 0.2356 (0.2491) loss_giou_dn_3: 0.4156 (0.4232) loss_class_dn_4: 0.3710 (0.3741) loss_bbox_dn_4: 0.2355 (0.2482) loss_giou_dn_4: 0.4133 (0.4218) loss_class_hybrid: 0.6851 (0.7367) loss_bbox_hybrid: 0.1790 (0.1855) loss_giou_hybrid: 0.4170 (0.4080) loss_class_0_hybrid: 0.7594 (0.8051) loss_bbox_0_hybrid: 0.1748 (0.1939) loss_giou_0_hybrid: 0.4249 (0.4239) loss_class_1_hybrid: 0.7302 (0.7618) loss_bbox_1_hybrid: 0.1808 (0.1889) loss_giou_1_hybrid: 0.4108 (0.4144) loss_class_2_hybrid: 0.6834 (0.7484) loss_bbox_2_hybrid: 0.1805 (0.1859) loss_giou_2_hybrid: 0.4206 (0.4097) loss_class_3_hybrid: 0.6817 (0.7402) loss_bbox_3_hybrid: 0.1801 (0.1856) loss_giou_3_hybrid: 0.4178 (0.4084) loss_class_4_hybrid: 0.6883 (0.7367) loss_bbox_4_hybrid: 0.1790 (0.1857) loss_giou_4_hybrid: 0.4187 (0.4082) loss_class_enc_hybrid: 0.7164 (0.7728) loss_bbox_enc_hybrid: 0.2315 (0.2310) loss_giou_enc_hybrid: 0.4690 (0.4816) mem: 1027 max mem: 36965 [2024-01-15 22:22:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:23:15 det.util.engine] INFO: Epoch: [9] [5150/11727] eta: 1:58:44 lr: 0.000100 data_time: 0.0029 iter_time: 1.0165 loss: 25.0103 (25.7941) loss_class: 0.6999 (0.7330) loss_bbox: 0.1680 (0.1737) loss_giou: 0.3717 (0.3804) loss_class_0: 0.8743 (0.9015) loss_bbox_0: 0.1588 (0.1741) loss_giou_0: 0.3530 (0.3853) loss_class_1: 0.7315 (0.7848) loss_bbox_1: 0.1609 (0.1749) loss_giou_1: 0.3863 (0.3844) loss_class_2: 0.7018 (0.7581) loss_bbox_2: 0.1626 (0.1729) loss_giou_2: 0.3779 (0.3808) loss_class_3: 0.7088 (0.7420) loss_bbox_3: 0.1654 (0.1731) loss_giou_3: 0.3712 (0.3804) loss_class_4: 0.7059 (0.7339) loss_bbox_4: 0.1699 (0.1735) loss_giou_4: 0.3709 (0.3806) loss_class_enc: 0.7948 (0.8509) loss_bbox_enc: 0.1862 (0.2074) loss_giou_enc: 0.4363 (0.4351) loss_class_dn: 0.3684 (0.3741) loss_bbox_dn: 0.2300 (0.2481) loss_giou_dn: 0.4307 (0.4218) loss_class_dn_0: 0.4642 (0.4702) loss_bbox_dn_0: 0.3368 (0.3505) loss_giou_dn_0: 0.5544 (0.5501) loss_class_dn_1: 0.3968 (0.4034) loss_bbox_dn_1: 0.2528 (0.2735) loss_giou_dn_1: 0.4582 (0.4540) loss_class_dn_2: 0.3790 (0.3826) loss_bbox_dn_2: 0.2316 (0.2525) loss_giou_dn_2: 0.4370 (0.4284) loss_class_dn_3: 0.3715 (0.3764) loss_bbox_dn_3: 0.2301 (0.2490) loss_giou_dn_3: 0.4314 (0.4232) loss_class_dn_4: 0.3671 (0.3741) loss_bbox_dn_4: 0.2300 (0.2481) loss_giou_dn_4: 0.4308 (0.4217) loss_class_hybrid: 0.7177 (0.7368) loss_bbox_hybrid: 0.1627 (0.1855) loss_giou_hybrid: 0.3896 (0.4078) loss_class_0_hybrid: 0.7869 (0.8052) loss_bbox_0_hybrid: 0.1685 (0.1938) loss_giou_0_hybrid: 0.3794 (0.4238) loss_class_1_hybrid: 0.7280 (0.7619) loss_bbox_1_hybrid: 0.1671 (0.1889) loss_giou_1_hybrid: 0.3917 (0.4143) loss_class_2_hybrid: 0.7224 (0.7484) loss_bbox_2_hybrid: 0.1615 (0.1859) loss_giou_2_hybrid: 0.3952 (0.4095) loss_class_3_hybrid: 0.7180 (0.7403) loss_bbox_3_hybrid: 0.1574 (0.1856) loss_giou_3_hybrid: 0.3919 (0.4083) loss_class_4_hybrid: 0.7136 (0.7368) loss_bbox_4_hybrid: 0.1576 (0.1856) loss_giou_4_hybrid: 0.3921 (0.4080) loss_class_enc_hybrid: 0.7399 (0.7729) loss_bbox_enc_hybrid: 0.2121 (0.2310) loss_giou_enc_hybrid: 0.4435 (0.4814) mem: 1024 max mem: 36965 [2024-01-15 22:23:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:24:09 det.util.engine] INFO: Epoch: [9] [5200/11727] eta: 1:57:49 lr: 0.000100 data_time: 0.0033 iter_time: 1.0742 loss: 25.7182 (25.7959) loss_class: 0.7323 (0.7329) loss_bbox: 0.1752 (0.1738) loss_giou: 0.3863 (0.3804) loss_class_0: 0.8628 (0.9016) loss_bbox_0: 0.1752 (0.1742) loss_giou_0: 0.3795 (0.3853) loss_class_1: 0.7713 (0.7848) loss_bbox_1: 0.1720 (0.1750) loss_giou_1: 0.3839 (0.3844) loss_class_2: 0.7586 (0.7580) loss_bbox_2: 0.1746 (0.1730) loss_giou_2: 0.3719 (0.3808) loss_class_3: 0.7232 (0.7419) loss_bbox_3: 0.1740 (0.1732) loss_giou_3: 0.3829 (0.3804) loss_class_4: 0.7464 (0.7338) loss_bbox_4: 0.1747 (0.1736) loss_giou_4: 0.3862 (0.3807) loss_class_enc: 0.8408 (0.8510) loss_bbox_enc: 0.1993 (0.2075) loss_giou_enc: 0.4374 (0.4350) loss_class_dn: 0.3757 (0.3741) loss_bbox_dn: 0.2405 (0.2482) loss_giou_dn: 0.4148 (0.4219) loss_class_dn_0: 0.4671 (0.4702) loss_bbox_dn_0: 0.3130 (0.3505) loss_giou_dn_0: 0.5567 (0.5501) loss_class_dn_1: 0.4032 (0.4035) loss_bbox_dn_1: 0.2608 (0.2736) loss_giou_dn_1: 0.4506 (0.4541) loss_class_dn_2: 0.3847 (0.3827) loss_bbox_dn_2: 0.2498 (0.2526) loss_giou_dn_2: 0.4189 (0.4285) loss_class_dn_3: 0.3794 (0.3764) loss_bbox_dn_3: 0.2435 (0.2491) loss_giou_dn_3: 0.4144 (0.4232) loss_class_dn_4: 0.3759 (0.3741) loss_bbox_dn_4: 0.2407 (0.2482) loss_giou_dn_4: 0.4145 (0.4217) loss_class_hybrid: 0.7239 (0.7367) loss_bbox_hybrid: 0.1741 (0.1856) loss_giou_hybrid: 0.4068 (0.4078) loss_class_0_hybrid: 0.7516 (0.8052) loss_bbox_0_hybrid: 0.1835 (0.1939) loss_giou_0_hybrid: 0.4265 (0.4237) loss_class_1_hybrid: 0.7385 (0.7619) loss_bbox_1_hybrid: 0.1766 (0.1889) loss_giou_1_hybrid: 0.4133 (0.4142) loss_class_2_hybrid: 0.7306 (0.7484) loss_bbox_2_hybrid: 0.1751 (0.1860) loss_giou_2_hybrid: 0.4110 (0.4095) loss_class_3_hybrid: 0.7231 (0.7402) loss_bbox_3_hybrid: 0.1768 (0.1857) loss_giou_3_hybrid: 0.4089 (0.4083) loss_class_4_hybrid: 0.7243 (0.7367) loss_bbox_4_hybrid: 0.1740 (0.1857) loss_giou_4_hybrid: 0.4046 (0.4080) loss_class_enc_hybrid: 0.7402 (0.7729) loss_bbox_enc_hybrid: 0.2215 (0.2310) loss_giou_enc_hybrid: 0.4971 (0.4814) mem: 1023 max mem: 36965 [2024-01-15 22:24:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:25:01 det.util.engine] INFO: Epoch: [9] [5250/11727] eta: 1:56:53 lr: 0.000100 data_time: 0.0031 iter_time: 1.0288 loss: 23.8377 (25.7901) loss_class: 0.7273 (0.7327) loss_bbox: 0.1486 (0.1738) loss_giou: 0.3500 (0.3804) loss_class_0: 0.8672 (0.9014) loss_bbox_0: 0.1586 (0.1741) loss_giou_0: 0.3593 (0.3852) loss_class_1: 0.7750 (0.7845) loss_bbox_1: 0.1554 (0.1749) loss_giou_1: 0.3454 (0.3844) loss_class_2: 0.7265 (0.7577) loss_bbox_2: 0.1571 (0.1730) loss_giou_2: 0.3583 (0.3808) loss_class_3: 0.7207 (0.7417) loss_bbox_3: 0.1485 (0.1731) loss_giou_3: 0.3525 (0.3804) loss_class_4: 0.7113 (0.7337) loss_bbox_4: 0.1487 (0.1736) loss_giou_4: 0.3546 (0.3806) loss_class_enc: 0.8064 (0.8508) loss_bbox_enc: 0.1943 (0.2075) loss_giou_enc: 0.4216 (0.4350) loss_class_dn: 0.3793 (0.3741) loss_bbox_dn: 0.2084 (0.2481) loss_giou_dn: 0.3802 (0.4218) loss_class_dn_0: 0.4664 (0.4702) loss_bbox_dn_0: 0.3120 (0.3503) loss_giou_dn_0: 0.4892 (0.5500) loss_class_dn_1: 0.4034 (0.4034) loss_bbox_dn_1: 0.2384 (0.2734) loss_giou_dn_1: 0.4028 (0.4539) loss_class_dn_2: 0.3795 (0.3827) loss_bbox_dn_2: 0.2123 (0.2525) loss_giou_dn_2: 0.3878 (0.4284) loss_class_dn_3: 0.3750 (0.3764) loss_bbox_dn_3: 0.2111 (0.2490) loss_giou_dn_3: 0.3827 (0.4231) loss_class_dn_4: 0.3739 (0.3741) loss_bbox_dn_4: 0.2085 (0.2481) loss_giou_dn_4: 0.3800 (0.4216) loss_class_hybrid: 0.7259 (0.7366) loss_bbox_hybrid: 0.1649 (0.1855) loss_giou_hybrid: 0.3679 (0.4078) loss_class_0_hybrid: 0.7836 (0.8050) loss_bbox_0_hybrid: 0.1728 (0.1938) loss_giou_0_hybrid: 0.3873 (0.4237) loss_class_1_hybrid: 0.7371 (0.7617) loss_bbox_1_hybrid: 0.1684 (0.1888) loss_giou_1_hybrid: 0.3772 (0.4142) loss_class_2_hybrid: 0.7342 (0.7482) loss_bbox_2_hybrid: 0.1606 (0.1859) loss_giou_2_hybrid: 0.3728 (0.4094) loss_class_3_hybrid: 0.7261 (0.7401) loss_bbox_3_hybrid: 0.1640 (0.1856) loss_giou_3_hybrid: 0.3655 (0.4082) loss_class_4_hybrid: 0.7150 (0.7366) loss_bbox_4_hybrid: 0.1659 (0.1857) loss_giou_4_hybrid: 0.3678 (0.4080) loss_class_enc_hybrid: 0.7430 (0.7728) loss_bbox_enc_hybrid: 0.2056 (0.2309) loss_giou_enc_hybrid: 0.4366 (0.4813) mem: 1035 max mem: 36965 [2024-01-15 22:25:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:25:54 det.util.engine] INFO: Epoch: [9] [5300/11727] eta: 1:55:57 lr: 0.000100 data_time: 0.0032 iter_time: 1.0701 loss: 25.6493 (25.7883) loss_class: 0.7125 (0.7326) loss_bbox: 0.1822 (0.1737) loss_giou: 0.3835 (0.3805) loss_class_0: 0.8835 (0.9013) loss_bbox_0: 0.1806 (0.1741) loss_giou_0: 0.3939 (0.3853) loss_class_1: 0.7432 (0.7845) loss_bbox_1: 0.1804 (0.1749) loss_giou_1: 0.3916 (0.3844) loss_class_2: 0.7197 (0.7576) loss_bbox_2: 0.1845 (0.1729) loss_giou_2: 0.3877 (0.3808) loss_class_3: 0.7287 (0.7416) loss_bbox_3: 0.1777 (0.1731) loss_giou_3: 0.3840 (0.3804) loss_class_4: 0.7187 (0.7336) loss_bbox_4: 0.1785 (0.1736) loss_giou_4: 0.3824 (0.3807) loss_class_enc: 0.7821 (0.8506) loss_bbox_enc: 0.2123 (0.2075) loss_giou_enc: 0.4418 (0.4351) loss_class_dn: 0.3683 (0.3741) loss_bbox_dn: 0.2211 (0.2480) loss_giou_dn: 0.4148 (0.4218) loss_class_dn_0: 0.4642 (0.4702) loss_bbox_dn_0: 0.3325 (0.3501) loss_giou_dn_0: 0.5300 (0.5500) loss_class_dn_1: 0.4015 (0.4034) loss_bbox_dn_1: 0.2502 (0.2733) loss_giou_dn_1: 0.4511 (0.4539) loss_class_dn_2: 0.3799 (0.3826) loss_bbox_dn_2: 0.2242 (0.2523) loss_giou_dn_2: 0.4182 (0.4284) loss_class_dn_3: 0.3728 (0.3764) loss_bbox_dn_3: 0.2198 (0.2489) loss_giou_dn_3: 0.4148 (0.4231) loss_class_dn_4: 0.3706 (0.3741) loss_bbox_dn_4: 0.2211 (0.2479) loss_giou_dn_4: 0.4147 (0.4216) loss_class_hybrid: 0.6756 (0.7364) loss_bbox_hybrid: 0.1896 (0.1855) loss_giou_hybrid: 0.4066 (0.4078) loss_class_0_hybrid: 0.7738 (0.8049) loss_bbox_0_hybrid: 0.1951 (0.1938) loss_giou_0_hybrid: 0.4349 (0.4238) loss_class_1_hybrid: 0.7138 (0.7615) loss_bbox_1_hybrid: 0.2025 (0.1888) loss_giou_1_hybrid: 0.4186 (0.4143) loss_class_2_hybrid: 0.6915 (0.7481) loss_bbox_2_hybrid: 0.1896 (0.1859) loss_giou_2_hybrid: 0.4095 (0.4095) loss_class_3_hybrid: 0.6851 (0.7399) loss_bbox_3_hybrid: 0.1893 (0.1856) loss_giou_3_hybrid: 0.4095 (0.4083) loss_class_4_hybrid: 0.6752 (0.7364) loss_bbox_4_hybrid: 0.1895 (0.1857) loss_giou_4_hybrid: 0.4073 (0.4081) loss_class_enc_hybrid: 0.7249 (0.7726) loss_bbox_enc_hybrid: 0.2343 (0.2309) loss_giou_enc_hybrid: 0.4849 (0.4814) mem: 1028 max mem: 36965 [2024-01-15 22:25:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:26:49 det.util.engine] INFO: Epoch: [9] [5350/11727] eta: 1:55:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0752 loss: 25.5404 (25.7904) loss_class: 0.7260 (0.7326) loss_bbox: 0.1512 (0.1737) loss_giou: 0.3797 (0.3807) loss_class_0: 0.9282 (0.9012) loss_bbox_0: 0.1550 (0.1741) loss_giou_0: 0.3895 (0.3856) loss_class_1: 0.7792 (0.7844) loss_bbox_1: 0.1598 (0.1749) loss_giou_1: 0.3748 (0.3846) loss_class_2: 0.7658 (0.7577) loss_bbox_2: 0.1597 (0.1729) loss_giou_2: 0.3750 (0.3810) loss_class_3: 0.7566 (0.7417) loss_bbox_3: 0.1521 (0.1731) loss_giou_3: 0.3813 (0.3806) loss_class_4: 0.7437 (0.7336) loss_bbox_4: 0.1512 (0.1735) loss_giou_4: 0.3743 (0.3809) loss_class_enc: 0.8634 (0.8505) loss_bbox_enc: 0.1839 (0.2074) loss_giou_enc: 0.4385 (0.4353) loss_class_dn: 0.3772 (0.3741) loss_bbox_dn: 0.2094 (0.2479) loss_giou_dn: 0.4135 (0.4219) loss_class_dn_0: 0.4652 (0.4701) loss_bbox_dn_0: 0.3244 (0.3500) loss_giou_dn_0: 0.5322 (0.5502) loss_class_dn_1: 0.4026 (0.4034) loss_bbox_dn_1: 0.2356 (0.2732) loss_giou_dn_1: 0.4474 (0.4541) loss_class_dn_2: 0.3867 (0.3827) loss_bbox_dn_2: 0.2158 (0.2522) loss_giou_dn_2: 0.4207 (0.4285) loss_class_dn_3: 0.3831 (0.3764) loss_bbox_dn_3: 0.2105 (0.2487) loss_giou_dn_3: 0.4153 (0.4233) loss_class_dn_4: 0.3772 (0.3741) loss_bbox_dn_4: 0.2095 (0.2478) loss_giou_dn_4: 0.4136 (0.4218) loss_class_hybrid: 0.7304 (0.7363) loss_bbox_hybrid: 0.1634 (0.1855) loss_giou_hybrid: 0.4096 (0.4081) loss_class_0_hybrid: 0.8328 (0.8047) loss_bbox_0_hybrid: 0.1700 (0.1938) loss_giou_0_hybrid: 0.4114 (0.4241) loss_class_1_hybrid: 0.7816 (0.7614) loss_bbox_1_hybrid: 0.1667 (0.1888) loss_giou_1_hybrid: 0.4098 (0.4146) loss_class_2_hybrid: 0.7510 (0.7480) loss_bbox_2_hybrid: 0.1639 (0.1859) loss_giou_2_hybrid: 0.4088 (0.4098) loss_class_3_hybrid: 0.7577 (0.7398) loss_bbox_3_hybrid: 0.1604 (0.1856) loss_giou_3_hybrid: 0.4101 (0.4086) loss_class_4_hybrid: 0.7525 (0.7363) loss_bbox_4_hybrid: 0.1632 (0.1856) loss_giou_4_hybrid: 0.4101 (0.4083) loss_class_enc_hybrid: 0.8050 (0.7725) loss_bbox_enc_hybrid: 0.2077 (0.2309) loss_giou_enc_hybrid: 0.4744 (0.4817) mem: 1028 max mem: 36965 [2024-01-15 22:26:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:27:44 det.util.engine] INFO: Epoch: [9] [5400/11727] eta: 1:54:11 lr: 0.000100 data_time: 0.0035 iter_time: 1.1307 loss: 24.8618 (25.7876) loss_class: 0.6701 (0.7325) loss_bbox: 0.1778 (0.1737) loss_giou: 0.3595 (0.3807) loss_class_0: 0.8770 (0.9012) loss_bbox_0: 0.1810 (0.1741) loss_giou_0: 0.3707 (0.3855) loss_class_1: 0.7410 (0.7842) loss_bbox_1: 0.1806 (0.1749) loss_giou_1: 0.3609 (0.3846) loss_class_2: 0.6875 (0.7575) loss_bbox_2: 0.1790 (0.1729) loss_giou_2: 0.3612 (0.3811) loss_class_3: 0.6772 (0.7415) loss_bbox_3: 0.1784 (0.1731) loss_giou_3: 0.3599 (0.3806) loss_class_4: 0.6752 (0.7335) loss_bbox_4: 0.1770 (0.1735) loss_giou_4: 0.3591 (0.3809) loss_class_enc: 0.7953 (0.8505) loss_bbox_enc: 0.2079 (0.2074) loss_giou_enc: 0.4184 (0.4353) loss_class_dn: 0.3694 (0.3741) loss_bbox_dn: 0.2366 (0.2478) loss_giou_dn: 0.4003 (0.4218) loss_class_dn_0: 0.4678 (0.4701) loss_bbox_dn_0: 0.3274 (0.3499) loss_giou_dn_0: 0.5210 (0.5500) loss_class_dn_1: 0.3993 (0.4034) loss_bbox_dn_1: 0.2587 (0.2731) loss_giou_dn_1: 0.4316 (0.4540) loss_class_dn_2: 0.3820 (0.3826) loss_bbox_dn_2: 0.2411 (0.2521) loss_giou_dn_2: 0.4017 (0.4285) loss_class_dn_3: 0.3703 (0.3764) loss_bbox_dn_3: 0.2400 (0.2486) loss_giou_dn_3: 0.4017 (0.4232) loss_class_dn_4: 0.3705 (0.3741) loss_bbox_dn_4: 0.2364 (0.2477) loss_giou_dn_4: 0.4004 (0.4217) loss_class_hybrid: 0.6819 (0.7362) loss_bbox_hybrid: 0.2006 (0.1855) loss_giou_hybrid: 0.3720 (0.4081) loss_class_0_hybrid: 0.7704 (0.8047) loss_bbox_0_hybrid: 0.2059 (0.1938) loss_giou_0_hybrid: 0.3792 (0.4240) loss_class_1_hybrid: 0.7306 (0.7613) loss_bbox_1_hybrid: 0.1981 (0.1889) loss_giou_1_hybrid: 0.3853 (0.4145) loss_class_2_hybrid: 0.7068 (0.7479) loss_bbox_2_hybrid: 0.2046 (0.1859) loss_giou_2_hybrid: 0.3770 (0.4097) loss_class_3_hybrid: 0.6954 (0.7397) loss_bbox_3_hybrid: 0.2026 (0.1856) loss_giou_3_hybrid: 0.3770 (0.4085) loss_class_4_hybrid: 0.6911 (0.7363) loss_bbox_4_hybrid: 0.2022 (0.1857) loss_giou_4_hybrid: 0.3747 (0.4083) loss_class_enc_hybrid: 0.7343 (0.7724) loss_bbox_enc_hybrid: 0.2372 (0.2309) loss_giou_enc_hybrid: 0.4475 (0.4816) mem: 1029 max mem: 36965 [2024-01-15 22:27:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:28:37 det.util.engine] INFO: Epoch: [9] [5450/11727] eta: 1:53:16 lr: 0.000100 data_time: 0.0034 iter_time: 1.0496 loss: 25.6310 (25.7897) loss_class: 0.7036 (0.7326) loss_bbox: 0.1689 (0.1738) loss_giou: 0.3744 (0.3806) loss_class_0: 0.9107 (0.9014) loss_bbox_0: 0.1600 (0.1741) loss_giou_0: 0.3732 (0.3854) loss_class_1: 0.7718 (0.7844) loss_bbox_1: 0.1638 (0.1749) loss_giou_1: 0.3723 (0.3845) loss_class_2: 0.7174 (0.7576) loss_bbox_2: 0.1660 (0.1730) loss_giou_2: 0.3745 (0.3810) loss_class_3: 0.7052 (0.7416) loss_bbox_3: 0.1684 (0.1731) loss_giou_3: 0.3692 (0.3805) loss_class_4: 0.6953 (0.7336) loss_bbox_4: 0.1657 (0.1736) loss_giou_4: 0.3658 (0.3808) loss_class_enc: 0.8331 (0.8507) loss_bbox_enc: 0.1988 (0.2074) loss_giou_enc: 0.4106 (0.4352) loss_class_dn: 0.3777 (0.3741) loss_bbox_dn: 0.2203 (0.2479) loss_giou_dn: 0.4073 (0.4218) loss_class_dn_0: 0.4667 (0.4702) loss_bbox_dn_0: 0.3395 (0.3500) loss_giou_dn_0: 0.5493 (0.5501) loss_class_dn_1: 0.4066 (0.4034) loss_bbox_dn_1: 0.2621 (0.2732) loss_giou_dn_1: 0.4411 (0.4540) loss_class_dn_2: 0.3823 (0.3826) loss_bbox_dn_2: 0.2320 (0.2523) loss_giou_dn_2: 0.4102 (0.4284) loss_class_dn_3: 0.3798 (0.3764) loss_bbox_dn_3: 0.2230 (0.2488) loss_giou_dn_3: 0.4071 (0.4232) loss_class_dn_4: 0.3783 (0.3741) loss_bbox_dn_4: 0.2202 (0.2479) loss_giou_dn_4: 0.4070 (0.4217) loss_class_hybrid: 0.7115 (0.7364) loss_bbox_hybrid: 0.1817 (0.1856) loss_giou_hybrid: 0.3943 (0.4079) loss_class_0_hybrid: 0.7979 (0.8049) loss_bbox_0_hybrid: 0.1919 (0.1938) loss_giou_0_hybrid: 0.4003 (0.4238) loss_class_1_hybrid: 0.7617 (0.7615) loss_bbox_1_hybrid: 0.1854 (0.1889) loss_giou_1_hybrid: 0.3969 (0.4144) loss_class_2_hybrid: 0.7250 (0.7480) loss_bbox_2_hybrid: 0.1836 (0.1860) loss_giou_2_hybrid: 0.3961 (0.4096) loss_class_3_hybrid: 0.7191 (0.7399) loss_bbox_3_hybrid: 0.1810 (0.1856) loss_giou_3_hybrid: 0.3959 (0.4084) loss_class_4_hybrid: 0.7166 (0.7364) loss_bbox_4_hybrid: 0.1804 (0.1857) loss_giou_4_hybrid: 0.3957 (0.4082) loss_class_enc_hybrid: 0.7572 (0.7725) loss_bbox_enc_hybrid: 0.2236 (0.2310) loss_giou_enc_hybrid: 0.4564 (0.4815) mem: 1036 max mem: 36965 [2024-01-15 22:28:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:29:29 det.util.engine] INFO: Epoch: [9] [5500/11727] eta: 1:52:19 lr: 0.000100 data_time: 0.0033 iter_time: 1.0262 loss: 26.2822 (25.7929) loss_class: 0.6971 (0.7327) loss_bbox: 0.1666 (0.1739) loss_giou: 0.3513 (0.3805) loss_class_0: 0.9124 (0.9016) loss_bbox_0: 0.1711 (0.1742) loss_giou_0: 0.3531 (0.3854) loss_class_1: 0.7475 (0.7844) loss_bbox_1: 0.1745 (0.1751) loss_giou_1: 0.3482 (0.3845) loss_class_2: 0.7160 (0.7577) loss_bbox_2: 0.1698 (0.1731) loss_giou_2: 0.3445 (0.3809) loss_class_3: 0.6955 (0.7418) loss_bbox_3: 0.1649 (0.1732) loss_giou_3: 0.3464 (0.3805) loss_class_4: 0.7083 (0.7338) loss_bbox_4: 0.1664 (0.1737) loss_giou_4: 0.3512 (0.3807) loss_class_enc: 0.8656 (0.8508) loss_bbox_enc: 0.2090 (0.2076) loss_giou_enc: 0.4258 (0.4352) loss_class_dn: 0.3802 (0.3741) loss_bbox_dn: 0.2365 (0.2480) loss_giou_dn: 0.4111 (0.4218) loss_class_dn_0: 0.4750 (0.4702) loss_bbox_dn_0: 0.3498 (0.3502) loss_giou_dn_0: 0.5558 (0.5501) loss_class_dn_1: 0.3964 (0.4034) loss_bbox_dn_1: 0.2664 (0.2734) loss_giou_dn_1: 0.4514 (0.4540) loss_class_dn_2: 0.3884 (0.3827) loss_bbox_dn_2: 0.2394 (0.2524) loss_giou_dn_2: 0.4209 (0.4284) loss_class_dn_3: 0.3834 (0.3764) loss_bbox_dn_3: 0.2363 (0.2489) loss_giou_dn_3: 0.4131 (0.4231) loss_class_dn_4: 0.3819 (0.3741) loss_bbox_dn_4: 0.2364 (0.2480) loss_giou_dn_4: 0.4109 (0.4216) loss_class_hybrid: 0.7084 (0.7364) loss_bbox_hybrid: 0.1950 (0.1857) loss_giou_hybrid: 0.3701 (0.4079) loss_class_0_hybrid: 0.7932 (0.8050) loss_bbox_0_hybrid: 0.1834 (0.1939) loss_giou_0_hybrid: 0.3772 (0.4238) loss_class_1_hybrid: 0.7457 (0.7616) loss_bbox_1_hybrid: 0.1931 (0.1890) loss_giou_1_hybrid: 0.3675 (0.4143) loss_class_2_hybrid: 0.7429 (0.7481) loss_bbox_2_hybrid: 0.1905 (0.1861) loss_giou_2_hybrid: 0.3659 (0.4096) loss_class_3_hybrid: 0.7376 (0.7399) loss_bbox_3_hybrid: 0.1944 (0.1858) loss_giou_3_hybrid: 0.3670 (0.4084) loss_class_4_hybrid: 0.7167 (0.7365) loss_bbox_4_hybrid: 0.1938 (0.1858) loss_giou_4_hybrid: 0.3703 (0.4081) loss_class_enc_hybrid: 0.7614 (0.7726) loss_bbox_enc_hybrid: 0.2259 (0.2311) loss_giou_enc_hybrid: 0.4404 (0.4815) mem: 1028 max mem: 36965 [2024-01-15 22:29:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:30:23 det.util.engine] INFO: Epoch: [9] [5550/11727] eta: 1:51:25 lr: 0.000100 data_time: 0.0034 iter_time: 1.1025 loss: 25.3175 (25.7926) loss_class: 0.6859 (0.7327) loss_bbox: 0.1643 (0.1739) loss_giou: 0.4015 (0.3805) loss_class_0: 0.8577 (0.9014) loss_bbox_0: 0.1663 (0.1742) loss_giou_0: 0.4089 (0.3854) loss_class_1: 0.7804 (0.7844) loss_bbox_1: 0.1658 (0.1751) loss_giou_1: 0.3929 (0.3845) loss_class_2: 0.7126 (0.7576) loss_bbox_2: 0.1677 (0.1731) loss_giou_2: 0.4016 (0.3809) loss_class_3: 0.6886 (0.7418) loss_bbox_3: 0.1679 (0.1733) loss_giou_3: 0.4003 (0.3805) loss_class_4: 0.6958 (0.7338) loss_bbox_4: 0.1614 (0.1737) loss_giou_4: 0.4015 (0.3807) loss_class_enc: 0.7929 (0.8507) loss_bbox_enc: 0.2034 (0.2076) loss_giou_enc: 0.4445 (0.4351) loss_class_dn: 0.3600 (0.3740) loss_bbox_dn: 0.2063 (0.2480) loss_giou_dn: 0.4333 (0.4218) loss_class_dn_0: 0.4647 (0.4702) loss_bbox_dn_0: 0.3127 (0.3502) loss_giou_dn_0: 0.5663 (0.5501) loss_class_dn_1: 0.3983 (0.4034) loss_bbox_dn_1: 0.2320 (0.2734) loss_giou_dn_1: 0.4701 (0.4540) loss_class_dn_2: 0.3729 (0.3826) loss_bbox_dn_2: 0.2106 (0.2524) loss_giou_dn_2: 0.4455 (0.4284) loss_class_dn_3: 0.3689 (0.3763) loss_bbox_dn_3: 0.2065 (0.2489) loss_giou_dn_3: 0.4380 (0.4231) loss_class_dn_4: 0.3640 (0.3740) loss_bbox_dn_4: 0.2063 (0.2480) loss_giou_dn_4: 0.4334 (0.4216) loss_class_hybrid: 0.7153 (0.7365) loss_bbox_hybrid: 0.1776 (0.1857) loss_giou_hybrid: 0.4080 (0.4079) loss_class_0_hybrid: 0.7568 (0.8051) loss_bbox_0_hybrid: 0.1859 (0.1939) loss_giou_0_hybrid: 0.4313 (0.4238) loss_class_1_hybrid: 0.7294 (0.7616) loss_bbox_1_hybrid: 0.1740 (0.1890) loss_giou_1_hybrid: 0.4173 (0.4143) loss_class_2_hybrid: 0.7288 (0.7481) loss_bbox_2_hybrid: 0.1806 (0.1861) loss_giou_2_hybrid: 0.4099 (0.4096) loss_class_3_hybrid: 0.7179 (0.7400) loss_bbox_3_hybrid: 0.1796 (0.1858) loss_giou_3_hybrid: 0.4106 (0.4083) loss_class_4_hybrid: 0.7200 (0.7365) loss_bbox_4_hybrid: 0.1739 (0.1858) loss_giou_4_hybrid: 0.4079 (0.4081) loss_class_enc_hybrid: 0.7484 (0.7727) loss_bbox_enc_hybrid: 0.2242 (0.2311) loss_giou_enc_hybrid: 0.4841 (0.4814) mem: 1013 max mem: 36965 [2024-01-15 22:30:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:31:17 det.util.engine] INFO: Epoch: [9] [5600/11727] eta: 1:50:30 lr: 0.000100 data_time: 0.0035 iter_time: 1.1016 loss: 25.2879 (25.7960) loss_class: 0.7146 (0.7325) loss_bbox: 0.1535 (0.1740) loss_giou: 0.3951 (0.3808) loss_class_0: 0.8962 (0.9013) loss_bbox_0: 0.1505 (0.1743) loss_giou_0: 0.4015 (0.3856) loss_class_1: 0.8015 (0.7843) loss_bbox_1: 0.1506 (0.1751) loss_giou_1: 0.3956 (0.3848) loss_class_2: 0.7463 (0.7574) loss_bbox_2: 0.1525 (0.1732) loss_giou_2: 0.3982 (0.3812) loss_class_3: 0.7295 (0.7416) loss_bbox_3: 0.1531 (0.1733) loss_giou_3: 0.3959 (0.3808) loss_class_4: 0.7235 (0.7336) loss_bbox_4: 0.1580 (0.1738) loss_giou_4: 0.3952 (0.3810) loss_class_enc: 0.8411 (0.8507) loss_bbox_enc: 0.1888 (0.2076) loss_giou_enc: 0.4488 (0.4353) loss_class_dn: 0.3743 (0.3740) loss_bbox_dn: 0.2532 (0.2480) loss_giou_dn: 0.4292 (0.4219) loss_class_dn_0: 0.4626 (0.4701) loss_bbox_dn_0: 0.3619 (0.3502) loss_giou_dn_0: 0.5613 (0.5502) loss_class_dn_1: 0.3991 (0.4034) loss_bbox_dn_1: 0.2888 (0.2734) loss_giou_dn_1: 0.4617 (0.4542) loss_class_dn_2: 0.3816 (0.3826) loss_bbox_dn_2: 0.2619 (0.2524) loss_giou_dn_2: 0.4356 (0.4285) loss_class_dn_3: 0.3745 (0.3763) loss_bbox_dn_3: 0.2534 (0.2489) loss_giou_dn_3: 0.4319 (0.4233) loss_class_dn_4: 0.3717 (0.3740) loss_bbox_dn_4: 0.2530 (0.2480) loss_giou_dn_4: 0.4295 (0.4218) loss_class_hybrid: 0.7224 (0.7363) loss_bbox_hybrid: 0.1691 (0.1858) loss_giou_hybrid: 0.4192 (0.4082) loss_class_0_hybrid: 0.7887 (0.8049) loss_bbox_0_hybrid: 0.1725 (0.1940) loss_giou_0_hybrid: 0.4293 (0.4241) loss_class_1_hybrid: 0.7615 (0.7615) loss_bbox_1_hybrid: 0.1671 (0.1891) loss_giou_1_hybrid: 0.4186 (0.4146) loss_class_2_hybrid: 0.7504 (0.7480) loss_bbox_2_hybrid: 0.1661 (0.1862) loss_giou_2_hybrid: 0.4140 (0.4098) loss_class_3_hybrid: 0.7231 (0.7398) loss_bbox_3_hybrid: 0.1684 (0.1859) loss_giou_3_hybrid: 0.4176 (0.4086) loss_class_4_hybrid: 0.7271 (0.7363) loss_bbox_4_hybrid: 0.1715 (0.1859) loss_giou_4_hybrid: 0.4162 (0.4084) loss_class_enc_hybrid: 0.7598 (0.7725) loss_bbox_enc_hybrid: 0.2159 (0.2311) loss_giou_enc_hybrid: 0.4911 (0.4817) mem: 1021 max mem: 36965 [2024-01-15 22:31:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:32:11 det.util.engine] INFO: Epoch: [9] [5650/11727] eta: 1:49:36 lr: 0.000100 data_time: 0.0035 iter_time: 1.0721 loss: 24.9311 (25.7948) loss_class: 0.7208 (0.7327) loss_bbox: 0.1742 (0.1740) loss_giou: 0.3901 (0.3807) loss_class_0: 0.8292 (0.9013) loss_bbox_0: 0.1706 (0.1743) loss_giou_0: 0.4105 (0.3855) loss_class_1: 0.7402 (0.7844) loss_bbox_1: 0.1671 (0.1751) loss_giou_1: 0.4071 (0.3847) loss_class_2: 0.7085 (0.7575) loss_bbox_2: 0.1685 (0.1732) loss_giou_2: 0.4032 (0.3811) loss_class_3: 0.6968 (0.7417) loss_bbox_3: 0.1757 (0.1733) loss_giou_3: 0.4040 (0.3807) loss_class_4: 0.7225 (0.7337) loss_bbox_4: 0.1707 (0.1738) loss_giou_4: 0.3982 (0.3809) loss_class_enc: 0.7976 (0.8507) loss_bbox_enc: 0.2051 (0.2076) loss_giou_enc: 0.4620 (0.4352) loss_class_dn: 0.3722 (0.3740) loss_bbox_dn: 0.2404 (0.2481) loss_giou_dn: 0.4190 (0.4218) loss_class_dn_0: 0.4661 (0.4701) loss_bbox_dn_0: 0.3150 (0.3503) loss_giou_dn_0: 0.5578 (0.5501) loss_class_dn_1: 0.3978 (0.4034) loss_bbox_dn_1: 0.2633 (0.2734) loss_giou_dn_1: 0.4541 (0.4541) loss_class_dn_2: 0.3813 (0.3826) loss_bbox_dn_2: 0.2425 (0.2524) loss_giou_dn_2: 0.4298 (0.4285) loss_class_dn_3: 0.3774 (0.3763) loss_bbox_dn_3: 0.2404 (0.2489) loss_giou_dn_3: 0.4246 (0.4232) loss_class_dn_4: 0.3709 (0.3740) loss_bbox_dn_4: 0.2404 (0.2480) loss_giou_dn_4: 0.4190 (0.4217) loss_class_hybrid: 0.7015 (0.7364) loss_bbox_hybrid: 0.1709 (0.1858) loss_giou_hybrid: 0.4299 (0.4081) loss_class_0_hybrid: 0.7697 (0.8049) loss_bbox_0_hybrid: 0.1787 (0.1940) loss_giou_0_hybrid: 0.4377 (0.4240) loss_class_1_hybrid: 0.7257 (0.7615) loss_bbox_1_hybrid: 0.1768 (0.1891) loss_giou_1_hybrid: 0.4349 (0.4145) loss_class_2_hybrid: 0.7056 (0.7480) loss_bbox_2_hybrid: 0.1778 (0.1862) loss_giou_2_hybrid: 0.4369 (0.4098) loss_class_3_hybrid: 0.6934 (0.7398) loss_bbox_3_hybrid: 0.1752 (0.1858) loss_giou_3_hybrid: 0.4353 (0.4086) loss_class_4_hybrid: 0.7123 (0.7364) loss_bbox_4_hybrid: 0.1740 (0.1859) loss_giou_4_hybrid: 0.4317 (0.4083) loss_class_enc_hybrid: 0.7397 (0.7725) loss_bbox_enc_hybrid: 0.2283 (0.2311) loss_giou_enc_hybrid: 0.4994 (0.4816) mem: 1015 max mem: 36965 [2024-01-15 22:32:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:33:05 det.util.engine] INFO: Epoch: [9] [5700/11727] eta: 1:48:41 lr: 0.000100 data_time: 0.0035 iter_time: 1.0633 loss: 25.4159 (25.7927) loss_class: 0.7265 (0.7326) loss_bbox: 0.1492 (0.1739) loss_giou: 0.3691 (0.3807) loss_class_0: 0.8755 (0.9013) loss_bbox_0: 0.1617 (0.1742) loss_giou_0: 0.3716 (0.3855) loss_class_1: 0.7835 (0.7845) loss_bbox_1: 0.1698 (0.1750) loss_giou_1: 0.3765 (0.3846) loss_class_2: 0.7467 (0.7575) loss_bbox_2: 0.1588 (0.1731) loss_giou_2: 0.3705 (0.3811) loss_class_3: 0.7228 (0.7416) loss_bbox_3: 0.1554 (0.1733) loss_giou_3: 0.3682 (0.3807) loss_class_4: 0.7107 (0.7336) loss_bbox_4: 0.1550 (0.1737) loss_giou_4: 0.3691 (0.3809) loss_class_enc: 0.8163 (0.8507) loss_bbox_enc: 0.1921 (0.2075) loss_giou_enc: 0.4338 (0.4353) loss_class_dn: 0.3789 (0.3740) loss_bbox_dn: 0.2159 (0.2479) loss_giou_dn: 0.4200 (0.4218) loss_class_dn_0: 0.4687 (0.4701) loss_bbox_dn_0: 0.3302 (0.3501) loss_giou_dn_0: 0.5542 (0.5501) loss_class_dn_1: 0.4035 (0.4034) loss_bbox_dn_1: 0.2403 (0.2733) loss_giou_dn_1: 0.4507 (0.4540) loss_class_dn_2: 0.3903 (0.3826) loss_bbox_dn_2: 0.2191 (0.2523) loss_giou_dn_2: 0.4251 (0.4284) loss_class_dn_3: 0.3834 (0.3763) loss_bbox_dn_3: 0.2166 (0.2488) loss_giou_dn_3: 0.4216 (0.4231) loss_class_dn_4: 0.3817 (0.3740) loss_bbox_dn_4: 0.2158 (0.2479) loss_giou_dn_4: 0.4200 (0.4216) loss_class_hybrid: 0.7210 (0.7363) loss_bbox_hybrid: 0.1743 (0.1857) loss_giou_hybrid: 0.3894 (0.4081) loss_class_0_hybrid: 0.7986 (0.8048) loss_bbox_0_hybrid: 0.1851 (0.1939) loss_giou_0_hybrid: 0.4173 (0.4240) loss_class_1_hybrid: 0.7525 (0.7615) loss_bbox_1_hybrid: 0.1771 (0.1890) loss_giou_1_hybrid: 0.4041 (0.4145) loss_class_2_hybrid: 0.7345 (0.7479) loss_bbox_2_hybrid: 0.1786 (0.1861) loss_giou_2_hybrid: 0.3952 (0.4098) loss_class_3_hybrid: 0.7174 (0.7397) loss_bbox_3_hybrid: 0.1763 (0.1858) loss_giou_3_hybrid: 0.3914 (0.4086) loss_class_4_hybrid: 0.7178 (0.7363) loss_bbox_4_hybrid: 0.1755 (0.1858) loss_giou_4_hybrid: 0.3897 (0.4083) loss_class_enc_hybrid: 0.7523 (0.7725) loss_bbox_enc_hybrid: 0.2279 (0.2311) loss_giou_enc_hybrid: 0.4742 (0.4817) mem: 1033 max mem: 36965 [2024-01-15 22:33:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:33:58 det.util.engine] INFO: Epoch: [9] [5750/11727] eta: 1:47:47 lr: 0.000100 data_time: 0.0034 iter_time: 1.0909 loss: 25.5632 (25.7885) loss_class: 0.7803 (0.7326) loss_bbox: 0.1645 (0.1738) loss_giou: 0.3605 (0.3806) loss_class_0: 0.8994 (0.9013) loss_bbox_0: 0.1539 (0.1742) loss_giou_0: 0.3694 (0.3854) loss_class_1: 0.8065 (0.7844) loss_bbox_1: 0.1581 (0.1750) loss_giou_1: 0.3542 (0.3845) loss_class_2: 0.7824 (0.7575) loss_bbox_2: 0.1639 (0.1730) loss_giou_2: 0.3632 (0.3810) loss_class_3: 0.7848 (0.7416) loss_bbox_3: 0.1595 (0.1732) loss_giou_3: 0.3593 (0.3805) loss_class_4: 0.7722 (0.7336) loss_bbox_4: 0.1588 (0.1736) loss_giou_4: 0.3602 (0.3808) loss_class_enc: 0.8758 (0.8508) loss_bbox_enc: 0.1779 (0.2074) loss_giou_enc: 0.4102 (0.4351) loss_class_dn: 0.3700 (0.3740) loss_bbox_dn: 0.2187 (0.2478) loss_giou_dn: 0.4006 (0.4216) loss_class_dn_0: 0.4748 (0.4701) loss_bbox_dn_0: 0.3147 (0.3500) loss_giou_dn_0: 0.5249 (0.5499) loss_class_dn_1: 0.4009 (0.4034) loss_bbox_dn_1: 0.2341 (0.2731) loss_giou_dn_1: 0.4365 (0.4539) loss_class_dn_2: 0.3782 (0.3826) loss_bbox_dn_2: 0.2202 (0.2522) loss_giou_dn_2: 0.4099 (0.4283) loss_class_dn_3: 0.3731 (0.3763) loss_bbox_dn_3: 0.2179 (0.2487) loss_giou_dn_3: 0.4030 (0.4230) loss_class_dn_4: 0.3697 (0.3740) loss_bbox_dn_4: 0.2186 (0.2478) loss_giou_dn_4: 0.4005 (0.4215) loss_class_hybrid: 0.7808 (0.7364) loss_bbox_hybrid: 0.1670 (0.1856) loss_giou_hybrid: 0.3730 (0.4080) loss_class_0_hybrid: 0.8319 (0.8048) loss_bbox_0_hybrid: 0.1795 (0.1938) loss_giou_0_hybrid: 0.3865 (0.4239) loss_class_1_hybrid: 0.7887 (0.7615) loss_bbox_1_hybrid: 0.1700 (0.1889) loss_giou_1_hybrid: 0.3778 (0.4144) loss_class_2_hybrid: 0.7849 (0.7480) loss_bbox_2_hybrid: 0.1650 (0.1860) loss_giou_2_hybrid: 0.3746 (0.4097) loss_class_3_hybrid: 0.7772 (0.7398) loss_bbox_3_hybrid: 0.1701 (0.1857) loss_giou_3_hybrid: 0.3732 (0.4085) loss_class_4_hybrid: 0.7779 (0.7364) loss_bbox_4_hybrid: 0.1650 (0.1857) loss_giou_4_hybrid: 0.3764 (0.4082) loss_class_enc_hybrid: 0.8002 (0.7726) loss_bbox_enc_hybrid: 0.2090 (0.2310) loss_giou_enc_hybrid: 0.4538 (0.4815) mem: 1030 max mem: 36965 [2024-01-15 22:33:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:34:51 det.util.engine] INFO: Epoch: [9] [5800/11727] eta: 1:46:52 lr: 0.000100 data_time: 0.0039 iter_time: 1.0722 loss: 25.8346 (25.7939) loss_class: 0.7264 (0.7329) loss_bbox: 0.1702 (0.1739) loss_giou: 0.3656 (0.3806) loss_class_0: 0.8798 (0.9014) loss_bbox_0: 0.1779 (0.1743) loss_giou_0: 0.3746 (0.3855) loss_class_1: 0.7737 (0.7847) loss_bbox_1: 0.1708 (0.1751) loss_giou_1: 0.3739 (0.3845) loss_class_2: 0.7432 (0.7577) loss_bbox_2: 0.1668 (0.1731) loss_giou_2: 0.3659 (0.3810) loss_class_3: 0.7372 (0.7419) loss_bbox_3: 0.1698 (0.1733) loss_giou_3: 0.3665 (0.3806) loss_class_4: 0.7269 (0.7338) loss_bbox_4: 0.1698 (0.1737) loss_giou_4: 0.3654 (0.3808) loss_class_enc: 0.8487 (0.8508) loss_bbox_enc: 0.2119 (0.2076) loss_giou_enc: 0.4113 (0.4352) loss_class_dn: 0.3715 (0.3740) loss_bbox_dn: 0.2580 (0.2479) loss_giou_dn: 0.4002 (0.4217) loss_class_dn_0: 0.4683 (0.4701) loss_bbox_dn_0: 0.3702 (0.3501) loss_giou_dn_0: 0.5382 (0.5499) loss_class_dn_1: 0.4025 (0.4034) loss_bbox_dn_1: 0.2663 (0.2733) loss_giou_dn_1: 0.4420 (0.4539) loss_class_dn_2: 0.3802 (0.3826) loss_bbox_dn_2: 0.2553 (0.2523) loss_giou_dn_2: 0.4060 (0.4283) loss_class_dn_3: 0.3722 (0.3763) loss_bbox_dn_3: 0.2580 (0.2488) loss_giou_dn_3: 0.3993 (0.4230) loss_class_dn_4: 0.3695 (0.3740) loss_bbox_dn_4: 0.2582 (0.2479) loss_giou_dn_4: 0.4000 (0.4215) loss_class_hybrid: 0.7089 (0.7365) loss_bbox_hybrid: 0.1842 (0.1857) loss_giou_hybrid: 0.3744 (0.4080) loss_class_0_hybrid: 0.8008 (0.8049) loss_bbox_0_hybrid: 0.1853 (0.1940) loss_giou_0_hybrid: 0.3992 (0.4239) loss_class_1_hybrid: 0.7330 (0.7616) loss_bbox_1_hybrid: 0.1813 (0.1890) loss_giou_1_hybrid: 0.3778 (0.4144) loss_class_2_hybrid: 0.7200 (0.7481) loss_bbox_2_hybrid: 0.1799 (0.1861) loss_giou_2_hybrid: 0.3766 (0.4097) loss_class_3_hybrid: 0.7131 (0.7399) loss_bbox_3_hybrid: 0.1827 (0.1858) loss_giou_3_hybrid: 0.3741 (0.4085) loss_class_4_hybrid: 0.7144 (0.7365) loss_bbox_4_hybrid: 0.1841 (0.1859) loss_giou_4_hybrid: 0.3714 (0.4082) loss_class_enc_hybrid: 0.7470 (0.7726) loss_bbox_enc_hybrid: 0.2343 (0.2311) loss_giou_enc_hybrid: 0.4621 (0.4816) mem: 1026 max mem: 36965 [2024-01-15 22:34:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:35:45 det.util.engine] INFO: Epoch: [9] [5850/11727] eta: 1:45:57 lr: 0.000100 data_time: 0.0037 iter_time: 1.0367 loss: 25.9406 (25.7910) loss_class: 0.7501 (0.7329) loss_bbox: 0.1672 (0.1739) loss_giou: 0.3652 (0.3804) loss_class_0: 0.9462 (0.9015) loss_bbox_0: 0.1716 (0.1743) loss_giou_0: 0.3782 (0.3853) loss_class_1: 0.7988 (0.7848) loss_bbox_1: 0.1674 (0.1750) loss_giou_1: 0.3724 (0.3844) loss_class_2: 0.7879 (0.7577) loss_bbox_2: 0.1686 (0.1731) loss_giou_2: 0.3732 (0.3809) loss_class_3: 0.7607 (0.7419) loss_bbox_3: 0.1655 (0.1733) loss_giou_3: 0.3656 (0.3804) loss_class_4: 0.7438 (0.7338) loss_bbox_4: 0.1673 (0.1737) loss_giou_4: 0.3652 (0.3807) loss_class_enc: 0.8705 (0.8509) loss_bbox_enc: 0.2113 (0.2076) loss_giou_enc: 0.4093 (0.4350) loss_class_dn: 0.3752 (0.3740) loss_bbox_dn: 0.2360 (0.2479) loss_giou_dn: 0.4445 (0.4215) loss_class_dn_0: 0.4706 (0.4701) loss_bbox_dn_0: 0.3386 (0.3502) loss_giou_dn_0: 0.5751 (0.5498) loss_class_dn_1: 0.4055 (0.4033) loss_bbox_dn_1: 0.2672 (0.2733) loss_giou_dn_1: 0.4783 (0.4537) loss_class_dn_2: 0.3811 (0.3825) loss_bbox_dn_2: 0.2404 (0.2523) loss_giou_dn_2: 0.4511 (0.4281) loss_class_dn_3: 0.3790 (0.3763) loss_bbox_dn_3: 0.2374 (0.2488) loss_giou_dn_3: 0.4448 (0.4229) loss_class_dn_4: 0.3764 (0.3740) loss_bbox_dn_4: 0.2358 (0.2479) loss_giou_dn_4: 0.4443 (0.4214) loss_class_hybrid: 0.7410 (0.7366) loss_bbox_hybrid: 0.1781 (0.1857) loss_giou_hybrid: 0.3906 (0.4078) loss_class_0_hybrid: 0.8094 (0.8050) loss_bbox_0_hybrid: 0.1857 (0.1940) loss_giou_0_hybrid: 0.4088 (0.4237) loss_class_1_hybrid: 0.7655 (0.7617) loss_bbox_1_hybrid: 0.1847 (0.1890) loss_giou_1_hybrid: 0.4046 (0.4142) loss_class_2_hybrid: 0.7639 (0.7482) loss_bbox_2_hybrid: 0.1823 (0.1861) loss_giou_2_hybrid: 0.3935 (0.4095) loss_class_3_hybrid: 0.7559 (0.7400) loss_bbox_3_hybrid: 0.1833 (0.1858) loss_giou_3_hybrid: 0.3932 (0.4083) loss_class_4_hybrid: 0.7460 (0.7366) loss_bbox_4_hybrid: 0.1792 (0.1858) loss_giou_4_hybrid: 0.3916 (0.4080) loss_class_enc_hybrid: 0.7940 (0.7727) loss_bbox_enc_hybrid: 0.2134 (0.2311) loss_giou_enc_hybrid: 0.4540 (0.4814) mem: 1009 max mem: 36965 [2024-01-15 22:35:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:36:38 det.util.engine] INFO: Epoch: [9] [5900/11727] eta: 1:45:02 lr: 0.000100 data_time: 0.0034 iter_time: 1.0740 loss: 26.3230 (25.7906) loss_class: 0.7447 (0.7329) loss_bbox: 0.1708 (0.1738) loss_giou: 0.3895 (0.3806) loss_class_0: 0.8944 (0.9013) loss_bbox_0: 0.1692 (0.1742) loss_giou_0: 0.4110 (0.3855) loss_class_1: 0.8061 (0.7846) loss_bbox_1: 0.1677 (0.1750) loss_giou_1: 0.3990 (0.3845) loss_class_2: 0.7692 (0.7576) loss_bbox_2: 0.1655 (0.1731) loss_giou_2: 0.3987 (0.3810) loss_class_3: 0.7587 (0.7418) loss_bbox_3: 0.1670 (0.1732) loss_giou_3: 0.3977 (0.3806) loss_class_4: 0.7473 (0.7338) loss_bbox_4: 0.1707 (0.1737) loss_giou_4: 0.3860 (0.3808) loss_class_enc: 0.8613 (0.8509) loss_bbox_enc: 0.1981 (0.2075) loss_giou_enc: 0.4442 (0.4351) loss_class_dn: 0.3803 (0.3740) loss_bbox_dn: 0.2178 (0.2478) loss_giou_dn: 0.4455 (0.4216) loss_class_dn_0: 0.4723 (0.4701) loss_bbox_dn_0: 0.3066 (0.3500) loss_giou_dn_0: 0.5800 (0.5499) loss_class_dn_1: 0.4046 (0.4033) loss_bbox_dn_1: 0.2393 (0.2731) loss_giou_dn_1: 0.4783 (0.4538) loss_class_dn_2: 0.3881 (0.3825) loss_bbox_dn_2: 0.2244 (0.2522) loss_giou_dn_2: 0.4513 (0.4282) loss_class_dn_3: 0.3802 (0.3763) loss_bbox_dn_3: 0.2184 (0.2487) loss_giou_dn_3: 0.4480 (0.4230) loss_class_dn_4: 0.3804 (0.3740) loss_bbox_dn_4: 0.2178 (0.2478) loss_giou_dn_4: 0.4458 (0.4214) loss_class_hybrid: 0.7429 (0.7365) loss_bbox_hybrid: 0.1705 (0.1857) loss_giou_hybrid: 0.4366 (0.4080) loss_class_0_hybrid: 0.7945 (0.8048) loss_bbox_0_hybrid: 0.1854 (0.1939) loss_giou_0_hybrid: 0.4653 (0.4239) loss_class_1_hybrid: 0.7648 (0.7616) loss_bbox_1_hybrid: 0.1725 (0.1890) loss_giou_1_hybrid: 0.4492 (0.4144) loss_class_2_hybrid: 0.7412 (0.7480) loss_bbox_2_hybrid: 0.1703 (0.1861) loss_giou_2_hybrid: 0.4350 (0.4097) loss_class_3_hybrid: 0.7408 (0.7399) loss_bbox_3_hybrid: 0.1727 (0.1858) loss_giou_3_hybrid: 0.4372 (0.4085) loss_class_4_hybrid: 0.7339 (0.7365) loss_bbox_4_hybrid: 0.1716 (0.1858) loss_giou_4_hybrid: 0.4386 (0.4082) loss_class_enc_hybrid: 0.7744 (0.7726) loss_bbox_enc_hybrid: 0.2126 (0.2310) loss_giou_enc_hybrid: 0.5067 (0.4816) mem: 1024 max mem: 36965 [2024-01-15 22:36:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:37:32 det.util.engine] INFO: Epoch: [9] [5950/11727] eta: 1:44:08 lr: 0.000100 data_time: 0.0032 iter_time: 1.0609 loss: 26.4723 (25.7915) loss_class: 0.7637 (0.7329) loss_bbox: 0.1724 (0.1738) loss_giou: 0.3711 (0.3805) loss_class_0: 0.9536 (0.9015) loss_bbox_0: 0.1719 (0.1742) loss_giou_0: 0.3752 (0.3854) loss_class_1: 0.8261 (0.7848) loss_bbox_1: 0.1737 (0.1750) loss_giou_1: 0.3762 (0.3845) loss_class_2: 0.7821 (0.7577) loss_bbox_2: 0.1705 (0.1731) loss_giou_2: 0.3762 (0.3810) loss_class_3: 0.7625 (0.7418) loss_bbox_3: 0.1722 (0.1732) loss_giou_3: 0.3735 (0.3805) loss_class_4: 0.7611 (0.7338) loss_bbox_4: 0.1723 (0.1737) loss_giou_4: 0.3692 (0.3807) loss_class_enc: 0.8774 (0.8510) loss_bbox_enc: 0.2013 (0.2075) loss_giou_enc: 0.4305 (0.4350) loss_class_dn: 0.3903 (0.3740) loss_bbox_dn: 0.2721 (0.2479) loss_giou_dn: 0.4369 (0.4216) loss_class_dn_0: 0.4622 (0.4701) loss_bbox_dn_0: 0.3418 (0.3501) loss_giou_dn_0: 0.5649 (0.5499) loss_class_dn_1: 0.4159 (0.4034) loss_bbox_dn_1: 0.2849 (0.2733) loss_giou_dn_1: 0.4710 (0.4538) loss_class_dn_2: 0.3972 (0.3826) loss_bbox_dn_2: 0.2708 (0.2523) loss_giou_dn_2: 0.4414 (0.4282) loss_class_dn_3: 0.3922 (0.3763) loss_bbox_dn_3: 0.2701 (0.2488) loss_giou_dn_3: 0.4364 (0.4230) loss_class_dn_4: 0.3889 (0.3740) loss_bbox_dn_4: 0.2721 (0.2479) loss_giou_dn_4: 0.4366 (0.4215) loss_class_hybrid: 0.7637 (0.7366) loss_bbox_hybrid: 0.1855 (0.1856) loss_giou_hybrid: 0.3767 (0.4079) loss_class_0_hybrid: 0.8244 (0.8049) loss_bbox_0_hybrid: 0.1830 (0.1939) loss_giou_0_hybrid: 0.3977 (0.4238) loss_class_1_hybrid: 0.8033 (0.7617) loss_bbox_1_hybrid: 0.1882 (0.1890) loss_giou_1_hybrid: 0.3916 (0.4143) loss_class_2_hybrid: 0.7915 (0.7482) loss_bbox_2_hybrid: 0.1863 (0.1860) loss_giou_2_hybrid: 0.3798 (0.4096) loss_class_3_hybrid: 0.7767 (0.7400) loss_bbox_3_hybrid: 0.1844 (0.1857) loss_giou_3_hybrid: 0.3778 (0.4084) loss_class_4_hybrid: 0.7679 (0.7366) loss_bbox_4_hybrid: 0.1869 (0.1858) loss_giou_4_hybrid: 0.3865 (0.4081) loss_class_enc_hybrid: 0.7888 (0.7727) loss_bbox_enc_hybrid: 0.2270 (0.2310) loss_giou_enc_hybrid: 0.4558 (0.4814) mem: 1031 max mem: 36965 [2024-01-15 22:37:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:38:26 det.util.engine] INFO: Epoch: [9] [6000/11727] eta: 1:43:13 lr: 0.000100 data_time: 0.0034 iter_time: 1.0771 loss: 25.6632 (25.7886) loss_class: 0.6863 (0.7327) loss_bbox: 0.1529 (0.1738) loss_giou: 0.3672 (0.3805) loss_class_0: 0.8076 (0.9013) loss_bbox_0: 0.1563 (0.1742) loss_giou_0: 0.3629 (0.3854) loss_class_1: 0.7186 (0.7847) loss_bbox_1: 0.1513 (0.1750) loss_giou_1: 0.3511 (0.3845) loss_class_2: 0.6823 (0.7574) loss_bbox_2: 0.1536 (0.1731) loss_giou_2: 0.3619 (0.3810) loss_class_3: 0.6868 (0.7417) loss_bbox_3: 0.1539 (0.1732) loss_giou_3: 0.3638 (0.3806) loss_class_4: 0.6734 (0.7337) loss_bbox_4: 0.1528 (0.1737) loss_giou_4: 0.3671 (0.3808) loss_class_enc: 0.7955 (0.8508) loss_bbox_enc: 0.2003 (0.2074) loss_giou_enc: 0.4237 (0.4350) loss_class_dn: 0.3591 (0.3740) loss_bbox_dn: 0.2162 (0.2479) loss_giou_dn: 0.4069 (0.4216) loss_class_dn_0: 0.4694 (0.4701) loss_bbox_dn_0: 0.3462 (0.3501) loss_giou_dn_0: 0.5393 (0.5498) loss_class_dn_1: 0.3924 (0.4034) loss_bbox_dn_1: 0.2634 (0.2732) loss_giou_dn_1: 0.4466 (0.4538) loss_class_dn_2: 0.3698 (0.3825) loss_bbox_dn_2: 0.2338 (0.2523) loss_giou_dn_2: 0.4142 (0.4282) loss_class_dn_3: 0.3665 (0.3763) loss_bbox_dn_3: 0.2208 (0.2488) loss_giou_dn_3: 0.4101 (0.4229) loss_class_dn_4: 0.3622 (0.3740) loss_bbox_dn_4: 0.2162 (0.2479) loss_giou_dn_4: 0.4075 (0.4214) loss_class_hybrid: 0.6666 (0.7364) loss_bbox_hybrid: 0.1663 (0.1856) loss_giou_hybrid: 0.3831 (0.4079) loss_class_0_hybrid: 0.7479 (0.8048) loss_bbox_0_hybrid: 0.1810 (0.1939) loss_giou_0_hybrid: 0.3890 (0.4238) loss_class_1_hybrid: 0.6975 (0.7615) loss_bbox_1_hybrid: 0.1696 (0.1889) loss_giou_1_hybrid: 0.3865 (0.4143) loss_class_2_hybrid: 0.6769 (0.7480) loss_bbox_2_hybrid: 0.1681 (0.1860) loss_giou_2_hybrid: 0.3834 (0.4096) loss_class_3_hybrid: 0.6757 (0.7398) loss_bbox_3_hybrid: 0.1666 (0.1857) loss_giou_3_hybrid: 0.3843 (0.4084) loss_class_4_hybrid: 0.6701 (0.7365) loss_bbox_4_hybrid: 0.1665 (0.1857) loss_giou_4_hybrid: 0.3831 (0.4081) loss_class_enc_hybrid: 0.7174 (0.7726) loss_bbox_enc_hybrid: 0.2237 (0.2310) loss_giou_enc_hybrid: 0.4462 (0.4814) mem: 1025 max mem: 36965 [2024-01-15 22:38:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:39:21 det.util.engine] INFO: Epoch: [9] [6050/11727] eta: 1:42:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.0575 loss: 25.6570 (25.7862) loss_class: 0.6896 (0.7326) loss_bbox: 0.1581 (0.1738) loss_giou: 0.3820 (0.3806) loss_class_0: 0.8965 (0.9012) loss_bbox_0: 0.1630 (0.1741) loss_giou_0: 0.3866 (0.3854) loss_class_1: 0.7464 (0.7845) loss_bbox_1: 0.1578 (0.1749) loss_giou_1: 0.3909 (0.3845) loss_class_2: 0.7207 (0.7573) loss_bbox_2: 0.1587 (0.1730) loss_giou_2: 0.3874 (0.3811) loss_class_3: 0.7146 (0.7415) loss_bbox_3: 0.1489 (0.1732) loss_giou_3: 0.3835 (0.3806) loss_class_4: 0.6933 (0.7336) loss_bbox_4: 0.1581 (0.1736) loss_giou_4: 0.3821 (0.3808) loss_class_enc: 0.8162 (0.8508) loss_bbox_enc: 0.1858 (0.2074) loss_giou_enc: 0.4357 (0.4351) loss_class_dn: 0.3769 (0.3740) loss_bbox_dn: 0.2206 (0.2478) loss_giou_dn: 0.4251 (0.4216) loss_class_dn_0: 0.4732 (0.4701) loss_bbox_dn_0: 0.3273 (0.3500) loss_giou_dn_0: 0.5565 (0.5498) loss_class_dn_1: 0.4057 (0.4034) loss_bbox_dn_1: 0.2490 (0.2731) loss_giou_dn_1: 0.4654 (0.4538) loss_class_dn_2: 0.3856 (0.3825) loss_bbox_dn_2: 0.2255 (0.2522) loss_giou_dn_2: 0.4353 (0.4282) loss_class_dn_3: 0.3792 (0.3763) loss_bbox_dn_3: 0.2226 (0.2487) loss_giou_dn_3: 0.4258 (0.4229) loss_class_dn_4: 0.3764 (0.3740) loss_bbox_dn_4: 0.2206 (0.2478) loss_giou_dn_4: 0.4249 (0.4214) loss_class_hybrid: 0.7169 (0.7363) loss_bbox_hybrid: 0.1616 (0.1855) loss_giou_hybrid: 0.3908 (0.4079) loss_class_0_hybrid: 0.7858 (0.8047) loss_bbox_0_hybrid: 0.1799 (0.1938) loss_giou_0_hybrid: 0.4087 (0.4238) loss_class_1_hybrid: 0.7343 (0.7615) loss_bbox_1_hybrid: 0.1688 (0.1889) loss_giou_1_hybrid: 0.3980 (0.4144) loss_class_2_hybrid: 0.7267 (0.7479) loss_bbox_2_hybrid: 0.1648 (0.1860) loss_giou_2_hybrid: 0.3934 (0.4096) loss_class_3_hybrid: 0.7192 (0.7397) loss_bbox_3_hybrid: 0.1606 (0.1857) loss_giou_3_hybrid: 0.3928 (0.4085) loss_class_4_hybrid: 0.7176 (0.7364) loss_bbox_4_hybrid: 0.1599 (0.1857) loss_giou_4_hybrid: 0.3907 (0.4082) loss_class_enc_hybrid: 0.7583 (0.7725) loss_bbox_enc_hybrid: 0.2167 (0.2309) loss_giou_enc_hybrid: 0.4762 (0.4814) mem: 1022 max mem: 36965 [2024-01-15 22:39:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:40:15 det.util.engine] INFO: Epoch: [9] [6100/11727] eta: 1:41:26 lr: 0.000100 data_time: 0.0030 iter_time: 1.0931 loss: 25.8021 (25.7843) loss_class: 0.7215 (0.7325) loss_bbox: 0.1714 (0.1738) loss_giou: 0.3521 (0.3805) loss_class_0: 0.9096 (0.9012) loss_bbox_0: 0.1781 (0.1742) loss_giou_0: 0.3621 (0.3853) loss_class_1: 0.8133 (0.7845) loss_bbox_1: 0.1765 (0.1750) loss_giou_1: 0.3560 (0.3844) loss_class_2: 0.7602 (0.7571) loss_bbox_2: 0.1693 (0.1731) loss_giou_2: 0.3593 (0.3810) loss_class_3: 0.7565 (0.7414) loss_bbox_3: 0.1683 (0.1732) loss_giou_3: 0.3477 (0.3805) loss_class_4: 0.7447 (0.7335) loss_bbox_4: 0.1714 (0.1737) loss_giou_4: 0.3521 (0.3807) loss_class_enc: 0.8885 (0.8510) loss_bbox_enc: 0.2047 (0.2074) loss_giou_enc: 0.3916 (0.4350) loss_class_dn: 0.3616 (0.3739) loss_bbox_dn: 0.2327 (0.2478) loss_giou_dn: 0.3962 (0.4214) loss_class_dn_0: 0.4761 (0.4701) loss_bbox_dn_0: 0.3452 (0.3501) loss_giou_dn_0: 0.5234 (0.5498) loss_class_dn_1: 0.3972 (0.4033) loss_bbox_dn_1: 0.2622 (0.2732) loss_giou_dn_1: 0.4269 (0.4537) loss_class_dn_2: 0.3799 (0.3825) loss_bbox_dn_2: 0.2402 (0.2522) loss_giou_dn_2: 0.4016 (0.4281) loss_class_dn_3: 0.3700 (0.3762) loss_bbox_dn_3: 0.2351 (0.2487) loss_giou_dn_3: 0.3966 (0.4228) loss_class_dn_4: 0.3632 (0.3739) loss_bbox_dn_4: 0.2327 (0.2478) loss_giou_dn_4: 0.3963 (0.4213) loss_class_hybrid: 0.7344 (0.7363) loss_bbox_hybrid: 0.1719 (0.1856) loss_giou_hybrid: 0.3649 (0.4078) loss_class_0_hybrid: 0.8355 (0.8048) loss_bbox_0_hybrid: 0.1762 (0.1938) loss_giou_0_hybrid: 0.3732 (0.4237) loss_class_1_hybrid: 0.7821 (0.7615) loss_bbox_1_hybrid: 0.1766 (0.1889) loss_giou_1_hybrid: 0.3710 (0.4142) loss_class_2_hybrid: 0.7648 (0.7478) loss_bbox_2_hybrid: 0.1748 (0.1860) loss_giou_2_hybrid: 0.3667 (0.4095) loss_class_3_hybrid: 0.7470 (0.7397) loss_bbox_3_hybrid: 0.1738 (0.1857) loss_giou_3_hybrid: 0.3729 (0.4083) loss_class_4_hybrid: 0.7539 (0.7363) loss_bbox_4_hybrid: 0.1730 (0.1857) loss_giou_4_hybrid: 0.3720 (0.4080) loss_class_enc_hybrid: 0.8134 (0.7726) loss_bbox_enc_hybrid: 0.2235 (0.2309) loss_giou_enc_hybrid: 0.4323 (0.4813) mem: 1032 max mem: 36965 [2024-01-15 22:40:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:41:09 det.util.engine] INFO: Epoch: [9] [6150/11727] eta: 1:40:32 lr: 0.000100 data_time: 0.0033 iter_time: 1.0927 loss: 25.6312 (25.7910) loss_class: 0.7097 (0.7326) loss_bbox: 0.1660 (0.1739) loss_giou: 0.3783 (0.3805) loss_class_0: 0.9093 (0.9014) loss_bbox_0: 0.1593 (0.1743) loss_giou_0: 0.3983 (0.3854) loss_class_1: 0.7654 (0.7846) loss_bbox_1: 0.1761 (0.1751) loss_giou_1: 0.3890 (0.3845) loss_class_2: 0.7717 (0.7573) loss_bbox_2: 0.1626 (0.1732) loss_giou_2: 0.3853 (0.3811) loss_class_3: 0.7322 (0.7416) loss_bbox_3: 0.1627 (0.1733) loss_giou_3: 0.3787 (0.3805) loss_class_4: 0.7301 (0.7337) loss_bbox_4: 0.1624 (0.1738) loss_giou_4: 0.3779 (0.3807) loss_class_enc: 0.8453 (0.8512) loss_bbox_enc: 0.1951 (0.2075) loss_giou_enc: 0.4215 (0.4349) loss_class_dn: 0.3823 (0.3740) loss_bbox_dn: 0.2338 (0.2479) loss_giou_dn: 0.4213 (0.4215) loss_class_dn_0: 0.4757 (0.4702) loss_bbox_dn_0: 0.3318 (0.3503) loss_giou_dn_0: 0.5544 (0.5498) loss_class_dn_1: 0.4086 (0.4034) loss_bbox_dn_1: 0.2749 (0.2733) loss_giou_dn_1: 0.4622 (0.4537) loss_class_dn_2: 0.3922 (0.3825) loss_bbox_dn_2: 0.2558 (0.2524) loss_giou_dn_2: 0.4281 (0.4281) loss_class_dn_3: 0.3860 (0.3763) loss_bbox_dn_3: 0.2390 (0.2488) loss_giou_dn_3: 0.4229 (0.4228) loss_class_dn_4: 0.3822 (0.3740) loss_bbox_dn_4: 0.2336 (0.2479) loss_giou_dn_4: 0.4211 (0.4213) loss_class_hybrid: 0.7064 (0.7364) loss_bbox_hybrid: 0.1699 (0.1857) loss_giou_hybrid: 0.3742 (0.4079) loss_class_0_hybrid: 0.8050 (0.8050) loss_bbox_0_hybrid: 0.1782 (0.1940) loss_giou_0_hybrid: 0.3900 (0.4238) loss_class_1_hybrid: 0.7515 (0.7616) loss_bbox_1_hybrid: 0.1758 (0.1891) loss_giou_1_hybrid: 0.3805 (0.4143) loss_class_2_hybrid: 0.7461 (0.7480) loss_bbox_2_hybrid: 0.1717 (0.1862) loss_giou_2_hybrid: 0.3741 (0.4096) loss_class_3_hybrid: 0.7335 (0.7398) loss_bbox_3_hybrid: 0.1708 (0.1859) loss_giou_3_hybrid: 0.3724 (0.4084) loss_class_4_hybrid: 0.7094 (0.7365) loss_bbox_4_hybrid: 0.1699 (0.1859) loss_giou_4_hybrid: 0.3727 (0.4081) loss_class_enc_hybrid: 0.7829 (0.7727) loss_bbox_enc_hybrid: 0.2159 (0.2311) loss_giou_enc_hybrid: 0.4374 (0.4814) mem: 1026 max mem: 36965 [2024-01-15 22:41:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:42:02 det.util.engine] INFO: Epoch: [9] [6200/11727] eta: 1:39:37 lr: 0.000100 data_time: 0.0033 iter_time: 1.0386 loss: 26.2962 (25.7957) loss_class: 0.7638 (0.7329) loss_bbox: 0.1668 (0.1739) loss_giou: 0.3561 (0.3806) loss_class_0: 0.9182 (0.9016) loss_bbox_0: 0.1703 (0.1743) loss_giou_0: 0.3961 (0.3854) loss_class_1: 0.8023 (0.7848) loss_bbox_1: 0.1571 (0.1752) loss_giou_1: 0.3747 (0.3845) loss_class_2: 0.7520 (0.7576) loss_bbox_2: 0.1662 (0.1732) loss_giou_2: 0.3653 (0.3811) loss_class_3: 0.7628 (0.7419) loss_bbox_3: 0.1600 (0.1733) loss_giou_3: 0.3562 (0.3805) loss_class_4: 0.7616 (0.7340) loss_bbox_4: 0.1641 (0.1738) loss_giou_4: 0.3561 (0.3808) loss_class_enc: 0.8784 (0.8514) loss_bbox_enc: 0.2068 (0.2075) loss_giou_enc: 0.4331 (0.4350) loss_class_dn: 0.3810 (0.3740) loss_bbox_dn: 0.2409 (0.2480) loss_giou_dn: 0.4196 (0.4216) loss_class_dn_0: 0.4726 (0.4702) loss_bbox_dn_0: 0.3393 (0.3504) loss_giou_dn_0: 0.5448 (0.5499) loss_class_dn_1: 0.4044 (0.4034) loss_bbox_dn_1: 0.2678 (0.2734) loss_giou_dn_1: 0.4495 (0.4538) loss_class_dn_2: 0.3832 (0.3826) loss_bbox_dn_2: 0.2422 (0.2524) loss_giou_dn_2: 0.4236 (0.4282) loss_class_dn_3: 0.3764 (0.3763) loss_bbox_dn_3: 0.2424 (0.2489) loss_giou_dn_3: 0.4183 (0.4230) loss_class_dn_4: 0.3774 (0.3740) loss_bbox_dn_4: 0.2411 (0.2480) loss_giou_dn_4: 0.4195 (0.4214) loss_class_hybrid: 0.7331 (0.7365) loss_bbox_hybrid: 0.1747 (0.1858) loss_giou_hybrid: 0.3952 (0.4080) loss_class_0_hybrid: 0.7923 (0.8051) loss_bbox_0_hybrid: 0.1926 (0.1940) loss_giou_0_hybrid: 0.4193 (0.4239) loss_class_1_hybrid: 0.7486 (0.7618) loss_bbox_1_hybrid: 0.1810 (0.1891) loss_giou_1_hybrid: 0.3924 (0.4144) loss_class_2_hybrid: 0.7324 (0.7481) loss_bbox_2_hybrid: 0.1746 (0.1862) loss_giou_2_hybrid: 0.3988 (0.4097) loss_class_3_hybrid: 0.7375 (0.7400) loss_bbox_3_hybrid: 0.1751 (0.1859) loss_giou_3_hybrid: 0.3929 (0.4085) loss_class_4_hybrid: 0.7289 (0.7366) loss_bbox_4_hybrid: 0.1734 (0.1859) loss_giou_4_hybrid: 0.3948 (0.4082) loss_class_enc_hybrid: 0.7756 (0.7728) loss_bbox_enc_hybrid: 0.2325 (0.2311) loss_giou_enc_hybrid: 0.4821 (0.4815) mem: 1017 max mem: 36965 [2024-01-15 22:42:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:42:56 det.util.engine] INFO: Epoch: [9] [6250/11727] eta: 1:38:43 lr: 0.000100 data_time: 0.0038 iter_time: 1.1049 loss: 26.0594 (25.7938) loss_class: 0.7849 (0.7329) loss_bbox: 0.1648 (0.1739) loss_giou: 0.3940 (0.3805) loss_class_0: 0.9184 (0.9016) loss_bbox_0: 0.1678 (0.1743) loss_giou_0: 0.3865 (0.3854) loss_class_1: 0.7992 (0.7847) loss_bbox_1: 0.1707 (0.1752) loss_giou_1: 0.4010 (0.3846) loss_class_2: 0.8045 (0.7575) loss_bbox_2: 0.1668 (0.1732) loss_giou_2: 0.3997 (0.3811) loss_class_3: 0.7669 (0.7418) loss_bbox_3: 0.1603 (0.1733) loss_giou_3: 0.3981 (0.3805) loss_class_4: 0.7818 (0.7339) loss_bbox_4: 0.1555 (0.1738) loss_giou_4: 0.3943 (0.3808) loss_class_enc: 0.8571 (0.8514) loss_bbox_enc: 0.1959 (0.2075) loss_giou_enc: 0.4535 (0.4349) loss_class_dn: 0.3765 (0.3740) loss_bbox_dn: 0.2013 (0.2479) loss_giou_dn: 0.4277 (0.4215) loss_class_dn_0: 0.4710 (0.4702) loss_bbox_dn_0: 0.3050 (0.3503) loss_giou_dn_0: 0.5690 (0.5499) loss_class_dn_1: 0.4025 (0.4034) loss_bbox_dn_1: 0.2271 (0.2733) loss_giou_dn_1: 0.4725 (0.4538) loss_class_dn_2: 0.3890 (0.3825) loss_bbox_dn_2: 0.2011 (0.2523) loss_giou_dn_2: 0.4389 (0.4282) loss_class_dn_3: 0.3785 (0.3763) loss_bbox_dn_3: 0.1992 (0.2488) loss_giou_dn_3: 0.4300 (0.4229) loss_class_dn_4: 0.3783 (0.3740) loss_bbox_dn_4: 0.2014 (0.2479) loss_giou_dn_4: 0.4277 (0.4214) loss_class_hybrid: 0.7633 (0.7365) loss_bbox_hybrid: 0.1750 (0.1858) loss_giou_hybrid: 0.4258 (0.4080) loss_class_0_hybrid: 0.8184 (0.8051) loss_bbox_0_hybrid: 0.1876 (0.1940) loss_giou_0_hybrid: 0.4427 (0.4239) loss_class_1_hybrid: 0.7641 (0.7617) loss_bbox_1_hybrid: 0.1865 (0.1891) loss_giou_1_hybrid: 0.4342 (0.4144) loss_class_2_hybrid: 0.7641 (0.7480) loss_bbox_2_hybrid: 0.1841 (0.1862) loss_giou_2_hybrid: 0.4267 (0.4097) loss_class_3_hybrid: 0.7664 (0.7399) loss_bbox_3_hybrid: 0.1788 (0.1859) loss_giou_3_hybrid: 0.4223 (0.4085) loss_class_4_hybrid: 0.7571 (0.7366) loss_bbox_4_hybrid: 0.1746 (0.1859) loss_giou_4_hybrid: 0.4250 (0.4082) loss_class_enc_hybrid: 0.7497 (0.7728) loss_bbox_enc_hybrid: 0.2251 (0.2310) loss_giou_enc_hybrid: 0.5149 (0.4814) mem: 1012 max mem: 36965 [2024-01-15 22:42:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:43:55 det.util.engine] INFO: Epoch: [9] [6300/11727] eta: 1:37:53 lr: 0.000100 data_time: 0.0031 iter_time: 1.0813 loss: 25.6533 (25.7925) loss_class: 0.6992 (0.7329) loss_bbox: 0.1609 (0.1739) loss_giou: 0.4175 (0.3806) loss_class_0: 0.8894 (0.9016) loss_bbox_0: 0.1598 (0.1742) loss_giou_0: 0.4282 (0.3854) loss_class_1: 0.7405 (0.7847) loss_bbox_1: 0.1615 (0.1751) loss_giou_1: 0.4285 (0.3846) loss_class_2: 0.7248 (0.7575) loss_bbox_2: 0.1547 (0.1732) loss_giou_2: 0.4177 (0.3811) loss_class_3: 0.7172 (0.7418) loss_bbox_3: 0.1574 (0.1733) loss_giou_3: 0.4186 (0.3806) loss_class_4: 0.7082 (0.7339) loss_bbox_4: 0.1621 (0.1737) loss_giou_4: 0.4152 (0.3808) loss_class_enc: 0.8122 (0.8514) loss_bbox_enc: 0.1788 (0.2074) loss_giou_enc: 0.4742 (0.4349) loss_class_dn: 0.3853 (0.3740) loss_bbox_dn: 0.2073 (0.2478) loss_giou_dn: 0.4436 (0.4216) loss_class_dn_0: 0.4766 (0.4702) loss_bbox_dn_0: 0.2968 (0.3501) loss_giou_dn_0: 0.5475 (0.5498) loss_class_dn_1: 0.4099 (0.4034) loss_bbox_dn_1: 0.2276 (0.2732) loss_giou_dn_1: 0.4687 (0.4538) loss_class_dn_2: 0.3873 (0.3825) loss_bbox_dn_2: 0.2089 (0.2523) loss_giou_dn_2: 0.4509 (0.4282) loss_class_dn_3: 0.3856 (0.3763) loss_bbox_dn_3: 0.2083 (0.2488) loss_giou_dn_3: 0.4461 (0.4229) loss_class_dn_4: 0.3854 (0.3740) loss_bbox_dn_4: 0.2073 (0.2478) loss_giou_dn_4: 0.4434 (0.4214) loss_class_hybrid: 0.6919 (0.7364) loss_bbox_hybrid: 0.1798 (0.1857) loss_giou_hybrid: 0.4474 (0.4080) loss_class_0_hybrid: 0.7862 (0.8050) loss_bbox_0_hybrid: 0.1911 (0.1939) loss_giou_0_hybrid: 0.4808 (0.4239) loss_class_1_hybrid: 0.7165 (0.7616) loss_bbox_1_hybrid: 0.1824 (0.1890) loss_giou_1_hybrid: 0.4598 (0.4144) loss_class_2_hybrid: 0.7115 (0.7480) loss_bbox_2_hybrid: 0.1748 (0.1861) loss_giou_2_hybrid: 0.4505 (0.4097) loss_class_3_hybrid: 0.6884 (0.7398) loss_bbox_3_hybrid: 0.1785 (0.1858) loss_giou_3_hybrid: 0.4510 (0.4085) loss_class_4_hybrid: 0.6921 (0.7365) loss_bbox_4_hybrid: 0.1819 (0.1858) loss_giou_4_hybrid: 0.4469 (0.4082) loss_class_enc_hybrid: 0.7311 (0.7727) loss_bbox_enc_hybrid: 0.2103 (0.2310) loss_giou_enc_hybrid: 0.5273 (0.4815) mem: 1027 max mem: 36965 [2024-01-15 22:43:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:44:49 det.util.engine] INFO: Epoch: [9] [6350/11727] eta: 1:36:59 lr: 0.000100 data_time: 0.0042 iter_time: 1.0846 loss: 24.7533 (25.7934) loss_class: 0.6478 (0.7327) loss_bbox: 0.1562 (0.1739) loss_giou: 0.3776 (0.3807) loss_class_0: 0.8734 (0.9014) loss_bbox_0: 0.1581 (0.1743) loss_giou_0: 0.3739 (0.3855) loss_class_1: 0.7208 (0.7845) loss_bbox_1: 0.1553 (0.1752) loss_giou_1: 0.3645 (0.3847) loss_class_2: 0.6752 (0.7573) loss_bbox_2: 0.1586 (0.1733) loss_giou_2: 0.3821 (0.3813) loss_class_3: 0.6417 (0.7416) loss_bbox_3: 0.1571 (0.1733) loss_giou_3: 0.3645 (0.3807) loss_class_4: 0.6406 (0.7337) loss_bbox_4: 0.1568 (0.1738) loss_giou_4: 0.3728 (0.3809) loss_class_enc: 0.7926 (0.8513) loss_bbox_enc: 0.1902 (0.2074) loss_giou_enc: 0.4241 (0.4351) loss_class_dn: 0.3776 (0.3740) loss_bbox_dn: 0.2146 (0.2478) loss_giou_dn: 0.3838 (0.4217) loss_class_dn_0: 0.4656 (0.4702) loss_bbox_dn_0: 0.3419 (0.3501) loss_giou_dn_0: 0.5167 (0.5499) loss_class_dn_1: 0.4015 (0.4034) loss_bbox_dn_1: 0.2418 (0.2732) loss_giou_dn_1: 0.4214 (0.4539) loss_class_dn_2: 0.3842 (0.3826) loss_bbox_dn_2: 0.2168 (0.2522) loss_giou_dn_2: 0.3871 (0.4283) loss_class_dn_3: 0.3813 (0.3763) loss_bbox_dn_3: 0.2154 (0.2487) loss_giou_dn_3: 0.3829 (0.4230) loss_class_dn_4: 0.3786 (0.3740) loss_bbox_dn_4: 0.2146 (0.2478) loss_giou_dn_4: 0.3834 (0.4215) loss_class_hybrid: 0.6804 (0.7363) loss_bbox_hybrid: 0.1712 (0.1857) loss_giou_hybrid: 0.3804 (0.4082) loss_class_0_hybrid: 0.7795 (0.8049) loss_bbox_0_hybrid: 0.1746 (0.1940) loss_giou_0_hybrid: 0.3916 (0.4241) loss_class_1_hybrid: 0.6976 (0.7615) loss_bbox_1_hybrid: 0.1748 (0.1891) loss_giou_1_hybrid: 0.3814 (0.4146) loss_class_2_hybrid: 0.6834 (0.7478) loss_bbox_2_hybrid: 0.1777 (0.1862) loss_giou_2_hybrid: 0.3827 (0.4099) loss_class_3_hybrid: 0.6849 (0.7397) loss_bbox_3_hybrid: 0.1759 (0.1858) loss_giou_3_hybrid: 0.3752 (0.4087) loss_class_4_hybrid: 0.6778 (0.7364) loss_bbox_4_hybrid: 0.1717 (0.1859) loss_giou_4_hybrid: 0.3809 (0.4084) loss_class_enc_hybrid: 0.7406 (0.7727) loss_bbox_enc_hybrid: 0.2173 (0.2310) loss_giou_enc_hybrid: 0.4485 (0.4816) mem: 1022 max mem: 36965 [2024-01-15 22:44:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:45:43 det.util.engine] INFO: Epoch: [9] [6400/11727] eta: 1:36:05 lr: 0.000100 data_time: 0.0034 iter_time: 1.1332 loss: 25.6761 (25.7951) loss_class: 0.7833 (0.7328) loss_bbox: 0.1582 (0.1739) loss_giou: 0.3828 (0.3808) loss_class_0: 0.9485 (0.9015) loss_bbox_0: 0.1599 (0.1742) loss_giou_0: 0.3830 (0.3856) loss_class_1: 0.8207 (0.7846) loss_bbox_1: 0.1581 (0.1751) loss_giou_1: 0.3920 (0.3848) loss_class_2: 0.8119 (0.7574) loss_bbox_2: 0.1569 (0.1732) loss_giou_2: 0.3908 (0.3814) loss_class_3: 0.8093 (0.7418) loss_bbox_3: 0.1499 (0.1733) loss_giou_3: 0.3892 (0.3808) loss_class_4: 0.7892 (0.7339) loss_bbox_4: 0.1609 (0.1737) loss_giou_4: 0.3894 (0.3810) loss_class_enc: 0.8882 (0.8514) loss_bbox_enc: 0.1883 (0.2073) loss_giou_enc: 0.4303 (0.4351) loss_class_dn: 0.3793 (0.3740) loss_bbox_dn: 0.2321 (0.2477) loss_giou_dn: 0.4274 (0.4218) loss_class_dn_0: 0.4812 (0.4702) loss_bbox_dn_0: 0.3388 (0.3499) loss_giou_dn_0: 0.5601 (0.5500) loss_class_dn_1: 0.4047 (0.4034) loss_bbox_dn_1: 0.2647 (0.2731) loss_giou_dn_1: 0.4658 (0.4540) loss_class_dn_2: 0.3817 (0.3826) loss_bbox_dn_2: 0.2432 (0.2521) loss_giou_dn_2: 0.4413 (0.4284) loss_class_dn_3: 0.3799 (0.3763) loss_bbox_dn_3: 0.2355 (0.2486) loss_giou_dn_3: 0.4283 (0.4231) loss_class_dn_4: 0.3762 (0.3740) loss_bbox_dn_4: 0.2322 (0.2477) loss_giou_dn_4: 0.4275 (0.4216) loss_class_hybrid: 0.7843 (0.7363) loss_bbox_hybrid: 0.1745 (0.1857) loss_giou_hybrid: 0.4139 (0.4083) loss_class_0_hybrid: 0.8435 (0.8049) loss_bbox_0_hybrid: 0.1751 (0.1939) loss_giou_0_hybrid: 0.4265 (0.4242) loss_class_1_hybrid: 0.8115 (0.7615) loss_bbox_1_hybrid: 0.1768 (0.1890) loss_giou_1_hybrid: 0.4118 (0.4147) loss_class_2_hybrid: 0.7903 (0.7479) loss_bbox_2_hybrid: 0.1729 (0.1861) loss_giou_2_hybrid: 0.4167 (0.4100) loss_class_3_hybrid: 0.7880 (0.7398) loss_bbox_3_hybrid: 0.1717 (0.1858) loss_giou_3_hybrid: 0.4173 (0.4088) loss_class_4_hybrid: 0.7872 (0.7364) loss_bbox_4_hybrid: 0.1728 (0.1858) loss_giou_4_hybrid: 0.4144 (0.4085) loss_class_enc_hybrid: 0.8073 (0.7727) loss_bbox_enc_hybrid: 0.2089 (0.2308) loss_giou_enc_hybrid: 0.4860 (0.4817) mem: 1026 max mem: 36965 [2024-01-15 22:45:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:46:38 det.util.engine] INFO: Epoch: [9] [6450/11727] eta: 1:35:12 lr: 0.000100 data_time: 0.0036 iter_time: 1.0611 loss: 25.7699 (25.7975) loss_class: 0.7275 (0.7329) loss_bbox: 0.1693 (0.1739) loss_giou: 0.3900 (0.3808) loss_class_0: 0.8671 (0.9016) loss_bbox_0: 0.1605 (0.1743) loss_giou_0: 0.3795 (0.3856) loss_class_1: 0.7554 (0.7847) loss_bbox_1: 0.1625 (0.1752) loss_giou_1: 0.3817 (0.3848) loss_class_2: 0.7400 (0.7574) loss_bbox_2: 0.1573 (0.1732) loss_giou_2: 0.3728 (0.3814) loss_class_3: 0.7411 (0.7418) loss_bbox_3: 0.1727 (0.1733) loss_giou_3: 0.3839 (0.3808) loss_class_4: 0.7413 (0.7340) loss_bbox_4: 0.1673 (0.1738) loss_giou_4: 0.3854 (0.3810) loss_class_enc: 0.8159 (0.8515) loss_bbox_enc: 0.1965 (0.2073) loss_giou_enc: 0.4416 (0.4351) loss_class_dn: 0.3729 (0.3740) loss_bbox_dn: 0.2310 (0.2478) loss_giou_dn: 0.4458 (0.4218) loss_class_dn_0: 0.4674 (0.4702) loss_bbox_dn_0: 0.3407 (0.3501) loss_giou_dn_0: 0.5658 (0.5500) loss_class_dn_1: 0.4003 (0.4034) loss_bbox_dn_1: 0.2553 (0.2732) loss_giou_dn_1: 0.4692 (0.4541) loss_class_dn_2: 0.3838 (0.3826) loss_bbox_dn_2: 0.2460 (0.2522) loss_giou_dn_2: 0.4501 (0.4285) loss_class_dn_3: 0.3762 (0.3763) loss_bbox_dn_3: 0.2355 (0.2487) loss_giou_dn_3: 0.4447 (0.4232) loss_class_dn_4: 0.3721 (0.3740) loss_bbox_dn_4: 0.2310 (0.2478) loss_giou_dn_4: 0.4454 (0.4217) loss_class_hybrid: 0.7352 (0.7364) loss_bbox_hybrid: 0.1676 (0.1857) loss_giou_hybrid: 0.4024 (0.4082) loss_class_0_hybrid: 0.7778 (0.8050) loss_bbox_0_hybrid: 0.1855 (0.1939) loss_giou_0_hybrid: 0.4201 (0.4241) loss_class_1_hybrid: 0.7439 (0.7616) loss_bbox_1_hybrid: 0.1787 (0.1891) loss_giou_1_hybrid: 0.4102 (0.4147) loss_class_2_hybrid: 0.7291 (0.7480) loss_bbox_2_hybrid: 0.1731 (0.1861) loss_giou_2_hybrid: 0.4023 (0.4100) loss_class_3_hybrid: 0.7269 (0.7398) loss_bbox_3_hybrid: 0.1670 (0.1858) loss_giou_3_hybrid: 0.4039 (0.4087) loss_class_4_hybrid: 0.7389 (0.7365) loss_bbox_4_hybrid: 0.1680 (0.1858) loss_giou_4_hybrid: 0.4034 (0.4085) loss_class_enc_hybrid: 0.7390 (0.7729) loss_bbox_enc_hybrid: 0.2220 (0.2309) loss_giou_enc_hybrid: 0.4686 (0.4816) mem: 1020 max mem: 36965 [2024-01-15 22:46:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:47:33 det.util.engine] INFO: Epoch: [9] [6500/11727] eta: 1:34:18 lr: 0.000100 data_time: 0.0033 iter_time: 1.0947 loss: 25.1004 (25.7925) loss_class: 0.7370 (0.7328) loss_bbox: 0.1583 (0.1739) loss_giou: 0.3523 (0.3808) loss_class_0: 0.8541 (0.9013) loss_bbox_0: 0.1597 (0.1742) loss_giou_0: 0.3617 (0.3856) loss_class_1: 0.7754 (0.7845) loss_bbox_1: 0.1609 (0.1751) loss_giou_1: 0.3646 (0.3848) loss_class_2: 0.7583 (0.7573) loss_bbox_2: 0.1598 (0.1732) loss_giou_2: 0.3509 (0.3814) loss_class_3: 0.7422 (0.7417) loss_bbox_3: 0.1548 (0.1733) loss_giou_3: 0.3534 (0.3808) loss_class_4: 0.7311 (0.7338) loss_bbox_4: 0.1545 (0.1737) loss_giou_4: 0.3494 (0.3810) loss_class_enc: 0.8237 (0.8513) loss_bbox_enc: 0.1918 (0.2073) loss_giou_enc: 0.4095 (0.4351) loss_class_dn: 0.3720 (0.3740) loss_bbox_dn: 0.2180 (0.2477) loss_giou_dn: 0.4042 (0.4218) loss_class_dn_0: 0.4680 (0.4702) loss_bbox_dn_0: 0.3124 (0.3499) loss_giou_dn_0: 0.5203 (0.5500) loss_class_dn_1: 0.4009 (0.4034) loss_bbox_dn_1: 0.2418 (0.2730) loss_giou_dn_1: 0.4308 (0.4540) loss_class_dn_2: 0.3802 (0.3825) loss_bbox_dn_2: 0.2207 (0.2521) loss_giou_dn_2: 0.4101 (0.4284) loss_class_dn_3: 0.3757 (0.3763) loss_bbox_dn_3: 0.2175 (0.2486) loss_giou_dn_3: 0.4047 (0.4231) loss_class_dn_4: 0.3731 (0.3740) loss_bbox_dn_4: 0.2179 (0.2477) loss_giou_dn_4: 0.4040 (0.4216) loss_class_hybrid: 0.7056 (0.7362) loss_bbox_hybrid: 0.1846 (0.1856) loss_giou_hybrid: 0.3935 (0.4082) loss_class_0_hybrid: 0.7800 (0.8048) loss_bbox_0_hybrid: 0.1903 (0.1939) loss_giou_0_hybrid: 0.4139 (0.4241) loss_class_1_hybrid: 0.7344 (0.7614) loss_bbox_1_hybrid: 0.1837 (0.1890) loss_giou_1_hybrid: 0.4050 (0.4147) loss_class_2_hybrid: 0.7165 (0.7478) loss_bbox_2_hybrid: 0.1873 (0.1861) loss_giou_2_hybrid: 0.3938 (0.4099) loss_class_3_hybrid: 0.7081 (0.7397) loss_bbox_3_hybrid: 0.1824 (0.1858) loss_giou_3_hybrid: 0.3901 (0.4087) loss_class_4_hybrid: 0.7055 (0.7363) loss_bbox_4_hybrid: 0.1843 (0.1858) loss_giou_4_hybrid: 0.3940 (0.4084) loss_class_enc_hybrid: 0.7589 (0.7727) loss_bbox_enc_hybrid: 0.2262 (0.2308) loss_giou_enc_hybrid: 0.4669 (0.4816) mem: 1013 max mem: 36965 [2024-01-15 22:47:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:48:26 det.util.engine] INFO: Epoch: [9] [6550/11727] eta: 1:33:23 lr: 0.000100 data_time: 0.0035 iter_time: 1.0819 loss: 25.0826 (25.7943) loss_class: 0.7018 (0.7329) loss_bbox: 0.1455 (0.1738) loss_giou: 0.3877 (0.3809) loss_class_0: 0.8723 (0.9013) loss_bbox_0: 0.1436 (0.1742) loss_giou_0: 0.3892 (0.3857) loss_class_1: 0.7431 (0.7846) loss_bbox_1: 0.1458 (0.1751) loss_giou_1: 0.3827 (0.3849) loss_class_2: 0.7110 (0.7574) loss_bbox_2: 0.1459 (0.1731) loss_giou_2: 0.3689 (0.3815) loss_class_3: 0.7052 (0.7418) loss_bbox_3: 0.1458 (0.1732) loss_giou_3: 0.3731 (0.3808) loss_class_4: 0.7035 (0.7339) loss_bbox_4: 0.1448 (0.1736) loss_giou_4: 0.3897 (0.3811) loss_class_enc: 0.8270 (0.8514) loss_bbox_enc: 0.1718 (0.2072) loss_giou_enc: 0.4315 (0.4351) loss_class_dn: 0.3712 (0.3740) loss_bbox_dn: 0.2016 (0.2476) loss_giou_dn: 0.4405 (0.4219) loss_class_dn_0: 0.4682 (0.4702) loss_bbox_dn_0: 0.2668 (0.3498) loss_giou_dn_0: 0.5731 (0.5500) loss_class_dn_1: 0.4029 (0.4034) loss_bbox_dn_1: 0.2163 (0.2730) loss_giou_dn_1: 0.4772 (0.4541) loss_class_dn_2: 0.3783 (0.3825) loss_bbox_dn_2: 0.2058 (0.2520) loss_giou_dn_2: 0.4485 (0.4285) loss_class_dn_3: 0.3735 (0.3763) loss_bbox_dn_3: 0.2018 (0.2485) loss_giou_dn_3: 0.4428 (0.4232) loss_class_dn_4: 0.3712 (0.3740) loss_bbox_dn_4: 0.2017 (0.2476) loss_giou_dn_4: 0.4407 (0.4217) loss_class_hybrid: 0.7060 (0.7363) loss_bbox_hybrid: 0.1631 (0.1856) loss_giou_hybrid: 0.4150 (0.4084) loss_class_0_hybrid: 0.7800 (0.8048) loss_bbox_0_hybrid: 0.1697 (0.1939) loss_giou_0_hybrid: 0.4211 (0.4243) loss_class_1_hybrid: 0.7203 (0.7614) loss_bbox_1_hybrid: 0.1699 (0.1890) loss_giou_1_hybrid: 0.4127 (0.4148) loss_class_2_hybrid: 0.7159 (0.7478) loss_bbox_2_hybrid: 0.1662 (0.1861) loss_giou_2_hybrid: 0.4139 (0.4101) loss_class_3_hybrid: 0.7160 (0.7397) loss_bbox_3_hybrid: 0.1677 (0.1857) loss_giou_3_hybrid: 0.4133 (0.4089) loss_class_4_hybrid: 0.7075 (0.7364) loss_bbox_4_hybrid: 0.1661 (0.1857) loss_giou_4_hybrid: 0.4162 (0.4086) loss_class_enc_hybrid: 0.7543 (0.7727) loss_bbox_enc_hybrid: 0.1914 (0.2308) loss_giou_enc_hybrid: 0.4820 (0.4817) mem: 1034 max mem: 36965 [2024-01-15 22:48:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:49:20 det.util.engine] INFO: Epoch: [9] [6600/11727] eta: 1:32:29 lr: 0.000100 data_time: 0.0032 iter_time: 1.0570 loss: 25.2809 (25.7908) loss_class: 0.7093 (0.7328) loss_bbox: 0.1803 (0.1738) loss_giou: 0.3417 (0.3808) loss_class_0: 0.8377 (0.9011) loss_bbox_0: 0.1791 (0.1742) loss_giou_0: 0.3436 (0.3857) loss_class_1: 0.7555 (0.7844) loss_bbox_1: 0.1721 (0.1751) loss_giou_1: 0.3369 (0.3848) loss_class_2: 0.7206 (0.7573) loss_bbox_2: 0.1706 (0.1731) loss_giou_2: 0.3473 (0.3814) loss_class_3: 0.7045 (0.7416) loss_bbox_3: 0.1760 (0.1732) loss_giou_3: 0.3408 (0.3808) loss_class_4: 0.7144 (0.7338) loss_bbox_4: 0.1788 (0.1736) loss_giou_4: 0.3441 (0.3811) loss_class_enc: 0.8291 (0.8513) loss_bbox_enc: 0.2035 (0.2072) loss_giou_enc: 0.4109 (0.4351) loss_class_dn: 0.3581 (0.3739) loss_bbox_dn: 0.2115 (0.2476) loss_giou_dn: 0.3803 (0.4218) loss_class_dn_0: 0.4736 (0.4702) loss_bbox_dn_0: 0.3052 (0.3498) loss_giou_dn_0: 0.5024 (0.5499) loss_class_dn_1: 0.4024 (0.4033) loss_bbox_dn_1: 0.2360 (0.2730) loss_giou_dn_1: 0.4062 (0.4540) loss_class_dn_2: 0.3696 (0.3825) loss_bbox_dn_2: 0.2134 (0.2520) loss_giou_dn_2: 0.3877 (0.4284) loss_class_dn_3: 0.3570 (0.3762) loss_bbox_dn_3: 0.2119 (0.2485) loss_giou_dn_3: 0.3849 (0.4231) loss_class_dn_4: 0.3555 (0.3739) loss_bbox_dn_4: 0.2115 (0.2476) loss_giou_dn_4: 0.3807 (0.4216) loss_class_hybrid: 0.7172 (0.7361) loss_bbox_hybrid: 0.1785 (0.1856) loss_giou_hybrid: 0.3705 (0.4083) loss_class_0_hybrid: 0.7799 (0.8047) loss_bbox_0_hybrid: 0.1901 (0.1939) loss_giou_0_hybrid: 0.3717 (0.4242) loss_class_1_hybrid: 0.7385 (0.7613) loss_bbox_1_hybrid: 0.1808 (0.1890) loss_giou_1_hybrid: 0.3750 (0.4147) loss_class_2_hybrid: 0.7276 (0.7477) loss_bbox_2_hybrid: 0.1800 (0.1861) loss_giou_2_hybrid: 0.3729 (0.4100) loss_class_3_hybrid: 0.7064 (0.7395) loss_bbox_3_hybrid: 0.1829 (0.1857) loss_giou_3_hybrid: 0.3676 (0.4088) loss_class_4_hybrid: 0.7107 (0.7362) loss_bbox_4_hybrid: 0.1785 (0.1857) loss_giou_4_hybrid: 0.3710 (0.4085) loss_class_enc_hybrid: 0.7553 (0.7726) loss_bbox_enc_hybrid: 0.2165 (0.2307) loss_giou_enc_hybrid: 0.4264 (0.4816) mem: 1034 max mem: 36965 [2024-01-15 22:49:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:50:14 det.util.engine] INFO: Epoch: [9] [6650/11727] eta: 1:31:34 lr: 0.000100 data_time: 0.0037 iter_time: 1.0615 loss: 25.5305 (25.7903) loss_class: 0.7633 (0.7328) loss_bbox: 0.1470 (0.1738) loss_giou: 0.3727 (0.3808) loss_class_0: 0.9269 (0.9012) loss_bbox_0: 0.1574 (0.1742) loss_giou_0: 0.3707 (0.3856) loss_class_1: 0.8059 (0.7844) loss_bbox_1: 0.1472 (0.1751) loss_giou_1: 0.3604 (0.3848) loss_class_2: 0.7799 (0.7573) loss_bbox_2: 0.1494 (0.1731) loss_giou_2: 0.3738 (0.3814) loss_class_3: 0.7615 (0.7417) loss_bbox_3: 0.1465 (0.1732) loss_giou_3: 0.3542 (0.3808) loss_class_4: 0.7519 (0.7339) loss_bbox_4: 0.1474 (0.1736) loss_giou_4: 0.3508 (0.3810) loss_class_enc: 0.8515 (0.8514) loss_bbox_enc: 0.1839 (0.2071) loss_giou_enc: 0.4226 (0.4350) loss_class_dn: 0.3710 (0.3739) loss_bbox_dn: 0.2259 (0.2476) loss_giou_dn: 0.4035 (0.4217) loss_class_dn_0: 0.4630 (0.4701) loss_bbox_dn_0: 0.3084 (0.3498) loss_giou_dn_0: 0.5334 (0.5499) loss_class_dn_1: 0.3985 (0.4033) loss_bbox_dn_1: 0.2389 (0.2729) loss_giou_dn_1: 0.4358 (0.4539) loss_class_dn_2: 0.3861 (0.3825) loss_bbox_dn_2: 0.2215 (0.2520) loss_giou_dn_2: 0.4111 (0.4283) loss_class_dn_3: 0.3765 (0.3762) loss_bbox_dn_3: 0.2271 (0.2485) loss_giou_dn_3: 0.4043 (0.4231) loss_class_dn_4: 0.3726 (0.3739) loss_bbox_dn_4: 0.2258 (0.2476) loss_giou_dn_4: 0.4034 (0.4216) loss_class_hybrid: 0.7310 (0.7362) loss_bbox_hybrid: 0.1652 (0.1856) loss_giou_hybrid: 0.3717 (0.4083) loss_class_0_hybrid: 0.7844 (0.8047) loss_bbox_0_hybrid: 0.1668 (0.1939) loss_giou_0_hybrid: 0.3849 (0.4242) loss_class_1_hybrid: 0.7493 (0.7614) loss_bbox_1_hybrid: 0.1672 (0.1890) loss_giou_1_hybrid: 0.3807 (0.4147) loss_class_2_hybrid: 0.7502 (0.7477) loss_bbox_2_hybrid: 0.1672 (0.1860) loss_giou_2_hybrid: 0.3738 (0.4100) loss_class_3_hybrid: 0.7400 (0.7396) loss_bbox_3_hybrid: 0.1691 (0.1857) loss_giou_3_hybrid: 0.3698 (0.4088) loss_class_4_hybrid: 0.7352 (0.7363) loss_bbox_4_hybrid: 0.1705 (0.1857) loss_giou_4_hybrid: 0.3682 (0.4085) loss_class_enc_hybrid: 0.7574 (0.7727) loss_bbox_enc_hybrid: 0.2041 (0.2307) loss_giou_enc_hybrid: 0.4450 (0.4816) mem: 1030 max mem: 36965 [2024-01-15 22:50:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:51:08 det.util.engine] INFO: Epoch: [9] [6700/11727] eta: 1:30:40 lr: 0.000100 data_time: 0.0033 iter_time: 1.0710 loss: 26.6247 (25.7922) loss_class: 0.7716 (0.7328) loss_bbox: 0.1701 (0.1739) loss_giou: 0.3527 (0.3808) loss_class_0: 0.8878 (0.9012) loss_bbox_0: 0.1809 (0.1743) loss_giou_0: 0.3546 (0.3856) loss_class_1: 0.7885 (0.7844) loss_bbox_1: 0.1892 (0.1752) loss_giou_1: 0.3726 (0.3848) loss_class_2: 0.7982 (0.7573) loss_bbox_2: 0.1752 (0.1732) loss_giou_2: 0.3609 (0.3814) loss_class_3: 0.7763 (0.7416) loss_bbox_3: 0.1690 (0.1733) loss_giou_3: 0.3554 (0.3808) loss_class_4: 0.7890 (0.7339) loss_bbox_4: 0.1696 (0.1737) loss_giou_4: 0.3533 (0.3810) loss_class_enc: 0.8410 (0.8514) loss_bbox_enc: 0.2089 (0.2072) loss_giou_enc: 0.4161 (0.4350) loss_class_dn: 0.3758 (0.3739) loss_bbox_dn: 0.2505 (0.2477) loss_giou_dn: 0.4032 (0.4217) loss_class_dn_0: 0.4690 (0.4701) loss_bbox_dn_0: 0.3541 (0.3499) loss_giou_dn_0: 0.5320 (0.5499) loss_class_dn_1: 0.4058 (0.4033) loss_bbox_dn_1: 0.2764 (0.2731) loss_giou_dn_1: 0.4412 (0.4539) loss_class_dn_2: 0.3844 (0.3825) loss_bbox_dn_2: 0.2613 (0.2521) loss_giou_dn_2: 0.4118 (0.4283) loss_class_dn_3: 0.3783 (0.3762) loss_bbox_dn_3: 0.2549 (0.2486) loss_giou_dn_3: 0.4026 (0.4231) loss_class_dn_4: 0.3758 (0.3739) loss_bbox_dn_4: 0.2504 (0.2477) loss_giou_dn_4: 0.4029 (0.4216) loss_class_hybrid: 0.7687 (0.7362) loss_bbox_hybrid: 0.1809 (0.1857) loss_giou_hybrid: 0.3775 (0.4083) loss_class_0_hybrid: 0.8009 (0.8047) loss_bbox_0_hybrid: 0.1965 (0.1939) loss_giou_0_hybrid: 0.3820 (0.4241) loss_class_1_hybrid: 0.7685 (0.7614) loss_bbox_1_hybrid: 0.1907 (0.1891) loss_giou_1_hybrid: 0.3807 (0.4147) loss_class_2_hybrid: 0.7599 (0.7478) loss_bbox_2_hybrid: 0.1814 (0.1861) loss_giou_2_hybrid: 0.3751 (0.4100) loss_class_3_hybrid: 0.7518 (0.7396) loss_bbox_3_hybrid: 0.1820 (0.1858) loss_giou_3_hybrid: 0.3793 (0.4088) loss_class_4_hybrid: 0.7547 (0.7363) loss_bbox_4_hybrid: 0.1812 (0.1858) loss_giou_4_hybrid: 0.3781 (0.4085) loss_class_enc_hybrid: 0.7670 (0.7727) loss_bbox_enc_hybrid: 0.2306 (0.2308) loss_giou_enc_hybrid: 0.4655 (0.4816) mem: 1026 max mem: 36965 [2024-01-15 22:51:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:52:01 det.util.engine] INFO: Epoch: [9] [6750/11727] eta: 1:29:45 lr: 0.000100 data_time: 0.0033 iter_time: 1.0842 loss: 25.1017 (25.7917) loss_class: 0.6768 (0.7327) loss_bbox: 0.1619 (0.1739) loss_giou: 0.4067 (0.3808) loss_class_0: 0.8674 (0.9011) loss_bbox_0: 0.1706 (0.1743) loss_giou_0: 0.3991 (0.3856) loss_class_1: 0.7455 (0.7843) loss_bbox_1: 0.1629 (0.1752) loss_giou_1: 0.3972 (0.3848) loss_class_2: 0.7216 (0.7572) loss_bbox_2: 0.1676 (0.1733) loss_giou_2: 0.4028 (0.3814) loss_class_3: 0.6801 (0.7415) loss_bbox_3: 0.1617 (0.1733) loss_giou_3: 0.4061 (0.3808) loss_class_4: 0.6848 (0.7338) loss_bbox_4: 0.1622 (0.1738) loss_giou_4: 0.3949 (0.3810) loss_class_enc: 0.8249 (0.8513) loss_bbox_enc: 0.2051 (0.2073) loss_giou_enc: 0.4626 (0.4350) loss_class_dn: 0.3709 (0.3739) loss_bbox_dn: 0.2329 (0.2478) loss_giou_dn: 0.4115 (0.4217) loss_class_dn_0: 0.4654 (0.4701) loss_bbox_dn_0: 0.3165 (0.3500) loss_giou_dn_0: 0.5334 (0.5499) loss_class_dn_1: 0.3954 (0.4033) loss_bbox_dn_1: 0.2555 (0.2731) loss_giou_dn_1: 0.4437 (0.4540) loss_class_dn_2: 0.3800 (0.3825) loss_bbox_dn_2: 0.2356 (0.2522) loss_giou_dn_2: 0.4186 (0.4284) loss_class_dn_3: 0.3736 (0.3762) loss_bbox_dn_3: 0.2333 (0.2487) loss_giou_dn_3: 0.4115 (0.4231) loss_class_dn_4: 0.3723 (0.3739) loss_bbox_dn_4: 0.2329 (0.2478) loss_giou_dn_4: 0.4115 (0.4216) loss_class_hybrid: 0.7274 (0.7361) loss_bbox_hybrid: 0.1714 (0.1857) loss_giou_hybrid: 0.4142 (0.4083) loss_class_0_hybrid: 0.7867 (0.8046) loss_bbox_0_hybrid: 0.1764 (0.1940) loss_giou_0_hybrid: 0.4396 (0.4242) loss_class_1_hybrid: 0.7382 (0.7613) loss_bbox_1_hybrid: 0.1753 (0.1891) loss_giou_1_hybrid: 0.4231 (0.4147) loss_class_2_hybrid: 0.7337 (0.7476) loss_bbox_2_hybrid: 0.1718 (0.1862) loss_giou_2_hybrid: 0.4123 (0.4100) loss_class_3_hybrid: 0.7276 (0.7395) loss_bbox_3_hybrid: 0.1725 (0.1858) loss_giou_3_hybrid: 0.4159 (0.4088) loss_class_4_hybrid: 0.7223 (0.7362) loss_bbox_4_hybrid: 0.1713 (0.1859) loss_giou_4_hybrid: 0.4146 (0.4085) loss_class_enc_hybrid: 0.7512 (0.7725) loss_bbox_enc_hybrid: 0.2144 (0.2309) loss_giou_enc_hybrid: 0.4857 (0.4816) mem: 1020 max mem: 36965 [2024-01-15 22:52:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:52:55 det.util.engine] INFO: Epoch: [9] [6800/11727] eta: 1:28:51 lr: 0.000100 data_time: 0.0037 iter_time: 1.0633 loss: 25.9800 (25.7934) loss_class: 0.6781 (0.7327) loss_bbox: 0.1793 (0.1739) loss_giou: 0.3973 (0.3809) loss_class_0: 0.8344 (0.9010) loss_bbox_0: 0.1778 (0.1743) loss_giou_0: 0.4026 (0.3856) loss_class_1: 0.7392 (0.7843) loss_bbox_1: 0.1757 (0.1753) loss_giou_1: 0.4036 (0.3849) loss_class_2: 0.7264 (0.7572) loss_bbox_2: 0.1776 (0.1733) loss_giou_2: 0.4038 (0.3815) loss_class_3: 0.7165 (0.7415) loss_bbox_3: 0.1789 (0.1734) loss_giou_3: 0.4026 (0.3809) loss_class_4: 0.6775 (0.7338) loss_bbox_4: 0.1753 (0.1738) loss_giou_4: 0.4008 (0.3811) loss_class_enc: 0.7824 (0.8512) loss_bbox_enc: 0.2003 (0.2073) loss_giou_enc: 0.4532 (0.4350) loss_class_dn: 0.3752 (0.3739) loss_bbox_dn: 0.2186 (0.2478) loss_giou_dn: 0.4214 (0.4218) loss_class_dn_0: 0.4718 (0.4701) loss_bbox_dn_0: 0.2936 (0.3500) loss_giou_dn_0: 0.5672 (0.5499) loss_class_dn_1: 0.4118 (0.4033) loss_bbox_dn_1: 0.2313 (0.2732) loss_giou_dn_1: 0.4602 (0.4540) loss_class_dn_2: 0.3896 (0.3825) loss_bbox_dn_2: 0.2191 (0.2522) loss_giou_dn_2: 0.4288 (0.4284) loss_class_dn_3: 0.3809 (0.3762) loss_bbox_dn_3: 0.2190 (0.2487) loss_giou_dn_3: 0.4222 (0.4231) loss_class_dn_4: 0.3775 (0.3739) loss_bbox_dn_4: 0.2185 (0.2478) loss_giou_dn_4: 0.4215 (0.4216) loss_class_hybrid: 0.6831 (0.7361) loss_bbox_hybrid: 0.1943 (0.1857) loss_giou_hybrid: 0.4125 (0.4083) loss_class_0_hybrid: 0.7450 (0.8046) loss_bbox_0_hybrid: 0.2029 (0.1940) loss_giou_0_hybrid: 0.4372 (0.4242) loss_class_1_hybrid: 0.7383 (0.7613) loss_bbox_1_hybrid: 0.1969 (0.1891) loss_giou_1_hybrid: 0.4312 (0.4147) loss_class_2_hybrid: 0.7079 (0.7477) loss_bbox_2_hybrid: 0.1893 (0.1862) loss_giou_2_hybrid: 0.4233 (0.4100) loss_class_3_hybrid: 0.7009 (0.7395) loss_bbox_3_hybrid: 0.1942 (0.1859) loss_giou_3_hybrid: 0.4153 (0.4088) loss_class_4_hybrid: 0.6829 (0.7362) loss_bbox_4_hybrid: 0.1940 (0.1859) loss_giou_4_hybrid: 0.4141 (0.4086) loss_class_enc_hybrid: 0.7070 (0.7725) loss_bbox_enc_hybrid: 0.2285 (0.2309) loss_giou_enc_hybrid: 0.5033 (0.4816) mem: 1036 max mem: 36965 [2024-01-15 22:52:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:53:48 det.util.engine] INFO: Epoch: [9] [6850/11727] eta: 1:27:56 lr: 0.000100 data_time: 0.0032 iter_time: 1.0619 loss: 25.4521 (25.7916) loss_class: 0.7365 (0.7326) loss_bbox: 0.1578 (0.1739) loss_giou: 0.3936 (0.3810) loss_class_0: 0.9330 (0.9010) loss_bbox_0: 0.1559 (0.1743) loss_giou_0: 0.4031 (0.3857) loss_class_1: 0.7974 (0.7841) loss_bbox_1: 0.1626 (0.1752) loss_giou_1: 0.3962 (0.3850) loss_class_2: 0.7447 (0.7570) loss_bbox_2: 0.1577 (0.1732) loss_giou_2: 0.3956 (0.3816) loss_class_3: 0.7362 (0.7414) loss_bbox_3: 0.1613 (0.1733) loss_giou_3: 0.3950 (0.3810) loss_class_4: 0.7514 (0.7337) loss_bbox_4: 0.1562 (0.1737) loss_giou_4: 0.3899 (0.3812) loss_class_enc: 0.8313 (0.8511) loss_bbox_enc: 0.1904 (0.2072) loss_giou_enc: 0.4490 (0.4351) loss_class_dn: 0.3672 (0.3739) loss_bbox_dn: 0.2425 (0.2476) loss_giou_dn: 0.4316 (0.4218) loss_class_dn_0: 0.4565 (0.4701) loss_bbox_dn_0: 0.3441 (0.3498) loss_giou_dn_0: 0.5679 (0.5499) loss_class_dn_1: 0.3986 (0.4033) loss_bbox_dn_1: 0.2640 (0.2730) loss_giou_dn_1: 0.4672 (0.4540) loss_class_dn_2: 0.3763 (0.3825) loss_bbox_dn_2: 0.2468 (0.2520) loss_giou_dn_2: 0.4386 (0.4284) loss_class_dn_3: 0.3670 (0.3762) loss_bbox_dn_3: 0.2458 (0.2485) loss_giou_dn_3: 0.4329 (0.4232) loss_class_dn_4: 0.3671 (0.3739) loss_bbox_dn_4: 0.2425 (0.2476) loss_giou_dn_4: 0.4310 (0.4217) loss_class_hybrid: 0.7001 (0.7359) loss_bbox_hybrid: 0.1764 (0.1857) loss_giou_hybrid: 0.4267 (0.4085) loss_class_0_hybrid: 0.7824 (0.8045) loss_bbox_0_hybrid: 0.1865 (0.1939) loss_giou_0_hybrid: 0.4450 (0.4243) loss_class_1_hybrid: 0.7313 (0.7611) loss_bbox_1_hybrid: 0.1736 (0.1891) loss_giou_1_hybrid: 0.4333 (0.4149) loss_class_2_hybrid: 0.7175 (0.7475) loss_bbox_2_hybrid: 0.1735 (0.1861) loss_giou_2_hybrid: 0.4306 (0.4102) loss_class_3_hybrid: 0.7043 (0.7394) loss_bbox_3_hybrid: 0.1747 (0.1858) loss_giou_3_hybrid: 0.4250 (0.4090) loss_class_4_hybrid: 0.7040 (0.7360) loss_bbox_4_hybrid: 0.1746 (0.1858) loss_giou_4_hybrid: 0.4258 (0.4087) loss_class_enc_hybrid: 0.7120 (0.7724) loss_bbox_enc_hybrid: 0.2195 (0.2308) loss_giou_enc_hybrid: 0.5029 (0.4818) mem: 1011 max mem: 36965 [2024-01-15 22:53:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:54:41 det.util.engine] INFO: Epoch: [9] [6900/11727] eta: 1:27:01 lr: 0.000100 data_time: 0.0031 iter_time: 1.0581 loss: 26.1642 (25.7905) loss_class: 0.7055 (0.7326) loss_bbox: 0.1558 (0.1738) loss_giou: 0.4136 (0.3812) loss_class_0: 0.8686 (0.9009) loss_bbox_0: 0.1519 (0.1742) loss_giou_0: 0.4051 (0.3859) loss_class_1: 0.7525 (0.7840) loss_bbox_1: 0.1541 (0.1751) loss_giou_1: 0.4026 (0.3851) loss_class_2: 0.7556 (0.7570) loss_bbox_2: 0.1566 (0.1731) loss_giou_2: 0.4099 (0.3818) loss_class_3: 0.7275 (0.7414) loss_bbox_3: 0.1567 (0.1732) loss_giou_3: 0.4086 (0.3811) loss_class_4: 0.7110 (0.7337) loss_bbox_4: 0.1513 (0.1736) loss_giou_4: 0.4134 (0.3814) loss_class_enc: 0.8315 (0.8510) loss_bbox_enc: 0.1762 (0.2071) loss_giou_enc: 0.4652 (0.4353) loss_class_dn: 0.3735 (0.3739) loss_bbox_dn: 0.2011 (0.2475) loss_giou_dn: 0.4394 (0.4219) loss_class_dn_0: 0.4643 (0.4701) loss_bbox_dn_0: 0.3048 (0.3496) loss_giou_dn_0: 0.5683 (0.5500) loss_class_dn_1: 0.4038 (0.4033) loss_bbox_dn_1: 0.2172 (0.2728) loss_giou_dn_1: 0.4703 (0.4541) loss_class_dn_2: 0.3830 (0.3825) loss_bbox_dn_2: 0.2116 (0.2519) loss_giou_dn_2: 0.4395 (0.4285) loss_class_dn_3: 0.3775 (0.3762) loss_bbox_dn_3: 0.2007 (0.2484) loss_giou_dn_3: 0.4352 (0.4233) loss_class_dn_4: 0.3719 (0.3739) loss_bbox_dn_4: 0.2010 (0.2475) loss_giou_dn_4: 0.4377 (0.4218) loss_class_hybrid: 0.6942 (0.7358) loss_bbox_hybrid: 0.1757 (0.1856) loss_giou_hybrid: 0.4400 (0.4087) loss_class_0_hybrid: 0.7628 (0.8044) loss_bbox_0_hybrid: 0.1887 (0.1938) loss_giou_0_hybrid: 0.4586 (0.4245) loss_class_1_hybrid: 0.7451 (0.7610) loss_bbox_1_hybrid: 0.1760 (0.1890) loss_giou_1_hybrid: 0.4417 (0.4150) loss_class_2_hybrid: 0.7108 (0.7474) loss_bbox_2_hybrid: 0.1726 (0.1860) loss_giou_2_hybrid: 0.4410 (0.4104) loss_class_3_hybrid: 0.6997 (0.7393) loss_bbox_3_hybrid: 0.1777 (0.1857) loss_giou_3_hybrid: 0.4368 (0.4091) loss_class_4_hybrid: 0.6970 (0.7359) loss_bbox_4_hybrid: 0.1701 (0.1858) loss_giou_4_hybrid: 0.4371 (0.4089) loss_class_enc_hybrid: 0.7385 (0.7722) loss_bbox_enc_hybrid: 0.2168 (0.2307) loss_giou_enc_hybrid: 0.5134 (0.4819) mem: 1026 max mem: 36965 [2024-01-15 22:54:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:55:36 det.util.engine] INFO: Epoch: [9] [6950/11727] eta: 1:26:08 lr: 0.000100 data_time: 0.0032 iter_time: 1.1185 loss: 25.6846 (25.7917) loss_class: 0.6925 (0.7326) loss_bbox: 0.1710 (0.1738) loss_giou: 0.3721 (0.3812) loss_class_0: 0.8678 (0.9008) loss_bbox_0: 0.1688 (0.1742) loss_giou_0: 0.3629 (0.3858) loss_class_1: 0.7234 (0.7840) loss_bbox_1: 0.1722 (0.1752) loss_giou_1: 0.3716 (0.3851) loss_class_2: 0.7223 (0.7570) loss_bbox_2: 0.1727 (0.1732) loss_giou_2: 0.3648 (0.3817) loss_class_3: 0.6939 (0.7415) loss_bbox_3: 0.1713 (0.1733) loss_giou_3: 0.3879 (0.3811) loss_class_4: 0.6870 (0.7337) loss_bbox_4: 0.1710 (0.1737) loss_giou_4: 0.3789 (0.3813) loss_class_enc: 0.8070 (0.8511) loss_bbox_enc: 0.1989 (0.2072) loss_giou_enc: 0.4285 (0.4352) loss_class_dn: 0.3620 (0.3739) loss_bbox_dn: 0.2276 (0.2475) loss_giou_dn: 0.4087 (0.4219) loss_class_dn_0: 0.4648 (0.4701) loss_bbox_dn_0: 0.3317 (0.3497) loss_giou_dn_0: 0.5291 (0.5500) loss_class_dn_1: 0.3933 (0.4033) loss_bbox_dn_1: 0.2636 (0.2728) loss_giou_dn_1: 0.4383 (0.4541) loss_class_dn_2: 0.3730 (0.3825) loss_bbox_dn_2: 0.2331 (0.2519) loss_giou_dn_2: 0.4165 (0.4285) loss_class_dn_3: 0.3653 (0.3762) loss_bbox_dn_3: 0.2293 (0.2484) loss_giou_dn_3: 0.4089 (0.4233) loss_class_dn_4: 0.3620 (0.3739) loss_bbox_dn_4: 0.2275 (0.2475) loss_giou_dn_4: 0.4074 (0.4218) loss_class_hybrid: 0.7023 (0.7359) loss_bbox_hybrid: 0.1877 (0.1857) loss_giou_hybrid: 0.3847 (0.4086) loss_class_0_hybrid: 0.7700 (0.8044) loss_bbox_0_hybrid: 0.2018 (0.1939) loss_giou_0_hybrid: 0.4011 (0.4245) loss_class_1_hybrid: 0.7074 (0.7611) loss_bbox_1_hybrid: 0.1955 (0.1890) loss_giou_1_hybrid: 0.3910 (0.4150) loss_class_2_hybrid: 0.7089 (0.7475) loss_bbox_2_hybrid: 0.1841 (0.1861) loss_giou_2_hybrid: 0.3846 (0.4103) loss_class_3_hybrid: 0.6963 (0.7393) loss_bbox_3_hybrid: 0.1908 (0.1858) loss_giou_3_hybrid: 0.3838 (0.4091) loss_class_4_hybrid: 0.6967 (0.7360) loss_bbox_4_hybrid: 0.1834 (0.1858) loss_giou_4_hybrid: 0.3836 (0.4088) loss_class_enc_hybrid: 0.7362 (0.7723) loss_bbox_enc_hybrid: 0.2279 (0.2308) loss_giou_enc_hybrid: 0.4683 (0.4819) mem: 1025 max mem: 36965 [2024-01-15 22:55:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:56:30 det.util.engine] INFO: Epoch: [9] [7000/11727] eta: 1:25:14 lr: 0.000100 data_time: 0.0033 iter_time: 1.0922 loss: 25.9741 (25.7895) loss_class: 0.7432 (0.7326) loss_bbox: 0.1545 (0.1738) loss_giou: 0.3861 (0.3811) loss_class_0: 0.9128 (0.9009) loss_bbox_0: 0.1517 (0.1742) loss_giou_0: 0.3921 (0.3858) loss_class_1: 0.8229 (0.7840) loss_bbox_1: 0.1533 (0.1751) loss_giou_1: 0.3882 (0.3851) loss_class_2: 0.7867 (0.7571) loss_bbox_2: 0.1463 (0.1732) loss_giou_2: 0.3770 (0.3817) loss_class_3: 0.7682 (0.7415) loss_bbox_3: 0.1551 (0.1732) loss_giou_3: 0.3822 (0.3810) loss_class_4: 0.7469 (0.7337) loss_bbox_4: 0.1529 (0.1737) loss_giou_4: 0.3804 (0.3813) loss_class_enc: 0.8447 (0.8511) loss_bbox_enc: 0.1843 (0.2072) loss_giou_enc: 0.4274 (0.4351) loss_class_dn: 0.3758 (0.3739) loss_bbox_dn: 0.2294 (0.2474) loss_giou_dn: 0.4343 (0.4219) loss_class_dn_0: 0.4643 (0.4701) loss_bbox_dn_0: 0.3335 (0.3496) loss_giou_dn_0: 0.5691 (0.5500) loss_class_dn_1: 0.4081 (0.4033) loss_bbox_dn_1: 0.2660 (0.2727) loss_giou_dn_1: 0.4699 (0.4541) loss_class_dn_2: 0.3840 (0.3825) loss_bbox_dn_2: 0.2380 (0.2518) loss_giou_dn_2: 0.4402 (0.4285) loss_class_dn_3: 0.3808 (0.3762) loss_bbox_dn_3: 0.2319 (0.2483) loss_giou_dn_3: 0.4361 (0.4232) loss_class_dn_4: 0.3782 (0.3739) loss_bbox_dn_4: 0.2292 (0.2474) loss_giou_dn_4: 0.4335 (0.4218) loss_class_hybrid: 0.7375 (0.7359) loss_bbox_hybrid: 0.1587 (0.1856) loss_giou_hybrid: 0.4074 (0.4085) loss_class_0_hybrid: 0.7929 (0.8044) loss_bbox_0_hybrid: 0.1683 (0.1938) loss_giou_0_hybrid: 0.4196 (0.4244) loss_class_1_hybrid: 0.7706 (0.7611) loss_bbox_1_hybrid: 0.1632 (0.1890) loss_giou_1_hybrid: 0.4140 (0.4149) loss_class_2_hybrid: 0.7490 (0.7475) loss_bbox_2_hybrid: 0.1590 (0.1860) loss_giou_2_hybrid: 0.4022 (0.4102) loss_class_3_hybrid: 0.7417 (0.7393) loss_bbox_3_hybrid: 0.1577 (0.1857) loss_giou_3_hybrid: 0.4040 (0.4090) loss_class_4_hybrid: 0.7425 (0.7360) loss_bbox_4_hybrid: 0.1578 (0.1857) loss_giou_4_hybrid: 0.4063 (0.4087) loss_class_enc_hybrid: 0.7451 (0.7723) loss_bbox_enc_hybrid: 0.1975 (0.2307) loss_giou_enc_hybrid: 0.4727 (0.4818) mem: 1027 max mem: 36965 [2024-01-15 22:56:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:57:24 det.util.engine] INFO: Epoch: [9] [7050/11727] eta: 1:24:20 lr: 0.000100 data_time: 0.0038 iter_time: 1.0846 loss: 25.6193 (25.7913) loss_class: 0.7406 (0.7327) loss_bbox: 0.1648 (0.1738) loss_giou: 0.3903 (0.3812) loss_class_0: 0.9093 (0.9010) loss_bbox_0: 0.1581 (0.1741) loss_giou_0: 0.4004 (0.3858) loss_class_1: 0.7837 (0.7841) loss_bbox_1: 0.1645 (0.1751) loss_giou_1: 0.3910 (0.3851) loss_class_2: 0.7721 (0.7572) loss_bbox_2: 0.1592 (0.1731) loss_giou_2: 0.3944 (0.3817) loss_class_3: 0.7206 (0.7416) loss_bbox_3: 0.1548 (0.1732) loss_giou_3: 0.4001 (0.3811) loss_class_4: 0.7425 (0.7338) loss_bbox_4: 0.1633 (0.1736) loss_giou_4: 0.3912 (0.3813) loss_class_enc: 0.8251 (0.8512) loss_bbox_enc: 0.1767 (0.2071) loss_giou_enc: 0.4462 (0.4352) loss_class_dn: 0.3796 (0.3739) loss_bbox_dn: 0.2125 (0.2474) loss_giou_dn: 0.4348 (0.4220) loss_class_dn_0: 0.4677 (0.4701) loss_bbox_dn_0: 0.3003 (0.3495) loss_giou_dn_0: 0.5510 (0.5501) loss_class_dn_1: 0.4021 (0.4033) loss_bbox_dn_1: 0.2287 (0.2727) loss_giou_dn_1: 0.4604 (0.4542) loss_class_dn_2: 0.3804 (0.3825) loss_bbox_dn_2: 0.2128 (0.2518) loss_giou_dn_2: 0.4420 (0.4286) loss_class_dn_3: 0.3768 (0.3762) loss_bbox_dn_3: 0.2126 (0.2483) loss_giou_dn_3: 0.4375 (0.4233) loss_class_dn_4: 0.3770 (0.3740) loss_bbox_dn_4: 0.2124 (0.2474) loss_giou_dn_4: 0.4349 (0.4218) loss_class_hybrid: 0.7140 (0.7360) loss_bbox_hybrid: 0.1675 (0.1856) loss_giou_hybrid: 0.4114 (0.4086) loss_class_0_hybrid: 0.7940 (0.8044) loss_bbox_0_hybrid: 0.1817 (0.1938) loss_giou_0_hybrid: 0.4281 (0.4245) loss_class_1_hybrid: 0.7499 (0.7611) loss_bbox_1_hybrid: 0.1758 (0.1889) loss_giou_1_hybrid: 0.4143 (0.4150) loss_class_2_hybrid: 0.7329 (0.7476) loss_bbox_2_hybrid: 0.1713 (0.1860) loss_giou_2_hybrid: 0.4196 (0.4103) loss_class_3_hybrid: 0.7133 (0.7394) loss_bbox_3_hybrid: 0.1686 (0.1857) loss_giou_3_hybrid: 0.4154 (0.4091) loss_class_4_hybrid: 0.7170 (0.7360) loss_bbox_4_hybrid: 0.1679 (0.1857) loss_giou_4_hybrid: 0.4108 (0.4088) loss_class_enc_hybrid: 0.7581 (0.7723) loss_bbox_enc_hybrid: 0.2176 (0.2307) loss_giou_enc_hybrid: 0.4862 (0.4819) mem: 1029 max mem: 36965 [2024-01-15 22:57:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:58:18 det.util.engine] INFO: Epoch: [9] [7100/11727] eta: 1:23:26 lr: 0.000100 data_time: 0.0035 iter_time: 1.0945 loss: 25.8331 (25.7903) loss_class: 0.6845 (0.7325) loss_bbox: 0.1635 (0.1737) loss_giou: 0.4120 (0.3813) loss_class_0: 0.8708 (0.9009) loss_bbox_0: 0.1605 (0.1741) loss_giou_0: 0.4070 (0.3859) loss_class_1: 0.7402 (0.7840) loss_bbox_1: 0.1638 (0.1751) loss_giou_1: 0.3971 (0.3852) loss_class_2: 0.6920 (0.7570) loss_bbox_2: 0.1602 (0.1731) loss_giou_2: 0.4046 (0.3818) loss_class_3: 0.6943 (0.7414) loss_bbox_3: 0.1650 (0.1732) loss_giou_3: 0.3977 (0.3812) loss_class_4: 0.6809 (0.7337) loss_bbox_4: 0.1641 (0.1736) loss_giou_4: 0.4121 (0.3815) loss_class_enc: 0.8097 (0.8510) loss_bbox_enc: 0.2008 (0.2071) loss_giou_enc: 0.4647 (0.4353) loss_class_dn: 0.3726 (0.3739) loss_bbox_dn: 0.2101 (0.2473) loss_giou_dn: 0.4368 (0.4220) loss_class_dn_0: 0.4722 (0.4701) loss_bbox_dn_0: 0.3040 (0.3494) loss_giou_dn_0: 0.5706 (0.5502) loss_class_dn_1: 0.4030 (0.4033) loss_bbox_dn_1: 0.2162 (0.2726) loss_giou_dn_1: 0.4672 (0.4542) loss_class_dn_2: 0.3802 (0.3825) loss_bbox_dn_2: 0.2087 (0.2517) loss_giou_dn_2: 0.4489 (0.4286) loss_class_dn_3: 0.3725 (0.3762) loss_bbox_dn_3: 0.2087 (0.2482) loss_giou_dn_3: 0.4391 (0.4234) loss_class_dn_4: 0.3701 (0.3739) loss_bbox_dn_4: 0.2101 (0.2473) loss_giou_dn_4: 0.4368 (0.4219) loss_class_hybrid: 0.6920 (0.7358) loss_bbox_hybrid: 0.1799 (0.1855) loss_giou_hybrid: 0.4373 (0.4087) loss_class_0_hybrid: 0.7696 (0.8043) loss_bbox_0_hybrid: 0.1822 (0.1938) loss_giou_0_hybrid: 0.4508 (0.4246) loss_class_1_hybrid: 0.7431 (0.7610) loss_bbox_1_hybrid: 0.1805 (0.1889) loss_giou_1_hybrid: 0.4453 (0.4151) loss_class_2_hybrid: 0.7137 (0.7474) loss_bbox_2_hybrid: 0.1802 (0.1860) loss_giou_2_hybrid: 0.4371 (0.4104) loss_class_3_hybrid: 0.6998 (0.7392) loss_bbox_3_hybrid: 0.1809 (0.1856) loss_giou_3_hybrid: 0.4362 (0.4092) loss_class_4_hybrid: 0.6975 (0.7359) loss_bbox_4_hybrid: 0.1804 (0.1857) loss_giou_4_hybrid: 0.4356 (0.4090) loss_class_enc_hybrid: 0.7293 (0.7721) loss_bbox_enc_hybrid: 0.2225 (0.2306) loss_giou_enc_hybrid: 0.5094 (0.4820) mem: 1020 max mem: 36965 [2024-01-15 22:58:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 22:59:12 det.util.engine] INFO: Epoch: [9] [7150/11727] eta: 1:22:31 lr: 0.000100 data_time: 0.0034 iter_time: 1.0887 loss: 24.9800 (25.7901) loss_class: 0.6931 (0.7325) loss_bbox: 0.1826 (0.1737) loss_giou: 0.3503 (0.3813) loss_class_0: 0.8715 (0.9009) loss_bbox_0: 0.1705 (0.1741) loss_giou_0: 0.3477 (0.3859) loss_class_1: 0.7704 (0.7840) loss_bbox_1: 0.1740 (0.1750) loss_giou_1: 0.3399 (0.3853) loss_class_2: 0.7417 (0.7570) loss_bbox_2: 0.1756 (0.1731) loss_giou_2: 0.3452 (0.3819) loss_class_3: 0.7148 (0.7414) loss_bbox_3: 0.1736 (0.1732) loss_giou_3: 0.3454 (0.3813) loss_class_4: 0.6948 (0.7337) loss_bbox_4: 0.1827 (0.1736) loss_giou_4: 0.3501 (0.3815) loss_class_enc: 0.8292 (0.8509) loss_bbox_enc: 0.2166 (0.2071) loss_giou_enc: 0.4066 (0.4353) loss_class_dn: 0.3678 (0.3739) loss_bbox_dn: 0.2754 (0.2473) loss_giou_dn: 0.3884 (0.4220) loss_class_dn_0: 0.4655 (0.4701) loss_bbox_dn_0: 0.3823 (0.3494) loss_giou_dn_0: 0.5253 (0.5502) loss_class_dn_1: 0.4040 (0.4033) loss_bbox_dn_1: 0.3015 (0.2726) loss_giou_dn_1: 0.4249 (0.4542) loss_class_dn_2: 0.3764 (0.3825) loss_bbox_dn_2: 0.2846 (0.2517) loss_giou_dn_2: 0.3969 (0.4286) loss_class_dn_3: 0.3685 (0.3762) loss_bbox_dn_3: 0.2770 (0.2482) loss_giou_dn_3: 0.3894 (0.4234) loss_class_dn_4: 0.3667 (0.3739) loss_bbox_dn_4: 0.2752 (0.2473) loss_giou_dn_4: 0.3884 (0.4219) loss_class_hybrid: 0.7166 (0.7358) loss_bbox_hybrid: 0.1978 (0.1855) loss_giou_hybrid: 0.3831 (0.4088) loss_class_0_hybrid: 0.7983 (0.8042) loss_bbox_0_hybrid: 0.1925 (0.1937) loss_giou_0_hybrid: 0.3895 (0.4247) loss_class_1_hybrid: 0.7474 (0.7609) loss_bbox_1_hybrid: 0.1983 (0.1889) loss_giou_1_hybrid: 0.3853 (0.4152) loss_class_2_hybrid: 0.7280 (0.7474) loss_bbox_2_hybrid: 0.1937 (0.1859) loss_giou_2_hybrid: 0.3824 (0.4105) loss_class_3_hybrid: 0.7107 (0.7392) loss_bbox_3_hybrid: 0.1979 (0.1856) loss_giou_3_hybrid: 0.3801 (0.4093) loss_class_4_hybrid: 0.7107 (0.7359) loss_bbox_4_hybrid: 0.1983 (0.1857) loss_giou_4_hybrid: 0.3784 (0.4090) loss_class_enc_hybrid: 0.7555 (0.7721) loss_bbox_enc_hybrid: 0.2383 (0.2306) loss_giou_enc_hybrid: 0.4480 (0.4821) mem: 1030 max mem: 36965 [2024-01-15 22:59:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:00:04 det.util.engine] INFO: Epoch: [9] [7200/11727] eta: 1:21:36 lr: 0.000100 data_time: 0.0033 iter_time: 1.0291 loss: 24.5779 (25.7884) loss_class: 0.6758 (0.7324) loss_bbox: 0.1578 (0.1737) loss_giou: 0.3808 (0.3813) loss_class_0: 0.8324 (0.9009) loss_bbox_0: 0.1567 (0.1740) loss_giou_0: 0.3780 (0.3859) loss_class_1: 0.7137 (0.7838) loss_bbox_1: 0.1677 (0.1750) loss_giou_1: 0.3851 (0.3853) loss_class_2: 0.7007 (0.7569) loss_bbox_2: 0.1649 (0.1731) loss_giou_2: 0.3848 (0.3819) loss_class_3: 0.6970 (0.7413) loss_bbox_3: 0.1607 (0.1732) loss_giou_3: 0.3860 (0.3813) loss_class_4: 0.6835 (0.7336) loss_bbox_4: 0.1583 (0.1736) loss_giou_4: 0.3867 (0.3815) loss_class_enc: 0.7998 (0.8509) loss_bbox_enc: 0.1830 (0.2070) loss_giou_enc: 0.4265 (0.4353) loss_class_dn: 0.3738 (0.3739) loss_bbox_dn: 0.2042 (0.2472) loss_giou_dn: 0.4201 (0.4221) loss_class_dn_0: 0.4738 (0.4701) loss_bbox_dn_0: 0.3143 (0.3493) loss_giou_dn_0: 0.5500 (0.5502) loss_class_dn_1: 0.4024 (0.4032) loss_bbox_dn_1: 0.2383 (0.2725) loss_giou_dn_1: 0.4648 (0.4542) loss_class_dn_2: 0.3816 (0.3825) loss_bbox_dn_2: 0.2192 (0.2516) loss_giou_dn_2: 0.4286 (0.4287) loss_class_dn_3: 0.3756 (0.3762) loss_bbox_dn_3: 0.2072 (0.2481) loss_giou_dn_3: 0.4210 (0.4234) loss_class_dn_4: 0.3743 (0.3739) loss_bbox_dn_4: 0.2041 (0.2472) loss_giou_dn_4: 0.4200 (0.4219) loss_class_hybrid: 0.6929 (0.7357) loss_bbox_hybrid: 0.1671 (0.1855) loss_giou_hybrid: 0.4110 (0.4088) loss_class_0_hybrid: 0.7537 (0.8042) loss_bbox_0_hybrid: 0.1747 (0.1937) loss_giou_0_hybrid: 0.4200 (0.4247) loss_class_1_hybrid: 0.7299 (0.7608) loss_bbox_1_hybrid: 0.1677 (0.1889) loss_giou_1_hybrid: 0.4150 (0.4152) loss_class_2_hybrid: 0.7070 (0.7473) loss_bbox_2_hybrid: 0.1670 (0.1859) loss_giou_2_hybrid: 0.4132 (0.4105) loss_class_3_hybrid: 0.6968 (0.7391) loss_bbox_3_hybrid: 0.1672 (0.1856) loss_giou_3_hybrid: 0.4109 (0.4093) loss_class_4_hybrid: 0.6858 (0.7358) loss_bbox_4_hybrid: 0.1680 (0.1857) loss_giou_4_hybrid: 0.4096 (0.4090) loss_class_enc_hybrid: 0.7456 (0.7721) loss_bbox_enc_hybrid: 0.2043 (0.2305) loss_giou_enc_hybrid: 0.4747 (0.4821) mem: 1018 max mem: 36965 [2024-01-15 23:00:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:00:58 det.util.engine] INFO: Epoch: [9] [7250/11727] eta: 1:20:42 lr: 0.000100 data_time: 0.0034 iter_time: 1.0929 loss: 25.2473 (25.7858) loss_class: 0.7028 (0.7323) loss_bbox: 0.1766 (0.1738) loss_giou: 0.3487 (0.3812) loss_class_0: 0.9022 (0.9009) loss_bbox_0: 0.1630 (0.1740) loss_giou_0: 0.3518 (0.3857) loss_class_1: 0.7830 (0.7838) loss_bbox_1: 0.1658 (0.1751) loss_giou_1: 0.3503 (0.3851) loss_class_2: 0.7369 (0.7568) loss_bbox_2: 0.1621 (0.1731) loss_giou_2: 0.3425 (0.3817) loss_class_3: 0.7256 (0.7413) loss_bbox_3: 0.1752 (0.1732) loss_giou_3: 0.3408 (0.3811) loss_class_4: 0.7105 (0.7335) loss_bbox_4: 0.1760 (0.1736) loss_giou_4: 0.3414 (0.3814) loss_class_enc: 0.8019 (0.8509) loss_bbox_enc: 0.2292 (0.2071) loss_giou_enc: 0.4089 (0.4352) loss_class_dn: 0.3729 (0.3739) loss_bbox_dn: 0.2570 (0.2473) loss_giou_dn: 0.3899 (0.4219) loss_class_dn_0: 0.4642 (0.4701) loss_bbox_dn_0: 0.3529 (0.3494) loss_giou_dn_0: 0.5253 (0.5500) loss_class_dn_1: 0.4035 (0.4032) loss_bbox_dn_1: 0.2817 (0.2726) loss_giou_dn_1: 0.4225 (0.4541) loss_class_dn_2: 0.3818 (0.3824) loss_bbox_dn_2: 0.2635 (0.2517) loss_giou_dn_2: 0.3947 (0.4285) loss_class_dn_3: 0.3754 (0.3762) loss_bbox_dn_3: 0.2582 (0.2482) loss_giou_dn_3: 0.3919 (0.4233) loss_class_dn_4: 0.3738 (0.3739) loss_bbox_dn_4: 0.2568 (0.2473) loss_giou_dn_4: 0.3898 (0.4218) loss_class_hybrid: 0.7265 (0.7357) loss_bbox_hybrid: 0.1910 (0.1855) loss_giou_hybrid: 0.3547 (0.4086) loss_class_0_hybrid: 0.7744 (0.8042) loss_bbox_0_hybrid: 0.1901 (0.1937) loss_giou_0_hybrid: 0.3699 (0.4245) loss_class_1_hybrid: 0.7370 (0.7609) loss_bbox_1_hybrid: 0.1910 (0.1889) loss_giou_1_hybrid: 0.3638 (0.4150) loss_class_2_hybrid: 0.7351 (0.7474) loss_bbox_2_hybrid: 0.1858 (0.1859) loss_giou_2_hybrid: 0.3544 (0.4103) loss_class_3_hybrid: 0.7077 (0.7391) loss_bbox_3_hybrid: 0.1890 (0.1856) loss_giou_3_hybrid: 0.3547 (0.4091) loss_class_4_hybrid: 0.7219 (0.7358) loss_bbox_4_hybrid: 0.1929 (0.1857) loss_giou_4_hybrid: 0.3541 (0.4088) loss_class_enc_hybrid: 0.7558 (0.7721) loss_bbox_enc_hybrid: 0.2442 (0.2306) loss_giou_enc_hybrid: 0.4340 (0.4819) mem: 1033 max mem: 36965 [2024-01-15 23:00:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:01:52 det.util.engine] INFO: Epoch: [9] [7300/11727] eta: 1:19:48 lr: 0.000100 data_time: 0.0033 iter_time: 1.0741 loss: 25.4383 (25.7828) loss_class: 0.6765 (0.7323) loss_bbox: 0.1735 (0.1737) loss_giou: 0.3529 (0.3811) loss_class_0: 0.8227 (0.9008) loss_bbox_0: 0.1803 (0.1740) loss_giou_0: 0.3591 (0.3856) loss_class_1: 0.7316 (0.7838) loss_bbox_1: 0.1733 (0.1750) loss_giou_1: 0.3479 (0.3849) loss_class_2: 0.7086 (0.7569) loss_bbox_2: 0.1679 (0.1731) loss_giou_2: 0.3339 (0.3816) loss_class_3: 0.6944 (0.7413) loss_bbox_3: 0.1706 (0.1732) loss_giou_3: 0.3465 (0.3810) loss_class_4: 0.6792 (0.7335) loss_bbox_4: 0.1699 (0.1736) loss_giou_4: 0.3351 (0.3812) loss_class_enc: 0.8227 (0.8509) loss_bbox_enc: 0.2051 (0.2071) loss_giou_enc: 0.3881 (0.4351) loss_class_dn: 0.3548 (0.3738) loss_bbox_dn: 0.2489 (0.2473) loss_giou_dn: 0.3629 (0.4218) loss_class_dn_0: 0.4606 (0.4700) loss_bbox_dn_0: 0.3415 (0.3493) loss_giou_dn_0: 0.4873 (0.5499) loss_class_dn_1: 0.3930 (0.4032) loss_bbox_dn_1: 0.2684 (0.2726) loss_giou_dn_1: 0.3922 (0.4540) loss_class_dn_2: 0.3647 (0.3824) loss_bbox_dn_2: 0.2529 (0.2517) loss_giou_dn_2: 0.3710 (0.4284) loss_class_dn_3: 0.3590 (0.3762) loss_bbox_dn_3: 0.2495 (0.2482) loss_giou_dn_3: 0.3625 (0.4232) loss_class_dn_4: 0.3542 (0.3739) loss_bbox_dn_4: 0.2490 (0.2473) loss_giou_dn_4: 0.3624 (0.4217) loss_class_hybrid: 0.6946 (0.7358) loss_bbox_hybrid: 0.1851 (0.1855) loss_giou_hybrid: 0.3513 (0.4084) loss_class_0_hybrid: 0.7505 (0.8042) loss_bbox_0_hybrid: 0.1967 (0.1937) loss_giou_0_hybrid: 0.3593 (0.4243) loss_class_1_hybrid: 0.7136 (0.7609) loss_bbox_1_hybrid: 0.1839 (0.1889) loss_giou_1_hybrid: 0.3620 (0.4148) loss_class_2_hybrid: 0.7029 (0.7474) loss_bbox_2_hybrid: 0.1836 (0.1859) loss_giou_2_hybrid: 0.3487 (0.4101) loss_class_3_hybrid: 0.6884 (0.7392) loss_bbox_3_hybrid: 0.1835 (0.1856) loss_giou_3_hybrid: 0.3527 (0.4089) loss_class_4_hybrid: 0.6867 (0.7358) loss_bbox_4_hybrid: 0.1851 (0.1856) loss_giou_4_hybrid: 0.3501 (0.4087) loss_class_enc_hybrid: 0.7311 (0.7722) loss_bbox_enc_hybrid: 0.2294 (0.2306) loss_giou_enc_hybrid: 0.4138 (0.4817) mem: 1026 max mem: 36965 [2024-01-15 23:01:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:02:46 det.util.engine] INFO: Epoch: [9] [7350/11727] eta: 1:18:54 lr: 0.000100 data_time: 0.0032 iter_time: 1.0381 loss: 25.7188 (25.7831) loss_class: 0.8006 (0.7324) loss_bbox: 0.1644 (0.1738) loss_giou: 0.3464 (0.3810) loss_class_0: 0.9446 (0.9008) loss_bbox_0: 0.1641 (0.1740) loss_giou_0: 0.3572 (0.3855) loss_class_1: 0.8443 (0.7839) loss_bbox_1: 0.1622 (0.1750) loss_giou_1: 0.3665 (0.3849) loss_class_2: 0.8022 (0.7569) loss_bbox_2: 0.1671 (0.1731) loss_giou_2: 0.3497 (0.3815) loss_class_3: 0.7985 (0.7414) loss_bbox_3: 0.1620 (0.1732) loss_giou_3: 0.3424 (0.3809) loss_class_4: 0.7876 (0.7336) loss_bbox_4: 0.1635 (0.1736) loss_giou_4: 0.3462 (0.3811) loss_class_enc: 0.8825 (0.8509) loss_bbox_enc: 0.2030 (0.2071) loss_giou_enc: 0.4232 (0.4350) loss_class_dn: 0.3803 (0.3738) loss_bbox_dn: 0.2499 (0.2473) loss_giou_dn: 0.4126 (0.4218) loss_class_dn_0: 0.4738 (0.4700) loss_bbox_dn_0: 0.3288 (0.3494) loss_giou_dn_0: 0.5564 (0.5499) loss_class_dn_1: 0.4045 (0.4032) loss_bbox_dn_1: 0.2623 (0.2726) loss_giou_dn_1: 0.4551 (0.4540) loss_class_dn_2: 0.3922 (0.3824) loss_bbox_dn_2: 0.2518 (0.2517) loss_giou_dn_2: 0.4198 (0.4284) loss_class_dn_3: 0.3817 (0.3762) loss_bbox_dn_3: 0.2492 (0.2482) loss_giou_dn_3: 0.4125 (0.4232) loss_class_dn_4: 0.3805 (0.3739) loss_bbox_dn_4: 0.2499 (0.2473) loss_giou_dn_4: 0.4125 (0.4217) loss_class_hybrid: 0.7543 (0.7358) loss_bbox_hybrid: 0.1939 (0.1855) loss_giou_hybrid: 0.3772 (0.4084) loss_class_0_hybrid: 0.8051 (0.8043) loss_bbox_0_hybrid: 0.1899 (0.1937) loss_giou_0_hybrid: 0.3962 (0.4242) loss_class_1_hybrid: 0.7681 (0.7609) loss_bbox_1_hybrid: 0.1986 (0.1889) loss_giou_1_hybrid: 0.3799 (0.4148) loss_class_2_hybrid: 0.7516 (0.7474) loss_bbox_2_hybrid: 0.1945 (0.1859) loss_giou_2_hybrid: 0.3745 (0.4101) loss_class_3_hybrid: 0.7578 (0.7392) loss_bbox_3_hybrid: 0.1929 (0.1856) loss_giou_3_hybrid: 0.3812 (0.4089) loss_class_4_hybrid: 0.7508 (0.7359) loss_bbox_4_hybrid: 0.1932 (0.1857) loss_giou_4_hybrid: 0.3788 (0.4086) loss_class_enc_hybrid: 0.7805 (0.7722) loss_bbox_enc_hybrid: 0.2290 (0.2306) loss_giou_enc_hybrid: 0.4507 (0.4817) mem: 1026 max mem: 36965 [2024-01-15 23:02:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:03:38 det.util.engine] INFO: Epoch: [9] [7400/11727] eta: 1:17:58 lr: 0.000100 data_time: 0.0033 iter_time: 1.0384 loss: 24.7850 (25.7824) loss_class: 0.7389 (0.7325) loss_bbox: 0.1530 (0.1737) loss_giou: 0.3738 (0.3810) loss_class_0: 0.8702 (0.9008) loss_bbox_0: 0.1505 (0.1739) loss_giou_0: 0.3788 (0.3855) loss_class_1: 0.7786 (0.7840) loss_bbox_1: 0.1476 (0.1750) loss_giou_1: 0.3571 (0.3848) loss_class_2: 0.7740 (0.7571) loss_bbox_2: 0.1479 (0.1730) loss_giou_2: 0.3666 (0.3815) loss_class_3: 0.7520 (0.7415) loss_bbox_3: 0.1489 (0.1731) loss_giou_3: 0.3626 (0.3808) loss_class_4: 0.7414 (0.7337) loss_bbox_4: 0.1519 (0.1736) loss_giou_4: 0.3718 (0.3811) loss_class_enc: 0.8471 (0.8510) loss_bbox_enc: 0.1858 (0.2070) loss_giou_enc: 0.4271 (0.4350) loss_class_dn: 0.3715 (0.3738) loss_bbox_dn: 0.2249 (0.2473) loss_giou_dn: 0.4189 (0.4218) loss_class_dn_0: 0.4668 (0.4700) loss_bbox_dn_0: 0.3213 (0.3493) loss_giou_dn_0: 0.5619 (0.5499) loss_class_dn_1: 0.4021 (0.4032) loss_bbox_dn_1: 0.2571 (0.2725) loss_giou_dn_1: 0.4524 (0.4540) loss_class_dn_2: 0.3762 (0.3824) loss_bbox_dn_2: 0.2341 (0.2517) loss_giou_dn_2: 0.4287 (0.4284) loss_class_dn_3: 0.3695 (0.3761) loss_bbox_dn_3: 0.2274 (0.2482) loss_giou_dn_3: 0.4181 (0.4232) loss_class_dn_4: 0.3693 (0.3739) loss_bbox_dn_4: 0.2252 (0.2472) loss_giou_dn_4: 0.4189 (0.4217) loss_class_hybrid: 0.7360 (0.7359) loss_bbox_hybrid: 0.1556 (0.1854) loss_giou_hybrid: 0.3735 (0.4083) loss_class_0_hybrid: 0.7889 (0.8044) loss_bbox_0_hybrid: 0.1653 (0.1936) loss_giou_0_hybrid: 0.3976 (0.4242) loss_class_1_hybrid: 0.7568 (0.7611) loss_bbox_1_hybrid: 0.1567 (0.1888) loss_giou_1_hybrid: 0.3829 (0.4147) loss_class_2_hybrid: 0.7539 (0.7476) loss_bbox_2_hybrid: 0.1548 (0.1858) loss_giou_2_hybrid: 0.3805 (0.4100) loss_class_3_hybrid: 0.7456 (0.7394) loss_bbox_3_hybrid: 0.1535 (0.1855) loss_giou_3_hybrid: 0.3752 (0.4088) loss_class_4_hybrid: 0.7440 (0.7360) loss_bbox_4_hybrid: 0.1558 (0.1856) loss_giou_4_hybrid: 0.3742 (0.4085) loss_class_enc_hybrid: 0.7808 (0.7724) loss_bbox_enc_hybrid: 0.2044 (0.2305) loss_giou_enc_hybrid: 0.4639 (0.4816) mem: 1019 max mem: 36965 [2024-01-15 23:03:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:04:31 det.util.engine] INFO: Epoch: [9] [7450/11727] eta: 1:17:04 lr: 0.000100 data_time: 0.0031 iter_time: 1.0481 loss: 25.5495 (25.7822) loss_class: 0.7406 (0.7324) loss_bbox: 0.1735 (0.1737) loss_giou: 0.3479 (0.3811) loss_class_0: 0.8847 (0.9007) loss_bbox_0: 0.1735 (0.1739) loss_giou_0: 0.3484 (0.3856) loss_class_1: 0.7797 (0.7839) loss_bbox_1: 0.1745 (0.1750) loss_giou_1: 0.3563 (0.3849) loss_class_2: 0.7708 (0.7569) loss_bbox_2: 0.1775 (0.1730) loss_giou_2: 0.3637 (0.3816) loss_class_3: 0.7646 (0.7415) loss_bbox_3: 0.1728 (0.1731) loss_giou_3: 0.3448 (0.3810) loss_class_4: 0.7290 (0.7336) loss_bbox_4: 0.1744 (0.1736) loss_giou_4: 0.3529 (0.3812) loss_class_enc: 0.8768 (0.8511) loss_bbox_enc: 0.2006 (0.2070) loss_giou_enc: 0.4014 (0.4350) loss_class_dn: 0.3789 (0.3738) loss_bbox_dn: 0.2468 (0.2471) loss_giou_dn: 0.4037 (0.4218) loss_class_dn_0: 0.4739 (0.4700) loss_bbox_dn_0: 0.3347 (0.3492) loss_giou_dn_0: 0.5435 (0.5499) loss_class_dn_1: 0.4108 (0.4032) loss_bbox_dn_1: 0.2697 (0.2724) loss_giou_dn_1: 0.4403 (0.4540) loss_class_dn_2: 0.3844 (0.3824) loss_bbox_dn_2: 0.2511 (0.2515) loss_giou_dn_2: 0.4156 (0.4284) loss_class_dn_3: 0.3770 (0.3762) loss_bbox_dn_3: 0.2497 (0.2480) loss_giou_dn_3: 0.4064 (0.4232) loss_class_dn_4: 0.3755 (0.3739) loss_bbox_dn_4: 0.2466 (0.2471) loss_giou_dn_4: 0.4037 (0.4217) loss_class_hybrid: 0.7333 (0.7358) loss_bbox_hybrid: 0.1848 (0.1854) loss_giou_hybrid: 0.3524 (0.4085) loss_class_0_hybrid: 0.8077 (0.8043) loss_bbox_0_hybrid: 0.1948 (0.1936) loss_giou_0_hybrid: 0.3770 (0.4243) loss_class_1_hybrid: 0.7400 (0.7610) loss_bbox_1_hybrid: 0.1902 (0.1888) loss_giou_1_hybrid: 0.3606 (0.4148) loss_class_2_hybrid: 0.7473 (0.7475) loss_bbox_2_hybrid: 0.1863 (0.1859) loss_giou_2_hybrid: 0.3607 (0.4101) loss_class_3_hybrid: 0.7430 (0.7393) loss_bbox_3_hybrid: 0.1825 (0.1856) loss_giou_3_hybrid: 0.3552 (0.4089) loss_class_4_hybrid: 0.7364 (0.7359) loss_bbox_4_hybrid: 0.1826 (0.1856) loss_giou_4_hybrid: 0.3559 (0.4087) loss_class_enc_hybrid: 0.7775 (0.7723) loss_bbox_enc_hybrid: 0.2195 (0.2305) loss_giou_enc_hybrid: 0.4468 (0.4817) mem: 1025 max mem: 36965 [2024-01-15 23:04:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:05:25 det.util.engine] INFO: Epoch: [9] [7500/11727] eta: 1:16:09 lr: 0.000100 data_time: 0.0038 iter_time: 1.0345 loss: 26.2883 (25.7876) loss_class: 0.7627 (0.7327) loss_bbox: 0.1679 (0.1737) loss_giou: 0.3779 (0.3812) loss_class_0: 0.9636 (0.9009) loss_bbox_0: 0.1826 (0.1740) loss_giou_0: 0.3639 (0.3856) loss_class_1: 0.8067 (0.7841) loss_bbox_1: 0.1805 (0.1751) loss_giou_1: 0.3819 (0.3850) loss_class_2: 0.8063 (0.7571) loss_bbox_2: 0.1796 (0.1731) loss_giou_2: 0.3756 (0.3817) loss_class_3: 0.7783 (0.7417) loss_bbox_3: 0.1788 (0.1731) loss_giou_3: 0.3744 (0.3810) loss_class_4: 0.7450 (0.7339) loss_bbox_4: 0.1681 (0.1736) loss_giou_4: 0.3779 (0.3813) loss_class_enc: 0.8805 (0.8512) loss_bbox_enc: 0.2071 (0.2070) loss_giou_enc: 0.4222 (0.4352) loss_class_dn: 0.3659 (0.3739) loss_bbox_dn: 0.2513 (0.2471) loss_giou_dn: 0.4179 (0.4219) loss_class_dn_0: 0.4835 (0.4701) loss_bbox_dn_0: 0.3445 (0.3492) loss_giou_dn_0: 0.5309 (0.5500) loss_class_dn_1: 0.4004 (0.4033) loss_bbox_dn_1: 0.2703 (0.2724) loss_giou_dn_1: 0.4492 (0.4541) loss_class_dn_2: 0.3758 (0.3825) loss_bbox_dn_2: 0.2521 (0.2515) loss_giou_dn_2: 0.4252 (0.4285) loss_class_dn_3: 0.3690 (0.3762) loss_bbox_dn_3: 0.2523 (0.2480) loss_giou_dn_3: 0.4210 (0.4233) loss_class_dn_4: 0.3646 (0.3739) loss_bbox_dn_4: 0.2514 (0.2471) loss_giou_dn_4: 0.4179 (0.4218) loss_class_hybrid: 0.7729 (0.7360) loss_bbox_hybrid: 0.1885 (0.1855) loss_giou_hybrid: 0.3933 (0.4086) loss_class_0_hybrid: 0.8678 (0.8044) loss_bbox_0_hybrid: 0.1963 (0.1937) loss_giou_0_hybrid: 0.4079 (0.4244) loss_class_1_hybrid: 0.7995 (0.7611) loss_bbox_1_hybrid: 0.1936 (0.1889) loss_giou_1_hybrid: 0.3960 (0.4150) loss_class_2_hybrid: 0.7713 (0.7476) loss_bbox_2_hybrid: 0.1906 (0.1859) loss_giou_2_hybrid: 0.3906 (0.4103) loss_class_3_hybrid: 0.7624 (0.7394) loss_bbox_3_hybrid: 0.1901 (0.1856) loss_giou_3_hybrid: 0.3950 (0.4091) loss_class_4_hybrid: 0.7651 (0.7361) loss_bbox_4_hybrid: 0.1885 (0.1856) loss_giou_4_hybrid: 0.3939 (0.4088) loss_class_enc_hybrid: 0.8007 (0.7724) loss_bbox_enc_hybrid: 0.2452 (0.2305) loss_giou_enc_hybrid: 0.4628 (0.4818) mem: 1021 max mem: 36965 [2024-01-15 23:05:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:06:18 det.util.engine] INFO: Epoch: [9] [7550/11727] eta: 1:15:15 lr: 0.000100 data_time: 0.0034 iter_time: 1.0678 loss: 26.3650 (25.7871) loss_class: 0.7334 (0.7327) loss_bbox: 0.1738 (0.1737) loss_giou: 0.3869 (0.3811) loss_class_0: 0.8981 (0.9008) loss_bbox_0: 0.1759 (0.1740) loss_giou_0: 0.3916 (0.3856) loss_class_1: 0.8088 (0.7841) loss_bbox_1: 0.1749 (0.1751) loss_giou_1: 0.3980 (0.3850) loss_class_2: 0.7775 (0.7572) loss_bbox_2: 0.1679 (0.1731) loss_giou_2: 0.3919 (0.3816) loss_class_3: 0.7490 (0.7417) loss_bbox_3: 0.1693 (0.1732) loss_giou_3: 0.3876 (0.3810) loss_class_4: 0.7375 (0.7339) loss_bbox_4: 0.1728 (0.1736) loss_giou_4: 0.3823 (0.3812) loss_class_enc: 0.8433 (0.8512) loss_bbox_enc: 0.1988 (0.2070) loss_giou_enc: 0.4449 (0.4351) loss_class_dn: 0.3847 (0.3739) loss_bbox_dn: 0.2385 (0.2472) loss_giou_dn: 0.4273 (0.4219) loss_class_dn_0: 0.4697 (0.4700) loss_bbox_dn_0: 0.3261 (0.3492) loss_giou_dn_0: 0.5642 (0.5499) loss_class_dn_1: 0.4030 (0.4032) loss_bbox_dn_1: 0.2499 (0.2725) loss_giou_dn_1: 0.4627 (0.4541) loss_class_dn_2: 0.3846 (0.3824) loss_bbox_dn_2: 0.2387 (0.2516) loss_giou_dn_2: 0.4341 (0.4285) loss_class_dn_3: 0.3842 (0.3762) loss_bbox_dn_3: 0.2399 (0.2481) loss_giou_dn_3: 0.4306 (0.4232) loss_class_dn_4: 0.3847 (0.3739) loss_bbox_dn_4: 0.2386 (0.2472) loss_giou_dn_4: 0.4273 (0.4217) loss_class_hybrid: 0.7679 (0.7360) loss_bbox_hybrid: 0.1827 (0.1855) loss_giou_hybrid: 0.4201 (0.4085) loss_class_0_hybrid: 0.8037 (0.8044) loss_bbox_0_hybrid: 0.1975 (0.1937) loss_giou_0_hybrid: 0.4305 (0.4244) loss_class_1_hybrid: 0.7817 (0.7611) loss_bbox_1_hybrid: 0.1922 (0.1889) loss_giou_1_hybrid: 0.4235 (0.4149) loss_class_2_hybrid: 0.7660 (0.7477) loss_bbox_2_hybrid: 0.1866 (0.1859) loss_giou_2_hybrid: 0.4271 (0.4102) loss_class_3_hybrid: 0.7831 (0.7395) loss_bbox_3_hybrid: 0.1861 (0.1856) loss_giou_3_hybrid: 0.4224 (0.4090) loss_class_4_hybrid: 0.7653 (0.7362) loss_bbox_4_hybrid: 0.1838 (0.1857) loss_giou_4_hybrid: 0.4216 (0.4087) loss_class_enc_hybrid: 0.7469 (0.7724) loss_bbox_enc_hybrid: 0.2239 (0.2305) loss_giou_enc_hybrid: 0.4788 (0.4818) mem: 1037 max mem: 36965 [2024-01-15 23:06:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:07:11 det.util.engine] INFO: Epoch: [9] [7600/11727] eta: 1:14:20 lr: 0.000100 data_time: 0.0033 iter_time: 1.0650 loss: 25.4148 (25.7862) loss_class: 0.7259 (0.7326) loss_bbox: 0.1708 (0.1738) loss_giou: 0.3669 (0.3811) loss_class_0: 0.8677 (0.9007) loss_bbox_0: 0.1704 (0.1740) loss_giou_0: 0.3685 (0.3856) loss_class_1: 0.7567 (0.7840) loss_bbox_1: 0.1692 (0.1751) loss_giou_1: 0.3686 (0.3850) loss_class_2: 0.7622 (0.7572) loss_bbox_2: 0.1621 (0.1731) loss_giou_2: 0.3557 (0.3816) loss_class_3: 0.7248 (0.7416) loss_bbox_3: 0.1660 (0.1732) loss_giou_3: 0.3587 (0.3810) loss_class_4: 0.7071 (0.7338) loss_bbox_4: 0.1690 (0.1737) loss_giou_4: 0.3663 (0.3813) loss_class_enc: 0.8488 (0.8511) loss_bbox_enc: 0.2016 (0.2071) loss_giou_enc: 0.4153 (0.4351) loss_class_dn: 0.3651 (0.3738) loss_bbox_dn: 0.2499 (0.2471) loss_giou_dn: 0.4212 (0.4218) loss_class_dn_0: 0.4562 (0.4700) loss_bbox_dn_0: 0.3356 (0.3492) loss_giou_dn_0: 0.5329 (0.5499) loss_class_dn_1: 0.3962 (0.4032) loss_bbox_dn_1: 0.2732 (0.2724) loss_giou_dn_1: 0.4367 (0.4540) loss_class_dn_2: 0.3738 (0.3824) loss_bbox_dn_2: 0.2537 (0.2515) loss_giou_dn_2: 0.4261 (0.4284) loss_class_dn_3: 0.3676 (0.3762) loss_bbox_dn_3: 0.2500 (0.2480) loss_giou_dn_3: 0.4224 (0.4232) loss_class_dn_4: 0.3665 (0.3739) loss_bbox_dn_4: 0.2500 (0.2471) loss_giou_dn_4: 0.4213 (0.4217) loss_class_hybrid: 0.7264 (0.7361) loss_bbox_hybrid: 0.1865 (0.1855) loss_giou_hybrid: 0.3988 (0.4085) loss_class_0_hybrid: 0.7861 (0.8043) loss_bbox_0_hybrid: 0.1952 (0.1938) loss_giou_0_hybrid: 0.4034 (0.4243) loss_class_1_hybrid: 0.7431 (0.7611) loss_bbox_1_hybrid: 0.1908 (0.1889) loss_giou_1_hybrid: 0.4003 (0.4149) loss_class_2_hybrid: 0.7344 (0.7477) loss_bbox_2_hybrid: 0.1867 (0.1860) loss_giou_2_hybrid: 0.3951 (0.4101) loss_class_3_hybrid: 0.7105 (0.7395) loss_bbox_3_hybrid: 0.1854 (0.1857) loss_giou_3_hybrid: 0.3994 (0.4090) loss_class_4_hybrid: 0.7208 (0.7361) loss_bbox_4_hybrid: 0.1872 (0.1857) loss_giou_4_hybrid: 0.3976 (0.4087) loss_class_enc_hybrid: 0.7515 (0.7724) loss_bbox_enc_hybrid: 0.2323 (0.2306) loss_giou_enc_hybrid: 0.4631 (0.4817) mem: 1033 max mem: 36965 [2024-01-15 23:07:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:08:05 det.util.engine] INFO: Epoch: [9] [7650/11727] eta: 1:13:26 lr: 0.000100 data_time: 0.0031 iter_time: 1.0495 loss: 25.8625 (25.7827) loss_class: 0.7279 (0.7326) loss_bbox: 0.1712 (0.1738) loss_giou: 0.3578 (0.3810) loss_class_0: 0.8737 (0.9007) loss_bbox_0: 0.1752 (0.1740) loss_giou_0: 0.3750 (0.3855) loss_class_1: 0.7805 (0.7839) loss_bbox_1: 0.1728 (0.1751) loss_giou_1: 0.3659 (0.3849) loss_class_2: 0.7265 (0.7570) loss_bbox_2: 0.1755 (0.1731) loss_giou_2: 0.3591 (0.3815) loss_class_3: 0.7229 (0.7416) loss_bbox_3: 0.1737 (0.1732) loss_giou_3: 0.3529 (0.3809) loss_class_4: 0.7179 (0.7338) loss_bbox_4: 0.1712 (0.1737) loss_giou_4: 0.3581 (0.3811) loss_class_enc: 0.8302 (0.8511) loss_bbox_enc: 0.2087 (0.2071) loss_giou_enc: 0.4335 (0.4350) loss_class_dn: 0.3753 (0.3738) loss_bbox_dn: 0.2771 (0.2472) loss_giou_dn: 0.4117 (0.4217) loss_class_dn_0: 0.4632 (0.4700) loss_bbox_dn_0: 0.3694 (0.3493) loss_giou_dn_0: 0.5602 (0.5497) loss_class_dn_1: 0.3996 (0.4032) loss_bbox_dn_1: 0.2982 (0.2725) loss_giou_dn_1: 0.4546 (0.4539) loss_class_dn_2: 0.3843 (0.3824) loss_bbox_dn_2: 0.2828 (0.2516) loss_giou_dn_2: 0.4204 (0.4283) loss_class_dn_3: 0.3751 (0.3761) loss_bbox_dn_3: 0.2769 (0.2481) loss_giou_dn_3: 0.4136 (0.4230) loss_class_dn_4: 0.3735 (0.3738) loss_bbox_dn_4: 0.2769 (0.2472) loss_giou_dn_4: 0.4114 (0.4215) loss_class_hybrid: 0.7354 (0.7360) loss_bbox_hybrid: 0.1900 (0.1855) loss_giou_hybrid: 0.3738 (0.4083) loss_class_0_hybrid: 0.7865 (0.8044) loss_bbox_0_hybrid: 0.1892 (0.1937) loss_giou_0_hybrid: 0.3905 (0.4242) loss_class_1_hybrid: 0.7211 (0.7610) loss_bbox_1_hybrid: 0.1871 (0.1889) loss_giou_1_hybrid: 0.3834 (0.4147) loss_class_2_hybrid: 0.7173 (0.7476) loss_bbox_2_hybrid: 0.1922 (0.1860) loss_giou_2_hybrid: 0.3749 (0.4100) loss_class_3_hybrid: 0.7171 (0.7394) loss_bbox_3_hybrid: 0.1888 (0.1857) loss_giou_3_hybrid: 0.3700 (0.4088) loss_class_4_hybrid: 0.7186 (0.7361) loss_bbox_4_hybrid: 0.1892 (0.1857) loss_giou_4_hybrid: 0.3728 (0.4085) loss_class_enc_hybrid: 0.7497 (0.7723) loss_bbox_enc_hybrid: 0.2464 (0.2306) loss_giou_enc_hybrid: 0.4657 (0.4816) mem: 1023 max mem: 36965 [2024-01-15 23:08:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:08:58 det.util.engine] INFO: Epoch: [9] [7700/11727] eta: 1:12:32 lr: 0.000100 data_time: 0.0033 iter_time: 1.0836 loss: 26.3480 (25.7822) loss_class: 0.7324 (0.7326) loss_bbox: 0.1671 (0.1738) loss_giou: 0.4068 (0.3810) loss_class_0: 0.8950 (0.9006) loss_bbox_0: 0.1730 (0.1740) loss_giou_0: 0.3842 (0.3855) loss_class_1: 0.7649 (0.7838) loss_bbox_1: 0.1862 (0.1752) loss_giou_1: 0.4035 (0.3849) loss_class_2: 0.7539 (0.7570) loss_bbox_2: 0.1609 (0.1731) loss_giou_2: 0.3940 (0.3815) loss_class_3: 0.7342 (0.7416) loss_bbox_3: 0.1698 (0.1732) loss_giou_3: 0.3995 (0.3809) loss_class_4: 0.7323 (0.7338) loss_bbox_4: 0.1689 (0.1736) loss_giou_4: 0.4066 (0.3812) loss_class_enc: 0.8526 (0.8510) loss_bbox_enc: 0.1959 (0.2071) loss_giou_enc: 0.4485 (0.4350) loss_class_dn: 0.3984 (0.3738) loss_bbox_dn: 0.2331 (0.2471) loss_giou_dn: 0.4433 (0.4217) loss_class_dn_0: 0.4619 (0.4700) loss_bbox_dn_0: 0.3150 (0.3492) loss_giou_dn_0: 0.5723 (0.5498) loss_class_dn_1: 0.4122 (0.4032) loss_bbox_dn_1: 0.2415 (0.2724) loss_giou_dn_1: 0.4785 (0.4539) loss_class_dn_2: 0.3964 (0.3824) loss_bbox_dn_2: 0.2380 (0.2515) loss_giou_dn_2: 0.4467 (0.4283) loss_class_dn_3: 0.3925 (0.3761) loss_bbox_dn_3: 0.2343 (0.2480) loss_giou_dn_3: 0.4456 (0.4231) loss_class_dn_4: 0.3899 (0.3739) loss_bbox_dn_4: 0.2330 (0.2471) loss_giou_dn_4: 0.4431 (0.4216) loss_class_hybrid: 0.7321 (0.7359) loss_bbox_hybrid: 0.1844 (0.1855) loss_giou_hybrid: 0.4324 (0.4084) loss_class_0_hybrid: 0.7898 (0.8043) loss_bbox_0_hybrid: 0.1859 (0.1937) loss_giou_0_hybrid: 0.4444 (0.4242) loss_class_1_hybrid: 0.7502 (0.7610) loss_bbox_1_hybrid: 0.1855 (0.1889) loss_giou_1_hybrid: 0.4374 (0.4148) loss_class_2_hybrid: 0.7495 (0.7476) loss_bbox_2_hybrid: 0.1849 (0.1859) loss_giou_2_hybrid: 0.4335 (0.4100) loss_class_3_hybrid: 0.7416 (0.7394) loss_bbox_3_hybrid: 0.1854 (0.1856) loss_giou_3_hybrid: 0.4331 (0.4089) loss_class_4_hybrid: 0.7189 (0.7360) loss_bbox_4_hybrid: 0.1806 (0.1857) loss_giou_4_hybrid: 0.4325 (0.4086) loss_class_enc_hybrid: 0.7719 (0.7723) loss_bbox_enc_hybrid: 0.2270 (0.2305) loss_giou_enc_hybrid: 0.5085 (0.4816) mem: 1030 max mem: 36965 [2024-01-15 23:08:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:09:57 det.util.engine] INFO: Epoch: [9] [7750/11727] eta: 1:11:40 lr: 0.000100 data_time: 0.0032 iter_time: 1.2907 loss: 24.6509 (25.7829) loss_class: 0.6897 (0.7326) loss_bbox: 0.1719 (0.1738) loss_giou: 0.3605 (0.3810) loss_class_0: 0.8599 (0.9006) loss_bbox_0: 0.1758 (0.1741) loss_giou_0: 0.3723 (0.3856) loss_class_1: 0.7066 (0.7838) loss_bbox_1: 0.1844 (0.1752) loss_giou_1: 0.3668 (0.3850) loss_class_2: 0.6870 (0.7570) loss_bbox_2: 0.1791 (0.1731) loss_giou_2: 0.3618 (0.3815) loss_class_3: 0.6728 (0.7416) loss_bbox_3: 0.1726 (0.1732) loss_giou_3: 0.3659 (0.3809) loss_class_4: 0.6954 (0.7338) loss_bbox_4: 0.1755 (0.1737) loss_giou_4: 0.3645 (0.3812) loss_class_enc: 0.7985 (0.8510) loss_bbox_enc: 0.2024 (0.2071) loss_giou_enc: 0.4120 (0.4350) loss_class_dn: 0.3686 (0.3738) loss_bbox_dn: 0.2236 (0.2471) loss_giou_dn: 0.4011 (0.4217) loss_class_dn_0: 0.4594 (0.4700) loss_bbox_dn_0: 0.3324 (0.3492) loss_giou_dn_0: 0.5339 (0.5498) loss_class_dn_1: 0.3946 (0.4032) loss_bbox_dn_1: 0.2495 (0.2725) loss_giou_dn_1: 0.4423 (0.4539) loss_class_dn_2: 0.3716 (0.3824) loss_bbox_dn_2: 0.2278 (0.2516) loss_giou_dn_2: 0.4093 (0.4283) loss_class_dn_3: 0.3663 (0.3761) loss_bbox_dn_3: 0.2254 (0.2480) loss_giou_dn_3: 0.4032 (0.4230) loss_class_dn_4: 0.3645 (0.3738) loss_bbox_dn_4: 0.2238 (0.2471) loss_giou_dn_4: 0.4010 (0.4215) loss_class_hybrid: 0.7148 (0.7360) loss_bbox_hybrid: 0.1821 (0.1855) loss_giou_hybrid: 0.3765 (0.4084) loss_class_0_hybrid: 0.7726 (0.8042) loss_bbox_0_hybrid: 0.1932 (0.1938) loss_giou_0_hybrid: 0.3887 (0.4242) loss_class_1_hybrid: 0.7297 (0.7610) loss_bbox_1_hybrid: 0.1819 (0.1889) loss_giou_1_hybrid: 0.3846 (0.4148) loss_class_2_hybrid: 0.7213 (0.7476) loss_bbox_2_hybrid: 0.1789 (0.1860) loss_giou_2_hybrid: 0.3774 (0.4100) loss_class_3_hybrid: 0.7106 (0.7394) loss_bbox_3_hybrid: 0.1782 (0.1857) loss_giou_3_hybrid: 0.3783 (0.4089) loss_class_4_hybrid: 0.7135 (0.7361) loss_bbox_4_hybrid: 0.1785 (0.1857) loss_giou_4_hybrid: 0.3780 (0.4086) loss_class_enc_hybrid: 0.7458 (0.7722) loss_bbox_enc_hybrid: 0.2308 (0.2306) loss_giou_enc_hybrid: 0.4559 (0.4817) mem: 1032 max mem: 36965 [2024-01-15 23:09:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:10:51 det.util.engine] INFO: Epoch: [9] [7800/11727] eta: 1:10:46 lr: 0.000100 data_time: 0.0037 iter_time: 1.0933 loss: 25.5059 (25.7836) loss_class: 0.7482 (0.7327) loss_bbox: 0.1577 (0.1738) loss_giou: 0.3395 (0.3810) loss_class_0: 0.8978 (0.9005) loss_bbox_0: 0.1732 (0.1741) loss_giou_0: 0.3472 (0.3856) loss_class_1: 0.7869 (0.7839) loss_bbox_1: 0.1663 (0.1752) loss_giou_1: 0.3405 (0.3850) loss_class_2: 0.7560 (0.7571) loss_bbox_2: 0.1689 (0.1731) loss_giou_2: 0.3447 (0.3816) loss_class_3: 0.7621 (0.7416) loss_bbox_3: 0.1676 (0.1732) loss_giou_3: 0.3413 (0.3809) loss_class_4: 0.7641 (0.7339) loss_bbox_4: 0.1578 (0.1736) loss_giou_4: 0.3395 (0.3812) loss_class_enc: 0.8499 (0.8510) loss_bbox_enc: 0.1903 (0.2071) loss_giou_enc: 0.3919 (0.4351) loss_class_dn: 0.3721 (0.3738) loss_bbox_dn: 0.2536 (0.2471) loss_giou_dn: 0.4053 (0.4217) loss_class_dn_0: 0.4685 (0.4700) loss_bbox_dn_0: 0.3638 (0.3492) loss_giou_dn_0: 0.5178 (0.5498) loss_class_dn_1: 0.4033 (0.4032) loss_bbox_dn_1: 0.2759 (0.2724) loss_giou_dn_1: 0.4373 (0.4539) loss_class_dn_2: 0.3845 (0.3824) loss_bbox_dn_2: 0.2513 (0.2515) loss_giou_dn_2: 0.4071 (0.4283) loss_class_dn_3: 0.3755 (0.3761) loss_bbox_dn_3: 0.2539 (0.2480) loss_giou_dn_3: 0.4044 (0.4230) loss_class_dn_4: 0.3751 (0.3738) loss_bbox_dn_4: 0.2537 (0.2471) loss_giou_dn_4: 0.4049 (0.4215) loss_class_hybrid: 0.7337 (0.7360) loss_bbox_hybrid: 0.1806 (0.1855) loss_giou_hybrid: 0.3854 (0.4084) loss_class_0_hybrid: 0.7980 (0.8043) loss_bbox_0_hybrid: 0.1879 (0.1937) loss_giou_0_hybrid: 0.3982 (0.4243) loss_class_1_hybrid: 0.7447 (0.7611) loss_bbox_1_hybrid: 0.1833 (0.1889) loss_giou_1_hybrid: 0.3914 (0.4148) loss_class_2_hybrid: 0.7382 (0.7477) loss_bbox_2_hybrid: 0.1831 (0.1859) loss_giou_2_hybrid: 0.3885 (0.4101) loss_class_3_hybrid: 0.7467 (0.7395) loss_bbox_3_hybrid: 0.1808 (0.1856) loss_giou_3_hybrid: 0.3893 (0.4089) loss_class_4_hybrid: 0.7450 (0.7362) loss_bbox_4_hybrid: 0.1811 (0.1857) loss_giou_4_hybrid: 0.3868 (0.4086) loss_class_enc_hybrid: 0.7795 (0.7723) loss_bbox_enc_hybrid: 0.2184 (0.2306) loss_giou_enc_hybrid: 0.4553 (0.4817) mem: 1015 max mem: 36965 [2024-01-15 23:10:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:11:44 det.util.engine] INFO: Epoch: [9] [7850/11727] eta: 1:09:51 lr: 0.000100 data_time: 0.0034 iter_time: 1.0515 loss: 25.5002 (25.7836) loss_class: 0.6992 (0.7327) loss_bbox: 0.1687 (0.1738) loss_giou: 0.3441 (0.3809) loss_class_0: 0.8531 (0.9005) loss_bbox_0: 0.1711 (0.1741) loss_giou_0: 0.3398 (0.3855) loss_class_1: 0.7325 (0.7839) loss_bbox_1: 0.1698 (0.1752) loss_giou_1: 0.3459 (0.3849) loss_class_2: 0.7132 (0.7571) loss_bbox_2: 0.1676 (0.1732) loss_giou_2: 0.3388 (0.3815) loss_class_3: 0.6984 (0.7416) loss_bbox_3: 0.1720 (0.1733) loss_giou_3: 0.3388 (0.3808) loss_class_4: 0.6812 (0.7339) loss_bbox_4: 0.1686 (0.1737) loss_giou_4: 0.3440 (0.3811) loss_class_enc: 0.8370 (0.8510) loss_bbox_enc: 0.1921 (0.2071) loss_giou_enc: 0.3867 (0.4350) loss_class_dn: 0.3509 (0.3737) loss_bbox_dn: 0.2502 (0.2472) loss_giou_dn: 0.4143 (0.4216) loss_class_dn_0: 0.4620 (0.4700) loss_bbox_dn_0: 0.3342 (0.3494) loss_giou_dn_0: 0.5180 (0.5498) loss_class_dn_1: 0.3846 (0.4031) loss_bbox_dn_1: 0.2788 (0.2725) loss_giou_dn_1: 0.4340 (0.4539) loss_class_dn_2: 0.3583 (0.3823) loss_bbox_dn_2: 0.2597 (0.2516) loss_giou_dn_2: 0.4278 (0.4283) loss_class_dn_3: 0.3509 (0.3761) loss_bbox_dn_3: 0.2503 (0.2481) loss_giou_dn_3: 0.4170 (0.4230) loss_class_dn_4: 0.3498 (0.3738) loss_bbox_dn_4: 0.2503 (0.2472) loss_giou_dn_4: 0.4142 (0.4215) loss_class_hybrid: 0.7147 (0.7361) loss_bbox_hybrid: 0.1787 (0.1856) loss_giou_hybrid: 0.3720 (0.4083) loss_class_0_hybrid: 0.7790 (0.8044) loss_bbox_0_hybrid: 0.1824 (0.1938) loss_giou_0_hybrid: 0.3872 (0.4242) loss_class_1_hybrid: 0.7341 (0.7611) loss_bbox_1_hybrid: 0.1824 (0.1890) loss_giou_1_hybrid: 0.3902 (0.4147) loss_class_2_hybrid: 0.7232 (0.7477) loss_bbox_2_hybrid: 0.1817 (0.1860) loss_giou_2_hybrid: 0.3775 (0.4100) loss_class_3_hybrid: 0.7109 (0.7395) loss_bbox_3_hybrid: 0.1806 (0.1857) loss_giou_3_hybrid: 0.3791 (0.4088) loss_class_4_hybrid: 0.7094 (0.7362) loss_bbox_4_hybrid: 0.1776 (0.1857) loss_giou_4_hybrid: 0.3727 (0.4085) loss_class_enc_hybrid: 0.7761 (0.7723) loss_bbox_enc_hybrid: 0.2269 (0.2306) loss_giou_enc_hybrid: 0.4422 (0.4815) mem: 1037 max mem: 36965 [2024-01-15 23:11:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:12:37 det.util.engine] INFO: Epoch: [9] [7900/11727] eta: 1:08:57 lr: 0.000100 data_time: 0.0035 iter_time: 1.0644 loss: 25.3862 (25.7849) loss_class: 0.6946 (0.7328) loss_bbox: 0.1743 (0.1738) loss_giou: 0.3722 (0.3809) loss_class_0: 0.8600 (0.9006) loss_bbox_0: 0.1792 (0.1741) loss_giou_0: 0.3790 (0.3855) loss_class_1: 0.7488 (0.7840) loss_bbox_1: 0.1731 (0.1752) loss_giou_1: 0.3843 (0.3849) loss_class_2: 0.7219 (0.7571) loss_bbox_2: 0.1738 (0.1732) loss_giou_2: 0.3750 (0.3815) loss_class_3: 0.7144 (0.7417) loss_bbox_3: 0.1733 (0.1733) loss_giou_3: 0.3753 (0.3808) loss_class_4: 0.7091 (0.7341) loss_bbox_4: 0.1724 (0.1737) loss_giou_4: 0.3745 (0.3811) loss_class_enc: 0.8449 (0.8512) loss_bbox_enc: 0.2010 (0.2071) loss_giou_enc: 0.4208 (0.4349) loss_class_dn: 0.3720 (0.3737) loss_bbox_dn: 0.2364 (0.2473) loss_giou_dn: 0.4121 (0.4216) loss_class_dn_0: 0.4558 (0.4700) loss_bbox_dn_0: 0.3266 (0.3494) loss_giou_dn_0: 0.5359 (0.5497) loss_class_dn_1: 0.3930 (0.4031) loss_bbox_dn_1: 0.2650 (0.2726) loss_giou_dn_1: 0.4360 (0.4539) loss_class_dn_2: 0.3806 (0.3823) loss_bbox_dn_2: 0.2380 (0.2517) loss_giou_dn_2: 0.4141 (0.4283) loss_class_dn_3: 0.3769 (0.3761) loss_bbox_dn_3: 0.2368 (0.2482) loss_giou_dn_3: 0.4134 (0.4230) loss_class_dn_4: 0.3731 (0.3738) loss_bbox_dn_4: 0.2364 (0.2473) loss_giou_dn_4: 0.4122 (0.4215) loss_class_hybrid: 0.7170 (0.7362) loss_bbox_hybrid: 0.1780 (0.1856) loss_giou_hybrid: 0.3907 (0.4083) loss_class_0_hybrid: 0.7923 (0.8045) loss_bbox_0_hybrid: 0.1852 (0.1938) loss_giou_0_hybrid: 0.4089 (0.4241) loss_class_1_hybrid: 0.7300 (0.7612) loss_bbox_1_hybrid: 0.1838 (0.1890) loss_giou_1_hybrid: 0.3967 (0.4147) loss_class_2_hybrid: 0.7402 (0.7477) loss_bbox_2_hybrid: 0.1788 (0.1860) loss_giou_2_hybrid: 0.3954 (0.4099) loss_class_3_hybrid: 0.7296 (0.7395) loss_bbox_3_hybrid: 0.1779 (0.1857) loss_giou_3_hybrid: 0.3904 (0.4088) loss_class_4_hybrid: 0.7169 (0.7363) loss_bbox_4_hybrid: 0.1772 (0.1857) loss_giou_4_hybrid: 0.3924 (0.4085) loss_class_enc_hybrid: 0.7511 (0.7725) loss_bbox_enc_hybrid: 0.2218 (0.2306) loss_giou_enc_hybrid: 0.4724 (0.4815) mem: 1030 max mem: 36965 [2024-01-15 23:12:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:13:30 det.util.engine] INFO: Epoch: [9] [7950/11727] eta: 1:08:02 lr: 0.000100 data_time: 0.0035 iter_time: 1.0544 loss: 25.8903 (25.7873) loss_class: 0.7489 (0.7331) loss_bbox: 0.1593 (0.1738) loss_giou: 0.3823 (0.3808) loss_class_0: 0.9073 (0.9008) loss_bbox_0: 0.1627 (0.1741) loss_giou_0: 0.3896 (0.3854) loss_class_1: 0.8106 (0.7843) loss_bbox_1: 0.1633 (0.1752) loss_giou_1: 0.3970 (0.3848) loss_class_2: 0.7886 (0.7573) loss_bbox_2: 0.1642 (0.1732) loss_giou_2: 0.3842 (0.3814) loss_class_3: 0.7496 (0.7420) loss_bbox_3: 0.1628 (0.1732) loss_giou_3: 0.3826 (0.3807) loss_class_4: 0.7590 (0.7343) loss_bbox_4: 0.1591 (0.1736) loss_giou_4: 0.3823 (0.3810) loss_class_enc: 0.8659 (0.8514) loss_bbox_enc: 0.2021 (0.2071) loss_giou_enc: 0.4293 (0.4349) loss_class_dn: 0.3773 (0.3737) loss_bbox_dn: 0.2417 (0.2473) loss_giou_dn: 0.4463 (0.4216) loss_class_dn_0: 0.4678 (0.4700) loss_bbox_dn_0: 0.3217 (0.3495) loss_giou_dn_0: 0.5651 (0.5497) loss_class_dn_1: 0.4020 (0.4031) loss_bbox_dn_1: 0.2707 (0.2727) loss_giou_dn_1: 0.4807 (0.4539) loss_class_dn_2: 0.3843 (0.3824) loss_bbox_dn_2: 0.2416 (0.2518) loss_giou_dn_2: 0.4560 (0.4283) loss_class_dn_3: 0.3791 (0.3761) loss_bbox_dn_3: 0.2424 (0.2482) loss_giou_dn_3: 0.4482 (0.4230) loss_class_dn_4: 0.3769 (0.3738) loss_bbox_dn_4: 0.2417 (0.2473) loss_giou_dn_4: 0.4463 (0.4215) loss_class_hybrid: 0.7065 (0.7363) loss_bbox_hybrid: 0.1691 (0.1855) loss_giou_hybrid: 0.4139 (0.4082) loss_class_0_hybrid: 0.7826 (0.8047) loss_bbox_0_hybrid: 0.1829 (0.1938) loss_giou_0_hybrid: 0.4369 (0.4241) loss_class_1_hybrid: 0.7392 (0.7614) loss_bbox_1_hybrid: 0.1746 (0.1890) loss_giou_1_hybrid: 0.4186 (0.4146) loss_class_2_hybrid: 0.7231 (0.7479) loss_bbox_2_hybrid: 0.1705 (0.1860) loss_giou_2_hybrid: 0.4201 (0.4099) loss_class_3_hybrid: 0.7217 (0.7397) loss_bbox_3_hybrid: 0.1734 (0.1857) loss_giou_3_hybrid: 0.4185 (0.4087) loss_class_4_hybrid: 0.7067 (0.7364) loss_bbox_4_hybrid: 0.1701 (0.1857) loss_giou_4_hybrid: 0.4102 (0.4084) loss_class_enc_hybrid: 0.7706 (0.7726) loss_bbox_enc_hybrid: 0.2070 (0.2306) loss_giou_enc_hybrid: 0.4968 (0.4815) mem: 1028 max mem: 36965 [2024-01-15 23:13:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:14:24 det.util.engine] INFO: Epoch: [9] [8000/11727] eta: 1:07:08 lr: 0.000100 data_time: 0.0035 iter_time: 1.0656 loss: 25.1013 (25.7839) loss_class: 0.6869 (0.7329) loss_bbox: 0.1482 (0.1737) loss_giou: 0.4000 (0.3809) loss_class_0: 0.7911 (0.9005) loss_bbox_0: 0.1538 (0.1741) loss_giou_0: 0.4164 (0.3855) loss_class_1: 0.7232 (0.7840) loss_bbox_1: 0.1539 (0.1752) loss_giou_1: 0.4088 (0.3849) loss_class_2: 0.7129 (0.7571) loss_bbox_2: 0.1506 (0.1731) loss_giou_2: 0.3993 (0.3815) loss_class_3: 0.6838 (0.7418) loss_bbox_3: 0.1538 (0.1732) loss_giou_3: 0.3997 (0.3808) loss_class_4: 0.6731 (0.7342) loss_bbox_4: 0.1538 (0.1736) loss_giou_4: 0.3970 (0.3811) loss_class_enc: 0.7819 (0.8512) loss_bbox_enc: 0.1877 (0.2070) loss_giou_enc: 0.4469 (0.4349) loss_class_dn: 0.3730 (0.3737) loss_bbox_dn: 0.1973 (0.2472) loss_giou_dn: 0.4421 (0.4217) loss_class_dn_0: 0.4656 (0.4699) loss_bbox_dn_0: 0.2799 (0.3493) loss_giou_dn_0: 0.5590 (0.5497) loss_class_dn_1: 0.3960 (0.4031) loss_bbox_dn_1: 0.2105 (0.2725) loss_giou_dn_1: 0.4567 (0.4539) loss_class_dn_2: 0.3747 (0.3823) loss_bbox_dn_2: 0.1972 (0.2516) loss_giou_dn_2: 0.4397 (0.4283) loss_class_dn_3: 0.3731 (0.3761) loss_bbox_dn_3: 0.1966 (0.2481) loss_giou_dn_3: 0.4391 (0.4230) loss_class_dn_4: 0.3702 (0.3738) loss_bbox_dn_4: 0.1974 (0.2472) loss_giou_dn_4: 0.4416 (0.4215) loss_class_hybrid: 0.6882 (0.7361) loss_bbox_hybrid: 0.1612 (0.1855) loss_giou_hybrid: 0.4310 (0.4083) loss_class_0_hybrid: 0.7440 (0.8045) loss_bbox_0_hybrid: 0.1715 (0.1937) loss_giou_0_hybrid: 0.4533 (0.4241) loss_class_1_hybrid: 0.6962 (0.7612) loss_bbox_1_hybrid: 0.1642 (0.1889) loss_giou_1_hybrid: 0.4502 (0.4147) loss_class_2_hybrid: 0.6772 (0.7477) loss_bbox_2_hybrid: 0.1610 (0.1859) loss_giou_2_hybrid: 0.4351 (0.4100) loss_class_3_hybrid: 0.6798 (0.7396) loss_bbox_3_hybrid: 0.1599 (0.1856) loss_giou_3_hybrid: 0.4326 (0.4088) loss_class_4_hybrid: 0.6764 (0.7362) loss_bbox_4_hybrid: 0.1618 (0.1856) loss_giou_4_hybrid: 0.4366 (0.4085) loss_class_enc_hybrid: 0.6978 (0.7725) loss_bbox_enc_hybrid: 0.2001 (0.2306) loss_giou_enc_hybrid: 0.5075 (0.4816) mem: 1026 max mem: 36965 [2024-01-15 23:14:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:15:17 det.util.engine] INFO: Epoch: [9] [8050/11727] eta: 1:06:14 lr: 0.000100 data_time: 0.0031 iter_time: 1.0397 loss: 25.0225 (25.7808) loss_class: 0.7181 (0.7329) loss_bbox: 0.1673 (0.1737) loss_giou: 0.3810 (0.3808) loss_class_0: 0.8701 (0.9005) loss_bbox_0: 0.1721 (0.1740) loss_giou_0: 0.3970 (0.3854) loss_class_1: 0.7700 (0.7841) loss_bbox_1: 0.1603 (0.1751) loss_giou_1: 0.3914 (0.3847) loss_class_2: 0.7291 (0.7572) loss_bbox_2: 0.1587 (0.1731) loss_giou_2: 0.3854 (0.3813) loss_class_3: 0.7199 (0.7418) loss_bbox_3: 0.1619 (0.1732) loss_giou_3: 0.3852 (0.3807) loss_class_4: 0.7053 (0.7342) loss_bbox_4: 0.1635 (0.1736) loss_giou_4: 0.3831 (0.3809) loss_class_enc: 0.8220 (0.8512) loss_bbox_enc: 0.1936 (0.2070) loss_giou_enc: 0.4337 (0.4348) loss_class_dn: 0.3680 (0.3737) loss_bbox_dn: 0.2184 (0.2472) loss_giou_dn: 0.3986 (0.4215) loss_class_dn_0: 0.4650 (0.4699) loss_bbox_dn_0: 0.3147 (0.3493) loss_giou_dn_0: 0.5210 (0.5496) loss_class_dn_1: 0.3984 (0.4031) loss_bbox_dn_1: 0.2435 (0.2726) loss_giou_dn_1: 0.4336 (0.4537) loss_class_dn_2: 0.3762 (0.3823) loss_bbox_dn_2: 0.2197 (0.2517) loss_giou_dn_2: 0.4079 (0.4281) loss_class_dn_3: 0.3691 (0.3760) loss_bbox_dn_3: 0.2179 (0.2481) loss_giou_dn_3: 0.3988 (0.4229) loss_class_dn_4: 0.3670 (0.3737) loss_bbox_dn_4: 0.2186 (0.2472) loss_giou_dn_4: 0.3986 (0.4214) loss_class_hybrid: 0.7207 (0.7362) loss_bbox_hybrid: 0.1682 (0.1854) loss_giou_hybrid: 0.3872 (0.4081) loss_class_0_hybrid: 0.7823 (0.8046) loss_bbox_0_hybrid: 0.1852 (0.1936) loss_giou_0_hybrid: 0.4013 (0.4239) loss_class_1_hybrid: 0.7446 (0.7613) loss_bbox_1_hybrid: 0.1776 (0.1888) loss_giou_1_hybrid: 0.3915 (0.4145) loss_class_2_hybrid: 0.7272 (0.7478) loss_bbox_2_hybrid: 0.1747 (0.1859) loss_giou_2_hybrid: 0.3883 (0.4098) loss_class_3_hybrid: 0.7163 (0.7397) loss_bbox_3_hybrid: 0.1686 (0.1855) loss_giou_3_hybrid: 0.3861 (0.4086) loss_class_4_hybrid: 0.7180 (0.7363) loss_bbox_4_hybrid: 0.1683 (0.1856) loss_giou_4_hybrid: 0.3863 (0.4083) loss_class_enc_hybrid: 0.7338 (0.7726) loss_bbox_enc_hybrid: 0.2065 (0.2305) loss_giou_enc_hybrid: 0.4395 (0.4813) mem: 1029 max mem: 36965 [2024-01-15 23:15:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:16:12 det.util.engine] INFO: Epoch: [9] [8100/11727] eta: 1:05:20 lr: 0.000100 data_time: 0.0032 iter_time: 1.1068 loss: 25.4853 (25.7797) loss_class: 0.6901 (0.7329) loss_bbox: 0.1748 (0.1737) loss_giou: 0.3793 (0.3808) loss_class_0: 0.8483 (0.9005) loss_bbox_0: 0.1691 (0.1740) loss_giou_0: 0.3766 (0.3854) loss_class_1: 0.7446 (0.7841) loss_bbox_1: 0.1676 (0.1751) loss_giou_1: 0.3811 (0.3847) loss_class_2: 0.7186 (0.7571) loss_bbox_2: 0.1674 (0.1731) loss_giou_2: 0.3750 (0.3813) loss_class_3: 0.7115 (0.7418) loss_bbox_3: 0.1645 (0.1731) loss_giou_3: 0.3805 (0.3807) loss_class_4: 0.6941 (0.7342) loss_bbox_4: 0.1733 (0.1735) loss_giou_4: 0.3791 (0.3809) loss_class_enc: 0.7875 (0.8512) loss_bbox_enc: 0.1974 (0.2070) loss_giou_enc: 0.4146 (0.4348) loss_class_dn: 0.3702 (0.3737) loss_bbox_dn: 0.2350 (0.2472) loss_giou_dn: 0.4067 (0.4215) loss_class_dn_0: 0.4668 (0.4699) loss_bbox_dn_0: 0.3449 (0.3492) loss_giou_dn_0: 0.5359 (0.5495) loss_class_dn_1: 0.3997 (0.4031) loss_bbox_dn_1: 0.2757 (0.2725) loss_giou_dn_1: 0.4458 (0.4537) loss_class_dn_2: 0.3831 (0.3823) loss_bbox_dn_2: 0.2539 (0.2516) loss_giou_dn_2: 0.4188 (0.4281) loss_class_dn_3: 0.3749 (0.3760) loss_bbox_dn_3: 0.2368 (0.2481) loss_giou_dn_3: 0.4123 (0.4228) loss_class_dn_4: 0.3696 (0.3738) loss_bbox_dn_4: 0.2349 (0.2472) loss_giou_dn_4: 0.4067 (0.4213) loss_class_hybrid: 0.7121 (0.7362) loss_bbox_hybrid: 0.1830 (0.1854) loss_giou_hybrid: 0.3888 (0.4081) loss_class_0_hybrid: 0.7763 (0.8046) loss_bbox_0_hybrid: 0.1887 (0.1936) loss_giou_0_hybrid: 0.4096 (0.4239) loss_class_1_hybrid: 0.7421 (0.7613) loss_bbox_1_hybrid: 0.1780 (0.1888) loss_giou_1_hybrid: 0.3974 (0.4145) loss_class_2_hybrid: 0.7163 (0.7478) loss_bbox_2_hybrid: 0.1828 (0.1859) loss_giou_2_hybrid: 0.3925 (0.4098) loss_class_3_hybrid: 0.7122 (0.7396) loss_bbox_3_hybrid: 0.1817 (0.1855) loss_giou_3_hybrid: 0.3889 (0.4086) loss_class_4_hybrid: 0.7131 (0.7363) loss_bbox_4_hybrid: 0.1831 (0.1856) loss_giou_4_hybrid: 0.3870 (0.4083) loss_class_enc_hybrid: 0.7461 (0.7725) loss_bbox_enc_hybrid: 0.2198 (0.2305) loss_giou_enc_hybrid: 0.4558 (0.4814) mem: 1028 max mem: 36965 [2024-01-15 23:16:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:17:06 det.util.engine] INFO: Epoch: [9] [8150/11727] eta: 1:04:26 lr: 0.000100 data_time: 0.0036 iter_time: 1.0577 loss: 25.1842 (25.7812) loss_class: 0.7048 (0.7329) loss_bbox: 0.1584 (0.1737) loss_giou: 0.3870 (0.3808) loss_class_0: 0.8667 (0.9005) loss_bbox_0: 0.1647 (0.1740) loss_giou_0: 0.3913 (0.3854) loss_class_1: 0.7418 (0.7842) loss_bbox_1: 0.1703 (0.1751) loss_giou_1: 0.3973 (0.3848) loss_class_2: 0.7217 (0.7572) loss_bbox_2: 0.1757 (0.1731) loss_giou_2: 0.3907 (0.3814) loss_class_3: 0.7122 (0.7418) loss_bbox_3: 0.1603 (0.1732) loss_giou_3: 0.3796 (0.3807) loss_class_4: 0.6977 (0.7342) loss_bbox_4: 0.1579 (0.1736) loss_giou_4: 0.3866 (0.3810) loss_class_enc: 0.8153 (0.8512) loss_bbox_enc: 0.1990 (0.2070) loss_giou_enc: 0.4442 (0.4348) loss_class_dn: 0.3781 (0.3738) loss_bbox_dn: 0.2355 (0.2472) loss_giou_dn: 0.4031 (0.4215) loss_class_dn_0: 0.4715 (0.4700) loss_bbox_dn_0: 0.3359 (0.3492) loss_giou_dn_0: 0.5468 (0.5496) loss_class_dn_1: 0.4068 (0.4031) loss_bbox_dn_1: 0.2634 (0.2725) loss_giou_dn_1: 0.4454 (0.4537) loss_class_dn_2: 0.3832 (0.3824) loss_bbox_dn_2: 0.2437 (0.2516) loss_giou_dn_2: 0.4141 (0.4281) loss_class_dn_3: 0.3786 (0.3761) loss_bbox_dn_3: 0.2360 (0.2481) loss_giou_dn_3: 0.4035 (0.4228) loss_class_dn_4: 0.3775 (0.3738) loss_bbox_dn_4: 0.2354 (0.2472) loss_giou_dn_4: 0.4031 (0.4213) loss_class_hybrid: 0.7139 (0.7362) loss_bbox_hybrid: 0.1730 (0.1854) loss_giou_hybrid: 0.4032 (0.4082) loss_class_0_hybrid: 0.7906 (0.8047) loss_bbox_0_hybrid: 0.1813 (0.1936) loss_giou_0_hybrid: 0.4134 (0.4240) loss_class_1_hybrid: 0.7309 (0.7613) loss_bbox_1_hybrid: 0.1753 (0.1888) loss_giou_1_hybrid: 0.4080 (0.4145) loss_class_2_hybrid: 0.7189 (0.7478) loss_bbox_2_hybrid: 0.1739 (0.1859) loss_giou_2_hybrid: 0.4053 (0.4098) loss_class_3_hybrid: 0.7178 (0.7397) loss_bbox_3_hybrid: 0.1736 (0.1855) loss_giou_3_hybrid: 0.4038 (0.4086) loss_class_4_hybrid: 0.7046 (0.7363) loss_bbox_4_hybrid: 0.1737 (0.1856) loss_giou_4_hybrid: 0.4041 (0.4084) loss_class_enc_hybrid: 0.7497 (0.7725) loss_bbox_enc_hybrid: 0.2147 (0.2305) loss_giou_enc_hybrid: 0.4801 (0.4814) mem: 1015 max mem: 36965 [2024-01-15 23:17:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:17:59 det.util.engine] INFO: Epoch: [9] [8200/11727] eta: 1:03:31 lr: 0.000100 data_time: 0.0032 iter_time: 1.0761 loss: 25.8206 (25.7828) loss_class: 0.7335 (0.7330) loss_bbox: 0.1862 (0.1738) loss_giou: 0.3816 (0.3808) loss_class_0: 0.9026 (0.9006) loss_bbox_0: 0.1929 (0.1741) loss_giou_0: 0.3899 (0.3854) loss_class_1: 0.7791 (0.7843) loss_bbox_1: 0.2008 (0.1752) loss_giou_1: 0.3701 (0.3847) loss_class_2: 0.7671 (0.7573) loss_bbox_2: 0.1894 (0.1731) loss_giou_2: 0.3701 (0.3813) loss_class_3: 0.7375 (0.7419) loss_bbox_3: 0.1940 (0.1732) loss_giou_3: 0.3795 (0.3807) loss_class_4: 0.7317 (0.7343) loss_bbox_4: 0.1877 (0.1736) loss_giou_4: 0.3818 (0.3809) loss_class_enc: 0.8545 (0.8513) loss_bbox_enc: 0.2330 (0.2070) loss_giou_enc: 0.4309 (0.4347) loss_class_dn: 0.3713 (0.3737) loss_bbox_dn: 0.2590 (0.2473) loss_giou_dn: 0.4215 (0.4215) loss_class_dn_0: 0.4576 (0.4699) loss_bbox_dn_0: 0.3696 (0.3494) loss_giou_dn_0: 0.5534 (0.5495) loss_class_dn_1: 0.3944 (0.4031) loss_bbox_dn_1: 0.2847 (0.2726) loss_giou_dn_1: 0.4458 (0.4537) loss_class_dn_2: 0.3779 (0.3823) loss_bbox_dn_2: 0.2621 (0.2517) loss_giou_dn_2: 0.4296 (0.4281) loss_class_dn_3: 0.3738 (0.3760) loss_bbox_dn_3: 0.2593 (0.2482) loss_giou_dn_3: 0.4225 (0.4228) loss_class_dn_4: 0.3688 (0.3738) loss_bbox_dn_4: 0.2590 (0.2473) loss_giou_dn_4: 0.4207 (0.4213) loss_class_hybrid: 0.7331 (0.7363) loss_bbox_hybrid: 0.2208 (0.1855) loss_giou_hybrid: 0.3856 (0.4081) loss_class_0_hybrid: 0.7851 (0.8047) loss_bbox_0_hybrid: 0.2216 (0.1937) loss_giou_0_hybrid: 0.4021 (0.4239) loss_class_1_hybrid: 0.7555 (0.7613) loss_bbox_1_hybrid: 0.2158 (0.1889) loss_giou_1_hybrid: 0.3881 (0.4145) loss_class_2_hybrid: 0.7453 (0.7478) loss_bbox_2_hybrid: 0.2168 (0.1860) loss_giou_2_hybrid: 0.3836 (0.4098) loss_class_3_hybrid: 0.7381 (0.7397) loss_bbox_3_hybrid: 0.2154 (0.1856) loss_giou_3_hybrid: 0.3812 (0.4086) loss_class_4_hybrid: 0.7367 (0.7364) loss_bbox_4_hybrid: 0.2202 (0.1856) loss_giou_4_hybrid: 0.3836 (0.4083) loss_class_enc_hybrid: 0.7411 (0.7726) loss_bbox_enc_hybrid: 0.2593 (0.2305) loss_giou_enc_hybrid: 0.4646 (0.4813) mem: 1031 max mem: 36965 [2024-01-15 23:17:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:18:53 det.util.engine] INFO: Epoch: [9] [8250/11727] eta: 1:02:37 lr: 0.000100 data_time: 0.0037 iter_time: 1.0816 loss: 24.0852 (25.7811) loss_class: 0.7075 (0.7329) loss_bbox: 0.1588 (0.1738) loss_giou: 0.3364 (0.3808) loss_class_0: 0.8819 (0.9006) loss_bbox_0: 0.1566 (0.1741) loss_giou_0: 0.3328 (0.3853) loss_class_1: 0.7612 (0.7842) loss_bbox_1: 0.1535 (0.1752) loss_giou_1: 0.3485 (0.3847) loss_class_2: 0.7331 (0.7572) loss_bbox_2: 0.1499 (0.1731) loss_giou_2: 0.3383 (0.3813) loss_class_3: 0.7095 (0.7418) loss_bbox_3: 0.1594 (0.1732) loss_giou_3: 0.3445 (0.3806) loss_class_4: 0.7044 (0.7342) loss_bbox_4: 0.1584 (0.1736) loss_giou_4: 0.3359 (0.3809) loss_class_enc: 0.8363 (0.8513) loss_bbox_enc: 0.1720 (0.2070) loss_giou_enc: 0.3796 (0.4347) loss_class_dn: 0.3694 (0.3737) loss_bbox_dn: 0.2184 (0.2473) loss_giou_dn: 0.3974 (0.4215) loss_class_dn_0: 0.4701 (0.4699) loss_bbox_dn_0: 0.3059 (0.3494) loss_giou_dn_0: 0.5162 (0.5495) loss_class_dn_1: 0.4003 (0.4031) loss_bbox_dn_1: 0.2362 (0.2727) loss_giou_dn_1: 0.4334 (0.4537) loss_class_dn_2: 0.3801 (0.3823) loss_bbox_dn_2: 0.2207 (0.2517) loss_giou_dn_2: 0.4047 (0.4281) loss_class_dn_3: 0.3720 (0.3760) loss_bbox_dn_3: 0.2185 (0.2482) loss_giou_dn_3: 0.3997 (0.4228) loss_class_dn_4: 0.3691 (0.3738) loss_bbox_dn_4: 0.2185 (0.2473) loss_giou_dn_4: 0.3974 (0.4213) loss_class_hybrid: 0.7151 (0.7362) loss_bbox_hybrid: 0.1648 (0.1855) loss_giou_hybrid: 0.3563 (0.4080) loss_class_0_hybrid: 0.7917 (0.8046) loss_bbox_0_hybrid: 0.1655 (0.1937) loss_giou_0_hybrid: 0.3712 (0.4238) loss_class_1_hybrid: 0.7332 (0.7613) loss_bbox_1_hybrid: 0.1609 (0.1889) loss_giou_1_hybrid: 0.3626 (0.4144) loss_class_2_hybrid: 0.7226 (0.7477) loss_bbox_2_hybrid: 0.1674 (0.1860) loss_giou_2_hybrid: 0.3607 (0.4097) loss_class_3_hybrid: 0.7204 (0.7396) loss_bbox_3_hybrid: 0.1654 (0.1856) loss_giou_3_hybrid: 0.3568 (0.4085) loss_class_4_hybrid: 0.7105 (0.7363) loss_bbox_4_hybrid: 0.1646 (0.1856) loss_giou_4_hybrid: 0.3593 (0.4082) loss_class_enc_hybrid: 0.7682 (0.7725) loss_bbox_enc_hybrid: 0.1938 (0.2305) loss_giou_enc_hybrid: 0.4282 (0.4812) mem: 1026 max mem: 36965 [2024-01-15 23:18:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:19:47 det.util.engine] INFO: Epoch: [9] [8300/11727] eta: 1:01:43 lr: 0.000100 data_time: 0.0032 iter_time: 1.0605 loss: 25.8697 (25.7823) loss_class: 0.7491 (0.7330) loss_bbox: 0.1724 (0.1738) loss_giou: 0.3394 (0.3807) loss_class_0: 0.9058 (0.9007) loss_bbox_0: 0.1784 (0.1741) loss_giou_0: 0.3426 (0.3852) loss_class_1: 0.8337 (0.7843) loss_bbox_1: 0.1699 (0.1752) loss_giou_1: 0.3251 (0.3846) loss_class_2: 0.7756 (0.7573) loss_bbox_2: 0.1760 (0.1732) loss_giou_2: 0.3387 (0.3812) loss_class_3: 0.7682 (0.7419) loss_bbox_3: 0.1747 (0.1733) loss_giou_3: 0.3305 (0.3806) loss_class_4: 0.7492 (0.7343) loss_bbox_4: 0.1764 (0.1737) loss_giou_4: 0.3375 (0.3808) loss_class_enc: 0.9008 (0.8515) loss_bbox_enc: 0.2049 (0.2070) loss_giou_enc: 0.3984 (0.4346) loss_class_dn: 0.3706 (0.3737) loss_bbox_dn: 0.2695 (0.2474) loss_giou_dn: 0.3966 (0.4214) loss_class_dn_0: 0.4706 (0.4700) loss_bbox_dn_0: 0.3997 (0.3495) loss_giou_dn_0: 0.5329 (0.5495) loss_class_dn_1: 0.4107 (0.4031) loss_bbox_dn_1: 0.3031 (0.2727) loss_giou_dn_1: 0.4230 (0.4537) loss_class_dn_2: 0.3789 (0.3823) loss_bbox_dn_2: 0.2719 (0.2518) loss_giou_dn_2: 0.4001 (0.4281) loss_class_dn_3: 0.3693 (0.3760) loss_bbox_dn_3: 0.2712 (0.2483) loss_giou_dn_3: 0.3955 (0.4228) loss_class_dn_4: 0.3660 (0.3737) loss_bbox_dn_4: 0.2694 (0.2474) loss_giou_dn_4: 0.3962 (0.4213) loss_class_hybrid: 0.7756 (0.7363) loss_bbox_hybrid: 0.1897 (0.1855) loss_giou_hybrid: 0.3513 (0.4080) loss_class_0_hybrid: 0.8367 (0.8048) loss_bbox_0_hybrid: 0.1942 (0.1937) loss_giou_0_hybrid: 0.3662 (0.4238) loss_class_1_hybrid: 0.7966 (0.7614) loss_bbox_1_hybrid: 0.1978 (0.1890) loss_giou_1_hybrid: 0.3578 (0.4143) loss_class_2_hybrid: 0.7826 (0.7478) loss_bbox_2_hybrid: 0.1915 (0.1860) loss_giou_2_hybrid: 0.3561 (0.4096) loss_class_3_hybrid: 0.7600 (0.7397) loss_bbox_3_hybrid: 0.1871 (0.1856) loss_giou_3_hybrid: 0.3541 (0.4084) loss_class_4_hybrid: 0.7601 (0.7364) loss_bbox_4_hybrid: 0.1886 (0.1857) loss_giou_4_hybrid: 0.3553 (0.4082) loss_class_enc_hybrid: 0.8117 (0.7727) loss_bbox_enc_hybrid: 0.2254 (0.2305) loss_giou_enc_hybrid: 0.4255 (0.4811) mem: 1036 max mem: 36965 [2024-01-15 23:19:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:20:40 det.util.engine] INFO: Epoch: [9] [8350/11727] eta: 1:00:49 lr: 0.000100 data_time: 0.0034 iter_time: 1.0399 loss: 25.3860 (25.7811) loss_class: 0.7167 (0.7330) loss_bbox: 0.1512 (0.1737) loss_giou: 0.3733 (0.3807) loss_class_0: 0.8575 (0.9007) loss_bbox_0: 0.1514 (0.1740) loss_giou_0: 0.3719 (0.3852) loss_class_1: 0.7505 (0.7844) loss_bbox_1: 0.1561 (0.1751) loss_giou_1: 0.3898 (0.3846) loss_class_2: 0.7153 (0.7573) loss_bbox_2: 0.1514 (0.1731) loss_giou_2: 0.3859 (0.3812) loss_class_3: 0.7334 (0.7419) loss_bbox_3: 0.1489 (0.1732) loss_giou_3: 0.3730 (0.3806) loss_class_4: 0.7219 (0.7343) loss_bbox_4: 0.1512 (0.1736) loss_giou_4: 0.3736 (0.3808) loss_class_enc: 0.8071 (0.8515) loss_bbox_enc: 0.1770 (0.2069) loss_giou_enc: 0.4494 (0.4346) loss_class_dn: 0.3821 (0.3737) loss_bbox_dn: 0.1946 (0.2474) loss_giou_dn: 0.4626 (0.4214) loss_class_dn_0: 0.4677 (0.4700) loss_bbox_dn_0: 0.2766 (0.3495) loss_giou_dn_0: 0.5671 (0.5495) loss_class_dn_1: 0.4103 (0.4031) loss_bbox_dn_1: 0.2213 (0.2727) loss_giou_dn_1: 0.4825 (0.4537) loss_class_dn_2: 0.3894 (0.3823) loss_bbox_dn_2: 0.1999 (0.2518) loss_giou_dn_2: 0.4674 (0.4281) loss_class_dn_3: 0.3817 (0.3760) loss_bbox_dn_3: 0.1953 (0.2482) loss_giou_dn_3: 0.4655 (0.4228) loss_class_dn_4: 0.3851 (0.3737) loss_bbox_dn_4: 0.1946 (0.2473) loss_giou_dn_4: 0.4625 (0.4213) loss_class_hybrid: 0.7137 (0.7363) loss_bbox_hybrid: 0.1632 (0.1855) loss_giou_hybrid: 0.4208 (0.4080) loss_class_0_hybrid: 0.7931 (0.8048) loss_bbox_0_hybrid: 0.1680 (0.1936) loss_giou_0_hybrid: 0.4311 (0.4237) loss_class_1_hybrid: 0.7457 (0.7614) loss_bbox_1_hybrid: 0.1628 (0.1889) loss_giou_1_hybrid: 0.4192 (0.4143) loss_class_2_hybrid: 0.7240 (0.7478) loss_bbox_2_hybrid: 0.1617 (0.1860) loss_giou_2_hybrid: 0.4147 (0.4096) loss_class_3_hybrid: 0.7145 (0.7397) loss_bbox_3_hybrid: 0.1616 (0.1856) loss_giou_3_hybrid: 0.4176 (0.4084) loss_class_4_hybrid: 0.7144 (0.7364) loss_bbox_4_hybrid: 0.1638 (0.1856) loss_giou_4_hybrid: 0.4210 (0.4082) loss_class_enc_hybrid: 0.7493 (0.7727) loss_bbox_enc_hybrid: 0.1929 (0.2305) loss_giou_enc_hybrid: 0.4829 (0.4811) mem: 1027 max mem: 36965 [2024-01-15 23:20:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:21:34 det.util.engine] INFO: Epoch: [9] [8400/11727] eta: 0:59:55 lr: 0.000100 data_time: 0.0034 iter_time: 1.0663 loss: 24.8992 (25.7797) loss_class: 0.7005 (0.7330) loss_bbox: 0.1606 (0.1737) loss_giou: 0.3674 (0.3807) loss_class_0: 0.8712 (0.9007) loss_bbox_0: 0.1634 (0.1740) loss_giou_0: 0.3747 (0.3853) loss_class_1: 0.7795 (0.7844) loss_bbox_1: 0.1634 (0.1751) loss_giou_1: 0.3729 (0.3846) loss_class_2: 0.7185 (0.7573) loss_bbox_2: 0.1620 (0.1731) loss_giou_2: 0.3675 (0.3813) loss_class_3: 0.7053 (0.7419) loss_bbox_3: 0.1601 (0.1732) loss_giou_3: 0.3663 (0.3806) loss_class_4: 0.7230 (0.7343) loss_bbox_4: 0.1601 (0.1736) loss_giou_4: 0.3674 (0.3808) loss_class_enc: 0.8201 (0.8514) loss_bbox_enc: 0.1882 (0.2069) loss_giou_enc: 0.4142 (0.4346) loss_class_dn: 0.3697 (0.3737) loss_bbox_dn: 0.2175 (0.2472) loss_giou_dn: 0.3844 (0.4214) loss_class_dn_0: 0.4669 (0.4699) loss_bbox_dn_0: 0.3127 (0.3493) loss_giou_dn_0: 0.5261 (0.5494) loss_class_dn_1: 0.3998 (0.4030) loss_bbox_dn_1: 0.2342 (0.2725) loss_giou_dn_1: 0.4179 (0.4536) loss_class_dn_2: 0.3809 (0.3823) loss_bbox_dn_2: 0.2216 (0.2516) loss_giou_dn_2: 0.3940 (0.4280) loss_class_dn_3: 0.3731 (0.3760) loss_bbox_dn_3: 0.2172 (0.2481) loss_giou_dn_3: 0.3860 (0.4228) loss_class_dn_4: 0.3704 (0.3737) loss_bbox_dn_4: 0.2175 (0.2472) loss_giou_dn_4: 0.3843 (0.4213) loss_class_hybrid: 0.7271 (0.7363) loss_bbox_hybrid: 0.1635 (0.1854) loss_giou_hybrid: 0.3865 (0.4080) loss_class_0_hybrid: 0.7905 (0.8047) loss_bbox_0_hybrid: 0.1737 (0.1936) loss_giou_0_hybrid: 0.3930 (0.4238) loss_class_1_hybrid: 0.7457 (0.7613) loss_bbox_1_hybrid: 0.1653 (0.1889) loss_giou_1_hybrid: 0.3826 (0.4144) loss_class_2_hybrid: 0.7405 (0.7478) loss_bbox_2_hybrid: 0.1641 (0.1859) loss_giou_2_hybrid: 0.3878 (0.4097) loss_class_3_hybrid: 0.7282 (0.7397) loss_bbox_3_hybrid: 0.1623 (0.1855) loss_giou_3_hybrid: 0.3846 (0.4085) loss_class_4_hybrid: 0.7220 (0.7364) loss_bbox_4_hybrid: 0.1629 (0.1856) loss_giou_4_hybrid: 0.3857 (0.4082) loss_class_enc_hybrid: 0.7599 (0.7727) loss_bbox_enc_hybrid: 0.2084 (0.2304) loss_giou_enc_hybrid: 0.4458 (0.4811) mem: 1030 max mem: 36965 [2024-01-15 23:21:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:22:28 det.util.engine] INFO: Epoch: [9] [8450/11727] eta: 0:59:01 lr: 0.000100 data_time: 0.0033 iter_time: 1.0420 loss: 25.8640 (25.7756) loss_class: 0.7911 (0.7330) loss_bbox: 0.1693 (0.1736) loss_giou: 0.3371 (0.3805) loss_class_0: 0.9406 (0.9007) loss_bbox_0: 0.1741 (0.1739) loss_giou_0: 0.3399 (0.3851) loss_class_1: 0.8479 (0.7844) loss_bbox_1: 0.1764 (0.1750) loss_giou_1: 0.3423 (0.3844) loss_class_2: 0.8218 (0.7574) loss_bbox_2: 0.1698 (0.1730) loss_giou_2: 0.3329 (0.3811) loss_class_3: 0.7889 (0.7419) loss_bbox_3: 0.1751 (0.1731) loss_giou_3: 0.3501 (0.3804) loss_class_4: 0.7880 (0.7343) loss_bbox_4: 0.1709 (0.1735) loss_giou_4: 0.3476 (0.3807) loss_class_enc: 0.8708 (0.8515) loss_bbox_enc: 0.2125 (0.2068) loss_giou_enc: 0.3855 (0.4344) loss_class_dn: 0.3795 (0.3737) loss_bbox_dn: 0.2638 (0.2472) loss_giou_dn: 0.4031 (0.4213) loss_class_dn_0: 0.4740 (0.4700) loss_bbox_dn_0: 0.3845 (0.3492) loss_giou_dn_0: 0.5373 (0.5493) loss_class_dn_1: 0.4006 (0.4030) loss_bbox_dn_1: 0.2975 (0.2725) loss_giou_dn_1: 0.4343 (0.4535) loss_class_dn_2: 0.3909 (0.3823) loss_bbox_dn_2: 0.2676 (0.2516) loss_giou_dn_2: 0.4128 (0.4279) loss_class_dn_3: 0.3852 (0.3760) loss_bbox_dn_3: 0.2676 (0.2481) loss_giou_dn_3: 0.4031 (0.4226) loss_class_dn_4: 0.3791 (0.3737) loss_bbox_dn_4: 0.2639 (0.2471) loss_giou_dn_4: 0.4029 (0.4211) loss_class_hybrid: 0.7707 (0.7363) loss_bbox_hybrid: 0.1896 (0.1854) loss_giou_hybrid: 0.3658 (0.4078) loss_class_0_hybrid: 0.8435 (0.8048) loss_bbox_0_hybrid: 0.2003 (0.1935) loss_giou_0_hybrid: 0.3779 (0.4236) loss_class_1_hybrid: 0.8174 (0.7614) loss_bbox_1_hybrid: 0.1911 (0.1888) loss_giou_1_hybrid: 0.3712 (0.4142) loss_class_2_hybrid: 0.8018 (0.7478) loss_bbox_2_hybrid: 0.1940 (0.1859) loss_giou_2_hybrid: 0.3687 (0.4095) loss_class_3_hybrid: 0.8012 (0.7397) loss_bbox_3_hybrid: 0.1957 (0.1855) loss_giou_3_hybrid: 0.3681 (0.4083) loss_class_4_hybrid: 0.7670 (0.7364) loss_bbox_4_hybrid: 0.1927 (0.1855) loss_giou_4_hybrid: 0.3661 (0.4080) loss_class_enc_hybrid: 0.8020 (0.7728) loss_bbox_enc_hybrid: 0.2363 (0.2303) loss_giou_enc_hybrid: 0.4358 (0.4810) mem: 1026 max mem: 36965 [2024-01-15 23:22:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:23:21 det.util.engine] INFO: Epoch: [9] [8500/11727] eta: 0:58:06 lr: 0.000100 data_time: 0.0034 iter_time: 1.0747 loss: 25.9792 (25.7746) loss_class: 0.6998 (0.7331) loss_bbox: 0.1614 (0.1736) loss_giou: 0.3760 (0.3805) loss_class_0: 0.8614 (0.9008) loss_bbox_0: 0.1685 (0.1739) loss_giou_0: 0.3720 (0.3850) loss_class_1: 0.7305 (0.7844) loss_bbox_1: 0.1608 (0.1750) loss_giou_1: 0.3948 (0.3844) loss_class_2: 0.7213 (0.7574) loss_bbox_2: 0.1558 (0.1730) loss_giou_2: 0.3745 (0.3810) loss_class_3: 0.6945 (0.7419) loss_bbox_3: 0.1603 (0.1731) loss_giou_3: 0.3756 (0.3803) loss_class_4: 0.6919 (0.7343) loss_bbox_4: 0.1614 (0.1735) loss_giou_4: 0.3760 (0.3806) loss_class_enc: 0.8270 (0.8516) loss_bbox_enc: 0.2019 (0.2068) loss_giou_enc: 0.4355 (0.4343) loss_class_dn: 0.3632 (0.3737) loss_bbox_dn: 0.2480 (0.2472) loss_giou_dn: 0.4102 (0.4212) loss_class_dn_0: 0.4670 (0.4700) loss_bbox_dn_0: 0.3689 (0.3493) loss_giou_dn_0: 0.5346 (0.5492) loss_class_dn_1: 0.3938 (0.4030) loss_bbox_dn_1: 0.2830 (0.2725) loss_giou_dn_1: 0.4370 (0.4534) loss_class_dn_2: 0.3721 (0.3823) loss_bbox_dn_2: 0.2559 (0.2516) loss_giou_dn_2: 0.4161 (0.4278) loss_class_dn_3: 0.3681 (0.3760) loss_bbox_dn_3: 0.2486 (0.2481) loss_giou_dn_3: 0.4100 (0.4226) loss_class_dn_4: 0.3645 (0.3737) loss_bbox_dn_4: 0.2478 (0.2472) loss_giou_dn_4: 0.4101 (0.4211) loss_class_hybrid: 0.6951 (0.7363) loss_bbox_hybrid: 0.1730 (0.1854) loss_giou_hybrid: 0.3978 (0.4078) loss_class_0_hybrid: 0.7744 (0.8049) loss_bbox_0_hybrid: 0.1899 (0.1935) loss_giou_0_hybrid: 0.4041 (0.4235) loss_class_1_hybrid: 0.7275 (0.7614) loss_bbox_1_hybrid: 0.1805 (0.1888) loss_giou_1_hybrid: 0.4031 (0.4141) loss_class_2_hybrid: 0.6996 (0.7478) loss_bbox_2_hybrid: 0.1759 (0.1859) loss_giou_2_hybrid: 0.3967 (0.4095) loss_class_3_hybrid: 0.6897 (0.7397) loss_bbox_3_hybrid: 0.1754 (0.1855) loss_giou_3_hybrid: 0.3983 (0.4082) loss_class_4_hybrid: 0.6940 (0.7364) loss_bbox_4_hybrid: 0.1733 (0.1855) loss_giou_4_hybrid: 0.3991 (0.4080) loss_class_enc_hybrid: 0.7735 (0.7729) loss_bbox_enc_hybrid: 0.2341 (0.2303) loss_giou_enc_hybrid: 0.4576 (0.4809) mem: 1024 max mem: 36965 [2024-01-15 23:23:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:24:15 det.util.engine] INFO: Epoch: [9] [8550/11727] eta: 0:57:12 lr: 0.000100 data_time: 0.0035 iter_time: 1.0560 loss: 25.0333 (25.7707) loss_class: 0.6984 (0.7329) loss_bbox: 0.1544 (0.1736) loss_giou: 0.3814 (0.3805) loss_class_0: 0.8733 (0.9005) loss_bbox_0: 0.1623 (0.1739) loss_giou_0: 0.3861 (0.3850) loss_class_1: 0.7382 (0.7842) loss_bbox_1: 0.1586 (0.1750) loss_giou_1: 0.3839 (0.3844) loss_class_2: 0.7305 (0.7572) loss_bbox_2: 0.1590 (0.1730) loss_giou_2: 0.3876 (0.3811) loss_class_3: 0.7171 (0.7417) loss_bbox_3: 0.1561 (0.1730) loss_giou_3: 0.3863 (0.3804) loss_class_4: 0.7224 (0.7342) loss_bbox_4: 0.1562 (0.1734) loss_giou_4: 0.3853 (0.3806) loss_class_enc: 0.8211 (0.8513) loss_bbox_enc: 0.1824 (0.2067) loss_giou_enc: 0.4275 (0.4344) loss_class_dn: 0.3722 (0.3737) loss_bbox_dn: 0.2030 (0.2470) loss_giou_dn: 0.3937 (0.4212) loss_class_dn_0: 0.4634 (0.4700) loss_bbox_dn_0: 0.2781 (0.3491) loss_giou_dn_0: 0.5255 (0.5492) loss_class_dn_1: 0.4024 (0.4030) loss_bbox_dn_1: 0.2228 (0.2724) loss_giou_dn_1: 0.4270 (0.4534) loss_class_dn_2: 0.3803 (0.3823) loss_bbox_dn_2: 0.2070 (0.2515) loss_giou_dn_2: 0.3981 (0.4278) loss_class_dn_3: 0.3758 (0.3760) loss_bbox_dn_3: 0.2029 (0.2479) loss_giou_dn_3: 0.3959 (0.4226) loss_class_dn_4: 0.3729 (0.3737) loss_bbox_dn_4: 0.2031 (0.2470) loss_giou_dn_4: 0.3934 (0.4210) loss_class_hybrid: 0.7085 (0.7361) loss_bbox_hybrid: 0.1704 (0.1853) loss_giou_hybrid: 0.3901 (0.4078) loss_class_0_hybrid: 0.7744 (0.8047) loss_bbox_0_hybrid: 0.1782 (0.1935) loss_giou_0_hybrid: 0.4058 (0.4236) loss_class_1_hybrid: 0.7242 (0.7612) loss_bbox_1_hybrid: 0.1681 (0.1887) loss_giou_1_hybrid: 0.3947 (0.4142) loss_class_2_hybrid: 0.7199 (0.7476) loss_bbox_2_hybrid: 0.1737 (0.1858) loss_giou_2_hybrid: 0.3901 (0.4095) loss_class_3_hybrid: 0.7072 (0.7395) loss_bbox_3_hybrid: 0.1737 (0.1854) loss_giou_3_hybrid: 0.3878 (0.4083) loss_class_4_hybrid: 0.6949 (0.7362) loss_bbox_4_hybrid: 0.1735 (0.1855) loss_giou_4_hybrid: 0.3901 (0.4080) loss_class_enc_hybrid: 0.7483 (0.7727) loss_bbox_enc_hybrid: 0.2070 (0.2302) loss_giou_enc_hybrid: 0.4701 (0.4809) mem: 1040 max mem: 36965 [2024-01-15 23:24:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:25:10 det.util.engine] INFO: Epoch: [9] [8600/11727] eta: 0:56:19 lr: 0.000100 data_time: 0.0031 iter_time: 1.1046 loss: 25.8831 (25.7694) loss_class: 0.6975 (0.7328) loss_bbox: 0.1497 (0.1735) loss_giou: 0.4133 (0.3806) loss_class_0: 0.8496 (0.9003) loss_bbox_0: 0.1598 (0.1738) loss_giou_0: 0.4186 (0.3852) loss_class_1: 0.7451 (0.7840) loss_bbox_1: 0.1579 (0.1749) loss_giou_1: 0.4259 (0.3846) loss_class_2: 0.7128 (0.7570) loss_bbox_2: 0.1645 (0.1729) loss_giou_2: 0.4249 (0.3812) loss_class_3: 0.6923 (0.7416) loss_bbox_3: 0.1643 (0.1730) loss_giou_3: 0.4166 (0.3805) loss_class_4: 0.6840 (0.7341) loss_bbox_4: 0.1562 (0.1734) loss_giou_4: 0.4047 (0.3808) loss_class_enc: 0.7795 (0.8511) loss_bbox_enc: 0.1771 (0.2067) loss_giou_enc: 0.4598 (0.4345) loss_class_dn: 0.3772 (0.3737) loss_bbox_dn: 0.1976 (0.2469) loss_giou_dn: 0.4404 (0.4212) loss_class_dn_0: 0.4672 (0.4700) loss_bbox_dn_0: 0.2921 (0.3489) loss_giou_dn_0: 0.5443 (0.5492) loss_class_dn_1: 0.4054 (0.4030) loss_bbox_dn_1: 0.2115 (0.2722) loss_giou_dn_1: 0.4689 (0.4535) loss_class_dn_2: 0.3838 (0.3823) loss_bbox_dn_2: 0.2001 (0.2513) loss_giou_dn_2: 0.4449 (0.4279) loss_class_dn_3: 0.3799 (0.3760) loss_bbox_dn_3: 0.1963 (0.2478) loss_giou_dn_3: 0.4429 (0.4226) loss_class_dn_4: 0.3779 (0.3737) loss_bbox_dn_4: 0.1977 (0.2469) loss_giou_dn_4: 0.4405 (0.4211) loss_class_hybrid: 0.6932 (0.7360) loss_bbox_hybrid: 0.1705 (0.1852) loss_giou_hybrid: 0.4196 (0.4080) loss_class_0_hybrid: 0.7600 (0.8045) loss_bbox_0_hybrid: 0.1885 (0.1934) loss_giou_0_hybrid: 0.4374 (0.4237) loss_class_1_hybrid: 0.7201 (0.7611) loss_bbox_1_hybrid: 0.1663 (0.1887) loss_giou_1_hybrid: 0.4283 (0.4143) loss_class_2_hybrid: 0.7054 (0.7475) loss_bbox_2_hybrid: 0.1663 (0.1857) loss_giou_2_hybrid: 0.4225 (0.4097) loss_class_3_hybrid: 0.6949 (0.7394) loss_bbox_3_hybrid: 0.1772 (0.1854) loss_giou_3_hybrid: 0.4282 (0.4085) loss_class_4_hybrid: 0.6866 (0.7361) loss_bbox_4_hybrid: 0.1712 (0.1854) loss_giou_4_hybrid: 0.4234 (0.4082) loss_class_enc_hybrid: 0.7454 (0.7726) loss_bbox_enc_hybrid: 0.2154 (0.2302) loss_giou_enc_hybrid: 0.4946 (0.4811) mem: 1016 max mem: 36965 [2024-01-15 23:25:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:26:03 det.util.engine] INFO: Epoch: [9] [8650/11727] eta: 0:55:24 lr: 0.000100 data_time: 0.0035 iter_time: 1.0623 loss: 25.3433 (25.7698) loss_class: 0.7652 (0.7329) loss_bbox: 0.1609 (0.1735) loss_giou: 0.3844 (0.3807) loss_class_0: 0.8882 (0.9002) loss_bbox_0: 0.1567 (0.1738) loss_giou_0: 0.3865 (0.3852) loss_class_1: 0.7991 (0.7840) loss_bbox_1: 0.1645 (0.1749) loss_giou_1: 0.3892 (0.3846) loss_class_2: 0.7517 (0.7570) loss_bbox_2: 0.1644 (0.1729) loss_giou_2: 0.3844 (0.3813) loss_class_3: 0.7542 (0.7417) loss_bbox_3: 0.1571 (0.1730) loss_giou_3: 0.3845 (0.3806) loss_class_4: 0.7593 (0.7341) loss_bbox_4: 0.1610 (0.1733) loss_giou_4: 0.3846 (0.3808) loss_class_enc: 0.8319 (0.8511) loss_bbox_enc: 0.1885 (0.2066) loss_giou_enc: 0.4188 (0.4346) loss_class_dn: 0.3713 (0.3737) loss_bbox_dn: 0.2239 (0.2468) loss_giou_dn: 0.4284 (0.4213) loss_class_dn_0: 0.4633 (0.4699) loss_bbox_dn_0: 0.3313 (0.3488) loss_giou_dn_0: 0.5503 (0.5493) loss_class_dn_1: 0.4028 (0.4030) loss_bbox_dn_1: 0.2459 (0.2722) loss_giou_dn_1: 0.4534 (0.4535) loss_class_dn_2: 0.3832 (0.3822) loss_bbox_dn_2: 0.2261 (0.2513) loss_giou_dn_2: 0.4315 (0.4279) loss_class_dn_3: 0.3729 (0.3760) loss_bbox_dn_3: 0.2237 (0.2477) loss_giou_dn_3: 0.4286 (0.4227) loss_class_dn_4: 0.3719 (0.3737) loss_bbox_dn_4: 0.2239 (0.2468) loss_giou_dn_4: 0.4281 (0.4212) loss_class_hybrid: 0.7495 (0.7360) loss_bbox_hybrid: 0.1747 (0.1852) loss_giou_hybrid: 0.4095 (0.4081) loss_class_0_hybrid: 0.7988 (0.8044) loss_bbox_0_hybrid: 0.1763 (0.1934) loss_giou_0_hybrid: 0.4267 (0.4238) loss_class_1_hybrid: 0.7613 (0.7611) loss_bbox_1_hybrid: 0.1795 (0.1887) loss_giou_1_hybrid: 0.4161 (0.4144) loss_class_2_hybrid: 0.7590 (0.7475) loss_bbox_2_hybrid: 0.1697 (0.1857) loss_giou_2_hybrid: 0.4100 (0.4098) loss_class_3_hybrid: 0.7618 (0.7394) loss_bbox_3_hybrid: 0.1755 (0.1854) loss_giou_3_hybrid: 0.4087 (0.4086) loss_class_4_hybrid: 0.7502 (0.7361) loss_bbox_4_hybrid: 0.1761 (0.1854) loss_giou_4_hybrid: 0.4099 (0.4083) loss_class_enc_hybrid: 0.7500 (0.7725) loss_bbox_enc_hybrid: 0.2137 (0.2301) loss_giou_enc_hybrid: 0.4651 (0.4812) mem: 1025 max mem: 36965 [2024-01-15 23:26:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:26:58 det.util.engine] INFO: Epoch: [9] [8700/11727] eta: 0:54:30 lr: 0.000100 data_time: 0.0032 iter_time: 1.1069 loss: 25.7044 (25.7682) loss_class: 0.7396 (0.7329) loss_bbox: 0.1557 (0.1734) loss_giou: 0.3711 (0.3807) loss_class_0: 0.8770 (0.9002) loss_bbox_0: 0.1573 (0.1737) loss_giou_0: 0.3852 (0.3853) loss_class_1: 0.7612 (0.7840) loss_bbox_1: 0.1581 (0.1749) loss_giou_1: 0.3991 (0.3847) loss_class_2: 0.7446 (0.7570) loss_bbox_2: 0.1541 (0.1729) loss_giou_2: 0.3858 (0.3813) loss_class_3: 0.7463 (0.7417) loss_bbox_3: 0.1557 (0.1729) loss_giou_3: 0.3816 (0.3806) loss_class_4: 0.7425 (0.7342) loss_bbox_4: 0.1568 (0.1733) loss_giou_4: 0.3773 (0.3808) loss_class_enc: 0.8380 (0.8511) loss_bbox_enc: 0.1941 (0.2066) loss_giou_enc: 0.4458 (0.4346) loss_class_dn: 0.3683 (0.3736) loss_bbox_dn: 0.2267 (0.2467) loss_giou_dn: 0.4407 (0.4213) loss_class_dn_0: 0.4671 (0.4699) loss_bbox_dn_0: 0.3317 (0.3487) loss_giou_dn_0: 0.5528 (0.5493) loss_class_dn_1: 0.3999 (0.4030) loss_bbox_dn_1: 0.2407 (0.2720) loss_giou_dn_1: 0.4705 (0.4535) loss_class_dn_2: 0.3808 (0.3822) loss_bbox_dn_2: 0.2316 (0.2511) loss_giou_dn_2: 0.4429 (0.4279) loss_class_dn_3: 0.3706 (0.3759) loss_bbox_dn_3: 0.2250 (0.2476) loss_giou_dn_3: 0.4425 (0.4226) loss_class_dn_4: 0.3683 (0.3737) loss_bbox_dn_4: 0.2267 (0.2467) loss_giou_dn_4: 0.4404 (0.4211) loss_class_hybrid: 0.7398 (0.7360) loss_bbox_hybrid: 0.1728 (0.1852) loss_giou_hybrid: 0.4086 (0.4081) loss_class_0_hybrid: 0.7853 (0.8044) loss_bbox_0_hybrid: 0.1851 (0.1933) loss_giou_0_hybrid: 0.4314 (0.4238) loss_class_1_hybrid: 0.7565 (0.7611) loss_bbox_1_hybrid: 0.1758 (0.1886) loss_giou_1_hybrid: 0.4190 (0.4145) loss_class_2_hybrid: 0.7507 (0.7475) loss_bbox_2_hybrid: 0.1708 (0.1857) loss_giou_2_hybrid: 0.4120 (0.4098) loss_class_3_hybrid: 0.7298 (0.7394) loss_bbox_3_hybrid: 0.1722 (0.1853) loss_giou_3_hybrid: 0.4102 (0.4086) loss_class_4_hybrid: 0.7268 (0.7361) loss_bbox_4_hybrid: 0.1721 (0.1853) loss_giou_4_hybrid: 0.4107 (0.4083) loss_class_enc_hybrid: 0.7445 (0.7725) loss_bbox_enc_hybrid: 0.2149 (0.2301) loss_giou_enc_hybrid: 0.4938 (0.4812) mem: 1029 max mem: 36965 [2024-01-15 23:26:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:27:51 det.util.engine] INFO: Epoch: [9] [8750/11727] eta: 0:53:36 lr: 0.000100 data_time: 0.0035 iter_time: 1.0753 loss: 25.2768 (25.7706) loss_class: 0.7363 (0.7330) loss_bbox: 0.1675 (0.1734) loss_giou: 0.3875 (0.3807) loss_class_0: 0.8721 (0.9003) loss_bbox_0: 0.1594 (0.1737) loss_giou_0: 0.4073 (0.3853) loss_class_1: 0.7754 (0.7841) loss_bbox_1: 0.1685 (0.1749) loss_giou_1: 0.3961 (0.3847) loss_class_2: 0.7444 (0.7571) loss_bbox_2: 0.1709 (0.1729) loss_giou_2: 0.3922 (0.3813) loss_class_3: 0.7469 (0.7419) loss_bbox_3: 0.1627 (0.1729) loss_giou_3: 0.3855 (0.3806) loss_class_4: 0.7318 (0.7343) loss_bbox_4: 0.1670 (0.1733) loss_giou_4: 0.3879 (0.3809) loss_class_enc: 0.8569 (0.8512) loss_bbox_enc: 0.2142 (0.2066) loss_giou_enc: 0.4497 (0.4347) loss_class_dn: 0.3784 (0.3737) loss_bbox_dn: 0.2475 (0.2468) loss_giou_dn: 0.4337 (0.4213) loss_class_dn_0: 0.4783 (0.4699) loss_bbox_dn_0: 0.3599 (0.3487) loss_giou_dn_0: 0.5683 (0.5493) loss_class_dn_1: 0.4110 (0.4030) loss_bbox_dn_1: 0.2695 (0.2721) loss_giou_dn_1: 0.4755 (0.4536) loss_class_dn_2: 0.3916 (0.3822) loss_bbox_dn_2: 0.2526 (0.2512) loss_giou_dn_2: 0.4438 (0.4280) loss_class_dn_3: 0.3813 (0.3760) loss_bbox_dn_3: 0.2509 (0.2477) loss_giou_dn_3: 0.4370 (0.4227) loss_class_dn_4: 0.3788 (0.3737) loss_bbox_dn_4: 0.2473 (0.2468) loss_giou_dn_4: 0.4341 (0.4212) loss_class_hybrid: 0.7300 (0.7360) loss_bbox_hybrid: 0.1899 (0.1852) loss_giou_hybrid: 0.4144 (0.4081) loss_class_0_hybrid: 0.7960 (0.8045) loss_bbox_0_hybrid: 0.1879 (0.1933) loss_giou_0_hybrid: 0.4224 (0.4239) loss_class_1_hybrid: 0.7658 (0.7611) loss_bbox_1_hybrid: 0.1917 (0.1886) loss_giou_1_hybrid: 0.4175 (0.4145) loss_class_2_hybrid: 0.7450 (0.7475) loss_bbox_2_hybrid: 0.1920 (0.1857) loss_giou_2_hybrid: 0.4204 (0.4098) loss_class_3_hybrid: 0.7288 (0.7394) loss_bbox_3_hybrid: 0.1920 (0.1853) loss_giou_3_hybrid: 0.4174 (0.4086) loss_class_4_hybrid: 0.7315 (0.7361) loss_bbox_4_hybrid: 0.1891 (0.1853) loss_giou_4_hybrid: 0.4150 (0.4083) loss_class_enc_hybrid: 0.7684 (0.7725) loss_bbox_enc_hybrid: 0.2322 (0.2301) loss_giou_enc_hybrid: 0.4746 (0.4812) mem: 1019 max mem: 36965 [2024-01-15 23:27:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:28:43 det.util.engine] INFO: Epoch: [9] [8800/11727] eta: 0:52:42 lr: 0.000100 data_time: 0.0037 iter_time: 1.0419 loss: 25.1042 (25.7677) loss_class: 0.7025 (0.7329) loss_bbox: 0.1528 (0.1734) loss_giou: 0.3807 (0.3807) loss_class_0: 0.8662 (0.9003) loss_bbox_0: 0.1461 (0.1737) loss_giou_0: 0.3764 (0.3852) loss_class_1: 0.7808 (0.7841) loss_bbox_1: 0.1552 (0.1748) loss_giou_1: 0.3821 (0.3846) loss_class_2: 0.7318 (0.7571) loss_bbox_2: 0.1608 (0.1729) loss_giou_2: 0.3807 (0.3812) loss_class_3: 0.7111 (0.7418) loss_bbox_3: 0.1562 (0.1729) loss_giou_3: 0.3773 (0.3806) loss_class_4: 0.7024 (0.7342) loss_bbox_4: 0.1569 (0.1733) loss_giou_4: 0.3770 (0.3808) loss_class_enc: 0.8522 (0.8512) loss_bbox_enc: 0.1828 (0.2066) loss_giou_enc: 0.4268 (0.4345) loss_class_dn: 0.3662 (0.3736) loss_bbox_dn: 0.2153 (0.2467) loss_giou_dn: 0.3995 (0.4213) loss_class_dn_0: 0.4719 (0.4699) loss_bbox_dn_0: 0.3003 (0.3486) loss_giou_dn_0: 0.5285 (0.5492) loss_class_dn_1: 0.3989 (0.4030) loss_bbox_dn_1: 0.2377 (0.2720) loss_giou_dn_1: 0.4386 (0.4535) loss_class_dn_2: 0.3741 (0.3822) loss_bbox_dn_2: 0.2185 (0.2511) loss_giou_dn_2: 0.4091 (0.4279) loss_class_dn_3: 0.3705 (0.3759) loss_bbox_dn_3: 0.2147 (0.2476) loss_giou_dn_3: 0.4028 (0.4226) loss_class_dn_4: 0.3669 (0.3737) loss_bbox_dn_4: 0.2152 (0.2467) loss_giou_dn_4: 0.3993 (0.4211) loss_class_hybrid: 0.7387 (0.7360) loss_bbox_hybrid: 0.1621 (0.1851) loss_giou_hybrid: 0.3896 (0.4080) loss_class_0_hybrid: 0.8042 (0.8046) loss_bbox_0_hybrid: 0.1598 (0.1933) loss_giou_0_hybrid: 0.3928 (0.4237) loss_class_1_hybrid: 0.7662 (0.7612) loss_bbox_1_hybrid: 0.1579 (0.1886) loss_giou_1_hybrid: 0.3837 (0.4143) loss_class_2_hybrid: 0.7399 (0.7476) loss_bbox_2_hybrid: 0.1595 (0.1856) loss_giou_2_hybrid: 0.3898 (0.4097) loss_class_3_hybrid: 0.7423 (0.7395) loss_bbox_3_hybrid: 0.1575 (0.1853) loss_giou_3_hybrid: 0.3933 (0.4085) loss_class_4_hybrid: 0.7418 (0.7361) loss_bbox_4_hybrid: 0.1610 (0.1853) loss_giou_4_hybrid: 0.3916 (0.4082) loss_class_enc_hybrid: 0.7958 (0.7726) loss_bbox_enc_hybrid: 0.2061 (0.2300) loss_giou_enc_hybrid: 0.4596 (0.4810) mem: 1023 max mem: 36965 [2024-01-15 23:28:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:29:37 det.util.engine] INFO: Epoch: [9] [8850/11727] eta: 0:51:47 lr: 0.000100 data_time: 0.0034 iter_time: 1.0566 loss: 25.4560 (25.7676) loss_class: 0.7138 (0.7328) loss_bbox: 0.1830 (0.1734) loss_giou: 0.3687 (0.3807) loss_class_0: 0.8894 (0.9003) loss_bbox_0: 0.1839 (0.1737) loss_giou_0: 0.3487 (0.3852) loss_class_1: 0.7838 (0.7841) loss_bbox_1: 0.1830 (0.1748) loss_giou_1: 0.3532 (0.3846) loss_class_2: 0.7536 (0.7571) loss_bbox_2: 0.1766 (0.1728) loss_giou_2: 0.3495 (0.3813) loss_class_3: 0.7281 (0.7417) loss_bbox_3: 0.1832 (0.1729) loss_giou_3: 0.3491 (0.3806) loss_class_4: 0.7302 (0.7341) loss_bbox_4: 0.1835 (0.1733) loss_giou_4: 0.3542 (0.3808) loss_class_enc: 0.8543 (0.8511) loss_bbox_enc: 0.2076 (0.2065) loss_giou_enc: 0.4061 (0.4346) loss_class_dn: 0.3698 (0.3736) loss_bbox_dn: 0.2657 (0.2467) loss_giou_dn: 0.4158 (0.4213) loss_class_dn_0: 0.4642 (0.4699) loss_bbox_dn_0: 0.3644 (0.3486) loss_giou_dn_0: 0.5552 (0.5492) loss_class_dn_1: 0.3955 (0.4030) loss_bbox_dn_1: 0.2947 (0.2720) loss_giou_dn_1: 0.4612 (0.4535) loss_class_dn_2: 0.3737 (0.3822) loss_bbox_dn_2: 0.2709 (0.2511) loss_giou_dn_2: 0.4275 (0.4279) loss_class_dn_3: 0.3690 (0.3759) loss_bbox_dn_3: 0.2676 (0.2476) loss_giou_dn_3: 0.4196 (0.4226) loss_class_dn_4: 0.3686 (0.3737) loss_bbox_dn_4: 0.2656 (0.2467) loss_giou_dn_4: 0.4157 (0.4211) loss_class_hybrid: 0.7231 (0.7360) loss_bbox_hybrid: 0.1912 (0.1851) loss_giou_hybrid: 0.3803 (0.4080) loss_class_0_hybrid: 0.7992 (0.8046) loss_bbox_0_hybrid: 0.1905 (0.1933) loss_giou_0_hybrid: 0.3780 (0.4237) loss_class_1_hybrid: 0.7581 (0.7612) loss_bbox_1_hybrid: 0.1938 (0.1886) loss_giou_1_hybrid: 0.3794 (0.4144) loss_class_2_hybrid: 0.7338 (0.7475) loss_bbox_2_hybrid: 0.1902 (0.1856) loss_giou_2_hybrid: 0.3754 (0.4097) loss_class_3_hybrid: 0.7235 (0.7394) loss_bbox_3_hybrid: 0.1890 (0.1853) loss_giou_3_hybrid: 0.3743 (0.4085) loss_class_4_hybrid: 0.7247 (0.7361) loss_bbox_4_hybrid: 0.1938 (0.1853) loss_giou_4_hybrid: 0.3764 (0.4082) loss_class_enc_hybrid: 0.7627 (0.7726) loss_bbox_enc_hybrid: 0.2333 (0.2300) loss_giou_enc_hybrid: 0.4300 (0.4811) mem: 1022 max mem: 36965 [2024-01-15 23:29:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:30:28 det.util.engine] INFO: Epoch: [9] [8900/11727] eta: 0:50:53 lr: 0.000100 data_time: 0.0033 iter_time: 1.0423 loss: 24.0453 (25.7625) loss_class: 0.6717 (0.7326) loss_bbox: 0.1723 (0.1734) loss_giou: 0.3670 (0.3807) loss_class_0: 0.8303 (0.9001) loss_bbox_0: 0.1651 (0.1737) loss_giou_0: 0.3688 (0.3852) loss_class_1: 0.7321 (0.7839) loss_bbox_1: 0.1719 (0.1748) loss_giou_1: 0.3665 (0.3846) loss_class_2: 0.7059 (0.7569) loss_bbox_2: 0.1730 (0.1728) loss_giou_2: 0.3620 (0.3812) loss_class_3: 0.6925 (0.7415) loss_bbox_3: 0.1511 (0.1728) loss_giou_3: 0.3554 (0.3806) loss_class_4: 0.6891 (0.7339) loss_bbox_4: 0.1511 (0.1732) loss_giou_4: 0.3585 (0.3808) loss_class_enc: 0.7934 (0.8510) loss_bbox_enc: 0.2028 (0.2065) loss_giou_enc: 0.4296 (0.4345) loss_class_dn: 0.3682 (0.3736) loss_bbox_dn: 0.2410 (0.2466) loss_giou_dn: 0.4016 (0.4212) loss_class_dn_0: 0.4665 (0.4699) loss_bbox_dn_0: 0.3212 (0.3485) loss_giou_dn_0: 0.5356 (0.5491) loss_class_dn_1: 0.3946 (0.4030) loss_bbox_dn_1: 0.2583 (0.2719) loss_giou_dn_1: 0.4462 (0.4534) loss_class_dn_2: 0.3744 (0.3822) loss_bbox_dn_2: 0.2474 (0.2510) loss_giou_dn_2: 0.4154 (0.4278) loss_class_dn_3: 0.3723 (0.3759) loss_bbox_dn_3: 0.2428 (0.2475) loss_giou_dn_3: 0.4040 (0.4226) loss_class_dn_4: 0.3699 (0.3736) loss_bbox_dn_4: 0.2408 (0.2466) loss_giou_dn_4: 0.4016 (0.4210) loss_class_hybrid: 0.7156 (0.7358) loss_bbox_hybrid: 0.1741 (0.1851) loss_giou_hybrid: 0.3658 (0.4080) loss_class_0_hybrid: 0.7671 (0.8045) loss_bbox_0_hybrid: 0.1736 (0.1932) loss_giou_0_hybrid: 0.3867 (0.4237) loss_class_1_hybrid: 0.7354 (0.7610) loss_bbox_1_hybrid: 0.1724 (0.1885) loss_giou_1_hybrid: 0.3746 (0.4143) loss_class_2_hybrid: 0.7156 (0.7474) loss_bbox_2_hybrid: 0.1680 (0.1856) loss_giou_2_hybrid: 0.3689 (0.4097) loss_class_3_hybrid: 0.7132 (0.7393) loss_bbox_3_hybrid: 0.1661 (0.1852) loss_giou_3_hybrid: 0.3687 (0.4085) loss_class_4_hybrid: 0.7238 (0.7359) loss_bbox_4_hybrid: 0.1646 (0.1852) loss_giou_4_hybrid: 0.3651 (0.4082) loss_class_enc_hybrid: 0.7257 (0.7725) loss_bbox_enc_hybrid: 0.2094 (0.2299) loss_giou_enc_hybrid: 0.4404 (0.4810) mem: 1017 max mem: 36965 [2024-01-15 23:30:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:31:21 det.util.engine] INFO: Epoch: [9] [8950/11727] eta: 0:49:58 lr: 0.000100 data_time: 0.0033 iter_time: 1.0354 loss: 25.3459 (25.7624) loss_class: 0.7491 (0.7327) loss_bbox: 0.1412 (0.1733) loss_giou: 0.3454 (0.3807) loss_class_0: 0.9008 (0.9002) loss_bbox_0: 0.1419 (0.1736) loss_giou_0: 0.3530 (0.3852) loss_class_1: 0.7731 (0.7840) loss_bbox_1: 0.1451 (0.1747) loss_giou_1: 0.3513 (0.3846) loss_class_2: 0.7482 (0.7570) loss_bbox_2: 0.1453 (0.1727) loss_giou_2: 0.3401 (0.3812) loss_class_3: 0.7750 (0.7417) loss_bbox_3: 0.1415 (0.1728) loss_giou_3: 0.3375 (0.3805) loss_class_4: 0.7685 (0.7340) loss_bbox_4: 0.1413 (0.1732) loss_giou_4: 0.3383 (0.3808) loss_class_enc: 0.8476 (0.8510) loss_bbox_enc: 0.1881 (0.2064) loss_giou_enc: 0.4060 (0.4346) loss_class_dn: 0.3840 (0.3736) loss_bbox_dn: 0.2245 (0.2466) loss_giou_dn: 0.4162 (0.4212) loss_class_dn_0: 0.4729 (0.4699) loss_bbox_dn_0: 0.3122 (0.3485) loss_giou_dn_0: 0.5270 (0.5491) loss_class_dn_1: 0.4033 (0.4030) loss_bbox_dn_1: 0.2465 (0.2719) loss_giou_dn_1: 0.4450 (0.4534) loss_class_dn_2: 0.3859 (0.3822) loss_bbox_dn_2: 0.2263 (0.2510) loss_giou_dn_2: 0.4210 (0.4278) loss_class_dn_3: 0.3862 (0.3759) loss_bbox_dn_3: 0.2253 (0.2475) loss_giou_dn_3: 0.4180 (0.4225) loss_class_dn_4: 0.3842 (0.3737) loss_bbox_dn_4: 0.2245 (0.2466) loss_giou_dn_4: 0.4164 (0.4210) loss_class_hybrid: 0.7449 (0.7359) loss_bbox_hybrid: 0.1505 (0.1850) loss_giou_hybrid: 0.3697 (0.4080) loss_class_0_hybrid: 0.8056 (0.8045) loss_bbox_0_hybrid: 0.1592 (0.1932) loss_giou_0_hybrid: 0.3879 (0.4237) loss_class_1_hybrid: 0.7581 (0.7611) loss_bbox_1_hybrid: 0.1534 (0.1884) loss_giou_1_hybrid: 0.3759 (0.4143) loss_class_2_hybrid: 0.7458 (0.7475) loss_bbox_2_hybrid: 0.1521 (0.1855) loss_giou_2_hybrid: 0.3683 (0.4096) loss_class_3_hybrid: 0.7384 (0.7393) loss_bbox_3_hybrid: 0.1505 (0.1852) loss_giou_3_hybrid: 0.3684 (0.4084) loss_class_4_hybrid: 0.7366 (0.7360) loss_bbox_4_hybrid: 0.1505 (0.1852) loss_giou_4_hybrid: 0.3704 (0.4082) loss_class_enc_hybrid: 0.7564 (0.7726) loss_bbox_enc_hybrid: 0.2022 (0.2298) loss_giou_enc_hybrid: 0.4536 (0.4810) mem: 1034 max mem: 36965 [2024-01-15 23:31:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:32:15 det.util.engine] INFO: Epoch: [9] [9000/11727] eta: 0:49:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0463 loss: 25.3501 (25.7614) loss_class: 0.7400 (0.7328) loss_bbox: 0.1626 (0.1734) loss_giou: 0.3234 (0.3805) loss_class_0: 0.9233 (0.9003) loss_bbox_0: 0.1712 (0.1736) loss_giou_0: 0.3384 (0.3850) loss_class_1: 0.8108 (0.7841) loss_bbox_1: 0.1633 (0.1748) loss_giou_1: 0.3148 (0.3844) loss_class_2: 0.7722 (0.7571) loss_bbox_2: 0.1605 (0.1728) loss_giou_2: 0.3136 (0.3811) loss_class_3: 0.7542 (0.7417) loss_bbox_3: 0.1631 (0.1728) loss_giou_3: 0.3312 (0.3804) loss_class_4: 0.7396 (0.7341) loss_bbox_4: 0.1648 (0.1732) loss_giou_4: 0.3310 (0.3806) loss_class_enc: 0.8629 (0.8511) loss_bbox_enc: 0.2073 (0.2065) loss_giou_enc: 0.3950 (0.4344) loss_class_dn: 0.3686 (0.3736) loss_bbox_dn: 0.2536 (0.2467) loss_giou_dn: 0.3718 (0.4210) loss_class_dn_0: 0.4785 (0.4699) loss_bbox_dn_0: 0.3720 (0.3486) loss_giou_dn_0: 0.5107 (0.5490) loss_class_dn_1: 0.4030 (0.4029) loss_bbox_dn_1: 0.2771 (0.2720) loss_giou_dn_1: 0.4093 (0.4533) loss_class_dn_2: 0.3811 (0.3822) loss_bbox_dn_2: 0.2559 (0.2511) loss_giou_dn_2: 0.3785 (0.4277) loss_class_dn_3: 0.3725 (0.3759) loss_bbox_dn_3: 0.2547 (0.2476) loss_giou_dn_3: 0.3743 (0.4224) loss_class_dn_4: 0.3705 (0.3736) loss_bbox_dn_4: 0.2537 (0.2466) loss_giou_dn_4: 0.3717 (0.4209) loss_class_hybrid: 0.7579 (0.7360) loss_bbox_hybrid: 0.1652 (0.1850) loss_giou_hybrid: 0.3358 (0.4078) loss_class_0_hybrid: 0.8123 (0.8046) loss_bbox_0_hybrid: 0.1833 (0.1932) loss_giou_0_hybrid: 0.3518 (0.4235) loss_class_1_hybrid: 0.7583 (0.7612) loss_bbox_1_hybrid: 0.1761 (0.1885) loss_giou_1_hybrid: 0.3348 (0.4141) loss_class_2_hybrid: 0.7434 (0.7476) loss_bbox_2_hybrid: 0.1700 (0.1855) loss_giou_2_hybrid: 0.3417 (0.4094) loss_class_3_hybrid: 0.7653 (0.7394) loss_bbox_3_hybrid: 0.1728 (0.1852) loss_giou_3_hybrid: 0.3333 (0.4082) loss_class_4_hybrid: 0.7537 (0.7361) loss_bbox_4_hybrid: 0.1696 (0.1852) loss_giou_4_hybrid: 0.3328 (0.4079) loss_class_enc_hybrid: 0.8022 (0.7727) loss_bbox_enc_hybrid: 0.2300 (0.2299) loss_giou_enc_hybrid: 0.4180 (0.4808) mem: 1020 max mem: 36965 [2024-01-15 23:32:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:33:09 det.util.engine] INFO: Epoch: [9] [9050/11727] eta: 0:48:10 lr: 0.000100 data_time: 0.0034 iter_time: 1.0409 loss: 25.2207 (25.7597) loss_class: 0.7167 (0.7327) loss_bbox: 0.1648 (0.1734) loss_giou: 0.3547 (0.3805) loss_class_0: 0.9238 (0.9003) loss_bbox_0: 0.1666 (0.1736) loss_giou_0: 0.3686 (0.3850) loss_class_1: 0.7979 (0.7840) loss_bbox_1: 0.1715 (0.1748) loss_giou_1: 0.3588 (0.3844) loss_class_2: 0.7525 (0.7570) loss_bbox_2: 0.1594 (0.1728) loss_giou_2: 0.3566 (0.3810) loss_class_3: 0.7311 (0.7416) loss_bbox_3: 0.1649 (0.1728) loss_giou_3: 0.3687 (0.3803) loss_class_4: 0.7130 (0.7340) loss_bbox_4: 0.1679 (0.1732) loss_giou_4: 0.3549 (0.3806) loss_class_enc: 0.8441 (0.8510) loss_bbox_enc: 0.1982 (0.2065) loss_giou_enc: 0.4248 (0.4344) loss_class_dn: 0.3740 (0.3736) loss_bbox_dn: 0.2241 (0.2466) loss_giou_dn: 0.3918 (0.4210) loss_class_dn_0: 0.4777 (0.4699) loss_bbox_dn_0: 0.3279 (0.3486) loss_giou_dn_0: 0.5252 (0.5490) loss_class_dn_1: 0.3959 (0.4029) loss_bbox_dn_1: 0.2489 (0.2720) loss_giou_dn_1: 0.4344 (0.4532) loss_class_dn_2: 0.3804 (0.3822) loss_bbox_dn_2: 0.2242 (0.2511) loss_giou_dn_2: 0.4014 (0.4276) loss_class_dn_3: 0.3757 (0.3759) loss_bbox_dn_3: 0.2255 (0.2475) loss_giou_dn_3: 0.3943 (0.4223) loss_class_dn_4: 0.3751 (0.3736) loss_bbox_dn_4: 0.2242 (0.2466) loss_giou_dn_4: 0.3917 (0.4208) loss_class_hybrid: 0.7407 (0.7359) loss_bbox_hybrid: 0.1802 (0.1850) loss_giou_hybrid: 0.3613 (0.4077) loss_class_0_hybrid: 0.8291 (0.8046) loss_bbox_0_hybrid: 0.1914 (0.1932) loss_giou_0_hybrid: 0.3855 (0.4234) loss_class_1_hybrid: 0.7686 (0.7612) loss_bbox_1_hybrid: 0.1843 (0.1885) loss_giou_1_hybrid: 0.3753 (0.4141) loss_class_2_hybrid: 0.7577 (0.7475) loss_bbox_2_hybrid: 0.1840 (0.1855) loss_giou_2_hybrid: 0.3661 (0.4094) loss_class_3_hybrid: 0.7548 (0.7394) loss_bbox_3_hybrid: 0.1827 (0.1852) loss_giou_3_hybrid: 0.3628 (0.4082) loss_class_4_hybrid: 0.7369 (0.7361) loss_bbox_4_hybrid: 0.1831 (0.1852) loss_giou_4_hybrid: 0.3657 (0.4079) loss_class_enc_hybrid: 0.7751 (0.7727) loss_bbox_enc_hybrid: 0.2101 (0.2299) loss_giou_enc_hybrid: 0.4536 (0.4808) mem: 1026 max mem: 36965 [2024-01-15 23:33:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:34:02 det.util.engine] INFO: Epoch: [9] [9100/11727] eta: 0:47:16 lr: 0.000100 data_time: 0.0038 iter_time: 1.0400 loss: 26.4652 (25.7603) loss_class: 0.7328 (0.7327) loss_bbox: 0.1669 (0.1734) loss_giou: 0.4312 (0.3806) loss_class_0: 0.9088 (0.9002) loss_bbox_0: 0.1596 (0.1736) loss_giou_0: 0.4227 (0.3850) loss_class_1: 0.8013 (0.7840) loss_bbox_1: 0.1603 (0.1748) loss_giou_1: 0.4226 (0.3844) loss_class_2: 0.7661 (0.7570) loss_bbox_2: 0.1602 (0.1728) loss_giou_2: 0.4281 (0.3811) loss_class_3: 0.7526 (0.7416) loss_bbox_3: 0.1665 (0.1729) loss_giou_3: 0.4312 (0.3804) loss_class_4: 0.7464 (0.7340) loss_bbox_4: 0.1661 (0.1733) loss_giou_4: 0.4274 (0.3807) loss_class_enc: 0.8348 (0.8509) loss_bbox_enc: 0.1792 (0.2065) loss_giou_enc: 0.4774 (0.4345) loss_class_dn: 0.3766 (0.3736) loss_bbox_dn: 0.2124 (0.2466) loss_giou_dn: 0.4453 (0.4210) loss_class_dn_0: 0.4680 (0.4699) loss_bbox_dn_0: 0.3000 (0.3485) loss_giou_dn_0: 0.5642 (0.5490) loss_class_dn_1: 0.4045 (0.4029) loss_bbox_dn_1: 0.2287 (0.2719) loss_giou_dn_1: 0.4662 (0.4533) loss_class_dn_2: 0.3829 (0.3822) loss_bbox_dn_2: 0.2155 (0.2510) loss_giou_dn_2: 0.4538 (0.4276) loss_class_dn_3: 0.3758 (0.3759) loss_bbox_dn_3: 0.2140 (0.2475) loss_giou_dn_3: 0.4484 (0.4224) loss_class_dn_4: 0.3768 (0.3736) loss_bbox_dn_4: 0.2125 (0.2465) loss_giou_dn_4: 0.4452 (0.4209) loss_class_hybrid: 0.7205 (0.7359) loss_bbox_hybrid: 0.1657 (0.1850) loss_giou_hybrid: 0.4523 (0.4078) loss_class_0_hybrid: 0.7944 (0.8046) loss_bbox_0_hybrid: 0.1715 (0.1932) loss_giou_0_hybrid: 0.4665 (0.4235) loss_class_1_hybrid: 0.7394 (0.7612) loss_bbox_1_hybrid: 0.1775 (0.1885) loss_giou_1_hybrid: 0.4615 (0.4141) loss_class_2_hybrid: 0.7395 (0.7476) loss_bbox_2_hybrid: 0.1722 (0.1855) loss_giou_2_hybrid: 0.4576 (0.4095) loss_class_3_hybrid: 0.7293 (0.7394) loss_bbox_3_hybrid: 0.1703 (0.1852) loss_giou_3_hybrid: 0.4517 (0.4083) loss_class_4_hybrid: 0.7177 (0.7361) loss_bbox_4_hybrid: 0.1666 (0.1852) loss_giou_4_hybrid: 0.4544 (0.4080) loss_class_enc_hybrid: 0.7595 (0.7727) loss_bbox_enc_hybrid: 0.2096 (0.2298) loss_giou_enc_hybrid: 0.5162 (0.4808) mem: 1031 max mem: 36965 [2024-01-15 23:34:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:34:54 det.util.engine] INFO: Epoch: [9] [9150/11727] eta: 0:46:21 lr: 0.000100 data_time: 0.0033 iter_time: 1.0451 loss: 24.9772 (25.7613) loss_class: 0.7333 (0.7327) loss_bbox: 0.1643 (0.1734) loss_giou: 0.3560 (0.3806) loss_class_0: 0.9102 (0.9003) loss_bbox_0: 0.1589 (0.1736) loss_giou_0: 0.3647 (0.3850) loss_class_1: 0.7656 (0.7840) loss_bbox_1: 0.1691 (0.1747) loss_giou_1: 0.3583 (0.3845) loss_class_2: 0.7502 (0.7570) loss_bbox_2: 0.1647 (0.1727) loss_giou_2: 0.3530 (0.3812) loss_class_3: 0.7363 (0.7416) loss_bbox_3: 0.1670 (0.1728) loss_giou_3: 0.3564 (0.3805) loss_class_4: 0.7300 (0.7340) loss_bbox_4: 0.1644 (0.1732) loss_giou_4: 0.3561 (0.3807) loss_class_enc: 0.8254 (0.8509) loss_bbox_enc: 0.1997 (0.2064) loss_giou_enc: 0.4203 (0.4345) loss_class_dn: 0.3723 (0.3736) loss_bbox_dn: 0.2191 (0.2465) loss_giou_dn: 0.4179 (0.4211) loss_class_dn_0: 0.4707 (0.4699) loss_bbox_dn_0: 0.3107 (0.3484) loss_giou_dn_0: 0.5452 (0.5491) loss_class_dn_1: 0.4082 (0.4030) loss_bbox_dn_1: 0.2410 (0.2719) loss_giou_dn_1: 0.4461 (0.4533) loss_class_dn_2: 0.3890 (0.3822) loss_bbox_dn_2: 0.2241 (0.2509) loss_giou_dn_2: 0.4243 (0.4277) loss_class_dn_3: 0.3774 (0.3759) loss_bbox_dn_3: 0.2200 (0.2474) loss_giou_dn_3: 0.4189 (0.4224) loss_class_dn_4: 0.3741 (0.3737) loss_bbox_dn_4: 0.2190 (0.2465) loss_giou_dn_4: 0.4174 (0.4209) loss_class_hybrid: 0.7345 (0.7359) loss_bbox_hybrid: 0.1734 (0.1850) loss_giou_hybrid: 0.3853 (0.4079) loss_class_0_hybrid: 0.7859 (0.8046) loss_bbox_0_hybrid: 0.1794 (0.1931) loss_giou_0_hybrid: 0.4012 (0.4235) loss_class_1_hybrid: 0.7549 (0.7612) loss_bbox_1_hybrid: 0.1723 (0.1884) loss_giou_1_hybrid: 0.3968 (0.4142) loss_class_2_hybrid: 0.7381 (0.7476) loss_bbox_2_hybrid: 0.1716 (0.1855) loss_giou_2_hybrid: 0.3894 (0.4095) loss_class_3_hybrid: 0.7363 (0.7394) loss_bbox_3_hybrid: 0.1735 (0.1852) loss_giou_3_hybrid: 0.3913 (0.4083) loss_class_4_hybrid: 0.7437 (0.7361) loss_bbox_4_hybrid: 0.1725 (0.1852) loss_giou_4_hybrid: 0.3870 (0.4081) loss_class_enc_hybrid: 0.7498 (0.7727) loss_bbox_enc_hybrid: 0.2137 (0.2298) loss_giou_enc_hybrid: 0.4534 (0.4809) mem: 1037 max mem: 36965 [2024-01-15 23:34:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:35:48 det.util.engine] INFO: Epoch: [9] [9200/11727] eta: 0:45:28 lr: 0.000100 data_time: 0.0034 iter_time: 1.0848 loss: 24.7830 (25.7584) loss_class: 0.7252 (0.7325) loss_bbox: 0.1570 (0.1734) loss_giou: 0.3759 (0.3807) loss_class_0: 0.8829 (0.9001) loss_bbox_0: 0.1596 (0.1736) loss_giou_0: 0.3842 (0.3851) loss_class_1: 0.7619 (0.7838) loss_bbox_1: 0.1511 (0.1747) loss_giou_1: 0.3706 (0.3846) loss_class_2: 0.7444 (0.7568) loss_bbox_2: 0.1511 (0.1727) loss_giou_2: 0.3754 (0.3812) loss_class_3: 0.7216 (0.7414) loss_bbox_3: 0.1577 (0.1728) loss_giou_3: 0.3812 (0.3806) loss_class_4: 0.7287 (0.7338) loss_bbox_4: 0.1580 (0.1732) loss_giou_4: 0.3758 (0.3808) loss_class_enc: 0.8006 (0.8507) loss_bbox_enc: 0.1822 (0.2064) loss_giou_enc: 0.4370 (0.4346) loss_class_dn: 0.3869 (0.3736) loss_bbox_dn: 0.1976 (0.2464) loss_giou_dn: 0.4092 (0.4211) loss_class_dn_0: 0.4721 (0.4699) loss_bbox_dn_0: 0.2898 (0.3483) loss_giou_dn_0: 0.5316 (0.5490) loss_class_dn_1: 0.4071 (0.4029) loss_bbox_dn_1: 0.2220 (0.2717) loss_giou_dn_1: 0.4256 (0.4533) loss_class_dn_2: 0.3900 (0.3822) loss_bbox_dn_2: 0.2026 (0.2508) loss_giou_dn_2: 0.4098 (0.4277) loss_class_dn_3: 0.3865 (0.3759) loss_bbox_dn_3: 0.1985 (0.2473) loss_giou_dn_3: 0.4073 (0.4224) loss_class_dn_4: 0.3888 (0.3737) loss_bbox_dn_4: 0.1977 (0.2464) loss_giou_dn_4: 0.4087 (0.4209) loss_class_hybrid: 0.7277 (0.7357) loss_bbox_hybrid: 0.1614 (0.1850) loss_giou_hybrid: 0.3904 (0.4080) loss_class_0_hybrid: 0.7653 (0.8044) loss_bbox_0_hybrid: 0.1720 (0.1931) loss_giou_0_hybrid: 0.4078 (0.4236) loss_class_1_hybrid: 0.7340 (0.7609) loss_bbox_1_hybrid: 0.1626 (0.1884) loss_giou_1_hybrid: 0.4017 (0.4143) loss_class_2_hybrid: 0.7352 (0.7473) loss_bbox_2_hybrid: 0.1626 (0.1855) loss_giou_2_hybrid: 0.3974 (0.4096) loss_class_3_hybrid: 0.7359 (0.7392) loss_bbox_3_hybrid: 0.1564 (0.1851) loss_giou_3_hybrid: 0.3940 (0.4084) loss_class_4_hybrid: 0.7352 (0.7359) loss_bbox_4_hybrid: 0.1627 (0.1852) loss_giou_4_hybrid: 0.3929 (0.4082) loss_class_enc_hybrid: 0.7322 (0.7725) loss_bbox_enc_hybrid: 0.2038 (0.2298) loss_giou_enc_hybrid: 0.4704 (0.4809) mem: 1031 max mem: 36965 [2024-01-15 23:35:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:36:43 det.util.engine] INFO: Epoch: [9] [9250/11727] eta: 0:44:34 lr: 0.000100 data_time: 0.0032 iter_time: 1.0821 loss: 24.8147 (25.7554) loss_class: 0.7014 (0.7324) loss_bbox: 0.1555 (0.1734) loss_giou: 0.3944 (0.3807) loss_class_0: 0.8618 (0.8999) loss_bbox_0: 0.1512 (0.1736) loss_giou_0: 0.3999 (0.3851) loss_class_1: 0.7596 (0.7838) loss_bbox_1: 0.1468 (0.1747) loss_giou_1: 0.3991 (0.3845) loss_class_2: 0.7112 (0.7567) loss_bbox_2: 0.1542 (0.1727) loss_giou_2: 0.3948 (0.3812) loss_class_3: 0.7217 (0.7414) loss_bbox_3: 0.1507 (0.1728) loss_giou_3: 0.3947 (0.3805) loss_class_4: 0.7000 (0.7337) loss_bbox_4: 0.1552 (0.1732) loss_giou_4: 0.3948 (0.3808) loss_class_enc: 0.8099 (0.8506) loss_bbox_enc: 0.1836 (0.2064) loss_giou_enc: 0.4454 (0.4345) loss_class_dn: 0.3723 (0.3736) loss_bbox_dn: 0.1864 (0.2464) loss_giou_dn: 0.4000 (0.4210) loss_class_dn_0: 0.4694 (0.4698) loss_bbox_dn_0: 0.2647 (0.3483) loss_giou_dn_0: 0.5421 (0.5490) loss_class_dn_1: 0.3911 (0.4029) loss_bbox_dn_1: 0.2157 (0.2717) loss_giou_dn_1: 0.4493 (0.4533) loss_class_dn_2: 0.3782 (0.3822) loss_bbox_dn_2: 0.1911 (0.2508) loss_giou_dn_2: 0.4100 (0.4276) loss_class_dn_3: 0.3719 (0.3759) loss_bbox_dn_3: 0.1864 (0.2473) loss_giou_dn_3: 0.4030 (0.4224) loss_class_dn_4: 0.3746 (0.3736) loss_bbox_dn_4: 0.1865 (0.2463) loss_giou_dn_4: 0.3996 (0.4209) loss_class_hybrid: 0.7033 (0.7357) loss_bbox_hybrid: 0.1719 (0.1850) loss_giou_hybrid: 0.3973 (0.4079) loss_class_0_hybrid: 0.7655 (0.8044) loss_bbox_0_hybrid: 0.1701 (0.1931) loss_giou_0_hybrid: 0.4036 (0.4235) loss_class_1_hybrid: 0.7187 (0.7609) loss_bbox_1_hybrid: 0.1718 (0.1884) loss_giou_1_hybrid: 0.3989 (0.4142) loss_class_2_hybrid: 0.7210 (0.7473) loss_bbox_2_hybrid: 0.1653 (0.1855) loss_giou_2_hybrid: 0.3972 (0.4095) loss_class_3_hybrid: 0.6962 (0.7391) loss_bbox_3_hybrid: 0.1675 (0.1851) loss_giou_3_hybrid: 0.3993 (0.4083) loss_class_4_hybrid: 0.6983 (0.7358) loss_bbox_4_hybrid: 0.1702 (0.1852) loss_giou_4_hybrid: 0.3989 (0.4081) loss_class_enc_hybrid: 0.7393 (0.7724) loss_bbox_enc_hybrid: 0.2003 (0.2298) loss_giou_enc_hybrid: 0.4720 (0.4808) mem: 1025 max mem: 36965 [2024-01-15 23:36:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:37:37 det.util.engine] INFO: Epoch: [9] [9300/11727] eta: 0:43:40 lr: 0.000100 data_time: 0.0033 iter_time: 1.0613 loss: 25.4017 (25.7505) loss_class: 0.7624 (0.7322) loss_bbox: 0.1610 (0.1733) loss_giou: 0.3737 (0.3806) loss_class_0: 0.8567 (0.8998) loss_bbox_0: 0.1585 (0.1735) loss_giou_0: 0.3671 (0.3850) loss_class_1: 0.8127 (0.7837) loss_bbox_1: 0.1509 (0.1747) loss_giou_1: 0.3675 (0.3844) loss_class_2: 0.7324 (0.7566) loss_bbox_2: 0.1508 (0.1727) loss_giou_2: 0.3699 (0.3811) loss_class_3: 0.7630 (0.7413) loss_bbox_3: 0.1518 (0.1728) loss_giou_3: 0.3722 (0.3804) loss_class_4: 0.7523 (0.7336) loss_bbox_4: 0.1610 (0.1732) loss_giou_4: 0.3764 (0.3807) loss_class_enc: 0.8621 (0.8505) loss_bbox_enc: 0.1851 (0.2064) loss_giou_enc: 0.4134 (0.4344) loss_class_dn: 0.3745 (0.3735) loss_bbox_dn: 0.2301 (0.2463) loss_giou_dn: 0.4211 (0.4209) loss_class_dn_0: 0.4717 (0.4698) loss_bbox_dn_0: 0.3223 (0.3482) loss_giou_dn_0: 0.5295 (0.5489) loss_class_dn_1: 0.3956 (0.4029) loss_bbox_dn_1: 0.2562 (0.2716) loss_giou_dn_1: 0.4513 (0.4532) loss_class_dn_2: 0.3794 (0.3821) loss_bbox_dn_2: 0.2301 (0.2507) loss_giou_dn_2: 0.4302 (0.4275) loss_class_dn_3: 0.3746 (0.3758) loss_bbox_dn_3: 0.2315 (0.2472) loss_giou_dn_3: 0.4230 (0.4223) loss_class_dn_4: 0.3731 (0.3736) loss_bbox_dn_4: 0.2301 (0.2463) loss_giou_dn_4: 0.4209 (0.4208) loss_class_hybrid: 0.7270 (0.7356) loss_bbox_hybrid: 0.1615 (0.1849) loss_giou_hybrid: 0.3962 (0.4078) loss_class_0_hybrid: 0.7824 (0.8043) loss_bbox_0_hybrid: 0.1669 (0.1930) loss_giou_0_hybrid: 0.4121 (0.4234) loss_class_1_hybrid: 0.7569 (0.7609) loss_bbox_1_hybrid: 0.1625 (0.1883) loss_giou_1_hybrid: 0.3978 (0.4140) loss_class_2_hybrid: 0.7401 (0.7472) loss_bbox_2_hybrid: 0.1627 (0.1854) loss_giou_2_hybrid: 0.3929 (0.4094) loss_class_3_hybrid: 0.7217 (0.7391) loss_bbox_3_hybrid: 0.1635 (0.1850) loss_giou_3_hybrid: 0.3977 (0.4082) loss_class_4_hybrid: 0.7290 (0.7358) loss_bbox_4_hybrid: 0.1636 (0.1851) loss_giou_4_hybrid: 0.3970 (0.4079) loss_class_enc_hybrid: 0.7577 (0.7724) loss_bbox_enc_hybrid: 0.1944 (0.2297) loss_giou_enc_hybrid: 0.4472 (0.4807) mem: 1012 max mem: 36965 [2024-01-15 23:37:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:38:30 det.util.engine] INFO: Epoch: [9] [9350/11727] eta: 0:42:45 lr: 0.000100 data_time: 0.0033 iter_time: 1.0578 loss: 26.4775 (25.7517) loss_class: 0.7226 (0.7322) loss_bbox: 0.1623 (0.1733) loss_giou: 0.3832 (0.3807) loss_class_0: 0.8844 (0.8997) loss_bbox_0: 0.1618 (0.1735) loss_giou_0: 0.3747 (0.3851) loss_class_1: 0.7928 (0.7837) loss_bbox_1: 0.1604 (0.1747) loss_giou_1: 0.3824 (0.3845) loss_class_2: 0.7465 (0.7566) loss_bbox_2: 0.1645 (0.1727) loss_giou_2: 0.3850 (0.3812) loss_class_3: 0.7284 (0.7412) loss_bbox_3: 0.1632 (0.1728) loss_giou_3: 0.3819 (0.3805) loss_class_4: 0.7157 (0.7336) loss_bbox_4: 0.1624 (0.1732) loss_giou_4: 0.3834 (0.3808) loss_class_enc: 0.8047 (0.8505) loss_bbox_enc: 0.1945 (0.2063) loss_giou_enc: 0.4261 (0.4345) loss_class_dn: 0.3749 (0.3735) loss_bbox_dn: 0.2226 (0.2463) loss_giou_dn: 0.4240 (0.4210) loss_class_dn_0: 0.4734 (0.4698) loss_bbox_dn_0: 0.3221 (0.3482) loss_giou_dn_0: 0.5609 (0.5490) loss_class_dn_1: 0.4063 (0.4029) loss_bbox_dn_1: 0.2437 (0.2716) loss_giou_dn_1: 0.4592 (0.4532) loss_class_dn_2: 0.3820 (0.3821) loss_bbox_dn_2: 0.2243 (0.2507) loss_giou_dn_2: 0.4325 (0.4276) loss_class_dn_3: 0.3738 (0.3758) loss_bbox_dn_3: 0.2236 (0.2472) loss_giou_dn_3: 0.4261 (0.4223) loss_class_dn_4: 0.3737 (0.3736) loss_bbox_dn_4: 0.2227 (0.2462) loss_giou_dn_4: 0.4241 (0.4208) loss_class_hybrid: 0.7373 (0.7356) loss_bbox_hybrid: 0.1750 (0.1849) loss_giou_hybrid: 0.3958 (0.4078) loss_class_0_hybrid: 0.8090 (0.8043) loss_bbox_0_hybrid: 0.1796 (0.1930) loss_giou_0_hybrid: 0.3986 (0.4235) loss_class_1_hybrid: 0.7592 (0.7609) loss_bbox_1_hybrid: 0.1738 (0.1883) loss_giou_1_hybrid: 0.3930 (0.4141) loss_class_2_hybrid: 0.7373 (0.7472) loss_bbox_2_hybrid: 0.1733 (0.1854) loss_giou_2_hybrid: 0.3930 (0.4095) loss_class_3_hybrid: 0.7461 (0.7391) loss_bbox_3_hybrid: 0.1736 (0.1851) loss_giou_3_hybrid: 0.3940 (0.4083) loss_class_4_hybrid: 0.7339 (0.7358) loss_bbox_4_hybrid: 0.1748 (0.1851) loss_giou_4_hybrid: 0.3951 (0.4080) loss_class_enc_hybrid: 0.7610 (0.7724) loss_bbox_enc_hybrid: 0.2069 (0.2297) loss_giou_enc_hybrid: 0.4625 (0.4808) mem: 1020 max mem: 36965 [2024-01-15 23:38:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:39:23 det.util.engine] INFO: Epoch: [9] [9400/11727] eta: 0:41:51 lr: 0.000100 data_time: 0.0034 iter_time: 1.0646 loss: 25.6075 (25.7506) loss_class: 0.7141 (0.7322) loss_bbox: 0.1528 (0.1733) loss_giou: 0.4006 (0.3807) loss_class_0: 0.8848 (0.8996) loss_bbox_0: 0.1691 (0.1735) loss_giou_0: 0.3961 (0.3850) loss_class_1: 0.8018 (0.7837) loss_bbox_1: 0.1526 (0.1746) loss_giou_1: 0.4061 (0.3844) loss_class_2: 0.7764 (0.7566) loss_bbox_2: 0.1515 (0.1727) loss_giou_2: 0.4132 (0.3811) loss_class_3: 0.7349 (0.7412) loss_bbox_3: 0.1538 (0.1728) loss_giou_3: 0.3999 (0.3805) loss_class_4: 0.7149 (0.7336) loss_bbox_4: 0.1533 (0.1732) loss_giou_4: 0.4008 (0.3808) loss_class_enc: 0.8158 (0.8504) loss_bbox_enc: 0.1989 (0.2063) loss_giou_enc: 0.4645 (0.4345) loss_class_dn: 0.3686 (0.3735) loss_bbox_dn: 0.2163 (0.2462) loss_giou_dn: 0.4260 (0.4209) loss_class_dn_0: 0.4595 (0.4698) loss_bbox_dn_0: 0.3343 (0.3481) loss_giou_dn_0: 0.5718 (0.5489) loss_class_dn_1: 0.4001 (0.4029) loss_bbox_dn_1: 0.2431 (0.2716) loss_giou_dn_1: 0.4491 (0.4532) loss_class_dn_2: 0.3791 (0.3821) loss_bbox_dn_2: 0.2207 (0.2507) loss_giou_dn_2: 0.4302 (0.4275) loss_class_dn_3: 0.3740 (0.3758) loss_bbox_dn_3: 0.2168 (0.2471) loss_giou_dn_3: 0.4271 (0.4223) loss_class_dn_4: 0.3675 (0.3736) loss_bbox_dn_4: 0.2162 (0.2462) loss_giou_dn_4: 0.4260 (0.4208) loss_class_hybrid: 0.7103 (0.7356) loss_bbox_hybrid: 0.1661 (0.1849) loss_giou_hybrid: 0.4500 (0.4078) loss_class_0_hybrid: 0.8027 (0.8043) loss_bbox_0_hybrid: 0.1787 (0.1930) loss_giou_0_hybrid: 0.4632 (0.4234) loss_class_1_hybrid: 0.7505 (0.7609) loss_bbox_1_hybrid: 0.1715 (0.1883) loss_giou_1_hybrid: 0.4498 (0.4141) loss_class_2_hybrid: 0.7317 (0.7473) loss_bbox_2_hybrid: 0.1678 (0.1854) loss_giou_2_hybrid: 0.4529 (0.4094) loss_class_3_hybrid: 0.7137 (0.7391) loss_bbox_3_hybrid: 0.1655 (0.1850) loss_giou_3_hybrid: 0.4513 (0.4082) loss_class_4_hybrid: 0.7154 (0.7358) loss_bbox_4_hybrid: 0.1670 (0.1851) loss_giou_4_hybrid: 0.4497 (0.4080) loss_class_enc_hybrid: 0.7509 (0.7724) loss_bbox_enc_hybrid: 0.2206 (0.2296) loss_giou_enc_hybrid: 0.5179 (0.4807) mem: 1038 max mem: 36965 [2024-01-15 23:39:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:40:17 det.util.engine] INFO: Epoch: [9] [9450/11727] eta: 0:40:57 lr: 0.000100 data_time: 0.0034 iter_time: 1.0896 loss: 25.1944 (25.7522) loss_class: 0.7340 (0.7321) loss_bbox: 0.1809 (0.1733) loss_giou: 0.3673 (0.3808) loss_class_0: 0.8688 (0.8995) loss_bbox_0: 0.1717 (0.1736) loss_giou_0: 0.3799 (0.3852) loss_class_1: 0.7829 (0.7837) loss_bbox_1: 0.1669 (0.1747) loss_giou_1: 0.3769 (0.3845) loss_class_2: 0.7555 (0.7566) loss_bbox_2: 0.1704 (0.1727) loss_giou_2: 0.3866 (0.3812) loss_class_3: 0.7240 (0.7412) loss_bbox_3: 0.1593 (0.1728) loss_giou_3: 0.3737 (0.3806) loss_class_4: 0.7285 (0.7335) loss_bbox_4: 0.1808 (0.1732) loss_giou_4: 0.3671 (0.3809) loss_class_enc: 0.8348 (0.8503) loss_bbox_enc: 0.2043 (0.2063) loss_giou_enc: 0.4310 (0.4346) loss_class_dn: 0.3687 (0.3735) loss_bbox_dn: 0.2308 (0.2462) loss_giou_dn: 0.4067 (0.4210) loss_class_dn_0: 0.4718 (0.4698) loss_bbox_dn_0: 0.3245 (0.3481) loss_giou_dn_0: 0.5280 (0.5490) loss_class_dn_1: 0.3995 (0.4029) loss_bbox_dn_1: 0.2450 (0.2716) loss_giou_dn_1: 0.4383 (0.4532) loss_class_dn_2: 0.3741 (0.3821) loss_bbox_dn_2: 0.2327 (0.2507) loss_giou_dn_2: 0.4129 (0.4276) loss_class_dn_3: 0.3707 (0.3758) loss_bbox_dn_3: 0.2324 (0.2471) loss_giou_dn_3: 0.4086 (0.4224) loss_class_dn_4: 0.3715 (0.3736) loss_bbox_dn_4: 0.2308 (0.2462) loss_giou_dn_4: 0.4067 (0.4208) loss_class_hybrid: 0.7323 (0.7356) loss_bbox_hybrid: 0.1728 (0.1849) loss_giou_hybrid: 0.3940 (0.4079) loss_class_0_hybrid: 0.7922 (0.8043) loss_bbox_0_hybrid: 0.1765 (0.1930) loss_giou_0_hybrid: 0.4080 (0.4236) loss_class_1_hybrid: 0.7696 (0.7609) loss_bbox_1_hybrid: 0.1683 (0.1883) loss_giou_1_hybrid: 0.3997 (0.4142) loss_class_2_hybrid: 0.7579 (0.7472) loss_bbox_2_hybrid: 0.1695 (0.1854) loss_giou_2_hybrid: 0.3972 (0.4095) loss_class_3_hybrid: 0.7558 (0.7391) loss_bbox_3_hybrid: 0.1713 (0.1851) loss_giou_3_hybrid: 0.3932 (0.4084) loss_class_4_hybrid: 0.7347 (0.7358) loss_bbox_4_hybrid: 0.1709 (0.1851) loss_giou_4_hybrid: 0.3951 (0.4081) loss_class_enc_hybrid: 0.7821 (0.7724) loss_bbox_enc_hybrid: 0.2149 (0.2297) loss_giou_enc_hybrid: 0.4674 (0.4809) mem: 1027 max mem: 36965 [2024-01-15 23:40:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:41:11 det.util.engine] INFO: Epoch: [9] [9500/11727] eta: 0:40:03 lr: 0.000100 data_time: 0.0035 iter_time: 1.0527 loss: 26.7137 (25.7520) loss_class: 0.7501 (0.7322) loss_bbox: 0.1690 (0.1733) loss_giou: 0.4019 (0.3807) loss_class_0: 0.8905 (0.8995) loss_bbox_0: 0.1782 (0.1736) loss_giou_0: 0.3946 (0.3851) loss_class_1: 0.8058 (0.7837) loss_bbox_1: 0.1753 (0.1747) loss_giou_1: 0.3941 (0.3845) loss_class_2: 0.7727 (0.7566) loss_bbox_2: 0.1740 (0.1727) loss_giou_2: 0.3945 (0.3812) loss_class_3: 0.7650 (0.7412) loss_bbox_3: 0.1779 (0.1728) loss_giou_3: 0.3894 (0.3805) loss_class_4: 0.7582 (0.7336) loss_bbox_4: 0.1736 (0.1732) loss_giou_4: 0.3830 (0.3808) loss_class_enc: 0.8342 (0.8503) loss_bbox_enc: 0.2132 (0.2064) loss_giou_enc: 0.4462 (0.4346) loss_class_dn: 0.3704 (0.3735) loss_bbox_dn: 0.2286 (0.2463) loss_giou_dn: 0.4543 (0.4210) loss_class_dn_0: 0.4604 (0.4698) loss_bbox_dn_0: 0.3497 (0.3481) loss_giou_dn_0: 0.5644 (0.5489) loss_class_dn_1: 0.4062 (0.4029) loss_bbox_dn_1: 0.2577 (0.2716) loss_giou_dn_1: 0.4850 (0.4532) loss_class_dn_2: 0.3791 (0.3821) loss_bbox_dn_2: 0.2340 (0.2507) loss_giou_dn_2: 0.4639 (0.4276) loss_class_dn_3: 0.3730 (0.3758) loss_bbox_dn_3: 0.2289 (0.2472) loss_giou_dn_3: 0.4564 (0.4223) loss_class_dn_4: 0.3714 (0.3736) loss_bbox_dn_4: 0.2287 (0.2463) loss_giou_dn_4: 0.4544 (0.4208) loss_class_hybrid: 0.7487 (0.7356) loss_bbox_hybrid: 0.1902 (0.1849) loss_giou_hybrid: 0.3978 (0.4078) loss_class_0_hybrid: 0.8178 (0.8044) loss_bbox_0_hybrid: 0.1994 (0.1930) loss_giou_0_hybrid: 0.4140 (0.4235) loss_class_1_hybrid: 0.7814 (0.7609) loss_bbox_1_hybrid: 0.1949 (0.1883) loss_giou_1_hybrid: 0.3972 (0.4141) loss_class_2_hybrid: 0.7676 (0.7473) loss_bbox_2_hybrid: 0.1916 (0.1854) loss_giou_2_hybrid: 0.4132 (0.4095) loss_class_3_hybrid: 0.7583 (0.7391) loss_bbox_3_hybrid: 0.1900 (0.1851) loss_giou_3_hybrid: 0.4066 (0.4083) loss_class_4_hybrid: 0.7397 (0.7358) loss_bbox_4_hybrid: 0.1901 (0.1851) loss_giou_4_hybrid: 0.4006 (0.4080) loss_class_enc_hybrid: 0.7703 (0.7724) loss_bbox_enc_hybrid: 0.2359 (0.2297) loss_giou_enc_hybrid: 0.4967 (0.4808) mem: 1017 max mem: 36965 [2024-01-15 23:41:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:42:05 det.util.engine] INFO: Epoch: [9] [9550/11727] eta: 0:39:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.0812 loss: 25.5304 (25.7492) loss_class: 0.7436 (0.7322) loss_bbox: 0.1734 (0.1733) loss_giou: 0.3504 (0.3807) loss_class_0: 0.8830 (0.8993) loss_bbox_0: 0.1700 (0.1736) loss_giou_0: 0.3815 (0.3851) loss_class_1: 0.7660 (0.7836) loss_bbox_1: 0.1745 (0.1747) loss_giou_1: 0.3677 (0.3845) loss_class_2: 0.7656 (0.7565) loss_bbox_2: 0.1683 (0.1727) loss_giou_2: 0.3515 (0.3812) loss_class_3: 0.7503 (0.7411) loss_bbox_3: 0.1604 (0.1728) loss_giou_3: 0.3633 (0.3805) loss_class_4: 0.7424 (0.7335) loss_bbox_4: 0.1591 (0.1732) loss_giou_4: 0.3500 (0.3808) loss_class_enc: 0.8539 (0.8503) loss_bbox_enc: 0.2076 (0.2064) loss_giou_enc: 0.4265 (0.4345) loss_class_dn: 0.3688 (0.3735) loss_bbox_dn: 0.2593 (0.2462) loss_giou_dn: 0.4158 (0.4209) loss_class_dn_0: 0.4642 (0.4697) loss_bbox_dn_0: 0.3626 (0.3481) loss_giou_dn_0: 0.5592 (0.5489) loss_class_dn_1: 0.3973 (0.4028) loss_bbox_dn_1: 0.2826 (0.2716) loss_giou_dn_1: 0.4549 (0.4532) loss_class_dn_2: 0.3795 (0.3821) loss_bbox_dn_2: 0.2624 (0.2506) loss_giou_dn_2: 0.4239 (0.4276) loss_class_dn_3: 0.3718 (0.3758) loss_bbox_dn_3: 0.2586 (0.2471) loss_giou_dn_3: 0.4143 (0.4223) loss_class_dn_4: 0.3685 (0.3735) loss_bbox_dn_4: 0.2592 (0.2462) loss_giou_dn_4: 0.4154 (0.4208) loss_class_hybrid: 0.7255 (0.7355) loss_bbox_hybrid: 0.1873 (0.1849) loss_giou_hybrid: 0.3532 (0.4078) loss_class_0_hybrid: 0.7940 (0.8042) loss_bbox_0_hybrid: 0.1967 (0.1930) loss_giou_0_hybrid: 0.3875 (0.4234) loss_class_1_hybrid: 0.7556 (0.7608) loss_bbox_1_hybrid: 0.1897 (0.1883) loss_giou_1_hybrid: 0.3589 (0.4141) loss_class_2_hybrid: 0.7372 (0.7472) loss_bbox_2_hybrid: 0.1885 (0.1854) loss_giou_2_hybrid: 0.3593 (0.4094) loss_class_3_hybrid: 0.7304 (0.7390) loss_bbox_3_hybrid: 0.1864 (0.1850) loss_giou_3_hybrid: 0.3506 (0.4082) loss_class_4_hybrid: 0.7313 (0.7357) loss_bbox_4_hybrid: 0.1871 (0.1851) loss_giou_4_hybrid: 0.3530 (0.4080) loss_class_enc_hybrid: 0.7265 (0.7723) loss_bbox_enc_hybrid: 0.2370 (0.2297) loss_giou_enc_hybrid: 0.4538 (0.4807) mem: 1039 max mem: 36965 [2024-01-15 23:42:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:43:01 det.util.engine] INFO: Epoch: [9] [9600/11727] eta: 0:38:16 lr: 0.000100 data_time: 0.0033 iter_time: 1.1148 loss: 23.8022 (25.7461) loss_class: 0.7293 (0.7321) loss_bbox: 0.1626 (0.1733) loss_giou: 0.3602 (0.3806) loss_class_0: 0.8907 (0.8993) loss_bbox_0: 0.1818 (0.1736) loss_giou_0: 0.3708 (0.3851) loss_class_1: 0.7672 (0.7836) loss_bbox_1: 0.1725 (0.1746) loss_giou_1: 0.3609 (0.3844) loss_class_2: 0.7362 (0.7564) loss_bbox_2: 0.1721 (0.1727) loss_giou_2: 0.3690 (0.3811) loss_class_3: 0.7407 (0.7411) loss_bbox_3: 0.1588 (0.1727) loss_giou_3: 0.3603 (0.3805) loss_class_4: 0.7308 (0.7335) loss_bbox_4: 0.1673 (0.1732) loss_giou_4: 0.3681 (0.3807) loss_class_enc: 0.8160 (0.8502) loss_bbox_enc: 0.1969 (0.2063) loss_giou_enc: 0.3985 (0.4345) loss_class_dn: 0.3649 (0.3735) loss_bbox_dn: 0.2224 (0.2461) loss_giou_dn: 0.4069 (0.4208) loss_class_dn_0: 0.4584 (0.4697) loss_bbox_dn_0: 0.3398 (0.3481) loss_giou_dn_0: 0.5371 (0.5489) loss_class_dn_1: 0.3902 (0.4028) loss_bbox_dn_1: 0.2572 (0.2715) loss_giou_dn_1: 0.4368 (0.4531) loss_class_dn_2: 0.3692 (0.3821) loss_bbox_dn_2: 0.2385 (0.2505) loss_giou_dn_2: 0.4141 (0.4275) loss_class_dn_3: 0.3641 (0.3758) loss_bbox_dn_3: 0.2260 (0.2470) loss_giou_dn_3: 0.4077 (0.4222) loss_class_dn_4: 0.3615 (0.3735) loss_bbox_dn_4: 0.2225 (0.2461) loss_giou_dn_4: 0.4072 (0.4207) loss_class_hybrid: 0.7306 (0.7355) loss_bbox_hybrid: 0.1697 (0.1849) loss_giou_hybrid: 0.3815 (0.4077) loss_class_0_hybrid: 0.7919 (0.8042) loss_bbox_0_hybrid: 0.1782 (0.1930) loss_giou_0_hybrid: 0.4016 (0.4234) loss_class_1_hybrid: 0.7529 (0.7608) loss_bbox_1_hybrid: 0.1790 (0.1883) loss_giou_1_hybrid: 0.3891 (0.4140) loss_class_2_hybrid: 0.7343 (0.7472) loss_bbox_2_hybrid: 0.1708 (0.1853) loss_giou_2_hybrid: 0.3799 (0.4093) loss_class_3_hybrid: 0.7281 (0.7390) loss_bbox_3_hybrid: 0.1697 (0.1850) loss_giou_3_hybrid: 0.3818 (0.4082) loss_class_4_hybrid: 0.7173 (0.7357) loss_bbox_4_hybrid: 0.1703 (0.1850) loss_giou_4_hybrid: 0.3815 (0.4079) loss_class_enc_hybrid: 0.7671 (0.7723) loss_bbox_enc_hybrid: 0.2200 (0.2296) loss_giou_enc_hybrid: 0.4540 (0.4807) mem: 1035 max mem: 36965 [2024-01-15 23:43:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:43:54 det.util.engine] INFO: Epoch: [9] [9650/11727] eta: 0:37:22 lr: 0.000100 data_time: 0.0034 iter_time: 1.0959 loss: 24.6020 (25.7459) loss_class: 0.6967 (0.7320) loss_bbox: 0.1550 (0.1733) loss_giou: 0.3679 (0.3807) loss_class_0: 0.8346 (0.8991) loss_bbox_0: 0.1668 (0.1736) loss_giou_0: 0.3841 (0.3852) loss_class_1: 0.7301 (0.7835) loss_bbox_1: 0.1635 (0.1747) loss_giou_1: 0.3824 (0.3845) loss_class_2: 0.7060 (0.7563) loss_bbox_2: 0.1547 (0.1727) loss_giou_2: 0.3717 (0.3812) loss_class_3: 0.7039 (0.7410) loss_bbox_3: 0.1594 (0.1728) loss_giou_3: 0.3682 (0.3806) loss_class_4: 0.6906 (0.7333) loss_bbox_4: 0.1636 (0.1732) loss_giou_4: 0.3680 (0.3808) loss_class_enc: 0.8123 (0.8501) loss_bbox_enc: 0.2062 (0.2064) loss_giou_enc: 0.4341 (0.4346) loss_class_dn: 0.3602 (0.3734) loss_bbox_dn: 0.2313 (0.2461) loss_giou_dn: 0.4086 (0.4208) loss_class_dn_0: 0.4672 (0.4697) loss_bbox_dn_0: 0.3203 (0.3480) loss_giou_dn_0: 0.5169 (0.5488) loss_class_dn_1: 0.3980 (0.4028) loss_bbox_dn_1: 0.2533 (0.2714) loss_giou_dn_1: 0.4372 (0.4531) loss_class_dn_2: 0.3790 (0.3820) loss_bbox_dn_2: 0.2354 (0.2505) loss_giou_dn_2: 0.4128 (0.4275) loss_class_dn_3: 0.3672 (0.3758) loss_bbox_dn_3: 0.2332 (0.2470) loss_giou_dn_3: 0.4093 (0.4222) loss_class_dn_4: 0.3631 (0.3735) loss_bbox_dn_4: 0.2311 (0.2461) loss_giou_dn_4: 0.4087 (0.4207) loss_class_hybrid: 0.7057 (0.7354) loss_bbox_hybrid: 0.1851 (0.1849) loss_giou_hybrid: 0.3995 (0.4078) loss_class_0_hybrid: 0.8001 (0.8042) loss_bbox_0_hybrid: 0.1797 (0.1930) loss_giou_0_hybrid: 0.4103 (0.4235) loss_class_1_hybrid: 0.7379 (0.7607) loss_bbox_1_hybrid: 0.1793 (0.1883) loss_giou_1_hybrid: 0.4155 (0.4141) loss_class_2_hybrid: 0.7270 (0.7471) loss_bbox_2_hybrid: 0.1779 (0.1854) loss_giou_2_hybrid: 0.3956 (0.4094) loss_class_3_hybrid: 0.7065 (0.7389) loss_bbox_3_hybrid: 0.1849 (0.1850) loss_giou_3_hybrid: 0.3984 (0.4083) loss_class_4_hybrid: 0.7083 (0.7356) loss_bbox_4_hybrid: 0.1786 (0.1851) loss_giou_4_hybrid: 0.3998 (0.4080) loss_class_enc_hybrid: 0.7488 (0.7722) loss_bbox_enc_hybrid: 0.2299 (0.2297) loss_giou_enc_hybrid: 0.4691 (0.4808) mem: 1026 max mem: 36965 [2024-01-15 23:43:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:44:48 det.util.engine] INFO: Epoch: [9] [9700/11727] eta: 0:36:28 lr: 0.000100 data_time: 0.0036 iter_time: 1.0996 loss: 25.3386 (25.7451) loss_class: 0.6915 (0.7320) loss_bbox: 0.1597 (0.1733) loss_giou: 0.3628 (0.3807) loss_class_0: 0.8585 (0.8991) loss_bbox_0: 0.1656 (0.1736) loss_giou_0: 0.3662 (0.3852) loss_class_1: 0.7593 (0.7834) loss_bbox_1: 0.1599 (0.1747) loss_giou_1: 0.3616 (0.3845) loss_class_2: 0.7183 (0.7562) loss_bbox_2: 0.1587 (0.1727) loss_giou_2: 0.3635 (0.3813) loss_class_3: 0.7007 (0.7409) loss_bbox_3: 0.1604 (0.1728) loss_giou_3: 0.3620 (0.3806) loss_class_4: 0.6957 (0.7333) loss_bbox_4: 0.1596 (0.1732) loss_giou_4: 0.3627 (0.3808) loss_class_enc: 0.8072 (0.8501) loss_bbox_enc: 0.1960 (0.2063) loss_giou_enc: 0.4214 (0.4346) loss_class_dn: 0.3794 (0.3734) loss_bbox_dn: 0.2223 (0.2460) loss_giou_dn: 0.4177 (0.4208) loss_class_dn_0: 0.4594 (0.4697) loss_bbox_dn_0: 0.3141 (0.3479) loss_giou_dn_0: 0.5487 (0.5488) loss_class_dn_1: 0.4024 (0.4028) loss_bbox_dn_1: 0.2360 (0.2713) loss_giou_dn_1: 0.4519 (0.4531) loss_class_dn_2: 0.3906 (0.3820) loss_bbox_dn_2: 0.2207 (0.2504) loss_giou_dn_2: 0.4253 (0.4274) loss_class_dn_3: 0.3850 (0.3757) loss_bbox_dn_3: 0.2225 (0.2469) loss_giou_dn_3: 0.4193 (0.4222) loss_class_dn_4: 0.3857 (0.3735) loss_bbox_dn_4: 0.2224 (0.2460) loss_giou_dn_4: 0.4175 (0.4207) loss_class_hybrid: 0.6890 (0.7354) loss_bbox_hybrid: 0.1786 (0.1849) loss_giou_hybrid: 0.3915 (0.4078) loss_class_0_hybrid: 0.7654 (0.8042) loss_bbox_0_hybrid: 0.1850 (0.1930) loss_giou_0_hybrid: 0.4097 (0.4235) loss_class_1_hybrid: 0.7108 (0.7607) loss_bbox_1_hybrid: 0.1834 (0.1883) loss_giou_1_hybrid: 0.3934 (0.4141) loss_class_2_hybrid: 0.7083 (0.7471) loss_bbox_2_hybrid: 0.1757 (0.1853) loss_giou_2_hybrid: 0.3892 (0.4095) loss_class_3_hybrid: 0.6952 (0.7389) loss_bbox_3_hybrid: 0.1802 (0.1850) loss_giou_3_hybrid: 0.3907 (0.4083) loss_class_4_hybrid: 0.6905 (0.7355) loss_bbox_4_hybrid: 0.1783 (0.1850) loss_giou_4_hybrid: 0.3913 (0.4080) loss_class_enc_hybrid: 0.7212 (0.7722) loss_bbox_enc_hybrid: 0.2133 (0.2296) loss_giou_enc_hybrid: 0.4629 (0.4808) mem: 1029 max mem: 36965 [2024-01-15 23:44:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:45:43 det.util.engine] INFO: Epoch: [9] [9750/11727] eta: 0:35:34 lr: 0.000100 data_time: 0.0031 iter_time: 1.1047 loss: 25.8820 (25.7442) loss_class: 0.7616 (0.7320) loss_bbox: 0.1716 (0.1733) loss_giou: 0.3582 (0.3807) loss_class_0: 0.8788 (0.8991) loss_bbox_0: 0.1723 (0.1736) loss_giou_0: 0.3659 (0.3851) loss_class_1: 0.8026 (0.7835) loss_bbox_1: 0.1647 (0.1747) loss_giou_1: 0.3530 (0.3845) loss_class_2: 0.7897 (0.7563) loss_bbox_2: 0.1665 (0.1727) loss_giou_2: 0.3568 (0.3812) loss_class_3: 0.7592 (0.7409) loss_bbox_3: 0.1709 (0.1728) loss_giou_3: 0.3581 (0.3805) loss_class_4: 0.7538 (0.7333) loss_bbox_4: 0.1703 (0.1732) loss_giou_4: 0.3490 (0.3808) loss_class_enc: 0.8407 (0.8500) loss_bbox_enc: 0.1945 (0.2063) loss_giou_enc: 0.4081 (0.4345) loss_class_dn: 0.3644 (0.3734) loss_bbox_dn: 0.2299 (0.2460) loss_giou_dn: 0.4166 (0.4208) loss_class_dn_0: 0.4656 (0.4697) loss_bbox_dn_0: 0.3150 (0.3479) loss_giou_dn_0: 0.5365 (0.5487) loss_class_dn_1: 0.4031 (0.4028) loss_bbox_dn_1: 0.2527 (0.2713) loss_giou_dn_1: 0.4417 (0.4530) loss_class_dn_2: 0.3795 (0.3820) loss_bbox_dn_2: 0.2347 (0.2504) loss_giou_dn_2: 0.4203 (0.4274) loss_class_dn_3: 0.3677 (0.3757) loss_bbox_dn_3: 0.2291 (0.2469) loss_giou_dn_3: 0.4196 (0.4221) loss_class_dn_4: 0.3655 (0.3735) loss_bbox_dn_4: 0.2299 (0.2460) loss_giou_dn_4: 0.4165 (0.4206) loss_class_hybrid: 0.7504 (0.7354) loss_bbox_hybrid: 0.1786 (0.1849) loss_giou_hybrid: 0.3826 (0.4078) loss_class_0_hybrid: 0.7892 (0.8041) loss_bbox_0_hybrid: 0.1916 (0.1930) loss_giou_0_hybrid: 0.3996 (0.4234) loss_class_1_hybrid: 0.7612 (0.7607) loss_bbox_1_hybrid: 0.1860 (0.1883) loss_giou_1_hybrid: 0.3916 (0.4141) loss_class_2_hybrid: 0.7671 (0.7471) loss_bbox_2_hybrid: 0.1799 (0.1853) loss_giou_2_hybrid: 0.3818 (0.4094) loss_class_3_hybrid: 0.7534 (0.7389) loss_bbox_3_hybrid: 0.1816 (0.1850) loss_giou_3_hybrid: 0.3820 (0.4082) loss_class_4_hybrid: 0.7585 (0.7356) loss_bbox_4_hybrid: 0.1816 (0.1850) loss_giou_4_hybrid: 0.3821 (0.4080) loss_class_enc_hybrid: 0.7641 (0.7722) loss_bbox_enc_hybrid: 0.2208 (0.2296) loss_giou_enc_hybrid: 0.4407 (0.4807) mem: 1025 max mem: 36965 [2024-01-15 23:45:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:46:35 det.util.engine] INFO: Epoch: [9] [9800/11727] eta: 0:34:40 lr: 0.000100 data_time: 0.0034 iter_time: 1.0813 loss: 24.8024 (25.7406) loss_class: 0.6975 (0.7319) loss_bbox: 0.1598 (0.1732) loss_giou: 0.3675 (0.3806) loss_class_0: 0.8619 (0.8990) loss_bbox_0: 0.1514 (0.1736) loss_giou_0: 0.3585 (0.3851) loss_class_1: 0.7444 (0.7833) loss_bbox_1: 0.1510 (0.1746) loss_giou_1: 0.3773 (0.3844) loss_class_2: 0.7266 (0.7562) loss_bbox_2: 0.1502 (0.1726) loss_giou_2: 0.3644 (0.3811) loss_class_3: 0.7102 (0.7408) loss_bbox_3: 0.1465 (0.1727) loss_giou_3: 0.3528 (0.3805) loss_class_4: 0.6990 (0.7332) loss_bbox_4: 0.1499 (0.1731) loss_giou_4: 0.3605 (0.3807) loss_class_enc: 0.8130 (0.8499) loss_bbox_enc: 0.1810 (0.2063) loss_giou_enc: 0.4224 (0.4345) loss_class_dn: 0.3624 (0.3734) loss_bbox_dn: 0.2077 (0.2459) loss_giou_dn: 0.4080 (0.4207) loss_class_dn_0: 0.4607 (0.4697) loss_bbox_dn_0: 0.2842 (0.3478) loss_giou_dn_0: 0.5200 (0.5487) loss_class_dn_1: 0.3923 (0.4028) loss_bbox_dn_1: 0.2299 (0.2713) loss_giou_dn_1: 0.4314 (0.4530) loss_class_dn_2: 0.3692 (0.3820) loss_bbox_dn_2: 0.2099 (0.2504) loss_giou_dn_2: 0.4107 (0.4274) loss_class_dn_3: 0.3660 (0.3757) loss_bbox_dn_3: 0.2071 (0.2468) loss_giou_dn_3: 0.4080 (0.4221) loss_class_dn_4: 0.3634 (0.3735) loss_bbox_dn_4: 0.2077 (0.2459) loss_giou_dn_4: 0.4079 (0.4206) loss_class_hybrid: 0.7164 (0.7353) loss_bbox_hybrid: 0.1579 (0.1848) loss_giou_hybrid: 0.3950 (0.4077) loss_class_0_hybrid: 0.8046 (0.8041) loss_bbox_0_hybrid: 0.1700 (0.1929) loss_giou_0_hybrid: 0.4184 (0.4233) loss_class_1_hybrid: 0.7445 (0.7606) loss_bbox_1_hybrid: 0.1603 (0.1882) loss_giou_1_hybrid: 0.4067 (0.4140) loss_class_2_hybrid: 0.7309 (0.7471) loss_bbox_2_hybrid: 0.1596 (0.1853) loss_giou_2_hybrid: 0.3959 (0.4093) loss_class_3_hybrid: 0.7232 (0.7388) loss_bbox_3_hybrid: 0.1600 (0.1850) loss_giou_3_hybrid: 0.3946 (0.4082) loss_class_4_hybrid: 0.7193 (0.7355) loss_bbox_4_hybrid: 0.1599 (0.1850) loss_giou_4_hybrid: 0.3946 (0.4079) loss_class_enc_hybrid: 0.7512 (0.7721) loss_bbox_enc_hybrid: 0.2076 (0.2296) loss_giou_enc_hybrid: 0.4572 (0.4807) mem: 1031 max mem: 36965 [2024-01-15 23:46:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:47:29 det.util.engine] INFO: Epoch: [9] [9850/11727] eta: 0:33:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0627 loss: 26.2823 (25.7419) loss_class: 0.7333 (0.7319) loss_bbox: 0.1838 (0.1732) loss_giou: 0.3627 (0.3807) loss_class_0: 0.8796 (0.8989) loss_bbox_0: 0.1788 (0.1736) loss_giou_0: 0.3958 (0.3852) loss_class_1: 0.7891 (0.7834) loss_bbox_1: 0.1727 (0.1746) loss_giou_1: 0.3718 (0.3845) loss_class_2: 0.7489 (0.7562) loss_bbox_2: 0.1923 (0.1727) loss_giou_2: 0.3618 (0.3812) loss_class_3: 0.7225 (0.7408) loss_bbox_3: 0.1904 (0.1728) loss_giou_3: 0.3747 (0.3806) loss_class_4: 0.7374 (0.7333) loss_bbox_4: 0.1820 (0.1731) loss_giou_4: 0.3583 (0.3808) loss_class_enc: 0.8502 (0.8499) loss_bbox_enc: 0.2097 (0.2063) loss_giou_enc: 0.4339 (0.4346) loss_class_dn: 0.3709 (0.3734) loss_bbox_dn: 0.2832 (0.2459) loss_giou_dn: 0.4212 (0.4208) loss_class_dn_0: 0.4644 (0.4697) loss_bbox_dn_0: 0.3709 (0.3477) loss_giou_dn_0: 0.5433 (0.5487) loss_class_dn_1: 0.4042 (0.4028) loss_bbox_dn_1: 0.3118 (0.2712) loss_giou_dn_1: 0.4498 (0.4531) loss_class_dn_2: 0.3909 (0.3820) loss_bbox_dn_2: 0.2843 (0.2503) loss_giou_dn_2: 0.4253 (0.4274) loss_class_dn_3: 0.3793 (0.3757) loss_bbox_dn_3: 0.2860 (0.2468) loss_giou_dn_3: 0.4212 (0.4222) loss_class_dn_4: 0.3732 (0.3735) loss_bbox_dn_4: 0.2833 (0.2459) loss_giou_dn_4: 0.4212 (0.4207) loss_class_hybrid: 0.7198 (0.7353) loss_bbox_hybrid: 0.1932 (0.1848) loss_giou_hybrid: 0.3987 (0.4078) loss_class_0_hybrid: 0.7902 (0.8041) loss_bbox_0_hybrid: 0.1945 (0.1929) loss_giou_0_hybrid: 0.3956 (0.4234) loss_class_1_hybrid: 0.7577 (0.7606) loss_bbox_1_hybrid: 0.2030 (0.1882) loss_giou_1_hybrid: 0.3996 (0.4140) loss_class_2_hybrid: 0.7300 (0.7470) loss_bbox_2_hybrid: 0.1995 (0.1853) loss_giou_2_hybrid: 0.3962 (0.4094) loss_class_3_hybrid: 0.7258 (0.7388) loss_bbox_3_hybrid: 0.1948 (0.1850) loss_giou_3_hybrid: 0.3972 (0.4082) loss_class_4_hybrid: 0.7211 (0.7355) loss_bbox_4_hybrid: 0.1926 (0.1850) loss_giou_4_hybrid: 0.3937 (0.4080) loss_class_enc_hybrid: 0.7754 (0.7721) loss_bbox_enc_hybrid: 0.2318 (0.2296) loss_giou_enc_hybrid: 0.4816 (0.4807) mem: 1021 max mem: 36965 [2024-01-15 23:47:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:48:23 det.util.engine] INFO: Epoch: [9] [9900/11727] eta: 0:32:52 lr: 0.000100 data_time: 0.0034 iter_time: 1.0651 loss: 26.8255 (25.7407) loss_class: 0.7441 (0.7319) loss_bbox: 0.1744 (0.1733) loss_giou: 0.3893 (0.3807) loss_class_0: 0.8944 (0.8990) loss_bbox_0: 0.1689 (0.1736) loss_giou_0: 0.3770 (0.3851) loss_class_1: 0.7863 (0.7834) loss_bbox_1: 0.1689 (0.1746) loss_giou_1: 0.3833 (0.3844) loss_class_2: 0.7792 (0.7562) loss_bbox_2: 0.1732 (0.1727) loss_giou_2: 0.3767 (0.3812) loss_class_3: 0.7720 (0.7408) loss_bbox_3: 0.1659 (0.1728) loss_giou_3: 0.3848 (0.3806) loss_class_4: 0.7579 (0.7333) loss_bbox_4: 0.1744 (0.1731) loss_giou_4: 0.3848 (0.3808) loss_class_enc: 0.8580 (0.8500) loss_bbox_enc: 0.1977 (0.2063) loss_giou_enc: 0.4380 (0.4345) loss_class_dn: 0.3905 (0.3734) loss_bbox_dn: 0.2564 (0.2458) loss_giou_dn: 0.4392 (0.4208) loss_class_dn_0: 0.4777 (0.4697) loss_bbox_dn_0: 0.3414 (0.3476) loss_giou_dn_0: 0.5626 (0.5487) loss_class_dn_1: 0.4151 (0.4028) loss_bbox_dn_1: 0.2712 (0.2711) loss_giou_dn_1: 0.4774 (0.4530) loss_class_dn_2: 0.4004 (0.3821) loss_bbox_dn_2: 0.2577 (0.2503) loss_giou_dn_2: 0.4489 (0.4274) loss_class_dn_3: 0.3918 (0.3758) loss_bbox_dn_3: 0.2560 (0.2467) loss_giou_dn_3: 0.4390 (0.4221) loss_class_dn_4: 0.3919 (0.3735) loss_bbox_dn_4: 0.2565 (0.2458) loss_giou_dn_4: 0.4391 (0.4206) loss_class_hybrid: 0.7292 (0.7352) loss_bbox_hybrid: 0.1837 (0.1848) loss_giou_hybrid: 0.4139 (0.4078) loss_class_0_hybrid: 0.8040 (0.8041) loss_bbox_0_hybrid: 0.1899 (0.1929) loss_giou_0_hybrid: 0.4298 (0.4234) loss_class_1_hybrid: 0.7541 (0.7606) loss_bbox_1_hybrid: 0.1885 (0.1882) loss_giou_1_hybrid: 0.4219 (0.4140) loss_class_2_hybrid: 0.7475 (0.7470) loss_bbox_2_hybrid: 0.1829 (0.1853) loss_giou_2_hybrid: 0.4148 (0.4094) loss_class_3_hybrid: 0.7299 (0.7388) loss_bbox_3_hybrid: 0.1821 (0.1850) loss_giou_3_hybrid: 0.4125 (0.4082) loss_class_4_hybrid: 0.7287 (0.7355) loss_bbox_4_hybrid: 0.1827 (0.1850) loss_giou_4_hybrid: 0.4145 (0.4080) loss_class_enc_hybrid: 0.7640 (0.7721) loss_bbox_enc_hybrid: 0.2193 (0.2296) loss_giou_enc_hybrid: 0.4852 (0.4807) mem: 1019 max mem: 36965 [2024-01-15 23:48:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:49:17 det.util.engine] INFO: Epoch: [9] [9950/11727] eta: 0:31:58 lr: 0.000100 data_time: 0.0033 iter_time: 1.0995 loss: 25.4002 (25.7397) loss_class: 0.7235 (0.7319) loss_bbox: 0.1661 (0.1733) loss_giou: 0.3614 (0.3806) loss_class_0: 0.8726 (0.8990) loss_bbox_0: 0.1712 (0.1736) loss_giou_0: 0.3701 (0.3851) loss_class_1: 0.7852 (0.7835) loss_bbox_1: 0.1680 (0.1746) loss_giou_1: 0.3714 (0.3844) loss_class_2: 0.7626 (0.7563) loss_bbox_2: 0.1693 (0.1727) loss_giou_2: 0.3611 (0.3811) loss_class_3: 0.7389 (0.7408) loss_bbox_3: 0.1633 (0.1728) loss_giou_3: 0.3607 (0.3805) loss_class_4: 0.7258 (0.7333) loss_bbox_4: 0.1625 (0.1731) loss_giou_4: 0.3613 (0.3807) loss_class_enc: 0.8653 (0.8500) loss_bbox_enc: 0.1981 (0.2063) loss_giou_enc: 0.4086 (0.4344) loss_class_dn: 0.3642 (0.3734) loss_bbox_dn: 0.2156 (0.2458) loss_giou_dn: 0.4048 (0.4207) loss_class_dn_0: 0.4746 (0.4697) loss_bbox_dn_0: 0.3195 (0.3476) loss_giou_dn_0: 0.5337 (0.5486) loss_class_dn_1: 0.3961 (0.4028) loss_bbox_dn_1: 0.2358 (0.2711) loss_giou_dn_1: 0.4451 (0.4529) loss_class_dn_2: 0.3716 (0.3820) loss_bbox_dn_2: 0.2146 (0.2502) loss_giou_dn_2: 0.4110 (0.4273) loss_class_dn_3: 0.3680 (0.3757) loss_bbox_dn_3: 0.2161 (0.2467) loss_giou_dn_3: 0.4068 (0.4220) loss_class_dn_4: 0.3629 (0.3735) loss_bbox_dn_4: 0.2156 (0.2458) loss_giou_dn_4: 0.4048 (0.4205) loss_class_hybrid: 0.7185 (0.7353) loss_bbox_hybrid: 0.1779 (0.1849) loss_giou_hybrid: 0.3988 (0.4077) loss_class_0_hybrid: 0.7713 (0.8041) loss_bbox_0_hybrid: 0.1805 (0.1929) loss_giou_0_hybrid: 0.4069 (0.4233) loss_class_1_hybrid: 0.7491 (0.7606) loss_bbox_1_hybrid: 0.1846 (0.1882) loss_giou_1_hybrid: 0.3973 (0.4140) loss_class_2_hybrid: 0.7276 (0.7470) loss_bbox_2_hybrid: 0.1790 (0.1853) loss_giou_2_hybrid: 0.3972 (0.4093) loss_class_3_hybrid: 0.7075 (0.7388) loss_bbox_3_hybrid: 0.1771 (0.1850) loss_giou_3_hybrid: 0.4011 (0.4082) loss_class_4_hybrid: 0.7047 (0.7355) loss_bbox_4_hybrid: 0.1776 (0.1850) loss_giou_4_hybrid: 0.3985 (0.4079) loss_class_enc_hybrid: 0.7519 (0.7722) loss_bbox_enc_hybrid: 0.2206 (0.2296) loss_giou_enc_hybrid: 0.4723 (0.4807) mem: 1026 max mem: 36965 [2024-01-15 23:49:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:50:11 det.util.engine] INFO: Epoch: [9] [10000/11727] eta: 0:31:04 lr: 0.000100 data_time: 0.0034 iter_time: 1.0768 loss: 25.9178 (25.7389) loss_class: 0.7117 (0.7319) loss_bbox: 0.1838 (0.1733) loss_giou: 0.3476 (0.3806) loss_class_0: 0.8555 (0.8990) loss_bbox_0: 0.1818 (0.1736) loss_giou_0: 0.3575 (0.3851) loss_class_1: 0.7539 (0.7835) loss_bbox_1: 0.1813 (0.1746) loss_giou_1: 0.3602 (0.3844) loss_class_2: 0.7355 (0.7563) loss_bbox_2: 0.1736 (0.1727) loss_giou_2: 0.3491 (0.3811) loss_class_3: 0.7052 (0.7408) loss_bbox_3: 0.1815 (0.1728) loss_giou_3: 0.3528 (0.3805) loss_class_4: 0.7127 (0.7333) loss_bbox_4: 0.1838 (0.1731) loss_giou_4: 0.3535 (0.3807) loss_class_enc: 0.8401 (0.8500) loss_bbox_enc: 0.2142 (0.2063) loss_giou_enc: 0.3984 (0.4344) loss_class_dn: 0.3826 (0.3734) loss_bbox_dn: 0.2325 (0.2458) loss_giou_dn: 0.3925 (0.4206) loss_class_dn_0: 0.4645 (0.4697) loss_bbox_dn_0: 0.3050 (0.3476) loss_giou_dn_0: 0.5118 (0.5485) loss_class_dn_1: 0.4083 (0.4028) loss_bbox_dn_1: 0.2390 (0.2711) loss_giou_dn_1: 0.4241 (0.4529) loss_class_dn_2: 0.3888 (0.3820) loss_bbox_dn_2: 0.2311 (0.2502) loss_giou_dn_2: 0.3965 (0.4273) loss_class_dn_3: 0.3851 (0.3757) loss_bbox_dn_3: 0.2303 (0.2467) loss_giou_dn_3: 0.3936 (0.4220) loss_class_dn_4: 0.3821 (0.3735) loss_bbox_dn_4: 0.2325 (0.2458) loss_giou_dn_4: 0.3923 (0.4205) loss_class_hybrid: 0.7264 (0.7352) loss_bbox_hybrid: 0.1912 (0.1849) loss_giou_hybrid: 0.3786 (0.4077) loss_class_0_hybrid: 0.7827 (0.8041) loss_bbox_0_hybrid: 0.1898 (0.1929) loss_giou_0_hybrid: 0.3893 (0.4233) loss_class_1_hybrid: 0.7253 (0.7605) loss_bbox_1_hybrid: 0.2037 (0.1883) loss_giou_1_hybrid: 0.3838 (0.4140) loss_class_2_hybrid: 0.7206 (0.7470) loss_bbox_2_hybrid: 0.1902 (0.1853) loss_giou_2_hybrid: 0.3767 (0.4093) loss_class_3_hybrid: 0.7224 (0.7388) loss_bbox_3_hybrid: 0.1880 (0.1850) loss_giou_3_hybrid: 0.3838 (0.4082) loss_class_4_hybrid: 0.7230 (0.7354) loss_bbox_4_hybrid: 0.1872 (0.1850) loss_giou_4_hybrid: 0.3771 (0.4079) loss_class_enc_hybrid: 0.7551 (0.7721) loss_bbox_enc_hybrid: 0.2249 (0.2296) loss_giou_enc_hybrid: 0.4480 (0.4807) mem: 1012 max mem: 36965 [2024-01-15 23:50:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:51:04 det.util.engine] INFO: Epoch: [9] [10050/11727] eta: 0:30:10 lr: 0.000100 data_time: 0.0035 iter_time: 1.0593 loss: 26.0039 (25.7402) loss_class: 0.7228 (0.7319) loss_bbox: 0.1677 (0.1733) loss_giou: 0.3932 (0.3807) loss_class_0: 0.9097 (0.8989) loss_bbox_0: 0.1856 (0.1736) loss_giou_0: 0.3964 (0.3851) loss_class_1: 0.8047 (0.7835) loss_bbox_1: 0.1808 (0.1747) loss_giou_1: 0.3959 (0.3844) loss_class_2: 0.7721 (0.7563) loss_bbox_2: 0.1713 (0.1727) loss_giou_2: 0.4025 (0.3812) loss_class_3: 0.7379 (0.7408) loss_bbox_3: 0.1723 (0.1728) loss_giou_3: 0.3950 (0.3805) loss_class_4: 0.7334 (0.7333) loss_bbox_4: 0.1710 (0.1731) loss_giou_4: 0.3902 (0.3807) loss_class_enc: 0.8299 (0.8499) loss_bbox_enc: 0.2091 (0.2063) loss_giou_enc: 0.4463 (0.4345) loss_class_dn: 0.3839 (0.3734) loss_bbox_dn: 0.2296 (0.2457) loss_giou_dn: 0.4277 (0.4207) loss_class_dn_0: 0.4669 (0.4697) loss_bbox_dn_0: 0.3394 (0.3475) loss_giou_dn_0: 0.5672 (0.5486) loss_class_dn_1: 0.4111 (0.4028) loss_bbox_dn_1: 0.2544 (0.2710) loss_giou_dn_1: 0.4706 (0.4529) loss_class_dn_2: 0.3885 (0.3820) loss_bbox_dn_2: 0.2317 (0.2502) loss_giou_dn_2: 0.4388 (0.4273) loss_class_dn_3: 0.3847 (0.3757) loss_bbox_dn_3: 0.2295 (0.2466) loss_giou_dn_3: 0.4292 (0.4220) loss_class_dn_4: 0.3831 (0.3735) loss_bbox_dn_4: 0.2296 (0.2457) loss_giou_dn_4: 0.4277 (0.4206) loss_class_hybrid: 0.7372 (0.7352) loss_bbox_hybrid: 0.1814 (0.1849) loss_giou_hybrid: 0.4278 (0.4078) loss_class_0_hybrid: 0.8210 (0.8040) loss_bbox_0_hybrid: 0.1941 (0.1930) loss_giou_0_hybrid: 0.4569 (0.4234) loss_class_1_hybrid: 0.7666 (0.7605) loss_bbox_1_hybrid: 0.1852 (0.1883) loss_giou_1_hybrid: 0.4373 (0.4141) loss_class_2_hybrid: 0.7527 (0.7469) loss_bbox_2_hybrid: 0.1846 (0.1854) loss_giou_2_hybrid: 0.4345 (0.4094) loss_class_3_hybrid: 0.7462 (0.7388) loss_bbox_3_hybrid: 0.1840 (0.1850) loss_giou_3_hybrid: 0.4315 (0.4083) loss_class_4_hybrid: 0.7487 (0.7354) loss_bbox_4_hybrid: 0.1822 (0.1850) loss_giou_4_hybrid: 0.4297 (0.4080) loss_class_enc_hybrid: 0.7543 (0.7721) loss_bbox_enc_hybrid: 0.2264 (0.2296) loss_giou_enc_hybrid: 0.5104 (0.4807) mem: 1026 max mem: 36965 [2024-01-15 23:51:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:51:57 det.util.engine] INFO: Epoch: [9] [10100/11727] eta: 0:29:15 lr: 0.000100 data_time: 0.0040 iter_time: 1.0560 loss: 24.8264 (25.7368) loss_class: 0.7326 (0.7320) loss_bbox: 0.1429 (0.1732) loss_giou: 0.3404 (0.3805) loss_class_0: 0.9174 (0.8990) loss_bbox_0: 0.1425 (0.1736) loss_giou_0: 0.3419 (0.3850) loss_class_1: 0.7970 (0.7835) loss_bbox_1: 0.1504 (0.1746) loss_giou_1: 0.3436 (0.3843) loss_class_2: 0.7361 (0.7563) loss_bbox_2: 0.1476 (0.1726) loss_giou_2: 0.3435 (0.3810) loss_class_3: 0.7199 (0.7408) loss_bbox_3: 0.1515 (0.1727) loss_giou_3: 0.3467 (0.3804) loss_class_4: 0.7302 (0.7334) loss_bbox_4: 0.1428 (0.1731) loss_giou_4: 0.3408 (0.3806) loss_class_enc: 0.8449 (0.8499) loss_bbox_enc: 0.1791 (0.2062) loss_giou_enc: 0.4027 (0.4344) loss_class_dn: 0.3715 (0.3734) loss_bbox_dn: 0.2055 (0.2457) loss_giou_dn: 0.3846 (0.4206) loss_class_dn_0: 0.4604 (0.4697) loss_bbox_dn_0: 0.2953 (0.3475) loss_giou_dn_0: 0.5297 (0.5485) loss_class_dn_1: 0.3998 (0.4027) loss_bbox_dn_1: 0.2290 (0.2710) loss_giou_dn_1: 0.4193 (0.4528) loss_class_dn_2: 0.3800 (0.3820) loss_bbox_dn_2: 0.2071 (0.2501) loss_giou_dn_2: 0.3912 (0.4272) loss_class_dn_3: 0.3753 (0.3757) loss_bbox_dn_3: 0.2062 (0.2466) loss_giou_dn_3: 0.3879 (0.4219) loss_class_dn_4: 0.3724 (0.3734) loss_bbox_dn_4: 0.2055 (0.2457) loss_giou_dn_4: 0.3844 (0.4204) loss_class_hybrid: 0.7474 (0.7353) loss_bbox_hybrid: 0.1614 (0.1848) loss_giou_hybrid: 0.3807 (0.4077) loss_class_0_hybrid: 0.8033 (0.8041) loss_bbox_0_hybrid: 0.1735 (0.1929) loss_giou_0_hybrid: 0.3865 (0.4233) loss_class_1_hybrid: 0.7588 (0.7605) loss_bbox_1_hybrid: 0.1673 (0.1882) loss_giou_1_hybrid: 0.3824 (0.4139) loss_class_2_hybrid: 0.7554 (0.7469) loss_bbox_2_hybrid: 0.1666 (0.1853) loss_giou_2_hybrid: 0.3794 (0.4093) loss_class_3_hybrid: 0.7548 (0.7388) loss_bbox_3_hybrid: 0.1647 (0.1850) loss_giou_3_hybrid: 0.3806 (0.4081) loss_class_4_hybrid: 0.7478 (0.7355) loss_bbox_4_hybrid: 0.1618 (0.1850) loss_giou_4_hybrid: 0.3793 (0.4079) loss_class_enc_hybrid: 0.7627 (0.7721) loss_bbox_enc_hybrid: 0.2033 (0.2295) loss_giou_enc_hybrid: 0.4284 (0.4806) mem: 1033 max mem: 36965 [2024-01-15 23:51:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:52:51 det.util.engine] INFO: Epoch: [9] [10150/11727] eta: 0:28:21 lr: 0.000100 data_time: 0.0035 iter_time: 1.0802 loss: 25.8608 (25.7354) loss_class: 0.7025 (0.7319) loss_bbox: 0.1695 (0.1732) loss_giou: 0.3943 (0.3805) loss_class_0: 0.8869 (0.8990) loss_bbox_0: 0.1694 (0.1735) loss_giou_0: 0.3790 (0.3850) loss_class_1: 0.7469 (0.7835) loss_bbox_1: 0.1681 (0.1746) loss_giou_1: 0.3881 (0.3842) loss_class_2: 0.7290 (0.7563) loss_bbox_2: 0.1699 (0.1726) loss_giou_2: 0.3815 (0.3810) loss_class_3: 0.7124 (0.7407) loss_bbox_3: 0.1667 (0.1727) loss_giou_3: 0.3890 (0.3804) loss_class_4: 0.7169 (0.7333) loss_bbox_4: 0.1697 (0.1731) loss_giou_4: 0.3910 (0.3806) loss_class_enc: 0.7965 (0.8498) loss_bbox_enc: 0.2045 (0.2062) loss_giou_enc: 0.4178 (0.4343) loss_class_dn: 0.3721 (0.3734) loss_bbox_dn: 0.2461 (0.2457) loss_giou_dn: 0.4313 (0.4205) loss_class_dn_0: 0.4635 (0.4697) loss_bbox_dn_0: 0.3348 (0.3475) loss_giou_dn_0: 0.5539 (0.5485) loss_class_dn_1: 0.4019 (0.4027) loss_bbox_dn_1: 0.2665 (0.2710) loss_giou_dn_1: 0.4676 (0.4528) loss_class_dn_2: 0.3821 (0.3820) loss_bbox_dn_2: 0.2516 (0.2501) loss_giou_dn_2: 0.4434 (0.4272) loss_class_dn_3: 0.3763 (0.3757) loss_bbox_dn_3: 0.2456 (0.2466) loss_giou_dn_3: 0.4361 (0.4219) loss_class_dn_4: 0.3748 (0.3734) loss_bbox_dn_4: 0.2460 (0.2457) loss_giou_dn_4: 0.4310 (0.4204) loss_class_hybrid: 0.7158 (0.7352) loss_bbox_hybrid: 0.1701 (0.1848) loss_giou_hybrid: 0.3994 (0.4076) loss_class_0_hybrid: 0.7703 (0.8041) loss_bbox_0_hybrid: 0.1803 (0.1929) loss_giou_0_hybrid: 0.4083 (0.4233) loss_class_1_hybrid: 0.7301 (0.7605) loss_bbox_1_hybrid: 0.1717 (0.1882) loss_giou_1_hybrid: 0.4010 (0.4139) loss_class_2_hybrid: 0.7087 (0.7470) loss_bbox_2_hybrid: 0.1697 (0.1853) loss_giou_2_hybrid: 0.4004 (0.4092) loss_class_3_hybrid: 0.7151 (0.7388) loss_bbox_3_hybrid: 0.1672 (0.1850) loss_giou_3_hybrid: 0.3988 (0.4081) loss_class_4_hybrid: 0.7186 (0.7355) loss_bbox_4_hybrid: 0.1666 (0.1850) loss_giou_4_hybrid: 0.3957 (0.4078) loss_class_enc_hybrid: 0.7310 (0.7720) loss_bbox_enc_hybrid: 0.2166 (0.2295) loss_giou_enc_hybrid: 0.4641 (0.4806) mem: 1027 max mem: 36965 [2024-01-15 23:52:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:53:45 det.util.engine] INFO: Epoch: [9] [10200/11727] eta: 0:27:28 lr: 0.000100 data_time: 0.0034 iter_time: 1.0880 loss: 25.9234 (25.7322) loss_class: 0.7661 (0.7319) loss_bbox: 0.1488 (0.1731) loss_giou: 0.3597 (0.3804) loss_class_0: 0.9136 (0.8989) loss_bbox_0: 0.1674 (0.1735) loss_giou_0: 0.3650 (0.3849) loss_class_1: 0.8337 (0.7835) loss_bbox_1: 0.1597 (0.1746) loss_giou_1: 0.3775 (0.3842) loss_class_2: 0.7966 (0.7563) loss_bbox_2: 0.1488 (0.1726) loss_giou_2: 0.3818 (0.3810) loss_class_3: 0.7799 (0.7407) loss_bbox_3: 0.1436 (0.1727) loss_giou_3: 0.3666 (0.3803) loss_class_4: 0.7698 (0.7333) loss_bbox_4: 0.1397 (0.1730) loss_giou_4: 0.3624 (0.3805) loss_class_enc: 0.8160 (0.8498) loss_bbox_enc: 0.1992 (0.2062) loss_giou_enc: 0.4202 (0.4343) loss_class_dn: 0.3765 (0.3734) loss_bbox_dn: 0.2254 (0.2456) loss_giou_dn: 0.3957 (0.4204) loss_class_dn_0: 0.4658 (0.4697) loss_bbox_dn_0: 0.3101 (0.3474) loss_giou_dn_0: 0.5250 (0.5484) loss_class_dn_1: 0.4006 (0.4027) loss_bbox_dn_1: 0.2481 (0.2709) loss_giou_dn_1: 0.4219 (0.4527) loss_class_dn_2: 0.3821 (0.3820) loss_bbox_dn_2: 0.2288 (0.2500) loss_giou_dn_2: 0.4015 (0.4271) loss_class_dn_3: 0.3758 (0.3757) loss_bbox_dn_3: 0.2280 (0.2465) loss_giou_dn_3: 0.3974 (0.4218) loss_class_dn_4: 0.3716 (0.3734) loss_bbox_dn_4: 0.2252 (0.2456) loss_giou_dn_4: 0.3958 (0.4203) loss_class_hybrid: 0.7467 (0.7353) loss_bbox_hybrid: 0.1572 (0.1848) loss_giou_hybrid: 0.3958 (0.4075) loss_class_0_hybrid: 0.8269 (0.8041) loss_bbox_0_hybrid: 0.1677 (0.1928) loss_giou_0_hybrid: 0.4054 (0.4232) loss_class_1_hybrid: 0.7687 (0.7605) loss_bbox_1_hybrid: 0.1593 (0.1882) loss_giou_1_hybrid: 0.3984 (0.4138) loss_class_2_hybrid: 0.7476 (0.7470) loss_bbox_2_hybrid: 0.1595 (0.1852) loss_giou_2_hybrid: 0.3901 (0.4092) loss_class_3_hybrid: 0.7388 (0.7388) loss_bbox_3_hybrid: 0.1560 (0.1849) loss_giou_3_hybrid: 0.3958 (0.4080) loss_class_4_hybrid: 0.7315 (0.7355) loss_bbox_4_hybrid: 0.1547 (0.1849) loss_giou_4_hybrid: 0.3957 (0.4077) loss_class_enc_hybrid: 0.7748 (0.7720) loss_bbox_enc_hybrid: 0.2062 (0.2295) loss_giou_enc_hybrid: 0.4614 (0.4805) mem: 1019 max mem: 36965 [2024-01-15 23:53:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:54:38 det.util.engine] INFO: Epoch: [9] [10250/11727] eta: 0:26:33 lr: 0.000100 data_time: 0.0032 iter_time: 1.0629 loss: 24.7227 (25.7323) loss_class: 0.6879 (0.7319) loss_bbox: 0.1524 (0.1731) loss_giou: 0.3698 (0.3805) loss_class_0: 0.8766 (0.8990) loss_bbox_0: 0.1549 (0.1735) loss_giou_0: 0.3677 (0.3849) loss_class_1: 0.7303 (0.7834) loss_bbox_1: 0.1552 (0.1745) loss_giou_1: 0.3670 (0.3842) loss_class_2: 0.7092 (0.7562) loss_bbox_2: 0.1538 (0.1726) loss_giou_2: 0.3716 (0.3810) loss_class_3: 0.6985 (0.7407) loss_bbox_3: 0.1523 (0.1727) loss_giou_3: 0.3722 (0.3803) loss_class_4: 0.6888 (0.7333) loss_bbox_4: 0.1524 (0.1730) loss_giou_4: 0.3715 (0.3805) loss_class_enc: 0.8093 (0.8498) loss_bbox_enc: 0.1817 (0.2062) loss_giou_enc: 0.4053 (0.4342) loss_class_dn: 0.3645 (0.3734) loss_bbox_dn: 0.1945 (0.2456) loss_giou_dn: 0.3952 (0.4205) loss_class_dn_0: 0.4603 (0.4697) loss_bbox_dn_0: 0.3101 (0.3474) loss_giou_dn_0: 0.5319 (0.5484) loss_class_dn_1: 0.3904 (0.4027) loss_bbox_dn_1: 0.2219 (0.2709) loss_giou_dn_1: 0.4283 (0.4527) loss_class_dn_2: 0.3758 (0.3820) loss_bbox_dn_2: 0.1988 (0.2500) loss_giou_dn_2: 0.4031 (0.4271) loss_class_dn_3: 0.3662 (0.3757) loss_bbox_dn_3: 0.1964 (0.2465) loss_giou_dn_3: 0.3954 (0.4218) loss_class_dn_4: 0.3636 (0.3734) loss_bbox_dn_4: 0.1946 (0.2456) loss_giou_dn_4: 0.3953 (0.4203) loss_class_hybrid: 0.6867 (0.7353) loss_bbox_hybrid: 0.1603 (0.1847) loss_giou_hybrid: 0.3808 (0.4075) loss_class_0_hybrid: 0.7863 (0.8042) loss_bbox_0_hybrid: 0.1689 (0.1928) loss_giou_0_hybrid: 0.3892 (0.4232) loss_class_1_hybrid: 0.7308 (0.7606) loss_bbox_1_hybrid: 0.1605 (0.1881) loss_giou_1_hybrid: 0.3818 (0.4138) loss_class_2_hybrid: 0.7206 (0.7470) loss_bbox_2_hybrid: 0.1578 (0.1852) loss_giou_2_hybrid: 0.3787 (0.4092) loss_class_3_hybrid: 0.6981 (0.7388) loss_bbox_3_hybrid: 0.1611 (0.1849) loss_giou_3_hybrid: 0.3828 (0.4080) loss_class_4_hybrid: 0.6979 (0.7355) loss_bbox_4_hybrid: 0.1599 (0.1849) loss_giou_4_hybrid: 0.3808 (0.4077) loss_class_enc_hybrid: 0.7342 (0.7721) loss_bbox_enc_hybrid: 0.1994 (0.2294) loss_giou_enc_hybrid: 0.4522 (0.4805) mem: 1028 max mem: 36965 [2024-01-15 23:54:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:55:31 det.util.engine] INFO: Epoch: [9] [10300/11727] eta: 0:25:39 lr: 0.000100 data_time: 0.0033 iter_time: 1.0325 loss: 24.8107 (25.7289) loss_class: 0.6869 (0.7317) loss_bbox: 0.1688 (0.1731) loss_giou: 0.3557 (0.3804) loss_class_0: 0.8582 (0.8989) loss_bbox_0: 0.1617 (0.1735) loss_giou_0: 0.3585 (0.3848) loss_class_1: 0.7414 (0.7833) loss_bbox_1: 0.1693 (0.1746) loss_giou_1: 0.3566 (0.3842) loss_class_2: 0.7049 (0.7561) loss_bbox_2: 0.1708 (0.1726) loss_giou_2: 0.3536 (0.3809) loss_class_3: 0.6920 (0.7405) loss_bbox_3: 0.1755 (0.1727) loss_giou_3: 0.3629 (0.3803) loss_class_4: 0.6855 (0.7331) loss_bbox_4: 0.1719 (0.1730) loss_giou_4: 0.3533 (0.3805) loss_class_enc: 0.7983 (0.8497) loss_bbox_enc: 0.2078 (0.2062) loss_giou_enc: 0.4082 (0.4342) loss_class_dn: 0.3641 (0.3734) loss_bbox_dn: 0.2199 (0.2455) loss_giou_dn: 0.3949 (0.4204) loss_class_dn_0: 0.4653 (0.4697) loss_bbox_dn_0: 0.3256 (0.3473) loss_giou_dn_0: 0.5435 (0.5483) loss_class_dn_1: 0.3970 (0.4027) loss_bbox_dn_1: 0.2437 (0.2708) loss_giou_dn_1: 0.4332 (0.4526) loss_class_dn_2: 0.3723 (0.3820) loss_bbox_dn_2: 0.2206 (0.2499) loss_giou_dn_2: 0.4038 (0.4270) loss_class_dn_3: 0.3670 (0.3757) loss_bbox_dn_3: 0.2166 (0.2464) loss_giou_dn_3: 0.3990 (0.4217) loss_class_dn_4: 0.3649 (0.3734) loss_bbox_dn_4: 0.2198 (0.2455) loss_giou_dn_4: 0.3949 (0.4202) loss_class_hybrid: 0.7116 (0.7352) loss_bbox_hybrid: 0.1710 (0.1847) loss_giou_hybrid: 0.3610 (0.4075) loss_class_0_hybrid: 0.7855 (0.8041) loss_bbox_0_hybrid: 0.1764 (0.1928) loss_giou_0_hybrid: 0.3752 (0.4231) loss_class_1_hybrid: 0.7236 (0.7604) loss_bbox_1_hybrid: 0.1729 (0.1881) loss_giou_1_hybrid: 0.3627 (0.4137) loss_class_2_hybrid: 0.7154 (0.7469) loss_bbox_2_hybrid: 0.1723 (0.1852) loss_giou_2_hybrid: 0.3631 (0.4091) loss_class_3_hybrid: 0.7122 (0.7387) loss_bbox_3_hybrid: 0.1706 (0.1849) loss_giou_3_hybrid: 0.3577 (0.4079) loss_class_4_hybrid: 0.7136 (0.7354) loss_bbox_4_hybrid: 0.1717 (0.1849) loss_giou_4_hybrid: 0.3586 (0.4077) loss_class_enc_hybrid: 0.7559 (0.7720) loss_bbox_enc_hybrid: 0.2181 (0.2294) loss_giou_enc_hybrid: 0.4459 (0.4804) mem: 1024 max mem: 36965 [2024-01-15 23:55:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:56:27 det.util.engine] INFO: Epoch: [9] [10350/11727] eta: 0:24:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0975 loss: 25.3097 (25.7292) loss_class: 0.7197 (0.7317) loss_bbox: 0.1576 (0.1731) loss_giou: 0.3740 (0.3805) loss_class_0: 0.8976 (0.8989) loss_bbox_0: 0.1533 (0.1734) loss_giou_0: 0.3711 (0.3849) loss_class_1: 0.7798 (0.7833) loss_bbox_1: 0.1544 (0.1745) loss_giou_1: 0.3696 (0.3842) loss_class_2: 0.7440 (0.7561) loss_bbox_2: 0.1543 (0.1726) loss_giou_2: 0.3806 (0.3810) loss_class_3: 0.7166 (0.7405) loss_bbox_3: 0.1571 (0.1727) loss_giou_3: 0.3756 (0.3804) loss_class_4: 0.7126 (0.7331) loss_bbox_4: 0.1556 (0.1730) loss_giou_4: 0.3742 (0.3805) loss_class_enc: 0.8402 (0.8497) loss_bbox_enc: 0.1869 (0.2061) loss_giou_enc: 0.4126 (0.4342) loss_class_dn: 0.3816 (0.3734) loss_bbox_dn: 0.2112 (0.2455) loss_giou_dn: 0.4256 (0.4204) loss_class_dn_0: 0.4709 (0.4697) loss_bbox_dn_0: 0.3047 (0.3472) loss_giou_dn_0: 0.5565 (0.5484) loss_class_dn_1: 0.4027 (0.4027) loss_bbox_dn_1: 0.2408 (0.2708) loss_giou_dn_1: 0.4575 (0.4527) loss_class_dn_2: 0.3875 (0.3820) loss_bbox_dn_2: 0.2140 (0.2499) loss_giou_dn_2: 0.4293 (0.4270) loss_class_dn_3: 0.3821 (0.3757) loss_bbox_dn_3: 0.2134 (0.2464) loss_giou_dn_3: 0.4273 (0.4217) loss_class_dn_4: 0.3807 (0.3734) loss_bbox_dn_4: 0.2112 (0.2454) loss_giou_dn_4: 0.4257 (0.4202) loss_class_hybrid: 0.7162 (0.7352) loss_bbox_hybrid: 0.1585 (0.1847) loss_giou_hybrid: 0.3913 (0.4075) loss_class_0_hybrid: 0.8011 (0.8041) loss_bbox_0_hybrid: 0.1681 (0.1928) loss_giou_0_hybrid: 0.4079 (0.4232) loss_class_1_hybrid: 0.7373 (0.7605) loss_bbox_1_hybrid: 0.1611 (0.1881) loss_giou_1_hybrid: 0.3901 (0.4138) loss_class_2_hybrid: 0.7409 (0.7469) loss_bbox_2_hybrid: 0.1598 (0.1852) loss_giou_2_hybrid: 0.3898 (0.4092) loss_class_3_hybrid: 0.7110 (0.7387) loss_bbox_3_hybrid: 0.1583 (0.1848) loss_giou_3_hybrid: 0.3923 (0.4080) loss_class_4_hybrid: 0.7134 (0.7354) loss_bbox_4_hybrid: 0.1589 (0.1848) loss_giou_4_hybrid: 0.3917 (0.4077) loss_class_enc_hybrid: 0.7708 (0.7720) loss_bbox_enc_hybrid: 0.2044 (0.2294) loss_giou_enc_hybrid: 0.4485 (0.4805) mem: 1015 max mem: 36965 [2024-01-15 23:56:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:57:20 det.util.engine] INFO: Epoch: [9] [10400/11727] eta: 0:23:52 lr: 0.000100 data_time: 0.0033 iter_time: 1.0423 loss: 24.5235 (25.7269) loss_class: 0.7279 (0.7317) loss_bbox: 0.1595 (0.1731) loss_giou: 0.3361 (0.3804) loss_class_0: 0.8773 (0.8988) loss_bbox_0: 0.1691 (0.1734) loss_giou_0: 0.3686 (0.3848) loss_class_1: 0.7607 (0.7833) loss_bbox_1: 0.1595 (0.1745) loss_giou_1: 0.3638 (0.3841) loss_class_2: 0.7247 (0.7561) loss_bbox_2: 0.1525 (0.1726) loss_giou_2: 0.3432 (0.3809) loss_class_3: 0.7163 (0.7405) loss_bbox_3: 0.1478 (0.1727) loss_giou_3: 0.3340 (0.3803) loss_class_4: 0.7157 (0.7331) loss_bbox_4: 0.1487 (0.1730) loss_giou_4: 0.3346 (0.3805) loss_class_enc: 0.8483 (0.8497) loss_bbox_enc: 0.1906 (0.2061) loss_giou_enc: 0.4188 (0.4342) loss_class_dn: 0.3662 (0.3733) loss_bbox_dn: 0.2081 (0.2454) loss_giou_dn: 0.4085 (0.4203) loss_class_dn_0: 0.4746 (0.4697) loss_bbox_dn_0: 0.3130 (0.3472) loss_giou_dn_0: 0.5464 (0.5483) loss_class_dn_1: 0.3999 (0.4027) loss_bbox_dn_1: 0.2399 (0.2707) loss_giou_dn_1: 0.4501 (0.4526) loss_class_dn_2: 0.3776 (0.3820) loss_bbox_dn_2: 0.2177 (0.2498) loss_giou_dn_2: 0.4199 (0.4270) loss_class_dn_3: 0.3673 (0.3757) loss_bbox_dn_3: 0.2108 (0.2463) loss_giou_dn_3: 0.4124 (0.4217) loss_class_dn_4: 0.3669 (0.3734) loss_bbox_dn_4: 0.2081 (0.2454) loss_giou_dn_4: 0.4084 (0.4202) loss_class_hybrid: 0.7207 (0.7351) loss_bbox_hybrid: 0.1750 (0.1847) loss_giou_hybrid: 0.3686 (0.4074) loss_class_0_hybrid: 0.7977 (0.8041) loss_bbox_0_hybrid: 0.1772 (0.1928) loss_giou_0_hybrid: 0.3970 (0.4231) loss_class_1_hybrid: 0.7547 (0.7605) loss_bbox_1_hybrid: 0.1757 (0.1881) loss_giou_1_hybrid: 0.3824 (0.4137) loss_class_2_hybrid: 0.7218 (0.7468) loss_bbox_2_hybrid: 0.1736 (0.1852) loss_giou_2_hybrid: 0.3677 (0.4091) loss_class_3_hybrid: 0.7176 (0.7386) loss_bbox_3_hybrid: 0.1721 (0.1848) loss_giou_3_hybrid: 0.3671 (0.4079) loss_class_4_hybrid: 0.7201 (0.7354) loss_bbox_4_hybrid: 0.1742 (0.1848) loss_giou_4_hybrid: 0.3681 (0.4076) loss_class_enc_hybrid: 0.7732 (0.7720) loss_bbox_enc_hybrid: 0.2136 (0.2294) loss_giou_enc_hybrid: 0.4419 (0.4804) mem: 1015 max mem: 36965 [2024-01-15 23:57:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:58:13 det.util.engine] INFO: Epoch: [9] [10450/11727] eta: 0:22:57 lr: 0.000100 data_time: 0.0033 iter_time: 1.0245 loss: 25.8878 (25.7281) loss_class: 0.7325 (0.7318) loss_bbox: 0.1674 (0.1731) loss_giou: 0.3998 (0.3804) loss_class_0: 0.8891 (0.8989) loss_bbox_0: 0.1731 (0.1735) loss_giou_0: 0.3806 (0.3848) loss_class_1: 0.7720 (0.7834) loss_bbox_1: 0.1621 (0.1745) loss_giou_1: 0.3829 (0.3841) loss_class_2: 0.7585 (0.7562) loss_bbox_2: 0.1605 (0.1726) loss_giou_2: 0.3922 (0.3809) loss_class_3: 0.7462 (0.7406) loss_bbox_3: 0.1676 (0.1727) loss_giou_3: 0.3927 (0.3802) loss_class_4: 0.7394 (0.7332) loss_bbox_4: 0.1660 (0.1730) loss_giou_4: 0.3998 (0.3804) loss_class_enc: 0.8372 (0.8497) loss_bbox_enc: 0.2098 (0.2061) loss_giou_enc: 0.4306 (0.4341) loss_class_dn: 0.3723 (0.3733) loss_bbox_dn: 0.2502 (0.2455) loss_giou_dn: 0.4534 (0.4203) loss_class_dn_0: 0.4622 (0.4696) loss_bbox_dn_0: 0.3254 (0.3472) loss_giou_dn_0: 0.5690 (0.5483) loss_class_dn_1: 0.4026 (0.4027) loss_bbox_dn_1: 0.2665 (0.2708) loss_giou_dn_1: 0.4784 (0.4526) loss_class_dn_2: 0.3829 (0.3820) loss_bbox_dn_2: 0.2521 (0.2499) loss_giou_dn_2: 0.4596 (0.4270) loss_class_dn_3: 0.3765 (0.3757) loss_bbox_dn_3: 0.2486 (0.2464) loss_giou_dn_3: 0.4546 (0.4217) loss_class_dn_4: 0.3726 (0.3734) loss_bbox_dn_4: 0.2502 (0.2455) loss_giou_dn_4: 0.4533 (0.4202) loss_class_hybrid: 0.7348 (0.7353) loss_bbox_hybrid: 0.1700 (0.1847) loss_giou_hybrid: 0.4136 (0.4074) loss_class_0_hybrid: 0.7748 (0.8042) loss_bbox_0_hybrid: 0.1844 (0.1928) loss_giou_0_hybrid: 0.4262 (0.4230) loss_class_1_hybrid: 0.7374 (0.7606) loss_bbox_1_hybrid: 0.1803 (0.1881) loss_giou_1_hybrid: 0.4185 (0.4136) loss_class_2_hybrid: 0.7454 (0.7470) loss_bbox_2_hybrid: 0.1710 (0.1852) loss_giou_2_hybrid: 0.4142 (0.4090) loss_class_3_hybrid: 0.7405 (0.7388) loss_bbox_3_hybrid: 0.1685 (0.1848) loss_giou_3_hybrid: 0.4149 (0.4078) loss_class_4_hybrid: 0.7395 (0.7355) loss_bbox_4_hybrid: 0.1692 (0.1848) loss_giou_4_hybrid: 0.4153 (0.4076) loss_class_enc_hybrid: 0.7676 (0.7720) loss_bbox_enc_hybrid: 0.2255 (0.2294) loss_giou_enc_hybrid: 0.4783 (0.4803) mem: 1019 max mem: 36965 [2024-01-15 23:58:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-15 23:59:07 det.util.engine] INFO: Epoch: [9] [10500/11727] eta: 0:22:04 lr: 0.000100 data_time: 0.0034 iter_time: 1.0941 loss: 24.9377 (25.7266) loss_class: 0.6918 (0.7318) loss_bbox: 0.1615 (0.1731) loss_giou: 0.3768 (0.3803) loss_class_0: 0.8463 (0.8988) loss_bbox_0: 0.1546 (0.1735) loss_giou_0: 0.3722 (0.3848) loss_class_1: 0.7391 (0.7834) loss_bbox_1: 0.1613 (0.1745) loss_giou_1: 0.3764 (0.3841) loss_class_2: 0.7189 (0.7561) loss_bbox_2: 0.1590 (0.1726) loss_giou_2: 0.3853 (0.3809) loss_class_3: 0.6972 (0.7406) loss_bbox_3: 0.1585 (0.1727) loss_giou_3: 0.3838 (0.3802) loss_class_4: 0.6801 (0.7332) loss_bbox_4: 0.1592 (0.1730) loss_giou_4: 0.3803 (0.3804) loss_class_enc: 0.8111 (0.8496) loss_bbox_enc: 0.1921 (0.2061) loss_giou_enc: 0.4414 (0.4341) loss_class_dn: 0.3665 (0.3733) loss_bbox_dn: 0.2101 (0.2454) loss_giou_dn: 0.4071 (0.4203) loss_class_dn_0: 0.4597 (0.4696) loss_bbox_dn_0: 0.2954 (0.3472) loss_giou_dn_0: 0.5410 (0.5483) loss_class_dn_1: 0.4022 (0.4027) loss_bbox_dn_1: 0.2261 (0.2707) loss_giou_dn_1: 0.4368 (0.4526) loss_class_dn_2: 0.3725 (0.3820) loss_bbox_dn_2: 0.2151 (0.2498) loss_giou_dn_2: 0.4184 (0.4270) loss_class_dn_3: 0.3650 (0.3757) loss_bbox_dn_3: 0.2109 (0.2463) loss_giou_dn_3: 0.4093 (0.4217) loss_class_dn_4: 0.3646 (0.3734) loss_bbox_dn_4: 0.2101 (0.2454) loss_giou_dn_4: 0.4069 (0.4202) loss_class_hybrid: 0.6853 (0.7352) loss_bbox_hybrid: 0.1644 (0.1847) loss_giou_hybrid: 0.4037 (0.4074) loss_class_0_hybrid: 0.7586 (0.8041) loss_bbox_0_hybrid: 0.1724 (0.1928) loss_giou_0_hybrid: 0.4194 (0.4230) loss_class_1_hybrid: 0.7155 (0.7605) loss_bbox_1_hybrid: 0.1666 (0.1881) loss_giou_1_hybrid: 0.4038 (0.4136) loss_class_2_hybrid: 0.6999 (0.7469) loss_bbox_2_hybrid: 0.1676 (0.1852) loss_giou_2_hybrid: 0.4020 (0.4090) loss_class_3_hybrid: 0.6966 (0.7387) loss_bbox_3_hybrid: 0.1651 (0.1848) loss_giou_3_hybrid: 0.4039 (0.4078) loss_class_4_hybrid: 0.6929 (0.7354) loss_bbox_4_hybrid: 0.1648 (0.1848) loss_giou_4_hybrid: 0.4047 (0.4075) loss_class_enc_hybrid: 0.7329 (0.7720) loss_bbox_enc_hybrid: 0.2109 (0.2294) loss_giou_enc_hybrid: 0.4785 (0.4803) mem: 1022 max mem: 36965 [2024-01-15 23:59:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:00:00 det.util.engine] INFO: Epoch: [9] [10550/11727] eta: 0:21:09 lr: 0.000100 data_time: 0.0033 iter_time: 1.0557 loss: 24.6039 (25.7249) loss_class: 0.7045 (0.7317) loss_bbox: 0.1649 (0.1731) loss_giou: 0.3563 (0.3803) loss_class_0: 0.8654 (0.8987) loss_bbox_0: 0.1597 (0.1734) loss_giou_0: 0.3429 (0.3847) loss_class_1: 0.7812 (0.7834) loss_bbox_1: 0.1508 (0.1745) loss_giou_1: 0.3480 (0.3840) loss_class_2: 0.7426 (0.7561) loss_bbox_2: 0.1564 (0.1726) loss_giou_2: 0.3518 (0.3808) loss_class_3: 0.7164 (0.7405) loss_bbox_3: 0.1595 (0.1727) loss_giou_3: 0.3555 (0.3802) loss_class_4: 0.7158 (0.7331) loss_bbox_4: 0.1649 (0.1730) loss_giou_4: 0.3515 (0.3804) loss_class_enc: 0.7937 (0.8496) loss_bbox_enc: 0.1958 (0.2061) loss_giou_enc: 0.3977 (0.4341) loss_class_dn: 0.3618 (0.3733) loss_bbox_dn: 0.2273 (0.2454) loss_giou_dn: 0.4006 (0.4203) loss_class_dn_0: 0.4606 (0.4696) loss_bbox_dn_0: 0.3266 (0.3471) loss_giou_dn_0: 0.5091 (0.5482) loss_class_dn_1: 0.3925 (0.4027) loss_bbox_dn_1: 0.2536 (0.2707) loss_giou_dn_1: 0.4294 (0.4526) loss_class_dn_2: 0.3745 (0.3820) loss_bbox_dn_2: 0.2308 (0.2498) loss_giou_dn_2: 0.4035 (0.4269) loss_class_dn_3: 0.3649 (0.3756) loss_bbox_dn_3: 0.2286 (0.2463) loss_giou_dn_3: 0.4024 (0.4217) loss_class_dn_4: 0.3623 (0.3734) loss_bbox_dn_4: 0.2272 (0.2454) loss_giou_dn_4: 0.4000 (0.4201) loss_class_hybrid: 0.7127 (0.7352) loss_bbox_hybrid: 0.1658 (0.1847) loss_giou_hybrid: 0.3674 (0.4073) loss_class_0_hybrid: 0.7783 (0.8041) loss_bbox_0_hybrid: 0.1809 (0.1928) loss_giou_0_hybrid: 0.3849 (0.4230) loss_class_1_hybrid: 0.7179 (0.7605) loss_bbox_1_hybrid: 0.1755 (0.1881) loss_giou_1_hybrid: 0.3748 (0.4136) loss_class_2_hybrid: 0.7237 (0.7469) loss_bbox_2_hybrid: 0.1658 (0.1852) loss_giou_2_hybrid: 0.3665 (0.4090) loss_class_3_hybrid: 0.7055 (0.7386) loss_bbox_3_hybrid: 0.1687 (0.1848) loss_giou_3_hybrid: 0.3657 (0.4078) loss_class_4_hybrid: 0.7137 (0.7354) loss_bbox_4_hybrid: 0.1657 (0.1848) loss_giou_4_hybrid: 0.3666 (0.4075) loss_class_enc_hybrid: 0.7658 (0.7719) loss_bbox_enc_hybrid: 0.2105 (0.2294) loss_giou_enc_hybrid: 0.4505 (0.4803) mem: 1038 max mem: 36965 [2024-01-16 00:00:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:00:54 det.util.engine] INFO: Epoch: [9] [10600/11727] eta: 0:20:15 lr: 0.000100 data_time: 0.0031 iter_time: 1.0723 loss: 26.0389 (25.7251) loss_class: 0.7291 (0.7317) loss_bbox: 0.1828 (0.1731) loss_giou: 0.3740 (0.3803) loss_class_0: 0.9228 (0.8988) loss_bbox_0: 0.1767 (0.1735) loss_giou_0: 0.3625 (0.3847) loss_class_1: 0.7815 (0.7834) loss_bbox_1: 0.1704 (0.1745) loss_giou_1: 0.3673 (0.3840) loss_class_2: 0.7516 (0.7561) loss_bbox_2: 0.1794 (0.1726) loss_giou_2: 0.3613 (0.3808) loss_class_3: 0.7330 (0.7405) loss_bbox_3: 0.1805 (0.1727) loss_giou_3: 0.3748 (0.3802) loss_class_4: 0.7290 (0.7331) loss_bbox_4: 0.1804 (0.1730) loss_giou_4: 0.3729 (0.3803) loss_class_enc: 0.8684 (0.8497) loss_bbox_enc: 0.2044 (0.2061) loss_giou_enc: 0.4184 (0.4340) loss_class_dn: 0.3712 (0.3733) loss_bbox_dn: 0.2627 (0.2455) loss_giou_dn: 0.4322 (0.4203) loss_class_dn_0: 0.4632 (0.4696) loss_bbox_dn_0: 0.3668 (0.3472) loss_giou_dn_0: 0.5619 (0.5482) loss_class_dn_1: 0.3993 (0.4027) loss_bbox_dn_1: 0.2935 (0.2708) loss_giou_dn_1: 0.4689 (0.4526) loss_class_dn_2: 0.3802 (0.3820) loss_bbox_dn_2: 0.2666 (0.2499) loss_giou_dn_2: 0.4366 (0.4269) loss_class_dn_3: 0.3725 (0.3756) loss_bbox_dn_3: 0.2624 (0.2464) loss_giou_dn_3: 0.4339 (0.4217) loss_class_dn_4: 0.3711 (0.3734) loss_bbox_dn_4: 0.2626 (0.2455) loss_giou_dn_4: 0.4322 (0.4202) loss_class_hybrid: 0.7535 (0.7352) loss_bbox_hybrid: 0.1936 (0.1847) loss_giou_hybrid: 0.3820 (0.4073) loss_class_0_hybrid: 0.8226 (0.8041) loss_bbox_0_hybrid: 0.2063 (0.1928) loss_giou_0_hybrid: 0.4052 (0.4229) loss_class_1_hybrid: 0.7594 (0.7605) loss_bbox_1_hybrid: 0.2041 (0.1881) loss_giou_1_hybrid: 0.3902 (0.4135) loss_class_2_hybrid: 0.7496 (0.7469) loss_bbox_2_hybrid: 0.1935 (0.1852) loss_giou_2_hybrid: 0.3846 (0.4089) loss_class_3_hybrid: 0.7485 (0.7386) loss_bbox_3_hybrid: 0.1945 (0.1848) loss_giou_3_hybrid: 0.3851 (0.4077) loss_class_4_hybrid: 0.7470 (0.7354) loss_bbox_4_hybrid: 0.1962 (0.1848) loss_giou_4_hybrid: 0.3827 (0.4075) loss_class_enc_hybrid: 0.7660 (0.7720) loss_bbox_enc_hybrid: 0.2352 (0.2294) loss_giou_enc_hybrid: 0.4623 (0.4802) mem: 1028 max mem: 36965 [2024-01-16 00:00:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:01:47 det.util.engine] INFO: Epoch: [9] [10650/11727] eta: 0:19:21 lr: 0.000100 data_time: 0.0031 iter_time: 1.0845 loss: 25.8049 (25.7282) loss_class: 0.7595 (0.7317) loss_bbox: 0.1766 (0.1732) loss_giou: 0.3661 (0.3804) loss_class_0: 0.8831 (0.8988) loss_bbox_0: 0.1619 (0.1735) loss_giou_0: 0.3647 (0.3848) loss_class_1: 0.8180 (0.7834) loss_bbox_1: 0.1733 (0.1746) loss_giou_1: 0.3624 (0.3841) loss_class_2: 0.7671 (0.7561) loss_bbox_2: 0.1748 (0.1727) loss_giou_2: 0.3643 (0.3809) loss_class_3: 0.7471 (0.7405) loss_bbox_3: 0.1745 (0.1727) loss_giou_3: 0.3723 (0.3803) loss_class_4: 0.7533 (0.7331) loss_bbox_4: 0.1755 (0.1731) loss_giou_4: 0.3684 (0.3804) loss_class_enc: 0.8140 (0.8497) loss_bbox_enc: 0.2024 (0.2062) loss_giou_enc: 0.4170 (0.4341) loss_class_dn: 0.3780 (0.3733) loss_bbox_dn: 0.2314 (0.2455) loss_giou_dn: 0.4156 (0.4204) loss_class_dn_0: 0.4702 (0.4696) loss_bbox_dn_0: 0.3532 (0.3472) loss_giou_dn_0: 0.5499 (0.5483) loss_class_dn_1: 0.4053 (0.4027) loss_bbox_dn_1: 0.2586 (0.2708) loss_giou_dn_1: 0.4485 (0.4526) loss_class_dn_2: 0.3897 (0.3820) loss_bbox_dn_2: 0.2423 (0.2499) loss_giou_dn_2: 0.4292 (0.4270) loss_class_dn_3: 0.3831 (0.3757) loss_bbox_dn_3: 0.2353 (0.2464) loss_giou_dn_3: 0.4177 (0.4217) loss_class_dn_4: 0.3802 (0.3734) loss_bbox_dn_4: 0.2311 (0.2455) loss_giou_dn_4: 0.4158 (0.4202) loss_class_hybrid: 0.7327 (0.7352) loss_bbox_hybrid: 0.1897 (0.1847) loss_giou_hybrid: 0.3786 (0.4074) loss_class_0_hybrid: 0.7840 (0.8041) loss_bbox_0_hybrid: 0.1889 (0.1928) loss_giou_0_hybrid: 0.3999 (0.4230) loss_class_1_hybrid: 0.7514 (0.7605) loss_bbox_1_hybrid: 0.1765 (0.1881) loss_giou_1_hybrid: 0.3922 (0.4136) loss_class_2_hybrid: 0.7458 (0.7469) loss_bbox_2_hybrid: 0.1774 (0.1852) loss_giou_2_hybrid: 0.3874 (0.4090) loss_class_3_hybrid: 0.7517 (0.7387) loss_bbox_3_hybrid: 0.1770 (0.1849) loss_giou_3_hybrid: 0.3814 (0.4078) loss_class_4_hybrid: 0.7405 (0.7354) loss_bbox_4_hybrid: 0.1813 (0.1849) loss_giou_4_hybrid: 0.3794 (0.4075) loss_class_enc_hybrid: 0.7471 (0.7720) loss_bbox_enc_hybrid: 0.2212 (0.2294) loss_giou_enc_hybrid: 0.4536 (0.4803) mem: 1015 max mem: 36965 [2024-01-16 00:01:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:02:42 det.util.engine] INFO: Epoch: [9] [10700/11727] eta: 0:18:28 lr: 0.000100 data_time: 0.0037 iter_time: 1.0905 loss: 26.3193 (25.7291) loss_class: 0.7576 (0.7317) loss_bbox: 0.1740 (0.1732) loss_giou: 0.3652 (0.3803) loss_class_0: 0.9059 (0.8988) loss_bbox_0: 0.1810 (0.1735) loss_giou_0: 0.3834 (0.3848) loss_class_1: 0.8124 (0.7835) loss_bbox_1: 0.1787 (0.1746) loss_giou_1: 0.3650 (0.3840) loss_class_2: 0.7853 (0.7561) loss_bbox_2: 0.1755 (0.1727) loss_giou_2: 0.3640 (0.3809) loss_class_3: 0.7731 (0.7406) loss_bbox_3: 0.1747 (0.1728) loss_giou_3: 0.3616 (0.3802) loss_class_4: 0.7650 (0.7332) loss_bbox_4: 0.1739 (0.1731) loss_giou_4: 0.3648 (0.3804) loss_class_enc: 0.8485 (0.8498) loss_bbox_enc: 0.2297 (0.2062) loss_giou_enc: 0.4370 (0.4341) loss_class_dn: 0.3842 (0.3733) loss_bbox_dn: 0.2645 (0.2456) loss_giou_dn: 0.4295 (0.4204) loss_class_dn_0: 0.4754 (0.4696) loss_bbox_dn_0: 0.3817 (0.3473) loss_giou_dn_0: 0.5600 (0.5483) loss_class_dn_1: 0.4155 (0.4027) loss_bbox_dn_1: 0.2800 (0.2709) loss_giou_dn_1: 0.4524 (0.4526) loss_class_dn_2: 0.3949 (0.3820) loss_bbox_dn_2: 0.2641 (0.2500) loss_giou_dn_2: 0.4331 (0.4270) loss_class_dn_3: 0.3879 (0.3757) loss_bbox_dn_3: 0.2666 (0.2465) loss_giou_dn_3: 0.4308 (0.4217) loss_class_dn_4: 0.3853 (0.3734) loss_bbox_dn_4: 0.2644 (0.2456) loss_giou_dn_4: 0.4290 (0.4202) loss_class_hybrid: 0.7571 (0.7353) loss_bbox_hybrid: 0.1854 (0.1848) loss_giou_hybrid: 0.3824 (0.4073) loss_class_0_hybrid: 0.8074 (0.8042) loss_bbox_0_hybrid: 0.1994 (0.1928) loss_giou_0_hybrid: 0.4045 (0.4229) loss_class_1_hybrid: 0.7703 (0.7606) loss_bbox_1_hybrid: 0.1921 (0.1882) loss_giou_1_hybrid: 0.3978 (0.4136) loss_class_2_hybrid: 0.7531 (0.7470) loss_bbox_2_hybrid: 0.1882 (0.1852) loss_giou_2_hybrid: 0.3879 (0.4090) loss_class_3_hybrid: 0.7462 (0.7387) loss_bbox_3_hybrid: 0.1901 (0.1849) loss_giou_3_hybrid: 0.3851 (0.4078) loss_class_4_hybrid: 0.7454 (0.7355) loss_bbox_4_hybrid: 0.1865 (0.1849) loss_giou_4_hybrid: 0.3823 (0.4075) loss_class_enc_hybrid: 0.7864 (0.7721) loss_bbox_enc_hybrid: 0.2559 (0.2295) loss_giou_enc_hybrid: 0.4649 (0.4803) mem: 1031 max mem: 36965 [2024-01-16 00:02:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:03:37 det.util.engine] INFO: Epoch: [9] [10750/11727] eta: 0:17:34 lr: 0.000100 data_time: 0.0035 iter_time: 1.0769 loss: 24.6660 (25.7263) loss_class: 0.7054 (0.7317) loss_bbox: 0.1590 (0.1732) loss_giou: 0.3638 (0.3803) loss_class_0: 0.8958 (0.8988) loss_bbox_0: 0.1592 (0.1735) loss_giou_0: 0.3478 (0.3847) loss_class_1: 0.7841 (0.7834) loss_bbox_1: 0.1554 (0.1745) loss_giou_1: 0.3619 (0.3840) loss_class_2: 0.7287 (0.7560) loss_bbox_2: 0.1570 (0.1726) loss_giou_2: 0.3713 (0.3808) loss_class_3: 0.7022 (0.7405) loss_bbox_3: 0.1577 (0.1727) loss_giou_3: 0.3759 (0.3802) loss_class_4: 0.6993 (0.7331) loss_bbox_4: 0.1598 (0.1731) loss_giou_4: 0.3635 (0.3803) loss_class_enc: 0.8217 (0.8497) loss_bbox_enc: 0.1989 (0.2062) loss_giou_enc: 0.4142 (0.4341) loss_class_dn: 0.3683 (0.3733) loss_bbox_dn: 0.2131 (0.2455) loss_giou_dn: 0.3944 (0.4203) loss_class_dn_0: 0.4795 (0.4696) loss_bbox_dn_0: 0.3123 (0.3472) loss_giou_dn_0: 0.5202 (0.5482) loss_class_dn_1: 0.4026 (0.4027) loss_bbox_dn_1: 0.2374 (0.2708) loss_giou_dn_1: 0.4282 (0.4526) loss_class_dn_2: 0.3766 (0.3820) loss_bbox_dn_2: 0.2164 (0.2499) loss_giou_dn_2: 0.4031 (0.4269) loss_class_dn_3: 0.3691 (0.3756) loss_bbox_dn_3: 0.2149 (0.2464) loss_giou_dn_3: 0.3974 (0.4216) loss_class_dn_4: 0.3666 (0.3734) loss_bbox_dn_4: 0.2131 (0.2455) loss_giou_dn_4: 0.3941 (0.4201) loss_class_hybrid: 0.7118 (0.7353) loss_bbox_hybrid: 0.1670 (0.1847) loss_giou_hybrid: 0.4025 (0.4072) loss_class_0_hybrid: 0.7688 (0.8042) loss_bbox_0_hybrid: 0.1732 (0.1928) loss_giou_0_hybrid: 0.4109 (0.4229) loss_class_1_hybrid: 0.7408 (0.7606) loss_bbox_1_hybrid: 0.1680 (0.1881) loss_giou_1_hybrid: 0.4020 (0.4135) loss_class_2_hybrid: 0.7171 (0.7470) loss_bbox_2_hybrid: 0.1676 (0.1852) loss_giou_2_hybrid: 0.4032 (0.4089) loss_class_3_hybrid: 0.7017 (0.7387) loss_bbox_3_hybrid: 0.1722 (0.1849) loss_giou_3_hybrid: 0.4035 (0.4077) loss_class_4_hybrid: 0.7097 (0.7355) loss_bbox_4_hybrid: 0.1664 (0.1848) loss_giou_4_hybrid: 0.4019 (0.4074) loss_class_enc_hybrid: 0.7489 (0.7720) loss_bbox_enc_hybrid: 0.2194 (0.2294) loss_giou_enc_hybrid: 0.4765 (0.4802) mem: 1015 max mem: 36965 [2024-01-16 00:03:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:04:30 det.util.engine] INFO: Epoch: [9] [10800/11727] eta: 0:16:40 lr: 0.000100 data_time: 0.0033 iter_time: 1.0461 loss: 25.0629 (25.7237) loss_class: 0.7079 (0.7316) loss_bbox: 0.1728 (0.1732) loss_giou: 0.3784 (0.3803) loss_class_0: 0.8418 (0.8986) loss_bbox_0: 0.1692 (0.1735) loss_giou_0: 0.3767 (0.3847) loss_class_1: 0.7902 (0.7833) loss_bbox_1: 0.1703 (0.1745) loss_giou_1: 0.3751 (0.3840) loss_class_2: 0.7531 (0.7559) loss_bbox_2: 0.1705 (0.1726) loss_giou_2: 0.3693 (0.3808) loss_class_3: 0.7248 (0.7404) loss_bbox_3: 0.1708 (0.1727) loss_giou_3: 0.3671 (0.3802) loss_class_4: 0.7290 (0.7330) loss_bbox_4: 0.1698 (0.1731) loss_giou_4: 0.3643 (0.3803) loss_class_enc: 0.8496 (0.8496) loss_bbox_enc: 0.1970 (0.2062) loss_giou_enc: 0.4351 (0.4341) loss_class_dn: 0.3622 (0.3733) loss_bbox_dn: 0.2366 (0.2455) loss_giou_dn: 0.4183 (0.4202) loss_class_dn_0: 0.4745 (0.4696) loss_bbox_dn_0: 0.3646 (0.3472) loss_giou_dn_0: 0.5524 (0.5482) loss_class_dn_1: 0.3977 (0.4026) loss_bbox_dn_1: 0.2668 (0.2708) loss_giou_dn_1: 0.4544 (0.4525) loss_class_dn_2: 0.3734 (0.3819) loss_bbox_dn_2: 0.2406 (0.2499) loss_giou_dn_2: 0.4245 (0.4269) loss_class_dn_3: 0.3656 (0.3756) loss_bbox_dn_3: 0.2379 (0.2464) loss_giou_dn_3: 0.4196 (0.4216) loss_class_dn_4: 0.3631 (0.3734) loss_bbox_dn_4: 0.2365 (0.2455) loss_giou_dn_4: 0.4183 (0.4201) loss_class_hybrid: 0.7063 (0.7351) loss_bbox_hybrid: 0.1876 (0.1847) loss_giou_hybrid: 0.4102 (0.4072) loss_class_0_hybrid: 0.7799 (0.8041) loss_bbox_0_hybrid: 0.1936 (0.1928) loss_giou_0_hybrid: 0.4121 (0.4228) loss_class_1_hybrid: 0.7663 (0.7605) loss_bbox_1_hybrid: 0.1849 (0.1881) loss_giou_1_hybrid: 0.4114 (0.4135) loss_class_2_hybrid: 0.7246 (0.7469) loss_bbox_2_hybrid: 0.1838 (0.1852) loss_giou_2_hybrid: 0.4100 (0.4088) loss_class_3_hybrid: 0.7332 (0.7386) loss_bbox_3_hybrid: 0.1840 (0.1849) loss_giou_3_hybrid: 0.4114 (0.4077) loss_class_4_hybrid: 0.7138 (0.7354) loss_bbox_4_hybrid: 0.1866 (0.1848) loss_giou_4_hybrid: 0.4117 (0.4074) loss_class_enc_hybrid: 0.7701 (0.7719) loss_bbox_enc_hybrid: 0.2266 (0.2294) loss_giou_enc_hybrid: 0.4728 (0.4802) mem: 1032 max mem: 36965 [2024-01-16 00:04:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:05:23 det.util.engine] INFO: Epoch: [9] [10850/11727] eta: 0:15:46 lr: 0.000100 data_time: 0.0033 iter_time: 1.0498 loss: 25.5744 (25.7218) loss_class: 0.6842 (0.7315) loss_bbox: 0.1769 (0.1732) loss_giou: 0.3672 (0.3802) loss_class_0: 0.8845 (0.8986) loss_bbox_0: 0.1751 (0.1735) loss_giou_0: 0.3787 (0.3846) loss_class_1: 0.7691 (0.7832) loss_bbox_1: 0.1711 (0.1746) loss_giou_1: 0.3596 (0.3839) loss_class_2: 0.7139 (0.7558) loss_bbox_2: 0.1764 (0.1727) loss_giou_2: 0.3622 (0.3807) loss_class_3: 0.6833 (0.7403) loss_bbox_3: 0.1820 (0.1728) loss_giou_3: 0.3673 (0.3801) loss_class_4: 0.6788 (0.7329) loss_bbox_4: 0.1770 (0.1731) loss_giou_4: 0.3559 (0.3803) loss_class_enc: 0.8263 (0.8496) loss_bbox_enc: 0.2174 (0.2062) loss_giou_enc: 0.4315 (0.4340) loss_class_dn: 0.3677 (0.3733) loss_bbox_dn: 0.2489 (0.2455) loss_giou_dn: 0.4338 (0.4202) loss_class_dn_0: 0.4725 (0.4696) loss_bbox_dn_0: 0.3460 (0.3473) loss_giou_dn_0: 0.5494 (0.5481) loss_class_dn_1: 0.3961 (0.4026) loss_bbox_dn_1: 0.2778 (0.2708) loss_giou_dn_1: 0.4593 (0.4525) loss_class_dn_2: 0.3809 (0.3819) loss_bbox_dn_2: 0.2551 (0.2499) loss_giou_dn_2: 0.4412 (0.4268) loss_class_dn_3: 0.3721 (0.3756) loss_bbox_dn_3: 0.2504 (0.2464) loss_giou_dn_3: 0.4345 (0.4216) loss_class_dn_4: 0.3672 (0.3733) loss_bbox_dn_4: 0.2490 (0.2455) loss_giou_dn_4: 0.4338 (0.4200) loss_class_hybrid: 0.6888 (0.7351) loss_bbox_hybrid: 0.1877 (0.1847) loss_giou_hybrid: 0.4019 (0.4071) loss_class_0_hybrid: 0.7967 (0.8040) loss_bbox_0_hybrid: 0.2008 (0.1928) loss_giou_0_hybrid: 0.4071 (0.4227) loss_class_1_hybrid: 0.7360 (0.7604) loss_bbox_1_hybrid: 0.1910 (0.1881) loss_giou_1_hybrid: 0.4169 (0.4134) loss_class_2_hybrid: 0.7127 (0.7468) loss_bbox_2_hybrid: 0.1937 (0.1852) loss_giou_2_hybrid: 0.4037 (0.4088) loss_class_3_hybrid: 0.7060 (0.7385) loss_bbox_3_hybrid: 0.1867 (0.1849) loss_giou_3_hybrid: 0.4057 (0.4076) loss_class_4_hybrid: 0.6944 (0.7353) loss_bbox_4_hybrid: 0.1884 (0.1849) loss_giou_4_hybrid: 0.3979 (0.4073) loss_class_enc_hybrid: 0.7487 (0.7719) loss_bbox_enc_hybrid: 0.2365 (0.2294) loss_giou_enc_hybrid: 0.4529 (0.4801) mem: 1022 max mem: 36965 [2024-01-16 00:05:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:06:17 det.util.engine] INFO: Epoch: [9] [10900/11727] eta: 0:14:52 lr: 0.000100 data_time: 0.0036 iter_time: 1.0391 loss: 25.3059 (25.7229) loss_class: 0.7431 (0.7315) loss_bbox: 0.1736 (0.1732) loss_giou: 0.3656 (0.3803) loss_class_0: 0.9005 (0.8986) loss_bbox_0: 0.1756 (0.1735) loss_giou_0: 0.3610 (0.3847) loss_class_1: 0.7708 (0.7832) loss_bbox_1: 0.1648 (0.1746) loss_giou_1: 0.3687 (0.3840) loss_class_2: 0.7279 (0.7558) loss_bbox_2: 0.1698 (0.1727) loss_giou_2: 0.3665 (0.3808) loss_class_3: 0.7355 (0.7403) loss_bbox_3: 0.1717 (0.1728) loss_giou_3: 0.3619 (0.3802) loss_class_4: 0.7289 (0.7329) loss_bbox_4: 0.1737 (0.1731) loss_giou_4: 0.3584 (0.3803) loss_class_enc: 0.8557 (0.8495) loss_bbox_enc: 0.2047 (0.2062) loss_giou_enc: 0.4103 (0.4341) loss_class_dn: 0.3802 (0.3733) loss_bbox_dn: 0.2404 (0.2455) loss_giou_dn: 0.4125 (0.4202) loss_class_dn_0: 0.4625 (0.4696) loss_bbox_dn_0: 0.3660 (0.3473) loss_giou_dn_0: 0.5639 (0.5482) loss_class_dn_1: 0.4073 (0.4026) loss_bbox_dn_1: 0.2811 (0.2708) loss_giou_dn_1: 0.4540 (0.4525) loss_class_dn_2: 0.3896 (0.3819) loss_bbox_dn_2: 0.2498 (0.2499) loss_giou_dn_2: 0.4230 (0.4269) loss_class_dn_3: 0.3841 (0.3756) loss_bbox_dn_3: 0.2433 (0.2464) loss_giou_dn_3: 0.4165 (0.4216) loss_class_dn_4: 0.3829 (0.3733) loss_bbox_dn_4: 0.2404 (0.2455) loss_giou_dn_4: 0.4130 (0.4201) loss_class_hybrid: 0.7348 (0.7350) loss_bbox_hybrid: 0.1848 (0.1848) loss_giou_hybrid: 0.3989 (0.4073) loss_class_0_hybrid: 0.7762 (0.8040) loss_bbox_0_hybrid: 0.1987 (0.1928) loss_giou_0_hybrid: 0.4226 (0.4229) loss_class_1_hybrid: 0.7367 (0.7604) loss_bbox_1_hybrid: 0.1848 (0.1881) loss_giou_1_hybrid: 0.4128 (0.4135) loss_class_2_hybrid: 0.7394 (0.7467) loss_bbox_2_hybrid: 0.1836 (0.1852) loss_giou_2_hybrid: 0.4056 (0.4089) loss_class_3_hybrid: 0.7224 (0.7385) loss_bbox_3_hybrid: 0.1814 (0.1849) loss_giou_3_hybrid: 0.4017 (0.4077) loss_class_4_hybrid: 0.7327 (0.7352) loss_bbox_4_hybrid: 0.1809 (0.1849) loss_giou_4_hybrid: 0.3999 (0.4074) loss_class_enc_hybrid: 0.7681 (0.7719) loss_bbox_enc_hybrid: 0.2328 (0.2295) loss_giou_enc_hybrid: 0.4721 (0.4802) mem: 1029 max mem: 36965 [2024-01-16 00:06:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:07:11 det.util.engine] INFO: Epoch: [9] [10950/11727] eta: 0:13:58 lr: 0.000100 data_time: 0.0035 iter_time: 1.1088 loss: 25.7983 (25.7249) loss_class: 0.7491 (0.7316) loss_bbox: 0.1855 (0.1732) loss_giou: 0.3656 (0.3802) loss_class_0: 0.9368 (0.8987) loss_bbox_0: 0.1833 (0.1736) loss_giou_0: 0.3632 (0.3846) loss_class_1: 0.7796 (0.7833) loss_bbox_1: 0.1915 (0.1746) loss_giou_1: 0.3654 (0.3839) loss_class_2: 0.7840 (0.7559) loss_bbox_2: 0.1830 (0.1727) loss_giou_2: 0.3618 (0.3808) loss_class_3: 0.7726 (0.7404) loss_bbox_3: 0.1882 (0.1728) loss_giou_3: 0.3455 (0.3801) loss_class_4: 0.7566 (0.7330) loss_bbox_4: 0.1851 (0.1731) loss_giou_4: 0.3634 (0.3803) loss_class_enc: 0.8741 (0.8496) loss_bbox_enc: 0.2257 (0.2063) loss_giou_enc: 0.3970 (0.4340) loss_class_dn: 0.3733 (0.3733) loss_bbox_dn: 0.2809 (0.2456) loss_giou_dn: 0.4264 (0.4202) loss_class_dn_0: 0.4676 (0.4696) loss_bbox_dn_0: 0.3927 (0.3474) loss_giou_dn_0: 0.5471 (0.5482) loss_class_dn_1: 0.4022 (0.4026) loss_bbox_dn_1: 0.3228 (0.2709) loss_giou_dn_1: 0.4534 (0.4525) loss_class_dn_2: 0.3790 (0.3819) loss_bbox_dn_2: 0.2879 (0.2500) loss_giou_dn_2: 0.4298 (0.4269) loss_class_dn_3: 0.3723 (0.3756) loss_bbox_dn_3: 0.2850 (0.2465) loss_giou_dn_3: 0.4267 (0.4216) loss_class_dn_4: 0.3719 (0.3733) loss_bbox_dn_4: 0.2810 (0.2456) loss_giou_dn_4: 0.4264 (0.4201) loss_class_hybrid: 0.7441 (0.7351) loss_bbox_hybrid: 0.2014 (0.1848) loss_giou_hybrid: 0.3637 (0.4072) loss_class_0_hybrid: 0.8052 (0.8041) loss_bbox_0_hybrid: 0.2092 (0.1929) loss_giou_0_hybrid: 0.3730 (0.4229) loss_class_1_hybrid: 0.7665 (0.7604) loss_bbox_1_hybrid: 0.2074 (0.1882) loss_giou_1_hybrid: 0.3664 (0.4135) loss_class_2_hybrid: 0.7640 (0.7468) loss_bbox_2_hybrid: 0.2012 (0.1853) loss_giou_2_hybrid: 0.3667 (0.4089) loss_class_3_hybrid: 0.7549 (0.7386) loss_bbox_3_hybrid: 0.2017 (0.1849) loss_giou_3_hybrid: 0.3552 (0.4077) loss_class_4_hybrid: 0.7504 (0.7353) loss_bbox_4_hybrid: 0.2012 (0.1849) loss_giou_4_hybrid: 0.3640 (0.4074) loss_class_enc_hybrid: 0.7789 (0.7719) loss_bbox_enc_hybrid: 0.2559 (0.2295) loss_giou_enc_hybrid: 0.4429 (0.4802) mem: 1017 max mem: 36965 [2024-01-16 00:07:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:08:03 det.util.engine] INFO: Epoch: [9] [11000/11727] eta: 0:13:04 lr: 0.000100 data_time: 0.0033 iter_time: 1.0645 loss: 25.5984 (25.7243) loss_class: 0.7331 (0.7316) loss_bbox: 0.1631 (0.1733) loss_giou: 0.3630 (0.3802) loss_class_0: 0.8725 (0.8987) loss_bbox_0: 0.1588 (0.1736) loss_giou_0: 0.3595 (0.3846) loss_class_1: 0.7623 (0.7833) loss_bbox_1: 0.1648 (0.1746) loss_giou_1: 0.3621 (0.3839) loss_class_2: 0.7415 (0.7559) loss_bbox_2: 0.1582 (0.1727) loss_giou_2: 0.3538 (0.3807) loss_class_3: 0.7328 (0.7404) loss_bbox_3: 0.1598 (0.1728) loss_giou_3: 0.3667 (0.3801) loss_class_4: 0.7194 (0.7330) loss_bbox_4: 0.1632 (0.1731) loss_giou_4: 0.3651 (0.3802) loss_class_enc: 0.7843 (0.8496) loss_bbox_enc: 0.1921 (0.2063) loss_giou_enc: 0.4115 (0.4340) loss_class_dn: 0.3626 (0.3733) loss_bbox_dn: 0.2039 (0.2456) loss_giou_dn: 0.4160 (0.4202) loss_class_dn_0: 0.4726 (0.4696) loss_bbox_dn_0: 0.2939 (0.3474) loss_giou_dn_0: 0.5334 (0.5481) loss_class_dn_1: 0.4003 (0.4026) loss_bbox_dn_1: 0.2209 (0.2709) loss_giou_dn_1: 0.4501 (0.4525) loss_class_dn_2: 0.3782 (0.3819) loss_bbox_dn_2: 0.2088 (0.2500) loss_giou_dn_2: 0.4303 (0.4268) loss_class_dn_3: 0.3700 (0.3756) loss_bbox_dn_3: 0.2047 (0.2465) loss_giou_dn_3: 0.4186 (0.4215) loss_class_dn_4: 0.3661 (0.3733) loss_bbox_dn_4: 0.2039 (0.2456) loss_giou_dn_4: 0.4156 (0.4200) loss_class_hybrid: 0.7183 (0.7351) loss_bbox_hybrid: 0.1713 (0.1848) loss_giou_hybrid: 0.3933 (0.4072) loss_class_0_hybrid: 0.7931 (0.8041) loss_bbox_0_hybrid: 0.1787 (0.1929) loss_giou_0_hybrid: 0.3923 (0.4228) loss_class_1_hybrid: 0.7419 (0.7604) loss_bbox_1_hybrid: 0.1745 (0.1882) loss_giou_1_hybrid: 0.3941 (0.4134) loss_class_2_hybrid: 0.7368 (0.7468) loss_bbox_2_hybrid: 0.1721 (0.1853) loss_giou_2_hybrid: 0.3971 (0.4088) loss_class_3_hybrid: 0.7241 (0.7386) loss_bbox_3_hybrid: 0.1752 (0.1850) loss_giou_3_hybrid: 0.3849 (0.4077) loss_class_4_hybrid: 0.7170 (0.7353) loss_bbox_4_hybrid: 0.1720 (0.1850) loss_giou_4_hybrid: 0.3939 (0.4074) loss_class_enc_hybrid: 0.7404 (0.7719) loss_bbox_enc_hybrid: 0.2014 (0.2295) loss_giou_enc_hybrid: 0.4510 (0.4801) mem: 1012 max mem: 36965 [2024-01-16 00:08:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:08:57 det.util.engine] INFO: Epoch: [9] [11050/11727] eta: 0:12:10 lr: 0.000100 data_time: 0.0033 iter_time: 1.0163 loss: 26.1071 (25.7236) loss_class: 0.7776 (0.7317) loss_bbox: 0.1516 (0.1732) loss_giou: 0.3646 (0.3801) loss_class_0: 0.9047 (0.8987) loss_bbox_0: 0.1591 (0.1736) loss_giou_0: 0.3707 (0.3845) loss_class_1: 0.8251 (0.7834) loss_bbox_1: 0.1550 (0.1746) loss_giou_1: 0.3720 (0.3838) loss_class_2: 0.7963 (0.7560) loss_bbox_2: 0.1520 (0.1727) loss_giou_2: 0.3691 (0.3806) loss_class_3: 0.7792 (0.7405) loss_bbox_3: 0.1521 (0.1728) loss_giou_3: 0.3670 (0.3800) loss_class_4: 0.7821 (0.7331) loss_bbox_4: 0.1555 (0.1731) loss_giou_4: 0.3665 (0.3801) loss_class_enc: 0.8479 (0.8497) loss_bbox_enc: 0.1918 (0.2063) loss_giou_enc: 0.4143 (0.4339) loss_class_dn: 0.3723 (0.3733) loss_bbox_dn: 0.2401 (0.2456) loss_giou_dn: 0.4245 (0.4201) loss_class_dn_0: 0.4710 (0.4696) loss_bbox_dn_0: 0.3138 (0.3475) loss_giou_dn_0: 0.5448 (0.5481) loss_class_dn_1: 0.4027 (0.4026) loss_bbox_dn_1: 0.2468 (0.2709) loss_giou_dn_1: 0.4584 (0.4524) loss_class_dn_2: 0.3804 (0.3819) loss_bbox_dn_2: 0.2382 (0.2500) loss_giou_dn_2: 0.4340 (0.4268) loss_class_dn_3: 0.3747 (0.3756) loss_bbox_dn_3: 0.2383 (0.2465) loss_giou_dn_3: 0.4248 (0.4215) loss_class_dn_4: 0.3753 (0.3733) loss_bbox_dn_4: 0.2402 (0.2456) loss_giou_dn_4: 0.4244 (0.4200) loss_class_hybrid: 0.7734 (0.7352) loss_bbox_hybrid: 0.1705 (0.1848) loss_giou_hybrid: 0.3808 (0.4071) loss_class_0_hybrid: 0.8402 (0.8042) loss_bbox_0_hybrid: 0.1820 (0.1929) loss_giou_0_hybrid: 0.4009 (0.4227) loss_class_1_hybrid: 0.8008 (0.7605) loss_bbox_1_hybrid: 0.1751 (0.1882) loss_giou_1_hybrid: 0.3907 (0.4133) loss_class_2_hybrid: 0.7854 (0.7469) loss_bbox_2_hybrid: 0.1747 (0.1853) loss_giou_2_hybrid: 0.3845 (0.4087) loss_class_3_hybrid: 0.7832 (0.7387) loss_bbox_3_hybrid: 0.1712 (0.1849) loss_giou_3_hybrid: 0.3823 (0.4075) loss_class_4_hybrid: 0.7707 (0.7354) loss_bbox_4_hybrid: 0.1714 (0.1849) loss_giou_4_hybrid: 0.3807 (0.4073) loss_class_enc_hybrid: 0.7942 (0.7720) loss_bbox_enc_hybrid: 0.2237 (0.2295) loss_giou_enc_hybrid: 0.4609 (0.4800) mem: 1023 max mem: 36965 [2024-01-16 00:08:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:09:51 det.util.engine] INFO: Epoch: [9] [11100/11727] eta: 0:11:16 lr: 0.000100 data_time: 0.0034 iter_time: 1.0785 loss: 26.2587 (25.7261) loss_class: 0.7700 (0.7318) loss_bbox: 0.1769 (0.1733) loss_giou: 0.3472 (0.3801) loss_class_0: 0.9287 (0.8988) loss_bbox_0: 0.1852 (0.1736) loss_giou_0: 0.3745 (0.3845) loss_class_1: 0.8043 (0.7835) loss_bbox_1: 0.1834 (0.1747) loss_giou_1: 0.3743 (0.3838) loss_class_2: 0.7918 (0.7561) loss_bbox_2: 0.1787 (0.1727) loss_giou_2: 0.3512 (0.3806) loss_class_3: 0.7784 (0.7406) loss_bbox_3: 0.1809 (0.1728) loss_giou_3: 0.3481 (0.3800) loss_class_4: 0.7694 (0.7332) loss_bbox_4: 0.1747 (0.1731) loss_giou_4: 0.3536 (0.3801) loss_class_enc: 0.8598 (0.8497) loss_bbox_enc: 0.2182 (0.2063) loss_giou_enc: 0.4297 (0.4339) loss_class_dn: 0.3928 (0.3733) loss_bbox_dn: 0.2343 (0.2457) loss_giou_dn: 0.4227 (0.4201) loss_class_dn_0: 0.4743 (0.4696) loss_bbox_dn_0: 0.3283 (0.3475) loss_giou_dn_0: 0.5402 (0.5481) loss_class_dn_1: 0.4162 (0.4026) loss_bbox_dn_1: 0.2618 (0.2710) loss_giou_dn_1: 0.4566 (0.4525) loss_class_dn_2: 0.3913 (0.3819) loss_bbox_dn_2: 0.2398 (0.2501) loss_giou_dn_2: 0.4310 (0.4268) loss_class_dn_3: 0.3904 (0.3756) loss_bbox_dn_3: 0.2348 (0.2466) loss_giou_dn_3: 0.4256 (0.4215) loss_class_dn_4: 0.3928 (0.3733) loss_bbox_dn_4: 0.2342 (0.2457) loss_giou_dn_4: 0.4226 (0.4200) loss_class_hybrid: 0.7467 (0.7352) loss_bbox_hybrid: 0.1899 (0.1848) loss_giou_hybrid: 0.3727 (0.4071) loss_class_0_hybrid: 0.8303 (0.8042) loss_bbox_0_hybrid: 0.1931 (0.1929) loss_giou_0_hybrid: 0.4118 (0.4227) loss_class_1_hybrid: 0.7749 (0.7606) loss_bbox_1_hybrid: 0.1924 (0.1882) loss_giou_1_hybrid: 0.3873 (0.4133) loss_class_2_hybrid: 0.7750 (0.7470) loss_bbox_2_hybrid: 0.1888 (0.1853) loss_giou_2_hybrid: 0.3719 (0.4087) loss_class_3_hybrid: 0.7573 (0.7387) loss_bbox_3_hybrid: 0.1900 (0.1850) loss_giou_3_hybrid: 0.3727 (0.4076) loss_class_4_hybrid: 0.7521 (0.7355) loss_bbox_4_hybrid: 0.1875 (0.1850) loss_giou_4_hybrid: 0.3719 (0.4073) loss_class_enc_hybrid: 0.7972 (0.7721) loss_bbox_enc_hybrid: 0.2285 (0.2296) loss_giou_enc_hybrid: 0.4772 (0.4800) mem: 1027 max mem: 36965 [2024-01-16 00:09:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:10:45 det.util.engine] INFO: Epoch: [9] [11150/11727] eta: 0:10:22 lr: 0.000100 data_time: 0.0035 iter_time: 1.0717 loss: 25.3936 (25.7274) loss_class: 0.7387 (0.7319) loss_bbox: 0.1672 (0.1733) loss_giou: 0.3562 (0.3800) loss_class_0: 0.9324 (0.8989) loss_bbox_0: 0.1739 (0.1736) loss_giou_0: 0.3626 (0.3845) loss_class_1: 0.7955 (0.7836) loss_bbox_1: 0.1767 (0.1747) loss_giou_1: 0.3446 (0.3838) loss_class_2: 0.7561 (0.7562) loss_bbox_2: 0.1701 (0.1727) loss_giou_2: 0.3423 (0.3805) loss_class_3: 0.7482 (0.7407) loss_bbox_3: 0.1680 (0.1728) loss_giou_3: 0.3551 (0.3800) loss_class_4: 0.7445 (0.7333) loss_bbox_4: 0.1673 (0.1732) loss_giou_4: 0.3550 (0.3801) loss_class_enc: 0.8443 (0.8498) loss_bbox_enc: 0.2192 (0.2064) loss_giou_enc: 0.4093 (0.4339) loss_class_dn: 0.3642 (0.3733) loss_bbox_dn: 0.2591 (0.2457) loss_giou_dn: 0.4040 (0.4201) loss_class_dn_0: 0.4682 (0.4696) loss_bbox_dn_0: 0.3890 (0.3476) loss_giou_dn_0: 0.5314 (0.5481) loss_class_dn_1: 0.3968 (0.4026) loss_bbox_dn_1: 0.2880 (0.2711) loss_giou_dn_1: 0.4349 (0.4524) loss_class_dn_2: 0.3776 (0.3819) loss_bbox_dn_2: 0.2626 (0.2501) loss_giou_dn_2: 0.4102 (0.4268) loss_class_dn_3: 0.3696 (0.3756) loss_bbox_dn_3: 0.2592 (0.2466) loss_giou_dn_3: 0.4053 (0.4215) loss_class_dn_4: 0.3659 (0.3733) loss_bbox_dn_4: 0.2590 (0.2457) loss_giou_dn_4: 0.4038 (0.4200) loss_class_hybrid: 0.7524 (0.7353) loss_bbox_hybrid: 0.1957 (0.1849) loss_giou_hybrid: 0.3732 (0.4070) loss_class_0_hybrid: 0.8063 (0.8043) loss_bbox_0_hybrid: 0.1942 (0.1929) loss_giou_0_hybrid: 0.3799 (0.4226) loss_class_1_hybrid: 0.7656 (0.7607) loss_bbox_1_hybrid: 0.1897 (0.1883) loss_giou_1_hybrid: 0.3773 (0.4133) loss_class_2_hybrid: 0.7567 (0.7471) loss_bbox_2_hybrid: 0.1929 (0.1854) loss_giou_2_hybrid: 0.3711 (0.4086) loss_class_3_hybrid: 0.7522 (0.7388) loss_bbox_3_hybrid: 0.1938 (0.1850) loss_giou_3_hybrid: 0.3747 (0.4075) loss_class_4_hybrid: 0.7537 (0.7356) loss_bbox_4_hybrid: 0.1947 (0.1850) loss_giou_4_hybrid: 0.3727 (0.4072) loss_class_enc_hybrid: 0.7832 (0.7722) loss_bbox_enc_hybrid: 0.2325 (0.2296) loss_giou_enc_hybrid: 0.4497 (0.4800) mem: 1022 max mem: 36965 [2024-01-16 00:10:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:11:39 det.util.engine] INFO: Epoch: [9] [11200/11727] eta: 0:09:28 lr: 0.000100 data_time: 0.0035 iter_time: 1.1046 loss: 25.8981 (25.7268) loss_class: 0.7089 (0.7319) loss_bbox: 0.1765 (0.1733) loss_giou: 0.3752 (0.3800) loss_class_0: 0.9008 (0.8990) loss_bbox_0: 0.1708 (0.1736) loss_giou_0: 0.3518 (0.3844) loss_class_1: 0.7490 (0.7836) loss_bbox_1: 0.1708 (0.1747) loss_giou_1: 0.3718 (0.3838) loss_class_2: 0.7329 (0.7563) loss_bbox_2: 0.1744 (0.1727) loss_giou_2: 0.3720 (0.3805) loss_class_3: 0.7186 (0.7407) loss_bbox_3: 0.1770 (0.1728) loss_giou_3: 0.3740 (0.3799) loss_class_4: 0.7013 (0.7333) loss_bbox_4: 0.1766 (0.1732) loss_giou_4: 0.3753 (0.3801) loss_class_enc: 0.8397 (0.8498) loss_bbox_enc: 0.2047 (0.2063) loss_giou_enc: 0.3934 (0.4339) loss_class_dn: 0.3682 (0.3733) loss_bbox_dn: 0.2565 (0.2457) loss_giou_dn: 0.4101 (0.4201) loss_class_dn_0: 0.4634 (0.4696) loss_bbox_dn_0: 0.3438 (0.3475) loss_giou_dn_0: 0.5334 (0.5481) loss_class_dn_1: 0.3955 (0.4026) loss_bbox_dn_1: 0.2683 (0.2710) loss_giou_dn_1: 0.4448 (0.4524) loss_class_dn_2: 0.3779 (0.3819) loss_bbox_dn_2: 0.2558 (0.2501) loss_giou_dn_2: 0.4202 (0.4268) loss_class_dn_3: 0.3726 (0.3756) loss_bbox_dn_3: 0.2580 (0.2466) loss_giou_dn_3: 0.4129 (0.4215) loss_class_dn_4: 0.3699 (0.3733) loss_bbox_dn_4: 0.2563 (0.2457) loss_giou_dn_4: 0.4102 (0.4200) loss_class_hybrid: 0.7176 (0.7353) loss_bbox_hybrid: 0.1893 (0.1849) loss_giou_hybrid: 0.3883 (0.4070) loss_class_0_hybrid: 0.7976 (0.8043) loss_bbox_0_hybrid: 0.1914 (0.1929) loss_giou_0_hybrid: 0.3937 (0.4226) loss_class_1_hybrid: 0.7518 (0.7607) loss_bbox_1_hybrid: 0.1915 (0.1883) loss_giou_1_hybrid: 0.3976 (0.4133) loss_class_2_hybrid: 0.7335 (0.7471) loss_bbox_2_hybrid: 0.1929 (0.1853) loss_giou_2_hybrid: 0.3800 (0.4086) loss_class_3_hybrid: 0.7195 (0.7388) loss_bbox_3_hybrid: 0.1885 (0.1850) loss_giou_3_hybrid: 0.3895 (0.4075) loss_class_4_hybrid: 0.7131 (0.7356) loss_bbox_4_hybrid: 0.1910 (0.1850) loss_giou_4_hybrid: 0.3915 (0.4072) loss_class_enc_hybrid: 0.7779 (0.7722) loss_bbox_enc_hybrid: 0.2276 (0.2296) loss_giou_enc_hybrid: 0.4609 (0.4800) mem: 1032 max mem: 36965 [2024-01-16 00:11:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:12:34 det.util.engine] INFO: Epoch: [9] [11250/11727] eta: 0:08:34 lr: 0.000100 data_time: 0.0038 iter_time: 1.1258 loss: 25.7313 (25.7280) loss_class: 0.7399 (0.7320) loss_bbox: 0.1541 (0.1733) loss_giou: 0.3536 (0.3800) loss_class_0: 0.9111 (0.8990) loss_bbox_0: 0.1558 (0.1736) loss_giou_0: 0.3571 (0.3844) loss_class_1: 0.7855 (0.7836) loss_bbox_1: 0.1573 (0.1747) loss_giou_1: 0.3591 (0.3837) loss_class_2: 0.7681 (0.7564) loss_bbox_2: 0.1584 (0.1727) loss_giou_2: 0.3561 (0.3805) loss_class_3: 0.7572 (0.7408) loss_bbox_3: 0.1526 (0.1728) loss_giou_3: 0.3630 (0.3799) loss_class_4: 0.7490 (0.7334) loss_bbox_4: 0.1564 (0.1732) loss_giou_4: 0.3631 (0.3800) loss_class_enc: 0.8858 (0.8499) loss_bbox_enc: 0.2037 (0.2064) loss_giou_enc: 0.4107 (0.4338) loss_class_dn: 0.3591 (0.3733) loss_bbox_dn: 0.2474 (0.2458) loss_giou_dn: 0.3942 (0.4201) loss_class_dn_0: 0.4641 (0.4696) loss_bbox_dn_0: 0.3604 (0.3476) loss_giou_dn_0: 0.5303 (0.5481) loss_class_dn_1: 0.3972 (0.4026) loss_bbox_dn_1: 0.2803 (0.2711) loss_giou_dn_1: 0.4288 (0.4524) loss_class_dn_2: 0.3747 (0.3819) loss_bbox_dn_2: 0.2540 (0.2502) loss_giou_dn_2: 0.3983 (0.4268) loss_class_dn_3: 0.3687 (0.3756) loss_bbox_dn_3: 0.2482 (0.2467) loss_giou_dn_3: 0.3954 (0.4215) loss_class_dn_4: 0.3609 (0.3733) loss_bbox_dn_4: 0.2473 (0.2458) loss_giou_dn_4: 0.3942 (0.4199) loss_class_hybrid: 0.7679 (0.7354) loss_bbox_hybrid: 0.1705 (0.1849) loss_giou_hybrid: 0.3891 (0.4070) loss_class_0_hybrid: 0.8285 (0.8044) loss_bbox_0_hybrid: 0.1884 (0.1929) loss_giou_0_hybrid: 0.4041 (0.4226) loss_class_1_hybrid: 0.7836 (0.7608) loss_bbox_1_hybrid: 0.1769 (0.1883) loss_giou_1_hybrid: 0.3901 (0.4132) loss_class_2_hybrid: 0.7686 (0.7472) loss_bbox_2_hybrid: 0.1765 (0.1854) loss_giou_2_hybrid: 0.3930 (0.4086) loss_class_3_hybrid: 0.7794 (0.7389) loss_bbox_3_hybrid: 0.1765 (0.1850) loss_giou_3_hybrid: 0.3936 (0.4075) loss_class_4_hybrid: 0.7739 (0.7357) loss_bbox_4_hybrid: 0.1738 (0.1850) loss_giou_4_hybrid: 0.3925 (0.4072) loss_class_enc_hybrid: 0.7902 (0.7723) loss_bbox_enc_hybrid: 0.2268 (0.2296) loss_giou_enc_hybrid: 0.4402 (0.4799) mem: 1022 max mem: 36965 [2024-01-16 00:12:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:13:27 det.util.engine] INFO: Epoch: [9] [11300/11727] eta: 0:07:40 lr: 0.000100 data_time: 0.0036 iter_time: 1.0397 loss: 26.4312 (25.7293) loss_class: 0.7383 (0.7321) loss_bbox: 0.1598 (0.1733) loss_giou: 0.3656 (0.3800) loss_class_0: 0.8562 (0.8990) loss_bbox_0: 0.1683 (0.1736) loss_giou_0: 0.3645 (0.3845) loss_class_1: 0.7936 (0.7836) loss_bbox_1: 0.1730 (0.1747) loss_giou_1: 0.3717 (0.3838) loss_class_2: 0.7581 (0.7563) loss_bbox_2: 0.1625 (0.1727) loss_giou_2: 0.3584 (0.3806) loss_class_3: 0.7425 (0.7408) loss_bbox_3: 0.1638 (0.1728) loss_giou_3: 0.3561 (0.3800) loss_class_4: 0.7308 (0.7335) loss_bbox_4: 0.1663 (0.1731) loss_giou_4: 0.3630 (0.3801) loss_class_enc: 0.8141 (0.8499) loss_bbox_enc: 0.2013 (0.2063) loss_giou_enc: 0.4451 (0.4339) loss_class_dn: 0.3757 (0.3733) loss_bbox_dn: 0.2389 (0.2457) loss_giou_dn: 0.4570 (0.4202) loss_class_dn_0: 0.4630 (0.4696) loss_bbox_dn_0: 0.3188 (0.3476) loss_giou_dn_0: 0.5733 (0.5481) loss_class_dn_1: 0.4057 (0.4026) loss_bbox_dn_1: 0.2540 (0.2711) loss_giou_dn_1: 0.4857 (0.4525) loss_class_dn_2: 0.3860 (0.3819) loss_bbox_dn_2: 0.2410 (0.2501) loss_giou_dn_2: 0.4671 (0.4268) loss_class_dn_3: 0.3814 (0.3756) loss_bbox_dn_3: 0.2410 (0.2466) loss_giou_dn_3: 0.4560 (0.4215) loss_class_dn_4: 0.3781 (0.3734) loss_bbox_dn_4: 0.2390 (0.2457) loss_giou_dn_4: 0.4572 (0.4200) loss_class_hybrid: 0.7310 (0.7354) loss_bbox_hybrid: 0.1758 (0.1849) loss_giou_hybrid: 0.4012 (0.4071) loss_class_0_hybrid: 0.7857 (0.8043) loss_bbox_0_hybrid: 0.1899 (0.1929) loss_giou_0_hybrid: 0.4167 (0.4227) loss_class_1_hybrid: 0.7489 (0.7608) loss_bbox_1_hybrid: 0.1842 (0.1883) loss_giou_1_hybrid: 0.4001 (0.4133) loss_class_2_hybrid: 0.7389 (0.7472) loss_bbox_2_hybrid: 0.1813 (0.1854) loss_giou_2_hybrid: 0.4062 (0.4087) loss_class_3_hybrid: 0.7280 (0.7389) loss_bbox_3_hybrid: 0.1794 (0.1850) loss_giou_3_hybrid: 0.4008 (0.4076) loss_class_4_hybrid: 0.7295 (0.7357) loss_bbox_4_hybrid: 0.1782 (0.1850) loss_giou_4_hybrid: 0.3962 (0.4073) loss_class_enc_hybrid: 0.7408 (0.7722) loss_bbox_enc_hybrid: 0.2187 (0.2296) loss_giou_enc_hybrid: 0.4999 (0.4800) mem: 1018 max mem: 36965 [2024-01-16 00:13:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:14:21 det.util.engine] INFO: Epoch: [9] [11350/11727] eta: 0:06:46 lr: 0.000100 data_time: 0.0037 iter_time: 1.0713 loss: 26.6822 (25.7310) loss_class: 0.7643 (0.7322) loss_bbox: 0.1628 (0.1733) loss_giou: 0.3527 (0.3800) loss_class_0: 0.9232 (0.8991) loss_bbox_0: 0.1627 (0.1736) loss_giou_0: 0.3776 (0.3845) loss_class_1: 0.7836 (0.7837) loss_bbox_1: 0.1678 (0.1747) loss_giou_1: 0.3743 (0.3838) loss_class_2: 0.7653 (0.7564) loss_bbox_2: 0.1630 (0.1727) loss_giou_2: 0.3757 (0.3806) loss_class_3: 0.7750 (0.7409) loss_bbox_3: 0.1625 (0.1728) loss_giou_3: 0.3592 (0.3800) loss_class_4: 0.7723 (0.7336) loss_bbox_4: 0.1584 (0.1731) loss_giou_4: 0.3527 (0.3801) loss_class_enc: 0.8882 (0.8500) loss_bbox_enc: 0.2054 (0.2064) loss_giou_enc: 0.4143 (0.4339) loss_class_dn: 0.3596 (0.3733) loss_bbox_dn: 0.2352 (0.2458) loss_giou_dn: 0.4069 (0.4202) loss_class_dn_0: 0.4706 (0.4696) loss_bbox_dn_0: 0.3453 (0.3477) loss_giou_dn_0: 0.5319 (0.5481) loss_class_dn_1: 0.3964 (0.4026) loss_bbox_dn_1: 0.2673 (0.2712) loss_giou_dn_1: 0.4364 (0.4525) loss_class_dn_2: 0.3704 (0.3819) loss_bbox_dn_2: 0.2365 (0.2502) loss_giou_dn_2: 0.4123 (0.4268) loss_class_dn_3: 0.3636 (0.3756) loss_bbox_dn_3: 0.2338 (0.2467) loss_giou_dn_3: 0.4067 (0.4215) loss_class_dn_4: 0.3627 (0.3733) loss_bbox_dn_4: 0.2350 (0.2458) loss_giou_dn_4: 0.4067 (0.4200) loss_class_hybrid: 0.7676 (0.7355) loss_bbox_hybrid: 0.1786 (0.1849) loss_giou_hybrid: 0.3828 (0.4071) loss_class_0_hybrid: 0.8208 (0.8044) loss_bbox_0_hybrid: 0.1845 (0.1929) loss_giou_0_hybrid: 0.4012 (0.4227) loss_class_1_hybrid: 0.7736 (0.7608) loss_bbox_1_hybrid: 0.1807 (0.1883) loss_giou_1_hybrid: 0.3817 (0.4133) loss_class_2_hybrid: 0.7609 (0.7472) loss_bbox_2_hybrid: 0.1751 (0.1854) loss_giou_2_hybrid: 0.3770 (0.4087) loss_class_3_hybrid: 0.7708 (0.7390) loss_bbox_3_hybrid: 0.1783 (0.1850) loss_giou_3_hybrid: 0.3817 (0.4075) loss_class_4_hybrid: 0.7628 (0.7357) loss_bbox_4_hybrid: 0.1794 (0.1850) loss_giou_4_hybrid: 0.3809 (0.4073) loss_class_enc_hybrid: 0.7876 (0.7723) loss_bbox_enc_hybrid: 0.2297 (0.2296) loss_giou_enc_hybrid: 0.4605 (0.4800) mem: 1020 max mem: 36965 [2024-01-16 00:14:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:15:14 det.util.engine] INFO: Epoch: [9] [11400/11727] eta: 0:05:52 lr: 0.000100 data_time: 0.0034 iter_time: 1.0586 loss: 25.6321 (25.7313) loss_class: 0.7221 (0.7322) loss_bbox: 0.1612 (0.1733) loss_giou: 0.3701 (0.3801) loss_class_0: 0.8274 (0.8990) loss_bbox_0: 0.1596 (0.1736) loss_giou_0: 0.4010 (0.3845) loss_class_1: 0.7543 (0.7837) loss_bbox_1: 0.1594 (0.1747) loss_giou_1: 0.4002 (0.3839) loss_class_2: 0.7611 (0.7565) loss_bbox_2: 0.1546 (0.1727) loss_giou_2: 0.3839 (0.3806) loss_class_3: 0.7317 (0.7409) loss_bbox_3: 0.1607 (0.1729) loss_giou_3: 0.3881 (0.3800) loss_class_4: 0.7365 (0.7336) loss_bbox_4: 0.1610 (0.1731) loss_giou_4: 0.3796 (0.3801) loss_class_enc: 0.8143 (0.8499) loss_bbox_enc: 0.1842 (0.2063) loss_giou_enc: 0.4379 (0.4339) loss_class_dn: 0.3623 (0.3733) loss_bbox_dn: 0.1910 (0.2458) loss_giou_dn: 0.4307 (0.4202) loss_class_dn_0: 0.4574 (0.4696) loss_bbox_dn_0: 0.2867 (0.3476) loss_giou_dn_0: 0.5574 (0.5482) loss_class_dn_1: 0.3927 (0.4026) loss_bbox_dn_1: 0.2114 (0.2711) loss_giou_dn_1: 0.4703 (0.4525) loss_class_dn_2: 0.3700 (0.3819) loss_bbox_dn_2: 0.1954 (0.2502) loss_giou_dn_2: 0.4415 (0.4268) loss_class_dn_3: 0.3663 (0.3756) loss_bbox_dn_3: 0.1918 (0.2467) loss_giou_dn_3: 0.4326 (0.4215) loss_class_dn_4: 0.3610 (0.3733) loss_bbox_dn_4: 0.1911 (0.2458) loss_giou_dn_4: 0.4306 (0.4200) loss_class_hybrid: 0.7045 (0.7355) loss_bbox_hybrid: 0.1704 (0.1849) loss_giou_hybrid: 0.4197 (0.4071) loss_class_0_hybrid: 0.7623 (0.8043) loss_bbox_0_hybrid: 0.1804 (0.1930) loss_giou_0_hybrid: 0.4246 (0.4227) loss_class_1_hybrid: 0.7196 (0.7608) loss_bbox_1_hybrid: 0.1758 (0.1883) loss_giou_1_hybrid: 0.4237 (0.4134) loss_class_2_hybrid: 0.7216 (0.7472) loss_bbox_2_hybrid: 0.1716 (0.1854) loss_giou_2_hybrid: 0.4165 (0.4088) loss_class_3_hybrid: 0.7143 (0.7390) loss_bbox_3_hybrid: 0.1752 (0.1850) loss_giou_3_hybrid: 0.4182 (0.4076) loss_class_4_hybrid: 0.7152 (0.7357) loss_bbox_4_hybrid: 0.1722 (0.1850) loss_giou_4_hybrid: 0.4194 (0.4073) loss_class_enc_hybrid: 0.7356 (0.7723) loss_bbox_enc_hybrid: 0.2048 (0.2296) loss_giou_enc_hybrid: 0.4946 (0.4801) mem: 1020 max mem: 36965 [2024-01-16 00:15:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:16:09 det.util.engine] INFO: Epoch: [9] [11450/11727] eta: 0:04:58 lr: 0.000100 data_time: 0.0032 iter_time: 1.0779 loss: 26.4144 (25.7317) loss_class: 0.7564 (0.7322) loss_bbox: 0.1616 (0.1733) loss_giou: 0.3971 (0.3801) loss_class_0: 0.8901 (0.8989) loss_bbox_0: 0.1703 (0.1736) loss_giou_0: 0.4175 (0.3846) loss_class_1: 0.7966 (0.7837) loss_bbox_1: 0.1746 (0.1747) loss_giou_1: 0.4164 (0.3839) loss_class_2: 0.7688 (0.7565) loss_bbox_2: 0.1687 (0.1727) loss_giou_2: 0.4042 (0.3806) loss_class_3: 0.7596 (0.7409) loss_bbox_3: 0.1564 (0.1728) loss_giou_3: 0.4059 (0.3801) loss_class_4: 0.7551 (0.7337) loss_bbox_4: 0.1648 (0.1731) loss_giou_4: 0.4003 (0.3801) loss_class_enc: 0.8545 (0.8499) loss_bbox_enc: 0.2041 (0.2063) loss_giou_enc: 0.4569 (0.4339) loss_class_dn: 0.3757 (0.3733) loss_bbox_dn: 0.2607 (0.2458) loss_giou_dn: 0.4579 (0.4202) loss_class_dn_0: 0.4701 (0.4696) loss_bbox_dn_0: 0.3617 (0.3476) loss_giou_dn_0: 0.5813 (0.5482) loss_class_dn_1: 0.4043 (0.4026) loss_bbox_dn_1: 0.2840 (0.2711) loss_giou_dn_1: 0.4738 (0.4525) loss_class_dn_2: 0.3862 (0.3819) loss_bbox_dn_2: 0.2670 (0.2502) loss_giou_dn_2: 0.4594 (0.4269) loss_class_dn_3: 0.3792 (0.3756) loss_bbox_dn_3: 0.2619 (0.2467) loss_giou_dn_3: 0.4573 (0.4216) loss_class_dn_4: 0.3773 (0.3733) loss_bbox_dn_4: 0.2607 (0.2457) loss_giou_dn_4: 0.4566 (0.4201) loss_class_hybrid: 0.7434 (0.7355) loss_bbox_hybrid: 0.1813 (0.1849) loss_giou_hybrid: 0.4326 (0.4072) loss_class_0_hybrid: 0.7858 (0.8043) loss_bbox_0_hybrid: 0.1909 (0.1930) loss_giou_0_hybrid: 0.4526 (0.4228) loss_class_1_hybrid: 0.7573 (0.7608) loss_bbox_1_hybrid: 0.1832 (0.1883) loss_giou_1_hybrid: 0.4465 (0.4134) loss_class_2_hybrid: 0.7433 (0.7472) loss_bbox_2_hybrid: 0.1776 (0.1854) loss_giou_2_hybrid: 0.4341 (0.4088) loss_class_3_hybrid: 0.7364 (0.7390) loss_bbox_3_hybrid: 0.1820 (0.1850) loss_giou_3_hybrid: 0.4326 (0.4076) loss_class_4_hybrid: 0.7412 (0.7357) loss_bbox_4_hybrid: 0.1812 (0.1850) loss_giou_4_hybrid: 0.4309 (0.4073) loss_class_enc_hybrid: 0.7555 (0.7722) loss_bbox_enc_hybrid: 0.2254 (0.2296) loss_giou_enc_hybrid: 0.4973 (0.4801) mem: 1031 max mem: 36965 [2024-01-16 00:16:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:17:04 det.util.engine] INFO: Epoch: [9] [11500/11727] eta: 0:04:04 lr: 0.000100 data_time: 0.0035 iter_time: 1.0791 loss: 26.1029 (25.7322) loss_class: 0.7346 (0.7322) loss_bbox: 0.1778 (0.1733) loss_giou: 0.3303 (0.3801) loss_class_0: 0.8810 (0.8989) loss_bbox_0: 0.1726 (0.1737) loss_giou_0: 0.3377 (0.3846) loss_class_1: 0.7734 (0.7836) loss_bbox_1: 0.1808 (0.1748) loss_giou_1: 0.3334 (0.3839) loss_class_2: 0.7611 (0.7565) loss_bbox_2: 0.1710 (0.1728) loss_giou_2: 0.3333 (0.3806) loss_class_3: 0.7439 (0.7409) loss_bbox_3: 0.1749 (0.1729) loss_giou_3: 0.3307 (0.3801) loss_class_4: 0.7225 (0.7337) loss_bbox_4: 0.1767 (0.1732) loss_giou_4: 0.3303 (0.3802) loss_class_enc: 0.8401 (0.8498) loss_bbox_enc: 0.2035 (0.2064) loss_giou_enc: 0.4049 (0.4339) loss_class_dn: 0.3678 (0.3733) loss_bbox_dn: 0.2487 (0.2458) loss_giou_dn: 0.3919 (0.4202) loss_class_dn_0: 0.4742 (0.4696) loss_bbox_dn_0: 0.3590 (0.3476) loss_giou_dn_0: 0.5229 (0.5481) loss_class_dn_1: 0.4041 (0.4026) loss_bbox_dn_1: 0.2690 (0.2711) loss_giou_dn_1: 0.4263 (0.4525) loss_class_dn_2: 0.3769 (0.3819) loss_bbox_dn_2: 0.2536 (0.2502) loss_giou_dn_2: 0.4013 (0.4269) loss_class_dn_3: 0.3694 (0.3756) loss_bbox_dn_3: 0.2491 (0.2467) loss_giou_dn_3: 0.3938 (0.4215) loss_class_dn_4: 0.3657 (0.3733) loss_bbox_dn_4: 0.2487 (0.2458) loss_giou_dn_4: 0.3917 (0.4200) loss_class_hybrid: 0.7612 (0.7356) loss_bbox_hybrid: 0.1763 (0.1849) loss_giou_hybrid: 0.3496 (0.4072) loss_class_0_hybrid: 0.8189 (0.8043) loss_bbox_0_hybrid: 0.1792 (0.1930) loss_giou_0_hybrid: 0.3721 (0.4228) loss_class_1_hybrid: 0.7777 (0.7608) loss_bbox_1_hybrid: 0.1774 (0.1883) loss_giou_1_hybrid: 0.3658 (0.4134) loss_class_2_hybrid: 0.7463 (0.7473) loss_bbox_2_hybrid: 0.1766 (0.1854) loss_giou_2_hybrid: 0.3501 (0.4088) loss_class_3_hybrid: 0.7417 (0.7390) loss_bbox_3_hybrid: 0.1743 (0.1850) loss_giou_3_hybrid: 0.3501 (0.4076) loss_class_4_hybrid: 0.7481 (0.7358) loss_bbox_4_hybrid: 0.1758 (0.1850) loss_giou_4_hybrid: 0.3512 (0.4074) loss_class_enc_hybrid: 0.7661 (0.7723) loss_bbox_enc_hybrid: 0.2235 (0.2296) loss_giou_enc_hybrid: 0.4212 (0.4801) mem: 1028 max mem: 36965 [2024-01-16 00:17:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:17:58 det.util.engine] INFO: Epoch: [9] [11550/11727] eta: 0:03:10 lr: 0.000100 data_time: 0.0038 iter_time: 1.0727 loss: 25.6591 (25.7304) loss_class: 0.7295 (0.7321) loss_bbox: 0.1628 (0.1733) loss_giou: 0.4105 (0.3802) loss_class_0: 0.8572 (0.8987) loss_bbox_0: 0.1645 (0.1736) loss_giou_0: 0.4303 (0.3847) loss_class_1: 0.7678 (0.7835) loss_bbox_1: 0.1584 (0.1747) loss_giou_1: 0.4316 (0.3840) loss_class_2: 0.7380 (0.7564) loss_bbox_2: 0.1622 (0.1727) loss_giou_2: 0.4223 (0.3807) loss_class_3: 0.7278 (0.7408) loss_bbox_3: 0.1643 (0.1729) loss_giou_3: 0.4184 (0.3802) loss_class_4: 0.7280 (0.7335) loss_bbox_4: 0.1640 (0.1732) loss_giou_4: 0.4186 (0.3802) loss_class_enc: 0.8019 (0.8497) loss_bbox_enc: 0.1927 (0.2063) loss_giou_enc: 0.4769 (0.4340) loss_class_dn: 0.3736 (0.3733) loss_bbox_dn: 0.1971 (0.2457) loss_giou_dn: 0.4356 (0.4202) loss_class_dn_0: 0.4655 (0.4696) loss_bbox_dn_0: 0.2969 (0.3474) loss_giou_dn_0: 0.5675 (0.5481) loss_class_dn_1: 0.4005 (0.4026) loss_bbox_dn_1: 0.2230 (0.2710) loss_giou_dn_1: 0.4680 (0.4525) loss_class_dn_2: 0.3840 (0.3819) loss_bbox_dn_2: 0.2031 (0.2501) loss_giou_dn_2: 0.4414 (0.4269) loss_class_dn_3: 0.3768 (0.3756) loss_bbox_dn_3: 0.1977 (0.2466) loss_giou_dn_3: 0.4349 (0.4216) loss_class_dn_4: 0.3768 (0.3733) loss_bbox_dn_4: 0.1970 (0.2457) loss_giou_dn_4: 0.4356 (0.4200) loss_class_hybrid: 0.7018 (0.7354) loss_bbox_hybrid: 0.1927 (0.1849) loss_giou_hybrid: 0.4408 (0.4072) loss_class_0_hybrid: 0.7506 (0.8042) loss_bbox_0_hybrid: 0.1988 (0.1930) loss_giou_0_hybrid: 0.4579 (0.4229) loss_class_1_hybrid: 0.7312 (0.7607) loss_bbox_1_hybrid: 0.1955 (0.1883) loss_giou_1_hybrid: 0.4440 (0.4135) loss_class_2_hybrid: 0.7135 (0.7471) loss_bbox_2_hybrid: 0.1947 (0.1854) loss_giou_2_hybrid: 0.4443 (0.4089) loss_class_3_hybrid: 0.7040 (0.7389) loss_bbox_3_hybrid: 0.1920 (0.1850) loss_giou_3_hybrid: 0.4423 (0.4077) loss_class_4_hybrid: 0.6962 (0.7356) loss_bbox_4_hybrid: 0.1919 (0.1850) loss_giou_4_hybrid: 0.4430 (0.4074) loss_class_enc_hybrid: 0.7221 (0.7722) loss_bbox_enc_hybrid: 0.2219 (0.2296) loss_giou_enc_hybrid: 0.5205 (0.4801) mem: 1027 max mem: 36965 [2024-01-16 00:17:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:18:50 det.util.engine] INFO: Epoch: [9] [11600/11727] eta: 0:02:17 lr: 0.000100 data_time: 0.0034 iter_time: 1.0392 loss: 26.2324 (25.7315) loss_class: 0.7619 (0.7321) loss_bbox: 0.1666 (0.1733) loss_giou: 0.3498 (0.3802) loss_class_0: 0.8939 (0.8987) loss_bbox_0: 0.1639 (0.1737) loss_giou_0: 0.3365 (0.3847) loss_class_1: 0.7827 (0.7835) loss_bbox_1: 0.1621 (0.1748) loss_giou_1: 0.3521 (0.3840) loss_class_2: 0.7618 (0.7564) loss_bbox_2: 0.1675 (0.1728) loss_giou_2: 0.3541 (0.3807) loss_class_3: 0.7500 (0.7408) loss_bbox_3: 0.1675 (0.1729) loss_giou_3: 0.3447 (0.3802) loss_class_4: 0.7556 (0.7336) loss_bbox_4: 0.1669 (0.1732) loss_giou_4: 0.3403 (0.3802) loss_class_enc: 0.8459 (0.8498) loss_bbox_enc: 0.1922 (0.2063) loss_giou_enc: 0.3927 (0.4340) loss_class_dn: 0.3669 (0.3732) loss_bbox_dn: 0.2133 (0.2457) loss_giou_dn: 0.4017 (0.4202) loss_class_dn_0: 0.4643 (0.4696) loss_bbox_dn_0: 0.3401 (0.3475) loss_giou_dn_0: 0.5295 (0.5481) loss_class_dn_1: 0.4048 (0.4026) loss_bbox_dn_1: 0.2520 (0.2710) loss_giou_dn_1: 0.4538 (0.4525) loss_class_dn_2: 0.3767 (0.3819) loss_bbox_dn_2: 0.2168 (0.2501) loss_giou_dn_2: 0.4158 (0.4269) loss_class_dn_3: 0.3709 (0.3755) loss_bbox_dn_3: 0.2159 (0.2466) loss_giou_dn_3: 0.4030 (0.4215) loss_class_dn_4: 0.3687 (0.3733) loss_bbox_dn_4: 0.2132 (0.2457) loss_giou_dn_4: 0.4016 (0.4200) loss_class_hybrid: 0.7384 (0.7355) loss_bbox_hybrid: 0.1647 (0.1849) loss_giou_hybrid: 0.4083 (0.4072) loss_class_0_hybrid: 0.8202 (0.8043) loss_bbox_0_hybrid: 0.1774 (0.1930) loss_giou_0_hybrid: 0.4148 (0.4229) loss_class_1_hybrid: 0.7544 (0.7607) loss_bbox_1_hybrid: 0.1756 (0.1883) loss_giou_1_hybrid: 0.4081 (0.4135) loss_class_2_hybrid: 0.7426 (0.7472) loss_bbox_2_hybrid: 0.1657 (0.1854) loss_giou_2_hybrid: 0.4076 (0.4089) loss_class_3_hybrid: 0.7424 (0.7390) loss_bbox_3_hybrid: 0.1670 (0.1850) loss_giou_3_hybrid: 0.4095 (0.4077) loss_class_4_hybrid: 0.7362 (0.7357) loss_bbox_4_hybrid: 0.1659 (0.1850) loss_giou_4_hybrid: 0.4074 (0.4074) loss_class_enc_hybrid: 0.7863 (0.7722) loss_bbox_enc_hybrid: 0.2146 (0.2296) loss_giou_enc_hybrid: 0.4623 (0.4801) mem: 1030 max mem: 36965 [2024-01-16 00:18:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:19:44 det.util.engine] INFO: Epoch: [9] [11650/11727] eta: 0:01:23 lr: 0.000100 data_time: 0.0034 iter_time: 1.1087 loss: 25.1583 (25.7314) loss_class: 0.7227 (0.7321) loss_bbox: 0.1544 (0.1733) loss_giou: 0.3645 (0.3802) loss_class_0: 0.8714 (0.8986) loss_bbox_0: 0.1726 (0.1737) loss_giou_0: 0.3671 (0.3847) loss_class_1: 0.7599 (0.7835) loss_bbox_1: 0.1731 (0.1748) loss_giou_1: 0.3647 (0.3840) loss_class_2: 0.7355 (0.7564) loss_bbox_2: 0.1600 (0.1728) loss_giou_2: 0.3722 (0.3807) loss_class_3: 0.7098 (0.7408) loss_bbox_3: 0.1574 (0.1729) loss_giou_3: 0.3668 (0.3802) loss_class_4: 0.7129 (0.7336) loss_bbox_4: 0.1546 (0.1732) loss_giou_4: 0.3644 (0.3802) loss_class_enc: 0.8241 (0.8498) loss_bbox_enc: 0.1973 (0.2063) loss_giou_enc: 0.4108 (0.4340) loss_class_dn: 0.3613 (0.3732) loss_bbox_dn: 0.2415 (0.2457) loss_giou_dn: 0.4188 (0.4202) loss_class_dn_0: 0.4664 (0.4696) loss_bbox_dn_0: 0.3424 (0.3475) loss_giou_dn_0: 0.5362 (0.5482) loss_class_dn_1: 0.3978 (0.4025) loss_bbox_dn_1: 0.2614 (0.2711) loss_giou_dn_1: 0.4450 (0.4525) loss_class_dn_2: 0.3748 (0.3819) loss_bbox_dn_2: 0.2413 (0.2501) loss_giou_dn_2: 0.4184 (0.4269) loss_class_dn_3: 0.3673 (0.3755) loss_bbox_dn_3: 0.2420 (0.2466) loss_giou_dn_3: 0.4196 (0.4216) loss_class_dn_4: 0.3609 (0.3733) loss_bbox_dn_4: 0.2415 (0.2457) loss_giou_dn_4: 0.4183 (0.4200) loss_class_hybrid: 0.7120 (0.7355) loss_bbox_hybrid: 0.1725 (0.1849) loss_giou_hybrid: 0.3648 (0.4072) loss_class_0_hybrid: 0.7849 (0.8043) loss_bbox_0_hybrid: 0.1818 (0.1930) loss_giou_0_hybrid: 0.3871 (0.4228) loss_class_1_hybrid: 0.7399 (0.7607) loss_bbox_1_hybrid: 0.1772 (0.1883) loss_giou_1_hybrid: 0.3726 (0.4135) loss_class_2_hybrid: 0.7305 (0.7472) loss_bbox_2_hybrid: 0.1727 (0.1854) loss_giou_2_hybrid: 0.3639 (0.4088) loss_class_3_hybrid: 0.7074 (0.7390) loss_bbox_3_hybrid: 0.1759 (0.1850) loss_giou_3_hybrid: 0.3625 (0.4077) loss_class_4_hybrid: 0.7114 (0.7357) loss_bbox_4_hybrid: 0.1748 (0.1850) loss_giou_4_hybrid: 0.3615 (0.4074) loss_class_enc_hybrid: 0.7640 (0.7722) loss_bbox_enc_hybrid: 0.2153 (0.2296) loss_giou_enc_hybrid: 0.4364 (0.4801) mem: 1012 max mem: 36965 [2024-01-16 00:19:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:20:37 det.util.engine] INFO: Epoch: [9] [11700/11727] eta: 0:00:29 lr: 0.000100 data_time: 0.0038 iter_time: 1.0648 loss: 25.0679 (25.7291) loss_class: 0.6889 (0.7320) loss_bbox: 0.1634 (0.1734) loss_giou: 0.3656 (0.3802) loss_class_0: 0.9018 (0.8986) loss_bbox_0: 0.1527 (0.1737) loss_giou_0: 0.3578 (0.3847) loss_class_1: 0.7644 (0.7834) loss_bbox_1: 0.1560 (0.1748) loss_giou_1: 0.3651 (0.3840) loss_class_2: 0.7302 (0.7563) loss_bbox_2: 0.1564 (0.1728) loss_giou_2: 0.3618 (0.3807) loss_class_3: 0.7050 (0.7407) loss_bbox_3: 0.1645 (0.1729) loss_giou_3: 0.3692 (0.3802) loss_class_4: 0.6914 (0.7335) loss_bbox_4: 0.1636 (0.1732) loss_giou_4: 0.3657 (0.3802) loss_class_enc: 0.8293 (0.8497) loss_bbox_enc: 0.1934 (0.2064) loss_giou_enc: 0.4238 (0.4339) loss_class_dn: 0.3666 (0.3732) loss_bbox_dn: 0.1980 (0.2457) loss_giou_dn: 0.3990 (0.4201) loss_class_dn_0: 0.4622 (0.4696) loss_bbox_dn_0: 0.3009 (0.3475) loss_giou_dn_0: 0.5289 (0.5481) loss_class_dn_1: 0.3947 (0.4025) loss_bbox_dn_1: 0.2272 (0.2710) loss_giou_dn_1: 0.4333 (0.4525) loss_class_dn_2: 0.3776 (0.3818) loss_bbox_dn_2: 0.2002 (0.2501) loss_giou_dn_2: 0.4067 (0.4268) loss_class_dn_3: 0.3698 (0.3755) loss_bbox_dn_3: 0.1984 (0.2466) loss_giou_dn_3: 0.4001 (0.4215) loss_class_dn_4: 0.3659 (0.3732) loss_bbox_dn_4: 0.1979 (0.2457) loss_giou_dn_4: 0.3995 (0.4200) loss_class_hybrid: 0.7019 (0.7355) loss_bbox_hybrid: 0.1833 (0.1849) loss_giou_hybrid: 0.3882 (0.4071) loss_class_0_hybrid: 0.7765 (0.8042) loss_bbox_0_hybrid: 0.1839 (0.1930) loss_giou_0_hybrid: 0.4070 (0.4228) loss_class_1_hybrid: 0.7291 (0.7606) loss_bbox_1_hybrid: 0.1827 (0.1883) loss_giou_1_hybrid: 0.3950 (0.4134) loss_class_2_hybrid: 0.7051 (0.7472) loss_bbox_2_hybrid: 0.1812 (0.1854) loss_giou_2_hybrid: 0.3897 (0.4088) loss_class_3_hybrid: 0.7093 (0.7389) loss_bbox_3_hybrid: 0.1813 (0.1850) loss_giou_3_hybrid: 0.3884 (0.4076) loss_class_4_hybrid: 0.6989 (0.7356) loss_bbox_4_hybrid: 0.1832 (0.1850) loss_giou_4_hybrid: 0.3896 (0.4073) loss_class_enc_hybrid: 0.7383 (0.7722) loss_bbox_enc_hybrid: 0.2106 (0.2296) loss_giou_enc_hybrid: 0.4644 (0.4800) mem: 1033 max mem: 36965 [2024-01-16 00:20:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:21:05 det.util.engine] INFO: Averaged stats: lr: 0.000100 data_time: 0.0030 iter_time: 1.0407 loss: 25.5615 (25.7280) loss_class: 0.7045 (0.7320) loss_bbox: 0.1608 (0.1733) loss_giou: 0.3748 (0.3801) loss_class_0: 0.8542 (0.8985) loss_bbox_0: 0.1661 (0.1737) loss_giou_0: 0.4019 (0.3846) loss_class_1: 0.7705 (0.7834) loss_bbox_1: 0.1640 (0.1748) loss_giou_1: 0.3870 (0.3840) loss_class_2: 0.7376 (0.7563) loss_bbox_2: 0.1661 (0.1728) loss_giou_2: 0.3600 (0.3807) loss_class_3: 0.7201 (0.7406) loss_bbox_3: 0.1621 (0.1729) loss_giou_3: 0.3800 (0.3801) loss_class_4: 0.7122 (0.7334) loss_bbox_4: 0.1643 (0.1732) loss_giou_4: 0.3776 (0.3802) loss_class_enc: 0.8517 (0.8497) loss_bbox_enc: 0.2037 (0.2064) loss_giou_enc: 0.4145 (0.4339) loss_class_dn: 0.3743 (0.3732) loss_bbox_dn: 0.2485 (0.2457) loss_giou_dn: 0.4153 (0.4201) loss_class_dn_0: 0.4668 (0.4695) loss_bbox_dn_0: 0.3395 (0.3475) loss_giou_dn_0: 0.5535 (0.5481) loss_class_dn_1: 0.3982 (0.4025) loss_bbox_dn_1: 0.2736 (0.2710) loss_giou_dn_1: 0.4512 (0.4525) loss_class_dn_2: 0.3809 (0.3818) loss_bbox_dn_2: 0.2488 (0.2501) loss_giou_dn_2: 0.4248 (0.4268) loss_class_dn_3: 0.3758 (0.3755) loss_bbox_dn_3: 0.2502 (0.2466) loss_giou_dn_3: 0.4175 (0.4215) loss_class_dn_4: 0.3737 (0.3732) loss_bbox_dn_4: 0.2485 (0.2457) loss_giou_dn_4: 0.4154 (0.4200) loss_class_hybrid: 0.7269 (0.7354) loss_bbox_hybrid: 0.1748 (0.1849) loss_giou_hybrid: 0.3776 (0.4071) loss_class_0_hybrid: 0.7902 (0.8042) loss_bbox_0_hybrid: 0.1866 (0.1930) loss_giou_0_hybrid: 0.4084 (0.4228) loss_class_1_hybrid: 0.7717 (0.7606) loss_bbox_1_hybrid: 0.1801 (0.1883) loss_giou_1_hybrid: 0.3803 (0.4134) loss_class_2_hybrid: 0.7543 (0.7471) loss_bbox_2_hybrid: 0.1787 (0.1854) loss_giou_2_hybrid: 0.3760 (0.4087) loss_class_3_hybrid: 0.7345 (0.7389) loss_bbox_3_hybrid: 0.1775 (0.1850) loss_giou_3_hybrid: 0.3772 (0.4076) loss_class_4_hybrid: 0.7326 (0.7356) loss_bbox_4_hybrid: 0.1760 (0.1850) loss_giou_4_hybrid: 0.3764 (0.4073) loss_class_enc_hybrid: 0.7833 (0.7722) loss_bbox_enc_hybrid: 0.2103 (0.2295) loss_giou_enc_hybrid: 0.4414 (0.4800) [2024-01-16 00:21:05 accelerate.accelerator] WARNING: Deleting 1 checkpoints to make room for new checkpoint. [2024-01-16 00:21:05 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_9 [2024-01-16 00:21:06 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_9/model.safetensors [2024-01-16 00:21:07 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_9/optimizer.bin [2024-01-16 00:21:07 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_9/scheduler.bin [2024-01-16 00:21:07 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_9/sampler.bin [2024-01-16 00:21:07 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_9/sampler_1.bin [2024-01-16 00:21:07 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_9/random_states_0.pkl [2024-01-16 00:21:07 det.__main__] INFO: Start evaluation [2024-01-16 00:21:14 det.util.utils] INFO: Test: [ 0/2500] eta: 0:32:27 model_time: 0.3880 (0.3880) evaluator_time: 0.0373 (0.0373) time: 0.7788 data: 0.3515 mem: 961 max mem: 36965 [2024-01-16 00:21:17 det.util.utils] INFO: Test: [ 10/2500] eta: 0:12:27 model_time: 0.1535 (0.2417) evaluator_time: 0.0227 (0.0241) time: 0.3002 data: 0.0326 mem: 961 max mem: 36965 [2024-01-16 00:21:19 det.util.utils] INFO: Test: [ 20/2500] eta: 0:10:11 model_time: 0.1368 (0.2066) evaluator_time: 0.0170 (0.0208) time: 0.2198 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:21:20 det.util.utils] INFO: Test: [ 30/2500] eta: 0:09:16 model_time: 0.1342 (0.1902) evaluator_time: 0.0156 (0.0213) time: 0.1839 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:22 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:52 model_time: 0.1364 (0.1850) evaluator_time: 0.0165 (0.0207) time: 0.1851 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:24 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:45 model_time: 0.1396 (0.1838) evaluator_time: 0.0174 (0.0212) time: 0.1976 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:26 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:31 model_time: 0.1387 (0.1799) evaluator_time: 0.0185 (0.0215) time: 0.1953 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:28 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:23 model_time: 0.1452 (0.1785) evaluator_time: 0.0185 (0.0211) time: 0.1886 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:30 det.util.utils] INFO: Test: [ 80/2500] eta: 0:08:11 model_time: 0.1440 (0.1750) evaluator_time: 0.0187 (0.0215) time: 0.1841 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:32 det.util.utils] INFO: Test: [ 90/2500] eta: 0:08:09 model_time: 0.1409 (0.1750) evaluator_time: 0.0187 (0.0218) time: 0.1894 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:34 det.util.utils] INFO: Test: [ 100/2500] eta: 0:08:03 model_time: 0.1436 (0.1735) evaluator_time: 0.0191 (0.0222) time: 0.1949 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:36 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:57 model_time: 0.1384 (0.1719) evaluator_time: 0.0195 (0.0221) time: 0.1840 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:37 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:49 model_time: 0.1406 (0.1696) evaluator_time: 0.0210 (0.0221) time: 0.1748 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:39 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:45 model_time: 0.1410 (0.1691) evaluator_time: 0.0204 (0.0220) time: 0.1775 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:41 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:40 model_time: 0.1445 (0.1679) evaluator_time: 0.0204 (0.0222) time: 0.1832 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:43 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:33 model_time: 0.1300 (0.1654) evaluator_time: 0.0220 (0.0227) time: 0.1712 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:44 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:26 model_time: 0.1320 (0.1636) evaluator_time: 0.0154 (0.0225) time: 0.1606 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:46 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:24 model_time: 0.1348 (0.1632) evaluator_time: 0.0167 (0.0227) time: 0.1719 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:48 det.util.utils] INFO: Test: [ 180/2500] eta: 0:07:19 model_time: 0.1354 (0.1620) evaluator_time: 0.0178 (0.0229) time: 0.1777 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:21:49 det.util.utils] INFO: Test: [ 190/2500] eta: 0:07:14 model_time: 0.1370 (0.1609) evaluator_time: 0.0196 (0.0227) time: 0.1663 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:51 det.util.utils] INFO: Test: [ 200/2500] eta: 0:07:11 model_time: 0.1389 (0.1607) evaluator_time: 0.0165 (0.0224) time: 0.1690 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:53 det.util.utils] INFO: Test: [ 210/2500] eta: 0:07:05 model_time: 0.1366 (0.1595) evaluator_time: 0.0165 (0.0222) time: 0.1666 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:21:54 det.util.utils] INFO: Test: [ 220/2500] eta: 0:07:00 model_time: 0.1291 (0.1583) evaluator_time: 0.0169 (0.0221) time: 0.1561 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:56 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:55 model_time: 0.1278 (0.1573) evaluator_time: 0.0145 (0.0218) time: 0.1539 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:21:57 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:52 model_time: 0.1305 (0.1566) evaluator_time: 0.0165 (0.0218) time: 0.1591 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:21:59 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:48 model_time: 0.1305 (0.1557) evaluator_time: 0.0197 (0.0218) time: 0.1609 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:01 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:45 model_time: 0.1296 (0.1553) evaluator_time: 0.0196 (0.0219) time: 0.1643 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:22:03 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:44 model_time: 0.1430 (0.1554) evaluator_time: 0.0186 (0.0220) time: 0.1801 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:05 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:43 model_time: 0.1477 (0.1560) evaluator_time: 0.0179 (0.0220) time: 0.1912 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:22:06 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:40 model_time: 0.1477 (0.1556) evaluator_time: 0.0160 (0.0219) time: 0.1805 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:22:08 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:37 model_time: 0.1349 (0.1553) evaluator_time: 0.0148 (0.0218) time: 0.1669 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:22:09 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:34 model_time: 0.1318 (0.1547) evaluator_time: 0.0156 (0.0217) time: 0.1629 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:22:11 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:31 model_time: 0.1288 (0.1542) evaluator_time: 0.0206 (0.0217) time: 0.1617 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:22:13 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:28 model_time: 0.1317 (0.1538) evaluator_time: 0.0184 (0.0218) time: 0.1645 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:15 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:27 model_time: 0.1384 (0.1540) evaluator_time: 0.0173 (0.0218) time: 0.1759 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:16 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:25 model_time: 0.1587 (0.1539) evaluator_time: 0.0200 (0.0218) time: 0.1823 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:18 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:22 model_time: 0.1385 (0.1534) evaluator_time: 0.0200 (0.0218) time: 0.1681 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:22:20 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:20 model_time: 0.1297 (0.1530) evaluator_time: 0.0197 (0.0219) time: 0.1626 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:22:21 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:18 model_time: 0.1425 (0.1533) evaluator_time: 0.0179 (0.0218) time: 0.1751 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:23 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:17 model_time: 0.1420 (0.1536) evaluator_time: 0.0147 (0.0217) time: 0.1837 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:25 det.util.utils] INFO: Test: [ 400/2500] eta: 0:06:14 model_time: 0.1405 (0.1533) evaluator_time: 0.0156 (0.0217) time: 0.1753 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:22:27 det.util.utils] INFO: Test: [ 410/2500] eta: 0:06:12 model_time: 0.1334 (0.1529) evaluator_time: 0.0188 (0.0217) time: 0.1644 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:22:28 det.util.utils] INFO: Test: [ 420/2500] eta: 0:06:10 model_time: 0.1333 (0.1531) evaluator_time: 0.0162 (0.0217) time: 0.1756 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:22:30 det.util.utils] INFO: Test: [ 430/2500] eta: 0:06:07 model_time: 0.1385 (0.1527) evaluator_time: 0.0147 (0.0216) time: 0.1721 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:22:32 det.util.utils] INFO: Test: [ 440/2500] eta: 0:06:05 model_time: 0.1347 (0.1524) evaluator_time: 0.0147 (0.0215) time: 0.1558 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:22:33 det.util.utils] INFO: Test: [ 450/2500] eta: 0:06:02 model_time: 0.1282 (0.1518) evaluator_time: 0.0126 (0.0214) time: 0.1529 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:22:35 det.util.utils] INFO: Test: [ 460/2500] eta: 0:05:59 model_time: 0.1260 (0.1515) evaluator_time: 0.0133 (0.0213) time: 0.1528 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:22:36 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:57 model_time: 0.1398 (0.1513) evaluator_time: 0.0147 (0.0212) time: 0.1595 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:22:38 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:54 model_time: 0.1398 (0.1511) evaluator_time: 0.0171 (0.0212) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:40 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:53 model_time: 0.1414 (0.1510) evaluator_time: 0.0205 (0.0213) time: 0.1694 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:41 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:51 model_time: 0.1497 (0.1512) evaluator_time: 0.0179 (0.0212) time: 0.1777 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:22:43 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:49 model_time: 0.1423 (0.1511) evaluator_time: 0.0176 (0.0213) time: 0.1787 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:22:45 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:47 model_time: 0.1415 (0.1510) evaluator_time: 0.0160 (0.0213) time: 0.1729 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:47 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:45 model_time: 0.1404 (0.1509) evaluator_time: 0.0141 (0.0212) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:48 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:43 model_time: 0.1451 (0.1509) evaluator_time: 0.0147 (0.0212) time: 0.1668 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:50 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:41 model_time: 0.1443 (0.1509) evaluator_time: 0.0188 (0.0212) time: 0.1730 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:22:52 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:39 model_time: 0.1351 (0.1507) evaluator_time: 0.0180 (0.0211) time: 0.1668 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:22:53 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:37 model_time: 0.1270 (0.1505) evaluator_time: 0.0178 (0.0211) time: 0.1611 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:55 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:35 model_time: 0.1305 (0.1503) evaluator_time: 0.0167 (0.0211) time: 0.1631 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:57 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:33 model_time: 0.1437 (0.1503) evaluator_time: 0.0197 (0.0212) time: 0.1715 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:22:58 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:31 model_time: 0.1512 (0.1503) evaluator_time: 0.0216 (0.0212) time: 0.1779 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:23:00 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:29 model_time: 0.1326 (0.1500) evaluator_time: 0.0188 (0.0212) time: 0.1659 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:02 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:27 model_time: 0.1282 (0.1497) evaluator_time: 0.0182 (0.0214) time: 0.1628 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:03 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:25 model_time: 0.1349 (0.1496) evaluator_time: 0.0153 (0.0213) time: 0.1645 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:05 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:23 model_time: 0.1433 (0.1495) evaluator_time: 0.0166 (0.0213) time: 0.1638 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:07 det.util.utils] INFO: Test: [ 650/2500] eta: 0:05:21 model_time: 0.1303 (0.1493) evaluator_time: 0.0191 (0.0213) time: 0.1632 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:08 det.util.utils] INFO: Test: [ 660/2500] eta: 0:05:19 model_time: 0.1329 (0.1492) evaluator_time: 0.0193 (0.0214) time: 0.1653 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:23:10 det.util.utils] INFO: Test: [ 670/2500] eta: 0:05:17 model_time: 0.1328 (0.1489) evaluator_time: 0.0202 (0.0214) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:11 det.util.utils] INFO: Test: [ 680/2500] eta: 0:05:15 model_time: 0.1309 (0.1488) evaluator_time: 0.0168 (0.0214) time: 0.1588 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:13 det.util.utils] INFO: Test: [ 690/2500] eta: 0:05:13 model_time: 0.1400 (0.1487) evaluator_time: 0.0168 (0.0214) time: 0.1680 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:15 det.util.utils] INFO: Test: [ 700/2500] eta: 0:05:11 model_time: 0.1316 (0.1485) evaluator_time: 0.0168 (0.0215) time: 0.1665 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:16 det.util.utils] INFO: Test: [ 710/2500] eta: 0:05:09 model_time: 0.1263 (0.1484) evaluator_time: 0.0171 (0.0215) time: 0.1624 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:18 det.util.utils] INFO: Test: [ 720/2500] eta: 0:05:07 model_time: 0.1324 (0.1483) evaluator_time: 0.0200 (0.0216) time: 0.1706 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:23:20 det.util.utils] INFO: Test: [ 730/2500] eta: 0:05:05 model_time: 0.1250 (0.1480) evaluator_time: 0.0177 (0.0215) time: 0.1613 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:23:21 det.util.utils] INFO: Test: [ 740/2500] eta: 0:05:03 model_time: 0.1274 (0.1478) evaluator_time: 0.0137 (0.0216) time: 0.1514 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:23:23 det.util.utils] INFO: Test: [ 750/2500] eta: 0:05:01 model_time: 0.1323 (0.1476) evaluator_time: 0.0150 (0.0215) time: 0.1568 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:23:24 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:59 model_time: 0.1366 (0.1476) evaluator_time: 0.0155 (0.0215) time: 0.1619 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:26 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:57 model_time: 0.1419 (0.1475) evaluator_time: 0.0155 (0.0215) time: 0.1662 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:28 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:55 model_time: 0.1369 (0.1473) evaluator_time: 0.0191 (0.0216) time: 0.1664 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:29 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:53 model_time: 0.1397 (0.1473) evaluator_time: 0.0191 (0.0216) time: 0.1663 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:31 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:52 model_time: 0.1398 (0.1473) evaluator_time: 0.0179 (0.0217) time: 0.1716 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:33 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:50 model_time: 0.1453 (0.1473) evaluator_time: 0.0171 (0.0216) time: 0.1762 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:35 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:48 model_time: 0.1437 (0.1473) evaluator_time: 0.0158 (0.0216) time: 0.1668 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:23:36 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:46 model_time: 0.1347 (0.1471) evaluator_time: 0.0164 (0.0216) time: 0.1595 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:38 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:44 model_time: 0.1301 (0.1470) evaluator_time: 0.0168 (0.0215) time: 0.1575 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:40 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:43 model_time: 0.1326 (0.1470) evaluator_time: 0.0171 (0.0216) time: 0.1702 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:41 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:41 model_time: 0.1304 (0.1468) evaluator_time: 0.0174 (0.0216) time: 0.1688 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:43 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:39 model_time: 0.1304 (0.1468) evaluator_time: 0.0162 (0.0215) time: 0.1569 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:44 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:37 model_time: 0.1361 (0.1467) evaluator_time: 0.0147 (0.0215) time: 0.1577 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:46 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:35 model_time: 0.1268 (0.1466) evaluator_time: 0.0161 (0.0214) time: 0.1566 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:23:48 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:33 model_time: 0.1365 (0.1468) evaluator_time: 0.0180 (0.0214) time: 0.1731 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:49 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:32 model_time: 0.1462 (0.1468) evaluator_time: 0.0194 (0.0214) time: 0.1798 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:51 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:30 model_time: 0.1457 (0.1468) evaluator_time: 0.0191 (0.0214) time: 0.1718 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:23:53 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:28 model_time: 0.1462 (0.1468) evaluator_time: 0.0193 (0.0215) time: 0.1736 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:23:55 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:26 model_time: 0.1344 (0.1467) evaluator_time: 0.0193 (0.0214) time: 0.1668 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:56 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:24 model_time: 0.1319 (0.1466) evaluator_time: 0.0168 (0.0214) time: 0.1560 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:23:58 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:23 model_time: 0.1363 (0.1466) evaluator_time: 0.0182 (0.0214) time: 0.1650 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:23:59 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:21 model_time: 0.1392 (0.1465) evaluator_time: 0.0179 (0.0214) time: 0.1694 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:24:01 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:19 model_time: 0.1382 (0.1465) evaluator_time: 0.0153 (0.0214) time: 0.1635 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:03 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:17 model_time: 0.1398 (0.1465) evaluator_time: 0.0182 (0.0214) time: 0.1694 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:05 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:16 model_time: 0.1421 (0.1465) evaluator_time: 0.0193 (0.0215) time: 0.1730 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:06 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:14 model_time: 0.1362 (0.1464) evaluator_time: 0.0213 (0.0215) time: 0.1704 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:08 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:12 model_time: 0.1303 (0.1463) evaluator_time: 0.0194 (0.0215) time: 0.1659 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:10 det.util.utils] INFO: Test: [1030/2500] eta: 0:04:11 model_time: 0.1392 (0.1463) evaluator_time: 0.0174 (0.0215) time: 0.1679 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:11 det.util.utils] INFO: Test: [1040/2500] eta: 0:04:09 model_time: 0.1404 (0.1463) evaluator_time: 0.0174 (0.0215) time: 0.1683 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:13 det.util.utils] INFO: Test: [1050/2500] eta: 0:04:07 model_time: 0.1402 (0.1464) evaluator_time: 0.0182 (0.0215) time: 0.1741 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:15 det.util.utils] INFO: Test: [1060/2500] eta: 0:04:06 model_time: 0.1540 (0.1465) evaluator_time: 0.0182 (0.0215) time: 0.1801 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:17 det.util.utils] INFO: Test: [1070/2500] eta: 0:04:04 model_time: 0.1493 (0.1465) evaluator_time: 0.0150 (0.0215) time: 0.1712 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:18 det.util.utils] INFO: Test: [1080/2500] eta: 0:04:02 model_time: 0.1392 (0.1464) evaluator_time: 0.0152 (0.0215) time: 0.1651 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:24:20 det.util.utils] INFO: Test: [1090/2500] eta: 0:04:00 model_time: 0.1386 (0.1464) evaluator_time: 0.0179 (0.0215) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:21 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:58 model_time: 0.1402 (0.1463) evaluator_time: 0.0139 (0.0214) time: 0.1628 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:23 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:57 model_time: 0.1423 (0.1463) evaluator_time: 0.0159 (0.0215) time: 0.1678 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:25 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:55 model_time: 0.1368 (0.1462) evaluator_time: 0.0207 (0.0215) time: 0.1679 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:26 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:53 model_time: 0.1289 (0.1462) evaluator_time: 0.0162 (0.0215) time: 0.1601 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:28 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:51 model_time: 0.1335 (0.1461) evaluator_time: 0.0162 (0.0215) time: 0.1624 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:24:30 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:50 model_time: 0.1386 (0.1461) evaluator_time: 0.0160 (0.0214) time: 0.1643 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:24:31 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:48 model_time: 0.1372 (0.1460) evaluator_time: 0.0161 (0.0214) time: 0.1659 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:24:33 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:46 model_time: 0.1311 (0.1459) evaluator_time: 0.0152 (0.0214) time: 0.1586 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:34 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:44 model_time: 0.1287 (0.1459) evaluator_time: 0.0152 (0.0214) time: 0.1548 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:36 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:42 model_time: 0.1317 (0.1458) evaluator_time: 0.0172 (0.0214) time: 0.1611 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:38 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:40 model_time: 0.1354 (0.1458) evaluator_time: 0.0183 (0.0214) time: 0.1636 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:40 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:39 model_time: 0.1448 (0.1458) evaluator_time: 0.0222 (0.0215) time: 0.1750 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:41 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:37 model_time: 0.1579 (0.1459) evaluator_time: 0.0222 (0.0214) time: 0.1830 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:24:43 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:36 model_time: 0.1439 (0.1458) evaluator_time: 0.0159 (0.0214) time: 0.1715 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:45 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:34 model_time: 0.1317 (0.1458) evaluator_time: 0.0167 (0.0214) time: 0.1655 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:46 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:32 model_time: 0.1387 (0.1458) evaluator_time: 0.0147 (0.0214) time: 0.1651 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:48 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:31 model_time: 0.1460 (0.1459) evaluator_time: 0.0176 (0.0214) time: 0.1721 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:50 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:29 model_time: 0.1478 (0.1458) evaluator_time: 0.0176 (0.0214) time: 0.1726 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:51 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:27 model_time: 0.1324 (0.1458) evaluator_time: 0.0162 (0.0214) time: 0.1609 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:24:53 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:25 model_time: 0.1319 (0.1458) evaluator_time: 0.0178 (0.0214) time: 0.1640 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:24:55 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:24 model_time: 0.1385 (0.1457) evaluator_time: 0.0202 (0.0214) time: 0.1697 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:56 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:22 model_time: 0.1375 (0.1457) evaluator_time: 0.0171 (0.0214) time: 0.1660 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:24:58 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:20 model_time: 0.1341 (0.1457) evaluator_time: 0.0190 (0.0214) time: 0.1666 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:00 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:18 model_time: 0.1385 (0.1458) evaluator_time: 0.0169 (0.0214) time: 0.1747 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:02 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:17 model_time: 0.1429 (0.1458) evaluator_time: 0.0168 (0.0214) time: 0.1759 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:03 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:15 model_time: 0.1402 (0.1458) evaluator_time: 0.0172 (0.0214) time: 0.1746 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:05 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:13 model_time: 0.1368 (0.1458) evaluator_time: 0.0157 (0.0214) time: 0.1664 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:07 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:12 model_time: 0.1368 (0.1457) evaluator_time: 0.0148 (0.0214) time: 0.1607 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:25:08 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:10 model_time: 0.1307 (0.1456) evaluator_time: 0.0156 (0.0214) time: 0.1611 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:10 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:08 model_time: 0.1294 (0.1456) evaluator_time: 0.0160 (0.0214) time: 0.1576 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:25:11 det.util.utils] INFO: Test: [1400/2500] eta: 0:03:06 model_time: 0.1294 (0.1455) evaluator_time: 0.0164 (0.0214) time: 0.1558 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:13 det.util.utils] INFO: Test: [1410/2500] eta: 0:03:04 model_time: 0.1283 (0.1454) evaluator_time: 0.0178 (0.0214) time: 0.1596 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:25:15 det.util.utils] INFO: Test: [1420/2500] eta: 0:03:03 model_time: 0.1401 (0.1454) evaluator_time: 0.0214 (0.0214) time: 0.1658 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:16 det.util.utils] INFO: Test: [1430/2500] eta: 0:03:01 model_time: 0.1401 (0.1454) evaluator_time: 0.0170 (0.0214) time: 0.1708 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:18 det.util.utils] INFO: Test: [1440/2500] eta: 0:02:59 model_time: 0.1369 (0.1454) evaluator_time: 0.0179 (0.0214) time: 0.1716 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:25:20 det.util.utils] INFO: Test: [1450/2500] eta: 0:02:58 model_time: 0.1428 (0.1454) evaluator_time: 0.0185 (0.0214) time: 0.1688 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:25:21 det.util.utils] INFO: Test: [1460/2500] eta: 0:02:56 model_time: 0.1412 (0.1454) evaluator_time: 0.0177 (0.0214) time: 0.1660 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:23 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:54 model_time: 0.1311 (0.1454) evaluator_time: 0.0180 (0.0214) time: 0.1650 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:25 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:53 model_time: 0.1415 (0.1454) evaluator_time: 0.0194 (0.0215) time: 0.1738 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:26 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:51 model_time: 0.1376 (0.1453) evaluator_time: 0.0165 (0.0214) time: 0.1685 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:25:28 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:49 model_time: 0.1408 (0.1453) evaluator_time: 0.0142 (0.0214) time: 0.1618 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:25:30 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:47 model_time: 0.1408 (0.1453) evaluator_time: 0.0142 (0.0213) time: 0.1653 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:31 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:46 model_time: 0.1338 (0.1453) evaluator_time: 0.0157 (0.0213) time: 0.1629 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:33 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:44 model_time: 0.1345 (0.1453) evaluator_time: 0.0158 (0.0213) time: 0.1635 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:25:35 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:42 model_time: 0.1345 (0.1452) evaluator_time: 0.0158 (0.0213) time: 0.1618 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:36 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:40 model_time: 0.1352 (0.1452) evaluator_time: 0.0163 (0.0213) time: 0.1605 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:38 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:39 model_time: 0.1398 (0.1452) evaluator_time: 0.0164 (0.0213) time: 0.1629 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:40 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:37 model_time: 0.1429 (0.1452) evaluator_time: 0.0156 (0.0213) time: 0.1675 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:25:41 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:35 model_time: 0.1429 (0.1452) evaluator_time: 0.0156 (0.0213) time: 0.1688 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:25:43 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:34 model_time: 0.1394 (0.1452) evaluator_time: 0.0165 (0.0213) time: 0.1683 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:45 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:32 model_time: 0.1461 (0.1452) evaluator_time: 0.0179 (0.0213) time: 0.1701 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:46 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:30 model_time: 0.1425 (0.1452) evaluator_time: 0.0187 (0.0213) time: 0.1723 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:25:48 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:28 model_time: 0.1401 (0.1451) evaluator_time: 0.0156 (0.0213) time: 0.1674 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:25:50 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:27 model_time: 0.1412 (0.1452) evaluator_time: 0.0162 (0.0213) time: 0.1715 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:51 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:25 model_time: 0.1373 (0.1452) evaluator_time: 0.0187 (0.0213) time: 0.1733 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:53 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:23 model_time: 0.1331 (0.1452) evaluator_time: 0.0187 (0.0213) time: 0.1647 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:25:55 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:22 model_time: 0.1319 (0.1451) evaluator_time: 0.0179 (0.0213) time: 0.1637 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:25:56 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:20 model_time: 0.1319 (0.1451) evaluator_time: 0.0156 (0.0213) time: 0.1631 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:25:58 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:18 model_time: 0.1288 (0.1450) evaluator_time: 0.0147 (0.0213) time: 0.1617 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:26:00 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:16 model_time: 0.1274 (0.1450) evaluator_time: 0.0145 (0.0213) time: 0.1580 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:26:01 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:15 model_time: 0.1304 (0.1449) evaluator_time: 0.0155 (0.0213) time: 0.1596 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:03 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:13 model_time: 0.1427 (0.1449) evaluator_time: 0.0169 (0.0213) time: 0.1668 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:26:04 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:11 model_time: 0.1385 (0.1449) evaluator_time: 0.0175 (0.0214) time: 0.1668 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:06 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:10 model_time: 0.1338 (0.1449) evaluator_time: 0.0199 (0.0214) time: 0.1657 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:26:08 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:08 model_time: 0.1363 (0.1449) evaluator_time: 0.0161 (0.0213) time: 0.1660 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:26:09 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:06 model_time: 0.1477 (0.1449) evaluator_time: 0.0136 (0.0213) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:11 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:04 model_time: 0.1401 (0.1448) evaluator_time: 0.0138 (0.0213) time: 0.1614 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:13 det.util.utils] INFO: Test: [1770/2500] eta: 0:02:03 model_time: 0.1320 (0.1448) evaluator_time: 0.0151 (0.0213) time: 0.1609 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:26:14 det.util.utils] INFO: Test: [1780/2500] eta: 0:02:01 model_time: 0.1439 (0.1448) evaluator_time: 0.0184 (0.0213) time: 0.1661 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:16 det.util.utils] INFO: Test: [1790/2500] eta: 0:01:59 model_time: 0.1304 (0.1448) evaluator_time: 0.0166 (0.0212) time: 0.1622 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:26:18 det.util.utils] INFO: Test: [1800/2500] eta: 0:01:58 model_time: 0.1356 (0.1448) evaluator_time: 0.0177 (0.0212) time: 0.1621 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:26:19 det.util.utils] INFO: Test: [1810/2500] eta: 0:01:56 model_time: 0.1378 (0.1447) evaluator_time: 0.0181 (0.0212) time: 0.1639 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:26:21 det.util.utils] INFO: Test: [1820/2500] eta: 0:01:54 model_time: 0.1365 (0.1447) evaluator_time: 0.0194 (0.0212) time: 0.1627 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:26:22 det.util.utils] INFO: Test: [1830/2500] eta: 0:01:53 model_time: 0.1336 (0.1447) evaluator_time: 0.0179 (0.0212) time: 0.1611 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:24 det.util.utils] INFO: Test: [1840/2500] eta: 0:01:51 model_time: 0.1359 (0.1447) evaluator_time: 0.0174 (0.0212) time: 0.1648 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:26:26 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:49 model_time: 0.1463 (0.1447) evaluator_time: 0.0177 (0.0212) time: 0.1685 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:27 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:47 model_time: 0.1391 (0.1447) evaluator_time: 0.0170 (0.0212) time: 0.1636 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:29 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:46 model_time: 0.1349 (0.1446) evaluator_time: 0.0151 (0.0212) time: 0.1662 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:31 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:44 model_time: 0.1304 (0.1446) evaluator_time: 0.0153 (0.0213) time: 0.1653 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:26:32 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:42 model_time: 0.1338 (0.1446) evaluator_time: 0.0190 (0.0213) time: 0.1669 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:26:34 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:41 model_time: 0.1400 (0.1446) evaluator_time: 0.0203 (0.0213) time: 0.1723 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:26:36 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:39 model_time: 0.1353 (0.1445) evaluator_time: 0.0163 (0.0213) time: 0.1632 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:26:37 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:37 model_time: 0.1319 (0.1445) evaluator_time: 0.0141 (0.0212) time: 0.1549 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:26:39 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:36 model_time: 0.1371 (0.1445) evaluator_time: 0.0141 (0.0212) time: 0.1584 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:26:41 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:34 model_time: 0.1355 (0.1445) evaluator_time: 0.0144 (0.0212) time: 0.1639 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:26:42 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:32 model_time: 0.1355 (0.1445) evaluator_time: 0.0154 (0.0212) time: 0.1649 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:26:44 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:30 model_time: 0.1305 (0.1444) evaluator_time: 0.0157 (0.0212) time: 0.1591 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:26:46 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:29 model_time: 0.1308 (0.1444) evaluator_time: 0.0185 (0.0212) time: 0.1648 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:26:47 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:27 model_time: 0.1418 (0.1444) evaluator_time: 0.0185 (0.0212) time: 0.1717 data: 0.0009 mem: 962 max mem: 36965 [2024-01-16 00:26:49 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:25 model_time: 0.1319 (0.1444) evaluator_time: 0.0159 (0.0212) time: 0.1583 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:50 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:24 model_time: 0.1303 (0.1443) evaluator_time: 0.0159 (0.0212) time: 0.1593 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:52 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:22 model_time: 0.1405 (0.1443) evaluator_time: 0.0167 (0.0212) time: 0.1697 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:26:54 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:20 model_time: 0.1412 (0.1443) evaluator_time: 0.0179 (0.0212) time: 0.1719 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:26:56 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:19 model_time: 0.1427 (0.1444) evaluator_time: 0.0196 (0.0212) time: 0.1713 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:26:57 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:17 model_time: 0.1426 (0.1444) evaluator_time: 0.0202 (0.0212) time: 0.1728 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:26:59 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:15 model_time: 0.1407 (0.1444) evaluator_time: 0.0189 (0.0212) time: 0.1690 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:27:00 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:14 model_time: 0.1343 (0.1443) evaluator_time: 0.0143 (0.0212) time: 0.1591 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:27:02 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:12 model_time: 0.1343 (0.1443) evaluator_time: 0.0144 (0.0212) time: 0.1587 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:27:04 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:10 model_time: 0.1408 (0.1443) evaluator_time: 0.0188 (0.0212) time: 0.1684 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:27:05 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:08 model_time: 0.1366 (0.1443) evaluator_time: 0.0177 (0.0212) time: 0.1677 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:27:07 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:07 model_time: 0.1360 (0.1443) evaluator_time: 0.0166 (0.0212) time: 0.1684 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:09 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:05 model_time: 0.1360 (0.1443) evaluator_time: 0.0166 (0.0212) time: 0.1655 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:10 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:03 model_time: 0.1353 (0.1442) evaluator_time: 0.0136 (0.0212) time: 0.1545 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:27:12 det.util.utils] INFO: Test: [2130/2500] eta: 0:01:02 model_time: 0.1316 (0.1442) evaluator_time: 0.0149 (0.0212) time: 0.1561 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:27:13 det.util.utils] INFO: Test: [2140/2500] eta: 0:01:00 model_time: 0.1293 (0.1442) evaluator_time: 0.0177 (0.0212) time: 0.1602 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:27:15 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:58 model_time: 0.1385 (0.1442) evaluator_time: 0.0181 (0.0212) time: 0.1628 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:27:17 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:57 model_time: 0.1434 (0.1442) evaluator_time: 0.0182 (0.0212) time: 0.1661 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:27:18 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:55 model_time: 0.1411 (0.1442) evaluator_time: 0.0149 (0.0211) time: 0.1658 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:20 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:53 model_time: 0.1341 (0.1441) evaluator_time: 0.0139 (0.0211) time: 0.1591 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:22 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:52 model_time: 0.1299 (0.1441) evaluator_time: 0.0155 (0.0211) time: 0.1557 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:27:23 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:50 model_time: 0.1400 (0.1441) evaluator_time: 0.0175 (0.0211) time: 0.1715 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:25 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:48 model_time: 0.1500 (0.1441) evaluator_time: 0.0163 (0.0211) time: 0.1726 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:27:27 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:47 model_time: 0.1362 (0.1441) evaluator_time: 0.0157 (0.0211) time: 0.1652 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:28 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:45 model_time: 0.1370 (0.1441) evaluator_time: 0.0183 (0.0211) time: 0.1666 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:30 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:43 model_time: 0.1340 (0.1441) evaluator_time: 0.0137 (0.0211) time: 0.1572 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:32 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:41 model_time: 0.1378 (0.1441) evaluator_time: 0.0157 (0.0211) time: 0.1622 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:27:33 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:40 model_time: 0.1410 (0.1440) evaluator_time: 0.0168 (0.0211) time: 0.1642 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:27:35 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:38 model_time: 0.1265 (0.1440) evaluator_time: 0.0134 (0.0211) time: 0.1517 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:36 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:36 model_time: 0.1276 (0.1439) evaluator_time: 0.0164 (0.0210) time: 0.1513 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 00:27:38 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:35 model_time: 0.1314 (0.1439) evaluator_time: 0.0181 (0.0210) time: 0.1610 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:27:39 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:33 model_time: 0.1346 (0.1439) evaluator_time: 0.0154 (0.0210) time: 0.1636 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:27:41 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:31 model_time: 0.1434 (0.1439) evaluator_time: 0.0158 (0.0210) time: 0.1664 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:43 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:30 model_time: 0.1420 (0.1439) evaluator_time: 0.0188 (0.0210) time: 0.1693 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:45 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:28 model_time: 0.1428 (0.1439) evaluator_time: 0.0188 (0.0211) time: 0.1717 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:46 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:26 model_time: 0.1423 (0.1439) evaluator_time: 0.0149 (0.0210) time: 0.1676 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:27:48 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:25 model_time: 0.1352 (0.1439) evaluator_time: 0.0146 (0.0211) time: 0.1618 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:27:50 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:23 model_time: 0.1338 (0.1439) evaluator_time: 0.0179 (0.0211) time: 0.1649 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:27:51 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1369 (0.1438) evaluator_time: 0.0173 (0.0211) time: 0.1634 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:27:58 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:20 model_time: 0.1368 (0.1438) evaluator_time: 0.0173 (0.0234) time: 0.4350 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:28:00 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:18 model_time: 0.1304 (0.1438) evaluator_time: 0.0145 (0.0233) time: 0.4316 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:28:01 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1304 (0.1438) evaluator_time: 0.0146 (0.0233) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:28:03 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:15 model_time: 0.1316 (0.1438) evaluator_time: 0.0187 (0.0233) time: 0.1632 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:28:05 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1302 (0.1437) evaluator_time: 0.0170 (0.0233) time: 0.1576 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:28:06 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1282 (0.1437) evaluator_time: 0.0157 (0.0233) time: 0.1602 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 00:28:08 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:10 model_time: 0.1362 (0.1437) evaluator_time: 0.0168 (0.0233) time: 0.1638 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 00:28:10 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1347 (0.1437) evaluator_time: 0.0160 (0.0232) time: 0.1636 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 00:28:11 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1335 (0.1437) evaluator_time: 0.0176 (0.0232) time: 0.1647 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:28:13 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:05 model_time: 0.1285 (0.1436) evaluator_time: 0.0213 (0.0232) time: 0.1562 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 00:28:14 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1296 (0.1436) evaluator_time: 0.0143 (0.0232) time: 0.1558 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 00:28:16 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1393 (0.1436) evaluator_time: 0.0136 (0.0232) time: 0.1598 data: 0.0005 mem: 961 max mem: 36965 [2024-01-16 00:28:17 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1289 (0.1435) evaluator_time: 0.0175 (0.0232) time: 0.1588 data: 0.0005 mem: 962 max mem: 36965 [2024-01-16 00:28:17 det.util.engine] INFO: Averaged stats: model_time: 0.1289 (0.1395) evaluator_time: 0.0175 (0.0226) [2024-01-16 00:28:57 det.util.engine] INFO: Accumulating evaluation results... DONE (t=27.60s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.493 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.667 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.535 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.637 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.376 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.876 [2024-01-16 00:28:57 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 119201 | 0.958 | 0.854 | | bicycle | 149 | 316 | 7869 | 0.898 | 0.626 | | car | 535 | 1932 | 69646 | 0.938 | 0.739 | | motorcycle | 159 | 371 | 6677 | 0.951 | 0.756 | | airplane | 97 | 143 | 4507 | 0.986 | 0.892 | | bus | 189 | 285 | 4466 | 0.961 | 0.843 | | train | 157 | 190 | 4277 | 0.974 | 0.878 | | truck | 250 | 415 | 9909 | 0.949 | 0.579 | | boat | 121 | 430 | 10350 | 0.880 | 0.567 | | traffic light | 191 | 637 | 6791 | 0.839 | 0.588 | | fire hydrant | 86 | 101 | 1975 | 0.990 | 0.899 | | stop sign | 69 | 75 | 7294 | 0.960 | 0.744 | | parking meter | 37 | 60 | 1785 | 0.917 | 0.695 | | bench | 235 | 413 | 20163 | 0.752 | 0.403 | | bird | 125 | 440 | 12259 | 0.810 | 0.663 | | cat | 184 | 202 | 4747 | 0.985 | 0.923 | | dog | 177 | 218 | 9133 | 0.968 | 0.860 | | horse | 128 | 273 | 8289 | 0.967 | 0.853 | | sheep | 65 | 361 | 9601 | 0.977 | 0.832 | | cow | 87 | 380 | 9368 | 0.970 | 0.840 | | elephant | 89 | 255 | 8858 | 0.996 | 0.906 | | bear | 49 | 71 | 8288 | 0.986 | 0.919 | | zebra | 85 | 268 | 9493 | 0.992 | 0.899 | | giraffe | 101 | 232 | 8590 | 0.996 | 0.905 | | backpack | 228 | 371 | 24706 | 0.898 | 0.361 | | umbrella | 174 | 413 | 6331 | 0.919 | 0.687 | | handbag | 292 | 540 | 24180 | 0.878 | 0.387 | | tie | 145 | 254 | 7165 | 0.825 | 0.632 | | suitcase | 105 | 303 | 10396 | 0.936 | 0.702 | | frisbee | 84 | 115 | 1853 | 0.965 | 0.907 | | skis | 120 | 241 | 11828 | 0.838 | 0.538 | | snowboard | 49 | 69 | 5454 | 0.899 | 0.580 | | sports ball | 169 | 263 | 8254 | 0.831 | 0.727 | | kite | 91 | 336 | 4690 | 0.930 | 0.706 | | baseball bat | 97 | 146 | 3691 | 0.897 | 0.680 | | baseball glove | 100 | 148 | 3113 | 0.932 | 0.714 | | skateboard | 127 | 179 | 5466 | 0.933 | 0.834 | | surfboard | 149 | 269 | 14841 | 0.888 | 0.703 | | tennis racket | 167 | 225 | 8186 | 0.933 | 0.817 | | bottle | 379 | 1025 | 13057 | 0.901 | 0.645 | | wine glass | 110 | 343 | 3034 | 0.862 | 0.629 | | cup | 390 | 899 | 12976 | 0.924 | 0.646 | | fork | 155 | 215 | 3055 | 0.893 | 0.622 | | knife | 181 | 326 | 6629 | 0.803 | 0.404 | | spoon | 153 | 253 | 7010 | 0.834 | 0.395 | | bowl | 314 | 626 | 9080 | 0.920 | 0.623 | | banana | 103 | 379 | 4864 | 0.859 | 0.436 | | apple | 76 | 239 | 5653 | 0.826 | 0.380 | | sandwich | 98 | 177 | 2166 | 0.881 | 0.525 | | orange | 85 | 287 | 3063 | 0.874 | 0.532 | | broccoli | 71 | 316 | 6474 | 0.891 | 0.427 | | carrot | 3 | 2303 | 69646 | 0.904 | 0.430 | | hot dog | 0 | 345 | 9133 | 0.824 | 0.625 | | pizza | 153 | 285 | 3443 | 0.954 | 0.774 | | donut | 62 | 338 | 2585 | 0.948 | 0.716 | | cake | 124 | 316 | 5043 | 0.939 | 0.631 | | chair | 580 | 1791 | 37810 | 0.868 | 0.508 | | couch | 195 | 261 | 12433 | 0.966 | 0.664 | | potted plant | 172 | 343 | 9320 | 0.880 | 0.499 | | bed | 149 | 163 | 10934 | 0.969 | 0.692 | | dining table | 501 | 697 | 22320 | 0.860 | 0.468 | | toilet | 149 | 179 | 5819 | 0.978 | 0.847 | | tv | 207 | 288 | 4965 | 0.934 | 0.813 | | laptop | 183 | 231 | 4247 | 0.957 | 0.797 | | mouse | 88 | 106 | 1224 | 0.934 | 0.828 | | remote | 145 | 283 | 6988 | 0.926 | 0.636 | | keyboard | 106 | 153 | 2866 | 0.922 | 0.734 | | cell phone | 214 | 262 | 4998 | 0.844 | 0.618 | | microwave | 54 | 55 | 2154 | 0.982 | 0.806 | | oven | 115 | 143 | 5323 | 0.951 | 0.597 | | toaster | 8 | 9 | 1010 | 1.000 | 0.661 | | sink | 187 | 225 | 8288 | 0.929 | 0.614 | | refrigerator | 101 | 126 | 6493 | 0.984 | 0.762 | | book | 230 | 1161 | 23689 | 0.841 | 0.382 | | clock | 204 | 267 | 6978 | 0.925 | 0.799 | | vase | 137 | 277 | 6090 | 0.894 | 0.615 | | scissors | 28 | 36 | 3650 | 0.778 | 0.457 | | teddy bear | 0 | 262 | 8288 | 0.926 | 0.666 | | hair drier | 9 | 11 | 3431 | 0.818 | 0.384 | | toothbrush | 34 | 57 | 3888 | 0.754 | 0.440 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.912 | 0.667 | +----------------+------+-------+--------+--------+-------+ [2024-01-16 00:28:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:29:01 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-16 00:29:02 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-16 00:29:04 det.util.engine] INFO: Epoch: [10] [0/11727] eta: 3:21:45 lr: 0.000010 data_time: 0.0024 iter_time: 1.0323 loss: 25.9742 (25.9742) loss_class: 0.8061 (0.8061) loss_bbox: 0.1966 (0.1966) loss_giou: 0.2959 (0.2959) loss_class_0: 1.0038 (1.0038) loss_bbox_0: 0.2050 (0.2050) loss_giou_0: 0.3115 (0.3115) loss_class_1: 0.8605 (0.8605) loss_bbox_1: 0.1906 (0.1906) loss_giou_1: 0.2928 (0.2928) loss_class_2: 0.8389 (0.8389) loss_bbox_2: 0.1860 (0.1860) loss_giou_2: 0.2909 (0.2909) loss_class_3: 0.7946 (0.7946) loss_bbox_3: 0.1973 (0.1973) loss_giou_3: 0.2973 (0.2973) loss_class_4: 0.7974 (0.7974) loss_bbox_4: 0.1970 (0.1970) loss_giou_4: 0.2961 (0.2961) loss_class_enc: 0.9651 (0.9651) loss_bbox_enc: 0.2417 (0.2417) loss_giou_enc: 0.3523 (0.3523) loss_class_dn: 0.3631 (0.3631) loss_bbox_dn: 0.2876 (0.2876) loss_giou_dn: 0.3478 (0.3478) loss_class_dn_0: 0.4771 (0.4771) loss_bbox_dn_0: 0.4461 (0.4461) loss_giou_dn_0: 0.5000 (0.5000) loss_class_dn_1: 0.4090 (0.4090) loss_bbox_dn_1: 0.3346 (0.3346) loss_giou_dn_1: 0.3968 (0.3968) loss_class_dn_2: 0.3791 (0.3791) loss_bbox_dn_2: 0.2982 (0.2982) loss_giou_dn_2: 0.3602 (0.3602) loss_class_dn_3: 0.3698 (0.3698) loss_bbox_dn_3: 0.2913 (0.2913) loss_giou_dn_3: 0.3536 (0.3536) loss_class_dn_4: 0.3619 (0.3619) loss_bbox_dn_4: 0.2878 (0.2878) loss_giou_dn_4: 0.3481 (0.3481) loss_class_hybrid: 0.8249 (0.8249) loss_bbox_hybrid: 0.2136 (0.2136) loss_giou_hybrid: 0.3236 (0.3236) loss_class_0_hybrid: 0.8908 (0.8908) loss_bbox_0_hybrid: 0.2155 (0.2155) loss_giou_0_hybrid: 0.3290 (0.3290) loss_class_1_hybrid: 0.8239 (0.8239) loss_bbox_1_hybrid: 0.2040 (0.2040) loss_giou_1_hybrid: 0.3265 (0.3265) loss_class_2_hybrid: 0.8173 (0.8173) loss_bbox_2_hybrid: 0.2055 (0.2055) loss_giou_2_hybrid: 0.3212 (0.3212) loss_class_3_hybrid: 0.8096 (0.8096) loss_bbox_3_hybrid: 0.2130 (0.2130) loss_giou_3_hybrid: 0.3253 (0.3253) loss_class_4_hybrid: 0.8213 (0.8213) loss_bbox_4_hybrid: 0.2124 (0.2124) loss_giou_4_hybrid: 0.3234 (0.3234) loss_class_enc_hybrid: 0.8982 (0.8982) loss_bbox_enc_hybrid: 0.2629 (0.2629) loss_giou_enc_hybrid: 0.3832 (0.3832) mem: 1036 max mem: 36965 [2024-01-16 00:29:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:30:00 det.util.engine] INFO: Epoch: [10] [50/11727] eta: 3:35:44 lr: 0.000010 data_time: 0.0037 iter_time: 1.1443 loss: 25.2483 (24.9269) loss_class: 0.7198 (0.7144) loss_bbox: 0.1466 (0.1603) loss_giou: 0.3674 (0.3769) loss_class_0: 0.8687 (0.8747) loss_bbox_0: 0.1525 (0.1625) loss_giou_0: 0.3842 (0.3818) loss_class_1: 0.7785 (0.7680) loss_bbox_1: 0.1441 (0.1590) loss_giou_1: 0.3723 (0.3788) loss_class_2: 0.7464 (0.7407) loss_bbox_2: 0.1470 (0.1570) loss_giou_2: 0.3817 (0.3752) loss_class_3: 0.7379 (0.7213) loss_bbox_3: 0.1414 (0.1590) loss_giou_3: 0.3683 (0.3790) loss_class_4: 0.7259 (0.7130) loss_bbox_4: 0.1469 (0.1593) loss_giou_4: 0.3676 (0.3780) loss_class_enc: 0.8433 (0.8308) loss_bbox_enc: 0.1750 (0.1877) loss_giou_enc: 0.4282 (0.4245) loss_class_dn: 0.3702 (0.3677) loss_bbox_dn: 0.2088 (0.2148) loss_giou_dn: 0.4122 (0.4100) loss_class_dn_0: 0.4658 (0.4652) loss_bbox_dn_0: 0.2857 (0.3116) loss_giou_dn_0: 0.5301 (0.5353) loss_class_dn_1: 0.3978 (0.3972) loss_bbox_dn_1: 0.2197 (0.2415) loss_giou_dn_1: 0.4362 (0.4440) loss_class_dn_2: 0.3778 (0.3762) loss_bbox_dn_2: 0.2095 (0.2192) loss_giou_dn_2: 0.4159 (0.4169) loss_class_dn_3: 0.3742 (0.3712) loss_bbox_dn_3: 0.2101 (0.2159) loss_giou_dn_3: 0.4122 (0.4116) loss_class_dn_4: 0.3711 (0.3685) loss_bbox_dn_4: 0.2089 (0.2148) loss_giou_dn_4: 0.4123 (0.4100) loss_class_hybrid: 0.7003 (0.7201) loss_bbox_hybrid: 0.1658 (0.1690) loss_giou_hybrid: 0.4077 (0.4030) loss_class_0_hybrid: 0.7694 (0.7894) loss_bbox_0_hybrid: 0.1651 (0.1756) loss_giou_0_hybrid: 0.4245 (0.4181) loss_class_1_hybrid: 0.7409 (0.7460) loss_bbox_1_hybrid: 0.1637 (0.1716) loss_giou_1_hybrid: 0.4144 (0.4082) loss_class_2_hybrid: 0.7174 (0.7296) loss_bbox_2_hybrid: 0.1606 (0.1688) loss_giou_2_hybrid: 0.4021 (0.4040) loss_class_3_hybrid: 0.7041 (0.7205) loss_bbox_3_hybrid: 0.1621 (0.1693) loss_giou_3_hybrid: 0.4084 (0.4036) loss_class_4_hybrid: 0.7033 (0.7174) loss_bbox_4_hybrid: 0.1626 (0.1695) loss_giou_4_hybrid: 0.4080 (0.4038) loss_class_enc_hybrid: 0.7501 (0.7666) loss_bbox_enc_hybrid: 0.2006 (0.2086) loss_giou_enc_hybrid: 0.4661 (0.4709) mem: 1027 max mem: 36965 [2024-01-16 00:30:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:30:55 det.util.engine] INFO: Epoch: [10] [100/11727] eta: 3:34:58 lr: 0.000010 data_time: 0.0032 iter_time: 1.1120 loss: 26.3422 (25.1371) loss_class: 0.7052 (0.7201) loss_bbox: 0.1818 (0.1677) loss_giou: 0.3991 (0.3729) loss_class_0: 0.8551 (0.8763) loss_bbox_0: 0.1838 (0.1703) loss_giou_0: 0.4000 (0.3790) loss_class_1: 0.7447 (0.7717) loss_bbox_1: 0.1808 (0.1675) loss_giou_1: 0.3882 (0.3760) loss_class_2: 0.7326 (0.7430) loss_bbox_2: 0.1829 (0.1667) loss_giou_2: 0.3966 (0.3735) loss_class_3: 0.7205 (0.7252) loss_bbox_3: 0.1857 (0.1680) loss_giou_3: 0.3988 (0.3754) loss_class_4: 0.7304 (0.7191) loss_bbox_4: 0.1817 (0.1678) loss_giou_4: 0.3991 (0.3739) loss_class_enc: 0.8181 (0.8373) loss_bbox_enc: 0.2079 (0.1953) loss_giou_enc: 0.4404 (0.4210) loss_class_dn: 0.3771 (0.3688) loss_bbox_dn: 0.2484 (0.2295) loss_giou_dn: 0.4186 (0.4099) loss_class_dn_0: 0.4675 (0.4659) loss_bbox_dn_0: 0.3426 (0.3280) loss_giou_dn_0: 0.5341 (0.5324) loss_class_dn_1: 0.4117 (0.3982) loss_bbox_dn_1: 0.2795 (0.2548) loss_giou_dn_1: 0.4445 (0.4421) loss_class_dn_2: 0.3855 (0.3772) loss_bbox_dn_2: 0.2509 (0.2339) loss_giou_dn_2: 0.4228 (0.4166) loss_class_dn_3: 0.3812 (0.3720) loss_bbox_dn_3: 0.2511 (0.2306) loss_giou_dn_3: 0.4201 (0.4114) loss_class_dn_4: 0.3781 (0.3693) loss_bbox_dn_4: 0.2484 (0.2295) loss_giou_dn_4: 0.4185 (0.4099) loss_class_hybrid: 0.7018 (0.7265) loss_bbox_hybrid: 0.1881 (0.1764) loss_giou_hybrid: 0.4067 (0.3979) loss_class_0_hybrid: 0.7609 (0.7937) loss_bbox_0_hybrid: 0.1975 (0.1835) loss_giou_0_hybrid: 0.4175 (0.4122) loss_class_1_hybrid: 0.7211 (0.7505) loss_bbox_1_hybrid: 0.1924 (0.1794) loss_giou_1_hybrid: 0.4118 (0.4042) loss_class_2_hybrid: 0.7146 (0.7351) loss_bbox_2_hybrid: 0.1910 (0.1772) loss_giou_2_hybrid: 0.4065 (0.3999) loss_class_3_hybrid: 0.7061 (0.7266) loss_bbox_3_hybrid: 0.1879 (0.1769) loss_giou_3_hybrid: 0.4077 (0.3989) loss_class_4_hybrid: 0.6961 (0.7245) loss_bbox_4_hybrid: 0.1888 (0.1770) loss_giou_4_hybrid: 0.4069 (0.3987) loss_class_enc_hybrid: 0.7476 (0.7714) loss_bbox_enc_hybrid: 0.2276 (0.2152) loss_giou_enc_hybrid: 0.4777 (0.4635) mem: 1024 max mem: 36965 [2024-01-16 00:30:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:31:48 det.util.engine] INFO: Epoch: [10] [150/11727] eta: 3:30:53 lr: 0.000010 data_time: 0.0035 iter_time: 1.0441 loss: 24.7153 (25.1009) loss_class: 0.6870 (0.7163) loss_bbox: 0.1665 (0.1658) loss_giou: 0.3625 (0.3761) loss_class_0: 0.8295 (0.8750) loss_bbox_0: 0.1744 (0.1686) loss_giou_0: 0.3679 (0.3821) loss_class_1: 0.7345 (0.7686) loss_bbox_1: 0.1759 (0.1662) loss_giou_1: 0.3582 (0.3788) loss_class_2: 0.7163 (0.7400) loss_bbox_2: 0.1610 (0.1650) loss_giou_2: 0.3506 (0.3763) loss_class_3: 0.7007 (0.7216) loss_bbox_3: 0.1685 (0.1660) loss_giou_3: 0.3585 (0.3780) loss_class_4: 0.6785 (0.7161) loss_bbox_4: 0.1620 (0.1657) loss_giou_4: 0.3591 (0.3768) loss_class_enc: 0.8057 (0.8308) loss_bbox_enc: 0.2104 (0.1954) loss_giou_enc: 0.4120 (0.4246) loss_class_dn: 0.3734 (0.3682) loss_bbox_dn: 0.2340 (0.2275) loss_giou_dn: 0.4162 (0.4105) loss_class_dn_0: 0.4570 (0.4643) loss_bbox_dn_0: 0.3253 (0.3248) loss_giou_dn_0: 0.5438 (0.5325) loss_class_dn_1: 0.3948 (0.3970) loss_bbox_dn_1: 0.2528 (0.2525) loss_giou_dn_1: 0.4539 (0.4431) loss_class_dn_2: 0.3776 (0.3765) loss_bbox_dn_2: 0.2341 (0.2317) loss_giou_dn_2: 0.4231 (0.4172) loss_class_dn_3: 0.3758 (0.3710) loss_bbox_dn_3: 0.2334 (0.2285) loss_giou_dn_3: 0.4178 (0.4121) loss_class_dn_4: 0.3753 (0.3687) loss_bbox_dn_4: 0.2339 (0.2275) loss_giou_dn_4: 0.4162 (0.4105) loss_class_hybrid: 0.7030 (0.7224) loss_bbox_hybrid: 0.1808 (0.1757) loss_giou_hybrid: 0.3759 (0.4013) loss_class_0_hybrid: 0.7684 (0.7898) loss_bbox_0_hybrid: 0.1856 (0.1832) loss_giou_0_hybrid: 0.3851 (0.4158) loss_class_1_hybrid: 0.7268 (0.7466) loss_bbox_1_hybrid: 0.1840 (0.1790) loss_giou_1_hybrid: 0.3840 (0.4074) loss_class_2_hybrid: 0.7143 (0.7326) loss_bbox_2_hybrid: 0.1821 (0.1767) loss_giou_2_hybrid: 0.3763 (0.4028) loss_class_3_hybrid: 0.7080 (0.7239) loss_bbox_3_hybrid: 0.1778 (0.1759) loss_giou_3_hybrid: 0.3763 (0.4018) loss_class_4_hybrid: 0.6964 (0.7213) loss_bbox_4_hybrid: 0.1836 (0.1762) loss_giou_4_hybrid: 0.3776 (0.4019) loss_class_enc_hybrid: 0.7259 (0.7664) loss_bbox_enc_hybrid: 0.2255 (0.2153) loss_giou_enc_hybrid: 0.4537 (0.4670) mem: 1026 max mem: 36965 [2024-01-16 00:31:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:32:42 det.util.engine] INFO: Epoch: [10] [200/11727] eta: 3:28:48 lr: 0.000010 data_time: 0.0034 iter_time: 1.0516 loss: 26.5550 (25.0979) loss_class: 0.7061 (0.7118) loss_bbox: 0.1758 (0.1660) loss_giou: 0.3867 (0.3774) loss_class_0: 0.8612 (0.8742) loss_bbox_0: 0.1774 (0.1684) loss_giou_0: 0.3861 (0.3827) loss_class_1: 0.7737 (0.7657) loss_bbox_1: 0.1777 (0.1671) loss_giou_1: 0.3992 (0.3802) loss_class_2: 0.7406 (0.7374) loss_bbox_2: 0.1765 (0.1654) loss_giou_2: 0.3878 (0.3777) loss_class_3: 0.7013 (0.7169) loss_bbox_3: 0.1798 (0.1664) loss_giou_3: 0.3847 (0.3791) loss_class_4: 0.7055 (0.7123) loss_bbox_4: 0.1755 (0.1660) loss_giou_4: 0.3869 (0.3780) loss_class_enc: 0.8306 (0.8306) loss_bbox_enc: 0.1966 (0.1954) loss_giou_enc: 0.4302 (0.4241) loss_class_dn: 0.3642 (0.3674) loss_bbox_dn: 0.2368 (0.2303) loss_giou_dn: 0.4258 (0.4108) loss_class_dn_0: 0.4549 (0.4631) loss_bbox_dn_0: 0.3434 (0.3280) loss_giou_dn_0: 0.5398 (0.5325) loss_class_dn_1: 0.3939 (0.3958) loss_bbox_dn_1: 0.2606 (0.2559) loss_giou_dn_1: 0.4547 (0.4437) loss_class_dn_2: 0.3737 (0.3758) loss_bbox_dn_2: 0.2386 (0.2348) loss_giou_dn_2: 0.4288 (0.4175) loss_class_dn_3: 0.3682 (0.3702) loss_bbox_dn_3: 0.2383 (0.2313) loss_giou_dn_3: 0.4271 (0.4123) loss_class_dn_4: 0.3653 (0.3679) loss_bbox_dn_4: 0.2367 (0.2303) loss_giou_dn_4: 0.4256 (0.4107) loss_class_hybrid: 0.7167 (0.7172) loss_bbox_hybrid: 0.1966 (0.1764) loss_giou_hybrid: 0.4013 (0.4036) loss_class_0_hybrid: 0.7747 (0.7886) loss_bbox_0_hybrid: 0.1969 (0.1836) loss_giou_0_hybrid: 0.4042 (0.4177) loss_class_1_hybrid: 0.7440 (0.7440) loss_bbox_1_hybrid: 0.1972 (0.1796) loss_giou_1_hybrid: 0.3977 (0.4095) loss_class_2_hybrid: 0.7400 (0.7301) loss_bbox_2_hybrid: 0.1929 (0.1769) loss_giou_2_hybrid: 0.3985 (0.4049) loss_class_3_hybrid: 0.7222 (0.7200) loss_bbox_3_hybrid: 0.1942 (0.1766) loss_giou_3_hybrid: 0.4003 (0.4040) loss_class_4_hybrid: 0.7133 (0.7170) loss_bbox_4_hybrid: 0.1958 (0.1769) loss_giou_4_hybrid: 0.3997 (0.4042) loss_class_enc_hybrid: 0.7569 (0.7631) loss_bbox_enc_hybrid: 0.2300 (0.2152) loss_giou_enc_hybrid: 0.4409 (0.4679) mem: 1015 max mem: 36965 [2024-01-16 00:32:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:33:37 det.util.engine] INFO: Epoch: [10] [250/11727] eta: 3:28:37 lr: 0.000010 data_time: 0.0029 iter_time: 1.1276 loss: 25.5990 (25.0969) loss_class: 0.7062 (0.7116) loss_bbox: 0.1675 (0.1669) loss_giou: 0.3457 (0.3776) loss_class_0: 0.8597 (0.8742) loss_bbox_0: 0.1580 (0.1685) loss_giou_0: 0.3627 (0.3819) loss_class_1: 0.7521 (0.7653) loss_bbox_1: 0.1602 (0.1675) loss_giou_1: 0.3621 (0.3798) loss_class_2: 0.7263 (0.7387) loss_bbox_2: 0.1634 (0.1656) loss_giou_2: 0.3508 (0.3771) loss_class_3: 0.7053 (0.7173) loss_bbox_3: 0.1633 (0.1671) loss_giou_3: 0.3553 (0.3787) loss_class_4: 0.7010 (0.7121) loss_bbox_4: 0.1673 (0.1671) loss_giou_4: 0.3560 (0.3781) loss_class_enc: 0.8189 (0.8304) loss_bbox_enc: 0.1814 (0.1947) loss_giou_enc: 0.3988 (0.4227) loss_class_dn: 0.3678 (0.3660) loss_bbox_dn: 0.2301 (0.2306) loss_giou_dn: 0.4300 (0.4112) loss_class_dn_0: 0.4567 (0.4620) loss_bbox_dn_0: 0.3278 (0.3274) loss_giou_dn_0: 0.5442 (0.5322) loss_class_dn_1: 0.3995 (0.3948) loss_bbox_dn_1: 0.2518 (0.2559) loss_giou_dn_1: 0.4681 (0.4436) loss_class_dn_2: 0.3804 (0.3747) loss_bbox_dn_2: 0.2339 (0.2349) loss_giou_dn_2: 0.4398 (0.4178) loss_class_dn_3: 0.3721 (0.3689) loss_bbox_dn_3: 0.2296 (0.2315) loss_giou_dn_3: 0.4317 (0.4126) loss_class_dn_4: 0.3695 (0.3666) loss_bbox_dn_4: 0.2303 (0.2306) loss_giou_dn_4: 0.4300 (0.4111) loss_class_hybrid: 0.7185 (0.7158) loss_bbox_hybrid: 0.1764 (0.1777) loss_giou_hybrid: 0.3676 (0.4049) loss_class_0_hybrid: 0.7703 (0.7863) loss_bbox_0_hybrid: 0.1778 (0.1852) loss_giou_0_hybrid: 0.3921 (0.4189) loss_class_1_hybrid: 0.7268 (0.7428) loss_bbox_1_hybrid: 0.1778 (0.1807) loss_giou_1_hybrid: 0.3832 (0.4104) loss_class_2_hybrid: 0.7096 (0.7289) loss_bbox_2_hybrid: 0.1788 (0.1779) loss_giou_2_hybrid: 0.3740 (0.4060) loss_class_3_hybrid: 0.7270 (0.7188) loss_bbox_3_hybrid: 0.1748 (0.1779) loss_giou_3_hybrid: 0.3681 (0.4052) loss_class_4_hybrid: 0.7093 (0.7155) loss_bbox_4_hybrid: 0.1764 (0.1782) loss_giou_4_hybrid: 0.3688 (0.4054) loss_class_enc_hybrid: 0.7529 (0.7606) loss_bbox_enc_hybrid: 0.2081 (0.2159) loss_giou_enc_hybrid: 0.4444 (0.4685) mem: 1035 max mem: 36965 [2024-01-16 00:33:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:34:32 det.util.engine] INFO: Epoch: [10] [300/11727] eta: 3:27:53 lr: 0.000010 data_time: 0.0031 iter_time: 1.1182 loss: 25.6434 (25.0790) loss_class: 0.7168 (0.7122) loss_bbox: 0.1547 (0.1667) loss_giou: 0.3973 (0.3775) loss_class_0: 0.8465 (0.8732) loss_bbox_0: 0.1568 (0.1681) loss_giou_0: 0.4013 (0.3817) loss_class_1: 0.7690 (0.7655) loss_bbox_1: 0.1599 (0.1671) loss_giou_1: 0.4004 (0.3797) loss_class_2: 0.7590 (0.7385) loss_bbox_2: 0.1569 (0.1657) loss_giou_2: 0.4040 (0.3772) loss_class_3: 0.7258 (0.7177) loss_bbox_3: 0.1568 (0.1671) loss_giou_3: 0.4040 (0.3788) loss_class_4: 0.7186 (0.7126) loss_bbox_4: 0.1542 (0.1669) loss_giou_4: 0.3953 (0.3779) loss_class_enc: 0.8339 (0.8305) loss_bbox_enc: 0.1764 (0.1945) loss_giou_enc: 0.4328 (0.4226) loss_class_dn: 0.3796 (0.3662) loss_bbox_dn: 0.2145 (0.2290) loss_giou_dn: 0.4178 (0.4102) loss_class_dn_0: 0.4642 (0.4628) loss_bbox_dn_0: 0.3220 (0.3256) loss_giou_dn_0: 0.5437 (0.5315) loss_class_dn_1: 0.4033 (0.3953) loss_bbox_dn_1: 0.2455 (0.2543) loss_giou_dn_1: 0.4572 (0.4427) loss_class_dn_2: 0.3826 (0.3751) loss_bbox_dn_2: 0.2195 (0.2334) loss_giou_dn_2: 0.4246 (0.4169) loss_class_dn_3: 0.3776 (0.3691) loss_bbox_dn_3: 0.2154 (0.2299) loss_giou_dn_3: 0.4195 (0.4116) loss_class_dn_4: 0.3764 (0.3668) loss_bbox_dn_4: 0.2144 (0.2290) loss_giou_dn_4: 0.4178 (0.4101) loss_class_hybrid: 0.6927 (0.7152) loss_bbox_hybrid: 0.1770 (0.1776) loss_giou_hybrid: 0.4419 (0.4051) loss_class_0_hybrid: 0.7543 (0.7855) loss_bbox_0_hybrid: 0.1832 (0.1848) loss_giou_0_hybrid: 0.4602 (0.4190) loss_class_1_hybrid: 0.7129 (0.7425) loss_bbox_1_hybrid: 0.1778 (0.1803) loss_giou_1_hybrid: 0.4555 (0.4104) loss_class_2_hybrid: 0.7083 (0.7282) loss_bbox_2_hybrid: 0.1799 (0.1778) loss_giou_2_hybrid: 0.4502 (0.4064) loss_class_3_hybrid: 0.6953 (0.7181) loss_bbox_3_hybrid: 0.1776 (0.1779) loss_giou_3_hybrid: 0.4476 (0.4056) loss_class_4_hybrid: 0.6930 (0.7144) loss_bbox_4_hybrid: 0.1756 (0.1781) loss_giou_4_hybrid: 0.4426 (0.4056) loss_class_enc_hybrid: 0.7292 (0.7611) loss_bbox_enc_hybrid: 0.2101 (0.2155) loss_giou_enc_hybrid: 0.4968 (0.4685) mem: 1015 max mem: 36965 [2024-01-16 00:34:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:35:26 det.util.engine] INFO: Epoch: [10] [350/11727] eta: 3:26:37 lr: 0.000010 data_time: 0.0034 iter_time: 1.1077 loss: 25.0779 (25.1034) loss_class: 0.6595 (0.7095) loss_bbox: 0.1820 (0.1673) loss_giou: 0.3774 (0.3807) loss_class_0: 0.8031 (0.8710) loss_bbox_0: 0.1822 (0.1685) loss_giou_0: 0.3834 (0.3846) loss_class_1: 0.7055 (0.7630) loss_bbox_1: 0.1739 (0.1675) loss_giou_1: 0.3900 (0.3827) loss_class_2: 0.6808 (0.7359) loss_bbox_2: 0.1737 (0.1663) loss_giou_2: 0.3746 (0.3803) loss_class_3: 0.6595 (0.7151) loss_bbox_3: 0.1807 (0.1675) loss_giou_3: 0.3771 (0.3819) loss_class_4: 0.6539 (0.7100) loss_bbox_4: 0.1799 (0.1675) loss_giou_4: 0.3784 (0.3811) loss_class_enc: 0.7900 (0.8291) loss_bbox_enc: 0.1990 (0.1943) loss_giou_enc: 0.4180 (0.4252) loss_class_dn: 0.3632 (0.3663) loss_bbox_dn: 0.2070 (0.2282) loss_giou_dn: 0.4037 (0.4114) loss_class_dn_0: 0.4612 (0.4630) loss_bbox_dn_0: 0.3200 (0.3251) loss_giou_dn_0: 0.5250 (0.5331) loss_class_dn_1: 0.3960 (0.3954) loss_bbox_dn_1: 0.2375 (0.2536) loss_giou_dn_1: 0.4388 (0.4442) loss_class_dn_2: 0.3725 (0.3753) loss_bbox_dn_2: 0.2148 (0.2327) loss_giou_dn_2: 0.4076 (0.4182) loss_class_dn_3: 0.3676 (0.3693) loss_bbox_dn_3: 0.2084 (0.2292) loss_giou_dn_3: 0.4048 (0.4129) loss_class_dn_4: 0.3634 (0.3670) loss_bbox_dn_4: 0.2072 (0.2282) loss_giou_dn_4: 0.4038 (0.4114) loss_class_hybrid: 0.6569 (0.7123) loss_bbox_hybrid: 0.1973 (0.1784) loss_giou_hybrid: 0.4138 (0.4089) loss_class_0_hybrid: 0.7353 (0.7832) loss_bbox_0_hybrid: 0.2119 (0.1855) loss_giou_0_hybrid: 0.4349 (0.4228) loss_class_1_hybrid: 0.6846 (0.7397) loss_bbox_1_hybrid: 0.1986 (0.1810) loss_giou_1_hybrid: 0.4198 (0.4144) loss_class_2_hybrid: 0.6865 (0.7255) loss_bbox_2_hybrid: 0.1994 (0.1786) loss_giou_2_hybrid: 0.4195 (0.4103) loss_class_3_hybrid: 0.6629 (0.7148) loss_bbox_3_hybrid: 0.1967 (0.1787) loss_giou_3_hybrid: 0.4179 (0.4095) loss_class_4_hybrid: 0.6545 (0.7115) loss_bbox_4_hybrid: 0.1977 (0.1789) loss_giou_4_hybrid: 0.4161 (0.4094) loss_class_enc_hybrid: 0.6999 (0.7583) loss_bbox_enc_hybrid: 0.2410 (0.2160) loss_giou_enc_hybrid: 0.4799 (0.4721) mem: 1020 max mem: 36965 [2024-01-16 00:35:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:36:20 det.util.engine] INFO: Epoch: [10] [400/11727] eta: 3:25:43 lr: 0.000010 data_time: 0.0031 iter_time: 1.1007 loss: 24.7591 (25.0424) loss_class: 0.6692 (0.7084) loss_bbox: 0.1620 (0.1668) loss_giou: 0.3871 (0.3795) loss_class_0: 0.8636 (0.8702) loss_bbox_0: 0.1603 (0.1678) loss_giou_0: 0.3892 (0.3832) loss_class_1: 0.7692 (0.7628) loss_bbox_1: 0.1599 (0.1667) loss_giou_1: 0.3835 (0.3811) loss_class_2: 0.7139 (0.7347) loss_bbox_2: 0.1540 (0.1657) loss_giou_2: 0.3834 (0.3791) loss_class_3: 0.7022 (0.7146) loss_bbox_3: 0.1511 (0.1670) loss_giou_3: 0.3801 (0.3807) loss_class_4: 0.6799 (0.7091) loss_bbox_4: 0.1517 (0.1671) loss_giou_4: 0.3841 (0.3800) loss_class_enc: 0.8298 (0.8295) loss_bbox_enc: 0.1874 (0.1934) loss_giou_enc: 0.4267 (0.4232) loss_class_dn: 0.3636 (0.3662) loss_bbox_dn: 0.2149 (0.2266) loss_giou_dn: 0.4172 (0.4091) loss_class_dn_0: 0.4672 (0.4633) loss_bbox_dn_0: 0.3046 (0.3234) loss_giou_dn_0: 0.5289 (0.5306) loss_class_dn_1: 0.3903 (0.3954) loss_bbox_dn_1: 0.2424 (0.2519) loss_giou_dn_1: 0.4430 (0.4417) loss_class_dn_2: 0.3679 (0.3753) loss_bbox_dn_2: 0.2161 (0.2311) loss_giou_dn_2: 0.4219 (0.4158) loss_class_dn_3: 0.3619 (0.3692) loss_bbox_dn_3: 0.2165 (0.2276) loss_giou_dn_3: 0.4172 (0.4106) loss_class_dn_4: 0.3645 (0.3668) loss_bbox_dn_4: 0.2151 (0.2266) loss_giou_dn_4: 0.4172 (0.4090) loss_class_hybrid: 0.6976 (0.7120) loss_bbox_hybrid: 0.1826 (0.1776) loss_giou_hybrid: 0.3910 (0.4072) loss_class_0_hybrid: 0.7768 (0.7838) loss_bbox_0_hybrid: 0.1784 (0.1844) loss_giou_0_hybrid: 0.4015 (0.4208) loss_class_1_hybrid: 0.7551 (0.7405) loss_bbox_1_hybrid: 0.1798 (0.1800) loss_giou_1_hybrid: 0.3925 (0.4124) loss_class_2_hybrid: 0.7188 (0.7258) loss_bbox_2_hybrid: 0.1838 (0.1777) loss_giou_2_hybrid: 0.3988 (0.4085) loss_class_3_hybrid: 0.7133 (0.7149) loss_bbox_3_hybrid: 0.1793 (0.1779) loss_giou_3_hybrid: 0.3988 (0.4078) loss_class_4_hybrid: 0.7039 (0.7115) loss_bbox_4_hybrid: 0.1828 (0.1781) loss_giou_4_hybrid: 0.3922 (0.4077) loss_class_enc_hybrid: 0.7532 (0.7586) loss_bbox_enc_hybrid: 0.2009 (0.2146) loss_giou_enc_hybrid: 0.4540 (0.4700) mem: 1030 max mem: 36965 [2024-01-16 00:36:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:37:17 det.util.engine] INFO: Epoch: [10] [450/11727] eta: 3:25:45 lr: 0.000010 data_time: 0.0035 iter_time: 1.1540 loss: 24.0318 (25.0112) loss_class: 0.6865 (0.7082) loss_bbox: 0.1611 (0.1664) loss_giou: 0.3797 (0.3789) loss_class_0: 0.8531 (0.8709) loss_bbox_0: 0.1652 (0.1672) loss_giou_0: 0.3791 (0.3823) loss_class_1: 0.7466 (0.7622) loss_bbox_1: 0.1588 (0.1663) loss_giou_1: 0.3830 (0.3804) loss_class_2: 0.7305 (0.7348) loss_bbox_2: 0.1535 (0.1651) loss_giou_2: 0.3809 (0.3784) loss_class_3: 0.6964 (0.7148) loss_bbox_3: 0.1621 (0.1666) loss_giou_3: 0.3798 (0.3800) loss_class_4: 0.6933 (0.7094) loss_bbox_4: 0.1580 (0.1665) loss_giou_4: 0.3797 (0.3792) loss_class_enc: 0.8181 (0.8300) loss_bbox_enc: 0.1815 (0.1929) loss_giou_enc: 0.4122 (0.4222) loss_class_dn: 0.3631 (0.3658) loss_bbox_dn: 0.1902 (0.2254) loss_giou_dn: 0.4005 (0.4083) loss_class_dn_0: 0.4549 (0.4630) loss_bbox_dn_0: 0.2889 (0.3216) loss_giou_dn_0: 0.5222 (0.5295) loss_class_dn_1: 0.3918 (0.3951) loss_bbox_dn_1: 0.2162 (0.2505) loss_giou_dn_1: 0.4305 (0.4409) loss_class_dn_2: 0.3746 (0.3750) loss_bbox_dn_2: 0.1977 (0.2298) loss_giou_dn_2: 0.4063 (0.4151) loss_class_dn_3: 0.3687 (0.3689) loss_bbox_dn_3: 0.1910 (0.2264) loss_giou_dn_3: 0.4023 (0.4098) loss_class_dn_4: 0.3631 (0.3665) loss_bbox_dn_4: 0.1903 (0.2254) loss_giou_dn_4: 0.4006 (0.4082) loss_class_hybrid: 0.6924 (0.7114) loss_bbox_hybrid: 0.1672 (0.1773) loss_giou_hybrid: 0.4019 (0.4069) loss_class_0_hybrid: 0.7719 (0.7834) loss_bbox_0_hybrid: 0.1742 (0.1841) loss_giou_0_hybrid: 0.4194 (0.4204) loss_class_1_hybrid: 0.7188 (0.7399) loss_bbox_1_hybrid: 0.1702 (0.1798) loss_giou_1_hybrid: 0.4053 (0.4122) loss_class_2_hybrid: 0.7087 (0.7255) loss_bbox_2_hybrid: 0.1702 (0.1773) loss_giou_2_hybrid: 0.4035 (0.4082) loss_class_3_hybrid: 0.6923 (0.7147) loss_bbox_3_hybrid: 0.1686 (0.1775) loss_giou_3_hybrid: 0.4030 (0.4075) loss_class_4_hybrid: 0.6885 (0.7110) loss_bbox_4_hybrid: 0.1674 (0.1777) loss_giou_4_hybrid: 0.4026 (0.4074) loss_class_enc_hybrid: 0.7544 (0.7581) loss_bbox_enc_hybrid: 0.2018 (0.2140) loss_giou_enc_hybrid: 0.4583 (0.4692) mem: 1018 max mem: 36965 [2024-01-16 00:37:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:38:11 det.util.engine] INFO: Epoch: [10] [500/11727] eta: 3:24:42 lr: 0.000010 data_time: 0.0027 iter_time: 1.0791 loss: 24.5387 (24.9852) loss_class: 0.7141 (0.7077) loss_bbox: 0.1567 (0.1664) loss_giou: 0.3927 (0.3782) loss_class_0: 0.8495 (0.8699) loss_bbox_0: 0.1596 (0.1678) loss_giou_0: 0.3896 (0.3817) loss_class_1: 0.7510 (0.7611) loss_bbox_1: 0.1602 (0.1666) loss_giou_1: 0.3923 (0.3797) loss_class_2: 0.7309 (0.7343) loss_bbox_2: 0.1529 (0.1651) loss_giou_2: 0.3829 (0.3776) loss_class_3: 0.7153 (0.7145) loss_bbox_3: 0.1578 (0.1664) loss_giou_3: 0.3924 (0.3792) loss_class_4: 0.7055 (0.7093) loss_bbox_4: 0.1567 (0.1664) loss_giou_4: 0.3929 (0.3783) loss_class_enc: 0.8132 (0.8290) loss_bbox_enc: 0.1669 (0.1931) loss_giou_enc: 0.4341 (0.4215) loss_class_dn: 0.3576 (0.3653) loss_bbox_dn: 0.2035 (0.2258) loss_giou_dn: 0.3965 (0.4072) loss_class_dn_0: 0.4630 (0.4628) loss_bbox_dn_0: 0.2897 (0.3220) loss_giou_dn_0: 0.5104 (0.5283) loss_class_dn_1: 0.3930 (0.3947) loss_bbox_dn_1: 0.2251 (0.2509) loss_giou_dn_1: 0.4207 (0.4397) loss_class_dn_2: 0.3714 (0.3746) loss_bbox_dn_2: 0.2078 (0.2302) loss_giou_dn_2: 0.3988 (0.4140) loss_class_dn_3: 0.3611 (0.3684) loss_bbox_dn_3: 0.2039 (0.2268) loss_giou_dn_3: 0.3966 (0.4088) loss_class_dn_4: 0.3596 (0.3659) loss_bbox_dn_4: 0.2035 (0.2258) loss_giou_dn_4: 0.3966 (0.4072) loss_class_hybrid: 0.7032 (0.7107) loss_bbox_hybrid: 0.1579 (0.1774) loss_giou_hybrid: 0.4166 (0.4057) loss_class_0_hybrid: 0.7609 (0.7837) loss_bbox_0_hybrid: 0.1622 (0.1841) loss_giou_0_hybrid: 0.4213 (0.4192) loss_class_1_hybrid: 0.7193 (0.7399) loss_bbox_1_hybrid: 0.1581 (0.1797) loss_giou_1_hybrid: 0.4199 (0.4109) loss_class_2_hybrid: 0.7094 (0.7251) loss_bbox_2_hybrid: 0.1602 (0.1774) loss_giou_2_hybrid: 0.4150 (0.4069) loss_class_3_hybrid: 0.6936 (0.7143) loss_bbox_3_hybrid: 0.1575 (0.1776) loss_giou_3_hybrid: 0.4166 (0.4062) loss_class_4_hybrid: 0.6969 (0.7105) loss_bbox_4_hybrid: 0.1574 (0.1778) loss_giou_4_hybrid: 0.4143 (0.4061) loss_class_enc_hybrid: 0.7449 (0.7578) loss_bbox_enc_hybrid: 0.1977 (0.2140) loss_giou_enc_hybrid: 0.4721 (0.4680) mem: 1019 max mem: 36965 [2024-01-16 00:38:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:39:08 det.util.engine] INFO: Epoch: [10] [550/11727] eta: 3:24:23 lr: 0.000010 data_time: 0.0027 iter_time: 1.1488 loss: 23.7961 (25.0020) loss_class: 0.7054 (0.7078) loss_bbox: 0.1724 (0.1675) loss_giou: 0.3476 (0.3773) loss_class_0: 0.8795 (0.8705) loss_bbox_0: 0.1649 (0.1688) loss_giou_0: 0.3527 (0.3808) loss_class_1: 0.7562 (0.7613) loss_bbox_1: 0.1596 (0.1677) loss_giou_1: 0.3467 (0.3788) loss_class_2: 0.7354 (0.7339) loss_bbox_2: 0.1778 (0.1664) loss_giou_2: 0.3523 (0.3770) loss_class_3: 0.7214 (0.7146) loss_bbox_3: 0.1720 (0.1675) loss_giou_3: 0.3496 (0.3784) loss_class_4: 0.7027 (0.7092) loss_bbox_4: 0.1725 (0.1675) loss_giou_4: 0.3477 (0.3775) loss_class_enc: 0.8380 (0.8293) loss_bbox_enc: 0.1911 (0.1941) loss_giou_enc: 0.3864 (0.4206) loss_class_dn: 0.3681 (0.3656) loss_bbox_dn: 0.2089 (0.2277) loss_giou_dn: 0.3997 (0.4074) loss_class_dn_0: 0.4679 (0.4630) loss_bbox_dn_0: 0.3295 (0.3244) loss_giou_dn_0: 0.5172 (0.5284) loss_class_dn_1: 0.3926 (0.3949) loss_bbox_dn_1: 0.2433 (0.2531) loss_giou_dn_1: 0.4273 (0.4400) loss_class_dn_2: 0.3757 (0.3748) loss_bbox_dn_2: 0.2182 (0.2322) loss_giou_dn_2: 0.4102 (0.4143) loss_class_dn_3: 0.3708 (0.3686) loss_bbox_dn_3: 0.2101 (0.2287) loss_giou_dn_3: 0.4017 (0.4090) loss_class_dn_4: 0.3682 (0.3662) loss_bbox_dn_4: 0.2088 (0.2277) loss_giou_dn_4: 0.3996 (0.4074) loss_class_hybrid: 0.7068 (0.7113) loss_bbox_hybrid: 0.1804 (0.1782) loss_giou_hybrid: 0.3784 (0.4041) loss_class_0_hybrid: 0.7861 (0.7844) loss_bbox_0_hybrid: 0.1982 (0.1851) loss_giou_0_hybrid: 0.3871 (0.4176) loss_class_1_hybrid: 0.7451 (0.7402) loss_bbox_1_hybrid: 0.1891 (0.1807) loss_giou_1_hybrid: 0.3786 (0.4093) loss_class_2_hybrid: 0.7140 (0.7252) loss_bbox_2_hybrid: 0.1859 (0.1783) loss_giou_2_hybrid: 0.3805 (0.4054) loss_class_3_hybrid: 0.7165 (0.7146) loss_bbox_3_hybrid: 0.1805 (0.1785) loss_giou_3_hybrid: 0.3799 (0.4047) loss_class_4_hybrid: 0.7191 (0.7109) loss_bbox_4_hybrid: 0.1850 (0.1786) loss_giou_4_hybrid: 0.3806 (0.4045) loss_class_enc_hybrid: 0.7848 (0.7588) loss_bbox_enc_hybrid: 0.2192 (0.2150) loss_giou_enc_hybrid: 0.4270 (0.4663) mem: 1024 max mem: 36965 [2024-01-16 00:39:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:40:04 det.util.engine] INFO: Epoch: [10] [600/11727] eta: 3:24:00 lr: 0.000010 data_time: 0.0033 iter_time: 1.1305 loss: 25.8982 (25.0010) loss_class: 0.6978 (0.7080) loss_bbox: 0.1714 (0.1679) loss_giou: 0.3448 (0.3766) loss_class_0: 0.8956 (0.8721) loss_bbox_0: 0.1633 (0.1685) loss_giou_0: 0.3366 (0.3797) loss_class_1: 0.7541 (0.7622) loss_bbox_1: 0.1563 (0.1677) loss_giou_1: 0.3414 (0.3778) loss_class_2: 0.7372 (0.7341) loss_bbox_2: 0.1680 (0.1665) loss_giou_2: 0.3496 (0.3762) loss_class_3: 0.7234 (0.7153) loss_bbox_3: 0.1690 (0.1678) loss_giou_3: 0.3553 (0.3775) loss_class_4: 0.7140 (0.7097) loss_bbox_4: 0.1683 (0.1678) loss_giou_4: 0.3450 (0.3766) loss_class_enc: 0.8262 (0.8311) loss_bbox_enc: 0.1818 (0.1941) loss_giou_enc: 0.3780 (0.4196) loss_class_dn: 0.3673 (0.3650) loss_bbox_dn: 0.2284 (0.2287) loss_giou_dn: 0.4122 (0.4066) loss_class_dn_0: 0.4625 (0.4625) loss_bbox_dn_0: 0.3265 (0.3256) loss_giou_dn_0: 0.5262 (0.5276) loss_class_dn_1: 0.4001 (0.3944) loss_bbox_dn_1: 0.2579 (0.2540) loss_giou_dn_1: 0.4392 (0.4391) loss_class_dn_2: 0.3762 (0.3743) loss_bbox_dn_2: 0.2302 (0.2332) loss_giou_dn_2: 0.4237 (0.4136) loss_class_dn_3: 0.3688 (0.3681) loss_bbox_dn_3: 0.2291 (0.2297) loss_giou_dn_3: 0.4138 (0.4082) loss_class_dn_4: 0.3672 (0.3656) loss_bbox_dn_4: 0.2285 (0.2287) loss_giou_dn_4: 0.4118 (0.4066) loss_class_hybrid: 0.7237 (0.7114) loss_bbox_hybrid: 0.1806 (0.1784) loss_giou_hybrid: 0.3507 (0.4037) loss_class_0_hybrid: 0.8150 (0.7850) loss_bbox_0_hybrid: 0.1891 (0.1853) loss_giou_0_hybrid: 0.3776 (0.4173) loss_class_1_hybrid: 0.7523 (0.7401) loss_bbox_1_hybrid: 0.1828 (0.1810) loss_giou_1_hybrid: 0.3742 (0.4090) loss_class_2_hybrid: 0.7347 (0.7251) loss_bbox_2_hybrid: 0.1808 (0.1786) loss_giou_2_hybrid: 0.3717 (0.4051) loss_class_3_hybrid: 0.7298 (0.7148) loss_bbox_3_hybrid: 0.1816 (0.1788) loss_giou_3_hybrid: 0.3778 (0.4044) loss_class_4_hybrid: 0.7287 (0.7111) loss_bbox_4_hybrid: 0.1799 (0.1788) loss_giou_4_hybrid: 0.3612 (0.4041) loss_class_enc_hybrid: 0.7834 (0.7598) loss_bbox_enc_hybrid: 0.2127 (0.2152) loss_giou_enc_hybrid: 0.4197 (0.4658) mem: 1023 max mem: 36965 [2024-01-16 00:40:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:41:04 det.util.engine] INFO: Epoch: [10] [650/11727] eta: 3:24:19 lr: 0.000010 data_time: 0.0035 iter_time: 1.1871 loss: 23.7684 (24.9657) loss_class: 0.6889 (0.7079) loss_bbox: 0.1552 (0.1676) loss_giou: 0.3267 (0.3749) loss_class_0: 0.8779 (0.8718) loss_bbox_0: 0.1576 (0.1683) loss_giou_0: 0.3302 (0.3781) loss_class_1: 0.7371 (0.7618) loss_bbox_1: 0.1547 (0.1677) loss_giou_1: 0.3341 (0.3762) loss_class_2: 0.7193 (0.7336) loss_bbox_2: 0.1548 (0.1664) loss_giou_2: 0.3353 (0.3746) loss_class_3: 0.7024 (0.7150) loss_bbox_3: 0.1554 (0.1676) loss_giou_3: 0.3293 (0.3756) loss_class_4: 0.6837 (0.7096) loss_bbox_4: 0.1551 (0.1675) loss_giou_4: 0.3234 (0.3749) loss_class_enc: 0.8433 (0.8311) loss_bbox_enc: 0.1856 (0.1941) loss_giou_enc: 0.3760 (0.4180) loss_class_dn: 0.3563 (0.3648) loss_bbox_dn: 0.2215 (0.2291) loss_giou_dn: 0.3760 (0.4055) loss_class_dn_0: 0.4671 (0.4628) loss_bbox_dn_0: 0.3122 (0.3262) loss_giou_dn_0: 0.4989 (0.5261) loss_class_dn_1: 0.3883 (0.3943) loss_bbox_dn_1: 0.2528 (0.2544) loss_giou_dn_1: 0.4071 (0.4378) loss_class_dn_2: 0.3682 (0.3741) loss_bbox_dn_2: 0.2274 (0.2336) loss_giou_dn_2: 0.3837 (0.4124) loss_class_dn_3: 0.3600 (0.3679) loss_bbox_dn_3: 0.2232 (0.2301) loss_giou_dn_3: 0.3787 (0.4071) loss_class_dn_4: 0.3560 (0.3654) loss_bbox_dn_4: 0.2215 (0.2291) loss_giou_dn_4: 0.3761 (0.4055) loss_class_hybrid: 0.6993 (0.7111) loss_bbox_hybrid: 0.1698 (0.1783) loss_giou_hybrid: 0.3334 (0.4018) loss_class_0_hybrid: 0.7790 (0.7847) loss_bbox_0_hybrid: 0.1729 (0.1851) loss_giou_0_hybrid: 0.3615 (0.4153) loss_class_1_hybrid: 0.7412 (0.7400) loss_bbox_1_hybrid: 0.1701 (0.1809) loss_giou_1_hybrid: 0.3468 (0.4071) loss_class_2_hybrid: 0.7247 (0.7246) loss_bbox_2_hybrid: 0.1694 (0.1786) loss_giou_2_hybrid: 0.3430 (0.4033) loss_class_3_hybrid: 0.7044 (0.7144) loss_bbox_3_hybrid: 0.1693 (0.1787) loss_giou_3_hybrid: 0.3410 (0.4025) loss_class_4_hybrid: 0.7029 (0.7108) loss_bbox_4_hybrid: 0.1691 (0.1787) loss_giou_4_hybrid: 0.3413 (0.4023) loss_class_enc_hybrid: 0.7643 (0.7600) loss_bbox_enc_hybrid: 0.1972 (0.2150) loss_giou_enc_hybrid: 0.4037 (0.4638) mem: 1018 max mem: 36965 [2024-01-16 00:41:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:42:01 det.util.engine] INFO: Epoch: [10] [700/11727] eta: 3:23:58 lr: 0.000010 data_time: 0.0032 iter_time: 1.1196 loss: 24.1908 (24.9078) loss_class: 0.6830 (0.7064) loss_bbox: 0.1703 (0.1677) loss_giou: 0.3369 (0.3728) loss_class_0: 0.8556 (0.8711) loss_bbox_0: 0.1753 (0.1685) loss_giou_0: 0.3557 (0.3760) loss_class_1: 0.7607 (0.7602) loss_bbox_1: 0.1778 (0.1678) loss_giou_1: 0.3488 (0.3742) loss_class_2: 0.7125 (0.7323) loss_bbox_2: 0.1670 (0.1665) loss_giou_2: 0.3471 (0.3725) loss_class_3: 0.6814 (0.7133) loss_bbox_3: 0.1696 (0.1678) loss_giou_3: 0.3458 (0.3736) loss_class_4: 0.6873 (0.7079) loss_bbox_4: 0.1697 (0.1677) loss_giou_4: 0.3370 (0.3729) loss_class_enc: 0.8246 (0.8304) loss_bbox_enc: 0.1894 (0.1942) loss_giou_enc: 0.3875 (0.4157) loss_class_dn: 0.3635 (0.3645) loss_bbox_dn: 0.2208 (0.2294) loss_giou_dn: 0.3828 (0.4033) loss_class_dn_0: 0.4607 (0.4630) loss_bbox_dn_0: 0.2973 (0.3263) loss_giou_dn_0: 0.5122 (0.5236) loss_class_dn_1: 0.3967 (0.3941) loss_bbox_dn_1: 0.2338 (0.2545) loss_giou_dn_1: 0.4100 (0.4354) loss_class_dn_2: 0.3717 (0.3738) loss_bbox_dn_2: 0.2238 (0.2339) loss_giou_dn_2: 0.3935 (0.4101) loss_class_dn_3: 0.3667 (0.3676) loss_bbox_dn_3: 0.2205 (0.2303) loss_giou_dn_3: 0.3862 (0.4048) loss_class_dn_4: 0.3634 (0.3650) loss_bbox_dn_4: 0.2209 (0.2294) loss_giou_dn_4: 0.3829 (0.4032) loss_class_hybrid: 0.6997 (0.7098) loss_bbox_hybrid: 0.1769 (0.1784) loss_giou_hybrid: 0.3687 (0.3998) loss_class_0_hybrid: 0.7710 (0.7841) loss_bbox_0_hybrid: 0.1830 (0.1853) loss_giou_0_hybrid: 0.3970 (0.4133) loss_class_1_hybrid: 0.7368 (0.7389) loss_bbox_1_hybrid: 0.1757 (0.1811) loss_giou_1_hybrid: 0.3870 (0.4051) loss_class_2_hybrid: 0.7073 (0.7233) loss_bbox_2_hybrid: 0.1752 (0.1787) loss_giou_2_hybrid: 0.3737 (0.4013) loss_class_3_hybrid: 0.6952 (0.7130) loss_bbox_3_hybrid: 0.1765 (0.1788) loss_giou_3_hybrid: 0.3748 (0.4005) loss_class_4_hybrid: 0.6903 (0.7094) loss_bbox_4_hybrid: 0.1767 (0.1788) loss_giou_4_hybrid: 0.3742 (0.4002) loss_class_enc_hybrid: 0.7408 (0.7593) loss_bbox_enc_hybrid: 0.2126 (0.2152) loss_giou_enc_hybrid: 0.4352 (0.4615) mem: 1017 max mem: 36965 [2024-01-16 00:42:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:42:55 det.util.engine] INFO: Epoch: [10] [750/11727] eta: 3:22:32 lr: 0.000010 data_time: 0.0032 iter_time: 1.0710 loss: 23.7796 (24.8980) loss_class: 0.6973 (0.7067) loss_bbox: 0.1419 (0.1671) loss_giou: 0.3371 (0.3728) loss_class_0: 0.8619 (0.8712) loss_bbox_0: 0.1520 (0.1679) loss_giou_0: 0.3347 (0.3760) loss_class_1: 0.7309 (0.7605) loss_bbox_1: 0.1484 (0.1672) loss_giou_1: 0.3296 (0.3742) loss_class_2: 0.7123 (0.7331) loss_bbox_2: 0.1454 (0.1657) loss_giou_2: 0.3417 (0.3723) loss_class_3: 0.6958 (0.7136) loss_bbox_3: 0.1449 (0.1671) loss_giou_3: 0.3397 (0.3736) loss_class_4: 0.6990 (0.7083) loss_bbox_4: 0.1419 (0.1670) loss_giou_4: 0.3442 (0.3728) loss_class_enc: 0.8020 (0.8303) loss_bbox_enc: 0.1734 (0.1936) loss_giou_enc: 0.3667 (0.4157) loss_class_dn: 0.3537 (0.3644) loss_bbox_dn: 0.2128 (0.2290) loss_giou_dn: 0.3925 (0.4031) loss_class_dn_0: 0.4590 (0.4630) loss_bbox_dn_0: 0.2973 (0.3256) loss_giou_dn_0: 0.4986 (0.5234) loss_class_dn_1: 0.3941 (0.3940) loss_bbox_dn_1: 0.2322 (0.2540) loss_giou_dn_1: 0.4189 (0.4352) loss_class_dn_2: 0.3667 (0.3737) loss_bbox_dn_2: 0.2142 (0.2335) loss_giou_dn_2: 0.3945 (0.4099) loss_class_dn_3: 0.3606 (0.3675) loss_bbox_dn_3: 0.2141 (0.2300) loss_giou_dn_3: 0.3925 (0.4047) loss_class_dn_4: 0.3572 (0.3650) loss_bbox_dn_4: 0.2129 (0.2290) loss_giou_dn_4: 0.3925 (0.4031) loss_class_hybrid: 0.6686 (0.7098) loss_bbox_hybrid: 0.1739 (0.1780) loss_giou_hybrid: 0.3680 (0.3997) loss_class_0_hybrid: 0.7757 (0.7842) loss_bbox_0_hybrid: 0.1784 (0.1849) loss_giou_0_hybrid: 0.3744 (0.4132) loss_class_1_hybrid: 0.7136 (0.7391) loss_bbox_1_hybrid: 0.1777 (0.1808) loss_giou_1_hybrid: 0.3708 (0.4051) loss_class_2_hybrid: 0.6984 (0.7235) loss_bbox_2_hybrid: 0.1766 (0.1783) loss_giou_2_hybrid: 0.3746 (0.4013) loss_class_3_hybrid: 0.6812 (0.7131) loss_bbox_3_hybrid: 0.1757 (0.1784) loss_giou_3_hybrid: 0.3691 (0.4004) loss_class_4_hybrid: 0.6726 (0.7095) loss_bbox_4_hybrid: 0.1745 (0.1783) loss_giou_4_hybrid: 0.3690 (0.4002) loss_class_enc_hybrid: 0.7535 (0.7598) loss_bbox_enc_hybrid: 0.2107 (0.2147) loss_giou_enc_hybrid: 0.4202 (0.4613) mem: 1025 max mem: 36965 [2024-01-16 00:42:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:43:51 det.util.engine] INFO: Epoch: [10] [800/11727] eta: 3:21:56 lr: 0.000010 data_time: 0.0030 iter_time: 1.1136 loss: 24.8116 (24.8841) loss_class: 0.6872 (0.7062) loss_bbox: 0.1620 (0.1667) loss_giou: 0.4231 (0.3732) loss_class_0: 0.8189 (0.8695) loss_bbox_0: 0.1571 (0.1675) loss_giou_0: 0.4212 (0.3766) loss_class_1: 0.7289 (0.7595) loss_bbox_1: 0.1605 (0.1669) loss_giou_1: 0.4305 (0.3747) loss_class_2: 0.6966 (0.7326) loss_bbox_2: 0.1619 (0.1653) loss_giou_2: 0.4177 (0.3727) loss_class_3: 0.6991 (0.7131) loss_bbox_3: 0.1624 (0.1667) loss_giou_3: 0.4234 (0.3740) loss_class_4: 0.6874 (0.7078) loss_bbox_4: 0.1626 (0.1666) loss_giou_4: 0.4230 (0.3732) loss_class_enc: 0.7866 (0.8291) loss_bbox_enc: 0.1801 (0.1931) loss_giou_enc: 0.4542 (0.4160) loss_class_dn: 0.3748 (0.3643) loss_bbox_dn: 0.2088 (0.2284) loss_giou_dn: 0.4093 (0.4036) loss_class_dn_0: 0.4570 (0.4627) loss_bbox_dn_0: 0.2959 (0.3245) loss_giou_dn_0: 0.5302 (0.5235) loss_class_dn_1: 0.4009 (0.3938) loss_bbox_dn_1: 0.2374 (0.2532) loss_giou_dn_1: 0.4367 (0.4355) loss_class_dn_2: 0.3799 (0.3736) loss_bbox_dn_2: 0.2116 (0.2328) loss_giou_dn_2: 0.4153 (0.4104) loss_class_dn_3: 0.3765 (0.3675) loss_bbox_dn_3: 0.2088 (0.2293) loss_giou_dn_3: 0.4114 (0.4052) loss_class_dn_4: 0.3769 (0.3649) loss_bbox_dn_4: 0.2088 (0.2284) loss_giou_dn_4: 0.4092 (0.4036) loss_class_hybrid: 0.6862 (0.7088) loss_bbox_hybrid: 0.1739 (0.1778) loss_giou_hybrid: 0.4373 (0.4003) loss_class_0_hybrid: 0.7427 (0.7829) loss_bbox_0_hybrid: 0.1791 (0.1846) loss_giou_0_hybrid: 0.4420 (0.4137) loss_class_1_hybrid: 0.6996 (0.7379) loss_bbox_1_hybrid: 0.1743 (0.1805) loss_giou_1_hybrid: 0.4385 (0.4056) loss_class_2_hybrid: 0.6834 (0.7224) loss_bbox_2_hybrid: 0.1698 (0.1781) loss_giou_2_hybrid: 0.4374 (0.4018) loss_class_3_hybrid: 0.6800 (0.7121) loss_bbox_3_hybrid: 0.1719 (0.1782) loss_giou_3_hybrid: 0.4404 (0.4010) loss_class_4_hybrid: 0.6838 (0.7085) loss_bbox_4_hybrid: 0.1738 (0.1781) loss_giou_4_hybrid: 0.4389 (0.4007) loss_class_enc_hybrid: 0.7337 (0.7589) loss_bbox_enc_hybrid: 0.1999 (0.2143) loss_giou_enc_hybrid: 0.4793 (0.4616) mem: 1033 max mem: 36965 [2024-01-16 00:43:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:44:46 det.util.engine] INFO: Epoch: [10] [850/11727] eta: 3:20:52 lr: 0.000010 data_time: 0.0030 iter_time: 1.0954 loss: 24.1361 (24.8813) loss_class: 0.7159 (0.7062) loss_bbox: 0.1571 (0.1664) loss_giou: 0.3516 (0.3737) loss_class_0: 0.8597 (0.8698) loss_bbox_0: 0.1580 (0.1670) loss_giou_0: 0.3579 (0.3768) loss_class_1: 0.7419 (0.7596) loss_bbox_1: 0.1561 (0.1664) loss_giou_1: 0.3506 (0.3750) loss_class_2: 0.7223 (0.7324) loss_bbox_2: 0.1543 (0.1650) loss_giou_2: 0.3472 (0.3732) loss_class_3: 0.7001 (0.7131) loss_bbox_3: 0.1534 (0.1663) loss_giou_3: 0.3555 (0.3744) loss_class_4: 0.7229 (0.7078) loss_bbox_4: 0.1567 (0.1662) loss_giou_4: 0.3518 (0.3736) loss_class_enc: 0.8122 (0.8290) loss_bbox_enc: 0.1732 (0.1925) loss_giou_enc: 0.3984 (0.4166) loss_class_dn: 0.3679 (0.3644) loss_bbox_dn: 0.2117 (0.2277) loss_giou_dn: 0.3924 (0.4040) loss_class_dn_0: 0.4598 (0.4626) loss_bbox_dn_0: 0.2831 (0.3237) loss_giou_dn_0: 0.5007 (0.5239) loss_class_dn_1: 0.3975 (0.3938) loss_bbox_dn_1: 0.2212 (0.2524) loss_giou_dn_1: 0.4168 (0.4359) loss_class_dn_2: 0.3781 (0.3737) loss_bbox_dn_2: 0.2094 (0.2321) loss_giou_dn_2: 0.3946 (0.4108) loss_class_dn_3: 0.3697 (0.3675) loss_bbox_dn_3: 0.2117 (0.2287) loss_giou_dn_3: 0.3947 (0.4056) loss_class_dn_4: 0.3709 (0.3650) loss_bbox_dn_4: 0.2117 (0.2277) loss_giou_dn_4: 0.3923 (0.4040) loss_class_hybrid: 0.6921 (0.7084) loss_bbox_hybrid: 0.1738 (0.1775) loss_giou_hybrid: 0.3743 (0.4008) loss_class_0_hybrid: 0.7557 (0.7825) loss_bbox_0_hybrid: 0.1705 (0.1842) loss_giou_0_hybrid: 0.3896 (0.4142) loss_class_1_hybrid: 0.7191 (0.7374) loss_bbox_1_hybrid: 0.1734 (0.1802) loss_giou_1_hybrid: 0.3876 (0.4062) loss_class_2_hybrid: 0.7033 (0.7220) loss_bbox_2_hybrid: 0.1745 (0.1778) loss_giou_2_hybrid: 0.3781 (0.4023) loss_class_3_hybrid: 0.6938 (0.7118) loss_bbox_3_hybrid: 0.1738 (0.1779) loss_giou_3_hybrid: 0.3771 (0.4016) loss_class_4_hybrid: 0.6904 (0.7082) loss_bbox_4_hybrid: 0.1753 (0.1779) loss_giou_4_hybrid: 0.3752 (0.4013) loss_class_enc_hybrid: 0.7459 (0.7583) loss_bbox_enc_hybrid: 0.1954 (0.2139) loss_giou_enc_hybrid: 0.4352 (0.4623) mem: 1033 max mem: 36965 [2024-01-16 00:44:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:45:40 det.util.engine] INFO: Epoch: [10] [900/11727] eta: 3:19:40 lr: 0.000010 data_time: 0.0029 iter_time: 1.0696 loss: 24.6390 (24.8613) loss_class: 0.7021 (0.7065) loss_bbox: 0.1643 (0.1663) loss_giou: 0.3610 (0.3729) loss_class_0: 0.8556 (0.8695) loss_bbox_0: 0.1520 (0.1669) loss_giou_0: 0.3475 (0.3761) loss_class_1: 0.7455 (0.7598) loss_bbox_1: 0.1553 (0.1664) loss_giou_1: 0.3520 (0.3744) loss_class_2: 0.7345 (0.7323) loss_bbox_2: 0.1570 (0.1650) loss_giou_2: 0.3558 (0.3724) loss_class_3: 0.7291 (0.7133) loss_bbox_3: 0.1615 (0.1663) loss_giou_3: 0.3565 (0.3737) loss_class_4: 0.6992 (0.7083) loss_bbox_4: 0.1610 (0.1661) loss_giou_4: 0.3609 (0.3728) loss_class_enc: 0.8389 (0.8289) loss_bbox_enc: 0.1687 (0.1925) loss_giou_enc: 0.3902 (0.4158) loss_class_dn: 0.3653 (0.3643) loss_bbox_dn: 0.1936 (0.2276) loss_giou_dn: 0.3909 (0.4031) loss_class_dn_0: 0.4618 (0.4625) loss_bbox_dn_0: 0.2773 (0.3232) loss_giou_dn_0: 0.4937 (0.5228) loss_class_dn_1: 0.3908 (0.3937) loss_bbox_dn_1: 0.2137 (0.2521) loss_giou_dn_1: 0.4186 (0.4350) loss_class_dn_2: 0.3740 (0.3735) loss_bbox_dn_2: 0.1958 (0.2320) loss_giou_dn_2: 0.3999 (0.4099) loss_class_dn_3: 0.3688 (0.3675) loss_bbox_dn_3: 0.1936 (0.2285) loss_giou_dn_3: 0.3935 (0.4047) loss_class_dn_4: 0.3658 (0.3649) loss_bbox_dn_4: 0.1935 (0.2276) loss_giou_dn_4: 0.3909 (0.4031) loss_class_hybrid: 0.7036 (0.7085) loss_bbox_hybrid: 0.1646 (0.1774) loss_giou_hybrid: 0.3724 (0.3999) loss_class_0_hybrid: 0.7643 (0.7824) loss_bbox_0_hybrid: 0.1686 (0.1840) loss_giou_0_hybrid: 0.3829 (0.4132) loss_class_1_hybrid: 0.7089 (0.7374) loss_bbox_1_hybrid: 0.1646 (0.1801) loss_giou_1_hybrid: 0.3767 (0.4053) loss_class_2_hybrid: 0.7111 (0.7220) loss_bbox_2_hybrid: 0.1653 (0.1777) loss_giou_2_hybrid: 0.3744 (0.4014) loss_class_3_hybrid: 0.7069 (0.7120) loss_bbox_3_hybrid: 0.1637 (0.1778) loss_giou_3_hybrid: 0.3730 (0.4006) loss_class_4_hybrid: 0.7032 (0.7083) loss_bbox_4_hybrid: 0.1633 (0.1778) loss_giou_4_hybrid: 0.3733 (0.4003) loss_class_enc_hybrid: 0.7313 (0.7583) loss_bbox_enc_hybrid: 0.1951 (0.2136) loss_giou_enc_hybrid: 0.4333 (0.4612) mem: 1016 max mem: 36965 [2024-01-16 00:45:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:46:35 det.util.engine] INFO: Epoch: [10] [950/11727] eta: 3:18:36 lr: 0.000010 data_time: 0.0033 iter_time: 1.0848 loss: 23.7582 (24.8289) loss_class: 0.6760 (0.7051) loss_bbox: 0.1629 (0.1664) loss_giou: 0.3441 (0.3722) loss_class_0: 0.8209 (0.8685) loss_bbox_0: 0.1596 (0.1668) loss_giou_0: 0.3536 (0.3754) loss_class_1: 0.6956 (0.7583) loss_bbox_1: 0.1676 (0.1666) loss_giou_1: 0.3499 (0.3738) loss_class_2: 0.6836 (0.7310) loss_bbox_2: 0.1671 (0.1651) loss_giou_2: 0.3501 (0.3717) loss_class_3: 0.6719 (0.7121) loss_bbox_3: 0.1626 (0.1664) loss_giou_3: 0.3411 (0.3730) loss_class_4: 0.6759 (0.7071) loss_bbox_4: 0.1643 (0.1662) loss_giou_4: 0.3409 (0.3722) loss_class_enc: 0.7991 (0.8280) loss_bbox_enc: 0.1802 (0.1924) loss_giou_enc: 0.3890 (0.4150) loss_class_dn: 0.3539 (0.3639) loss_bbox_dn: 0.2319 (0.2276) loss_giou_dn: 0.3815 (0.4024) loss_class_dn_0: 0.4608 (0.4624) loss_bbox_dn_0: 0.3219 (0.3234) loss_giou_dn_0: 0.5142 (0.5219) loss_class_dn_1: 0.3896 (0.3934) loss_bbox_dn_1: 0.2524 (0.2522) loss_giou_dn_1: 0.4157 (0.4342) loss_class_dn_2: 0.3628 (0.3732) loss_bbox_dn_2: 0.2344 (0.2320) loss_giou_dn_2: 0.3906 (0.4091) loss_class_dn_3: 0.3578 (0.3671) loss_bbox_dn_3: 0.2336 (0.2285) loss_giou_dn_3: 0.3852 (0.4039) loss_class_dn_4: 0.3527 (0.3645) loss_bbox_dn_4: 0.2318 (0.2276) loss_giou_dn_4: 0.3814 (0.4023) loss_class_hybrid: 0.6929 (0.7073) loss_bbox_hybrid: 0.1708 (0.1773) loss_giou_hybrid: 0.3579 (0.3991) loss_class_0_hybrid: 0.7547 (0.7817) loss_bbox_0_hybrid: 0.1732 (0.1839) loss_giou_0_hybrid: 0.3770 (0.4123) loss_class_1_hybrid: 0.7087 (0.7363) loss_bbox_1_hybrid: 0.1703 (0.1800) loss_giou_1_hybrid: 0.3701 (0.4044) loss_class_2_hybrid: 0.7007 (0.7210) loss_bbox_2_hybrid: 0.1729 (0.1776) loss_giou_2_hybrid: 0.3612 (0.4005) loss_class_3_hybrid: 0.6882 (0.7110) loss_bbox_3_hybrid: 0.1717 (0.1777) loss_giou_3_hybrid: 0.3587 (0.3998) loss_class_4_hybrid: 0.6908 (0.7073) loss_bbox_4_hybrid: 0.1698 (0.1776) loss_giou_4_hybrid: 0.3573 (0.3995) loss_class_enc_hybrid: 0.7560 (0.7576) loss_bbox_enc_hybrid: 0.2073 (0.2135) loss_giou_enc_hybrid: 0.4292 (0.4603) mem: 1028 max mem: 36965 [2024-01-16 00:46:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:47:30 det.util.engine] INFO: Epoch: [10] [1000/11727] eta: 3:17:36 lr: 0.000010 data_time: 0.0031 iter_time: 1.1246 loss: 25.8880 (24.8590) loss_class: 0.7081 (0.7058) loss_bbox: 0.1538 (0.1665) loss_giou: 0.3514 (0.3731) loss_class_0: 0.8710 (0.8687) loss_bbox_0: 0.1590 (0.1669) loss_giou_0: 0.3623 (0.3760) loss_class_1: 0.7524 (0.7589) loss_bbox_1: 0.1600 (0.1668) loss_giou_1: 0.3495 (0.3745) loss_class_2: 0.7216 (0.7317) loss_bbox_2: 0.1527 (0.1652) loss_giou_2: 0.3467 (0.3725) loss_class_3: 0.7069 (0.7130) loss_bbox_3: 0.1578 (0.1665) loss_giou_3: 0.3678 (0.3738) loss_class_4: 0.7123 (0.7078) loss_bbox_4: 0.1560 (0.1663) loss_giou_4: 0.3528 (0.3730) loss_class_enc: 0.7971 (0.8281) loss_bbox_enc: 0.1841 (0.1927) loss_giou_enc: 0.4276 (0.4158) loss_class_dn: 0.3723 (0.3644) loss_bbox_dn: 0.2217 (0.2280) loss_giou_dn: 0.4230 (0.4030) loss_class_dn_0: 0.4596 (0.4626) loss_bbox_dn_0: 0.3033 (0.3237) loss_giou_dn_0: 0.5436 (0.5225) loss_class_dn_1: 0.4045 (0.3937) loss_bbox_dn_1: 0.2418 (0.2526) loss_giou_dn_1: 0.4593 (0.4348) loss_class_dn_2: 0.3829 (0.3736) loss_bbox_dn_2: 0.2262 (0.2324) loss_giou_dn_2: 0.4297 (0.4098) loss_class_dn_3: 0.3766 (0.3676) loss_bbox_dn_3: 0.2230 (0.2289) loss_giou_dn_3: 0.4247 (0.4046) loss_class_dn_4: 0.3742 (0.3650) loss_bbox_dn_4: 0.2216 (0.2280) loss_giou_dn_4: 0.4231 (0.4030) loss_class_hybrid: 0.7067 (0.7075) loss_bbox_hybrid: 0.1689 (0.1777) loss_giou_hybrid: 0.4021 (0.4003) loss_class_0_hybrid: 0.7529 (0.7815) loss_bbox_0_hybrid: 0.1834 (0.1843) loss_giou_0_hybrid: 0.4176 (0.4135) loss_class_1_hybrid: 0.7088 (0.7363) loss_bbox_1_hybrid: 0.1792 (0.1804) loss_giou_1_hybrid: 0.3996 (0.4056) loss_class_2_hybrid: 0.7059 (0.7211) loss_bbox_2_hybrid: 0.1746 (0.1779) loss_giou_2_hybrid: 0.4040 (0.4017) loss_class_3_hybrid: 0.7060 (0.7113) loss_bbox_3_hybrid: 0.1728 (0.1780) loss_giou_3_hybrid: 0.4035 (0.4010) loss_class_4_hybrid: 0.6985 (0.7076) loss_bbox_4_hybrid: 0.1709 (0.1780) loss_giou_4_hybrid: 0.4047 (0.4007) loss_class_enc_hybrid: 0.7199 (0.7575) loss_bbox_enc_hybrid: 0.2231 (0.2139) loss_giou_enc_hybrid: 0.4664 (0.4613) mem: 1031 max mem: 36965 [2024-01-16 00:47:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:48:24 det.util.engine] INFO: Epoch: [10] [1050/11727] eta: 3:16:30 lr: 0.000010 data_time: 0.0031 iter_time: 1.1046 loss: 24.8476 (24.8510) loss_class: 0.6947 (0.7054) loss_bbox: 0.1620 (0.1667) loss_giou: 0.3281 (0.3731) loss_class_0: 0.8391 (0.8680) loss_bbox_0: 0.1598 (0.1670) loss_giou_0: 0.3581 (0.3763) loss_class_1: 0.7428 (0.7581) loss_bbox_1: 0.1663 (0.1670) loss_giou_1: 0.3395 (0.3747) loss_class_2: 0.7174 (0.7312) loss_bbox_2: 0.1622 (0.1654) loss_giou_2: 0.3416 (0.3727) loss_class_3: 0.7040 (0.7126) loss_bbox_3: 0.1640 (0.1666) loss_giou_3: 0.3285 (0.3738) loss_class_4: 0.7224 (0.7074) loss_bbox_4: 0.1628 (0.1664) loss_giou_4: 0.3281 (0.3730) loss_class_enc: 0.8113 (0.8274) loss_bbox_enc: 0.1947 (0.1927) loss_giou_enc: 0.3957 (0.4160) loss_class_dn: 0.3599 (0.3642) loss_bbox_dn: 0.2450 (0.2277) loss_giou_dn: 0.4022 (0.4030) loss_class_dn_0: 0.4629 (0.4624) loss_bbox_dn_0: 0.3328 (0.3232) loss_giou_dn_0: 0.5072 (0.5223) loss_class_dn_1: 0.3909 (0.3935) loss_bbox_dn_1: 0.2610 (0.2522) loss_giou_dn_1: 0.4317 (0.4347) loss_class_dn_2: 0.3730 (0.3735) loss_bbox_dn_2: 0.2436 (0.2320) loss_giou_dn_2: 0.4080 (0.4097) loss_class_dn_3: 0.3625 (0.3674) loss_bbox_dn_3: 0.2446 (0.2286) loss_giou_dn_3: 0.4046 (0.4045) loss_class_dn_4: 0.3584 (0.3648) loss_bbox_dn_4: 0.2450 (0.2277) loss_giou_dn_4: 0.4022 (0.4029) loss_class_hybrid: 0.7023 (0.7068) loss_bbox_hybrid: 0.1845 (0.1779) loss_giou_hybrid: 0.3578 (0.4006) loss_class_0_hybrid: 0.7612 (0.7809) loss_bbox_0_hybrid: 0.1888 (0.1844) loss_giou_0_hybrid: 0.3618 (0.4137) loss_class_1_hybrid: 0.7148 (0.7356) loss_bbox_1_hybrid: 0.1903 (0.1806) loss_giou_1_hybrid: 0.3579 (0.4059) loss_class_2_hybrid: 0.6990 (0.7204) loss_bbox_2_hybrid: 0.1857 (0.1781) loss_giou_2_hybrid: 0.3533 (0.4020) loss_class_3_hybrid: 0.7064 (0.7105) loss_bbox_3_hybrid: 0.1828 (0.1782) loss_giou_3_hybrid: 0.3584 (0.4013) loss_class_4_hybrid: 0.7014 (0.7068) loss_bbox_4_hybrid: 0.1811 (0.1782) loss_giou_4_hybrid: 0.3596 (0.4010) loss_class_enc_hybrid: 0.7630 (0.7568) loss_bbox_enc_hybrid: 0.2152 (0.2140) loss_giou_enc_hybrid: 0.4115 (0.4615) mem: 1036 max mem: 36965 [2024-01-16 00:48:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:49:19 det.util.engine] INFO: Epoch: [10] [1100/11727] eta: 3:15:36 lr: 0.000010 data_time: 0.0030 iter_time: 1.0838 loss: 24.4712 (24.8372) loss_class: 0.6973 (0.7055) loss_bbox: 0.1583 (0.1665) loss_giou: 0.3969 (0.3728) loss_class_0: 0.8666 (0.8679) loss_bbox_0: 0.1586 (0.1668) loss_giou_0: 0.3922 (0.3758) loss_class_1: 0.7486 (0.7580) loss_bbox_1: 0.1595 (0.1667) loss_giou_1: 0.3783 (0.3743) loss_class_2: 0.7061 (0.7313) loss_bbox_2: 0.1602 (0.1652) loss_giou_2: 0.3886 (0.3723) loss_class_3: 0.6868 (0.7126) loss_bbox_3: 0.1591 (0.1663) loss_giou_3: 0.3939 (0.3734) loss_class_4: 0.6977 (0.7075) loss_bbox_4: 0.1564 (0.1662) loss_giou_4: 0.3970 (0.3727) loss_class_enc: 0.7910 (0.8270) loss_bbox_enc: 0.1874 (0.1924) loss_giou_enc: 0.4224 (0.4155) loss_class_dn: 0.3566 (0.3642) loss_bbox_dn: 0.1883 (0.2274) loss_giou_dn: 0.4012 (0.4024) loss_class_dn_0: 0.4563 (0.4623) loss_bbox_dn_0: 0.2922 (0.3227) loss_giou_dn_0: 0.5319 (0.5216) loss_class_dn_1: 0.3909 (0.3936) loss_bbox_dn_1: 0.2129 (0.2519) loss_giou_dn_1: 0.4425 (0.4342) loss_class_dn_2: 0.3646 (0.3735) loss_bbox_dn_2: 0.1977 (0.2318) loss_giou_dn_2: 0.4119 (0.4092) loss_class_dn_3: 0.3601 (0.3673) loss_bbox_dn_3: 0.1907 (0.2283) loss_giou_dn_3: 0.4033 (0.4039) loss_class_dn_4: 0.3580 (0.3648) loss_bbox_dn_4: 0.1884 (0.2274) loss_giou_dn_4: 0.4014 (0.4024) loss_class_hybrid: 0.6895 (0.7068) loss_bbox_hybrid: 0.1771 (0.1777) loss_giou_hybrid: 0.4160 (0.4003) loss_class_0_hybrid: 0.7590 (0.7809) loss_bbox_0_hybrid: 0.1811 (0.1842) loss_giou_0_hybrid: 0.4336 (0.4133) loss_class_1_hybrid: 0.7199 (0.7356) loss_bbox_1_hybrid: 0.1731 (0.1804) loss_giou_1_hybrid: 0.4229 (0.4055) loss_class_2_hybrid: 0.6944 (0.7205) loss_bbox_2_hybrid: 0.1740 (0.1779) loss_giou_2_hybrid: 0.4200 (0.4017) loss_class_3_hybrid: 0.6883 (0.7106) loss_bbox_3_hybrid: 0.1756 (0.1780) loss_giou_3_hybrid: 0.4198 (0.4009) loss_class_4_hybrid: 0.6913 (0.7070) loss_bbox_4_hybrid: 0.1787 (0.1781) loss_giou_4_hybrid: 0.4187 (0.4006) loss_class_enc_hybrid: 0.7558 (0.7566) loss_bbox_enc_hybrid: 0.2110 (0.2138) loss_giou_enc_hybrid: 0.4697 (0.4610) mem: 1028 max mem: 36965 [2024-01-16 00:49:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:50:15 det.util.engine] INFO: Epoch: [10] [1150/11727] eta: 3:14:45 lr: 0.000010 data_time: 0.0029 iter_time: 1.1602 loss: 24.2693 (24.8261) loss_class: 0.6736 (0.7044) loss_bbox: 0.1601 (0.1667) loss_giou: 0.3564 (0.3731) loss_class_0: 0.8320 (0.8667) loss_bbox_0: 0.1668 (0.1668) loss_giou_0: 0.3605 (0.3760) loss_class_1: 0.7248 (0.7570) loss_bbox_1: 0.1631 (0.1668) loss_giou_1: 0.3559 (0.3745) loss_class_2: 0.7197 (0.7303) loss_bbox_2: 0.1635 (0.1654) loss_giou_2: 0.3529 (0.3725) loss_class_3: 0.6893 (0.7117) loss_bbox_3: 0.1611 (0.1666) loss_giou_3: 0.3501 (0.3737) loss_class_4: 0.6777 (0.7065) loss_bbox_4: 0.1628 (0.1665) loss_giou_4: 0.3590 (0.3729) loss_class_enc: 0.8113 (0.8260) loss_bbox_enc: 0.1926 (0.1925) loss_giou_enc: 0.3968 (0.4156) loss_class_dn: 0.3521 (0.3641) loss_bbox_dn: 0.2087 (0.2275) loss_giou_dn: 0.3862 (0.4022) loss_class_dn_0: 0.4657 (0.4622) loss_bbox_dn_0: 0.3254 (0.3227) loss_giou_dn_0: 0.5038 (0.5215) loss_class_dn_1: 0.3911 (0.3935) loss_bbox_dn_1: 0.2379 (0.2519) loss_giou_dn_1: 0.4178 (0.4341) loss_class_dn_2: 0.3665 (0.3734) loss_bbox_dn_2: 0.2144 (0.2318) loss_giou_dn_2: 0.3934 (0.4090) loss_class_dn_3: 0.3614 (0.3673) loss_bbox_dn_3: 0.2111 (0.2283) loss_giou_dn_3: 0.3880 (0.4038) loss_class_dn_4: 0.3569 (0.3647) loss_bbox_dn_4: 0.2086 (0.2275) loss_giou_dn_4: 0.3861 (0.4022) loss_class_hybrid: 0.6941 (0.7057) loss_bbox_hybrid: 0.1651 (0.1779) loss_giou_hybrid: 0.3826 (0.4004) loss_class_0_hybrid: 0.7767 (0.7801) loss_bbox_0_hybrid: 0.1708 (0.1843) loss_giou_0_hybrid: 0.3901 (0.4133) loss_class_1_hybrid: 0.7310 (0.7347) loss_bbox_1_hybrid: 0.1674 (0.1806) loss_giou_1_hybrid: 0.3918 (0.4055) loss_class_2_hybrid: 0.7100 (0.7195) loss_bbox_2_hybrid: 0.1646 (0.1781) loss_giou_2_hybrid: 0.3859 (0.4017) loss_class_3_hybrid: 0.6951 (0.7096) loss_bbox_3_hybrid: 0.1666 (0.1782) loss_giou_3_hybrid: 0.3828 (0.4010) loss_class_4_hybrid: 0.6879 (0.7060) loss_bbox_4_hybrid: 0.1625 (0.1782) loss_giou_4_hybrid: 0.3845 (0.4007) loss_class_enc_hybrid: 0.7364 (0.7558) loss_bbox_enc_hybrid: 0.2014 (0.2139) loss_giou_enc_hybrid: 0.4379 (0.4610) mem: 1027 max mem: 36965 [2024-01-16 00:50:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:51:10 det.util.engine] INFO: Epoch: [10] [1200/11727] eta: 3:13:53 lr: 0.000010 data_time: 0.0032 iter_time: 1.1323 loss: 25.5378 (24.8157) loss_class: 0.7261 (0.7042) loss_bbox: 0.1614 (0.1665) loss_giou: 0.3486 (0.3727) loss_class_0: 0.8799 (0.8668) loss_bbox_0: 0.1599 (0.1666) loss_giou_0: 0.3531 (0.3756) loss_class_1: 0.7798 (0.7567) loss_bbox_1: 0.1641 (0.1667) loss_giou_1: 0.3411 (0.3742) loss_class_2: 0.7322 (0.7300) loss_bbox_2: 0.1631 (0.1652) loss_giou_2: 0.3388 (0.3721) loss_class_3: 0.7202 (0.7114) loss_bbox_3: 0.1592 (0.1664) loss_giou_3: 0.3505 (0.3733) loss_class_4: 0.7198 (0.7062) loss_bbox_4: 0.1616 (0.1663) loss_giou_4: 0.3504 (0.3726) loss_class_enc: 0.8437 (0.8261) loss_bbox_enc: 0.1969 (0.1926) loss_giou_enc: 0.3842 (0.4153) loss_class_dn: 0.3655 (0.3641) loss_bbox_dn: 0.2344 (0.2277) loss_giou_dn: 0.4060 (0.4020) loss_class_dn_0: 0.4633 (0.4622) loss_bbox_dn_0: 0.3142 (0.3228) loss_giou_dn_0: 0.5074 (0.5212) loss_class_dn_1: 0.3980 (0.3935) loss_bbox_dn_1: 0.2459 (0.2521) loss_giou_dn_1: 0.4303 (0.4339) loss_class_dn_2: 0.3747 (0.3734) loss_bbox_dn_2: 0.2379 (0.2320) loss_giou_dn_2: 0.4147 (0.4088) loss_class_dn_3: 0.3677 (0.3672) loss_bbox_dn_3: 0.2351 (0.2286) loss_giou_dn_3: 0.4069 (0.4036) loss_class_dn_4: 0.3647 (0.3647) loss_bbox_dn_4: 0.2344 (0.2277) loss_giou_dn_4: 0.4057 (0.4020) loss_class_hybrid: 0.7149 (0.7055) loss_bbox_hybrid: 0.1700 (0.1778) loss_giou_hybrid: 0.3748 (0.3999) loss_class_0_hybrid: 0.7770 (0.7799) loss_bbox_0_hybrid: 0.1794 (0.1842) loss_giou_0_hybrid: 0.3860 (0.4129) loss_class_1_hybrid: 0.7401 (0.7344) loss_bbox_1_hybrid: 0.1749 (0.1804) loss_giou_1_hybrid: 0.3804 (0.4051) loss_class_2_hybrid: 0.7289 (0.7194) loss_bbox_2_hybrid: 0.1744 (0.1780) loss_giou_2_hybrid: 0.3749 (0.4013) loss_class_3_hybrid: 0.7141 (0.7094) loss_bbox_3_hybrid: 0.1724 (0.1781) loss_giou_3_hybrid: 0.3757 (0.4006) loss_class_4_hybrid: 0.7108 (0.7057) loss_bbox_4_hybrid: 0.1713 (0.1781) loss_giou_4_hybrid: 0.3755 (0.4003) loss_class_enc_hybrid: 0.7484 (0.7557) loss_bbox_enc_hybrid: 0.2077 (0.2138) loss_giou_enc_hybrid: 0.4421 (0.4604) mem: 1032 max mem: 36965 [2024-01-16 00:51:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:52:04 det.util.engine] INFO: Epoch: [10] [1250/11727] eta: 3:12:45 lr: 0.000010 data_time: 0.0031 iter_time: 1.0425 loss: 25.0511 (24.8011) loss_class: 0.6975 (0.7040) loss_bbox: 0.1555 (0.1666) loss_giou: 0.3784 (0.3718) loss_class_0: 0.8401 (0.8668) loss_bbox_0: 0.1601 (0.1666) loss_giou_0: 0.3867 (0.3748) loss_class_1: 0.7486 (0.7569) loss_bbox_1: 0.1541 (0.1667) loss_giou_1: 0.3820 (0.3733) loss_class_2: 0.7319 (0.7299) loss_bbox_2: 0.1522 (0.1652) loss_giou_2: 0.3722 (0.3712) loss_class_3: 0.6814 (0.7113) loss_bbox_3: 0.1562 (0.1664) loss_giou_3: 0.3787 (0.3724) loss_class_4: 0.6879 (0.7060) loss_bbox_4: 0.1565 (0.1664) loss_giou_4: 0.3783 (0.3717) loss_class_enc: 0.7951 (0.8264) loss_bbox_enc: 0.1874 (0.1925) loss_giou_enc: 0.4199 (0.4144) loss_class_dn: 0.3695 (0.3638) loss_bbox_dn: 0.2226 (0.2283) loss_giou_dn: 0.4125 (0.4014) loss_class_dn_0: 0.4644 (0.4620) loss_bbox_dn_0: 0.3246 (0.3237) loss_giou_dn_0: 0.5377 (0.5207) loss_class_dn_1: 0.3935 (0.3933) loss_bbox_dn_1: 0.2529 (0.2528) loss_giou_dn_1: 0.4448 (0.4333) loss_class_dn_2: 0.3782 (0.3731) loss_bbox_dn_2: 0.2323 (0.2327) loss_giou_dn_2: 0.4225 (0.4081) loss_class_dn_3: 0.3727 (0.3670) loss_bbox_dn_3: 0.2230 (0.2292) loss_giou_dn_3: 0.4150 (0.4029) loss_class_dn_4: 0.3699 (0.3644) loss_bbox_dn_4: 0.2227 (0.2283) loss_giou_dn_4: 0.4125 (0.4014) loss_class_hybrid: 0.6947 (0.7056) loss_bbox_hybrid: 0.1666 (0.1777) loss_giou_hybrid: 0.4093 (0.3988) loss_class_0_hybrid: 0.7699 (0.7801) loss_bbox_0_hybrid: 0.1792 (0.1840) loss_giou_0_hybrid: 0.4111 (0.4117) loss_class_1_hybrid: 0.7355 (0.7346) loss_bbox_1_hybrid: 0.1748 (0.1803) loss_giou_1_hybrid: 0.4147 (0.4039) loss_class_2_hybrid: 0.7058 (0.7196) loss_bbox_2_hybrid: 0.1740 (0.1778) loss_giou_2_hybrid: 0.4110 (0.4002) loss_class_3_hybrid: 0.6867 (0.7097) loss_bbox_3_hybrid: 0.1699 (0.1780) loss_giou_3_hybrid: 0.4088 (0.3994) loss_class_4_hybrid: 0.6926 (0.7058) loss_bbox_4_hybrid: 0.1712 (0.1780) loss_giou_4_hybrid: 0.4095 (0.3991) loss_class_enc_hybrid: 0.7292 (0.7559) loss_bbox_enc_hybrid: 0.2093 (0.2137) loss_giou_enc_hybrid: 0.4637 (0.4593) mem: 1017 max mem: 36965 [2024-01-16 00:52:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:52:59 det.util.engine] INFO: Epoch: [10] [1300/11727] eta: 3:11:44 lr: 0.000010 data_time: 0.0030 iter_time: 1.0828 loss: 23.3946 (24.7520) loss_class: 0.6496 (0.7031) loss_bbox: 0.1525 (0.1661) loss_giou: 0.3306 (0.3706) loss_class_0: 0.8133 (0.8662) loss_bbox_0: 0.1563 (0.1660) loss_giou_0: 0.3281 (0.3736) loss_class_1: 0.6800 (0.7557) loss_bbox_1: 0.1615 (0.1662) loss_giou_1: 0.3400 (0.3721) loss_class_2: 0.6804 (0.7290) loss_bbox_2: 0.1578 (0.1647) loss_giou_2: 0.3338 (0.3700) loss_class_3: 0.6498 (0.7102) loss_bbox_3: 0.1571 (0.1659) loss_giou_3: 0.3318 (0.3712) loss_class_4: 0.6523 (0.7052) loss_bbox_4: 0.1581 (0.1658) loss_giou_4: 0.3279 (0.3705) loss_class_enc: 0.7797 (0.8262) loss_bbox_enc: 0.1765 (0.1919) loss_giou_enc: 0.3681 (0.4131) loss_class_dn: 0.3543 (0.3635) loss_bbox_dn: 0.2145 (0.2277) loss_giou_dn: 0.3595 (0.4001) loss_class_dn_0: 0.4494 (0.4618) loss_bbox_dn_0: 0.3207 (0.3230) loss_giou_dn_0: 0.4821 (0.5193) loss_class_dn_1: 0.3843 (0.3928) loss_bbox_dn_1: 0.2579 (0.2522) loss_giou_dn_1: 0.3996 (0.4319) loss_class_dn_2: 0.3628 (0.3727) loss_bbox_dn_2: 0.2262 (0.2321) loss_giou_dn_2: 0.3730 (0.4068) loss_class_dn_3: 0.3564 (0.3665) loss_bbox_dn_3: 0.2162 (0.2286) loss_giou_dn_3: 0.3635 (0.4016) loss_class_dn_4: 0.3539 (0.3640) loss_bbox_dn_4: 0.2147 (0.2277) loss_giou_dn_4: 0.3597 (0.4001) loss_class_hybrid: 0.6927 (0.7051) loss_bbox_hybrid: 0.1615 (0.1772) loss_giou_hybrid: 0.3363 (0.3974) loss_class_0_hybrid: 0.7549 (0.7800) loss_bbox_0_hybrid: 0.1644 (0.1834) loss_giou_0_hybrid: 0.3535 (0.4102) loss_class_1_hybrid: 0.6995 (0.7340) loss_bbox_1_hybrid: 0.1644 (0.1797) loss_giou_1_hybrid: 0.3454 (0.4025) loss_class_2_hybrid: 0.7009 (0.7192) loss_bbox_2_hybrid: 0.1580 (0.1772) loss_giou_2_hybrid: 0.3413 (0.3987) loss_class_3_hybrid: 0.6882 (0.7091) loss_bbox_3_hybrid: 0.1632 (0.1774) loss_giou_3_hybrid: 0.3418 (0.3980) loss_class_4_hybrid: 0.6915 (0.7053) loss_bbox_4_hybrid: 0.1616 (0.1775) loss_giou_4_hybrid: 0.3357 (0.3977) loss_class_enc_hybrid: 0.7451 (0.7559) loss_bbox_enc_hybrid: 0.1958 (0.2131) loss_giou_enc_hybrid: 0.3934 (0.4578) mem: 1032 max mem: 36965 [2024-01-16 00:52:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:53:52 det.util.engine] INFO: Epoch: [10] [1350/11727] eta: 3:10:38 lr: 0.000010 data_time: 0.0031 iter_time: 1.0841 loss: 24.6029 (24.7369) loss_class: 0.7440 (0.7026) loss_bbox: 0.1713 (0.1663) loss_giou: 0.3491 (0.3699) loss_class_0: 0.9226 (0.8655) loss_bbox_0: 0.1685 (0.1661) loss_giou_0: 0.3325 (0.3728) loss_class_1: 0.7720 (0.7549) loss_bbox_1: 0.1668 (0.1664) loss_giou_1: 0.3436 (0.3714) loss_class_2: 0.7783 (0.7283) loss_bbox_2: 0.1698 (0.1649) loss_giou_2: 0.3442 (0.3693) loss_class_3: 0.7533 (0.7098) loss_bbox_3: 0.1715 (0.1661) loss_giou_3: 0.3437 (0.3704) loss_class_4: 0.7434 (0.7046) loss_bbox_4: 0.1719 (0.1661) loss_giou_4: 0.3492 (0.3698) loss_class_enc: 0.8656 (0.8254) loss_bbox_enc: 0.2011 (0.1922) loss_giou_enc: 0.3785 (0.4124) loss_class_dn: 0.3647 (0.3633) loss_bbox_dn: 0.2266 (0.2285) loss_giou_dn: 0.3993 (0.3997) loss_class_dn_0: 0.4641 (0.4617) loss_bbox_dn_0: 0.3404 (0.3237) loss_giou_dn_0: 0.5161 (0.5187) loss_class_dn_1: 0.3979 (0.3926) loss_bbox_dn_1: 0.2593 (0.2530) loss_giou_dn_1: 0.4219 (0.4315) loss_class_dn_2: 0.3735 (0.3726) loss_bbox_dn_2: 0.2331 (0.2328) loss_giou_dn_2: 0.4053 (0.4064) loss_class_dn_3: 0.3693 (0.3664) loss_bbox_dn_3: 0.2295 (0.2293) loss_giou_dn_3: 0.3976 (0.4012) loss_class_dn_4: 0.3662 (0.3638) loss_bbox_dn_4: 0.2264 (0.2285) loss_giou_dn_4: 0.3992 (0.3996) loss_class_hybrid: 0.7485 (0.7048) loss_bbox_hybrid: 0.1807 (0.1774) loss_giou_hybrid: 0.3590 (0.3964) loss_class_0_hybrid: 0.8205 (0.7795) loss_bbox_0_hybrid: 0.1834 (0.1835) loss_giou_0_hybrid: 0.3727 (0.4092) loss_class_1_hybrid: 0.7695 (0.7336) loss_bbox_1_hybrid: 0.1855 (0.1799) loss_giou_1_hybrid: 0.3599 (0.4015) loss_class_2_hybrid: 0.7584 (0.7188) loss_bbox_2_hybrid: 0.1821 (0.1775) loss_giou_2_hybrid: 0.3640 (0.3977) loss_class_3_hybrid: 0.7438 (0.7089) loss_bbox_3_hybrid: 0.1785 (0.1776) loss_giou_3_hybrid: 0.3608 (0.3970) loss_class_4_hybrid: 0.7359 (0.7050) loss_bbox_4_hybrid: 0.1825 (0.1776) loss_giou_4_hybrid: 0.3591 (0.3967) loss_class_enc_hybrid: 0.8233 (0.7555) loss_bbox_enc_hybrid: 0.2272 (0.2134) loss_giou_enc_hybrid: 0.4145 (0.4568) mem: 1011 max mem: 36965 [2024-01-16 00:53:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:54:46 det.util.engine] INFO: Epoch: [10] [1400/11727] eta: 3:09:36 lr: 0.000010 data_time: 0.0030 iter_time: 1.1027 loss: 24.7359 (24.7394) loss_class: 0.6667 (0.7028) loss_bbox: 0.1636 (0.1665) loss_giou: 0.3700 (0.3696) loss_class_0: 0.8202 (0.8649) loss_bbox_0: 0.1625 (0.1665) loss_giou_0: 0.3556 (0.3726) loss_class_1: 0.7283 (0.7546) loss_bbox_1: 0.1719 (0.1668) loss_giou_1: 0.3601 (0.3712) loss_class_2: 0.6963 (0.7285) loss_bbox_2: 0.1623 (0.1652) loss_giou_2: 0.3630 (0.3691) loss_class_3: 0.6878 (0.7102) loss_bbox_3: 0.1654 (0.1663) loss_giou_3: 0.3640 (0.3701) loss_class_4: 0.6656 (0.7048) loss_bbox_4: 0.1649 (0.1663) loss_giou_4: 0.3694 (0.3695) loss_class_enc: 0.8100 (0.8258) loss_bbox_enc: 0.1839 (0.1923) loss_giou_enc: 0.3969 (0.4121) loss_class_dn: 0.3682 (0.3633) loss_bbox_dn: 0.2064 (0.2291) loss_giou_dn: 0.4033 (0.3994) loss_class_dn_0: 0.4679 (0.4617) loss_bbox_dn_0: 0.3057 (0.3246) loss_giou_dn_0: 0.5273 (0.5185) loss_class_dn_1: 0.3893 (0.3927) loss_bbox_dn_1: 0.2297 (0.2537) loss_giou_dn_1: 0.4363 (0.4312) loss_class_dn_2: 0.3753 (0.3725) loss_bbox_dn_2: 0.2104 (0.2335) loss_giou_dn_2: 0.4101 (0.4062) loss_class_dn_3: 0.3689 (0.3664) loss_bbox_dn_3: 0.2076 (0.2300) loss_giou_dn_3: 0.4042 (0.4009) loss_class_dn_4: 0.3685 (0.3638) loss_bbox_dn_4: 0.2064 (0.2291) loss_giou_dn_4: 0.4034 (0.3994) loss_class_hybrid: 0.6846 (0.7050) loss_bbox_hybrid: 0.1672 (0.1776) loss_giou_hybrid: 0.3989 (0.3959) loss_class_0_hybrid: 0.7570 (0.7797) loss_bbox_0_hybrid: 0.1654 (0.1837) loss_giou_0_hybrid: 0.4039 (0.4087) loss_class_1_hybrid: 0.7009 (0.7339) loss_bbox_1_hybrid: 0.1641 (0.1800) loss_giou_1_hybrid: 0.3950 (0.4010) loss_class_2_hybrid: 0.7027 (0.7193) loss_bbox_2_hybrid: 0.1665 (0.1776) loss_giou_2_hybrid: 0.3933 (0.3972) loss_class_3_hybrid: 0.6824 (0.7093) loss_bbox_3_hybrid: 0.1658 (0.1777) loss_giou_3_hybrid: 0.3957 (0.3964) loss_class_4_hybrid: 0.6679 (0.7052) loss_bbox_4_hybrid: 0.1663 (0.1778) loss_giou_4_hybrid: 0.3981 (0.3962) loss_class_enc_hybrid: 0.7385 (0.7559) loss_bbox_enc_hybrid: 0.1990 (0.2135) loss_giou_enc_hybrid: 0.4422 (0.4562) mem: 1028 max mem: 36965 [2024-01-16 00:54:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:55:40 det.util.engine] INFO: Epoch: [10] [1450/11727] eta: 3:08:28 lr: 0.000010 data_time: 0.0027 iter_time: 1.0812 loss: 25.0161 (24.7276) loss_class: 0.6865 (0.7027) loss_bbox: 0.1502 (0.1663) loss_giou: 0.3838 (0.3696) loss_class_0: 0.8258 (0.8647) loss_bbox_0: 0.1448 (0.1662) loss_giou_0: 0.3932 (0.3726) loss_class_1: 0.7394 (0.7543) loss_bbox_1: 0.1418 (0.1666) loss_giou_1: 0.3875 (0.3713) loss_class_2: 0.7151 (0.7284) loss_bbox_2: 0.1466 (0.1650) loss_giou_2: 0.3809 (0.3691) loss_class_3: 0.6953 (0.7102) loss_bbox_3: 0.1493 (0.1661) loss_giou_3: 0.3890 (0.3701) loss_class_4: 0.6881 (0.7047) loss_bbox_4: 0.1512 (0.1661) loss_giou_4: 0.3872 (0.3695) loss_class_enc: 0.8006 (0.8258) loss_bbox_enc: 0.1529 (0.1919) loss_giou_enc: 0.4121 (0.4119) loss_class_dn: 0.3598 (0.3632) loss_bbox_dn: 0.1889 (0.2285) loss_giou_dn: 0.4062 (0.3990) loss_class_dn_0: 0.4636 (0.4617) loss_bbox_dn_0: 0.2647 (0.3240) loss_giou_dn_0: 0.5292 (0.5182) loss_class_dn_1: 0.3922 (0.3925) loss_bbox_dn_1: 0.2101 (0.2531) loss_giou_dn_1: 0.4437 (0.4309) loss_class_dn_2: 0.3696 (0.3724) loss_bbox_dn_2: 0.1938 (0.2329) loss_giou_dn_2: 0.4140 (0.4058) loss_class_dn_3: 0.3619 (0.3663) loss_bbox_dn_3: 0.1886 (0.2294) loss_giou_dn_3: 0.4084 (0.4006) loss_class_dn_4: 0.3588 (0.3637) loss_bbox_dn_4: 0.1888 (0.2285) loss_giou_dn_4: 0.4063 (0.3990) loss_class_hybrid: 0.6872 (0.7049) loss_bbox_hybrid: 0.1609 (0.1773) loss_giou_hybrid: 0.4029 (0.3958) loss_class_0_hybrid: 0.7478 (0.7796) loss_bbox_0_hybrid: 0.1645 (0.1835) loss_giou_0_hybrid: 0.4125 (0.4086) loss_class_1_hybrid: 0.7167 (0.7339) loss_bbox_1_hybrid: 0.1606 (0.1798) loss_giou_1_hybrid: 0.4082 (0.4008) loss_class_2_hybrid: 0.6970 (0.7193) loss_bbox_2_hybrid: 0.1626 (0.1774) loss_giou_2_hybrid: 0.4046 (0.3971) loss_class_3_hybrid: 0.7055 (0.7094) loss_bbox_3_hybrid: 0.1605 (0.1775) loss_giou_3_hybrid: 0.4066 (0.3963) loss_class_4_hybrid: 0.6920 (0.7053) loss_bbox_4_hybrid: 0.1644 (0.1776) loss_giou_4_hybrid: 0.3990 (0.3960) loss_class_enc_hybrid: 0.7403 (0.7557) loss_bbox_enc_hybrid: 0.1805 (0.2132) loss_giou_enc_hybrid: 0.4604 (0.4561) mem: 1018 max mem: 36965 [2024-01-16 00:55:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:56:34 det.util.engine] INFO: Epoch: [10] [1500/11727] eta: 3:07:29 lr: 0.000010 data_time: 0.0029 iter_time: 1.0526 loss: 24.3279 (24.6968) loss_class: 0.6685 (0.7016) loss_bbox: 0.1572 (0.1662) loss_giou: 0.3789 (0.3689) loss_class_0: 0.8052 (0.8636) loss_bbox_0: 0.1552 (0.1662) loss_giou_0: 0.3574 (0.3719) loss_class_1: 0.7108 (0.7531) loss_bbox_1: 0.1652 (0.1666) loss_giou_1: 0.3676 (0.3706) loss_class_2: 0.6897 (0.7272) loss_bbox_2: 0.1508 (0.1649) loss_giou_2: 0.3695 (0.3685) loss_class_3: 0.6737 (0.7092) loss_bbox_3: 0.1556 (0.1660) loss_giou_3: 0.3814 (0.3694) loss_class_4: 0.6738 (0.7037) loss_bbox_4: 0.1554 (0.1660) loss_giou_4: 0.3789 (0.3688) loss_class_enc: 0.7976 (0.8250) loss_bbox_enc: 0.1902 (0.1919) loss_giou_enc: 0.4088 (0.4112) loss_class_dn: 0.3559 (0.3629) loss_bbox_dn: 0.1984 (0.2283) loss_giou_dn: 0.3748 (0.3984) loss_class_dn_0: 0.4505 (0.4615) loss_bbox_dn_0: 0.2847 (0.3241) loss_giou_dn_0: 0.5077 (0.5175) loss_class_dn_1: 0.3826 (0.3922) loss_bbox_dn_1: 0.2138 (0.2530) loss_giou_dn_1: 0.4178 (0.4303) loss_class_dn_2: 0.3696 (0.3721) loss_bbox_dn_2: 0.2007 (0.2327) loss_giou_dn_2: 0.3850 (0.4052) loss_class_dn_3: 0.3611 (0.3660) loss_bbox_dn_3: 0.1996 (0.2292) loss_giou_dn_3: 0.3761 (0.4000) loss_class_dn_4: 0.3562 (0.3634) loss_bbox_dn_4: 0.1984 (0.2283) loss_giou_dn_4: 0.3748 (0.3984) loss_class_hybrid: 0.6799 (0.7043) loss_bbox_hybrid: 0.1676 (0.1771) loss_giou_hybrid: 0.3848 (0.3949) loss_class_0_hybrid: 0.7302 (0.7789) loss_bbox_0_hybrid: 0.1759 (0.1833) loss_giou_0_hybrid: 0.3961 (0.4077) loss_class_1_hybrid: 0.7085 (0.7332) loss_bbox_1_hybrid: 0.1703 (0.1796) loss_giou_1_hybrid: 0.3847 (0.4000) loss_class_2_hybrid: 0.6833 (0.7186) loss_bbox_2_hybrid: 0.1668 (0.1772) loss_giou_2_hybrid: 0.3822 (0.3962) loss_class_3_hybrid: 0.6774 (0.7086) loss_bbox_3_hybrid: 0.1677 (0.1773) loss_giou_3_hybrid: 0.3835 (0.3954) loss_class_4_hybrid: 0.6803 (0.7046) loss_bbox_4_hybrid: 0.1673 (0.1774) loss_giou_4_hybrid: 0.3866 (0.3952) loss_class_enc_hybrid: 0.7265 (0.7552) loss_bbox_enc_hybrid: 0.1979 (0.2130) loss_giou_enc_hybrid: 0.4408 (0.4551) mem: 1025 max mem: 36965 [2024-01-16 00:56:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:57:28 det.util.engine] INFO: Epoch: [10] [1550/11727] eta: 3:06:26 lr: 0.000010 data_time: 0.0029 iter_time: 1.0626 loss: 25.0688 (24.6947) loss_class: 0.6861 (0.7014) loss_bbox: 0.1584 (0.1661) loss_giou: 0.3702 (0.3691) loss_class_0: 0.8490 (0.8633) loss_bbox_0: 0.1686 (0.1661) loss_giou_0: 0.3742 (0.3721) loss_class_1: 0.7440 (0.7526) loss_bbox_1: 0.1682 (0.1665) loss_giou_1: 0.3718 (0.3709) loss_class_2: 0.7125 (0.7271) loss_bbox_2: 0.1648 (0.1648) loss_giou_2: 0.3782 (0.3687) loss_class_3: 0.6888 (0.7091) loss_bbox_3: 0.1672 (0.1659) loss_giou_3: 0.3592 (0.3695) loss_class_4: 0.6924 (0.7034) loss_bbox_4: 0.1599 (0.1659) loss_giou_4: 0.3700 (0.3690) loss_class_enc: 0.8088 (0.8247) loss_bbox_enc: 0.1849 (0.1917) loss_giou_enc: 0.4040 (0.4114) loss_class_dn: 0.3614 (0.3629) loss_bbox_dn: 0.2246 (0.2281) loss_giou_dn: 0.4121 (0.3988) loss_class_dn_0: 0.4594 (0.4614) loss_bbox_dn_0: 0.3068 (0.3238) loss_giou_dn_0: 0.5284 (0.5178) loss_class_dn_1: 0.3896 (0.3922) loss_bbox_dn_1: 0.2387 (0.2528) loss_giou_dn_1: 0.4396 (0.4306) loss_class_dn_2: 0.3712 (0.3721) loss_bbox_dn_2: 0.2268 (0.2325) loss_giou_dn_2: 0.4179 (0.4056) loss_class_dn_3: 0.3652 (0.3660) loss_bbox_dn_3: 0.2272 (0.2290) loss_giou_dn_3: 0.4122 (0.4003) loss_class_dn_4: 0.3630 (0.3634) loss_bbox_dn_4: 0.2245 (0.2281) loss_giou_dn_4: 0.4122 (0.3987) loss_class_hybrid: 0.6769 (0.7036) loss_bbox_hybrid: 0.1809 (0.1771) loss_giou_hybrid: 0.4024 (0.3954) loss_class_0_hybrid: 0.7461 (0.7783) loss_bbox_0_hybrid: 0.1847 (0.1833) loss_giou_0_hybrid: 0.4198 (0.4082) loss_class_1_hybrid: 0.6978 (0.7326) loss_bbox_1_hybrid: 0.1828 (0.1796) loss_giou_1_hybrid: 0.4057 (0.4004) loss_class_2_hybrid: 0.6886 (0.7180) loss_bbox_2_hybrid: 0.1820 (0.1771) loss_giou_2_hybrid: 0.4019 (0.3966) loss_class_3_hybrid: 0.6818 (0.7081) loss_bbox_3_hybrid: 0.1791 (0.1772) loss_giou_3_hybrid: 0.3984 (0.3959) loss_class_4_hybrid: 0.6766 (0.7039) loss_bbox_4_hybrid: 0.1811 (0.1773) loss_giou_4_hybrid: 0.4012 (0.3957) loss_class_enc_hybrid: 0.7335 (0.7547) loss_bbox_enc_hybrid: 0.2094 (0.2130) loss_giou_enc_hybrid: 0.4655 (0.4556) mem: 1024 max mem: 36965 [2024-01-16 00:57:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:58:27 det.util.engine] INFO: Epoch: [10] [1600/11727] eta: 3:05:56 lr: 0.000010 data_time: 0.0033 iter_time: 1.0748 loss: 24.1131 (24.6860) loss_class: 0.7058 (0.7014) loss_bbox: 0.1537 (0.1659) loss_giou: 0.3477 (0.3691) loss_class_0: 0.8563 (0.8631) loss_bbox_0: 0.1555 (0.1659) loss_giou_0: 0.3611 (0.3722) loss_class_1: 0.7493 (0.7522) loss_bbox_1: 0.1664 (0.1664) loss_giou_1: 0.3657 (0.3710) loss_class_2: 0.7354 (0.7270) loss_bbox_2: 0.1613 (0.1647) loss_giou_2: 0.3533 (0.3687) loss_class_3: 0.7217 (0.7089) loss_bbox_3: 0.1566 (0.1657) loss_giou_3: 0.3505 (0.3695) loss_class_4: 0.7106 (0.7034) loss_bbox_4: 0.1625 (0.1657) loss_giou_4: 0.3546 (0.3689) loss_class_enc: 0.8103 (0.8246) loss_bbox_enc: 0.1798 (0.1914) loss_giou_enc: 0.3946 (0.4113) loss_class_dn: 0.3605 (0.3628) loss_bbox_dn: 0.2135 (0.2277) loss_giou_dn: 0.3823 (0.3987) loss_class_dn_0: 0.4543 (0.4613) loss_bbox_dn_0: 0.3180 (0.3233) loss_giou_dn_0: 0.5123 (0.5176) loss_class_dn_1: 0.3943 (0.3922) loss_bbox_dn_1: 0.2459 (0.2523) loss_giou_dn_1: 0.4247 (0.4305) loss_class_dn_2: 0.3682 (0.3720) loss_bbox_dn_2: 0.2207 (0.2321) loss_giou_dn_2: 0.3912 (0.4054) loss_class_dn_3: 0.3631 (0.3659) loss_bbox_dn_3: 0.2143 (0.2286) loss_giou_dn_3: 0.3832 (0.4002) loss_class_dn_4: 0.3610 (0.3633) loss_bbox_dn_4: 0.2132 (0.2277) loss_giou_dn_4: 0.3822 (0.3986) loss_class_hybrid: 0.6988 (0.7035) loss_bbox_hybrid: 0.1695 (0.1769) loss_giou_hybrid: 0.3920 (0.3954) loss_class_0_hybrid: 0.7583 (0.7782) loss_bbox_0_hybrid: 0.1734 (0.1831) loss_giou_0_hybrid: 0.4049 (0.4082) loss_class_1_hybrid: 0.7223 (0.7324) loss_bbox_1_hybrid: 0.1704 (0.1794) loss_giou_1_hybrid: 0.3946 (0.4004) loss_class_2_hybrid: 0.7130 (0.7178) loss_bbox_2_hybrid: 0.1676 (0.1769) loss_giou_2_hybrid: 0.3922 (0.3966) loss_class_3_hybrid: 0.7081 (0.7079) loss_bbox_3_hybrid: 0.1696 (0.1770) loss_giou_3_hybrid: 0.3924 (0.3958) loss_class_4_hybrid: 0.6929 (0.7038) loss_bbox_4_hybrid: 0.1699 (0.1771) loss_giou_4_hybrid: 0.3917 (0.3957) loss_class_enc_hybrid: 0.7256 (0.7546) loss_bbox_enc_hybrid: 0.2051 (0.2127) loss_giou_enc_hybrid: 0.4494 (0.4555) mem: 1035 max mem: 36965 [2024-01-16 00:58:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 00:59:21 det.util.engine] INFO: Epoch: [10] [1650/11727] eta: 3:04:52 lr: 0.000010 data_time: 0.0030 iter_time: 1.0755 loss: 24.9127 (24.6944) loss_class: 0.7264 (0.7018) loss_bbox: 0.1564 (0.1659) loss_giou: 0.3545 (0.3691) loss_class_0: 0.8764 (0.8633) loss_bbox_0: 0.1615 (0.1660) loss_giou_0: 0.3478 (0.3722) loss_class_1: 0.7553 (0.7525) loss_bbox_1: 0.1595 (0.1665) loss_giou_1: 0.3458 (0.3711) loss_class_2: 0.7405 (0.7274) loss_bbox_2: 0.1581 (0.1647) loss_giou_2: 0.3395 (0.3688) loss_class_3: 0.7328 (0.7094) loss_bbox_3: 0.1533 (0.1658) loss_giou_3: 0.3559 (0.3696) loss_class_4: 0.7102 (0.7038) loss_bbox_4: 0.1564 (0.1657) loss_giou_4: 0.3544 (0.3690) loss_class_enc: 0.8432 (0.8250) loss_bbox_enc: 0.1800 (0.1913) loss_giou_enc: 0.3921 (0.4112) loss_class_dn: 0.3721 (0.3628) loss_bbox_dn: 0.2450 (0.2278) loss_giou_dn: 0.3986 (0.3988) loss_class_dn_0: 0.4607 (0.4613) loss_bbox_dn_0: 0.3345 (0.3234) loss_giou_dn_0: 0.5227 (0.5177) loss_class_dn_1: 0.4011 (0.3922) loss_bbox_dn_1: 0.2647 (0.2525) loss_giou_dn_1: 0.4373 (0.4307) loss_class_dn_2: 0.3817 (0.3720) loss_bbox_dn_2: 0.2468 (0.2322) loss_giou_dn_2: 0.4043 (0.4056) loss_class_dn_3: 0.3747 (0.3659) loss_bbox_dn_3: 0.2457 (0.2287) loss_giou_dn_3: 0.3968 (0.4004) loss_class_dn_4: 0.3736 (0.3633) loss_bbox_dn_4: 0.2451 (0.2279) loss_giou_dn_4: 0.3988 (0.3988) loss_class_hybrid: 0.6873 (0.7036) loss_bbox_hybrid: 0.1724 (0.1771) loss_giou_hybrid: 0.3691 (0.3956) loss_class_0_hybrid: 0.7626 (0.7783) loss_bbox_0_hybrid: 0.1842 (0.1833) loss_giou_0_hybrid: 0.3771 (0.4085) loss_class_1_hybrid: 0.7188 (0.7326) loss_bbox_1_hybrid: 0.1759 (0.1795) loss_giou_1_hybrid: 0.3699 (0.4006) loss_class_2_hybrid: 0.7124 (0.7179) loss_bbox_2_hybrid: 0.1742 (0.1771) loss_giou_2_hybrid: 0.3720 (0.3968) loss_class_3_hybrid: 0.6984 (0.7081) loss_bbox_3_hybrid: 0.1723 (0.1771) loss_giou_3_hybrid: 0.3695 (0.3961) loss_class_4_hybrid: 0.6946 (0.7039) loss_bbox_4_hybrid: 0.1726 (0.1773) loss_giou_4_hybrid: 0.3697 (0.3959) loss_class_enc_hybrid: 0.7367 (0.7545) loss_bbox_enc_hybrid: 0.2066 (0.2128) loss_giou_enc_hybrid: 0.4247 (0.4557) mem: 1020 max mem: 36965 [2024-01-16 00:59:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:00:15 det.util.engine] INFO: Epoch: [10] [1700/11727] eta: 3:03:51 lr: 0.000010 data_time: 0.0029 iter_time: 1.1098 loss: 25.3082 (24.7001) loss_class: 0.6674 (0.7016) loss_bbox: 0.1634 (0.1661) loss_giou: 0.3805 (0.3694) loss_class_0: 0.8876 (0.8630) loss_bbox_0: 0.1557 (0.1661) loss_giou_0: 0.3835 (0.3725) loss_class_1: 0.7580 (0.7523) loss_bbox_1: 0.1637 (0.1667) loss_giou_1: 0.3895 (0.3714) loss_class_2: 0.7193 (0.7275) loss_bbox_2: 0.1595 (0.1649) loss_giou_2: 0.3796 (0.3690) loss_class_3: 0.6833 (0.7093) loss_bbox_3: 0.1615 (0.1659) loss_giou_3: 0.3797 (0.3699) loss_class_4: 0.6826 (0.7036) loss_bbox_4: 0.1633 (0.1659) loss_giou_4: 0.3805 (0.3693) loss_class_enc: 0.8101 (0.8246) loss_bbox_enc: 0.1966 (0.1915) loss_giou_enc: 0.4209 (0.4116) loss_class_dn: 0.3703 (0.3630) loss_bbox_dn: 0.2498 (0.2280) loss_giou_dn: 0.4193 (0.3991) loss_class_dn_0: 0.4592 (0.4614) loss_bbox_dn_0: 0.3282 (0.3234) loss_giou_dn_0: 0.5378 (0.5179) loss_class_dn_1: 0.3921 (0.3923) loss_bbox_dn_1: 0.2538 (0.2525) loss_giou_dn_1: 0.4493 (0.4309) loss_class_dn_2: 0.3746 (0.3722) loss_bbox_dn_2: 0.2475 (0.2323) loss_giou_dn_2: 0.4272 (0.4059) loss_class_dn_3: 0.3705 (0.3660) loss_bbox_dn_3: 0.2495 (0.2289) loss_giou_dn_3: 0.4218 (0.4007) loss_class_dn_4: 0.3681 (0.3635) loss_bbox_dn_4: 0.2498 (0.2280) loss_giou_dn_4: 0.4192 (0.3991) loss_class_hybrid: 0.6920 (0.7033) loss_bbox_hybrid: 0.1851 (0.1772) loss_giou_hybrid: 0.4035 (0.3959) loss_class_0_hybrid: 0.7572 (0.7780) loss_bbox_0_hybrid: 0.1888 (0.1834) loss_giou_0_hybrid: 0.4161 (0.4087) loss_class_1_hybrid: 0.7234 (0.7324) loss_bbox_1_hybrid: 0.1847 (0.1797) loss_giou_1_hybrid: 0.4092 (0.4009) loss_class_2_hybrid: 0.7070 (0.7176) loss_bbox_2_hybrid: 0.1802 (0.1773) loss_giou_2_hybrid: 0.4040 (0.3971) loss_class_3_hybrid: 0.6954 (0.7078) loss_bbox_3_hybrid: 0.1857 (0.1773) loss_giou_3_hybrid: 0.4032 (0.3963) loss_class_4_hybrid: 0.6946 (0.7036) loss_bbox_4_hybrid: 0.1866 (0.1775) loss_giou_4_hybrid: 0.4034 (0.3962) loss_class_enc_hybrid: 0.7543 (0.7543) loss_bbox_enc_hybrid: 0.2100 (0.2128) loss_giou_enc_hybrid: 0.4679 (0.4559) mem: 1027 max mem: 36965 [2024-01-16 01:00:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:01:10 det.util.engine] INFO: Epoch: [10] [1750/11727] eta: 3:02:59 lr: 0.000010 data_time: 0.0032 iter_time: 1.0971 loss: 24.1589 (24.6998) loss_class: 0.6608 (0.7014) loss_bbox: 0.1539 (0.1659) loss_giou: 0.3689 (0.3698) loss_class_0: 0.8560 (0.8628) loss_bbox_0: 0.1477 (0.1658) loss_giou_0: 0.3842 (0.3728) loss_class_1: 0.7247 (0.7522) loss_bbox_1: 0.1464 (0.1664) loss_giou_1: 0.3738 (0.3717) loss_class_2: 0.6936 (0.7275) loss_bbox_2: 0.1466 (0.1646) loss_giou_2: 0.3843 (0.3693) loss_class_3: 0.6744 (0.7093) loss_bbox_3: 0.1536 (0.1657) loss_giou_3: 0.3813 (0.3702) loss_class_4: 0.6632 (0.7034) loss_bbox_4: 0.1488 (0.1657) loss_giou_4: 0.3760 (0.3697) loss_class_enc: 0.8083 (0.8244) loss_bbox_enc: 0.1677 (0.1911) loss_giou_enc: 0.4208 (0.4118) loss_class_dn: 0.3656 (0.3631) loss_bbox_dn: 0.2233 (0.2277) loss_giou_dn: 0.4237 (0.3996) loss_class_dn_0: 0.4518 (0.4614) loss_bbox_dn_0: 0.3070 (0.3229) loss_giou_dn_0: 0.5347 (0.5183) loss_class_dn_1: 0.3932 (0.3924) loss_bbox_dn_1: 0.2402 (0.2522) loss_giou_dn_1: 0.4594 (0.4314) loss_class_dn_2: 0.3753 (0.3723) loss_bbox_dn_2: 0.2264 (0.2321) loss_giou_dn_2: 0.4321 (0.4063) loss_class_dn_3: 0.3688 (0.3662) loss_bbox_dn_3: 0.2236 (0.2286) loss_giou_dn_3: 0.4261 (0.4011) loss_class_dn_4: 0.3654 (0.3636) loss_bbox_dn_4: 0.2232 (0.2277) loss_giou_dn_4: 0.4236 (0.3995) loss_class_hybrid: 0.6662 (0.7027) loss_bbox_hybrid: 0.1681 (0.1770) loss_giou_hybrid: 0.4049 (0.3964) loss_class_0_hybrid: 0.7407 (0.7777) loss_bbox_0_hybrid: 0.1695 (0.1832) loss_giou_0_hybrid: 0.4111 (0.4092) loss_class_1_hybrid: 0.6950 (0.7320) loss_bbox_1_hybrid: 0.1700 (0.1795) loss_giou_1_hybrid: 0.4037 (0.4014) loss_class_2_hybrid: 0.6675 (0.7172) loss_bbox_2_hybrid: 0.1658 (0.1770) loss_giou_2_hybrid: 0.4049 (0.3976) loss_class_3_hybrid: 0.6641 (0.7074) loss_bbox_3_hybrid: 0.1696 (0.1771) loss_giou_3_hybrid: 0.3997 (0.3968) loss_class_4_hybrid: 0.6689 (0.7031) loss_bbox_4_hybrid: 0.1677 (0.1773) loss_giou_4_hybrid: 0.4059 (0.3967) loss_class_enc_hybrid: 0.7166 (0.7541) loss_bbox_enc_hybrid: 0.1955 (0.2125) loss_giou_enc_hybrid: 0.4617 (0.4563) mem: 1026 max mem: 36965 [2024-01-16 01:01:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:02:04 det.util.engine] INFO: Epoch: [10] [1800/11727] eta: 3:01:57 lr: 0.000010 data_time: 0.0031 iter_time: 1.0734 loss: 24.2640 (24.6876) loss_class: 0.6756 (0.7008) loss_bbox: 0.1556 (0.1657) loss_giou: 0.3511 (0.3699) loss_class_0: 0.8239 (0.8620) loss_bbox_0: 0.1603 (0.1657) loss_giou_0: 0.3612 (0.3729) loss_class_1: 0.7344 (0.7515) loss_bbox_1: 0.1643 (0.1663) loss_giou_1: 0.3570 (0.3718) loss_class_2: 0.6968 (0.7268) loss_bbox_2: 0.1609 (0.1645) loss_giou_2: 0.3550 (0.3695) loss_class_3: 0.6871 (0.7087) loss_bbox_3: 0.1571 (0.1655) loss_giou_3: 0.3583 (0.3703) loss_class_4: 0.6695 (0.7028) loss_bbox_4: 0.1557 (0.1655) loss_giou_4: 0.3511 (0.3698) loss_class_enc: 0.7852 (0.8237) loss_bbox_enc: 0.1855 (0.1909) loss_giou_enc: 0.3888 (0.4118) loss_class_dn: 0.3568 (0.3630) loss_bbox_dn: 0.2057 (0.2274) loss_giou_dn: 0.3831 (0.3996) loss_class_dn_0: 0.4584 (0.4613) loss_bbox_dn_0: 0.2948 (0.3224) loss_giou_dn_0: 0.5096 (0.5181) loss_class_dn_1: 0.3861 (0.3924) loss_bbox_dn_1: 0.2352 (0.2518) loss_giou_dn_1: 0.4339 (0.4314) loss_class_dn_2: 0.3630 (0.3722) loss_bbox_dn_2: 0.2143 (0.2317) loss_giou_dn_2: 0.3947 (0.4063) loss_class_dn_3: 0.3617 (0.3661) loss_bbox_dn_3: 0.2082 (0.2283) loss_giou_dn_3: 0.3841 (0.4011) loss_class_dn_4: 0.3581 (0.3636) loss_bbox_dn_4: 0.2056 (0.2274) loss_giou_dn_4: 0.3829 (0.3995) loss_class_hybrid: 0.6727 (0.7020) loss_bbox_hybrid: 0.1683 (0.1769) loss_giou_hybrid: 0.3936 (0.3966) loss_class_0_hybrid: 0.7549 (0.7770) loss_bbox_0_hybrid: 0.1687 (0.1831) loss_giou_0_hybrid: 0.3916 (0.4094) loss_class_1_hybrid: 0.7123 (0.7314) loss_bbox_1_hybrid: 0.1686 (0.1794) loss_giou_1_hybrid: 0.3925 (0.4016) loss_class_2_hybrid: 0.6892 (0.7166) loss_bbox_2_hybrid: 0.1656 (0.1769) loss_giou_2_hybrid: 0.3910 (0.3978) loss_class_3_hybrid: 0.6667 (0.7068) loss_bbox_3_hybrid: 0.1680 (0.1770) loss_giou_3_hybrid: 0.3912 (0.3970) loss_class_4_hybrid: 0.6855 (0.7024) loss_bbox_4_hybrid: 0.1675 (0.1771) loss_giou_4_hybrid: 0.3929 (0.3969) loss_class_enc_hybrid: 0.7383 (0.7534) loss_bbox_enc_hybrid: 0.1966 (0.2123) loss_giou_enc_hybrid: 0.4381 (0.4563) mem: 1023 max mem: 36965 [2024-01-16 01:02:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:02:57 det.util.engine] INFO: Epoch: [10] [1850/11727] eta: 3:00:55 lr: 0.000010 data_time: 0.0028 iter_time: 1.0590 loss: 23.9085 (24.6876) loss_class: 0.7106 (0.7011) loss_bbox: 0.1492 (0.1658) loss_giou: 0.3170 (0.3695) loss_class_0: 0.8411 (0.8622) loss_bbox_0: 0.1537 (0.1658) loss_giou_0: 0.3301 (0.3725) loss_class_1: 0.7482 (0.7518) loss_bbox_1: 0.1565 (0.1664) loss_giou_1: 0.3211 (0.3715) loss_class_2: 0.7172 (0.7271) loss_bbox_2: 0.1556 (0.1645) loss_giou_2: 0.3082 (0.3690) loss_class_3: 0.7150 (0.7090) loss_bbox_3: 0.1516 (0.1656) loss_giou_3: 0.3140 (0.3699) loss_class_4: 0.7010 (0.7030) loss_bbox_4: 0.1492 (0.1657) loss_giou_4: 0.3168 (0.3695) loss_class_enc: 0.8064 (0.8238) loss_bbox_enc: 0.1808 (0.1911) loss_giou_enc: 0.3522 (0.4115) loss_class_dn: 0.3490 (0.3629) loss_bbox_dn: 0.2058 (0.2277) loss_giou_dn: 0.3525 (0.3995) loss_class_dn_0: 0.4519 (0.4612) loss_bbox_dn_0: 0.3051 (0.3228) loss_giou_dn_0: 0.4775 (0.5179) loss_class_dn_1: 0.3804 (0.3922) loss_bbox_dn_1: 0.2400 (0.2522) loss_giou_dn_1: 0.3871 (0.4312) loss_class_dn_2: 0.3590 (0.3721) loss_bbox_dn_2: 0.2106 (0.2321) loss_giou_dn_2: 0.3611 (0.4062) loss_class_dn_3: 0.3545 (0.3660) loss_bbox_dn_3: 0.2068 (0.2286) loss_giou_dn_3: 0.3539 (0.4010) loss_class_dn_4: 0.3492 (0.3635) loss_bbox_dn_4: 0.2059 (0.2277) loss_giou_dn_4: 0.3524 (0.3994) loss_class_hybrid: 0.6937 (0.7022) loss_bbox_hybrid: 0.1726 (0.1770) loss_giou_hybrid: 0.3484 (0.3962) loss_class_0_hybrid: 0.7725 (0.7772) loss_bbox_0_hybrid: 0.1794 (0.1832) loss_giou_0_hybrid: 0.3548 (0.4089) loss_class_1_hybrid: 0.7227 (0.7317) loss_bbox_1_hybrid: 0.1758 (0.1795) loss_giou_1_hybrid: 0.3480 (0.4011) loss_class_2_hybrid: 0.7174 (0.7168) loss_bbox_2_hybrid: 0.1662 (0.1770) loss_giou_2_hybrid: 0.3460 (0.3974) loss_class_3_hybrid: 0.7093 (0.7070) loss_bbox_3_hybrid: 0.1703 (0.1770) loss_giou_3_hybrid: 0.3471 (0.3966) loss_class_4_hybrid: 0.7022 (0.7027) loss_bbox_4_hybrid: 0.1654 (0.1772) loss_giou_4_hybrid: 0.3458 (0.3965) loss_class_enc_hybrid: 0.7383 (0.7536) loss_bbox_enc_hybrid: 0.2048 (0.2124) loss_giou_enc_hybrid: 0.3954 (0.4559) mem: 1022 max mem: 36965 [2024-01-16 01:02:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:03:50 det.util.engine] INFO: Epoch: [10] [1900/11727] eta: 2:59:50 lr: 0.000010 data_time: 0.0028 iter_time: 1.0773 loss: 23.8291 (24.6653) loss_class: 0.6778 (0.7003) loss_bbox: 0.1561 (0.1656) loss_giou: 0.3406 (0.3689) loss_class_0: 0.8331 (0.8615) loss_bbox_0: 0.1559 (0.1657) loss_giou_0: 0.3505 (0.3721) loss_class_1: 0.7218 (0.7510) loss_bbox_1: 0.1619 (0.1663) loss_giou_1: 0.3515 (0.3710) loss_class_2: 0.7140 (0.7265) loss_bbox_2: 0.1542 (0.1644) loss_giou_2: 0.3415 (0.3685) loss_class_3: 0.6865 (0.7084) loss_bbox_3: 0.1510 (0.1654) loss_giou_3: 0.3413 (0.3693) loss_class_4: 0.6831 (0.7023) loss_bbox_4: 0.1494 (0.1655) loss_giou_4: 0.3404 (0.3689) loss_class_enc: 0.8069 (0.8232) loss_bbox_enc: 0.1899 (0.1910) loss_giou_enc: 0.3808 (0.4110) loss_class_dn: 0.3541 (0.3628) loss_bbox_dn: 0.2335 (0.2276) loss_giou_dn: 0.3690 (0.3991) loss_class_dn_0: 0.4559 (0.4611) loss_bbox_dn_0: 0.3294 (0.3229) loss_giou_dn_0: 0.4937 (0.5176) loss_class_dn_1: 0.3873 (0.3921) loss_bbox_dn_1: 0.2649 (0.2521) loss_giou_dn_1: 0.4063 (0.4310) loss_class_dn_2: 0.3644 (0.3720) loss_bbox_dn_2: 0.2433 (0.2320) loss_giou_dn_2: 0.3756 (0.4059) loss_class_dn_3: 0.3546 (0.3658) loss_bbox_dn_3: 0.2340 (0.2285) loss_giou_dn_3: 0.3711 (0.4007) loss_class_dn_4: 0.3532 (0.3633) loss_bbox_dn_4: 0.2333 (0.2276) loss_giou_dn_4: 0.3692 (0.3991) loss_class_hybrid: 0.6851 (0.7016) loss_bbox_hybrid: 0.1730 (0.1768) loss_giou_hybrid: 0.3561 (0.3955) loss_class_0_hybrid: 0.7758 (0.7766) loss_bbox_0_hybrid: 0.1821 (0.1831) loss_giou_0_hybrid: 0.3700 (0.4084) loss_class_1_hybrid: 0.7090 (0.7311) loss_bbox_1_hybrid: 0.1783 (0.1793) loss_giou_1_hybrid: 0.3606 (0.4006) loss_class_2_hybrid: 0.7033 (0.7162) loss_bbox_2_hybrid: 0.1701 (0.1768) loss_giou_2_hybrid: 0.3611 (0.3968) loss_class_3_hybrid: 0.6911 (0.7065) loss_bbox_3_hybrid: 0.1735 (0.1768) loss_giou_3_hybrid: 0.3524 (0.3960) loss_class_4_hybrid: 0.6877 (0.7021) loss_bbox_4_hybrid: 0.1734 (0.1770) loss_giou_4_hybrid: 0.3553 (0.3958) loss_class_enc_hybrid: 0.7284 (0.7530) loss_bbox_enc_hybrid: 0.2192 (0.2122) loss_giou_enc_hybrid: 0.4122 (0.4553) mem: 1022 max mem: 36965 [2024-01-16 01:03:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:04:46 det.util.engine] INFO: Epoch: [10] [1950/11727] eta: 2:59:00 lr: 0.000010 data_time: 0.0029 iter_time: 1.0948 loss: 24.2799 (24.6564) loss_class: 0.6746 (0.7003) loss_bbox: 0.1558 (0.1654) loss_giou: 0.3845 (0.3685) loss_class_0: 0.8465 (0.8617) loss_bbox_0: 0.1574 (0.1655) loss_giou_0: 0.3731 (0.3717) loss_class_1: 0.7339 (0.7512) loss_bbox_1: 0.1589 (0.1661) loss_giou_1: 0.3812 (0.3706) loss_class_2: 0.6975 (0.7266) loss_bbox_2: 0.1505 (0.1642) loss_giou_2: 0.3691 (0.3681) loss_class_3: 0.6948 (0.7085) loss_bbox_3: 0.1517 (0.1652) loss_giou_3: 0.3833 (0.3689) loss_class_4: 0.6894 (0.7024) loss_bbox_4: 0.1561 (0.1653) loss_giou_4: 0.3844 (0.3685) loss_class_enc: 0.8104 (0.8234) loss_bbox_enc: 0.1857 (0.1908) loss_giou_enc: 0.4292 (0.4106) loss_class_dn: 0.3673 (0.3627) loss_bbox_dn: 0.2166 (0.2275) loss_giou_dn: 0.3755 (0.3988) loss_class_dn_0: 0.4613 (0.4612) loss_bbox_dn_0: 0.3089 (0.3228) loss_giou_dn_0: 0.4796 (0.5173) loss_class_dn_1: 0.3989 (0.3921) loss_bbox_dn_1: 0.2413 (0.2520) loss_giou_dn_1: 0.4056 (0.4307) loss_class_dn_2: 0.3776 (0.3720) loss_bbox_dn_2: 0.2179 (0.2318) loss_giou_dn_2: 0.3826 (0.4056) loss_class_dn_3: 0.3722 (0.3658) loss_bbox_dn_3: 0.2167 (0.2284) loss_giou_dn_3: 0.3768 (0.4004) loss_class_dn_4: 0.3684 (0.3632) loss_bbox_dn_4: 0.2164 (0.2275) loss_giou_dn_4: 0.3754 (0.3988) loss_class_hybrid: 0.6829 (0.7015) loss_bbox_hybrid: 0.1715 (0.1767) loss_giou_hybrid: 0.4010 (0.3952) loss_class_0_hybrid: 0.7555 (0.7768) loss_bbox_0_hybrid: 0.1727 (0.1829) loss_giou_0_hybrid: 0.4016 (0.4080) loss_class_1_hybrid: 0.7050 (0.7312) loss_bbox_1_hybrid: 0.1723 (0.1792) loss_giou_1_hybrid: 0.4008 (0.4002) loss_class_2_hybrid: 0.6958 (0.7162) loss_bbox_2_hybrid: 0.1693 (0.1767) loss_giou_2_hybrid: 0.4010 (0.3964) loss_class_3_hybrid: 0.6855 (0.7065) loss_bbox_3_hybrid: 0.1677 (0.1767) loss_giou_3_hybrid: 0.4015 (0.3956) loss_class_4_hybrid: 0.6769 (0.7021) loss_bbox_4_hybrid: 0.1684 (0.1769) loss_giou_4_hybrid: 0.4045 (0.3955) loss_class_enc_hybrid: 0.7313 (0.7532) loss_bbox_enc_hybrid: 0.1941 (0.2121) loss_giou_enc_hybrid: 0.4592 (0.4548) mem: 1029 max mem: 36965 [2024-01-16 01:04:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:05:41 det.util.engine] INFO: Epoch: [10] [2000/11727] eta: 2:58:05 lr: 0.000010 data_time: 0.0029 iter_time: 1.1228 loss: 23.1188 (24.6414) loss_class: 0.6485 (0.6998) loss_bbox: 0.1337 (0.1652) loss_giou: 0.3445 (0.3686) loss_class_0: 0.8244 (0.8610) loss_bbox_0: 0.1344 (0.1653) loss_giou_0: 0.3424 (0.3718) loss_class_1: 0.7135 (0.7506) loss_bbox_1: 0.1243 (0.1658) loss_giou_1: 0.3314 (0.3707) loss_class_2: 0.6905 (0.7259) loss_bbox_2: 0.1288 (0.1639) loss_giou_2: 0.3385 (0.3682) loss_class_3: 0.6698 (0.7080) loss_bbox_3: 0.1288 (0.1649) loss_giou_3: 0.3436 (0.3690) loss_class_4: 0.6552 (0.7018) loss_bbox_4: 0.1285 (0.1650) loss_giou_4: 0.3446 (0.3686) loss_class_enc: 0.7826 (0.8227) loss_bbox_enc: 0.1516 (0.1905) loss_giou_enc: 0.3796 (0.4107) loss_class_dn: 0.3545 (0.3626) loss_bbox_dn: 0.1915 (0.2270) loss_giou_dn: 0.3768 (0.3988) loss_class_dn_0: 0.4524 (0.4611) loss_bbox_dn_0: 0.2680 (0.3220) loss_giou_dn_0: 0.4838 (0.5172) loss_class_dn_1: 0.3827 (0.3920) loss_bbox_dn_1: 0.2123 (0.2514) loss_giou_dn_1: 0.4089 (0.4307) loss_class_dn_2: 0.3587 (0.3719) loss_bbox_dn_2: 0.1927 (0.2313) loss_giou_dn_2: 0.3806 (0.4056) loss_class_dn_3: 0.3555 (0.3657) loss_bbox_dn_3: 0.1913 (0.2278) loss_giou_dn_3: 0.3778 (0.4004) loss_class_dn_4: 0.3551 (0.3631) loss_bbox_dn_4: 0.1916 (0.2270) loss_giou_dn_4: 0.3766 (0.3988) loss_class_hybrid: 0.6608 (0.7009) loss_bbox_hybrid: 0.1317 (0.1763) loss_giou_hybrid: 0.3730 (0.3953) loss_class_0_hybrid: 0.7577 (0.7762) loss_bbox_0_hybrid: 0.1383 (0.1826) loss_giou_0_hybrid: 0.3811 (0.4082) loss_class_1_hybrid: 0.6889 (0.7306) loss_bbox_1_hybrid: 0.1343 (0.1788) loss_giou_1_hybrid: 0.3712 (0.4003) loss_class_2_hybrid: 0.6839 (0.7157) loss_bbox_2_hybrid: 0.1328 (0.1763) loss_giou_2_hybrid: 0.3717 (0.3965) loss_class_3_hybrid: 0.6693 (0.7059) loss_bbox_3_hybrid: 0.1306 (0.1763) loss_giou_3_hybrid: 0.3726 (0.3957) loss_class_4_hybrid: 0.6664 (0.7015) loss_bbox_4_hybrid: 0.1298 (0.1765) loss_giou_4_hybrid: 0.3730 (0.3956) loss_class_enc_hybrid: 0.7326 (0.7527) loss_bbox_enc_hybrid: 0.1767 (0.2117) loss_giou_enc_hybrid: 0.4216 (0.4550) mem: 1018 max mem: 36965 [2024-01-16 01:05:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:06:36 det.util.engine] INFO: Epoch: [10] [2050/11727] eta: 2:57:09 lr: 0.000010 data_time: 0.0033 iter_time: 1.0764 loss: 24.4774 (24.6318) loss_class: 0.6764 (0.6998) loss_bbox: 0.1486 (0.1651) loss_giou: 0.3561 (0.3681) loss_class_0: 0.8384 (0.8610) loss_bbox_0: 0.1523 (0.1652) loss_giou_0: 0.3505 (0.3713) loss_class_1: 0.7198 (0.7505) loss_bbox_1: 0.1551 (0.1658) loss_giou_1: 0.3540 (0.3703) loss_class_2: 0.6971 (0.7260) loss_bbox_2: 0.1458 (0.1639) loss_giou_2: 0.3604 (0.3678) loss_class_3: 0.6865 (0.7081) loss_bbox_3: 0.1438 (0.1649) loss_giou_3: 0.3632 (0.3685) loss_class_4: 0.6823 (0.7019) loss_bbox_4: 0.1483 (0.1649) loss_giou_4: 0.3639 (0.3681) loss_class_enc: 0.8084 (0.8225) loss_bbox_enc: 0.1747 (0.1905) loss_giou_enc: 0.3965 (0.4103) loss_class_dn: 0.3579 (0.3625) loss_bbox_dn: 0.2010 (0.2272) loss_giou_dn: 0.3971 (0.3987) loss_class_dn_0: 0.4549 (0.4609) loss_bbox_dn_0: 0.2983 (0.3223) loss_giou_dn_0: 0.5217 (0.5170) loss_class_dn_1: 0.3901 (0.3919) loss_bbox_dn_1: 0.2296 (0.2516) loss_giou_dn_1: 0.4294 (0.4305) loss_class_dn_2: 0.3652 (0.3717) loss_bbox_dn_2: 0.2079 (0.2315) loss_giou_dn_2: 0.4098 (0.4054) loss_class_dn_3: 0.3590 (0.3656) loss_bbox_dn_3: 0.2029 (0.2281) loss_giou_dn_3: 0.4001 (0.4002) loss_class_dn_4: 0.3585 (0.3630) loss_bbox_dn_4: 0.2012 (0.2272) loss_giou_dn_4: 0.3970 (0.3987) loss_class_hybrid: 0.6871 (0.7009) loss_bbox_hybrid: 0.1584 (0.1762) loss_giou_hybrid: 0.3719 (0.3946) loss_class_0_hybrid: 0.7641 (0.7762) loss_bbox_0_hybrid: 0.1677 (0.1824) loss_giou_0_hybrid: 0.3893 (0.4075) loss_class_1_hybrid: 0.7005 (0.7306) loss_bbox_1_hybrid: 0.1614 (0.1787) loss_giou_1_hybrid: 0.3760 (0.3996) loss_class_2_hybrid: 0.7002 (0.7157) loss_bbox_2_hybrid: 0.1580 (0.1762) loss_giou_2_hybrid: 0.3701 (0.3958) loss_class_3_hybrid: 0.6893 (0.7060) loss_bbox_3_hybrid: 0.1604 (0.1762) loss_giou_3_hybrid: 0.3741 (0.3950) loss_class_4_hybrid: 0.6863 (0.7016) loss_bbox_4_hybrid: 0.1598 (0.1764) loss_giou_4_hybrid: 0.3723 (0.3949) loss_class_enc_hybrid: 0.7390 (0.7527) loss_bbox_enc_hybrid: 0.2010 (0.2116) loss_giou_enc_hybrid: 0.4373 (0.4544) mem: 1012 max mem: 36965 [2024-01-16 01:06:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:07:30 det.util.engine] INFO: Epoch: [10] [2100/11727] eta: 2:56:10 lr: 0.000010 data_time: 0.0030 iter_time: 1.0763 loss: 22.5360 (24.6101) loss_class: 0.6456 (0.6992) loss_bbox: 0.1323 (0.1648) loss_giou: 0.3495 (0.3678) loss_class_0: 0.7854 (0.8600) loss_bbox_0: 0.1318 (0.1650) loss_giou_0: 0.3598 (0.3711) loss_class_1: 0.6744 (0.7497) loss_bbox_1: 0.1356 (0.1656) loss_giou_1: 0.3559 (0.3701) loss_class_2: 0.6572 (0.7252) loss_bbox_2: 0.1309 (0.1636) loss_giou_2: 0.3483 (0.3675) loss_class_3: 0.6479 (0.7074) loss_bbox_3: 0.1353 (0.1646) loss_giou_3: 0.3496 (0.3682) loss_class_4: 0.6557 (0.7013) loss_bbox_4: 0.1324 (0.1646) loss_giou_4: 0.3496 (0.3678) loss_class_enc: 0.7558 (0.8220) loss_bbox_enc: 0.1643 (0.1902) loss_giou_enc: 0.3853 (0.4100) loss_class_dn: 0.3529 (0.3624) loss_bbox_dn: 0.1893 (0.2268) loss_giou_dn: 0.3689 (0.3985) loss_class_dn_0: 0.4511 (0.4608) loss_bbox_dn_0: 0.2859 (0.3218) loss_giou_dn_0: 0.4924 (0.5169) loss_class_dn_1: 0.3811 (0.3918) loss_bbox_dn_1: 0.2146 (0.2512) loss_giou_dn_1: 0.4038 (0.4303) loss_class_dn_2: 0.3608 (0.3717) loss_bbox_dn_2: 0.1946 (0.2311) loss_giou_dn_2: 0.3782 (0.4053) loss_class_dn_3: 0.3554 (0.3655) loss_bbox_dn_3: 0.1898 (0.2277) loss_giou_dn_3: 0.3725 (0.4000) loss_class_dn_4: 0.3527 (0.3629) loss_bbox_dn_4: 0.1894 (0.2268) loss_giou_dn_4: 0.3692 (0.3985) loss_class_hybrid: 0.6406 (0.7002) loss_bbox_hybrid: 0.1514 (0.1759) loss_giou_hybrid: 0.3537 (0.3943) loss_class_0_hybrid: 0.7269 (0.7755) loss_bbox_0_hybrid: 0.1579 (0.1822) loss_giou_0_hybrid: 0.3678 (0.4072) loss_class_1_hybrid: 0.6758 (0.7299) loss_bbox_1_hybrid: 0.1609 (0.1784) loss_giou_1_hybrid: 0.3633 (0.3993) loss_class_2_hybrid: 0.6600 (0.7150) loss_bbox_2_hybrid: 0.1527 (0.1759) loss_giou_2_hybrid: 0.3529 (0.3955) loss_class_3_hybrid: 0.6443 (0.7052) loss_bbox_3_hybrid: 0.1517 (0.1760) loss_giou_3_hybrid: 0.3609 (0.3947) loss_class_4_hybrid: 0.6430 (0.7009) loss_bbox_4_hybrid: 0.1516 (0.1761) loss_giou_4_hybrid: 0.3525 (0.3946) loss_class_enc_hybrid: 0.7049 (0.7522) loss_bbox_enc_hybrid: 0.1883 (0.2113) loss_giou_enc_hybrid: 0.4157 (0.4541) mem: 1023 max mem: 36965 [2024-01-16 01:07:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:08:23 det.util.engine] INFO: Epoch: [10] [2150/11727] eta: 2:55:04 lr: 0.000010 data_time: 0.0029 iter_time: 1.0444 loss: 23.7655 (24.6045) loss_class: 0.6740 (0.6993) loss_bbox: 0.1341 (0.1647) loss_giou: 0.3672 (0.3677) loss_class_0: 0.8085 (0.8600) loss_bbox_0: 0.1340 (0.1649) loss_giou_0: 0.3715 (0.3709) loss_class_1: 0.7242 (0.7498) loss_bbox_1: 0.1344 (0.1655) loss_giou_1: 0.3738 (0.3700) loss_class_2: 0.6988 (0.7252) loss_bbox_2: 0.1345 (0.1635) loss_giou_2: 0.3686 (0.3674) loss_class_3: 0.6967 (0.7075) loss_bbox_3: 0.1345 (0.1644) loss_giou_3: 0.3675 (0.3681) loss_class_4: 0.6840 (0.7014) loss_bbox_4: 0.1407 (0.1645) loss_giou_4: 0.3670 (0.3677) loss_class_enc: 0.7856 (0.8219) loss_bbox_enc: 0.1655 (0.1901) loss_giou_enc: 0.4129 (0.4097) loss_class_dn: 0.3653 (0.3624) loss_bbox_dn: 0.1874 (0.2266) loss_giou_dn: 0.4131 (0.3982) loss_class_dn_0: 0.4639 (0.4610) loss_bbox_dn_0: 0.2681 (0.3217) loss_giou_dn_0: 0.5142 (0.5165) loss_class_dn_1: 0.3961 (0.3918) loss_bbox_dn_1: 0.2027 (0.2510) loss_giou_dn_1: 0.4399 (0.4300) loss_class_dn_2: 0.3759 (0.3717) loss_bbox_dn_2: 0.1919 (0.2310) loss_giou_dn_2: 0.4205 (0.4049) loss_class_dn_3: 0.3701 (0.3655) loss_bbox_dn_3: 0.1883 (0.2275) loss_giou_dn_3: 0.4146 (0.3997) loss_class_dn_4: 0.3652 (0.3629) loss_bbox_dn_4: 0.1872 (0.2266) loss_giou_dn_4: 0.4132 (0.3982) loss_class_hybrid: 0.6538 (0.7003) loss_bbox_hybrid: 0.1540 (0.1759) loss_giou_hybrid: 0.4026 (0.3942) loss_class_0_hybrid: 0.7252 (0.7756) loss_bbox_0_hybrid: 0.1443 (0.1821) loss_giou_0_hybrid: 0.4192 (0.4070) loss_class_1_hybrid: 0.6815 (0.7298) loss_bbox_1_hybrid: 0.1498 (0.1784) loss_giou_1_hybrid: 0.4105 (0.3992) loss_class_2_hybrid: 0.6791 (0.7150) loss_bbox_2_hybrid: 0.1507 (0.1759) loss_giou_2_hybrid: 0.4071 (0.3953) loss_class_3_hybrid: 0.6703 (0.7053) loss_bbox_3_hybrid: 0.1483 (0.1759) loss_giou_3_hybrid: 0.4018 (0.3946) loss_class_4_hybrid: 0.6495 (0.7010) loss_bbox_4_hybrid: 0.1511 (0.1761) loss_giou_4_hybrid: 0.4062 (0.3945) loss_class_enc_hybrid: 0.7138 (0.7522) loss_bbox_enc_hybrid: 0.1812 (0.2112) loss_giou_enc_hybrid: 0.4576 (0.4538) mem: 1030 max mem: 36965 [2024-01-16 01:08:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:09:16 det.util.engine] INFO: Epoch: [10] [2200/11727] eta: 2:54:05 lr: 0.000010 data_time: 0.0030 iter_time: 1.1187 loss: 24.6699 (24.6079) loss_class: 0.7117 (0.6995) loss_bbox: 0.1613 (0.1648) loss_giou: 0.3806 (0.3676) loss_class_0: 0.8621 (0.8602) loss_bbox_0: 0.1657 (0.1650) loss_giou_0: 0.3772 (0.3709) loss_class_1: 0.7533 (0.7499) loss_bbox_1: 0.1642 (0.1656) loss_giou_1: 0.3767 (0.3699) loss_class_2: 0.7453 (0.7254) loss_bbox_2: 0.1627 (0.1636) loss_giou_2: 0.3803 (0.3673) loss_class_3: 0.7306 (0.7078) loss_bbox_3: 0.1615 (0.1645) loss_giou_3: 0.3743 (0.3680) loss_class_4: 0.7245 (0.7017) loss_bbox_4: 0.1600 (0.1646) loss_giou_4: 0.3747 (0.3676) loss_class_enc: 0.8140 (0.8222) loss_bbox_enc: 0.1855 (0.1902) loss_giou_enc: 0.4118 (0.4096) loss_class_dn: 0.3650 (0.3625) loss_bbox_dn: 0.2197 (0.2267) loss_giou_dn: 0.4075 (0.3982) loss_class_dn_0: 0.4613 (0.4610) loss_bbox_dn_0: 0.3073 (0.3218) loss_giou_dn_0: 0.5071 (0.5164) loss_class_dn_1: 0.3930 (0.3919) loss_bbox_dn_1: 0.2385 (0.2511) loss_giou_dn_1: 0.4293 (0.4300) loss_class_dn_2: 0.3746 (0.3717) loss_bbox_dn_2: 0.2194 (0.2310) loss_giou_dn_2: 0.4172 (0.4049) loss_class_dn_3: 0.3711 (0.3655) loss_bbox_dn_3: 0.2183 (0.2276) loss_giou_dn_3: 0.4092 (0.3997) loss_class_dn_4: 0.3645 (0.3630) loss_bbox_dn_4: 0.2198 (0.2267) loss_giou_dn_4: 0.4074 (0.3981) loss_class_hybrid: 0.7060 (0.7004) loss_bbox_hybrid: 0.1692 (0.1760) loss_giou_hybrid: 0.4021 (0.3940) loss_class_0_hybrid: 0.7823 (0.7759) loss_bbox_0_hybrid: 0.1780 (0.1823) loss_giou_0_hybrid: 0.4034 (0.4068) loss_class_1_hybrid: 0.7420 (0.7301) loss_bbox_1_hybrid: 0.1755 (0.1785) loss_giou_1_hybrid: 0.3966 (0.3990) loss_class_2_hybrid: 0.7190 (0.7152) loss_bbox_2_hybrid: 0.1711 (0.1760) loss_giou_2_hybrid: 0.4000 (0.3952) loss_class_3_hybrid: 0.7081 (0.7054) loss_bbox_3_hybrid: 0.1714 (0.1760) loss_giou_3_hybrid: 0.4014 (0.3944) loss_class_4_hybrid: 0.6987 (0.7012) loss_bbox_4_hybrid: 0.1720 (0.1762) loss_giou_4_hybrid: 0.4026 (0.3943) loss_class_enc_hybrid: 0.7563 (0.7525) loss_bbox_enc_hybrid: 0.2028 (0.2113) loss_giou_enc_hybrid: 0.4560 (0.4536) mem: 1013 max mem: 36965 [2024-01-16 01:09:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:10:09 det.util.engine] INFO: Epoch: [10] [2250/11727] eta: 2:53:03 lr: 0.000010 data_time: 0.0030 iter_time: 1.0777 loss: 23.5137 (24.6107) loss_class: 0.6681 (0.6996) loss_bbox: 0.1489 (0.1647) loss_giou: 0.3319 (0.3677) loss_class_0: 0.8057 (0.8598) loss_bbox_0: 0.1440 (0.1650) loss_giou_0: 0.3509 (0.3710) loss_class_1: 0.7060 (0.7500) loss_bbox_1: 0.1498 (0.1656) loss_giou_1: 0.3366 (0.3700) loss_class_2: 0.6668 (0.7254) loss_bbox_2: 0.1509 (0.1636) loss_giou_2: 0.3326 (0.3674) loss_class_3: 0.6634 (0.7078) loss_bbox_3: 0.1481 (0.1645) loss_giou_3: 0.3352 (0.3681) loss_class_4: 0.6744 (0.7018) loss_bbox_4: 0.1480 (0.1645) loss_giou_4: 0.3353 (0.3677) loss_class_enc: 0.8063 (0.8221) loss_bbox_enc: 0.1674 (0.1901) loss_giou_enc: 0.3789 (0.4098) loss_class_dn: 0.3566 (0.3625) loss_bbox_dn: 0.1849 (0.2268) loss_giou_dn: 0.4050 (0.3985) loss_class_dn_0: 0.4518 (0.4609) loss_bbox_dn_0: 0.2830 (0.3218) loss_giou_dn_0: 0.5142 (0.5167) loss_class_dn_1: 0.3834 (0.3919) loss_bbox_dn_1: 0.2022 (0.2513) loss_giou_dn_1: 0.4234 (0.4303) loss_class_dn_2: 0.3619 (0.3718) loss_bbox_dn_2: 0.1899 (0.2311) loss_giou_dn_2: 0.4125 (0.4052) loss_class_dn_3: 0.3574 (0.3656) loss_bbox_dn_3: 0.1870 (0.2277) loss_giou_dn_3: 0.4063 (0.4000) loss_class_dn_4: 0.3558 (0.3630) loss_bbox_dn_4: 0.1851 (0.2268) loss_giou_dn_4: 0.4048 (0.3984) loss_class_hybrid: 0.6713 (0.7004) loss_bbox_hybrid: 0.1616 (0.1760) loss_giou_hybrid: 0.3641 (0.3942) loss_class_0_hybrid: 0.7351 (0.7756) loss_bbox_0_hybrid: 0.1623 (0.1822) loss_giou_0_hybrid: 0.3745 (0.4070) loss_class_1_hybrid: 0.6916 (0.7300) loss_bbox_1_hybrid: 0.1571 (0.1784) loss_giou_1_hybrid: 0.3677 (0.3991) loss_class_2_hybrid: 0.6892 (0.7151) loss_bbox_2_hybrid: 0.1606 (0.1760) loss_giou_2_hybrid: 0.3688 (0.3953) loss_class_3_hybrid: 0.6791 (0.7054) loss_bbox_3_hybrid: 0.1614 (0.1760) loss_giou_3_hybrid: 0.3677 (0.3946) loss_class_4_hybrid: 0.6712 (0.7011) loss_bbox_4_hybrid: 0.1663 (0.1762) loss_giou_4_hybrid: 0.3667 (0.3945) loss_class_enc_hybrid: 0.7209 (0.7522) loss_bbox_enc_hybrid: 0.1884 (0.2112) loss_giou_enc_hybrid: 0.4149 (0.4537) mem: 1022 max mem: 36965 [2024-01-16 01:10:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:11:02 det.util.engine] INFO: Epoch: [10] [2300/11727] eta: 2:52:01 lr: 0.000010 data_time: 0.0031 iter_time: 1.0669 loss: 24.7590 (24.6066) loss_class: 0.6923 (0.6996) loss_bbox: 0.1747 (0.1647) loss_giou: 0.3558 (0.3675) loss_class_0: 0.8742 (0.8599) loss_bbox_0: 0.1822 (0.1650) loss_giou_0: 0.3581 (0.3708) loss_class_1: 0.7533 (0.7499) loss_bbox_1: 0.1795 (0.1657) loss_giou_1: 0.3575 (0.3697) loss_class_2: 0.7150 (0.7254) loss_bbox_2: 0.1732 (0.1636) loss_giou_2: 0.3570 (0.3672) loss_class_3: 0.7033 (0.7079) loss_bbox_3: 0.1724 (0.1645) loss_giou_3: 0.3552 (0.3679) loss_class_4: 0.6989 (0.7019) loss_bbox_4: 0.1747 (0.1645) loss_giou_4: 0.3537 (0.3674) loss_class_enc: 0.8436 (0.8220) loss_bbox_enc: 0.2095 (0.1902) loss_giou_enc: 0.4010 (0.4095) loss_class_dn: 0.3549 (0.3624) loss_bbox_dn: 0.2302 (0.2268) loss_giou_dn: 0.3977 (0.3983) loss_class_dn_0: 0.4649 (0.4609) loss_bbox_dn_0: 0.3265 (0.3219) loss_giou_dn_0: 0.5176 (0.5166) loss_class_dn_1: 0.3814 (0.3918) loss_bbox_dn_1: 0.2453 (0.2513) loss_giou_dn_1: 0.4275 (0.4302) loss_class_dn_2: 0.3629 (0.3717) loss_bbox_dn_2: 0.2314 (0.2311) loss_giou_dn_2: 0.4033 (0.4050) loss_class_dn_3: 0.3590 (0.3655) loss_bbox_dn_3: 0.2302 (0.2276) loss_giou_dn_3: 0.4002 (0.3998) loss_class_dn_4: 0.3557 (0.3629) loss_bbox_dn_4: 0.2301 (0.2268) loss_giou_dn_4: 0.3976 (0.3983) loss_class_hybrid: 0.7063 (0.7004) loss_bbox_hybrid: 0.1822 (0.1760) loss_giou_hybrid: 0.3712 (0.3939) loss_class_0_hybrid: 0.8032 (0.7758) loss_bbox_0_hybrid: 0.1959 (0.1822) loss_giou_0_hybrid: 0.3931 (0.4067) loss_class_1_hybrid: 0.7456 (0.7301) loss_bbox_1_hybrid: 0.1862 (0.1785) loss_giou_1_hybrid: 0.3808 (0.3989) loss_class_2_hybrid: 0.7177 (0.7152) loss_bbox_2_hybrid: 0.1851 (0.1760) loss_giou_2_hybrid: 0.3724 (0.3951) loss_class_3_hybrid: 0.7241 (0.7055) loss_bbox_3_hybrid: 0.1766 (0.1760) loss_giou_3_hybrid: 0.3725 (0.3943) loss_class_4_hybrid: 0.7120 (0.7012) loss_bbox_4_hybrid: 0.1842 (0.1762) loss_giou_4_hybrid: 0.3716 (0.3942) loss_class_enc_hybrid: 0.7789 (0.7523) loss_bbox_enc_hybrid: 0.2261 (0.2112) loss_giou_enc_hybrid: 0.4407 (0.4535) mem: 1017 max mem: 36965 [2024-01-16 01:11:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:11:57 det.util.engine] INFO: Epoch: [10] [2350/11727] eta: 2:51:04 lr: 0.000010 data_time: 0.0028 iter_time: 1.0583 loss: 24.8193 (24.6027) loss_class: 0.6960 (0.6994) loss_bbox: 0.1511 (0.1647) loss_giou: 0.3821 (0.3674) loss_class_0: 0.8437 (0.8597) loss_bbox_0: 0.1469 (0.1650) loss_giou_0: 0.3814 (0.3708) loss_class_1: 0.7295 (0.7496) loss_bbox_1: 0.1502 (0.1657) loss_giou_1: 0.3863 (0.3697) loss_class_2: 0.7064 (0.7250) loss_bbox_2: 0.1505 (0.1637) loss_giou_2: 0.3785 (0.3672) loss_class_3: 0.6881 (0.7077) loss_bbox_3: 0.1487 (0.1645) loss_giou_3: 0.3783 (0.3678) loss_class_4: 0.6882 (0.7016) loss_bbox_4: 0.1509 (0.1645) loss_giou_4: 0.3882 (0.3674) loss_class_enc: 0.7944 (0.8218) loss_bbox_enc: 0.1731 (0.1902) loss_giou_enc: 0.4305 (0.4094) loss_class_dn: 0.3694 (0.3624) loss_bbox_dn: 0.2251 (0.2268) loss_giou_dn: 0.4199 (0.3981) loss_class_dn_0: 0.4667 (0.4608) loss_bbox_dn_0: 0.3183 (0.3221) loss_giou_dn_0: 0.5338 (0.5164) loss_class_dn_1: 0.3966 (0.3918) loss_bbox_dn_1: 0.2503 (0.2514) loss_giou_dn_1: 0.4447 (0.4300) loss_class_dn_2: 0.3788 (0.3716) loss_bbox_dn_2: 0.2239 (0.2311) loss_giou_dn_2: 0.4239 (0.4049) loss_class_dn_3: 0.3686 (0.3654) loss_bbox_dn_3: 0.2256 (0.2277) loss_giou_dn_3: 0.4215 (0.3997) loss_class_dn_4: 0.3702 (0.3629) loss_bbox_dn_4: 0.2251 (0.2268) loss_giou_dn_4: 0.4199 (0.3981) loss_class_hybrid: 0.6744 (0.7002) loss_bbox_hybrid: 0.1561 (0.1760) loss_giou_hybrid: 0.4073 (0.3939) loss_class_0_hybrid: 0.7417 (0.7756) loss_bbox_0_hybrid: 0.1782 (0.1822) loss_giou_0_hybrid: 0.4112 (0.4067) loss_class_1_hybrid: 0.7048 (0.7300) loss_bbox_1_hybrid: 0.1722 (0.1785) loss_giou_1_hybrid: 0.4108 (0.3989) loss_class_2_hybrid: 0.7027 (0.7151) loss_bbox_2_hybrid: 0.1605 (0.1760) loss_giou_2_hybrid: 0.4055 (0.3950) loss_class_3_hybrid: 0.6894 (0.7054) loss_bbox_3_hybrid: 0.1636 (0.1760) loss_giou_3_hybrid: 0.4065 (0.3943) loss_class_4_hybrid: 0.6731 (0.7011) loss_bbox_4_hybrid: 0.1549 (0.1762) loss_giou_4_hybrid: 0.4087 (0.3942) loss_class_enc_hybrid: 0.7136 (0.7519) loss_bbox_enc_hybrid: 0.2080 (0.2113) loss_giou_enc_hybrid: 0.4739 (0.4535) mem: 1029 max mem: 36965 [2024-01-16 01:11:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:12:50 det.util.engine] INFO: Epoch: [10] [2400/11727] eta: 2:50:03 lr: 0.000010 data_time: 0.0029 iter_time: 1.0613 loss: 22.8676 (24.5921) loss_class: 0.6482 (0.6989) loss_bbox: 0.1498 (0.1646) loss_giou: 0.3634 (0.3675) loss_class_0: 0.8268 (0.8591) loss_bbox_0: 0.1497 (0.1648) loss_giou_0: 0.3603 (0.3708) loss_class_1: 0.7101 (0.7490) loss_bbox_1: 0.1539 (0.1656) loss_giou_1: 0.3566 (0.3698) loss_class_2: 0.6696 (0.7246) loss_bbox_2: 0.1545 (0.1635) loss_giou_2: 0.3612 (0.3673) loss_class_3: 0.6521 (0.7072) loss_bbox_3: 0.1509 (0.1643) loss_giou_3: 0.3626 (0.3679) loss_class_4: 0.6555 (0.7011) loss_bbox_4: 0.1507 (0.1644) loss_giou_4: 0.3605 (0.3675) loss_class_enc: 0.7643 (0.8212) loss_bbox_enc: 0.1743 (0.1900) loss_giou_enc: 0.3935 (0.4095) loss_class_dn: 0.3486 (0.3623) loss_bbox_dn: 0.1867 (0.2264) loss_giou_dn: 0.3794 (0.3982) loss_class_dn_0: 0.4507 (0.4608) loss_bbox_dn_0: 0.2696 (0.3215) loss_giou_dn_0: 0.4983 (0.5164) loss_class_dn_1: 0.3796 (0.3917) loss_bbox_dn_1: 0.2042 (0.2509) loss_giou_dn_1: 0.4106 (0.4300) loss_class_dn_2: 0.3593 (0.3716) loss_bbox_dn_2: 0.1905 (0.2307) loss_giou_dn_2: 0.3881 (0.4049) loss_class_dn_3: 0.3524 (0.3654) loss_bbox_dn_3: 0.1866 (0.2273) loss_giou_dn_3: 0.3829 (0.3997) loss_class_dn_4: 0.3511 (0.3628) loss_bbox_dn_4: 0.1868 (0.2264) loss_giou_dn_4: 0.3795 (0.3981) loss_class_hybrid: 0.6630 (0.6998) loss_bbox_hybrid: 0.1654 (0.1759) loss_giou_hybrid: 0.3696 (0.3940) loss_class_0_hybrid: 0.7446 (0.7752) loss_bbox_0_hybrid: 0.1694 (0.1821) loss_giou_0_hybrid: 0.3937 (0.4068) loss_class_1_hybrid: 0.6935 (0.7295) loss_bbox_1_hybrid: 0.1707 (0.1784) loss_giou_1_hybrid: 0.3791 (0.3990) loss_class_2_hybrid: 0.6776 (0.7147) loss_bbox_2_hybrid: 0.1641 (0.1758) loss_giou_2_hybrid: 0.3711 (0.3952) loss_class_3_hybrid: 0.6629 (0.7049) loss_bbox_3_hybrid: 0.1648 (0.1759) loss_giou_3_hybrid: 0.3722 (0.3944) loss_class_4_hybrid: 0.6575 (0.7006) loss_bbox_4_hybrid: 0.1655 (0.1760) loss_giou_4_hybrid: 0.3674 (0.3943) loss_class_enc_hybrid: 0.7062 (0.7515) loss_bbox_enc_hybrid: 0.1920 (0.2111) loss_giou_enc_hybrid: 0.4280 (0.4536) mem: 1034 max mem: 36965 [2024-01-16 01:12:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:13:44 det.util.engine] INFO: Epoch: [10] [2450/11727] eta: 2:49:08 lr: 0.000010 data_time: 0.0031 iter_time: 1.0853 loss: 25.1644 (24.6019) loss_class: 0.7066 (0.6991) loss_bbox: 0.1656 (0.1647) loss_giou: 0.3627 (0.3677) loss_class_0: 0.8651 (0.8593) loss_bbox_0: 0.1686 (0.1649) loss_giou_0: 0.3800 (0.3710) loss_class_1: 0.7599 (0.7492) loss_bbox_1: 0.1667 (0.1657) loss_giou_1: 0.3759 (0.3700) loss_class_2: 0.7282 (0.7248) loss_bbox_2: 0.1708 (0.1637) loss_giou_2: 0.3715 (0.3675) loss_class_3: 0.7258 (0.7074) loss_bbox_3: 0.1654 (0.1645) loss_giou_3: 0.3671 (0.3681) loss_class_4: 0.7052 (0.7013) loss_bbox_4: 0.1631 (0.1645) loss_giou_4: 0.3649 (0.3677) loss_class_enc: 0.8208 (0.8213) loss_bbox_enc: 0.1981 (0.1901) loss_giou_enc: 0.4160 (0.4097) loss_class_dn: 0.3692 (0.3624) loss_bbox_dn: 0.2276 (0.2266) loss_giou_dn: 0.4124 (0.3984) loss_class_dn_0: 0.4667 (0.4608) loss_bbox_dn_0: 0.3255 (0.3217) loss_giou_dn_0: 0.5154 (0.5167) loss_class_dn_1: 0.3980 (0.3918) loss_bbox_dn_1: 0.2470 (0.2511) loss_giou_dn_1: 0.4415 (0.4303) loss_class_dn_2: 0.3774 (0.3717) loss_bbox_dn_2: 0.2290 (0.2309) loss_giou_dn_2: 0.4211 (0.4052) loss_class_dn_3: 0.3720 (0.3654) loss_bbox_dn_3: 0.2272 (0.2275) loss_giou_dn_3: 0.4140 (0.4000) loss_class_dn_4: 0.3692 (0.3629) loss_bbox_dn_4: 0.2278 (0.2266) loss_giou_dn_4: 0.4127 (0.3984) loss_class_hybrid: 0.7143 (0.7000) loss_bbox_hybrid: 0.1811 (0.1759) loss_giou_hybrid: 0.3866 (0.3942) loss_class_0_hybrid: 0.7865 (0.7753) loss_bbox_0_hybrid: 0.1819 (0.1822) loss_giou_0_hybrid: 0.4159 (0.4070) loss_class_1_hybrid: 0.7445 (0.7296) loss_bbox_1_hybrid: 0.1844 (0.1784) loss_giou_1_hybrid: 0.3995 (0.3992) loss_class_2_hybrid: 0.7403 (0.7149) loss_bbox_2_hybrid: 0.1809 (0.1759) loss_giou_2_hybrid: 0.3891 (0.3953) loss_class_3_hybrid: 0.7293 (0.7052) loss_bbox_3_hybrid: 0.1805 (0.1759) loss_giou_3_hybrid: 0.3883 (0.3946) loss_class_4_hybrid: 0.7123 (0.7008) loss_bbox_4_hybrid: 0.1814 (0.1761) loss_giou_4_hybrid: 0.3854 (0.3945) loss_class_enc_hybrid: 0.7605 (0.7516) loss_bbox_enc_hybrid: 0.2125 (0.2112) loss_giou_enc_hybrid: 0.4707 (0.4538) mem: 1028 max mem: 36965 [2024-01-16 01:13:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:14:39 det.util.engine] INFO: Epoch: [10] [2500/11727] eta: 2:48:12 lr: 0.000010 data_time: 0.0031 iter_time: 1.0811 loss: 22.9031 (24.6067) loss_class: 0.6808 (0.6990) loss_bbox: 0.1608 (0.1649) loss_giou: 0.3307 (0.3679) loss_class_0: 0.8280 (0.8592) loss_bbox_0: 0.1589 (0.1651) loss_giou_0: 0.3343 (0.3712) loss_class_1: 0.7093 (0.7490) loss_bbox_1: 0.1517 (0.1658) loss_giou_1: 0.3195 (0.3702) loss_class_2: 0.6954 (0.7247) loss_bbox_2: 0.1635 (0.1639) loss_giou_2: 0.3357 (0.3677) loss_class_3: 0.6932 (0.7073) loss_bbox_3: 0.1641 (0.1647) loss_giou_3: 0.3322 (0.3682) loss_class_4: 0.6863 (0.7012) loss_bbox_4: 0.1608 (0.1647) loss_giou_4: 0.3329 (0.3678) loss_class_enc: 0.7694 (0.8211) loss_bbox_enc: 0.1802 (0.1903) loss_giou_enc: 0.3631 (0.4098) loss_class_dn: 0.3517 (0.3623) loss_bbox_dn: 0.2305 (0.2267) loss_giou_dn: 0.3563 (0.3985) loss_class_dn_0: 0.4532 (0.4608) loss_bbox_dn_0: 0.3238 (0.3220) loss_giou_dn_0: 0.4810 (0.5168) loss_class_dn_1: 0.3809 (0.3918) loss_bbox_dn_1: 0.2554 (0.2513) loss_giou_dn_1: 0.3959 (0.4304) loss_class_dn_2: 0.3599 (0.3716) loss_bbox_dn_2: 0.2367 (0.2310) loss_giou_dn_2: 0.3634 (0.4053) loss_class_dn_3: 0.3539 (0.3654) loss_bbox_dn_3: 0.2346 (0.2276) loss_giou_dn_3: 0.3581 (0.4001) loss_class_dn_4: 0.3529 (0.3628) loss_bbox_dn_4: 0.2304 (0.2267) loss_giou_dn_4: 0.3563 (0.3985) loss_class_hybrid: 0.6614 (0.6998) loss_bbox_hybrid: 0.1576 (0.1761) loss_giou_hybrid: 0.3277 (0.3944) loss_class_0_hybrid: 0.7632 (0.7752) loss_bbox_0_hybrid: 0.1628 (0.1823) loss_giou_0_hybrid: 0.3428 (0.4072) loss_class_1_hybrid: 0.6960 (0.7294) loss_bbox_1_hybrid: 0.1587 (0.1786) loss_giou_1_hybrid: 0.3363 (0.3994) loss_class_2_hybrid: 0.6836 (0.7148) loss_bbox_2_hybrid: 0.1549 (0.1761) loss_giou_2_hybrid: 0.3306 (0.3956) loss_class_3_hybrid: 0.6753 (0.7051) loss_bbox_3_hybrid: 0.1583 (0.1761) loss_giou_3_hybrid: 0.3284 (0.3948) loss_class_4_hybrid: 0.6678 (0.7007) loss_bbox_4_hybrid: 0.1581 (0.1762) loss_giou_4_hybrid: 0.3277 (0.3947) loss_class_enc_hybrid: 0.7369 (0.7514) loss_bbox_enc_hybrid: 0.2090 (0.2114) loss_giou_enc_hybrid: 0.3928 (0.4540) mem: 1033 max mem: 36965 [2024-01-16 01:14:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:15:32 det.util.engine] INFO: Epoch: [10] [2550/11727] eta: 2:47:13 lr: 0.000010 data_time: 0.0026 iter_time: 1.0690 loss: 25.4696 (24.6113) loss_class: 0.7224 (0.6993) loss_bbox: 0.1663 (0.1649) loss_giou: 0.3529 (0.3679) loss_class_0: 0.8739 (0.8593) loss_bbox_0: 0.1628 (0.1651) loss_giou_0: 0.3530 (0.3713) loss_class_1: 0.7531 (0.7491) loss_bbox_1: 0.1631 (0.1658) loss_giou_1: 0.3475 (0.3704) loss_class_2: 0.7422 (0.7250) loss_bbox_2: 0.1572 (0.1639) loss_giou_2: 0.3521 (0.3678) loss_class_3: 0.7167 (0.7076) loss_bbox_3: 0.1575 (0.1646) loss_giou_3: 0.3522 (0.3683) loss_class_4: 0.7166 (0.7016) loss_bbox_4: 0.1556 (0.1646) loss_giou_4: 0.3493 (0.3679) loss_class_enc: 0.8346 (0.8213) loss_bbox_enc: 0.1853 (0.1902) loss_giou_enc: 0.3855 (0.4100) loss_class_dn: 0.3629 (0.3624) loss_bbox_dn: 0.2258 (0.2266) loss_giou_dn: 0.4057 (0.3987) loss_class_dn_0: 0.4559 (0.4608) loss_bbox_dn_0: 0.3154 (0.3218) loss_giou_dn_0: 0.5277 (0.5169) loss_class_dn_1: 0.3916 (0.3919) loss_bbox_dn_1: 0.2514 (0.2511) loss_giou_dn_1: 0.4417 (0.4306) loss_class_dn_2: 0.3723 (0.3717) loss_bbox_dn_2: 0.2309 (0.2309) loss_giou_dn_2: 0.4117 (0.4054) loss_class_dn_3: 0.3652 (0.3655) loss_bbox_dn_3: 0.2262 (0.2275) loss_giou_dn_3: 0.4064 (0.4003) loss_class_dn_4: 0.3635 (0.3629) loss_bbox_dn_4: 0.2258 (0.2266) loss_giou_dn_4: 0.4057 (0.3987) loss_class_hybrid: 0.7036 (0.7000) loss_bbox_hybrid: 0.1717 (0.1760) loss_giou_hybrid: 0.3736 (0.3946) loss_class_0_hybrid: 0.7850 (0.7752) loss_bbox_0_hybrid: 0.1855 (0.1823) loss_giou_0_hybrid: 0.3864 (0.4074) loss_class_1_hybrid: 0.7219 (0.7295) loss_bbox_1_hybrid: 0.1712 (0.1786) loss_giou_1_hybrid: 0.3813 (0.3997) loss_class_2_hybrid: 0.7066 (0.7149) loss_bbox_2_hybrid: 0.1730 (0.1761) loss_giou_2_hybrid: 0.3771 (0.3958) loss_class_3_hybrid: 0.6942 (0.7052) loss_bbox_3_hybrid: 0.1750 (0.1760) loss_giou_3_hybrid: 0.3727 (0.3950) loss_class_4_hybrid: 0.6949 (0.7009) loss_bbox_4_hybrid: 0.1728 (0.1762) loss_giou_4_hybrid: 0.3737 (0.3949) loss_class_enc_hybrid: 0.7592 (0.7515) loss_bbox_enc_hybrid: 0.2111 (0.2113) loss_giou_enc_hybrid: 0.4205 (0.4542) mem: 1044 max mem: 36965 [2024-01-16 01:15:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:16:26 det.util.engine] INFO: Epoch: [10] [2600/11727] eta: 2:46:14 lr: 0.000010 data_time: 0.0030 iter_time: 1.0711 loss: 24.7913 (24.6068) loss_class: 0.6822 (0.6992) loss_bbox: 0.1526 (0.1647) loss_giou: 0.3916 (0.3680) loss_class_0: 0.8449 (0.8590) loss_bbox_0: 0.1446 (0.1649) loss_giou_0: 0.3759 (0.3714) loss_class_1: 0.7080 (0.7488) loss_bbox_1: 0.1547 (0.1657) loss_giou_1: 0.3903 (0.3704) loss_class_2: 0.7214 (0.7248) loss_bbox_2: 0.1537 (0.1638) loss_giou_2: 0.3903 (0.3679) loss_class_3: 0.6940 (0.7075) loss_bbox_3: 0.1532 (0.1645) loss_giou_3: 0.3895 (0.3684) loss_class_4: 0.6829 (0.7014) loss_bbox_4: 0.1527 (0.1645) loss_giou_4: 0.3915 (0.3680) loss_class_enc: 0.8079 (0.8210) loss_bbox_enc: 0.1756 (0.1901) loss_giou_enc: 0.4236 (0.4100) loss_class_dn: 0.3652 (0.3624) loss_bbox_dn: 0.2113 (0.2265) loss_giou_dn: 0.4134 (0.3988) loss_class_dn_0: 0.4588 (0.4608) loss_bbox_dn_0: 0.3121 (0.3216) loss_giou_dn_0: 0.5456 (0.5169) loss_class_dn_1: 0.3940 (0.3919) loss_bbox_dn_1: 0.2366 (0.2510) loss_giou_dn_1: 0.4474 (0.4306) loss_class_dn_2: 0.3748 (0.3717) loss_bbox_dn_2: 0.2168 (0.2308) loss_giou_dn_2: 0.4210 (0.4055) loss_class_dn_3: 0.3684 (0.3655) loss_bbox_dn_3: 0.2131 (0.2273) loss_giou_dn_3: 0.4156 (0.4003) loss_class_dn_4: 0.3652 (0.3629) loss_bbox_dn_4: 0.2113 (0.2265) loss_giou_dn_4: 0.4133 (0.3987) loss_class_hybrid: 0.6788 (0.6998) loss_bbox_hybrid: 0.1651 (0.1759) loss_giou_hybrid: 0.4067 (0.3947) loss_class_0_hybrid: 0.7448 (0.7750) loss_bbox_0_hybrid: 0.1811 (0.1822) loss_giou_0_hybrid: 0.4269 (0.4075) loss_class_1_hybrid: 0.7141 (0.7292) loss_bbox_1_hybrid: 0.1762 (0.1785) loss_giou_1_hybrid: 0.4127 (0.3997) loss_class_2_hybrid: 0.7029 (0.7147) loss_bbox_2_hybrid: 0.1681 (0.1759) loss_giou_2_hybrid: 0.4091 (0.3958) loss_class_3_hybrid: 0.6956 (0.7051) loss_bbox_3_hybrid: 0.1653 (0.1759) loss_giou_3_hybrid: 0.4075 (0.3951) loss_class_4_hybrid: 0.6775 (0.7007) loss_bbox_4_hybrid: 0.1656 (0.1760) loss_giou_4_hybrid: 0.4063 (0.3949) loss_class_enc_hybrid: 0.7220 (0.7513) loss_bbox_enc_hybrid: 0.2072 (0.2111) loss_giou_enc_hybrid: 0.4879 (0.4542) mem: 1033 max mem: 36965 [2024-01-16 01:16:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:17:19 det.util.engine] INFO: Epoch: [10] [2650/11727] eta: 2:45:16 lr: 0.000010 data_time: 0.0032 iter_time: 1.0778 loss: 22.9626 (24.6017) loss_class: 0.6445 (0.6990) loss_bbox: 0.1483 (0.1646) loss_giou: 0.3495 (0.3681) loss_class_0: 0.8253 (0.8589) loss_bbox_0: 0.1429 (0.1648) loss_giou_0: 0.3536 (0.3714) loss_class_1: 0.6928 (0.7486) loss_bbox_1: 0.1482 (0.1656) loss_giou_1: 0.3511 (0.3706) loss_class_2: 0.6786 (0.7245) loss_bbox_2: 0.1514 (0.1636) loss_giou_2: 0.3620 (0.3680) loss_class_3: 0.6677 (0.7074) loss_bbox_3: 0.1484 (0.1644) loss_giou_3: 0.3573 (0.3685) loss_class_4: 0.6569 (0.7013) loss_bbox_4: 0.1526 (0.1643) loss_giou_4: 0.3494 (0.3680) loss_class_enc: 0.8059 (0.8211) loss_bbox_enc: 0.1727 (0.1899) loss_giou_enc: 0.3810 (0.4099) loss_class_dn: 0.3487 (0.3623) loss_bbox_dn: 0.2050 (0.2261) loss_giou_dn: 0.3720 (0.3988) loss_class_dn_0: 0.4458 (0.4607) loss_bbox_dn_0: 0.2579 (0.3211) loss_giou_dn_0: 0.4908 (0.5169) loss_class_dn_1: 0.3773 (0.3918) loss_bbox_dn_1: 0.2194 (0.2506) loss_giou_dn_1: 0.4078 (0.4307) loss_class_dn_2: 0.3590 (0.3717) loss_bbox_dn_2: 0.2051 (0.2304) loss_giou_dn_2: 0.3784 (0.4055) loss_class_dn_3: 0.3522 (0.3654) loss_bbox_dn_3: 0.2059 (0.2270) loss_giou_dn_3: 0.3722 (0.4003) loss_class_dn_4: 0.3497 (0.3628) loss_bbox_dn_4: 0.2050 (0.2261) loss_giou_dn_4: 0.3720 (0.3988) loss_class_hybrid: 0.6687 (0.6997) loss_bbox_hybrid: 0.1406 (0.1758) loss_giou_hybrid: 0.3672 (0.3947) loss_class_0_hybrid: 0.7501 (0.7749) loss_bbox_0_hybrid: 0.1526 (0.1820) loss_giou_0_hybrid: 0.3787 (0.4076) loss_class_1_hybrid: 0.6915 (0.7290) loss_bbox_1_hybrid: 0.1447 (0.1784) loss_giou_1_hybrid: 0.3752 (0.3998) loss_class_2_hybrid: 0.6831 (0.7145) loss_bbox_2_hybrid: 0.1430 (0.1758) loss_giou_2_hybrid: 0.3667 (0.3959) loss_class_3_hybrid: 0.6819 (0.7050) loss_bbox_3_hybrid: 0.1450 (0.1757) loss_giou_3_hybrid: 0.3697 (0.3951) loss_class_4_hybrid: 0.6707 (0.7006) loss_bbox_4_hybrid: 0.1426 (0.1759) loss_giou_4_hybrid: 0.3698 (0.3950) loss_class_enc_hybrid: 0.7180 (0.7513) loss_bbox_enc_hybrid: 0.1823 (0.2109) loss_giou_enc_hybrid: 0.4142 (0.4542) mem: 1019 max mem: 36965 [2024-01-16 01:17:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:18:14 det.util.engine] INFO: Epoch: [10] [2700/11727] eta: 2:44:23 lr: 0.000010 data_time: 0.0032 iter_time: 1.0948 loss: 24.0945 (24.6018) loss_class: 0.6403 (0.6990) loss_bbox: 0.1561 (0.1646) loss_giou: 0.3356 (0.3682) loss_class_0: 0.8190 (0.8586) loss_bbox_0: 0.1528 (0.1648) loss_giou_0: 0.3677 (0.3716) loss_class_1: 0.7008 (0.7484) loss_bbox_1: 0.1517 (0.1657) loss_giou_1: 0.3570 (0.3708) loss_class_2: 0.7123 (0.7244) loss_bbox_2: 0.1562 (0.1637) loss_giou_2: 0.3490 (0.3681) loss_class_3: 0.6532 (0.7073) loss_bbox_3: 0.1618 (0.1644) loss_giou_3: 0.3529 (0.3686) loss_class_4: 0.6428 (0.7013) loss_bbox_4: 0.1519 (0.1644) loss_giou_4: 0.3466 (0.3682) loss_class_enc: 0.7847 (0.8209) loss_bbox_enc: 0.1799 (0.1899) loss_giou_enc: 0.4002 (0.4101) loss_class_dn: 0.3595 (0.3623) loss_bbox_dn: 0.2126 (0.2260) loss_giou_dn: 0.3725 (0.3987) loss_class_dn_0: 0.4603 (0.4607) loss_bbox_dn_0: 0.2879 (0.3211) loss_giou_dn_0: 0.4986 (0.5169) loss_class_dn_1: 0.3920 (0.3918) loss_bbox_dn_1: 0.2389 (0.2506) loss_giou_dn_1: 0.4102 (0.4307) loss_class_dn_2: 0.3724 (0.3717) loss_bbox_dn_2: 0.2230 (0.2304) loss_giou_dn_2: 0.3814 (0.4055) loss_class_dn_3: 0.3649 (0.3654) loss_bbox_dn_3: 0.2153 (0.2269) loss_giou_dn_3: 0.3750 (0.4003) loss_class_dn_4: 0.3607 (0.3628) loss_bbox_dn_4: 0.2130 (0.2261) loss_giou_dn_4: 0.3723 (0.3987) loss_class_hybrid: 0.6647 (0.6996) loss_bbox_hybrid: 0.1733 (0.1758) loss_giou_hybrid: 0.3840 (0.3948) loss_class_0_hybrid: 0.7660 (0.7747) loss_bbox_0_hybrid: 0.1827 (0.1822) loss_giou_0_hybrid: 0.4112 (0.4077) loss_class_1_hybrid: 0.7048 (0.7289) loss_bbox_1_hybrid: 0.1777 (0.1784) loss_giou_1_hybrid: 0.3938 (0.3999) loss_class_2_hybrid: 0.6886 (0.7144) loss_bbox_2_hybrid: 0.1759 (0.1759) loss_giou_2_hybrid: 0.3886 (0.3960) loss_class_3_hybrid: 0.6733 (0.7049) loss_bbox_3_hybrid: 0.1739 (0.1758) loss_giou_3_hybrid: 0.3861 (0.3952) loss_class_4_hybrid: 0.6694 (0.7005) loss_bbox_4_hybrid: 0.1736 (0.1760) loss_giou_4_hybrid: 0.3844 (0.3951) loss_class_enc_hybrid: 0.7426 (0.7513) loss_bbox_enc_hybrid: 0.1996 (0.2110) loss_giou_enc_hybrid: 0.4536 (0.4543) mem: 1027 max mem: 36965 [2024-01-16 01:18:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:19:10 det.util.engine] INFO: Epoch: [10] [2750/11727] eta: 2:43:33 lr: 0.000010 data_time: 0.0032 iter_time: 1.1187 loss: 23.8511 (24.5984) loss_class: 0.6995 (0.6989) loss_bbox: 0.1643 (0.1645) loss_giou: 0.3549 (0.3683) loss_class_0: 0.8600 (0.8586) loss_bbox_0: 0.1693 (0.1647) loss_giou_0: 0.3598 (0.3716) loss_class_1: 0.7584 (0.7484) loss_bbox_1: 0.1642 (0.1656) loss_giou_1: 0.3619 (0.3709) loss_class_2: 0.7366 (0.7243) loss_bbox_2: 0.1629 (0.1636) loss_giou_2: 0.3580 (0.3682) loss_class_3: 0.7188 (0.7072) loss_bbox_3: 0.1639 (0.1643) loss_giou_3: 0.3562 (0.3687) loss_class_4: 0.7095 (0.7012) loss_bbox_4: 0.1630 (0.1643) loss_giou_4: 0.3558 (0.3683) loss_class_enc: 0.8085 (0.8209) loss_bbox_enc: 0.1837 (0.1897) loss_giou_enc: 0.3924 (0.4101) loss_class_dn: 0.3585 (0.3622) loss_bbox_dn: 0.2138 (0.2259) loss_giou_dn: 0.3852 (0.3987) loss_class_dn_0: 0.4532 (0.4606) loss_bbox_dn_0: 0.3026 (0.3209) loss_giou_dn_0: 0.5072 (0.5170) loss_class_dn_1: 0.3876 (0.3917) loss_bbox_dn_1: 0.2331 (0.2504) loss_giou_dn_1: 0.4204 (0.4307) loss_class_dn_2: 0.3667 (0.3716) loss_bbox_dn_2: 0.2151 (0.2302) loss_giou_dn_2: 0.3965 (0.4055) loss_class_dn_3: 0.3586 (0.3653) loss_bbox_dn_3: 0.2121 (0.2268) loss_giou_dn_3: 0.3862 (0.4003) loss_class_dn_4: 0.3573 (0.3627) loss_bbox_dn_4: 0.2138 (0.2259) loss_giou_dn_4: 0.3852 (0.3987) loss_class_hybrid: 0.6969 (0.6994) loss_bbox_hybrid: 0.1806 (0.1758) loss_giou_hybrid: 0.3686 (0.3949) loss_class_0_hybrid: 0.7645 (0.7745) loss_bbox_0_hybrid: 0.1795 (0.1821) loss_giou_0_hybrid: 0.3780 (0.4078) loss_class_1_hybrid: 0.7280 (0.7287) loss_bbox_1_hybrid: 0.1809 (0.1784) loss_giou_1_hybrid: 0.3667 (0.4001) loss_class_2_hybrid: 0.7109 (0.7142) loss_bbox_2_hybrid: 0.1789 (0.1758) loss_giou_2_hybrid: 0.3638 (0.3961) loss_class_3_hybrid: 0.7052 (0.7047) loss_bbox_3_hybrid: 0.1773 (0.1757) loss_giou_3_hybrid: 0.3657 (0.3953) loss_class_4_hybrid: 0.6964 (0.7004) loss_bbox_4_hybrid: 0.1815 (0.1759) loss_giou_4_hybrid: 0.3691 (0.3952) loss_class_enc_hybrid: 0.7587 (0.7512) loss_bbox_enc_hybrid: 0.2134 (0.2109) loss_giou_enc_hybrid: 0.4247 (0.4544) mem: 1015 max mem: 36965 [2024-01-16 01:19:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:20:04 det.util.engine] INFO: Epoch: [10] [2800/11727] eta: 2:42:34 lr: 0.000010 data_time: 0.0029 iter_time: 1.0615 loss: 24.1549 (24.5867) loss_class: 0.6800 (0.6987) loss_bbox: 0.1425 (0.1644) loss_giou: 0.3607 (0.3681) loss_class_0: 0.8520 (0.8584) loss_bbox_0: 0.1395 (0.1645) loss_giou_0: 0.3608 (0.3713) loss_class_1: 0.7379 (0.7481) loss_bbox_1: 0.1406 (0.1655) loss_giou_1: 0.3605 (0.3706) loss_class_2: 0.7234 (0.7241) loss_bbox_2: 0.1432 (0.1634) loss_giou_2: 0.3626 (0.3680) loss_class_3: 0.6743 (0.7069) loss_bbox_3: 0.1405 (0.1641) loss_giou_3: 0.3611 (0.3684) loss_class_4: 0.6851 (0.7009) loss_bbox_4: 0.1424 (0.1641) loss_giou_4: 0.3661 (0.3680) loss_class_enc: 0.8318 (0.8207) loss_bbox_enc: 0.1652 (0.1894) loss_giou_enc: 0.3929 (0.4097) loss_class_dn: 0.3612 (0.3622) loss_bbox_dn: 0.1968 (0.2258) loss_giou_dn: 0.3719 (0.3983) loss_class_dn_0: 0.4600 (0.4606) loss_bbox_dn_0: 0.2888 (0.3208) loss_giou_dn_0: 0.4885 (0.5166) loss_class_dn_1: 0.3894 (0.3917) loss_bbox_dn_1: 0.2230 (0.2503) loss_giou_dn_1: 0.3904 (0.4303) loss_class_dn_2: 0.3737 (0.3716) loss_bbox_dn_2: 0.1982 (0.2301) loss_giou_dn_2: 0.3790 (0.4051) loss_class_dn_3: 0.3645 (0.3652) loss_bbox_dn_3: 0.1984 (0.2267) loss_giou_dn_3: 0.3747 (0.3999) loss_class_dn_4: 0.3620 (0.3627) loss_bbox_dn_4: 0.1968 (0.2258) loss_giou_dn_4: 0.3718 (0.3983) loss_class_hybrid: 0.6952 (0.6992) loss_bbox_hybrid: 0.1569 (0.1756) loss_giou_hybrid: 0.3732 (0.3946) loss_class_0_hybrid: 0.7657 (0.7744) loss_bbox_0_hybrid: 0.1607 (0.1819) loss_giou_0_hybrid: 0.3862 (0.4075) loss_class_1_hybrid: 0.7192 (0.7286) loss_bbox_1_hybrid: 0.1581 (0.1782) loss_giou_1_hybrid: 0.3779 (0.3997) loss_class_2_hybrid: 0.7021 (0.7141) loss_bbox_2_hybrid: 0.1567 (0.1757) loss_giou_2_hybrid: 0.3757 (0.3958) loss_class_3_hybrid: 0.6909 (0.7046) loss_bbox_3_hybrid: 0.1562 (0.1756) loss_giou_3_hybrid: 0.3726 (0.3950) loss_class_4_hybrid: 0.6931 (0.7002) loss_bbox_4_hybrid: 0.1559 (0.1757) loss_giou_4_hybrid: 0.3739 (0.3949) loss_class_enc_hybrid: 0.7597 (0.7512) loss_bbox_enc_hybrid: 0.1832 (0.2107) loss_giou_enc_hybrid: 0.4299 (0.4541) mem: 1023 max mem: 36965 [2024-01-16 01:20:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:20:57 det.util.engine] INFO: Epoch: [10] [2850/11727] eta: 2:41:36 lr: 0.000010 data_time: 0.0025 iter_time: 1.0909 loss: 24.0881 (24.5768) loss_class: 0.6592 (0.6984) loss_bbox: 0.1574 (0.1644) loss_giou: 0.3464 (0.3677) loss_class_0: 0.8344 (0.8582) loss_bbox_0: 0.1552 (0.1645) loss_giou_0: 0.3421 (0.3710) loss_class_1: 0.7172 (0.7480) loss_bbox_1: 0.1580 (0.1654) loss_giou_1: 0.3476 (0.3703) loss_class_2: 0.7071 (0.7239) loss_bbox_2: 0.1634 (0.1634) loss_giou_2: 0.3413 (0.3676) loss_class_3: 0.6595 (0.7067) loss_bbox_3: 0.1614 (0.1641) loss_giou_3: 0.3435 (0.3681) loss_class_4: 0.6585 (0.7007) loss_bbox_4: 0.1585 (0.1641) loss_giou_4: 0.3428 (0.3677) loss_class_enc: 0.8179 (0.8207) loss_bbox_enc: 0.1867 (0.1895) loss_giou_enc: 0.3729 (0.4093) loss_class_dn: 0.3636 (0.3621) loss_bbox_dn: 0.2130 (0.2259) loss_giou_dn: 0.3918 (0.3982) loss_class_dn_0: 0.4557 (0.4606) loss_bbox_dn_0: 0.3168 (0.3210) loss_giou_dn_0: 0.5034 (0.5163) loss_class_dn_1: 0.3884 (0.3916) loss_bbox_dn_1: 0.2417 (0.2504) loss_giou_dn_1: 0.4233 (0.4300) loss_class_dn_2: 0.3730 (0.3715) loss_bbox_dn_2: 0.2201 (0.2302) loss_giou_dn_2: 0.3985 (0.4049) loss_class_dn_3: 0.3666 (0.3651) loss_bbox_dn_3: 0.2141 (0.2267) loss_giou_dn_3: 0.3914 (0.3997) loss_class_dn_4: 0.3633 (0.3626) loss_bbox_dn_4: 0.2129 (0.2259) loss_giou_dn_4: 0.3918 (0.3981) loss_class_hybrid: 0.7008 (0.6991) loss_bbox_hybrid: 0.1645 (0.1756) loss_giou_hybrid: 0.3485 (0.3941) loss_class_0_hybrid: 0.7673 (0.7742) loss_bbox_0_hybrid: 0.1684 (0.1819) loss_giou_0_hybrid: 0.3616 (0.4070) loss_class_1_hybrid: 0.7443 (0.7284) loss_bbox_1_hybrid: 0.1643 (0.1782) loss_giou_1_hybrid: 0.3517 (0.3993) loss_class_2_hybrid: 0.7201 (0.7140) loss_bbox_2_hybrid: 0.1638 (0.1756) loss_giou_2_hybrid: 0.3490 (0.3953) loss_class_3_hybrid: 0.7111 (0.7044) loss_bbox_3_hybrid: 0.1643 (0.1755) loss_giou_3_hybrid: 0.3536 (0.3945) loss_class_4_hybrid: 0.7013 (0.7001) loss_bbox_4_hybrid: 0.1649 (0.1757) loss_giou_4_hybrid: 0.3476 (0.3944) loss_class_enc_hybrid: 0.7530 (0.7510) loss_bbox_enc_hybrid: 0.2040 (0.2107) loss_giou_enc_hybrid: 0.4110 (0.4536) mem: 1026 max mem: 36965 [2024-01-16 01:20:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:21:51 det.util.engine] INFO: Epoch: [10] [2900/11727] eta: 2:40:38 lr: 0.000010 data_time: 0.0034 iter_time: 1.0731 loss: 24.3736 (24.5770) loss_class: 0.6858 (0.6983) loss_bbox: 0.1589 (0.1644) loss_giou: 0.3594 (0.3677) loss_class_0: 0.8493 (0.8582) loss_bbox_0: 0.1676 (0.1646) loss_giou_0: 0.3669 (0.3710) loss_class_1: 0.7644 (0.7481) loss_bbox_1: 0.1695 (0.1654) loss_giou_1: 0.3593 (0.3703) loss_class_2: 0.7222 (0.7239) loss_bbox_2: 0.1553 (0.1634) loss_giou_2: 0.3529 (0.3676) loss_class_3: 0.6873 (0.7066) loss_bbox_3: 0.1595 (0.1641) loss_giou_3: 0.3612 (0.3681) loss_class_4: 0.6949 (0.7006) loss_bbox_4: 0.1573 (0.1641) loss_giou_4: 0.3526 (0.3677) loss_class_enc: 0.8124 (0.8208) loss_bbox_enc: 0.1861 (0.1895) loss_giou_enc: 0.4010 (0.4093) loss_class_dn: 0.3537 (0.3620) loss_bbox_dn: 0.2234 (0.2259) loss_giou_dn: 0.3684 (0.3981) loss_class_dn_0: 0.4542 (0.4606) loss_bbox_dn_0: 0.3059 (0.3210) loss_giou_dn_0: 0.4853 (0.5163) loss_class_dn_1: 0.3809 (0.3915) loss_bbox_dn_1: 0.2355 (0.2504) loss_giou_dn_1: 0.3981 (0.4299) loss_class_dn_2: 0.3633 (0.3714) loss_bbox_dn_2: 0.2218 (0.2302) loss_giou_dn_2: 0.3750 (0.4048) loss_class_dn_3: 0.3558 (0.3650) loss_bbox_dn_3: 0.2228 (0.2268) loss_giou_dn_3: 0.3700 (0.3997) loss_class_dn_4: 0.3544 (0.3625) loss_bbox_dn_4: 0.2234 (0.2259) loss_giou_dn_4: 0.3685 (0.3981) loss_class_hybrid: 0.6881 (0.6991) loss_bbox_hybrid: 0.1708 (0.1755) loss_giou_hybrid: 0.3962 (0.3942) loss_class_0_hybrid: 0.7358 (0.7743) loss_bbox_0_hybrid: 0.1784 (0.1820) loss_giou_0_hybrid: 0.4018 (0.4071) loss_class_1_hybrid: 0.7167 (0.7284) loss_bbox_1_hybrid: 0.1728 (0.1781) loss_giou_1_hybrid: 0.3952 (0.3993) loss_class_2_hybrid: 0.6949 (0.7140) loss_bbox_2_hybrid: 0.1656 (0.1756) loss_giou_2_hybrid: 0.3939 (0.3954) loss_class_3_hybrid: 0.6868 (0.7044) loss_bbox_3_hybrid: 0.1682 (0.1755) loss_giou_3_hybrid: 0.3954 (0.3946) loss_class_4_hybrid: 0.6854 (0.7001) loss_bbox_4_hybrid: 0.1683 (0.1756) loss_giou_4_hybrid: 0.3993 (0.3944) loss_class_enc_hybrid: 0.7336 (0.7511) loss_bbox_enc_hybrid: 0.1993 (0.2107) loss_giou_enc_hybrid: 0.4494 (0.4537) mem: 1030 max mem: 36965 [2024-01-16 01:21:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:22:45 det.util.engine] INFO: Epoch: [10] [2950/11727] eta: 2:39:43 lr: 0.000010 data_time: 0.0028 iter_time: 1.0841 loss: 25.2892 (24.5693) loss_class: 0.7238 (0.6982) loss_bbox: 0.1771 (0.1644) loss_giou: 0.3439 (0.3674) loss_class_0: 0.8602 (0.8582) loss_bbox_0: 0.1716 (0.1645) loss_giou_0: 0.3499 (0.3706) loss_class_1: 0.7558 (0.7480) loss_bbox_1: 0.1751 (0.1654) loss_giou_1: 0.3397 (0.3699) loss_class_2: 0.7475 (0.7239) loss_bbox_2: 0.1802 (0.1635) loss_giou_2: 0.3468 (0.3673) loss_class_3: 0.7287 (0.7065) loss_bbox_3: 0.1806 (0.1642) loss_giou_3: 0.3441 (0.3678) loss_class_4: 0.7298 (0.7005) loss_bbox_4: 0.1744 (0.1642) loss_giou_4: 0.3452 (0.3674) loss_class_enc: 0.8367 (0.8208) loss_bbox_enc: 0.2083 (0.1894) loss_giou_enc: 0.3714 (0.4089) loss_class_dn: 0.3592 (0.3618) loss_bbox_dn: 0.2593 (0.2259) loss_giou_dn: 0.3766 (0.3977) loss_class_dn_0: 0.4586 (0.4605) loss_bbox_dn_0: 0.3641 (0.3211) loss_giou_dn_0: 0.4819 (0.5158) loss_class_dn_1: 0.3926 (0.3914) loss_bbox_dn_1: 0.2934 (0.2505) loss_giou_dn_1: 0.3998 (0.4296) loss_class_dn_2: 0.3661 (0.3713) loss_bbox_dn_2: 0.2643 (0.2302) loss_giou_dn_2: 0.3823 (0.4045) loss_class_dn_3: 0.3614 (0.3649) loss_bbox_dn_3: 0.2593 (0.2268) loss_giou_dn_3: 0.3786 (0.3993) loss_class_dn_4: 0.3593 (0.3623) loss_bbox_dn_4: 0.2593 (0.2260) loss_giou_dn_4: 0.3765 (0.3977) loss_class_hybrid: 0.7266 (0.6992) loss_bbox_hybrid: 0.1893 (0.1756) loss_giou_hybrid: 0.3646 (0.3937) loss_class_0_hybrid: 0.7731 (0.7744) loss_bbox_0_hybrid: 0.1913 (0.1819) loss_giou_0_hybrid: 0.3584 (0.4066) loss_class_1_hybrid: 0.7413 (0.7285) loss_bbox_1_hybrid: 0.1891 (0.1781) loss_giou_1_hybrid: 0.3642 (0.3989) loss_class_2_hybrid: 0.7278 (0.7141) loss_bbox_2_hybrid: 0.1953 (0.1756) loss_giou_2_hybrid: 0.3664 (0.3949) loss_class_3_hybrid: 0.7301 (0.7046) loss_bbox_3_hybrid: 0.1883 (0.1755) loss_giou_3_hybrid: 0.3650 (0.3941) loss_class_4_hybrid: 0.7210 (0.7002) loss_bbox_4_hybrid: 0.1911 (0.1757) loss_giou_4_hybrid: 0.3635 (0.3940) loss_class_enc_hybrid: 0.7733 (0.7512) loss_bbox_enc_hybrid: 0.2337 (0.2106) loss_giou_enc_hybrid: 0.4004 (0.4532) mem: 1023 max mem: 36965 [2024-01-16 01:22:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:23:38 det.util.engine] INFO: Epoch: [10] [3000/11727] eta: 2:38:43 lr: 0.000010 data_time: 0.0029 iter_time: 1.0588 loss: 22.5015 (24.5575) loss_class: 0.6313 (0.6977) loss_bbox: 0.1379 (0.1644) loss_giou: 0.3451 (0.3674) loss_class_0: 0.7954 (0.8575) loss_bbox_0: 0.1370 (0.1645) loss_giou_0: 0.3561 (0.3706) loss_class_1: 0.6715 (0.7473) loss_bbox_1: 0.1343 (0.1654) loss_giou_1: 0.3556 (0.3699) loss_class_2: 0.6440 (0.7233) loss_bbox_2: 0.1381 (0.1634) loss_giou_2: 0.3435 (0.3673) loss_class_3: 0.6375 (0.7060) loss_bbox_3: 0.1405 (0.1642) loss_giou_3: 0.3449 (0.3678) loss_class_4: 0.6323 (0.7000) loss_bbox_4: 0.1379 (0.1642) loss_giou_4: 0.3451 (0.3673) loss_class_enc: 0.7561 (0.8203) loss_bbox_enc: 0.1652 (0.1894) loss_giou_enc: 0.3987 (0.4089) loss_class_dn: 0.3484 (0.3617) loss_bbox_dn: 0.1822 (0.2258) loss_giou_dn: 0.3567 (0.3976) loss_class_dn_0: 0.4525 (0.4605) loss_bbox_dn_0: 0.2365 (0.3208) loss_giou_dn_0: 0.4716 (0.5156) loss_class_dn_1: 0.3789 (0.3913) loss_bbox_dn_1: 0.1965 (0.2502) loss_giou_dn_1: 0.3936 (0.4293) loss_class_dn_2: 0.3568 (0.3712) loss_bbox_dn_2: 0.1843 (0.2301) loss_giou_dn_2: 0.3643 (0.4043) loss_class_dn_3: 0.3495 (0.3648) loss_bbox_dn_3: 0.1831 (0.2267) loss_giou_dn_3: 0.3591 (0.3991) loss_class_dn_4: 0.3489 (0.3622) loss_bbox_dn_4: 0.1823 (0.2258) loss_giou_dn_4: 0.3566 (0.3976) loss_class_hybrid: 0.6467 (0.6986) loss_bbox_hybrid: 0.1375 (0.1755) loss_giou_hybrid: 0.3682 (0.3937) loss_class_0_hybrid: 0.7378 (0.7739) loss_bbox_0_hybrid: 0.1445 (0.1818) loss_giou_0_hybrid: 0.3817 (0.4066) loss_class_1_hybrid: 0.6889 (0.7280) loss_bbox_1_hybrid: 0.1430 (0.1781) loss_giou_1_hybrid: 0.3703 (0.3988) loss_class_2_hybrid: 0.6608 (0.7136) loss_bbox_2_hybrid: 0.1376 (0.1756) loss_giou_2_hybrid: 0.3720 (0.3949) loss_class_3_hybrid: 0.6514 (0.7040) loss_bbox_3_hybrid: 0.1375 (0.1754) loss_giou_3_hybrid: 0.3649 (0.3941) loss_class_4_hybrid: 0.6493 (0.6997) loss_bbox_4_hybrid: 0.1373 (0.1756) loss_giou_4_hybrid: 0.3675 (0.3939) loss_class_enc_hybrid: 0.7129 (0.7507) loss_bbox_enc_hybrid: 0.1810 (0.2106) loss_giou_enc_hybrid: 0.4287 (0.4531) mem: 1020 max mem: 36965 [2024-01-16 01:23:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:24:30 det.util.engine] INFO: Epoch: [10] [3050/11727] eta: 2:37:42 lr: 0.000010 data_time: 0.0029 iter_time: 1.0456 loss: 23.8275 (24.5558) loss_class: 0.6731 (0.6976) loss_bbox: 0.1566 (0.1646) loss_giou: 0.3352 (0.3672) loss_class_0: 0.8471 (0.8576) loss_bbox_0: 0.1637 (0.1647) loss_giou_0: 0.3304 (0.3705) loss_class_1: 0.7311 (0.7472) loss_bbox_1: 0.1643 (0.1656) loss_giou_1: 0.3413 (0.3697) loss_class_2: 0.6930 (0.7232) loss_bbox_2: 0.1555 (0.1636) loss_giou_2: 0.3386 (0.3671) loss_class_3: 0.6949 (0.7059) loss_bbox_3: 0.1544 (0.1644) loss_giou_3: 0.3377 (0.3676) loss_class_4: 0.6841 (0.6999) loss_bbox_4: 0.1546 (0.1643) loss_giou_4: 0.3388 (0.3671) loss_class_enc: 0.7937 (0.8203) loss_bbox_enc: 0.1882 (0.1896) loss_giou_enc: 0.3728 (0.4087) loss_class_dn: 0.3525 (0.3617) loss_bbox_dn: 0.2253 (0.2259) loss_giou_dn: 0.3783 (0.3974) loss_class_dn_0: 0.4529 (0.4604) loss_bbox_dn_0: 0.3038 (0.3211) loss_giou_dn_0: 0.5113 (0.5154) loss_class_dn_1: 0.3851 (0.3912) loss_bbox_dn_1: 0.2444 (0.2504) loss_giou_dn_1: 0.4120 (0.4292) loss_class_dn_2: 0.3636 (0.3711) loss_bbox_dn_2: 0.2333 (0.2302) loss_giou_dn_2: 0.3855 (0.4042) loss_class_dn_3: 0.3568 (0.3647) loss_bbox_dn_3: 0.2261 (0.2268) loss_giou_dn_3: 0.3792 (0.3990) loss_class_dn_4: 0.3532 (0.3622) loss_bbox_dn_4: 0.2253 (0.2259) loss_giou_dn_4: 0.3784 (0.3974) loss_class_hybrid: 0.6696 (0.6986) loss_bbox_hybrid: 0.1681 (0.1756) loss_giou_hybrid: 0.3402 (0.3934) loss_class_0_hybrid: 0.7448 (0.7740) loss_bbox_0_hybrid: 0.1709 (0.1819) loss_giou_0_hybrid: 0.3540 (0.4063) loss_class_1_hybrid: 0.7011 (0.7279) loss_bbox_1_hybrid: 0.1696 (0.1782) loss_giou_1_hybrid: 0.3443 (0.3986) loss_class_2_hybrid: 0.6950 (0.7136) loss_bbox_2_hybrid: 0.1728 (0.1757) loss_giou_2_hybrid: 0.3416 (0.3946) loss_class_3_hybrid: 0.6793 (0.7040) loss_bbox_3_hybrid: 0.1711 (0.1756) loss_giou_3_hybrid: 0.3418 (0.3938) loss_class_4_hybrid: 0.6704 (0.6996) loss_bbox_4_hybrid: 0.1730 (0.1757) loss_giou_4_hybrid: 0.3399 (0.3937) loss_class_enc_hybrid: 0.7353 (0.7508) loss_bbox_enc_hybrid: 0.2080 (0.2107) loss_giou_enc_hybrid: 0.3885 (0.4528) mem: 1017 max mem: 36965 [2024-01-16 01:24:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:25:23 det.util.engine] INFO: Epoch: [10] [3100/11727] eta: 2:36:43 lr: 0.000010 data_time: 0.0032 iter_time: 1.0682 loss: 23.2290 (24.5510) loss_class: 0.6764 (0.6975) loss_bbox: 0.1562 (0.1646) loss_giou: 0.3331 (0.3671) loss_class_0: 0.8440 (0.8575) loss_bbox_0: 0.1537 (0.1646) loss_giou_0: 0.3343 (0.3703) loss_class_1: 0.7263 (0.7472) loss_bbox_1: 0.1576 (0.1655) loss_giou_1: 0.3337 (0.3695) loss_class_2: 0.7225 (0.7230) loss_bbox_2: 0.1562 (0.1636) loss_giou_2: 0.3356 (0.3669) loss_class_3: 0.6993 (0.7058) loss_bbox_3: 0.1532 (0.1644) loss_giou_3: 0.3360 (0.3674) loss_class_4: 0.6827 (0.6997) loss_bbox_4: 0.1526 (0.1643) loss_giou_4: 0.3350 (0.3670) loss_class_enc: 0.8061 (0.8202) loss_bbox_enc: 0.1775 (0.1895) loss_giou_enc: 0.3731 (0.4085) loss_class_dn: 0.3526 (0.3617) loss_bbox_dn: 0.2017 (0.2260) loss_giou_dn: 0.3776 (0.3973) loss_class_dn_0: 0.4521 (0.4604) loss_bbox_dn_0: 0.2769 (0.3211) loss_giou_dn_0: 0.4928 (0.5153) loss_class_dn_1: 0.3815 (0.3913) loss_bbox_dn_1: 0.2211 (0.2504) loss_giou_dn_1: 0.3994 (0.4291) loss_class_dn_2: 0.3599 (0.3711) loss_bbox_dn_2: 0.2014 (0.2303) loss_giou_dn_2: 0.3846 (0.4041) loss_class_dn_3: 0.3557 (0.3647) loss_bbox_dn_3: 0.2016 (0.2269) loss_giou_dn_3: 0.3796 (0.3989) loss_class_dn_4: 0.3548 (0.3622) loss_bbox_dn_4: 0.2017 (0.2260) loss_giou_dn_4: 0.3778 (0.3973) loss_class_hybrid: 0.6883 (0.6986) loss_bbox_hybrid: 0.1651 (0.1756) loss_giou_hybrid: 0.3474 (0.3932) loss_class_0_hybrid: 0.7598 (0.7739) loss_bbox_0_hybrid: 0.1711 (0.1818) loss_giou_0_hybrid: 0.3533 (0.4061) loss_class_1_hybrid: 0.7336 (0.7279) loss_bbox_1_hybrid: 0.1679 (0.1781) loss_giou_1_hybrid: 0.3527 (0.3983) loss_class_2_hybrid: 0.7064 (0.7136) loss_bbox_2_hybrid: 0.1667 (0.1756) loss_giou_2_hybrid: 0.3496 (0.3944) loss_class_3_hybrid: 0.6950 (0.7040) loss_bbox_3_hybrid: 0.1650 (0.1755) loss_giou_3_hybrid: 0.3477 (0.3936) loss_class_4_hybrid: 0.6912 (0.6996) loss_bbox_4_hybrid: 0.1657 (0.1756) loss_giou_4_hybrid: 0.3477 (0.3934) loss_class_enc_hybrid: 0.7397 (0.7508) loss_bbox_enc_hybrid: 0.1994 (0.2107) loss_giou_enc_hybrid: 0.4080 (0.4526) mem: 1020 max mem: 36965 [2024-01-16 01:25:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:26:16 det.util.engine] INFO: Epoch: [10] [3150/11727] eta: 2:35:45 lr: 0.000010 data_time: 0.0029 iter_time: 1.0771 loss: 25.1153 (24.5503) loss_class: 0.7122 (0.6975) loss_bbox: 0.1587 (0.1645) loss_giou: 0.3520 (0.3671) loss_class_0: 0.8692 (0.8572) loss_bbox_0: 0.1583 (0.1646) loss_giou_0: 0.3629 (0.3704) loss_class_1: 0.7623 (0.7471) loss_bbox_1: 0.1550 (0.1655) loss_giou_1: 0.3721 (0.3696) loss_class_2: 0.7403 (0.7230) loss_bbox_2: 0.1546 (0.1636) loss_giou_2: 0.3614 (0.3670) loss_class_3: 0.7283 (0.7058) loss_bbox_3: 0.1570 (0.1643) loss_giou_3: 0.3519 (0.3674) loss_class_4: 0.7163 (0.6997) loss_bbox_4: 0.1582 (0.1642) loss_giou_4: 0.3520 (0.3670) loss_class_enc: 0.8124 (0.8199) loss_bbox_enc: 0.1809 (0.1894) loss_giou_enc: 0.4118 (0.4086) loss_class_dn: 0.3709 (0.3617) loss_bbox_dn: 0.2369 (0.2260) loss_giou_dn: 0.4294 (0.3975) loss_class_dn_0: 0.4672 (0.4603) loss_bbox_dn_0: 0.3451 (0.3211) loss_giou_dn_0: 0.5461 (0.5154) loss_class_dn_1: 0.3974 (0.3912) loss_bbox_dn_1: 0.2640 (0.2505) loss_giou_dn_1: 0.4648 (0.4292) loss_class_dn_2: 0.3816 (0.3711) loss_bbox_dn_2: 0.2399 (0.2303) loss_giou_dn_2: 0.4409 (0.4042) loss_class_dn_3: 0.3735 (0.3647) loss_bbox_dn_3: 0.2376 (0.2269) loss_giou_dn_3: 0.4325 (0.3990) loss_class_dn_4: 0.3732 (0.3622) loss_bbox_dn_4: 0.2370 (0.2260) loss_giou_dn_4: 0.4295 (0.3974) loss_class_hybrid: 0.7212 (0.6985) loss_bbox_hybrid: 0.1608 (0.1755) loss_giou_hybrid: 0.3844 (0.3933) loss_class_0_hybrid: 0.7761 (0.7737) loss_bbox_0_hybrid: 0.1682 (0.1818) loss_giou_0_hybrid: 0.4050 (0.4062) loss_class_1_hybrid: 0.7362 (0.7278) loss_bbox_1_hybrid: 0.1671 (0.1780) loss_giou_1_hybrid: 0.3976 (0.3984) loss_class_2_hybrid: 0.7232 (0.7134) loss_bbox_2_hybrid: 0.1626 (0.1756) loss_giou_2_hybrid: 0.3897 (0.3945) loss_class_3_hybrid: 0.7197 (0.7039) loss_bbox_3_hybrid: 0.1610 (0.1755) loss_giou_3_hybrid: 0.3841 (0.3937) loss_class_4_hybrid: 0.7134 (0.6995) loss_bbox_4_hybrid: 0.1647 (0.1756) loss_giou_4_hybrid: 0.3833 (0.3935) loss_class_enc_hybrid: 0.7621 (0.7507) loss_bbox_enc_hybrid: 0.2007 (0.2106) loss_giou_enc_hybrid: 0.4508 (0.4527) mem: 1025 max mem: 36965 [2024-01-16 01:26:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:27:09 det.util.engine] INFO: Epoch: [10] [3200/11727] eta: 2:34:45 lr: 0.000010 data_time: 0.0030 iter_time: 1.0416 loss: 25.3613 (24.5693) loss_class: 0.6941 (0.6980) loss_bbox: 0.1614 (0.1646) loss_giou: 0.3886 (0.3676) loss_class_0: 0.8707 (0.8577) loss_bbox_0: 0.1609 (0.1647) loss_giou_0: 0.4074 (0.3708) loss_class_1: 0.7702 (0.7477) loss_bbox_1: 0.1638 (0.1656) loss_giou_1: 0.3957 (0.3700) loss_class_2: 0.7204 (0.7234) loss_bbox_2: 0.1633 (0.1637) loss_giou_2: 0.3931 (0.3675) loss_class_3: 0.7108 (0.7064) loss_bbox_3: 0.1570 (0.1644) loss_giou_3: 0.3911 (0.3679) loss_class_4: 0.6913 (0.7003) loss_bbox_4: 0.1612 (0.1643) loss_giou_4: 0.3832 (0.3675) loss_class_enc: 0.8098 (0.8204) loss_bbox_enc: 0.1835 (0.1895) loss_giou_enc: 0.4512 (0.4090) loss_class_dn: 0.3710 (0.3618) loss_bbox_dn: 0.2397 (0.2262) loss_giou_dn: 0.4326 (0.3979) loss_class_dn_0: 0.4591 (0.4604) loss_bbox_dn_0: 0.3230 (0.3212) loss_giou_dn_0: 0.5313 (0.5158) loss_class_dn_1: 0.4070 (0.3913) loss_bbox_dn_1: 0.2615 (0.2506) loss_giou_dn_1: 0.4565 (0.4297) loss_class_dn_2: 0.3832 (0.3712) loss_bbox_dn_2: 0.2451 (0.2305) loss_giou_dn_2: 0.4368 (0.4047) loss_class_dn_3: 0.3780 (0.3648) loss_bbox_dn_3: 0.2413 (0.2270) loss_giou_dn_3: 0.4345 (0.3995) loss_class_dn_4: 0.3732 (0.3623) loss_bbox_dn_4: 0.2397 (0.2262) loss_giou_dn_4: 0.4328 (0.3979) loss_class_hybrid: 0.6925 (0.6988) loss_bbox_hybrid: 0.1720 (0.1756) loss_giou_hybrid: 0.4320 (0.3938) loss_class_0_hybrid: 0.7682 (0.7740) loss_bbox_0_hybrid: 0.1757 (0.1819) loss_giou_0_hybrid: 0.4472 (0.4067) loss_class_1_hybrid: 0.7233 (0.7281) loss_bbox_1_hybrid: 0.1750 (0.1782) loss_giou_1_hybrid: 0.4424 (0.3989) loss_class_2_hybrid: 0.7137 (0.7137) loss_bbox_2_hybrid: 0.1703 (0.1757) loss_giou_2_hybrid: 0.4330 (0.3951) loss_class_3_hybrid: 0.7038 (0.7042) loss_bbox_3_hybrid: 0.1714 (0.1756) loss_giou_3_hybrid: 0.4293 (0.3942) loss_class_4_hybrid: 0.7013 (0.6999) loss_bbox_4_hybrid: 0.1714 (0.1757) loss_giou_4_hybrid: 0.4283 (0.3941) loss_class_enc_hybrid: 0.7426 (0.7509) loss_bbox_enc_hybrid: 0.2023 (0.2107) loss_giou_enc_hybrid: 0.5007 (0.4532) mem: 1019 max mem: 36965 [2024-01-16 01:27:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:28:01 det.util.engine] INFO: Epoch: [10] [3250/11727] eta: 2:33:46 lr: 0.000010 data_time: 0.0028 iter_time: 1.0469 loss: 24.8531 (24.5650) loss_class: 0.7081 (0.6981) loss_bbox: 0.1614 (0.1645) loss_giou: 0.3413 (0.3675) loss_class_0: 0.8761 (0.8578) loss_bbox_0: 0.1587 (0.1645) loss_giou_0: 0.3591 (0.3708) loss_class_1: 0.7506 (0.7477) loss_bbox_1: 0.1618 (0.1655) loss_giou_1: 0.3609 (0.3700) loss_class_2: 0.7406 (0.7236) loss_bbox_2: 0.1585 (0.1635) loss_giou_2: 0.3438 (0.3674) loss_class_3: 0.7202 (0.7066) loss_bbox_3: 0.1614 (0.1642) loss_giou_3: 0.3512 (0.3678) loss_class_4: 0.7159 (0.7004) loss_bbox_4: 0.1590 (0.1642) loss_giou_4: 0.3419 (0.3674) loss_class_enc: 0.8429 (0.8204) loss_bbox_enc: 0.1698 (0.1893) loss_giou_enc: 0.3816 (0.4089) loss_class_dn: 0.3604 (0.3618) loss_bbox_dn: 0.2194 (0.2259) loss_giou_dn: 0.3793 (0.3978) loss_class_dn_0: 0.4600 (0.4604) loss_bbox_dn_0: 0.3220 (0.3208) loss_giou_dn_0: 0.5103 (0.5157) loss_class_dn_1: 0.3918 (0.3914) loss_bbox_dn_1: 0.2431 (0.2503) loss_giou_dn_1: 0.4243 (0.4296) loss_class_dn_2: 0.3744 (0.3712) loss_bbox_dn_2: 0.2242 (0.2302) loss_giou_dn_2: 0.3889 (0.4046) loss_class_dn_3: 0.3639 (0.3649) loss_bbox_dn_3: 0.2194 (0.2268) loss_giou_dn_3: 0.3822 (0.3994) loss_class_dn_4: 0.3589 (0.3623) loss_bbox_dn_4: 0.2195 (0.2259) loss_giou_dn_4: 0.3794 (0.3978) loss_class_hybrid: 0.7102 (0.6990) loss_bbox_hybrid: 0.1569 (0.1755) loss_giou_hybrid: 0.3687 (0.3937) loss_class_0_hybrid: 0.7864 (0.7741) loss_bbox_0_hybrid: 0.1668 (0.1818) loss_giou_0_hybrid: 0.3858 (0.4066) loss_class_1_hybrid: 0.7396 (0.7283) loss_bbox_1_hybrid: 0.1577 (0.1780) loss_giou_1_hybrid: 0.3765 (0.3988) loss_class_2_hybrid: 0.7265 (0.7139) loss_bbox_2_hybrid: 0.1545 (0.1756) loss_giou_2_hybrid: 0.3689 (0.3949) loss_class_3_hybrid: 0.7228 (0.7044) loss_bbox_3_hybrid: 0.1543 (0.1754) loss_giou_3_hybrid: 0.3682 (0.3941) loss_class_4_hybrid: 0.7123 (0.7000) loss_bbox_4_hybrid: 0.1541 (0.1756) loss_giou_4_hybrid: 0.3687 (0.3940) loss_class_enc_hybrid: 0.7642 (0.7510) loss_bbox_enc_hybrid: 0.1956 (0.2105) loss_giou_enc_hybrid: 0.4387 (0.4531) mem: 1029 max mem: 36965 [2024-01-16 01:28:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:28:54 det.util.engine] INFO: Epoch: [10] [3300/11727] eta: 2:32:47 lr: 0.000010 data_time: 0.0029 iter_time: 1.0311 loss: 23.8593 (24.5659) loss_class: 0.6634 (0.6983) loss_bbox: 0.1703 (0.1644) loss_giou: 0.3450 (0.3674) loss_class_0: 0.8259 (0.8580) loss_bbox_0: 0.1689 (0.1645) loss_giou_0: 0.3523 (0.3707) loss_class_1: 0.7016 (0.7478) loss_bbox_1: 0.1671 (0.1655) loss_giou_1: 0.3589 (0.3699) loss_class_2: 0.6762 (0.7238) loss_bbox_2: 0.1661 (0.1635) loss_giou_2: 0.3491 (0.3673) loss_class_3: 0.6583 (0.7068) loss_bbox_3: 0.1697 (0.1642) loss_giou_3: 0.3501 (0.3677) loss_class_4: 0.6473 (0.7006) loss_bbox_4: 0.1698 (0.1642) loss_giou_4: 0.3487 (0.3673) loss_class_enc: 0.7844 (0.8205) loss_bbox_enc: 0.1948 (0.1893) loss_giou_enc: 0.3887 (0.4088) loss_class_dn: 0.3586 (0.3619) loss_bbox_dn: 0.2402 (0.2260) loss_giou_dn: 0.3959 (0.3978) loss_class_dn_0: 0.4560 (0.4604) loss_bbox_dn_0: 0.3183 (0.3208) loss_giou_dn_0: 0.5269 (0.5157) loss_class_dn_1: 0.3905 (0.3915) loss_bbox_dn_1: 0.2689 (0.2504) loss_giou_dn_1: 0.4357 (0.4296) loss_class_dn_2: 0.3675 (0.3713) loss_bbox_dn_2: 0.2449 (0.2303) loss_giou_dn_2: 0.4095 (0.4046) loss_class_dn_3: 0.3617 (0.3649) loss_bbox_dn_3: 0.2415 (0.2268) loss_giou_dn_3: 0.3999 (0.3994) loss_class_dn_4: 0.3597 (0.3624) loss_bbox_dn_4: 0.2402 (0.2260) loss_giou_dn_4: 0.3959 (0.3978) loss_class_hybrid: 0.6795 (0.6992) loss_bbox_hybrid: 0.1808 (0.1754) loss_giou_hybrid: 0.3589 (0.3935) loss_class_0_hybrid: 0.7235 (0.7743) loss_bbox_0_hybrid: 0.1920 (0.1817) loss_giou_0_hybrid: 0.3816 (0.4064) loss_class_1_hybrid: 0.7022 (0.7285) loss_bbox_1_hybrid: 0.1825 (0.1780) loss_giou_1_hybrid: 0.3708 (0.3987) loss_class_2_hybrid: 0.6797 (0.7141) loss_bbox_2_hybrid: 0.1752 (0.1755) loss_giou_2_hybrid: 0.3616 (0.3948) loss_class_3_hybrid: 0.6847 (0.7046) loss_bbox_3_hybrid: 0.1800 (0.1754) loss_giou_3_hybrid: 0.3610 (0.3939) loss_class_4_hybrid: 0.6807 (0.7002) loss_bbox_4_hybrid: 0.1803 (0.1755) loss_giou_4_hybrid: 0.3624 (0.3938) loss_class_enc_hybrid: 0.7269 (0.7512) loss_bbox_enc_hybrid: 0.2236 (0.2104) loss_giou_enc_hybrid: 0.4141 (0.4529) mem: 1039 max mem: 36965 [2024-01-16 01:28:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:29:48 det.util.engine] INFO: Epoch: [10] [3350/11727] eta: 2:31:50 lr: 0.000010 data_time: 0.0029 iter_time: 1.0771 loss: 23.5374 (24.5635) loss_class: 0.6730 (0.6981) loss_bbox: 0.1473 (0.1644) loss_giou: 0.3542 (0.3674) loss_class_0: 0.8306 (0.8580) loss_bbox_0: 0.1481 (0.1644) loss_giou_0: 0.3613 (0.3707) loss_class_1: 0.7241 (0.7476) loss_bbox_1: 0.1505 (0.1654) loss_giou_1: 0.3593 (0.3699) loss_class_2: 0.7142 (0.7237) loss_bbox_2: 0.1435 (0.1634) loss_giou_2: 0.3560 (0.3673) loss_class_3: 0.6832 (0.7067) loss_bbox_3: 0.1468 (0.1641) loss_giou_3: 0.3562 (0.3677) loss_class_4: 0.6802 (0.7005) loss_bbox_4: 0.1460 (0.1641) loss_giou_4: 0.3550 (0.3673) loss_class_enc: 0.8004 (0.8204) loss_bbox_enc: 0.1736 (0.1892) loss_giou_enc: 0.3950 (0.4088) loss_class_dn: 0.3526 (0.3619) loss_bbox_dn: 0.2098 (0.2260) loss_giou_dn: 0.3870 (0.3979) loss_class_dn_0: 0.4540 (0.4604) loss_bbox_dn_0: 0.3148 (0.3208) loss_giou_dn_0: 0.5034 (0.5157) loss_class_dn_1: 0.3811 (0.3915) loss_bbox_dn_1: 0.2372 (0.2504) loss_giou_dn_1: 0.4272 (0.4297) loss_class_dn_2: 0.3599 (0.3713) loss_bbox_dn_2: 0.2144 (0.2303) loss_giou_dn_2: 0.3978 (0.4046) loss_class_dn_3: 0.3553 (0.3649) loss_bbox_dn_3: 0.2116 (0.2269) loss_giou_dn_3: 0.3905 (0.3995) loss_class_dn_4: 0.3519 (0.3624) loss_bbox_dn_4: 0.2096 (0.2260) loss_giou_dn_4: 0.3870 (0.3979) loss_class_hybrid: 0.6691 (0.6991) loss_bbox_hybrid: 0.1600 (0.1753) loss_giou_hybrid: 0.3690 (0.3935) loss_class_0_hybrid: 0.7364 (0.7742) loss_bbox_0_hybrid: 0.1641 (0.1816) loss_giou_0_hybrid: 0.3819 (0.4064) loss_class_1_hybrid: 0.6953 (0.7284) loss_bbox_1_hybrid: 0.1624 (0.1779) loss_giou_1_hybrid: 0.3734 (0.3986) loss_class_2_hybrid: 0.6832 (0.7141) loss_bbox_2_hybrid: 0.1627 (0.1754) loss_giou_2_hybrid: 0.3725 (0.3947) loss_class_3_hybrid: 0.6807 (0.7046) loss_bbox_3_hybrid: 0.1616 (0.1753) loss_giou_3_hybrid: 0.3720 (0.3939) loss_class_4_hybrid: 0.6758 (0.7002) loss_bbox_4_hybrid: 0.1611 (0.1754) loss_giou_4_hybrid: 0.3697 (0.3937) loss_class_enc_hybrid: 0.7165 (0.7511) loss_bbox_enc_hybrid: 0.1973 (0.2103) loss_giou_enc_hybrid: 0.4330 (0.4529) mem: 1014 max mem: 36965 [2024-01-16 01:29:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:30:43 det.util.engine] INFO: Epoch: [10] [3400/11727] eta: 2:30:58 lr: 0.000010 data_time: 0.0028 iter_time: 1.0966 loss: 23.8255 (24.5556) loss_class: 0.6642 (0.6979) loss_bbox: 0.1509 (0.1643) loss_giou: 0.3449 (0.3673) loss_class_0: 0.8320 (0.8577) loss_bbox_0: 0.1446 (0.1643) loss_giou_0: 0.3479 (0.3706) loss_class_1: 0.7172 (0.7473) loss_bbox_1: 0.1514 (0.1653) loss_giou_1: 0.3518 (0.3698) loss_class_2: 0.7047 (0.7234) loss_bbox_2: 0.1470 (0.1633) loss_giou_2: 0.3500 (0.3672) loss_class_3: 0.6760 (0.7065) loss_bbox_3: 0.1442 (0.1640) loss_giou_3: 0.3553 (0.3676) loss_class_4: 0.6657 (0.7002) loss_bbox_4: 0.1499 (0.1640) loss_giou_4: 0.3472 (0.3672) loss_class_enc: 0.8068 (0.8202) loss_bbox_enc: 0.1694 (0.1891) loss_giou_enc: 0.3953 (0.4087) loss_class_dn: 0.3534 (0.3618) loss_bbox_dn: 0.2140 (0.2259) loss_giou_dn: 0.3907 (0.3978) loss_class_dn_0: 0.4560 (0.4603) loss_bbox_dn_0: 0.2957 (0.3207) loss_giou_dn_0: 0.5040 (0.5156) loss_class_dn_1: 0.3873 (0.3914) loss_bbox_dn_1: 0.2452 (0.2503) loss_giou_dn_1: 0.4176 (0.4296) loss_class_dn_2: 0.3637 (0.3712) loss_bbox_dn_2: 0.2247 (0.2302) loss_giou_dn_2: 0.3970 (0.4046) loss_class_dn_3: 0.3567 (0.3649) loss_bbox_dn_3: 0.2157 (0.2268) loss_giou_dn_3: 0.3908 (0.3994) loss_class_dn_4: 0.3561 (0.3623) loss_bbox_dn_4: 0.2140 (0.2259) loss_giou_dn_4: 0.3905 (0.3978) loss_class_hybrid: 0.6649 (0.6989) loss_bbox_hybrid: 0.1596 (0.1752) loss_giou_hybrid: 0.3648 (0.3933) loss_class_0_hybrid: 0.7636 (0.7739) loss_bbox_0_hybrid: 0.1600 (0.1815) loss_giou_0_hybrid: 0.3855 (0.4063) loss_class_1_hybrid: 0.6980 (0.7282) loss_bbox_1_hybrid: 0.1610 (0.1778) loss_giou_1_hybrid: 0.3779 (0.3985) loss_class_2_hybrid: 0.6911 (0.7139) loss_bbox_2_hybrid: 0.1578 (0.1753) loss_giou_2_hybrid: 0.3699 (0.3945) loss_class_3_hybrid: 0.6775 (0.7044) loss_bbox_3_hybrid: 0.1587 (0.1752) loss_giou_3_hybrid: 0.3678 (0.3937) loss_class_4_hybrid: 0.6717 (0.7000) loss_bbox_4_hybrid: 0.1575 (0.1753) loss_giou_4_hybrid: 0.3663 (0.3936) loss_class_enc_hybrid: 0.7468 (0.7510) loss_bbox_enc_hybrid: 0.1885 (0.2102) loss_giou_enc_hybrid: 0.4298 (0.4527) mem: 1015 max mem: 36965 [2024-01-16 01:30:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:31:36 det.util.engine] INFO: Epoch: [10] [3450/11727] eta: 2:30:00 lr: 0.000010 data_time: 0.0029 iter_time: 1.0699 loss: 24.5629 (24.5594) loss_class: 0.6913 (0.6979) loss_bbox: 0.1582 (0.1644) loss_giou: 0.3865 (0.3674) loss_class_0: 0.8453 (0.8577) loss_bbox_0: 0.1543 (0.1643) loss_giou_0: 0.3877 (0.3707) loss_class_1: 0.7613 (0.7474) loss_bbox_1: 0.1572 (0.1653) loss_giou_1: 0.3751 (0.3699) loss_class_2: 0.7350 (0.7234) loss_bbox_2: 0.1527 (0.1634) loss_giou_2: 0.3742 (0.3673) loss_class_3: 0.7108 (0.7065) loss_bbox_3: 0.1538 (0.1641) loss_giou_3: 0.3770 (0.3677) loss_class_4: 0.7089 (0.7003) loss_bbox_4: 0.1559 (0.1641) loss_giou_4: 0.3795 (0.3673) loss_class_enc: 0.7780 (0.8201) loss_bbox_enc: 0.1833 (0.1892) loss_giou_enc: 0.4090 (0.4088) loss_class_dn: 0.3646 (0.3618) loss_bbox_dn: 0.2120 (0.2259) loss_giou_dn: 0.4052 (0.3980) loss_class_dn_0: 0.4498 (0.4603) loss_bbox_dn_0: 0.2968 (0.3207) loss_giou_dn_0: 0.5233 (0.5157) loss_class_dn_1: 0.3882 (0.3914) loss_bbox_dn_1: 0.2487 (0.2504) loss_giou_dn_1: 0.4392 (0.4298) loss_class_dn_2: 0.3718 (0.3713) loss_bbox_dn_2: 0.2174 (0.2302) loss_giou_dn_2: 0.4065 (0.4047) loss_class_dn_3: 0.3662 (0.3649) loss_bbox_dn_3: 0.2140 (0.2268) loss_giou_dn_3: 0.4047 (0.3995) loss_class_dn_4: 0.3637 (0.3623) loss_bbox_dn_4: 0.2120 (0.2259) loss_giou_dn_4: 0.4052 (0.3980) loss_class_hybrid: 0.6996 (0.6990) loss_bbox_hybrid: 0.1708 (0.1752) loss_giou_hybrid: 0.4227 (0.3934) loss_class_0_hybrid: 0.7625 (0.7739) loss_bbox_0_hybrid: 0.1761 (0.1816) loss_giou_0_hybrid: 0.4432 (0.4063) loss_class_1_hybrid: 0.7285 (0.7283) loss_bbox_1_hybrid: 0.1706 (0.1778) loss_giou_1_hybrid: 0.4370 (0.3985) loss_class_2_hybrid: 0.7130 (0.7140) loss_bbox_2_hybrid: 0.1716 (0.1753) loss_giou_2_hybrid: 0.4245 (0.3946) loss_class_3_hybrid: 0.7074 (0.7044) loss_bbox_3_hybrid: 0.1655 (0.1752) loss_giou_3_hybrid: 0.4237 (0.3938) loss_class_4_hybrid: 0.6995 (0.7001) loss_bbox_4_hybrid: 0.1659 (0.1753) loss_giou_4_hybrid: 0.4249 (0.3936) loss_class_enc_hybrid: 0.7267 (0.7509) loss_bbox_enc_hybrid: 0.2065 (0.2103) loss_giou_enc_hybrid: 0.4855 (0.4528) mem: 1021 max mem: 36965 [2024-01-16 01:31:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:32:29 det.util.engine] INFO: Epoch: [10] [3500/11727] eta: 2:29:02 lr: 0.000010 data_time: 0.0032 iter_time: 1.0515 loss: 24.1469 (24.5544) loss_class: 0.6885 (0.6979) loss_bbox: 0.1592 (0.1644) loss_giou: 0.3388 (0.3671) loss_class_0: 0.8336 (0.8577) loss_bbox_0: 0.1629 (0.1644) loss_giou_0: 0.3422 (0.3704) loss_class_1: 0.7487 (0.7474) loss_bbox_1: 0.1622 (0.1654) loss_giou_1: 0.3517 (0.3696) loss_class_2: 0.7204 (0.7235) loss_bbox_2: 0.1546 (0.1634) loss_giou_2: 0.3414 (0.3669) loss_class_3: 0.7109 (0.7065) loss_bbox_3: 0.1597 (0.1641) loss_giou_3: 0.3393 (0.3674) loss_class_4: 0.7021 (0.7003) loss_bbox_4: 0.1584 (0.1641) loss_giou_4: 0.3390 (0.3670) loss_class_enc: 0.8244 (0.8202) loss_bbox_enc: 0.1844 (0.1892) loss_giou_enc: 0.3759 (0.4085) loss_class_dn: 0.3569 (0.3618) loss_bbox_dn: 0.1922 (0.2261) loss_giou_dn: 0.3666 (0.3977) loss_class_dn_0: 0.4624 (0.4603) loss_bbox_dn_0: 0.3006 (0.3210) loss_giou_dn_0: 0.4857 (0.5154) loss_class_dn_1: 0.3884 (0.3914) loss_bbox_dn_1: 0.2212 (0.2506) loss_giou_dn_1: 0.3974 (0.4294) loss_class_dn_2: 0.3651 (0.3712) loss_bbox_dn_2: 0.1948 (0.2304) loss_giou_dn_2: 0.3738 (0.4044) loss_class_dn_3: 0.3576 (0.3648) loss_bbox_dn_3: 0.1947 (0.2269) loss_giou_dn_3: 0.3676 (0.3992) loss_class_dn_4: 0.3563 (0.3623) loss_bbox_dn_4: 0.1923 (0.2261) loss_giou_dn_4: 0.3666 (0.3976) loss_class_hybrid: 0.7411 (0.6991) loss_bbox_hybrid: 0.1661 (0.1752) loss_giou_hybrid: 0.3600 (0.3930) loss_class_0_hybrid: 0.7780 (0.7740) loss_bbox_0_hybrid: 0.1709 (0.1816) loss_giou_0_hybrid: 0.3642 (0.4060) loss_class_1_hybrid: 0.7445 (0.7284) loss_bbox_1_hybrid: 0.1700 (0.1778) loss_giou_1_hybrid: 0.3648 (0.3982) loss_class_2_hybrid: 0.7381 (0.7141) loss_bbox_2_hybrid: 0.1686 (0.1753) loss_giou_2_hybrid: 0.3607 (0.3942) loss_class_3_hybrid: 0.7359 (0.7045) loss_bbox_3_hybrid: 0.1681 (0.1752) loss_giou_3_hybrid: 0.3636 (0.3934) loss_class_4_hybrid: 0.7355 (0.7001) loss_bbox_4_hybrid: 0.1688 (0.1753) loss_giou_4_hybrid: 0.3610 (0.3933) loss_class_enc_hybrid: 0.7637 (0.7511) loss_bbox_enc_hybrid: 0.2002 (0.2103) loss_giou_enc_hybrid: 0.4154 (0.4524) mem: 1035 max mem: 36965 [2024-01-16 01:32:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:33:22 det.util.engine] INFO: Epoch: [10] [3550/11727] eta: 2:28:05 lr: 0.000010 data_time: 0.0028 iter_time: 1.0594 loss: 24.6611 (24.5452) loss_class: 0.6837 (0.6974) loss_bbox: 0.1712 (0.1644) loss_giou: 0.3665 (0.3670) loss_class_0: 0.8359 (0.8572) loss_bbox_0: 0.1644 (0.1644) loss_giou_0: 0.3633 (0.3703) loss_class_1: 0.7239 (0.7469) loss_bbox_1: 0.1744 (0.1654) loss_giou_1: 0.3737 (0.3696) loss_class_2: 0.7019 (0.7231) loss_bbox_2: 0.1669 (0.1634) loss_giou_2: 0.3565 (0.3669) loss_class_3: 0.6913 (0.7061) loss_bbox_3: 0.1704 (0.1641) loss_giou_3: 0.3671 (0.3673) loss_class_4: 0.6812 (0.6999) loss_bbox_4: 0.1711 (0.1641) loss_giou_4: 0.3611 (0.3669) loss_class_enc: 0.8169 (0.8198) loss_bbox_enc: 0.1839 (0.1891) loss_giou_enc: 0.3970 (0.4083) loss_class_dn: 0.3605 (0.3617) loss_bbox_dn: 0.2195 (0.2260) loss_giou_dn: 0.4019 (0.3975) loss_class_dn_0: 0.4667 (0.4602) loss_bbox_dn_0: 0.3090 (0.3209) loss_giou_dn_0: 0.5172 (0.5152) loss_class_dn_1: 0.3944 (0.3913) loss_bbox_dn_1: 0.2425 (0.2505) loss_giou_dn_1: 0.4347 (0.4293) loss_class_dn_2: 0.3688 (0.3711) loss_bbox_dn_2: 0.2212 (0.2303) loss_giou_dn_2: 0.4078 (0.4042) loss_class_dn_3: 0.3637 (0.3648) loss_bbox_dn_3: 0.2173 (0.2269) loss_giou_dn_3: 0.4023 (0.3990) loss_class_dn_4: 0.3607 (0.3622) loss_bbox_dn_4: 0.2194 (0.2260) loss_giou_dn_4: 0.4020 (0.3975) loss_class_hybrid: 0.6643 (0.6987) loss_bbox_hybrid: 0.1775 (0.1752) loss_giou_hybrid: 0.3757 (0.3929) loss_class_0_hybrid: 0.7462 (0.7737) loss_bbox_0_hybrid: 0.1826 (0.1815) loss_giou_0_hybrid: 0.3898 (0.4059) loss_class_1_hybrid: 0.7058 (0.7280) loss_bbox_1_hybrid: 0.1787 (0.1778) loss_giou_1_hybrid: 0.3843 (0.3981) loss_class_2_hybrid: 0.6861 (0.7137) loss_bbox_2_hybrid: 0.1773 (0.1753) loss_giou_2_hybrid: 0.3771 (0.3941) loss_class_3_hybrid: 0.6601 (0.7041) loss_bbox_3_hybrid: 0.1756 (0.1752) loss_giou_3_hybrid: 0.3766 (0.3933) loss_class_4_hybrid: 0.6834 (0.6997) loss_bbox_4_hybrid: 0.1761 (0.1753) loss_giou_4_hybrid: 0.3734 (0.3932) loss_class_enc_hybrid: 0.7329 (0.7508) loss_bbox_enc_hybrid: 0.2089 (0.2102) loss_giou_enc_hybrid: 0.4340 (0.4523) mem: 1026 max mem: 36965 [2024-01-16 01:33:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:34:13 det.util.engine] INFO: Epoch: [10] [3600/11727] eta: 2:27:05 lr: 0.000010 data_time: 0.0028 iter_time: 1.0040 loss: 24.9477 (24.5521) loss_class: 0.7181 (0.6975) loss_bbox: 0.1447 (0.1645) loss_giou: 0.3792 (0.3674) loss_class_0: 0.8597 (0.8573) loss_bbox_0: 0.1460 (0.1644) loss_giou_0: 0.3840 (0.3707) loss_class_1: 0.7508 (0.7468) loss_bbox_1: 0.1477 (0.1655) loss_giou_1: 0.3854 (0.3700) loss_class_2: 0.7138 (0.7231) loss_bbox_2: 0.1463 (0.1635) loss_giou_2: 0.3777 (0.3672) loss_class_3: 0.7243 (0.7062) loss_bbox_3: 0.1458 (0.1642) loss_giou_3: 0.3782 (0.3676) loss_class_4: 0.7149 (0.6999) loss_bbox_4: 0.1451 (0.1642) loss_giou_4: 0.3791 (0.3673) loss_class_enc: 0.8293 (0.8198) loss_bbox_enc: 0.1709 (0.1892) loss_giou_enc: 0.4238 (0.4086) loss_class_dn: 0.3641 (0.3617) loss_bbox_dn: 0.2033 (0.2260) loss_giou_dn: 0.4296 (0.3977) loss_class_dn_0: 0.4559 (0.4602) loss_bbox_dn_0: 0.2764 (0.3209) loss_giou_dn_0: 0.5315 (0.5155) loss_class_dn_1: 0.3891 (0.3913) loss_bbox_dn_1: 0.2220 (0.2504) loss_giou_dn_1: 0.4639 (0.4295) loss_class_dn_2: 0.3735 (0.3712) loss_bbox_dn_2: 0.2034 (0.2303) loss_giou_dn_2: 0.4357 (0.4044) loss_class_dn_3: 0.3684 (0.3648) loss_bbox_dn_3: 0.2026 (0.2268) loss_giou_dn_3: 0.4308 (0.3992) loss_class_dn_4: 0.3648 (0.3622) loss_bbox_dn_4: 0.2034 (0.2260) loss_giou_dn_4: 0.4295 (0.3977) loss_class_hybrid: 0.7234 (0.6987) loss_bbox_hybrid: 0.1579 (0.1753) loss_giou_hybrid: 0.3924 (0.3933) loss_class_0_hybrid: 0.7678 (0.7737) loss_bbox_0_hybrid: 0.1683 (0.1816) loss_giou_0_hybrid: 0.4066 (0.4062) loss_class_1_hybrid: 0.7365 (0.7280) loss_bbox_1_hybrid: 0.1618 (0.1778) loss_giou_1_hybrid: 0.3981 (0.3984) loss_class_2_hybrid: 0.7291 (0.7137) loss_bbox_2_hybrid: 0.1589 (0.1754) loss_giou_2_hybrid: 0.3939 (0.3945) loss_class_3_hybrid: 0.7164 (0.7042) loss_bbox_3_hybrid: 0.1585 (0.1752) loss_giou_3_hybrid: 0.3943 (0.3936) loss_class_4_hybrid: 0.7282 (0.6998) loss_bbox_4_hybrid: 0.1600 (0.1753) loss_giou_4_hybrid: 0.3926 (0.3935) loss_class_enc_hybrid: 0.7370 (0.7508) loss_bbox_enc_hybrid: 0.1943 (0.2102) loss_giou_enc_hybrid: 0.4505 (0.4525) mem: 1021 max mem: 36965 [2024-01-16 01:34:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:35:06 det.util.engine] INFO: Epoch: [10] [3650/11727] eta: 2:26:07 lr: 0.000010 data_time: 0.0028 iter_time: 1.0500 loss: 24.7288 (24.5514) loss_class: 0.7064 (0.6975) loss_bbox: 0.1414 (0.1644) loss_giou: 0.3692 (0.3674) loss_class_0: 0.8353 (0.8571) loss_bbox_0: 0.1431 (0.1644) loss_giou_0: 0.3768 (0.3707) loss_class_1: 0.7478 (0.7469) loss_bbox_1: 0.1421 (0.1655) loss_giou_1: 0.3676 (0.3700) loss_class_2: 0.7123 (0.7230) loss_bbox_2: 0.1376 (0.1634) loss_giou_2: 0.3644 (0.3672) loss_class_3: 0.7007 (0.7062) loss_bbox_3: 0.1410 (0.1642) loss_giou_3: 0.3651 (0.3676) loss_class_4: 0.7036 (0.6999) loss_bbox_4: 0.1442 (0.1642) loss_giou_4: 0.3670 (0.3673) loss_class_enc: 0.8080 (0.8197) loss_bbox_enc: 0.1663 (0.1892) loss_giou_enc: 0.4018 (0.4086) loss_class_dn: 0.3646 (0.3618) loss_bbox_dn: 0.1928 (0.2259) loss_giou_dn: 0.4114 (0.3977) loss_class_dn_0: 0.4635 (0.4602) loss_bbox_dn_0: 0.2806 (0.3209) loss_giou_dn_0: 0.5098 (0.5154) loss_class_dn_1: 0.4002 (0.3914) loss_bbox_dn_1: 0.2263 (0.2505) loss_giou_dn_1: 0.4268 (0.4294) loss_class_dn_2: 0.3724 (0.3712) loss_bbox_dn_2: 0.1952 (0.2302) loss_giou_dn_2: 0.4111 (0.4044) loss_class_dn_3: 0.3714 (0.3648) loss_bbox_dn_3: 0.1922 (0.2268) loss_giou_dn_3: 0.4108 (0.3992) loss_class_dn_4: 0.3660 (0.3622) loss_bbox_dn_4: 0.1932 (0.2260) loss_giou_dn_4: 0.4112 (0.3976) loss_class_hybrid: 0.6762 (0.6987) loss_bbox_hybrid: 0.1512 (0.1752) loss_giou_hybrid: 0.4057 (0.3932) loss_class_0_hybrid: 0.7473 (0.7736) loss_bbox_0_hybrid: 0.1663 (0.1816) loss_giou_0_hybrid: 0.4260 (0.4062) loss_class_1_hybrid: 0.6911 (0.7280) loss_bbox_1_hybrid: 0.1578 (0.1778) loss_giou_1_hybrid: 0.4138 (0.3984) loss_class_2_hybrid: 0.6852 (0.7137) loss_bbox_2_hybrid: 0.1543 (0.1753) loss_giou_2_hybrid: 0.4121 (0.3944) loss_class_3_hybrid: 0.6780 (0.7042) loss_bbox_3_hybrid: 0.1524 (0.1752) loss_giou_3_hybrid: 0.4054 (0.3936) loss_class_4_hybrid: 0.6759 (0.6998) loss_bbox_4_hybrid: 0.1519 (0.1753) loss_giou_4_hybrid: 0.4057 (0.3935) loss_class_enc_hybrid: 0.7436 (0.7508) loss_bbox_enc_hybrid: 0.1856 (0.2102) loss_giou_enc_hybrid: 0.4670 (0.4525) mem: 1029 max mem: 36965 [2024-01-16 01:35:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:36:00 det.util.engine] INFO: Epoch: [10] [3700/11727] eta: 2:25:12 lr: 0.000010 data_time: 0.0032 iter_time: 1.0740 loss: 24.0631 (24.5519) loss_class: 0.6841 (0.6974) loss_bbox: 0.1682 (0.1644) loss_giou: 0.4137 (0.3676) loss_class_0: 0.8479 (0.8571) loss_bbox_0: 0.1529 (0.1643) loss_giou_0: 0.4079 (0.3709) loss_class_1: 0.7281 (0.7468) loss_bbox_1: 0.1614 (0.1654) loss_giou_1: 0.4101 (0.3702) loss_class_2: 0.7032 (0.7229) loss_bbox_2: 0.1662 (0.1634) loss_giou_2: 0.4083 (0.3674) loss_class_3: 0.7034 (0.7061) loss_bbox_3: 0.1659 (0.1642) loss_giou_3: 0.4089 (0.3679) loss_class_4: 0.6903 (0.6998) loss_bbox_4: 0.1663 (0.1642) loss_giou_4: 0.4043 (0.3675) loss_class_enc: 0.8386 (0.8197) loss_bbox_enc: 0.1702 (0.1891) loss_giou_enc: 0.4575 (0.4088) loss_class_dn: 0.3677 (0.3617) loss_bbox_dn: 0.2025 (0.2258) loss_giou_dn: 0.4312 (0.3977) loss_class_dn_0: 0.4471 (0.4602) loss_bbox_dn_0: 0.2723 (0.3206) loss_giou_dn_0: 0.5476 (0.5155) loss_class_dn_1: 0.3962 (0.3913) loss_bbox_dn_1: 0.2231 (0.2502) loss_giou_dn_1: 0.4675 (0.4295) loss_class_dn_2: 0.3773 (0.3711) loss_bbox_dn_2: 0.2095 (0.2301) loss_giou_dn_2: 0.4425 (0.4045) loss_class_dn_3: 0.3723 (0.3648) loss_bbox_dn_3: 0.2033 (0.2266) loss_giou_dn_3: 0.4346 (0.3993) loss_class_dn_4: 0.3688 (0.3622) loss_bbox_dn_4: 0.2026 (0.2258) loss_giou_dn_4: 0.4313 (0.3977) loss_class_hybrid: 0.6936 (0.6986) loss_bbox_hybrid: 0.1729 (0.1752) loss_giou_hybrid: 0.4280 (0.3936) loss_class_0_hybrid: 0.7610 (0.7735) loss_bbox_0_hybrid: 0.1711 (0.1815) loss_giou_0_hybrid: 0.4424 (0.4065) loss_class_1_hybrid: 0.7146 (0.7279) loss_bbox_1_hybrid: 0.1684 (0.1778) loss_giou_1_hybrid: 0.4283 (0.3987) loss_class_2_hybrid: 0.7165 (0.7136) loss_bbox_2_hybrid: 0.1682 (0.1753) loss_giou_2_hybrid: 0.4278 (0.3948) loss_class_3_hybrid: 0.6919 (0.7040) loss_bbox_3_hybrid: 0.1696 (0.1751) loss_giou_3_hybrid: 0.4282 (0.3939) loss_class_4_hybrid: 0.6888 (0.6996) loss_bbox_4_hybrid: 0.1734 (0.1753) loss_giou_4_hybrid: 0.4287 (0.3938) loss_class_enc_hybrid: 0.7481 (0.7507) loss_bbox_enc_hybrid: 0.1909 (0.2101) loss_giou_enc_hybrid: 0.4946 (0.4529) mem: 1034 max mem: 36965 [2024-01-16 01:36:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:36:53 det.util.engine] INFO: Epoch: [10] [3750/11727] eta: 2:24:14 lr: 0.000010 data_time: 0.0030 iter_time: 1.0207 loss: 24.0230 (24.5578) loss_class: 0.6828 (0.6977) loss_bbox: 0.1596 (0.1644) loss_giou: 0.3587 (0.3676) loss_class_0: 0.8496 (0.8573) loss_bbox_0: 0.1665 (0.1644) loss_giou_0: 0.3652 (0.3709) loss_class_1: 0.7169 (0.7470) loss_bbox_1: 0.1683 (0.1655) loss_giou_1: 0.3532 (0.3702) loss_class_2: 0.7063 (0.7233) loss_bbox_2: 0.1627 (0.1635) loss_giou_2: 0.3615 (0.3675) loss_class_3: 0.6917 (0.7064) loss_bbox_3: 0.1605 (0.1642) loss_giou_3: 0.3610 (0.3679) loss_class_4: 0.6881 (0.7001) loss_bbox_4: 0.1606 (0.1642) loss_giou_4: 0.3576 (0.3675) loss_class_enc: 0.7954 (0.8198) loss_bbox_enc: 0.1905 (0.1891) loss_giou_enc: 0.3844 (0.4088) loss_class_dn: 0.3580 (0.3618) loss_bbox_dn: 0.2214 (0.2259) loss_giou_dn: 0.3925 (0.3979) loss_class_dn_0: 0.4500 (0.4602) loss_bbox_dn_0: 0.3118 (0.3206) loss_giou_dn_0: 0.5033 (0.5156) loss_class_dn_1: 0.3831 (0.3914) loss_bbox_dn_1: 0.2451 (0.2503) loss_giou_dn_1: 0.4217 (0.4297) loss_class_dn_2: 0.3638 (0.3712) loss_bbox_dn_2: 0.2257 (0.2301) loss_giou_dn_2: 0.4032 (0.4046) loss_class_dn_3: 0.3578 (0.3648) loss_bbox_dn_3: 0.2220 (0.2267) loss_giou_dn_3: 0.3952 (0.3994) loss_class_dn_4: 0.3576 (0.3622) loss_bbox_dn_4: 0.2215 (0.2259) loss_giou_dn_4: 0.3924 (0.3979) loss_class_hybrid: 0.6910 (0.6988) loss_bbox_hybrid: 0.1808 (0.1753) loss_giou_hybrid: 0.3791 (0.3936) loss_class_0_hybrid: 0.7718 (0.7737) loss_bbox_0_hybrid: 0.1875 (0.1816) loss_giou_0_hybrid: 0.3841 (0.4066) loss_class_1_hybrid: 0.7275 (0.7281) loss_bbox_1_hybrid: 0.1905 (0.1778) loss_giou_1_hybrid: 0.3767 (0.3988) loss_class_2_hybrid: 0.7057 (0.7138) loss_bbox_2_hybrid: 0.1819 (0.1754) loss_giou_2_hybrid: 0.3726 (0.3948) loss_class_3_hybrid: 0.7035 (0.7043) loss_bbox_3_hybrid: 0.1798 (0.1752) loss_giou_3_hybrid: 0.3779 (0.3940) loss_class_4_hybrid: 0.6884 (0.6999) loss_bbox_4_hybrid: 0.1815 (0.1753) loss_giou_4_hybrid: 0.3780 (0.3938) loss_class_enc_hybrid: 0.7247 (0.7508) loss_bbox_enc_hybrid: 0.2281 (0.2102) loss_giou_enc_hybrid: 0.4345 (0.4529) mem: 1028 max mem: 36965 [2024-01-16 01:36:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:37:47 det.util.engine] INFO: Epoch: [10] [3800/11727] eta: 2:23:19 lr: 0.000010 data_time: 0.0034 iter_time: 1.0973 loss: 24.7122 (24.5610) loss_class: 0.7097 (0.6978) loss_bbox: 0.1557 (0.1645) loss_giou: 0.3758 (0.3676) loss_class_0: 0.8367 (0.8574) loss_bbox_0: 0.1547 (0.1644) loss_giou_0: 0.3732 (0.3709) loss_class_1: 0.7417 (0.7472) loss_bbox_1: 0.1635 (0.1655) loss_giou_1: 0.3783 (0.3702) loss_class_2: 0.7224 (0.7233) loss_bbox_2: 0.1552 (0.1635) loss_giou_2: 0.3798 (0.3675) loss_class_3: 0.7162 (0.7065) loss_bbox_3: 0.1558 (0.1642) loss_giou_3: 0.3800 (0.3679) loss_class_4: 0.7122 (0.7002) loss_bbox_4: 0.1553 (0.1642) loss_giou_4: 0.3794 (0.3675) loss_class_enc: 0.8004 (0.8199) loss_bbox_enc: 0.1992 (0.1891) loss_giou_enc: 0.3907 (0.4087) loss_class_dn: 0.3639 (0.3618) loss_bbox_dn: 0.2091 (0.2260) loss_giou_dn: 0.3972 (0.3980) loss_class_dn_0: 0.4576 (0.4602) loss_bbox_dn_0: 0.2931 (0.3209) loss_giou_dn_0: 0.5148 (0.5157) loss_class_dn_1: 0.3941 (0.3914) loss_bbox_dn_1: 0.2335 (0.2505) loss_giou_dn_1: 0.4282 (0.4297) loss_class_dn_2: 0.3741 (0.3712) loss_bbox_dn_2: 0.2132 (0.2303) loss_giou_dn_2: 0.4018 (0.4047) loss_class_dn_3: 0.3657 (0.3648) loss_bbox_dn_3: 0.2105 (0.2269) loss_giou_dn_3: 0.3977 (0.3995) loss_class_dn_4: 0.3624 (0.3623) loss_bbox_dn_4: 0.2090 (0.2260) loss_giou_dn_4: 0.3972 (0.3980) loss_class_hybrid: 0.6955 (0.6988) loss_bbox_hybrid: 0.1696 (0.1754) loss_giou_hybrid: 0.3966 (0.3936) loss_class_0_hybrid: 0.7647 (0.7737) loss_bbox_0_hybrid: 0.1829 (0.1816) loss_giou_0_hybrid: 0.4046 (0.4066) loss_class_1_hybrid: 0.7310 (0.7282) loss_bbox_1_hybrid: 0.1766 (0.1779) loss_giou_1_hybrid: 0.3952 (0.3988) loss_class_2_hybrid: 0.7083 (0.7138) loss_bbox_2_hybrid: 0.1694 (0.1754) loss_giou_2_hybrid: 0.3954 (0.3948) loss_class_3_hybrid: 0.7032 (0.7043) loss_bbox_3_hybrid: 0.1686 (0.1752) loss_giou_3_hybrid: 0.3960 (0.3940) loss_class_4_hybrid: 0.6989 (0.6999) loss_bbox_4_hybrid: 0.1666 (0.1754) loss_giou_4_hybrid: 0.3963 (0.3939) loss_class_enc_hybrid: 0.7377 (0.7508) loss_bbox_enc_hybrid: 0.2024 (0.2102) loss_giou_enc_hybrid: 0.4488 (0.4529) mem: 1022 max mem: 36965 [2024-01-16 01:37:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:38:39 det.util.engine] INFO: Epoch: [10] [3850/11727] eta: 2:22:20 lr: 0.000010 data_time: 0.0030 iter_time: 1.0202 loss: 24.4318 (24.5669) loss_class: 0.6907 (0.6980) loss_bbox: 0.1654 (0.1645) loss_giou: 0.3385 (0.3676) loss_class_0: 0.8735 (0.8575) loss_bbox_0: 0.1687 (0.1644) loss_giou_0: 0.3453 (0.3710) loss_class_1: 0.7454 (0.7474) loss_bbox_1: 0.1694 (0.1656) loss_giou_1: 0.3429 (0.3702) loss_class_2: 0.6775 (0.7236) loss_bbox_2: 0.1575 (0.1635) loss_giou_2: 0.3446 (0.3676) loss_class_3: 0.6859 (0.7067) loss_bbox_3: 0.1657 (0.1643) loss_giou_3: 0.3385 (0.3679) loss_class_4: 0.6567 (0.7004) loss_bbox_4: 0.1592 (0.1643) loss_giou_4: 0.3433 (0.3676) loss_class_enc: 0.8252 (0.8200) loss_bbox_enc: 0.1876 (0.1892) loss_giou_enc: 0.3868 (0.4088) loss_class_dn: 0.3561 (0.3618) loss_bbox_dn: 0.2274 (0.2262) loss_giou_dn: 0.4041 (0.3981) loss_class_dn_0: 0.4524 (0.4601) loss_bbox_dn_0: 0.3332 (0.3210) loss_giou_dn_0: 0.5019 (0.5158) loss_class_dn_1: 0.3851 (0.3914) loss_bbox_dn_1: 0.2547 (0.2506) loss_giou_dn_1: 0.4223 (0.4299) loss_class_dn_2: 0.3639 (0.3712) loss_bbox_dn_2: 0.2355 (0.2305) loss_giou_dn_2: 0.4132 (0.4048) loss_class_dn_3: 0.3568 (0.3648) loss_bbox_dn_3: 0.2296 (0.2270) loss_giou_dn_3: 0.4062 (0.3997) loss_class_dn_4: 0.3548 (0.3623) loss_bbox_dn_4: 0.2276 (0.2262) loss_giou_dn_4: 0.4041 (0.3981) loss_class_hybrid: 0.6871 (0.6989) loss_bbox_hybrid: 0.1824 (0.1754) loss_giou_hybrid: 0.3636 (0.3937) loss_class_0_hybrid: 0.7791 (0.7738) loss_bbox_0_hybrid: 0.1892 (0.1817) loss_giou_0_hybrid: 0.3857 (0.4067) loss_class_1_hybrid: 0.7226 (0.7283) loss_bbox_1_hybrid: 0.1855 (0.1780) loss_giou_1_hybrid: 0.3746 (0.3989) loss_class_2_hybrid: 0.7072 (0.7139) loss_bbox_2_hybrid: 0.1827 (0.1755) loss_giou_2_hybrid: 0.3644 (0.3949) loss_class_3_hybrid: 0.6907 (0.7044) loss_bbox_3_hybrid: 0.1835 (0.1753) loss_giou_3_hybrid: 0.3644 (0.3941) loss_class_4_hybrid: 0.6799 (0.7000) loss_bbox_4_hybrid: 0.1855 (0.1755) loss_giou_4_hybrid: 0.3648 (0.3939) loss_class_enc_hybrid: 0.7469 (0.7509) loss_bbox_enc_hybrid: 0.2199 (0.2103) loss_giou_enc_hybrid: 0.4364 (0.4530) mem: 1016 max mem: 36965 [2024-01-16 01:38:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:39:33 det.util.engine] INFO: Epoch: [10] [3900/11727] eta: 2:21:26 lr: 0.000010 data_time: 0.0032 iter_time: 1.0808 loss: 23.3391 (24.5603) loss_class: 0.6639 (0.6979) loss_bbox: 0.1465 (0.1645) loss_giou: 0.3524 (0.3675) loss_class_0: 0.8023 (0.8572) loss_bbox_0: 0.1536 (0.1644) loss_giou_0: 0.3547 (0.3709) loss_class_1: 0.7182 (0.7471) loss_bbox_1: 0.1511 (0.1655) loss_giou_1: 0.3658 (0.3701) loss_class_2: 0.6760 (0.7234) loss_bbox_2: 0.1652 (0.1635) loss_giou_2: 0.3491 (0.3674) loss_class_3: 0.6707 (0.7066) loss_bbox_3: 0.1514 (0.1643) loss_giou_3: 0.3473 (0.3678) loss_class_4: 0.6661 (0.7003) loss_bbox_4: 0.1529 (0.1642) loss_giou_4: 0.3522 (0.3675) loss_class_enc: 0.7919 (0.8198) loss_bbox_enc: 0.1730 (0.1891) loss_giou_enc: 0.3884 (0.4086) loss_class_dn: 0.3553 (0.3618) loss_bbox_dn: 0.2010 (0.2261) loss_giou_dn: 0.3741 (0.3980) loss_class_dn_0: 0.4467 (0.4600) loss_bbox_dn_0: 0.2855 (0.3211) loss_giou_dn_0: 0.4964 (0.5156) loss_class_dn_1: 0.3792 (0.3913) loss_bbox_dn_1: 0.2202 (0.2506) loss_giou_dn_1: 0.4063 (0.4297) loss_class_dn_2: 0.3609 (0.3711) loss_bbox_dn_2: 0.2045 (0.2304) loss_giou_dn_2: 0.3873 (0.4047) loss_class_dn_3: 0.3571 (0.3648) loss_bbox_dn_3: 0.2034 (0.2270) loss_giou_dn_3: 0.3788 (0.3995) loss_class_dn_4: 0.3555 (0.3622) loss_bbox_dn_4: 0.2013 (0.2261) loss_giou_dn_4: 0.3740 (0.3979) loss_class_hybrid: 0.6690 (0.6987) loss_bbox_hybrid: 0.1627 (0.1754) loss_giou_hybrid: 0.3603 (0.3936) loss_class_0_hybrid: 0.7349 (0.7736) loss_bbox_0_hybrid: 0.1735 (0.1817) loss_giou_0_hybrid: 0.3714 (0.4066) loss_class_1_hybrid: 0.6998 (0.7281) loss_bbox_1_hybrid: 0.1715 (0.1779) loss_giou_1_hybrid: 0.3623 (0.3988) loss_class_2_hybrid: 0.6864 (0.7137) loss_bbox_2_hybrid: 0.1605 (0.1755) loss_giou_2_hybrid: 0.3617 (0.3948) loss_class_3_hybrid: 0.6836 (0.7042) loss_bbox_3_hybrid: 0.1615 (0.1753) loss_giou_3_hybrid: 0.3582 (0.3940) loss_class_4_hybrid: 0.6766 (0.6998) loss_bbox_4_hybrid: 0.1621 (0.1755) loss_giou_4_hybrid: 0.3611 (0.3939) loss_class_enc_hybrid: 0.7199 (0.7507) loss_bbox_enc_hybrid: 0.1864 (0.2102) loss_giou_enc_hybrid: 0.4090 (0.4528) mem: 1015 max mem: 36965 [2024-01-16 01:39:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:40:26 det.util.engine] INFO: Epoch: [10] [3950/11727] eta: 2:20:29 lr: 0.000010 data_time: 0.0031 iter_time: 1.0766 loss: 23.8962 (24.5573) loss_class: 0.6922 (0.6976) loss_bbox: 0.1591 (0.1644) loss_giou: 0.3458 (0.3676) loss_class_0: 0.8311 (0.8567) loss_bbox_0: 0.1528 (0.1644) loss_giou_0: 0.3570 (0.3711) loss_class_1: 0.7241 (0.7467) loss_bbox_1: 0.1656 (0.1655) loss_giou_1: 0.3564 (0.3704) loss_class_2: 0.6879 (0.7230) loss_bbox_2: 0.1605 (0.1635) loss_giou_2: 0.3565 (0.3676) loss_class_3: 0.6884 (0.7062) loss_bbox_3: 0.1609 (0.1642) loss_giou_3: 0.3532 (0.3680) loss_class_4: 0.6863 (0.7000) loss_bbox_4: 0.1620 (0.1642) loss_giou_4: 0.3520 (0.3676) loss_class_enc: 0.7990 (0.8195) loss_bbox_enc: 0.1812 (0.1890) loss_giou_enc: 0.3865 (0.4089) loss_class_dn: 0.3555 (0.3618) loss_bbox_dn: 0.2093 (0.2259) loss_giou_dn: 0.4044 (0.3981) loss_class_dn_0: 0.4541 (0.4600) loss_bbox_dn_0: 0.3002 (0.3208) loss_giou_dn_0: 0.5165 (0.5157) loss_class_dn_1: 0.3837 (0.3913) loss_bbox_dn_1: 0.2200 (0.2504) loss_giou_dn_1: 0.4247 (0.4298) loss_class_dn_2: 0.3660 (0.3712) loss_bbox_dn_2: 0.2121 (0.2302) loss_giou_dn_2: 0.4086 (0.4048) loss_class_dn_3: 0.3592 (0.3648) loss_bbox_dn_3: 0.2098 (0.2268) loss_giou_dn_3: 0.4052 (0.3996) loss_class_dn_4: 0.3580 (0.3622) loss_bbox_dn_4: 0.2093 (0.2259) loss_giou_dn_4: 0.4040 (0.3980) loss_class_hybrid: 0.6809 (0.6984) loss_bbox_hybrid: 0.1720 (0.1754) loss_giou_hybrid: 0.3757 (0.3938) loss_class_0_hybrid: 0.7565 (0.7732) loss_bbox_0_hybrid: 0.1715 (0.1816) loss_giou_0_hybrid: 0.3953 (0.4068) loss_class_1_hybrid: 0.7126 (0.7278) loss_bbox_1_hybrid: 0.1696 (0.1779) loss_giou_1_hybrid: 0.3906 (0.3990) loss_class_2_hybrid: 0.7017 (0.7134) loss_bbox_2_hybrid: 0.1719 (0.1755) loss_giou_2_hybrid: 0.3823 (0.3950) loss_class_3_hybrid: 0.6879 (0.7039) loss_bbox_3_hybrid: 0.1714 (0.1753) loss_giou_3_hybrid: 0.3810 (0.3942) loss_class_4_hybrid: 0.6869 (0.6995) loss_bbox_4_hybrid: 0.1720 (0.1754) loss_giou_4_hybrid: 0.3791 (0.3941) loss_class_enc_hybrid: 0.7565 (0.7504) loss_bbox_enc_hybrid: 0.1933 (0.2101) loss_giou_enc_hybrid: 0.4370 (0.4531) mem: 1018 max mem: 36965 [2024-01-16 01:40:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:41:19 det.util.engine] INFO: Epoch: [10] [4000/11727] eta: 2:19:34 lr: 0.000010 data_time: 0.0031 iter_time: 1.0774 loss: 24.5793 (24.5609) loss_class: 0.7397 (0.6979) loss_bbox: 0.1660 (0.1645) loss_giou: 0.3394 (0.3675) loss_class_0: 0.8962 (0.8568) loss_bbox_0: 0.1616 (0.1644) loss_giou_0: 0.3405 (0.3709) loss_class_1: 0.7828 (0.7469) loss_bbox_1: 0.1620 (0.1656) loss_giou_1: 0.3484 (0.3702) loss_class_2: 0.7725 (0.7233) loss_bbox_2: 0.1634 (0.1636) loss_giou_2: 0.3372 (0.3675) loss_class_3: 0.7531 (0.7066) loss_bbox_3: 0.1576 (0.1643) loss_giou_3: 0.3354 (0.3678) loss_class_4: 0.7515 (0.7003) loss_bbox_4: 0.1633 (0.1643) loss_giou_4: 0.3393 (0.3675) loss_class_enc: 0.8616 (0.8197) loss_bbox_enc: 0.1893 (0.1891) loss_giou_enc: 0.3679 (0.4087) loss_class_dn: 0.3633 (0.3617) loss_bbox_dn: 0.2188 (0.2261) loss_giou_dn: 0.3982 (0.3980) loss_class_dn_0: 0.4689 (0.4600) loss_bbox_dn_0: 0.3181 (0.3211) loss_giou_dn_0: 0.5214 (0.5157) loss_class_dn_1: 0.4009 (0.3912) loss_bbox_dn_1: 0.2506 (0.2506) loss_giou_dn_1: 0.4292 (0.4297) loss_class_dn_2: 0.3744 (0.3711) loss_bbox_dn_2: 0.2198 (0.2304) loss_giou_dn_2: 0.4049 (0.4047) loss_class_dn_3: 0.3679 (0.3647) loss_bbox_dn_3: 0.2196 (0.2270) loss_giou_dn_3: 0.4001 (0.3996) loss_class_dn_4: 0.3640 (0.3621) loss_bbox_dn_4: 0.2187 (0.2261) loss_giou_dn_4: 0.3980 (0.3980) loss_class_hybrid: 0.7150 (0.6985) loss_bbox_hybrid: 0.1684 (0.1756) loss_giou_hybrid: 0.3721 (0.3938) loss_class_0_hybrid: 0.7840 (0.7734) loss_bbox_0_hybrid: 0.1819 (0.1818) loss_giou_0_hybrid: 0.3856 (0.4068) loss_class_1_hybrid: 0.7529 (0.7279) loss_bbox_1_hybrid: 0.1718 (0.1781) loss_giou_1_hybrid: 0.3795 (0.3990) loss_class_2_hybrid: 0.7324 (0.7136) loss_bbox_2_hybrid: 0.1685 (0.1756) loss_giou_2_hybrid: 0.3720 (0.3950) loss_class_3_hybrid: 0.7236 (0.7041) loss_bbox_3_hybrid: 0.1649 (0.1754) loss_giou_3_hybrid: 0.3679 (0.3942) loss_class_4_hybrid: 0.7100 (0.6996) loss_bbox_4_hybrid: 0.1683 (0.1756) loss_giou_4_hybrid: 0.3710 (0.3941) loss_class_enc_hybrid: 0.7739 (0.7506) loss_bbox_enc_hybrid: 0.2150 (0.2103) loss_giou_enc_hybrid: 0.4296 (0.4531) mem: 1028 max mem: 36965 [2024-01-16 01:41:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:42:12 det.util.engine] INFO: Epoch: [10] [4050/11727] eta: 2:18:36 lr: 0.000010 data_time: 0.0033 iter_time: 1.0287 loss: 23.6225 (24.5533) loss_class: 0.6401 (0.6976) loss_bbox: 0.1644 (0.1645) loss_giou: 0.3374 (0.3673) loss_class_0: 0.8091 (0.8565) loss_bbox_0: 0.1597 (0.1644) loss_giou_0: 0.3382 (0.3709) loss_class_1: 0.6872 (0.7466) loss_bbox_1: 0.1638 (0.1656) loss_giou_1: 0.3445 (0.3701) loss_class_2: 0.6482 (0.7230) loss_bbox_2: 0.1555 (0.1635) loss_giou_2: 0.3355 (0.3673) loss_class_3: 0.6552 (0.7063) loss_bbox_3: 0.1620 (0.1642) loss_giou_3: 0.3360 (0.3677) loss_class_4: 0.6614 (0.7000) loss_bbox_4: 0.1621 (0.1642) loss_giou_4: 0.3349 (0.3673) loss_class_enc: 0.7836 (0.8195) loss_bbox_enc: 0.2019 (0.1891) loss_giou_enc: 0.3672 (0.4086) loss_class_dn: 0.3486 (0.3616) loss_bbox_dn: 0.2345 (0.2260) loss_giou_dn: 0.3612 (0.3979) loss_class_dn_0: 0.4523 (0.4599) loss_bbox_dn_0: 0.3485 (0.3210) loss_giou_dn_0: 0.4794 (0.5155) loss_class_dn_1: 0.3797 (0.3911) loss_bbox_dn_1: 0.2553 (0.2505) loss_giou_dn_1: 0.3916 (0.4296) loss_class_dn_2: 0.3561 (0.3710) loss_bbox_dn_2: 0.2381 (0.2303) loss_giou_dn_2: 0.3670 (0.4046) loss_class_dn_3: 0.3524 (0.3646) loss_bbox_dn_3: 0.2345 (0.2269) loss_giou_dn_3: 0.3638 (0.3994) loss_class_dn_4: 0.3487 (0.3621) loss_bbox_dn_4: 0.2345 (0.2261) loss_giou_dn_4: 0.3613 (0.3978) loss_class_hybrid: 0.6537 (0.6982) loss_bbox_hybrid: 0.1706 (0.1755) loss_giou_hybrid: 0.3434 (0.3936) loss_class_0_hybrid: 0.7156 (0.7732) loss_bbox_0_hybrid: 0.1857 (0.1818) loss_giou_0_hybrid: 0.3621 (0.4067) loss_class_1_hybrid: 0.6789 (0.7277) loss_bbox_1_hybrid: 0.1802 (0.1780) loss_giou_1_hybrid: 0.3520 (0.3988) loss_class_2_hybrid: 0.6646 (0.7133) loss_bbox_2_hybrid: 0.1738 (0.1756) loss_giou_2_hybrid: 0.3468 (0.3948) loss_class_3_hybrid: 0.6596 (0.7038) loss_bbox_3_hybrid: 0.1687 (0.1754) loss_giou_3_hybrid: 0.3410 (0.3940) loss_class_4_hybrid: 0.6530 (0.6993) loss_bbox_4_hybrid: 0.1685 (0.1755) loss_giou_4_hybrid: 0.3423 (0.3939) loss_class_enc_hybrid: 0.7010 (0.7505) loss_bbox_enc_hybrid: 0.2135 (0.2103) loss_giou_enc_hybrid: 0.4072 (0.4529) mem: 1026 max mem: 36965 [2024-01-16 01:42:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:43:06 det.util.engine] INFO: Epoch: [10] [4100/11727] eta: 2:17:43 lr: 0.000010 data_time: 0.0030 iter_time: 1.0509 loss: 24.7681 (24.5523) loss_class: 0.7020 (0.6975) loss_bbox: 0.1511 (0.1645) loss_giou: 0.3716 (0.3674) loss_class_0: 0.8814 (0.8565) loss_bbox_0: 0.1545 (0.1644) loss_giou_0: 0.3778 (0.3709) loss_class_1: 0.7589 (0.7466) loss_bbox_1: 0.1563 (0.1656) loss_giou_1: 0.3760 (0.3701) loss_class_2: 0.7388 (0.7229) loss_bbox_2: 0.1501 (0.1636) loss_giou_2: 0.3697 (0.3674) loss_class_3: 0.7269 (0.7063) loss_bbox_3: 0.1510 (0.1642) loss_giou_3: 0.3711 (0.3677) loss_class_4: 0.7096 (0.6999) loss_bbox_4: 0.1511 (0.1643) loss_giou_4: 0.3715 (0.3674) loss_class_enc: 0.8233 (0.8195) loss_bbox_enc: 0.1734 (0.1890) loss_giou_enc: 0.4116 (0.4086) loss_class_dn: 0.3610 (0.3616) loss_bbox_dn: 0.2145 (0.2259) loss_giou_dn: 0.4051 (0.3979) loss_class_dn_0: 0.4558 (0.4599) loss_bbox_dn_0: 0.2948 (0.3209) loss_giou_dn_0: 0.5234 (0.5155) loss_class_dn_1: 0.3878 (0.3911) loss_bbox_dn_1: 0.2320 (0.2504) loss_giou_dn_1: 0.4416 (0.4296) loss_class_dn_2: 0.3692 (0.3710) loss_bbox_dn_2: 0.2154 (0.2302) loss_giou_dn_2: 0.4136 (0.4046) loss_class_dn_3: 0.3639 (0.3646) loss_bbox_dn_3: 0.2151 (0.2268) loss_giou_dn_3: 0.4079 (0.3994) loss_class_dn_4: 0.3610 (0.3620) loss_bbox_dn_4: 0.2144 (0.2259) loss_giou_dn_4: 0.4052 (0.3978) loss_class_hybrid: 0.7071 (0.6981) loss_bbox_hybrid: 0.1651 (0.1756) loss_giou_hybrid: 0.3879 (0.3937) loss_class_0_hybrid: 0.7663 (0.7731) loss_bbox_0_hybrid: 0.1756 (0.1818) loss_giou_0_hybrid: 0.4059 (0.4067) loss_class_1_hybrid: 0.7317 (0.7276) loss_bbox_1_hybrid: 0.1714 (0.1781) loss_giou_1_hybrid: 0.3903 (0.3989) loss_class_2_hybrid: 0.7216 (0.7132) loss_bbox_2_hybrid: 0.1667 (0.1756) loss_giou_2_hybrid: 0.3893 (0.3949) loss_class_3_hybrid: 0.7195 (0.7038) loss_bbox_3_hybrid: 0.1639 (0.1754) loss_giou_3_hybrid: 0.3909 (0.3940) loss_class_4_hybrid: 0.7068 (0.6993) loss_bbox_4_hybrid: 0.1641 (0.1756) loss_giou_4_hybrid: 0.3895 (0.3939) loss_class_enc_hybrid: 0.7294 (0.7505) loss_bbox_enc_hybrid: 0.2017 (0.2103) loss_giou_enc_hybrid: 0.4481 (0.4529) mem: 1028 max mem: 36965 [2024-01-16 01:43:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:44:00 det.util.engine] INFO: Epoch: [10] [4150/11727] eta: 2:16:47 lr: 0.000010 data_time: 0.0034 iter_time: 1.0773 loss: 24.8127 (24.5466) loss_class: 0.6762 (0.6972) loss_bbox: 0.1773 (0.1646) loss_giou: 0.3917 (0.3672) loss_class_0: 0.8498 (0.8563) loss_bbox_0: 0.1797 (0.1646) loss_giou_0: 0.3867 (0.3707) loss_class_1: 0.7252 (0.7463) loss_bbox_1: 0.1655 (0.1657) loss_giou_1: 0.3770 (0.3699) loss_class_2: 0.7126 (0.7226) loss_bbox_2: 0.1791 (0.1637) loss_giou_2: 0.3741 (0.3672) loss_class_3: 0.6859 (0.7060) loss_bbox_3: 0.1778 (0.1643) loss_giou_3: 0.3770 (0.3675) loss_class_4: 0.6809 (0.6996) loss_bbox_4: 0.1772 (0.1644) loss_giou_4: 0.3774 (0.3672) loss_class_enc: 0.8076 (0.8194) loss_bbox_enc: 0.1902 (0.1891) loss_giou_enc: 0.4075 (0.4084) loss_class_dn: 0.3599 (0.3615) loss_bbox_dn: 0.2159 (0.2261) loss_giou_dn: 0.4137 (0.3977) loss_class_dn_0: 0.4593 (0.4599) loss_bbox_dn_0: 0.3035 (0.3211) loss_giou_dn_0: 0.5391 (0.5153) loss_class_dn_1: 0.3930 (0.3910) loss_bbox_dn_1: 0.2447 (0.2505) loss_giou_dn_1: 0.4506 (0.4294) loss_class_dn_2: 0.3701 (0.3709) loss_bbox_dn_2: 0.2158 (0.2303) loss_giou_dn_2: 0.4224 (0.4044) loss_class_dn_3: 0.3629 (0.3645) loss_bbox_dn_3: 0.2160 (0.2269) loss_giou_dn_3: 0.4174 (0.3992) loss_class_dn_4: 0.3600 (0.3619) loss_bbox_dn_4: 0.2159 (0.2261) loss_giou_dn_4: 0.4138 (0.3977) loss_class_hybrid: 0.6729 (0.6979) loss_bbox_hybrid: 0.1838 (0.1756) loss_giou_hybrid: 0.3943 (0.3934) loss_class_0_hybrid: 0.7536 (0.7730) loss_bbox_0_hybrid: 0.1867 (0.1819) loss_giou_0_hybrid: 0.4111 (0.4064) loss_class_1_hybrid: 0.6977 (0.7274) loss_bbox_1_hybrid: 0.1840 (0.1781) loss_giou_1_hybrid: 0.4010 (0.3986) loss_class_2_hybrid: 0.6972 (0.7131) loss_bbox_2_hybrid: 0.1840 (0.1757) loss_giou_2_hybrid: 0.3936 (0.3946) loss_class_3_hybrid: 0.6710 (0.7036) loss_bbox_3_hybrid: 0.1809 (0.1755) loss_giou_3_hybrid: 0.3923 (0.3938) loss_class_4_hybrid: 0.6716 (0.6990) loss_bbox_4_hybrid: 0.1836 (0.1757) loss_giou_4_hybrid: 0.3942 (0.3937) loss_class_enc_hybrid: 0.7393 (0.7504) loss_bbox_enc_hybrid: 0.2063 (0.2103) loss_giou_enc_hybrid: 0.4453 (0.4526) mem: 1021 max mem: 36965 [2024-01-16 01:44:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:44:53 det.util.engine] INFO: Epoch: [10] [4200/11727] eta: 2:15:52 lr: 0.000010 data_time: 0.0033 iter_time: 1.1177 loss: 25.9174 (24.5510) loss_class: 0.6740 (0.6973) loss_bbox: 0.1857 (0.1647) loss_giou: 0.3816 (0.3673) loss_class_0: 0.8319 (0.8563) loss_bbox_0: 0.1810 (0.1647) loss_giou_0: 0.3904 (0.3708) loss_class_1: 0.7374 (0.7463) loss_bbox_1: 0.1866 (0.1658) loss_giou_1: 0.3855 (0.3700) loss_class_2: 0.6997 (0.7226) loss_bbox_2: 0.1756 (0.1638) loss_giou_2: 0.3908 (0.3673) loss_class_3: 0.6733 (0.7060) loss_bbox_3: 0.1779 (0.1645) loss_giou_3: 0.3839 (0.3676) loss_class_4: 0.6766 (0.6996) loss_bbox_4: 0.1824 (0.1645) loss_giou_4: 0.3812 (0.3673) loss_class_enc: 0.7817 (0.8194) loss_bbox_enc: 0.2192 (0.1892) loss_giou_enc: 0.4328 (0.4085) loss_class_dn: 0.3603 (0.3614) loss_bbox_dn: 0.2341 (0.2262) loss_giou_dn: 0.4097 (0.3977) loss_class_dn_0: 0.4578 (0.4598) loss_bbox_dn_0: 0.3035 (0.3213) loss_giou_dn_0: 0.5274 (0.5154) loss_class_dn_1: 0.3950 (0.3910) loss_bbox_dn_1: 0.2448 (0.2507) loss_giou_dn_1: 0.4445 (0.4294) loss_class_dn_2: 0.3728 (0.3708) loss_bbox_dn_2: 0.2322 (0.2305) loss_giou_dn_2: 0.4208 (0.4044) loss_class_dn_3: 0.3643 (0.3644) loss_bbox_dn_3: 0.2339 (0.2271) loss_giou_dn_3: 0.4128 (0.3993) loss_class_dn_4: 0.3631 (0.3619) loss_bbox_dn_4: 0.2344 (0.2262) loss_giou_dn_4: 0.4096 (0.3977) loss_class_hybrid: 0.7033 (0.6979) loss_bbox_hybrid: 0.1942 (0.1757) loss_giou_hybrid: 0.3896 (0.3936) loss_class_0_hybrid: 0.7580 (0.7730) loss_bbox_0_hybrid: 0.1992 (0.1820) loss_giou_0_hybrid: 0.4137 (0.4066) loss_class_1_hybrid: 0.7366 (0.7274) loss_bbox_1_hybrid: 0.1961 (0.1782) loss_giou_1_hybrid: 0.4060 (0.3987) loss_class_2_hybrid: 0.7093 (0.7131) loss_bbox_2_hybrid: 0.1927 (0.1758) loss_giou_2_hybrid: 0.3934 (0.3948) loss_class_3_hybrid: 0.7040 (0.7036) loss_bbox_3_hybrid: 0.1925 (0.1756) loss_giou_3_hybrid: 0.3860 (0.3939) loss_class_4_hybrid: 0.7004 (0.6990) loss_bbox_4_hybrid: 0.1941 (0.1758) loss_giou_4_hybrid: 0.3871 (0.3938) loss_class_enc_hybrid: 0.7493 (0.7504) loss_bbox_enc_hybrid: 0.2333 (0.2104) loss_giou_enc_hybrid: 0.4642 (0.4528) mem: 1030 max mem: 36965 [2024-01-16 01:44:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:45:48 det.util.engine] INFO: Epoch: [10] [4250/11727] eta: 2:14:59 lr: 0.000010 data_time: 0.0032 iter_time: 1.0822 loss: 24.0827 (24.5447) loss_class: 0.6480 (0.6969) loss_bbox: 0.1386 (0.1647) loss_giou: 0.4067 (0.3674) loss_class_0: 0.7827 (0.8559) loss_bbox_0: 0.1394 (0.1646) loss_giou_0: 0.4138 (0.3709) loss_class_1: 0.6809 (0.7460) loss_bbox_1: 0.1401 (0.1658) loss_giou_1: 0.3974 (0.3701) loss_class_2: 0.6532 (0.7221) loss_bbox_2: 0.1374 (0.1638) loss_giou_2: 0.3941 (0.3674) loss_class_3: 0.6591 (0.7056) loss_bbox_3: 0.1402 (0.1644) loss_giou_3: 0.3976 (0.3677) loss_class_4: 0.6651 (0.6993) loss_bbox_4: 0.1398 (0.1645) loss_giou_4: 0.4059 (0.3674) loss_class_enc: 0.7603 (0.8189) loss_bbox_enc: 0.1607 (0.1892) loss_giou_enc: 0.4374 (0.4086) loss_class_dn: 0.3601 (0.3614) loss_bbox_dn: 0.1725 (0.2260) loss_giou_dn: 0.4178 (0.3977) loss_class_dn_0: 0.4516 (0.4598) loss_bbox_dn_0: 0.2435 (0.3210) loss_giou_dn_0: 0.5166 (0.5153) loss_class_dn_1: 0.3881 (0.3909) loss_bbox_dn_1: 0.1896 (0.2504) loss_giou_dn_1: 0.4481 (0.4294) loss_class_dn_2: 0.3668 (0.3708) loss_bbox_dn_2: 0.1779 (0.2302) loss_giou_dn_2: 0.4232 (0.4044) loss_class_dn_3: 0.3630 (0.3644) loss_bbox_dn_3: 0.1739 (0.2268) loss_giou_dn_3: 0.4165 (0.3992) loss_class_dn_4: 0.3606 (0.3618) loss_bbox_dn_4: 0.1724 (0.2260) loss_giou_dn_4: 0.4178 (0.3977) loss_class_hybrid: 0.6656 (0.6976) loss_bbox_hybrid: 0.1541 (0.1757) loss_giou_hybrid: 0.4526 (0.3937) loss_class_0_hybrid: 0.7013 (0.7727) loss_bbox_0_hybrid: 0.1666 (0.1819) loss_giou_0_hybrid: 0.4594 (0.4067) loss_class_1_hybrid: 0.6748 (0.7271) loss_bbox_1_hybrid: 0.1633 (0.1782) loss_giou_1_hybrid: 0.4546 (0.3989) loss_class_2_hybrid: 0.6681 (0.7127) loss_bbox_2_hybrid: 0.1583 (0.1758) loss_giou_2_hybrid: 0.4570 (0.3949) loss_class_3_hybrid: 0.6664 (0.7033) loss_bbox_3_hybrid: 0.1579 (0.1756) loss_giou_3_hybrid: 0.4514 (0.3940) loss_class_4_hybrid: 0.6713 (0.6987) loss_bbox_4_hybrid: 0.1538 (0.1757) loss_giou_4_hybrid: 0.4545 (0.3939) loss_class_enc_hybrid: 0.6940 (0.7501) loss_bbox_enc_hybrid: 0.1834 (0.2103) loss_giou_enc_hybrid: 0.5011 (0.4529) mem: 1018 max mem: 36965 [2024-01-16 01:45:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:46:41 det.util.engine] INFO: Epoch: [10] [4300/11727] eta: 2:14:04 lr: 0.000010 data_time: 0.0032 iter_time: 1.0538 loss: 23.9036 (24.5389) loss_class: 0.7231 (0.6969) loss_bbox: 0.1515 (0.1646) loss_giou: 0.3465 (0.3673) loss_class_0: 0.8458 (0.8557) loss_bbox_0: 0.1563 (0.1646) loss_giou_0: 0.3416 (0.3708) loss_class_1: 0.7531 (0.7459) loss_bbox_1: 0.1579 (0.1657) loss_giou_1: 0.3430 (0.3700) loss_class_2: 0.7337 (0.7221) loss_bbox_2: 0.1539 (0.1637) loss_giou_2: 0.3451 (0.3673) loss_class_3: 0.7140 (0.7056) loss_bbox_3: 0.1523 (0.1643) loss_giou_3: 0.3466 (0.3676) loss_class_4: 0.7214 (0.6993) loss_bbox_4: 0.1515 (0.1644) loss_giou_4: 0.3433 (0.3672) loss_class_enc: 0.8171 (0.8189) loss_bbox_enc: 0.1739 (0.1890) loss_giou_enc: 0.3852 (0.4084) loss_class_dn: 0.3507 (0.3613) loss_bbox_dn: 0.2021 (0.2258) loss_giou_dn: 0.3825 (0.3975) loss_class_dn_0: 0.4538 (0.4598) loss_bbox_dn_0: 0.2851 (0.3208) loss_giou_dn_0: 0.4818 (0.5151) loss_class_dn_1: 0.3847 (0.3909) loss_bbox_dn_1: 0.2166 (0.2502) loss_giou_dn_1: 0.4102 (0.4293) loss_class_dn_2: 0.3600 (0.3707) loss_bbox_dn_2: 0.2020 (0.2301) loss_giou_dn_2: 0.3863 (0.4042) loss_class_dn_3: 0.3532 (0.3643) loss_bbox_dn_3: 0.2035 (0.2267) loss_giou_dn_3: 0.3831 (0.3991) loss_class_dn_4: 0.3513 (0.3618) loss_bbox_dn_4: 0.2021 (0.2258) loss_giou_dn_4: 0.3823 (0.3975) loss_class_hybrid: 0.7206 (0.6976) loss_bbox_hybrid: 0.1666 (0.1756) loss_giou_hybrid: 0.3580 (0.3936) loss_class_0_hybrid: 0.7839 (0.7727) loss_bbox_0_hybrid: 0.1627 (0.1818) loss_giou_0_hybrid: 0.3646 (0.4066) loss_class_1_hybrid: 0.7344 (0.7271) loss_bbox_1_hybrid: 0.1638 (0.1781) loss_giou_1_hybrid: 0.3580 (0.3987) loss_class_2_hybrid: 0.7212 (0.7127) loss_bbox_2_hybrid: 0.1633 (0.1756) loss_giou_2_hybrid: 0.3527 (0.3948) loss_class_3_hybrid: 0.7194 (0.7033) loss_bbox_3_hybrid: 0.1603 (0.1754) loss_giou_3_hybrid: 0.3572 (0.3939) loss_class_4_hybrid: 0.7251 (0.6987) loss_bbox_4_hybrid: 0.1643 (0.1756) loss_giou_4_hybrid: 0.3581 (0.3938) loss_class_enc_hybrid: 0.7590 (0.7502) loss_bbox_enc_hybrid: 0.1920 (0.2102) loss_giou_enc_hybrid: 0.4182 (0.4527) mem: 1024 max mem: 36965 [2024-01-16 01:46:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:47:35 det.util.engine] INFO: Epoch: [10] [4350/11727] eta: 2:13:08 lr: 0.000010 data_time: 0.0033 iter_time: 1.0716 loss: 24.6991 (24.5357) loss_class: 0.7074 (0.6969) loss_bbox: 0.1407 (0.1645) loss_giou: 0.3722 (0.3673) loss_class_0: 0.8335 (0.8556) loss_bbox_0: 0.1515 (0.1645) loss_giou_0: 0.3889 (0.3708) loss_class_1: 0.7260 (0.7458) loss_bbox_1: 0.1524 (0.1656) loss_giou_1: 0.3781 (0.3700) loss_class_2: 0.7311 (0.7220) loss_bbox_2: 0.1448 (0.1636) loss_giou_2: 0.3739 (0.3673) loss_class_3: 0.7219 (0.7056) loss_bbox_3: 0.1427 (0.1642) loss_giou_3: 0.3712 (0.3675) loss_class_4: 0.7117 (0.6993) loss_bbox_4: 0.1415 (0.1643) loss_giou_4: 0.3718 (0.3672) loss_class_enc: 0.8372 (0.8189) loss_bbox_enc: 0.1683 (0.1889) loss_giou_enc: 0.4045 (0.4084) loss_class_dn: 0.3686 (0.3613) loss_bbox_dn: 0.1952 (0.2257) loss_giou_dn: 0.3842 (0.3975) loss_class_dn_0: 0.4546 (0.4597) loss_bbox_dn_0: 0.2796 (0.3206) loss_giou_dn_0: 0.5177 (0.5151) loss_class_dn_1: 0.3937 (0.3908) loss_bbox_dn_1: 0.2233 (0.2501) loss_giou_dn_1: 0.4277 (0.4292) loss_class_dn_2: 0.3760 (0.3707) loss_bbox_dn_2: 0.1958 (0.2299) loss_giou_dn_2: 0.3948 (0.4042) loss_class_dn_3: 0.3711 (0.3643) loss_bbox_dn_3: 0.1940 (0.2265) loss_giou_dn_3: 0.3876 (0.3990) loss_class_dn_4: 0.3699 (0.3617) loss_bbox_dn_4: 0.1952 (0.2257) loss_giou_dn_4: 0.3845 (0.3975) loss_class_hybrid: 0.7096 (0.6976) loss_bbox_hybrid: 0.1510 (0.1755) loss_giou_hybrid: 0.3952 (0.3935) loss_class_0_hybrid: 0.7708 (0.7726) loss_bbox_0_hybrid: 0.1590 (0.1817) loss_giou_0_hybrid: 0.4176 (0.4066) loss_class_1_hybrid: 0.7319 (0.7270) loss_bbox_1_hybrid: 0.1554 (0.1780) loss_giou_1_hybrid: 0.4024 (0.3987) loss_class_2_hybrid: 0.7177 (0.7127) loss_bbox_2_hybrid: 0.1551 (0.1756) loss_giou_2_hybrid: 0.4014 (0.3948) loss_class_3_hybrid: 0.7134 (0.7032) loss_bbox_3_hybrid: 0.1502 (0.1754) loss_giou_3_hybrid: 0.3972 (0.3939) loss_class_4_hybrid: 0.7095 (0.6987) loss_bbox_4_hybrid: 0.1511 (0.1755) loss_giou_4_hybrid: 0.3960 (0.3938) loss_class_enc_hybrid: 0.7444 (0.7501) loss_bbox_enc_hybrid: 0.1979 (0.2101) loss_giou_enc_hybrid: 0.4663 (0.4527) mem: 1019 max mem: 36965 [2024-01-16 01:47:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:48:29 det.util.engine] INFO: Epoch: [10] [4400/11727] eta: 2:12:13 lr: 0.000010 data_time: 0.0035 iter_time: 1.0537 loss: 22.5252 (24.5281) loss_class: 0.6611 (0.6968) loss_bbox: 0.1426 (0.1644) loss_giou: 0.3329 (0.3671) loss_class_0: 0.8169 (0.8556) loss_bbox_0: 0.1411 (0.1643) loss_giou_0: 0.3283 (0.3706) loss_class_1: 0.7127 (0.7458) loss_bbox_1: 0.1373 (0.1655) loss_giou_1: 0.3540 (0.3699) loss_class_2: 0.6947 (0.7219) loss_bbox_2: 0.1372 (0.1635) loss_giou_2: 0.3306 (0.3671) loss_class_3: 0.6797 (0.7055) loss_bbox_3: 0.1351 (0.1641) loss_giou_3: 0.3267 (0.3674) loss_class_4: 0.6608 (0.6992) loss_bbox_4: 0.1457 (0.1641) loss_giou_4: 0.3272 (0.3671) loss_class_enc: 0.7922 (0.8189) loss_bbox_enc: 0.1699 (0.1888) loss_giou_enc: 0.3644 (0.4082) loss_class_dn: 0.3514 (0.3612) loss_bbox_dn: 0.1830 (0.2254) loss_giou_dn: 0.3571 (0.3973) loss_class_dn_0: 0.4548 (0.4597) loss_bbox_dn_0: 0.2714 (0.3204) loss_giou_dn_0: 0.4763 (0.5149) loss_class_dn_1: 0.3850 (0.3908) loss_bbox_dn_1: 0.2068 (0.2498) loss_giou_dn_1: 0.3868 (0.4290) loss_class_dn_2: 0.3625 (0.3706) loss_bbox_dn_2: 0.1871 (0.2297) loss_giou_dn_2: 0.3605 (0.4040) loss_class_dn_3: 0.3554 (0.3642) loss_bbox_dn_3: 0.1838 (0.2263) loss_giou_dn_3: 0.3578 (0.3988) loss_class_dn_4: 0.3507 (0.3617) loss_bbox_dn_4: 0.1831 (0.2254) loss_giou_dn_4: 0.3574 (0.3973) loss_class_hybrid: 0.6550 (0.6976) loss_bbox_hybrid: 0.1508 (0.1754) loss_giou_hybrid: 0.3393 (0.3934) loss_class_0_hybrid: 0.7488 (0.7727) loss_bbox_0_hybrid: 0.1539 (0.1816) loss_giou_0_hybrid: 0.3577 (0.4064) loss_class_1_hybrid: 0.6850 (0.7270) loss_bbox_1_hybrid: 0.1500 (0.1779) loss_giou_1_hybrid: 0.3469 (0.3986) loss_class_2_hybrid: 0.6682 (0.7126) loss_bbox_2_hybrid: 0.1474 (0.1754) loss_giou_2_hybrid: 0.3449 (0.3946) loss_class_3_hybrid: 0.6521 (0.7032) loss_bbox_3_hybrid: 0.1502 (0.1752) loss_giou_3_hybrid: 0.3400 (0.3937) loss_class_4_hybrid: 0.6627 (0.6987) loss_bbox_4_hybrid: 0.1507 (0.1754) loss_giou_4_hybrid: 0.3406 (0.3936) loss_class_enc_hybrid: 0.7238 (0.7501) loss_bbox_enc_hybrid: 0.1815 (0.2100) loss_giou_enc_hybrid: 0.3958 (0.4525) mem: 1036 max mem: 36965 [2024-01-16 01:48:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:49:22 det.util.engine] INFO: Epoch: [10] [4450/11727] eta: 2:11:18 lr: 0.000010 data_time: 0.0035 iter_time: 1.0691 loss: 24.1460 (24.5247) loss_class: 0.6675 (0.6967) loss_bbox: 0.1402 (0.1643) loss_giou: 0.3513 (0.3671) loss_class_0: 0.8419 (0.8553) loss_bbox_0: 0.1410 (0.1643) loss_giou_0: 0.3591 (0.3706) loss_class_1: 0.7275 (0.7456) loss_bbox_1: 0.1427 (0.1654) loss_giou_1: 0.3557 (0.3699) loss_class_2: 0.6760 (0.7218) loss_bbox_2: 0.1386 (0.1634) loss_giou_2: 0.3494 (0.3671) loss_class_3: 0.6712 (0.7054) loss_bbox_3: 0.1405 (0.1641) loss_giou_3: 0.3513 (0.3674) loss_class_4: 0.6911 (0.6991) loss_bbox_4: 0.1397 (0.1641) loss_giou_4: 0.3514 (0.3671) loss_class_enc: 0.8204 (0.8189) loss_bbox_enc: 0.1624 (0.1887) loss_giou_enc: 0.3853 (0.4082) loss_class_dn: 0.3556 (0.3612) loss_bbox_dn: 0.1994 (0.2253) loss_giou_dn: 0.3643 (0.3972) loss_class_dn_0: 0.4571 (0.4597) loss_bbox_dn_0: 0.3097 (0.3203) loss_giou_dn_0: 0.4823 (0.5148) loss_class_dn_1: 0.3863 (0.3908) loss_bbox_dn_1: 0.2333 (0.2497) loss_giou_dn_1: 0.3922 (0.4289) loss_class_dn_2: 0.3655 (0.3706) loss_bbox_dn_2: 0.2037 (0.2295) loss_giou_dn_2: 0.3677 (0.4039) loss_class_dn_3: 0.3587 (0.3642) loss_bbox_dn_3: 0.2015 (0.2261) loss_giou_dn_3: 0.3644 (0.3987) loss_class_dn_4: 0.3559 (0.3617) loss_bbox_dn_4: 0.1994 (0.2253) loss_giou_dn_4: 0.3644 (0.3972) loss_class_hybrid: 0.6861 (0.6975) loss_bbox_hybrid: 0.1652 (0.1753) loss_giou_hybrid: 0.3662 (0.3934) loss_class_0_hybrid: 0.7567 (0.7726) loss_bbox_0_hybrid: 0.1642 (0.1815) loss_giou_0_hybrid: 0.3748 (0.4064) loss_class_1_hybrid: 0.7266 (0.7269) loss_bbox_1_hybrid: 0.1546 (0.1778) loss_giou_1_hybrid: 0.3759 (0.3986) loss_class_2_hybrid: 0.6909 (0.7125) loss_bbox_2_hybrid: 0.1464 (0.1754) loss_giou_2_hybrid: 0.3680 (0.3946) loss_class_3_hybrid: 0.7010 (0.7031) loss_bbox_3_hybrid: 0.1440 (0.1751) loss_giou_3_hybrid: 0.3708 (0.3938) loss_class_4_hybrid: 0.6943 (0.6986) loss_bbox_4_hybrid: 0.1454 (0.1754) loss_giou_4_hybrid: 0.3692 (0.3937) loss_class_enc_hybrid: 0.7330 (0.7501) loss_bbox_enc_hybrid: 0.1949 (0.2099) loss_giou_enc_hybrid: 0.4199 (0.4526) mem: 1024 max mem: 36965 [2024-01-16 01:49:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:50:15 det.util.engine] INFO: Epoch: [10] [4500/11727] eta: 2:10:21 lr: 0.000010 data_time: 0.0031 iter_time: 1.0784 loss: 25.5716 (24.5327) loss_class: 0.7325 (0.6969) loss_bbox: 0.1697 (0.1645) loss_giou: 0.3770 (0.3672) loss_class_0: 0.8807 (0.8555) loss_bbox_0: 0.1666 (0.1644) loss_giou_0: 0.3697 (0.3707) loss_class_1: 0.8043 (0.7459) loss_bbox_1: 0.1776 (0.1656) loss_giou_1: 0.3745 (0.3700) loss_class_2: 0.7590 (0.7219) loss_bbox_2: 0.1717 (0.1636) loss_giou_2: 0.3697 (0.3672) loss_class_3: 0.7637 (0.7056) loss_bbox_3: 0.1723 (0.1642) loss_giou_3: 0.3618 (0.3675) loss_class_4: 0.7408 (0.6993) loss_bbox_4: 0.1588 (0.1642) loss_giou_4: 0.3771 (0.3672) loss_class_enc: 0.8287 (0.8190) loss_bbox_enc: 0.1969 (0.1888) loss_giou_enc: 0.4034 (0.4082) loss_class_dn: 0.3721 (0.3613) loss_bbox_dn: 0.2414 (0.2255) loss_giou_dn: 0.3978 (0.3973) loss_class_dn_0: 0.4669 (0.4598) loss_bbox_dn_0: 0.3329 (0.3205) loss_giou_dn_0: 0.5056 (0.5149) loss_class_dn_1: 0.3996 (0.3909) loss_bbox_dn_1: 0.2670 (0.2499) loss_giou_dn_1: 0.4372 (0.4290) loss_class_dn_2: 0.3767 (0.3707) loss_bbox_dn_2: 0.2464 (0.2298) loss_giou_dn_2: 0.4046 (0.4039) loss_class_dn_3: 0.3725 (0.3643) loss_bbox_dn_3: 0.2418 (0.2264) loss_giou_dn_3: 0.3976 (0.3988) loss_class_dn_4: 0.3721 (0.3617) loss_bbox_dn_4: 0.2413 (0.2255) loss_giou_dn_4: 0.3977 (0.3973) loss_class_hybrid: 0.7054 (0.6977) loss_bbox_hybrid: 0.1822 (0.1755) loss_giou_hybrid: 0.3817 (0.3935) loss_class_0_hybrid: 0.8102 (0.7729) loss_bbox_0_hybrid: 0.1831 (0.1817) loss_giou_0_hybrid: 0.3855 (0.4064) loss_class_1_hybrid: 0.7458 (0.7272) loss_bbox_1_hybrid: 0.1858 (0.1780) loss_giou_1_hybrid: 0.3877 (0.3987) loss_class_2_hybrid: 0.7327 (0.7127) loss_bbox_2_hybrid: 0.1826 (0.1755) loss_giou_2_hybrid: 0.3843 (0.3947) loss_class_3_hybrid: 0.7249 (0.7034) loss_bbox_3_hybrid: 0.1837 (0.1753) loss_giou_3_hybrid: 0.3825 (0.3938) loss_class_4_hybrid: 0.7002 (0.6988) loss_bbox_4_hybrid: 0.1837 (0.1755) loss_giou_4_hybrid: 0.3792 (0.3937) loss_class_enc_hybrid: 0.7472 (0.7503) loss_bbox_enc_hybrid: 0.2209 (0.2100) loss_giou_enc_hybrid: 0.4256 (0.4526) mem: 1010 max mem: 36965 [2024-01-16 01:50:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:51:07 det.util.engine] INFO: Epoch: [10] [4550/11727] eta: 2:09:24 lr: 0.000010 data_time: 0.0029 iter_time: 1.0163 loss: 24.0879 (24.5238) loss_class: 0.6589 (0.6965) loss_bbox: 0.1557 (0.1645) loss_giou: 0.3746 (0.3671) loss_class_0: 0.8139 (0.8551) loss_bbox_0: 0.1588 (0.1645) loss_giou_0: 0.3767 (0.3706) loss_class_1: 0.7173 (0.7455) loss_bbox_1: 0.1522 (0.1656) loss_giou_1: 0.3722 (0.3699) loss_class_2: 0.6813 (0.7215) loss_bbox_2: 0.1615 (0.1636) loss_giou_2: 0.3583 (0.3671) loss_class_3: 0.6643 (0.7052) loss_bbox_3: 0.1565 (0.1642) loss_giou_3: 0.3591 (0.3674) loss_class_4: 0.6555 (0.6989) loss_bbox_4: 0.1573 (0.1643) loss_giou_4: 0.3733 (0.3671) loss_class_enc: 0.7595 (0.8185) loss_bbox_enc: 0.1777 (0.1888) loss_giou_enc: 0.3994 (0.4081) loss_class_dn: 0.3591 (0.3612) loss_bbox_dn: 0.2044 (0.2254) loss_giou_dn: 0.3865 (0.3971) loss_class_dn_0: 0.4497 (0.4597) loss_bbox_dn_0: 0.2955 (0.3204) loss_giou_dn_0: 0.4883 (0.5147) loss_class_dn_1: 0.3869 (0.3908) loss_bbox_dn_1: 0.2277 (0.2498) loss_giou_dn_1: 0.4158 (0.4288) loss_class_dn_2: 0.3678 (0.3706) loss_bbox_dn_2: 0.2057 (0.2297) loss_giou_dn_2: 0.3927 (0.4038) loss_class_dn_3: 0.3608 (0.3642) loss_bbox_dn_3: 0.2053 (0.2263) loss_giou_dn_3: 0.3893 (0.3986) loss_class_dn_4: 0.3608 (0.3616) loss_bbox_dn_4: 0.2043 (0.2254) loss_giou_dn_4: 0.3866 (0.3971) loss_class_hybrid: 0.6639 (0.6974) loss_bbox_hybrid: 0.1714 (0.1754) loss_giou_hybrid: 0.3989 (0.3934) loss_class_0_hybrid: 0.7240 (0.7726) loss_bbox_0_hybrid: 0.1768 (0.1817) loss_giou_0_hybrid: 0.4007 (0.4063) loss_class_1_hybrid: 0.6833 (0.7268) loss_bbox_1_hybrid: 0.1730 (0.1780) loss_giou_1_hybrid: 0.3953 (0.3986) loss_class_2_hybrid: 0.6807 (0.7124) loss_bbox_2_hybrid: 0.1697 (0.1755) loss_giou_2_hybrid: 0.4041 (0.3946) loss_class_3_hybrid: 0.6732 (0.7030) loss_bbox_3_hybrid: 0.1692 (0.1753) loss_giou_3_hybrid: 0.4006 (0.3937) loss_class_4_hybrid: 0.6670 (0.6985) loss_bbox_4_hybrid: 0.1690 (0.1755) loss_giou_4_hybrid: 0.3996 (0.3936) loss_class_enc_hybrid: 0.7126 (0.7499) loss_bbox_enc_hybrid: 0.1981 (0.2100) loss_giou_enc_hybrid: 0.4478 (0.4524) mem: 1028 max mem: 36965 [2024-01-16 01:51:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:51:59 det.util.engine] INFO: Epoch: [10] [4600/11727] eta: 2:08:27 lr: 0.000010 data_time: 0.0034 iter_time: 1.0326 loss: 23.9054 (24.5217) loss_class: 0.7000 (0.6963) loss_bbox: 0.1480 (0.1645) loss_giou: 0.3785 (0.3671) loss_class_0: 0.8679 (0.8549) loss_bbox_0: 0.1361 (0.1645) loss_giou_0: 0.3664 (0.3706) loss_class_1: 0.7338 (0.7454) loss_bbox_1: 0.1483 (0.1656) loss_giou_1: 0.3871 (0.3699) loss_class_2: 0.7064 (0.7213) loss_bbox_2: 0.1415 (0.1636) loss_giou_2: 0.3776 (0.3671) loss_class_3: 0.6989 (0.7050) loss_bbox_3: 0.1446 (0.1642) loss_giou_3: 0.3722 (0.3674) loss_class_4: 0.7019 (0.6988) loss_bbox_4: 0.1434 (0.1642) loss_giou_4: 0.3794 (0.3671) loss_class_enc: 0.8182 (0.8186) loss_bbox_enc: 0.1606 (0.1888) loss_giou_enc: 0.4149 (0.4081) loss_class_dn: 0.3533 (0.3612) loss_bbox_dn: 0.1860 (0.2254) loss_giou_dn: 0.3916 (0.3971) loss_class_dn_0: 0.4544 (0.4596) loss_bbox_dn_0: 0.2720 (0.3204) loss_giou_dn_0: 0.4940 (0.5146) loss_class_dn_1: 0.3839 (0.3908) loss_bbox_dn_1: 0.2146 (0.2499) loss_giou_dn_1: 0.4147 (0.4288) loss_class_dn_2: 0.3608 (0.3706) loss_bbox_dn_2: 0.1855 (0.2296) loss_giou_dn_2: 0.3955 (0.4037) loss_class_dn_3: 0.3569 (0.3642) loss_bbox_dn_3: 0.1867 (0.2263) loss_giou_dn_3: 0.3906 (0.3986) loss_class_dn_4: 0.3520 (0.3616) loss_bbox_dn_4: 0.1859 (0.2254) loss_giou_dn_4: 0.3917 (0.3970) loss_class_hybrid: 0.6907 (0.6973) loss_bbox_hybrid: 0.1578 (0.1754) loss_giou_hybrid: 0.3866 (0.3934) loss_class_0_hybrid: 0.7646 (0.7725) loss_bbox_0_hybrid: 0.1671 (0.1816) loss_giou_0_hybrid: 0.4016 (0.4063) loss_class_1_hybrid: 0.7194 (0.7267) loss_bbox_1_hybrid: 0.1629 (0.1779) loss_giou_1_hybrid: 0.3891 (0.3985) loss_class_2_hybrid: 0.7112 (0.7123) loss_bbox_2_hybrid: 0.1571 (0.1755) loss_giou_2_hybrid: 0.3844 (0.3946) loss_class_3_hybrid: 0.7014 (0.7030) loss_bbox_3_hybrid: 0.1571 (0.1752) loss_giou_3_hybrid: 0.3843 (0.3937) loss_class_4_hybrid: 0.6907 (0.6985) loss_bbox_4_hybrid: 0.1560 (0.1754) loss_giou_4_hybrid: 0.3874 (0.3936) loss_class_enc_hybrid: 0.7499 (0.7499) loss_bbox_enc_hybrid: 0.1855 (0.2099) loss_giou_enc_hybrid: 0.4481 (0.4524) mem: 1022 max mem: 36965 [2024-01-16 01:51:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:52:52 det.util.engine] INFO: Epoch: [10] [4650/11727] eta: 2:07:31 lr: 0.000010 data_time: 0.0031 iter_time: 1.0524 loss: 24.1313 (24.5194) loss_class: 0.6690 (0.6962) loss_bbox: 0.1574 (0.1645) loss_giou: 0.3458 (0.3672) loss_class_0: 0.8171 (0.8547) loss_bbox_0: 0.1527 (0.1645) loss_giou_0: 0.3529 (0.3707) loss_class_1: 0.7389 (0.7452) loss_bbox_1: 0.1570 (0.1656) loss_giou_1: 0.3510 (0.3699) loss_class_2: 0.6936 (0.7211) loss_bbox_2: 0.1576 (0.1636) loss_giou_2: 0.3455 (0.3672) loss_class_3: 0.6743 (0.7049) loss_bbox_3: 0.1560 (0.1642) loss_giou_3: 0.3418 (0.3674) loss_class_4: 0.6792 (0.6986) loss_bbox_4: 0.1583 (0.1642) loss_giou_4: 0.3410 (0.3672) loss_class_enc: 0.7841 (0.8184) loss_bbox_enc: 0.1712 (0.1888) loss_giou_enc: 0.3861 (0.4081) loss_class_dn: 0.3553 (0.3611) loss_bbox_dn: 0.2116 (0.2253) loss_giou_dn: 0.3790 (0.3971) loss_class_dn_0: 0.4463 (0.4596) loss_bbox_dn_0: 0.2987 (0.3204) loss_giou_dn_0: 0.5135 (0.5146) loss_class_dn_1: 0.3819 (0.3907) loss_bbox_dn_1: 0.2444 (0.2498) loss_giou_dn_1: 0.4128 (0.4288) loss_class_dn_2: 0.3627 (0.3705) loss_bbox_dn_2: 0.2122 (0.2296) loss_giou_dn_2: 0.3854 (0.4037) loss_class_dn_3: 0.3579 (0.3641) loss_bbox_dn_3: 0.2111 (0.2262) loss_giou_dn_3: 0.3807 (0.3986) loss_class_dn_4: 0.3554 (0.3616) loss_bbox_dn_4: 0.2116 (0.2253) loss_giou_dn_4: 0.3790 (0.3970) loss_class_hybrid: 0.6765 (0.6972) loss_bbox_hybrid: 0.1711 (0.1754) loss_giou_hybrid: 0.3568 (0.3934) loss_class_0_hybrid: 0.7515 (0.7723) loss_bbox_0_hybrid: 0.1745 (0.1816) loss_giou_0_hybrid: 0.3818 (0.4064) loss_class_1_hybrid: 0.7168 (0.7266) loss_bbox_1_hybrid: 0.1708 (0.1779) loss_giou_1_hybrid: 0.3693 (0.3986) loss_class_2_hybrid: 0.7038 (0.7122) loss_bbox_2_hybrid: 0.1722 (0.1755) loss_giou_2_hybrid: 0.3612 (0.3947) loss_class_3_hybrid: 0.6915 (0.7028) loss_bbox_3_hybrid: 0.1755 (0.1752) loss_giou_3_hybrid: 0.3570 (0.3938) loss_class_4_hybrid: 0.6854 (0.6983) loss_bbox_4_hybrid: 0.1752 (0.1754) loss_giou_4_hybrid: 0.3566 (0.3937) loss_class_enc_hybrid: 0.7367 (0.7498) loss_bbox_enc_hybrid: 0.1951 (0.2099) loss_giou_enc_hybrid: 0.4218 (0.4524) mem: 1015 max mem: 36965 [2024-01-16 01:52:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:53:46 det.util.engine] INFO: Epoch: [10] [4700/11727] eta: 2:06:37 lr: 0.000010 data_time: 0.0034 iter_time: 1.0752 loss: 23.8986 (24.5167) loss_class: 0.6568 (0.6963) loss_bbox: 0.1685 (0.1644) loss_giou: 0.3737 (0.3670) loss_class_0: 0.8322 (0.8548) loss_bbox_0: 0.1526 (0.1644) loss_giou_0: 0.3644 (0.3706) loss_class_1: 0.7206 (0.7452) loss_bbox_1: 0.1568 (0.1656) loss_giou_1: 0.3702 (0.3698) loss_class_2: 0.6917 (0.7212) loss_bbox_2: 0.1572 (0.1636) loss_giou_2: 0.3653 (0.3671) loss_class_3: 0.6780 (0.7050) loss_bbox_3: 0.1699 (0.1641) loss_giou_3: 0.3713 (0.3673) loss_class_4: 0.6604 (0.6987) loss_bbox_4: 0.1696 (0.1642) loss_giou_4: 0.3761 (0.3670) loss_class_enc: 0.7892 (0.8185) loss_bbox_enc: 0.1745 (0.1887) loss_giou_enc: 0.3927 (0.4079) loss_class_dn: 0.3595 (0.3611) loss_bbox_dn: 0.1927 (0.2253) loss_giou_dn: 0.3759 (0.3970) loss_class_dn_0: 0.4559 (0.4596) loss_bbox_dn_0: 0.2725 (0.3204) loss_giou_dn_0: 0.4926 (0.5145) loss_class_dn_1: 0.3874 (0.3907) loss_bbox_dn_1: 0.2054 (0.2498) loss_giou_dn_1: 0.4127 (0.4288) loss_class_dn_2: 0.3662 (0.3705) loss_bbox_dn_2: 0.1943 (0.2295) loss_giou_dn_2: 0.3847 (0.4037) loss_class_dn_3: 0.3606 (0.3641) loss_bbox_dn_3: 0.1939 (0.2261) loss_giou_dn_3: 0.3757 (0.3985) loss_class_dn_4: 0.3572 (0.3616) loss_bbox_dn_4: 0.1928 (0.2253) loss_giou_dn_4: 0.3760 (0.3970) loss_class_hybrid: 0.6701 (0.6972) loss_bbox_hybrid: 0.1735 (0.1753) loss_giou_hybrid: 0.3854 (0.3933) loss_class_0_hybrid: 0.7466 (0.7724) loss_bbox_0_hybrid: 0.1809 (0.1816) loss_giou_0_hybrid: 0.3963 (0.4062) loss_class_1_hybrid: 0.7063 (0.7267) loss_bbox_1_hybrid: 0.1759 (0.1779) loss_giou_1_hybrid: 0.3868 (0.3984) loss_class_2_hybrid: 0.6814 (0.7123) loss_bbox_2_hybrid: 0.1744 (0.1754) loss_giou_2_hybrid: 0.3881 (0.3945) loss_class_3_hybrid: 0.6758 (0.7029) loss_bbox_3_hybrid: 0.1759 (0.1752) loss_giou_3_hybrid: 0.3847 (0.3936) loss_class_4_hybrid: 0.6663 (0.6984) loss_bbox_4_hybrid: 0.1745 (0.1754) loss_giou_4_hybrid: 0.3841 (0.3935) loss_class_enc_hybrid: 0.7224 (0.7499) loss_bbox_enc_hybrid: 0.1992 (0.2098) loss_giou_enc_hybrid: 0.4447 (0.4522) mem: 1032 max mem: 36965 [2024-01-16 01:53:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:54:39 det.util.engine] INFO: Epoch: [10] [4750/11727] eta: 2:05:42 lr: 0.000010 data_time: 0.0033 iter_time: 1.0939 loss: 24.0957 (24.5107) loss_class: 0.6866 (0.6962) loss_bbox: 0.1445 (0.1643) loss_giou: 0.3888 (0.3670) loss_class_0: 0.8377 (0.8545) loss_bbox_0: 0.1473 (0.1643) loss_giou_0: 0.3828 (0.3706) loss_class_1: 0.7215 (0.7450) loss_bbox_1: 0.1430 (0.1655) loss_giou_1: 0.3942 (0.3698) loss_class_2: 0.7103 (0.7211) loss_bbox_2: 0.1463 (0.1635) loss_giou_2: 0.3840 (0.3671) loss_class_3: 0.6884 (0.7048) loss_bbox_3: 0.1440 (0.1640) loss_giou_3: 0.3910 (0.3673) loss_class_4: 0.6924 (0.6985) loss_bbox_4: 0.1446 (0.1640) loss_giou_4: 0.3837 (0.3670) loss_class_enc: 0.8015 (0.8183) loss_bbox_enc: 0.1559 (0.1886) loss_giou_enc: 0.4056 (0.4079) loss_class_dn: 0.3559 (0.3611) loss_bbox_dn: 0.1997 (0.2251) loss_giou_dn: 0.4050 (0.3969) loss_class_dn_0: 0.4569 (0.4595) loss_bbox_dn_0: 0.2913 (0.3202) loss_giou_dn_0: 0.5078 (0.5144) loss_class_dn_1: 0.3832 (0.3907) loss_bbox_dn_1: 0.2240 (0.2496) loss_giou_dn_1: 0.4314 (0.4286) loss_class_dn_2: 0.3662 (0.3705) loss_bbox_dn_2: 0.2077 (0.2294) loss_giou_dn_2: 0.4102 (0.4036) loss_class_dn_3: 0.3583 (0.3641) loss_bbox_dn_3: 0.1981 (0.2260) loss_giou_dn_3: 0.4064 (0.3984) loss_class_dn_4: 0.3565 (0.3615) loss_bbox_dn_4: 0.1998 (0.2251) loss_giou_dn_4: 0.4050 (0.3968) loss_class_hybrid: 0.6840 (0.6970) loss_bbox_hybrid: 0.1515 (0.1752) loss_giou_hybrid: 0.4076 (0.3933) loss_class_0_hybrid: 0.7503 (0.7721) loss_bbox_0_hybrid: 0.1525 (0.1815) loss_giou_0_hybrid: 0.4167 (0.4063) loss_class_1_hybrid: 0.6965 (0.7264) loss_bbox_1_hybrid: 0.1525 (0.1778) loss_giou_1_hybrid: 0.4122 (0.3985) loss_class_2_hybrid: 0.6974 (0.7120) loss_bbox_2_hybrid: 0.1515 (0.1753) loss_giou_2_hybrid: 0.4093 (0.3945) loss_class_3_hybrid: 0.6846 (0.7027) loss_bbox_3_hybrid: 0.1512 (0.1751) loss_giou_3_hybrid: 0.4124 (0.3936) loss_class_4_hybrid: 0.6876 (0.6982) loss_bbox_4_hybrid: 0.1516 (0.1753) loss_giou_4_hybrid: 0.4092 (0.3935) loss_class_enc_hybrid: 0.7186 (0.7497) loss_bbox_enc_hybrid: 0.1787 (0.2097) loss_giou_enc_hybrid: 0.4657 (0.4523) mem: 1016 max mem: 36965 [2024-01-16 01:54:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:55:31 det.util.engine] INFO: Epoch: [10] [4800/11727] eta: 2:04:45 lr: 0.000010 data_time: 0.0032 iter_time: 1.0488 loss: 25.1670 (24.5102) loss_class: 0.7176 (0.6961) loss_bbox: 0.1725 (0.1643) loss_giou: 0.3848 (0.3670) loss_class_0: 0.8616 (0.8544) loss_bbox_0: 0.1549 (0.1643) loss_giou_0: 0.3672 (0.3706) loss_class_1: 0.7623 (0.7450) loss_bbox_1: 0.1700 (0.1655) loss_giou_1: 0.3771 (0.3698) loss_class_2: 0.7370 (0.7210) loss_bbox_2: 0.1639 (0.1635) loss_giou_2: 0.3861 (0.3671) loss_class_3: 0.7302 (0.7048) loss_bbox_3: 0.1723 (0.1640) loss_giou_3: 0.3819 (0.3673) loss_class_4: 0.7176 (0.6985) loss_bbox_4: 0.1703 (0.1640) loss_giou_4: 0.3812 (0.3670) loss_class_enc: 0.8245 (0.8183) loss_bbox_enc: 0.1850 (0.1885) loss_giou_enc: 0.4153 (0.4078) loss_class_dn: 0.3546 (0.3611) loss_bbox_dn: 0.2210 (0.2250) loss_giou_dn: 0.4387 (0.3969) loss_class_dn_0: 0.4520 (0.4595) loss_bbox_dn_0: 0.3140 (0.3200) loss_giou_dn_0: 0.5310 (0.5145) loss_class_dn_1: 0.3809 (0.3906) loss_bbox_dn_1: 0.2522 (0.2495) loss_giou_dn_1: 0.4634 (0.4287) loss_class_dn_2: 0.3680 (0.3705) loss_bbox_dn_2: 0.2249 (0.2293) loss_giou_dn_2: 0.4439 (0.4036) loss_class_dn_3: 0.3622 (0.3641) loss_bbox_dn_3: 0.2225 (0.2259) loss_giou_dn_3: 0.4403 (0.3984) loss_class_dn_4: 0.3557 (0.3615) loss_bbox_dn_4: 0.2208 (0.2250) loss_giou_dn_4: 0.4386 (0.3969) loss_class_hybrid: 0.7110 (0.6970) loss_bbox_hybrid: 0.1836 (0.1752) loss_giou_hybrid: 0.4088 (0.3933) loss_class_0_hybrid: 0.7646 (0.7721) loss_bbox_0_hybrid: 0.1801 (0.1814) loss_giou_0_hybrid: 0.4158 (0.4063) loss_class_1_hybrid: 0.7391 (0.7265) loss_bbox_1_hybrid: 0.1791 (0.1778) loss_giou_1_hybrid: 0.4140 (0.3985) loss_class_2_hybrid: 0.7387 (0.7121) loss_bbox_2_hybrid: 0.1767 (0.1753) loss_giou_2_hybrid: 0.4105 (0.3945) loss_class_3_hybrid: 0.7251 (0.7027) loss_bbox_3_hybrid: 0.1780 (0.1751) loss_giou_3_hybrid: 0.4117 (0.3936) loss_class_4_hybrid: 0.7146 (0.6982) loss_bbox_4_hybrid: 0.1793 (0.1753) loss_giou_4_hybrid: 0.4118 (0.3936) loss_class_enc_hybrid: 0.7322 (0.7497) loss_bbox_enc_hybrid: 0.2038 (0.2096) loss_giou_enc_hybrid: 0.4576 (0.4523) mem: 1030 max mem: 36965 [2024-01-16 01:55:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:56:23 det.util.engine] INFO: Epoch: [10] [4850/11727] eta: 2:03:48 lr: 0.000010 data_time: 0.0030 iter_time: 1.0221 loss: 25.1063 (24.5090) loss_class: 0.6764 (0.6961) loss_bbox: 0.1868 (0.1644) loss_giou: 0.3504 (0.3669) loss_class_0: 0.8692 (0.8544) loss_bbox_0: 0.1903 (0.1644) loss_giou_0: 0.3588 (0.3705) loss_class_1: 0.7376 (0.7450) loss_bbox_1: 0.1741 (0.1656) loss_giou_1: 0.3564 (0.3697) loss_class_2: 0.6895 (0.7210) loss_bbox_2: 0.1821 (0.1636) loss_giou_2: 0.3682 (0.3670) loss_class_3: 0.6841 (0.7047) loss_bbox_3: 0.1818 (0.1641) loss_giou_3: 0.3546 (0.3672) loss_class_4: 0.6780 (0.6984) loss_bbox_4: 0.1882 (0.1642) loss_giou_4: 0.3551 (0.3669) loss_class_enc: 0.8214 (0.8183) loss_bbox_enc: 0.1987 (0.1887) loss_giou_enc: 0.3975 (0.4077) loss_class_dn: 0.3598 (0.3610) loss_bbox_dn: 0.2552 (0.2251) loss_giou_dn: 0.3999 (0.3968) loss_class_dn_0: 0.4572 (0.4595) loss_bbox_dn_0: 0.3780 (0.3202) loss_giou_dn_0: 0.4991 (0.5143) loss_class_dn_1: 0.3863 (0.3906) loss_bbox_dn_1: 0.2881 (0.2496) loss_giou_dn_1: 0.4286 (0.4285) loss_class_dn_2: 0.3666 (0.3704) loss_bbox_dn_2: 0.2609 (0.2294) loss_giou_dn_2: 0.4069 (0.4035) loss_class_dn_3: 0.3629 (0.3640) loss_bbox_dn_3: 0.2562 (0.2260) loss_giou_dn_3: 0.4026 (0.3983) loss_class_dn_4: 0.3608 (0.3615) loss_bbox_dn_4: 0.2556 (0.2252) loss_giou_dn_4: 0.4000 (0.3968) loss_class_hybrid: 0.6945 (0.6970) loss_bbox_hybrid: 0.1811 (0.1753) loss_giou_hybrid: 0.3676 (0.3931) loss_class_0_hybrid: 0.7554 (0.7722) loss_bbox_0_hybrid: 0.1878 (0.1815) loss_giou_0_hybrid: 0.3795 (0.4061) loss_class_1_hybrid: 0.7247 (0.7265) loss_bbox_1_hybrid: 0.1843 (0.1778) loss_giou_1_hybrid: 0.3760 (0.3983) loss_class_2_hybrid: 0.7011 (0.7121) loss_bbox_2_hybrid: 0.1816 (0.1754) loss_giou_2_hybrid: 0.3701 (0.3943) loss_class_3_hybrid: 0.6957 (0.7027) loss_bbox_3_hybrid: 0.1799 (0.1751) loss_giou_3_hybrid: 0.3700 (0.3934) loss_class_4_hybrid: 0.6897 (0.6982) loss_bbox_4_hybrid: 0.1807 (0.1753) loss_giou_4_hybrid: 0.3656 (0.3933) loss_class_enc_hybrid: 0.7390 (0.7497) loss_bbox_enc_hybrid: 0.2143 (0.2097) loss_giou_enc_hybrid: 0.4250 (0.4521) mem: 1016 max mem: 36965 [2024-01-16 01:56:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:57:15 det.util.engine] INFO: Epoch: [10] [4900/11727] eta: 2:02:51 lr: 0.000010 data_time: 0.0034 iter_time: 1.0176 loss: 23.4065 (24.5038) loss_class: 0.6813 (0.6960) loss_bbox: 0.1580 (0.1643) loss_giou: 0.3518 (0.3669) loss_class_0: 0.7874 (0.8542) loss_bbox_0: 0.1632 (0.1643) loss_giou_0: 0.3513 (0.3705) loss_class_1: 0.7196 (0.7448) loss_bbox_1: 0.1593 (0.1655) loss_giou_1: 0.3516 (0.3697) loss_class_2: 0.6930 (0.7209) loss_bbox_2: 0.1609 (0.1635) loss_giou_2: 0.3587 (0.3670) loss_class_3: 0.6895 (0.7046) loss_bbox_3: 0.1566 (0.1640) loss_giou_3: 0.3577 (0.3672) loss_class_4: 0.6736 (0.6983) loss_bbox_4: 0.1580 (0.1641) loss_giou_4: 0.3517 (0.3669) loss_class_enc: 0.7993 (0.8182) loss_bbox_enc: 0.1733 (0.1885) loss_giou_enc: 0.3889 (0.4077) loss_class_dn: 0.3566 (0.3610) loss_bbox_dn: 0.1916 (0.2249) loss_giou_dn: 0.3691 (0.3966) loss_class_dn_0: 0.4582 (0.4595) loss_bbox_dn_0: 0.2488 (0.3200) loss_giou_dn_0: 0.4796 (0.5142) loss_class_dn_1: 0.3876 (0.3906) loss_bbox_dn_1: 0.2030 (0.2494) loss_giou_dn_1: 0.4017 (0.4284) loss_class_dn_2: 0.3654 (0.3704) loss_bbox_dn_2: 0.1914 (0.2292) loss_giou_dn_2: 0.3768 (0.4033) loss_class_dn_3: 0.3577 (0.3640) loss_bbox_dn_3: 0.1925 (0.2258) loss_giou_dn_3: 0.3706 (0.3982) loss_class_dn_4: 0.3543 (0.3614) loss_bbox_dn_4: 0.1915 (0.2250) loss_giou_dn_4: 0.3691 (0.3966) loss_class_hybrid: 0.6788 (0.6970) loss_bbox_hybrid: 0.1708 (0.1752) loss_giou_hybrid: 0.3802 (0.3931) loss_class_0_hybrid: 0.7347 (0.7721) loss_bbox_0_hybrid: 0.1792 (0.1814) loss_giou_0_hybrid: 0.3868 (0.4061) loss_class_1_hybrid: 0.6924 (0.7264) loss_bbox_1_hybrid: 0.1678 (0.1778) loss_giou_1_hybrid: 0.3868 (0.3983) loss_class_2_hybrid: 0.6899 (0.7120) loss_bbox_2_hybrid: 0.1677 (0.1753) loss_giou_2_hybrid: 0.3810 (0.3943) loss_class_3_hybrid: 0.6824 (0.7027) loss_bbox_3_hybrid: 0.1665 (0.1750) loss_giou_3_hybrid: 0.3759 (0.3934) loss_class_4_hybrid: 0.6850 (0.6981) loss_bbox_4_hybrid: 0.1697 (0.1752) loss_giou_4_hybrid: 0.3786 (0.3933) loss_class_enc_hybrid: 0.7243 (0.7497) loss_bbox_enc_hybrid: 0.1928 (0.2096) loss_giou_enc_hybrid: 0.4302 (0.4520) mem: 1033 max mem: 36965 [2024-01-16 01:57:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:58:07 det.util.engine] INFO: Epoch: [10] [4950/11727] eta: 2:01:54 lr: 0.000010 data_time: 0.0034 iter_time: 1.0611 loss: 24.8021 (24.5020) loss_class: 0.6974 (0.6959) loss_bbox: 0.1926 (0.1643) loss_giou: 0.3547 (0.3668) loss_class_0: 0.8645 (0.8543) loss_bbox_0: 0.1755 (0.1644) loss_giou_0: 0.3561 (0.3704) loss_class_1: 0.7656 (0.7447) loss_bbox_1: 0.1963 (0.1655) loss_giou_1: 0.3560 (0.3696) loss_class_2: 0.7295 (0.7209) loss_bbox_2: 0.1954 (0.1635) loss_giou_2: 0.3519 (0.3669) loss_class_3: 0.7077 (0.7046) loss_bbox_3: 0.1938 (0.1640) loss_giou_3: 0.3505 (0.3671) loss_class_4: 0.7046 (0.6983) loss_bbox_4: 0.1926 (0.1641) loss_giou_4: 0.3538 (0.3668) loss_class_enc: 0.8051 (0.8181) loss_bbox_enc: 0.1989 (0.1886) loss_giou_enc: 0.3870 (0.4076) loss_class_dn: 0.3595 (0.3610) loss_bbox_dn: 0.2123 (0.2249) loss_giou_dn: 0.3939 (0.3966) loss_class_dn_0: 0.4609 (0.4596) loss_bbox_dn_0: 0.2932 (0.3201) loss_giou_dn_0: 0.5123 (0.5141) loss_class_dn_1: 0.3840 (0.3906) loss_bbox_dn_1: 0.2363 (0.2494) loss_giou_dn_1: 0.4301 (0.4284) loss_class_dn_2: 0.3630 (0.3704) loss_bbox_dn_2: 0.2166 (0.2292) loss_giou_dn_2: 0.4031 (0.4033) loss_class_dn_3: 0.3602 (0.3640) loss_bbox_dn_3: 0.2137 (0.2258) loss_giou_dn_3: 0.3954 (0.3981) loss_class_dn_4: 0.3593 (0.3614) loss_bbox_dn_4: 0.2125 (0.2250) loss_giou_dn_4: 0.3939 (0.3966) loss_class_hybrid: 0.6934 (0.6969) loss_bbox_hybrid: 0.1957 (0.1752) loss_giou_hybrid: 0.3716 (0.3930) loss_class_0_hybrid: 0.8112 (0.7721) loss_bbox_0_hybrid: 0.1957 (0.1815) loss_giou_0_hybrid: 0.3852 (0.4060) loss_class_1_hybrid: 0.7484 (0.7264) loss_bbox_1_hybrid: 0.1951 (0.1778) loss_giou_1_hybrid: 0.3794 (0.3981) loss_class_2_hybrid: 0.7321 (0.7120) loss_bbox_2_hybrid: 0.1942 (0.1753) loss_giou_2_hybrid: 0.3789 (0.3942) loss_class_3_hybrid: 0.7225 (0.7026) loss_bbox_3_hybrid: 0.1919 (0.1750) loss_giou_3_hybrid: 0.3761 (0.3933) loss_class_4_hybrid: 0.7032 (0.6981) loss_bbox_4_hybrid: 0.1927 (0.1752) loss_giou_4_hybrid: 0.3741 (0.3932) loss_class_enc_hybrid: 0.7597 (0.7497) loss_bbox_enc_hybrid: 0.2235 (0.2097) loss_giou_enc_hybrid: 0.4560 (0.4519) mem: 1021 max mem: 36965 [2024-01-16 01:58:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:59:01 det.util.engine] INFO: Epoch: [10] [5000/11727] eta: 2:01:00 lr: 0.000010 data_time: 0.0032 iter_time: 1.0627 loss: 23.7413 (24.4917) loss_class: 0.6755 (0.6956) loss_bbox: 0.1477 (0.1644) loss_giou: 0.3414 (0.3665) loss_class_0: 0.8395 (0.8540) loss_bbox_0: 0.1560 (0.1644) loss_giou_0: 0.3452 (0.3701) loss_class_1: 0.7195 (0.7444) loss_bbox_1: 0.1574 (0.1656) loss_giou_1: 0.3330 (0.3693) loss_class_2: 0.6943 (0.7205) loss_bbox_2: 0.1541 (0.1636) loss_giou_2: 0.3424 (0.3666) loss_class_3: 0.6876 (0.7043) loss_bbox_3: 0.1546 (0.1641) loss_giou_3: 0.3392 (0.3667) loss_class_4: 0.6755 (0.6979) loss_bbox_4: 0.1544 (0.1642) loss_giou_4: 0.3399 (0.3665) loss_class_enc: 0.7866 (0.8178) loss_bbox_enc: 0.1709 (0.1886) loss_giou_enc: 0.3812 (0.4073) loss_class_dn: 0.3537 (0.3609) loss_bbox_dn: 0.2099 (0.2250) loss_giou_dn: 0.3874 (0.3963) loss_class_dn_0: 0.4584 (0.4595) loss_bbox_dn_0: 0.3070 (0.3201) loss_giou_dn_0: 0.4990 (0.5138) loss_class_dn_1: 0.3881 (0.3905) loss_bbox_dn_1: 0.2233 (0.2495) loss_giou_dn_1: 0.4200 (0.4281) loss_class_dn_2: 0.3710 (0.3703) loss_bbox_dn_2: 0.2063 (0.2292) loss_giou_dn_2: 0.3925 (0.4030) loss_class_dn_3: 0.3606 (0.3639) loss_bbox_dn_3: 0.2083 (0.2259) loss_giou_dn_3: 0.3888 (0.3978) loss_class_dn_4: 0.3565 (0.3613) loss_bbox_dn_4: 0.2098 (0.2250) loss_giou_dn_4: 0.3875 (0.3963) loss_class_hybrid: 0.6817 (0.6967) loss_bbox_hybrid: 0.1614 (0.1752) loss_giou_hybrid: 0.3453 (0.3926) loss_class_0_hybrid: 0.7513 (0.7719) loss_bbox_0_hybrid: 0.1687 (0.1815) loss_giou_0_hybrid: 0.3645 (0.4056) loss_class_1_hybrid: 0.7111 (0.7262) loss_bbox_1_hybrid: 0.1624 (0.1778) loss_giou_1_hybrid: 0.3507 (0.3977) loss_class_2_hybrid: 0.6860 (0.7117) loss_bbox_2_hybrid: 0.1608 (0.1753) loss_giou_2_hybrid: 0.3470 (0.3938) loss_class_3_hybrid: 0.6792 (0.7024) loss_bbox_3_hybrid: 0.1603 (0.1751) loss_giou_3_hybrid: 0.3456 (0.3929) loss_class_4_hybrid: 0.6804 (0.6978) loss_bbox_4_hybrid: 0.1604 (0.1753) loss_giou_4_hybrid: 0.3451 (0.3928) loss_class_enc_hybrid: 0.7431 (0.7496) loss_bbox_enc_hybrid: 0.1912 (0.2097) loss_giou_enc_hybrid: 0.4079 (0.4515) mem: 1034 max mem: 36965 [2024-01-16 01:59:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 01:59:54 det.util.engine] INFO: Epoch: [10] [5050/11727] eta: 2:00:04 lr: 0.000010 data_time: 0.0030 iter_time: 1.0415 loss: 23.8062 (24.4927) loss_class: 0.6822 (0.6956) loss_bbox: 0.1474 (0.1643) loss_giou: 0.3872 (0.3666) loss_class_0: 0.8294 (0.8541) loss_bbox_0: 0.1499 (0.1644) loss_giou_0: 0.3840 (0.3702) loss_class_1: 0.7364 (0.7444) loss_bbox_1: 0.1540 (0.1655) loss_giou_1: 0.3843 (0.3694) loss_class_2: 0.7040 (0.7205) loss_bbox_2: 0.1454 (0.1635) loss_giou_2: 0.3872 (0.3667) loss_class_3: 0.6879 (0.7043) loss_bbox_3: 0.1475 (0.1641) loss_giou_3: 0.3801 (0.3669) loss_class_4: 0.6839 (0.6980) loss_bbox_4: 0.1471 (0.1641) loss_giou_4: 0.3889 (0.3666) loss_class_enc: 0.7664 (0.8178) loss_bbox_enc: 0.1740 (0.1886) loss_giou_enc: 0.4245 (0.4074) loss_class_dn: 0.3634 (0.3609) loss_bbox_dn: 0.1855 (0.2248) loss_giou_dn: 0.4003 (0.3964) loss_class_dn_0: 0.4577 (0.4595) loss_bbox_dn_0: 0.2684 (0.3200) loss_giou_dn_0: 0.5136 (0.5139) loss_class_dn_1: 0.3962 (0.3905) loss_bbox_dn_1: 0.2100 (0.2493) loss_giou_dn_1: 0.4286 (0.4281) loss_class_dn_2: 0.3741 (0.3703) loss_bbox_dn_2: 0.1868 (0.2291) loss_giou_dn_2: 0.4070 (0.4031) loss_class_dn_3: 0.3673 (0.3639) loss_bbox_dn_3: 0.1851 (0.2257) loss_giou_dn_3: 0.4023 (0.3979) loss_class_dn_4: 0.3633 (0.3613) loss_bbox_dn_4: 0.1856 (0.2249) loss_giou_dn_4: 0.4004 (0.3964) loss_class_hybrid: 0.6699 (0.6967) loss_bbox_hybrid: 0.1603 (0.1752) loss_giou_hybrid: 0.3987 (0.3927) loss_class_0_hybrid: 0.7215 (0.7719) loss_bbox_0_hybrid: 0.1638 (0.1815) loss_giou_0_hybrid: 0.4110 (0.4057) loss_class_1_hybrid: 0.6934 (0.7261) loss_bbox_1_hybrid: 0.1665 (0.1778) loss_giou_1_hybrid: 0.4046 (0.3979) loss_class_2_hybrid: 0.6839 (0.7117) loss_bbox_2_hybrid: 0.1620 (0.1753) loss_giou_2_hybrid: 0.4040 (0.3939) loss_class_3_hybrid: 0.6761 (0.7023) loss_bbox_3_hybrid: 0.1619 (0.1751) loss_giou_3_hybrid: 0.3989 (0.3930) loss_class_4_hybrid: 0.6725 (0.6978) loss_bbox_4_hybrid: 0.1628 (0.1753) loss_giou_4_hybrid: 0.3994 (0.3930) loss_class_enc_hybrid: 0.7015 (0.7495) loss_bbox_enc_hybrid: 0.2000 (0.2096) loss_giou_enc_hybrid: 0.4637 (0.4517) mem: 1034 max mem: 36965 [2024-01-16 01:59:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:00:47 det.util.engine] INFO: Epoch: [10] [5100/11727] eta: 1:59:09 lr: 0.000010 data_time: 0.0033 iter_time: 1.0585 loss: 23.8475 (24.4912) loss_class: 0.7006 (0.6956) loss_bbox: 0.1551 (0.1643) loss_giou: 0.3211 (0.3666) loss_class_0: 0.8795 (0.8540) loss_bbox_0: 0.1545 (0.1644) loss_giou_0: 0.3463 (0.3702) loss_class_1: 0.7349 (0.7443) loss_bbox_1: 0.1539 (0.1655) loss_giou_1: 0.3450 (0.3694) loss_class_2: 0.7079 (0.7205) loss_bbox_2: 0.1569 (0.1635) loss_giou_2: 0.3203 (0.3668) loss_class_3: 0.7090 (0.7043) loss_bbox_3: 0.1555 (0.1640) loss_giou_3: 0.3231 (0.3669) loss_class_4: 0.6969 (0.6980) loss_bbox_4: 0.1523 (0.1641) loss_giou_4: 0.3219 (0.3666) loss_class_enc: 0.8253 (0.8177) loss_bbox_enc: 0.1634 (0.1885) loss_giou_enc: 0.3848 (0.4074) loss_class_dn: 0.3521 (0.3609) loss_bbox_dn: 0.2067 (0.2247) loss_giou_dn: 0.3589 (0.3964) loss_class_dn_0: 0.4603 (0.4595) loss_bbox_dn_0: 0.2870 (0.3198) loss_giou_dn_0: 0.4909 (0.5139) loss_class_dn_1: 0.3833 (0.3905) loss_bbox_dn_1: 0.2373 (0.2492) loss_giou_dn_1: 0.3976 (0.4281) loss_class_dn_2: 0.3615 (0.3702) loss_bbox_dn_2: 0.2131 (0.2290) loss_giou_dn_2: 0.3656 (0.4031) loss_class_dn_3: 0.3583 (0.3638) loss_bbox_dn_3: 0.2068 (0.2256) loss_giou_dn_3: 0.3602 (0.3979) loss_class_dn_4: 0.3541 (0.3613) loss_bbox_dn_4: 0.2067 (0.2247) loss_giou_dn_4: 0.3589 (0.3964) loss_class_hybrid: 0.6968 (0.6967) loss_bbox_hybrid: 0.1557 (0.1752) loss_giou_hybrid: 0.3605 (0.3928) loss_class_0_hybrid: 0.7859 (0.7719) loss_bbox_0_hybrid: 0.1559 (0.1814) loss_giou_0_hybrid: 0.3743 (0.4057) loss_class_1_hybrid: 0.7309 (0.7261) loss_bbox_1_hybrid: 0.1586 (0.1777) loss_giou_1_hybrid: 0.3672 (0.3979) loss_class_2_hybrid: 0.7168 (0.7117) loss_bbox_2_hybrid: 0.1526 (0.1753) loss_giou_2_hybrid: 0.3616 (0.3939) loss_class_3_hybrid: 0.7096 (0.7023) loss_bbox_3_hybrid: 0.1560 (0.1750) loss_giou_3_hybrid: 0.3599 (0.3931) loss_class_4_hybrid: 0.6960 (0.6977) loss_bbox_4_hybrid: 0.1575 (0.1752) loss_giou_4_hybrid: 0.3617 (0.3930) loss_class_enc_hybrid: 0.7518 (0.7495) loss_bbox_enc_hybrid: 0.1799 (0.2096) loss_giou_enc_hybrid: 0.4180 (0.4517) mem: 1020 max mem: 36965 [2024-01-16 02:00:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:01:39 det.util.engine] INFO: Epoch: [10] [5150/11727] eta: 1:58:14 lr: 0.000010 data_time: 0.0033 iter_time: 1.0508 loss: 23.9625 (24.4867) loss_class: 0.6634 (0.6954) loss_bbox: 0.1720 (0.1643) loss_giou: 0.3615 (0.3667) loss_class_0: 0.7859 (0.8537) loss_bbox_0: 0.1703 (0.1644) loss_giou_0: 0.3545 (0.3702) loss_class_1: 0.7039 (0.7440) loss_bbox_1: 0.1750 (0.1655) loss_giou_1: 0.3663 (0.3694) loss_class_2: 0.6907 (0.7202) loss_bbox_2: 0.1733 (0.1636) loss_giou_2: 0.3531 (0.3668) loss_class_3: 0.6794 (0.7040) loss_bbox_3: 0.1706 (0.1640) loss_giou_3: 0.3651 (0.3669) loss_class_4: 0.6728 (0.6977) loss_bbox_4: 0.1699 (0.1641) loss_giou_4: 0.3614 (0.3666) loss_class_enc: 0.8122 (0.8174) loss_bbox_enc: 0.1904 (0.1886) loss_giou_enc: 0.4013 (0.4074) loss_class_dn: 0.3613 (0.3608) loss_bbox_dn: 0.2314 (0.2247) loss_giou_dn: 0.3824 (0.3963) loss_class_dn_0: 0.4572 (0.4595) loss_bbox_dn_0: 0.3156 (0.3198) loss_giou_dn_0: 0.5112 (0.5139) loss_class_dn_1: 0.3924 (0.3904) loss_bbox_dn_1: 0.2572 (0.2492) loss_giou_dn_1: 0.4263 (0.4281) loss_class_dn_2: 0.3708 (0.3702) loss_bbox_dn_2: 0.2446 (0.2289) loss_giou_dn_2: 0.3909 (0.4030) loss_class_dn_3: 0.3631 (0.3638) loss_bbox_dn_3: 0.2368 (0.2256) loss_giou_dn_3: 0.3850 (0.3978) loss_class_dn_4: 0.3622 (0.3612) loss_bbox_dn_4: 0.2311 (0.2247) loss_giou_dn_4: 0.3823 (0.3963) loss_class_hybrid: 0.6545 (0.6964) loss_bbox_hybrid: 0.1797 (0.1752) loss_giou_hybrid: 0.3775 (0.3927) loss_class_0_hybrid: 0.7564 (0.7717) loss_bbox_0_hybrid: 0.1787 (0.1814) loss_giou_0_hybrid: 0.3893 (0.4057) loss_class_1_hybrid: 0.6890 (0.7259) loss_bbox_1_hybrid: 0.1796 (0.1777) loss_giou_1_hybrid: 0.3771 (0.3979) loss_class_2_hybrid: 0.6803 (0.7114) loss_bbox_2_hybrid: 0.1765 (0.1753) loss_giou_2_hybrid: 0.3755 (0.3939) loss_class_3_hybrid: 0.6663 (0.7021) loss_bbox_3_hybrid: 0.1778 (0.1750) loss_giou_3_hybrid: 0.3764 (0.3930) loss_class_4_hybrid: 0.6646 (0.6975) loss_bbox_4_hybrid: 0.1794 (0.1752) loss_giou_4_hybrid: 0.3760 (0.3930) loss_class_enc_hybrid: 0.7447 (0.7493) loss_bbox_enc_hybrid: 0.2021 (0.2096) loss_giou_enc_hybrid: 0.4272 (0.4516) mem: 1021 max mem: 36965 [2024-01-16 02:01:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:02:31 det.util.engine] INFO: Epoch: [10] [5200/11727] eta: 1:57:18 lr: 0.000010 data_time: 0.0032 iter_time: 1.0390 loss: 24.3743 (24.4819) loss_class: 0.6427 (0.6951) loss_bbox: 0.1625 (0.1643) loss_giou: 0.3743 (0.3668) loss_class_0: 0.8013 (0.8533) loss_bbox_0: 0.1613 (0.1643) loss_giou_0: 0.3879 (0.3703) loss_class_1: 0.6948 (0.7437) loss_bbox_1: 0.1725 (0.1655) loss_giou_1: 0.3876 (0.3695) loss_class_2: 0.6529 (0.7199) loss_bbox_2: 0.1693 (0.1635) loss_giou_2: 0.3890 (0.3669) loss_class_3: 0.6433 (0.7038) loss_bbox_3: 0.1593 (0.1640) loss_giou_3: 0.3858 (0.3670) loss_class_4: 0.6362 (0.6975) loss_bbox_4: 0.1596 (0.1640) loss_giou_4: 0.3926 (0.3668) loss_class_enc: 0.7383 (0.8171) loss_bbox_enc: 0.1793 (0.1885) loss_giou_enc: 0.4173 (0.4074) loss_class_dn: 0.3522 (0.3607) loss_bbox_dn: 0.1947 (0.2245) loss_giou_dn: 0.4046 (0.3963) loss_class_dn_0: 0.4505 (0.4594) loss_bbox_dn_0: 0.2795 (0.3196) loss_giou_dn_0: 0.5193 (0.5139) loss_class_dn_1: 0.3880 (0.3903) loss_bbox_dn_1: 0.2137 (0.2490) loss_giou_dn_1: 0.4369 (0.4281) loss_class_dn_2: 0.3663 (0.3701) loss_bbox_dn_2: 0.1985 (0.2288) loss_giou_dn_2: 0.4140 (0.4030) loss_class_dn_3: 0.3555 (0.3637) loss_bbox_dn_3: 0.1951 (0.2254) loss_giou_dn_3: 0.4090 (0.3978) loss_class_dn_4: 0.3529 (0.3612) loss_bbox_dn_4: 0.1946 (0.2245) loss_giou_dn_4: 0.4049 (0.3963) loss_class_hybrid: 0.6530 (0.6962) loss_bbox_hybrid: 0.1742 (0.1751) loss_giou_hybrid: 0.4096 (0.3928) loss_class_0_hybrid: 0.7250 (0.7714) loss_bbox_0_hybrid: 0.1823 (0.1814) loss_giou_0_hybrid: 0.4193 (0.4058) loss_class_1_hybrid: 0.6908 (0.7256) loss_bbox_1_hybrid: 0.1710 (0.1777) loss_giou_1_hybrid: 0.4162 (0.3980) loss_class_2_hybrid: 0.6600 (0.7112) loss_bbox_2_hybrid: 0.1731 (0.1752) loss_giou_2_hybrid: 0.4103 (0.3940) loss_class_3_hybrid: 0.6563 (0.7018) loss_bbox_3_hybrid: 0.1749 (0.1750) loss_giou_3_hybrid: 0.4076 (0.3931) loss_class_4_hybrid: 0.6550 (0.6973) loss_bbox_4_hybrid: 0.1738 (0.1752) loss_giou_4_hybrid: 0.4107 (0.3931) loss_class_enc_hybrid: 0.7047 (0.7491) loss_bbox_enc_hybrid: 0.1890 (0.2095) loss_giou_enc_hybrid: 0.4720 (0.4517) mem: 1029 max mem: 36965 [2024-01-16 02:02:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:03:23 det.util.engine] INFO: Epoch: [10] [5250/11727] eta: 1:56:21 lr: 0.000010 data_time: 0.0033 iter_time: 1.0173 loss: 23.7515 (24.4785) loss_class: 0.6775 (0.6951) loss_bbox: 0.1507 (0.1642) loss_giou: 0.3183 (0.3667) loss_class_0: 0.8146 (0.8532) loss_bbox_0: 0.1387 (0.1643) loss_giou_0: 0.3241 (0.3703) loss_class_1: 0.7359 (0.7436) loss_bbox_1: 0.1458 (0.1654) loss_giou_1: 0.3249 (0.3695) loss_class_2: 0.6928 (0.7198) loss_bbox_2: 0.1538 (0.1635) loss_giou_2: 0.3203 (0.3669) loss_class_3: 0.6945 (0.7037) loss_bbox_3: 0.1507 (0.1640) loss_giou_3: 0.3185 (0.3670) loss_class_4: 0.6618 (0.6974) loss_bbox_4: 0.1509 (0.1640) loss_giou_4: 0.3218 (0.3667) loss_class_enc: 0.7904 (0.8171) loss_bbox_enc: 0.1693 (0.1884) loss_giou_enc: 0.3535 (0.4074) loss_class_dn: 0.3585 (0.3607) loss_bbox_dn: 0.2271 (0.2245) loss_giou_dn: 0.3712 (0.3962) loss_class_dn_0: 0.4472 (0.4593) loss_bbox_dn_0: 0.3198 (0.3196) loss_giou_dn_0: 0.5052 (0.5138) loss_class_dn_1: 0.3810 (0.3903) loss_bbox_dn_1: 0.2439 (0.2489) loss_giou_dn_1: 0.4096 (0.4280) loss_class_dn_2: 0.3632 (0.3700) loss_bbox_dn_2: 0.2292 (0.2287) loss_giou_dn_2: 0.3795 (0.4029) loss_class_dn_3: 0.3599 (0.3637) loss_bbox_dn_3: 0.2274 (0.2254) loss_giou_dn_3: 0.3744 (0.3978) loss_class_dn_4: 0.3597 (0.3611) loss_bbox_dn_4: 0.2271 (0.2245) loss_giou_dn_4: 0.3711 (0.3962) loss_class_hybrid: 0.6765 (0.6960) loss_bbox_hybrid: 0.1573 (0.1751) loss_giou_hybrid: 0.3409 (0.3928) loss_class_0_hybrid: 0.7460 (0.7712) loss_bbox_0_hybrid: 0.1713 (0.1813) loss_giou_0_hybrid: 0.3483 (0.4058) loss_class_1_hybrid: 0.6928 (0.7254) loss_bbox_1_hybrid: 0.1613 (0.1777) loss_giou_1_hybrid: 0.3469 (0.3979) loss_class_2_hybrid: 0.6887 (0.7110) loss_bbox_2_hybrid: 0.1571 (0.1752) loss_giou_2_hybrid: 0.3428 (0.3940) loss_class_3_hybrid: 0.6660 (0.7017) loss_bbox_3_hybrid: 0.1561 (0.1750) loss_giou_3_hybrid: 0.3408 (0.3931) loss_class_4_hybrid: 0.6702 (0.6971) loss_bbox_4_hybrid: 0.1586 (0.1752) loss_giou_4_hybrid: 0.3443 (0.3931) loss_class_enc_hybrid: 0.7253 (0.7489) loss_bbox_enc_hybrid: 0.1896 (0.2094) loss_giou_enc_hybrid: 0.3876 (0.4516) mem: 1022 max mem: 36965 [2024-01-16 02:03:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:04:15 det.util.engine] INFO: Epoch: [10] [5300/11727] eta: 1:55:25 lr: 0.000010 data_time: 0.0035 iter_time: 1.0380 loss: 24.0539 (24.4750) loss_class: 0.6617 (0.6950) loss_bbox: 0.1695 (0.1642) loss_giou: 0.3763 (0.3667) loss_class_0: 0.8230 (0.8530) loss_bbox_0: 0.1755 (0.1643) loss_giou_0: 0.3679 (0.3703) loss_class_1: 0.7276 (0.7435) loss_bbox_1: 0.1761 (0.1654) loss_giou_1: 0.3647 (0.3694) loss_class_2: 0.6925 (0.7196) loss_bbox_2: 0.1696 (0.1635) loss_giou_2: 0.3724 (0.3668) loss_class_3: 0.6720 (0.7035) loss_bbox_3: 0.1706 (0.1639) loss_giou_3: 0.3759 (0.3669) loss_class_4: 0.6644 (0.6972) loss_bbox_4: 0.1695 (0.1640) loss_giou_4: 0.3764 (0.3667) loss_class_enc: 0.8193 (0.8170) loss_bbox_enc: 0.2020 (0.1883) loss_giou_enc: 0.3866 (0.4073) loss_class_dn: 0.3487 (0.3606) loss_bbox_dn: 0.2318 (0.2245) loss_giou_dn: 0.3811 (0.3962) loss_class_dn_0: 0.4546 (0.4593) loss_bbox_dn_0: 0.3172 (0.3196) loss_giou_dn_0: 0.4990 (0.5138) loss_class_dn_1: 0.3829 (0.3902) loss_bbox_dn_1: 0.2536 (0.2489) loss_giou_dn_1: 0.4095 (0.4279) loss_class_dn_2: 0.3583 (0.3700) loss_bbox_dn_2: 0.2364 (0.2287) loss_giou_dn_2: 0.3881 (0.4029) loss_class_dn_3: 0.3494 (0.3636) loss_bbox_dn_3: 0.2344 (0.2253) loss_giou_dn_3: 0.3840 (0.3977) loss_class_dn_4: 0.3454 (0.3611) loss_bbox_dn_4: 0.2315 (0.2245) loss_giou_dn_4: 0.3812 (0.3962) loss_class_hybrid: 0.6817 (0.6959) loss_bbox_hybrid: 0.1707 (0.1751) loss_giou_hybrid: 0.3860 (0.3928) loss_class_0_hybrid: 0.7674 (0.7711) loss_bbox_0_hybrid: 0.1823 (0.1813) loss_giou_0_hybrid: 0.4096 (0.4058) loss_class_1_hybrid: 0.7177 (0.7253) loss_bbox_1_hybrid: 0.1758 (0.1776) loss_giou_1_hybrid: 0.3939 (0.3979) loss_class_2_hybrid: 0.7025 (0.7109) loss_bbox_2_hybrid: 0.1700 (0.1752) loss_giou_2_hybrid: 0.3909 (0.3940) loss_class_3_hybrid: 0.6972 (0.7015) loss_bbox_3_hybrid: 0.1709 (0.1749) loss_giou_3_hybrid: 0.3884 (0.3931) loss_class_4_hybrid: 0.6855 (0.6970) loss_bbox_4_hybrid: 0.1697 (0.1751) loss_giou_4_hybrid: 0.3878 (0.3930) loss_class_enc_hybrid: 0.7437 (0.7488) loss_bbox_enc_hybrid: 0.2119 (0.2094) loss_giou_enc_hybrid: 0.4499 (0.4516) mem: 1027 max mem: 36965 [2024-01-16 02:04:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:05:07 det.util.engine] INFO: Epoch: [10] [5350/11727] eta: 1:54:29 lr: 0.000010 data_time: 0.0035 iter_time: 1.0359 loss: 24.3180 (24.4743) loss_class: 0.7156 (0.6950) loss_bbox: 0.1464 (0.1642) loss_giou: 0.3633 (0.3668) loss_class_0: 0.8604 (0.8530) loss_bbox_0: 0.1512 (0.1643) loss_giou_0: 0.3699 (0.3704) loss_class_1: 0.7556 (0.7435) loss_bbox_1: 0.1466 (0.1654) loss_giou_1: 0.3678 (0.3695) loss_class_2: 0.7356 (0.7196) loss_bbox_2: 0.1436 (0.1634) loss_giou_2: 0.3592 (0.3670) loss_class_3: 0.7261 (0.7035) loss_bbox_3: 0.1432 (0.1639) loss_giou_3: 0.3534 (0.3671) loss_class_4: 0.7180 (0.6973) loss_bbox_4: 0.1464 (0.1640) loss_giou_4: 0.3632 (0.3668) loss_class_enc: 0.8371 (0.8170) loss_bbox_enc: 0.1640 (0.1883) loss_giou_enc: 0.3897 (0.4073) loss_class_dn: 0.3669 (0.3606) loss_bbox_dn: 0.1912 (0.2243) loss_giou_dn: 0.3876 (0.3962) loss_class_dn_0: 0.4613 (0.4593) loss_bbox_dn_0: 0.2737 (0.3193) loss_giou_dn_0: 0.5204 (0.5137) loss_class_dn_1: 0.3973 (0.3902) loss_bbox_dn_1: 0.2134 (0.2487) loss_giou_dn_1: 0.4195 (0.4279) loss_class_dn_2: 0.3769 (0.3700) loss_bbox_dn_2: 0.1948 (0.2285) loss_giou_dn_2: 0.3945 (0.4028) loss_class_dn_3: 0.3690 (0.3636) loss_bbox_dn_3: 0.1920 (0.2251) loss_giou_dn_3: 0.3885 (0.3977) loss_class_dn_4: 0.3674 (0.3611) loss_bbox_dn_4: 0.1913 (0.2243) loss_giou_dn_4: 0.3874 (0.3961) loss_class_hybrid: 0.7009 (0.6960) loss_bbox_hybrid: 0.1575 (0.1750) loss_giou_hybrid: 0.3838 (0.3929) loss_class_0_hybrid: 0.7810 (0.7711) loss_bbox_0_hybrid: 0.1581 (0.1813) loss_giou_0_hybrid: 0.3996 (0.4059) loss_class_1_hybrid: 0.7198 (0.7253) loss_bbox_1_hybrid: 0.1561 (0.1776) loss_giou_1_hybrid: 0.3909 (0.3980) loss_class_2_hybrid: 0.7154 (0.7109) loss_bbox_2_hybrid: 0.1556 (0.1751) loss_giou_2_hybrid: 0.3885 (0.3941) loss_class_3_hybrid: 0.7202 (0.7016) loss_bbox_3_hybrid: 0.1576 (0.1749) loss_giou_3_hybrid: 0.3845 (0.3932) loss_class_4_hybrid: 0.7066 (0.6970) loss_bbox_4_hybrid: 0.1592 (0.1751) loss_giou_4_hybrid: 0.3843 (0.3931) loss_class_enc_hybrid: 0.7593 (0.7489) loss_bbox_enc_hybrid: 0.1842 (0.2093) loss_giou_enc_hybrid: 0.4443 (0.4517) mem: 1027 max mem: 36965 [2024-01-16 02:05:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:06:01 det.util.engine] INFO: Epoch: [10] [5400/11727] eta: 1:53:35 lr: 0.000010 data_time: 0.0033 iter_time: 1.0467 loss: 23.5165 (24.4698) loss_class: 0.6418 (0.6948) loss_bbox: 0.1623 (0.1641) loss_giou: 0.3453 (0.3668) loss_class_0: 0.7843 (0.8527) loss_bbox_0: 0.1716 (0.1643) loss_giou_0: 0.3528 (0.3704) loss_class_1: 0.6838 (0.7432) loss_bbox_1: 0.1778 (0.1654) loss_giou_1: 0.3439 (0.3696) loss_class_2: 0.6627 (0.7195) loss_bbox_2: 0.1702 (0.1634) loss_giou_2: 0.3421 (0.3670) loss_class_3: 0.6434 (0.7033) loss_bbox_3: 0.1643 (0.1639) loss_giou_3: 0.3455 (0.3671) loss_class_4: 0.6398 (0.6971) loss_bbox_4: 0.1643 (0.1639) loss_giou_4: 0.3452 (0.3668) loss_class_enc: 0.7550 (0.8167) loss_bbox_enc: 0.1875 (0.1882) loss_giou_enc: 0.3865 (0.4074) loss_class_dn: 0.3512 (0.3606) loss_bbox_dn: 0.2176 (0.2241) loss_giou_dn: 0.3614 (0.3961) loss_class_dn_0: 0.4516 (0.4592) loss_bbox_dn_0: 0.3313 (0.3192) loss_giou_dn_0: 0.4851 (0.5137) loss_class_dn_1: 0.3806 (0.3902) loss_bbox_dn_1: 0.2466 (0.2485) loss_giou_dn_1: 0.3900 (0.4279) loss_class_dn_2: 0.3592 (0.3699) loss_bbox_dn_2: 0.2205 (0.2284) loss_giou_dn_2: 0.3661 (0.4028) loss_class_dn_3: 0.3535 (0.3636) loss_bbox_dn_3: 0.2164 (0.2250) loss_giou_dn_3: 0.3626 (0.3977) loss_class_dn_4: 0.3514 (0.3610) loss_bbox_dn_4: 0.2175 (0.2242) loss_giou_dn_4: 0.3613 (0.3961) loss_class_hybrid: 0.6590 (0.6957) loss_bbox_hybrid: 0.1755 (0.1750) loss_giou_hybrid: 0.3594 (0.3929) loss_class_0_hybrid: 0.7101 (0.7708) loss_bbox_0_hybrid: 0.1918 (0.1812) loss_giou_0_hybrid: 0.3645 (0.4059) loss_class_1_hybrid: 0.6798 (0.7250) loss_bbox_1_hybrid: 0.1820 (0.1776) loss_giou_1_hybrid: 0.3688 (0.3980) loss_class_2_hybrid: 0.6695 (0.7106) loss_bbox_2_hybrid: 0.1786 (0.1751) loss_giou_2_hybrid: 0.3627 (0.3941) loss_class_3_hybrid: 0.6689 (0.7013) loss_bbox_3_hybrid: 0.1789 (0.1748) loss_giou_3_hybrid: 0.3594 (0.3932) loss_class_4_hybrid: 0.6605 (0.6968) loss_bbox_4_hybrid: 0.1825 (0.1751) loss_giou_4_hybrid: 0.3609 (0.3932) loss_class_enc_hybrid: 0.6880 (0.7486) loss_bbox_enc_hybrid: 0.2163 (0.2093) loss_giou_enc_hybrid: 0.4069 (0.4517) mem: 1017 max mem: 36965 [2024-01-16 02:06:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:06:54 det.util.engine] INFO: Epoch: [10] [5450/11727] eta: 1:52:40 lr: 0.000010 data_time: 0.0031 iter_time: 1.0798 loss: 23.5559 (24.4631) loss_class: 0.6902 (0.6947) loss_bbox: 0.1425 (0.1641) loss_giou: 0.2965 (0.3667) loss_class_0: 0.8507 (0.8525) loss_bbox_0: 0.1363 (0.1642) loss_giou_0: 0.2988 (0.3703) loss_class_1: 0.7288 (0.7431) loss_bbox_1: 0.1377 (0.1653) loss_giou_1: 0.3013 (0.3694) loss_class_2: 0.7206 (0.7193) loss_bbox_2: 0.1438 (0.1633) loss_giou_2: 0.2994 (0.3668) loss_class_3: 0.6851 (0.7032) loss_bbox_3: 0.1482 (0.1638) loss_giou_3: 0.2992 (0.3670) loss_class_4: 0.6995 (0.6970) loss_bbox_4: 0.1473 (0.1639) loss_giou_4: 0.2965 (0.3667) loss_class_enc: 0.8132 (0.8165) loss_bbox_enc: 0.1677 (0.1882) loss_giou_enc: 0.3363 (0.4072) loss_class_dn: 0.3561 (0.3605) loss_bbox_dn: 0.1877 (0.2240) loss_giou_dn: 0.3540 (0.3960) loss_class_dn_0: 0.4525 (0.4592) loss_bbox_dn_0: 0.2820 (0.3191) loss_giou_dn_0: 0.4755 (0.5136) loss_class_dn_1: 0.3872 (0.3901) loss_bbox_dn_1: 0.2120 (0.2484) loss_giou_dn_1: 0.3886 (0.4278) loss_class_dn_2: 0.3676 (0.3699) loss_bbox_dn_2: 0.1955 (0.2283) loss_giou_dn_2: 0.3637 (0.4027) loss_class_dn_3: 0.3587 (0.3635) loss_bbox_dn_3: 0.1883 (0.2249) loss_giou_dn_3: 0.3556 (0.3976) loss_class_dn_4: 0.3561 (0.3610) loss_bbox_dn_4: 0.1877 (0.2240) loss_giou_dn_4: 0.3541 (0.3960) loss_class_hybrid: 0.6841 (0.6956) loss_bbox_hybrid: 0.1548 (0.1749) loss_giou_hybrid: 0.3240 (0.3927) loss_class_0_hybrid: 0.7683 (0.7707) loss_bbox_0_hybrid: 0.1579 (0.1812) loss_giou_0_hybrid: 0.3294 (0.4058) loss_class_1_hybrid: 0.6999 (0.7248) loss_bbox_1_hybrid: 0.1505 (0.1775) loss_giou_1_hybrid: 0.3235 (0.3979) loss_class_2_hybrid: 0.6874 (0.7105) loss_bbox_2_hybrid: 0.1480 (0.1750) loss_giou_2_hybrid: 0.3236 (0.3940) loss_class_3_hybrid: 0.6878 (0.7012) loss_bbox_3_hybrid: 0.1514 (0.1748) loss_giou_3_hybrid: 0.3272 (0.3931) loss_class_4_hybrid: 0.6867 (0.6966) loss_bbox_4_hybrid: 0.1539 (0.1750) loss_giou_4_hybrid: 0.3295 (0.3930) loss_class_enc_hybrid: 0.7432 (0.7484) loss_bbox_enc_hybrid: 0.1783 (0.2092) loss_giou_enc_hybrid: 0.3653 (0.4515) mem: 1027 max mem: 36965 [2024-01-16 02:06:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:07:46 det.util.engine] INFO: Epoch: [10] [5500/11727] eta: 1:51:44 lr: 0.000010 data_time: 0.0033 iter_time: 1.0654 loss: 24.5927 (24.4611) loss_class: 0.6860 (0.6948) loss_bbox: 0.1508 (0.1641) loss_giou: 0.3637 (0.3666) loss_class_0: 0.8572 (0.8526) loss_bbox_0: 0.1446 (0.1641) loss_giou_0: 0.3659 (0.3702) loss_class_1: 0.7429 (0.7432) loss_bbox_1: 0.1513 (0.1653) loss_giou_1: 0.3693 (0.3693) loss_class_2: 0.7329 (0.7195) loss_bbox_2: 0.1496 (0.1633) loss_giou_2: 0.3606 (0.3667) loss_class_3: 0.7031 (0.7033) loss_bbox_3: 0.1452 (0.1638) loss_giou_3: 0.3621 (0.3668) loss_class_4: 0.6813 (0.6970) loss_bbox_4: 0.1534 (0.1638) loss_giou_4: 0.3564 (0.3666) loss_class_enc: 0.8186 (0.8165) loss_bbox_enc: 0.1630 (0.1881) loss_giou_enc: 0.4063 (0.4071) loss_class_dn: 0.3646 (0.3605) loss_bbox_dn: 0.1799 (0.2239) loss_giou_dn: 0.3988 (0.3959) loss_class_dn_0: 0.4555 (0.4592) loss_bbox_dn_0: 0.2607 (0.3190) loss_giou_dn_0: 0.5144 (0.5135) loss_class_dn_1: 0.3898 (0.3901) loss_bbox_dn_1: 0.2093 (0.2484) loss_giou_dn_1: 0.4268 (0.4277) loss_class_dn_2: 0.3711 (0.3699) loss_bbox_dn_2: 0.1861 (0.2282) loss_giou_dn_2: 0.4019 (0.4026) loss_class_dn_3: 0.3674 (0.3635) loss_bbox_dn_3: 0.1824 (0.2248) loss_giou_dn_3: 0.3990 (0.3974) loss_class_dn_4: 0.3647 (0.3609) loss_bbox_dn_4: 0.1800 (0.2240) loss_giou_dn_4: 0.3987 (0.3959) loss_class_hybrid: 0.7004 (0.6957) loss_bbox_hybrid: 0.1595 (0.1749) loss_giou_hybrid: 0.3884 (0.3926) loss_class_0_hybrid: 0.7417 (0.7708) loss_bbox_0_hybrid: 0.1632 (0.1812) loss_giou_0_hybrid: 0.4114 (0.4056) loss_class_1_hybrid: 0.7158 (0.7249) loss_bbox_1_hybrid: 0.1625 (0.1775) loss_giou_1_hybrid: 0.3939 (0.3978) loss_class_2_hybrid: 0.7114 (0.7106) loss_bbox_2_hybrid: 0.1601 (0.1750) loss_giou_2_hybrid: 0.3896 (0.3938) loss_class_3_hybrid: 0.7038 (0.7013) loss_bbox_3_hybrid: 0.1590 (0.1748) loss_giou_3_hybrid: 0.3895 (0.3929) loss_class_4_hybrid: 0.6980 (0.6967) loss_bbox_4_hybrid: 0.1606 (0.1750) loss_giou_4_hybrid: 0.3881 (0.3929) loss_class_enc_hybrid: 0.7266 (0.7486) loss_bbox_enc_hybrid: 0.1881 (0.2092) loss_giou_enc_hybrid: 0.4432 (0.4514) mem: 1028 max mem: 36965 [2024-01-16 02:07:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:08:41 det.util.engine] INFO: Epoch: [10] [5550/11727] eta: 1:50:51 lr: 0.000010 data_time: 0.0034 iter_time: 1.1040 loss: 24.2708 (24.4635) loss_class: 0.6895 (0.6949) loss_bbox: 0.1640 (0.1641) loss_giou: 0.3294 (0.3666) loss_class_0: 0.8171 (0.8527) loss_bbox_0: 0.1598 (0.1641) loss_giou_0: 0.3380 (0.3702) loss_class_1: 0.7385 (0.7433) loss_bbox_1: 0.1565 (0.1653) loss_giou_1: 0.3429 (0.3693) loss_class_2: 0.7155 (0.7196) loss_bbox_2: 0.1625 (0.1633) loss_giou_2: 0.3377 (0.3667) loss_class_3: 0.6877 (0.7034) loss_bbox_3: 0.1630 (0.1638) loss_giou_3: 0.3299 (0.3669) loss_class_4: 0.6904 (0.6972) loss_bbox_4: 0.1641 (0.1639) loss_giou_4: 0.3295 (0.3666) loss_class_enc: 0.8119 (0.8167) loss_bbox_enc: 0.1813 (0.1881) loss_giou_enc: 0.3827 (0.4071) loss_class_dn: 0.3615 (0.3605) loss_bbox_dn: 0.2137 (0.2240) loss_giou_dn: 0.3781 (0.3959) loss_class_dn_0: 0.4602 (0.4592) loss_bbox_dn_0: 0.3116 (0.3191) loss_giou_dn_0: 0.5073 (0.5134) loss_class_dn_1: 0.3872 (0.3902) loss_bbox_dn_1: 0.2431 (0.2484) loss_giou_dn_1: 0.4118 (0.4276) loss_class_dn_2: 0.3700 (0.3699) loss_bbox_dn_2: 0.2126 (0.2282) loss_giou_dn_2: 0.3854 (0.4026) loss_class_dn_3: 0.3652 (0.3635) loss_bbox_dn_3: 0.2138 (0.2248) loss_giou_dn_3: 0.3801 (0.3974) loss_class_dn_4: 0.3610 (0.3610) loss_bbox_dn_4: 0.2137 (0.2240) loss_giou_dn_4: 0.3781 (0.3959) loss_class_hybrid: 0.6778 (0.6958) loss_bbox_hybrid: 0.1774 (0.1749) loss_giou_hybrid: 0.3541 (0.3927) loss_class_0_hybrid: 0.7513 (0.7709) loss_bbox_0_hybrid: 0.1782 (0.1812) loss_giou_0_hybrid: 0.3558 (0.4057) loss_class_1_hybrid: 0.7052 (0.7250) loss_bbox_1_hybrid: 0.1788 (0.1775) loss_giou_1_hybrid: 0.3550 (0.3978) loss_class_2_hybrid: 0.7024 (0.7107) loss_bbox_2_hybrid: 0.1739 (0.1750) loss_giou_2_hybrid: 0.3560 (0.3939) loss_class_3_hybrid: 0.6852 (0.7014) loss_bbox_3_hybrid: 0.1776 (0.1748) loss_giou_3_hybrid: 0.3521 (0.3930) loss_class_4_hybrid: 0.6769 (0.6968) loss_bbox_4_hybrid: 0.1775 (0.1750) loss_giou_4_hybrid: 0.3544 (0.3929) loss_class_enc_hybrid: 0.7441 (0.7487) loss_bbox_enc_hybrid: 0.2025 (0.2092) loss_giou_enc_hybrid: 0.3997 (0.4514) mem: 1031 max mem: 36965 [2024-01-16 02:08:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:09:33 det.util.engine] INFO: Epoch: [10] [5600/11727] eta: 1:49:56 lr: 0.000010 data_time: 0.0034 iter_time: 1.0487 loss: 24.4731 (24.4634) loss_class: 0.7080 (0.6950) loss_bbox: 0.1782 (0.1641) loss_giou: 0.3533 (0.3665) loss_class_0: 0.8702 (0.8527) loss_bbox_0: 0.1752 (0.1642) loss_giou_0: 0.3551 (0.3701) loss_class_1: 0.7367 (0.7434) loss_bbox_1: 0.1721 (0.1653) loss_giou_1: 0.3492 (0.3693) loss_class_2: 0.7131 (0.7197) loss_bbox_2: 0.1718 (0.1633) loss_giou_2: 0.3466 (0.3667) loss_class_3: 0.7109 (0.7034) loss_bbox_3: 0.1792 (0.1638) loss_giou_3: 0.3496 (0.3668) loss_class_4: 0.7118 (0.6972) loss_bbox_4: 0.1681 (0.1639) loss_giou_4: 0.3473 (0.3665) loss_class_enc: 0.8308 (0.8168) loss_bbox_enc: 0.1958 (0.1882) loss_giou_enc: 0.4041 (0.4070) loss_class_dn: 0.3589 (0.3605) loss_bbox_dn: 0.2282 (0.2241) loss_giou_dn: 0.4034 (0.3958) loss_class_dn_0: 0.4554 (0.4592) loss_bbox_dn_0: 0.3229 (0.3192) loss_giou_dn_0: 0.5138 (0.5133) loss_class_dn_1: 0.3865 (0.3901) loss_bbox_dn_1: 0.2511 (0.2485) loss_giou_dn_1: 0.4261 (0.4276) loss_class_dn_2: 0.3662 (0.3698) loss_bbox_dn_2: 0.2357 (0.2283) loss_giou_dn_2: 0.4072 (0.4025) loss_class_dn_3: 0.3609 (0.3635) loss_bbox_dn_3: 0.2282 (0.2249) loss_giou_dn_3: 0.4048 (0.3974) loss_class_dn_4: 0.3586 (0.3609) loss_bbox_dn_4: 0.2280 (0.2241) loss_giou_dn_4: 0.4033 (0.3958) loss_class_hybrid: 0.7159 (0.6958) loss_bbox_hybrid: 0.1771 (0.1750) loss_giou_hybrid: 0.3719 (0.3926) loss_class_0_hybrid: 0.7776 (0.7709) loss_bbox_0_hybrid: 0.1813 (0.1812) loss_giou_0_hybrid: 0.3809 (0.4056) loss_class_1_hybrid: 0.7408 (0.7250) loss_bbox_1_hybrid: 0.1760 (0.1775) loss_giou_1_hybrid: 0.3712 (0.3977) loss_class_2_hybrid: 0.7124 (0.7108) loss_bbox_2_hybrid: 0.1741 (0.1751) loss_giou_2_hybrid: 0.3663 (0.3938) loss_class_3_hybrid: 0.7093 (0.7014) loss_bbox_3_hybrid: 0.1734 (0.1748) loss_giou_3_hybrid: 0.3725 (0.3929) loss_class_4_hybrid: 0.7050 (0.6968) loss_bbox_4_hybrid: 0.1752 (0.1751) loss_giou_4_hybrid: 0.3722 (0.3929) loss_class_enc_hybrid: 0.7445 (0.7488) loss_bbox_enc_hybrid: 0.1997 (0.2092) loss_giou_enc_hybrid: 0.4250 (0.4513) mem: 1020 max mem: 36965 [2024-01-16 02:09:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:10:27 det.util.engine] INFO: Epoch: [10] [5650/11727] eta: 1:49:02 lr: 0.000010 data_time: 0.0032 iter_time: 1.0509 loss: 24.0651 (24.4607) loss_class: 0.6935 (0.6948) loss_bbox: 0.1699 (0.1641) loss_giou: 0.3262 (0.3665) loss_class_0: 0.8372 (0.8525) loss_bbox_0: 0.1599 (0.1642) loss_giou_0: 0.3416 (0.3701) loss_class_1: 0.7266 (0.7431) loss_bbox_1: 0.1699 (0.1653) loss_giou_1: 0.3309 (0.3693) loss_class_2: 0.7190 (0.7195) loss_bbox_2: 0.1721 (0.1634) loss_giou_2: 0.3326 (0.3667) loss_class_3: 0.6651 (0.7032) loss_bbox_3: 0.1730 (0.1639) loss_giou_3: 0.3270 (0.3668) loss_class_4: 0.6903 (0.6971) loss_bbox_4: 0.1700 (0.1639) loss_giou_4: 0.3222 (0.3665) loss_class_enc: 0.7922 (0.8166) loss_bbox_enc: 0.1985 (0.1882) loss_giou_enc: 0.3913 (0.4070) loss_class_dn: 0.3627 (0.3605) loss_bbox_dn: 0.2109 (0.2240) loss_giou_dn: 0.3761 (0.3958) loss_class_dn_0: 0.4634 (0.4592) loss_bbox_dn_0: 0.3061 (0.3191) loss_giou_dn_0: 0.5141 (0.5133) loss_class_dn_1: 0.3938 (0.3901) loss_bbox_dn_1: 0.2285 (0.2484) loss_giou_dn_1: 0.4148 (0.4275) loss_class_dn_2: 0.3701 (0.3698) loss_bbox_dn_2: 0.2154 (0.2283) loss_giou_dn_2: 0.3847 (0.4025) loss_class_dn_3: 0.3680 (0.3634) loss_bbox_dn_3: 0.2134 (0.2249) loss_giou_dn_3: 0.3765 (0.3973) loss_class_dn_4: 0.3620 (0.3609) loss_bbox_dn_4: 0.2110 (0.2241) loss_giou_dn_4: 0.3761 (0.3958) loss_class_hybrid: 0.6831 (0.6957) loss_bbox_hybrid: 0.1732 (0.1750) loss_giou_hybrid: 0.3464 (0.3926) loss_class_0_hybrid: 0.7472 (0.7708) loss_bbox_0_hybrid: 0.1715 (0.1812) loss_giou_0_hybrid: 0.3649 (0.4056) loss_class_1_hybrid: 0.6974 (0.7249) loss_bbox_1_hybrid: 0.1704 (0.1775) loss_giou_1_hybrid: 0.3543 (0.3977) loss_class_2_hybrid: 0.6896 (0.7106) loss_bbox_2_hybrid: 0.1666 (0.1751) loss_giou_2_hybrid: 0.3440 (0.3938) loss_class_3_hybrid: 0.6816 (0.7013) loss_bbox_3_hybrid: 0.1730 (0.1748) loss_giou_3_hybrid: 0.3470 (0.3929) loss_class_4_hybrid: 0.6844 (0.6967) loss_bbox_4_hybrid: 0.1747 (0.1751) loss_giou_4_hybrid: 0.3474 (0.3928) loss_class_enc_hybrid: 0.7227 (0.7486) loss_bbox_enc_hybrid: 0.1968 (0.2092) loss_giou_enc_hybrid: 0.4128 (0.4513) mem: 1016 max mem: 36965 [2024-01-16 02:10:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:11:20 det.util.engine] INFO: Epoch: [10] [5700/11727] eta: 1:48:08 lr: 0.000010 data_time: 0.0034 iter_time: 1.0741 loss: 24.3650 (24.4631) loss_class: 0.6792 (0.6949) loss_bbox: 0.1480 (0.1641) loss_giou: 0.3820 (0.3666) loss_class_0: 0.8389 (0.8525) loss_bbox_0: 0.1453 (0.1642) loss_giou_0: 0.3753 (0.3703) loss_class_1: 0.7397 (0.7431) loss_bbox_1: 0.1528 (0.1653) loss_giou_1: 0.3877 (0.3695) loss_class_2: 0.7037 (0.7194) loss_bbox_2: 0.1487 (0.1634) loss_giou_2: 0.3870 (0.3669) loss_class_3: 0.6852 (0.7033) loss_bbox_3: 0.1488 (0.1639) loss_giou_3: 0.3817 (0.3670) loss_class_4: 0.6796 (0.6971) loss_bbox_4: 0.1489 (0.1639) loss_giou_4: 0.3815 (0.3667) loss_class_enc: 0.7776 (0.8165) loss_bbox_enc: 0.1684 (0.1882) loss_giou_enc: 0.4453 (0.4072) loss_class_dn: 0.3572 (0.3605) loss_bbox_dn: 0.1885 (0.2239) loss_giou_dn: 0.4116 (0.3959) loss_class_dn_0: 0.4452 (0.4591) loss_bbox_dn_0: 0.2628 (0.3190) loss_giou_dn_0: 0.5360 (0.5134) loss_class_dn_1: 0.3891 (0.3901) loss_bbox_dn_1: 0.2132 (0.2483) loss_giou_dn_1: 0.4413 (0.4276) loss_class_dn_2: 0.3688 (0.3698) loss_bbox_dn_2: 0.1953 (0.2282) loss_giou_dn_2: 0.4167 (0.4026) loss_class_dn_3: 0.3599 (0.3635) loss_bbox_dn_3: 0.1905 (0.2248) loss_giou_dn_3: 0.4133 (0.3974) loss_class_dn_4: 0.3569 (0.3609) loss_bbox_dn_4: 0.1886 (0.2239) loss_giou_dn_4: 0.4117 (0.3959) loss_class_hybrid: 0.6889 (0.6956) loss_bbox_hybrid: 0.1680 (0.1750) loss_giou_hybrid: 0.4318 (0.3928) loss_class_0_hybrid: 0.7295 (0.7707) loss_bbox_0_hybrid: 0.1723 (0.1812) loss_giou_0_hybrid: 0.4454 (0.4058) loss_class_1_hybrid: 0.7012 (0.7248) loss_bbox_1_hybrid: 0.1663 (0.1776) loss_giou_1_hybrid: 0.4363 (0.3980) loss_class_2_hybrid: 0.6971 (0.7105) loss_bbox_2_hybrid: 0.1652 (0.1751) loss_giou_2_hybrid: 0.4315 (0.3940) loss_class_3_hybrid: 0.6918 (0.7012) loss_bbox_3_hybrid: 0.1629 (0.1749) loss_giou_3_hybrid: 0.4308 (0.3931) loss_class_4_hybrid: 0.6901 (0.6966) loss_bbox_4_hybrid: 0.1686 (0.1751) loss_giou_4_hybrid: 0.4303 (0.3931) loss_class_enc_hybrid: 0.7088 (0.7485) loss_bbox_enc_hybrid: 0.1905 (0.2092) loss_giou_enc_hybrid: 0.4845 (0.4515) mem: 1024 max mem: 36965 [2024-01-16 02:11:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:12:14 det.util.engine] INFO: Epoch: [10] [5750/11727] eta: 1:47:14 lr: 0.000010 data_time: 0.0032 iter_time: 1.0679 loss: 24.5334 (24.4679) loss_class: 0.6843 (0.6952) loss_bbox: 0.1600 (0.1641) loss_giou: 0.3408 (0.3667) loss_class_0: 0.8307 (0.8527) loss_bbox_0: 0.1648 (0.1642) loss_giou_0: 0.3474 (0.3703) loss_class_1: 0.7202 (0.7433) loss_bbox_1: 0.1601 (0.1653) loss_giou_1: 0.3448 (0.3695) loss_class_2: 0.7001 (0.7196) loss_bbox_2: 0.1607 (0.1634) loss_giou_2: 0.3452 (0.3669) loss_class_3: 0.6962 (0.7035) loss_bbox_3: 0.1604 (0.1639) loss_giou_3: 0.3469 (0.3670) loss_class_4: 0.6890 (0.6974) loss_bbox_4: 0.1564 (0.1639) loss_giou_4: 0.3407 (0.3667) loss_class_enc: 0.8092 (0.8166) loss_bbox_enc: 0.1937 (0.1882) loss_giou_enc: 0.3820 (0.4073) loss_class_dn: 0.3662 (0.3605) loss_bbox_dn: 0.2193 (0.2241) loss_giou_dn: 0.3920 (0.3960) loss_class_dn_0: 0.4613 (0.4591) loss_bbox_dn_0: 0.3310 (0.3191) loss_giou_dn_0: 0.5284 (0.5135) loss_class_dn_1: 0.3989 (0.3901) loss_bbox_dn_1: 0.2387 (0.2484) loss_giou_dn_1: 0.4297 (0.4277) loss_class_dn_2: 0.3746 (0.3699) loss_bbox_dn_2: 0.2243 (0.2283) loss_giou_dn_2: 0.3979 (0.4026) loss_class_dn_3: 0.3672 (0.3635) loss_bbox_dn_3: 0.2194 (0.2249) loss_giou_dn_3: 0.3929 (0.3975) loss_class_dn_4: 0.3670 (0.3609) loss_bbox_dn_4: 0.2192 (0.2241) loss_giou_dn_4: 0.3921 (0.3959) loss_class_hybrid: 0.6733 (0.6957) loss_bbox_hybrid: 0.1857 (0.1751) loss_giou_hybrid: 0.3630 (0.3929) loss_class_0_hybrid: 0.7392 (0.7707) loss_bbox_0_hybrid: 0.1943 (0.1813) loss_giou_0_hybrid: 0.3673 (0.4059) loss_class_1_hybrid: 0.7136 (0.7249) loss_bbox_1_hybrid: 0.1803 (0.1776) loss_giou_1_hybrid: 0.3632 (0.3980) loss_class_2_hybrid: 0.6929 (0.7106) loss_bbox_2_hybrid: 0.1832 (0.1752) loss_giou_2_hybrid: 0.3693 (0.3941) loss_class_3_hybrid: 0.6897 (0.7013) loss_bbox_3_hybrid: 0.1816 (0.1749) loss_giou_3_hybrid: 0.3661 (0.3932) loss_class_4_hybrid: 0.6749 (0.6967) loss_bbox_4_hybrid: 0.1865 (0.1752) loss_giou_4_hybrid: 0.3636 (0.3932) loss_class_enc_hybrid: 0.7279 (0.7486) loss_bbox_enc_hybrid: 0.2215 (0.2093) loss_giou_enc_hybrid: 0.4260 (0.4516) mem: 1020 max mem: 36965 [2024-01-16 02:12:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:13:08 det.util.engine] INFO: Epoch: [10] [5800/11727] eta: 1:46:20 lr: 0.000010 data_time: 0.0035 iter_time: 1.0754 loss: 23.8022 (24.4658) loss_class: 0.6819 (0.6951) loss_bbox: 0.1525 (0.1642) loss_giou: 0.3315 (0.3666) loss_class_0: 0.8278 (0.8526) loss_bbox_0: 0.1556 (0.1642) loss_giou_0: 0.3337 (0.3702) loss_class_1: 0.7486 (0.7432) loss_bbox_1: 0.1483 (0.1654) loss_giou_1: 0.3304 (0.3694) loss_class_2: 0.7175 (0.7195) loss_bbox_2: 0.1577 (0.1635) loss_giou_2: 0.3287 (0.3668) loss_class_3: 0.6904 (0.7035) loss_bbox_3: 0.1524 (0.1639) loss_giou_3: 0.3284 (0.3669) loss_class_4: 0.6871 (0.6974) loss_bbox_4: 0.1523 (0.1640) loss_giou_4: 0.3316 (0.3666) loss_class_enc: 0.8158 (0.8165) loss_bbox_enc: 0.1774 (0.1882) loss_giou_enc: 0.3737 (0.4071) loss_class_dn: 0.3582 (0.3605) loss_bbox_dn: 0.2246 (0.2241) loss_giou_dn: 0.3779 (0.3959) loss_class_dn_0: 0.4526 (0.4591) loss_bbox_dn_0: 0.2879 (0.3192) loss_giou_dn_0: 0.5111 (0.5134) loss_class_dn_1: 0.3863 (0.3901) loss_bbox_dn_1: 0.2444 (0.2485) loss_giou_dn_1: 0.4189 (0.4277) loss_class_dn_2: 0.3665 (0.3698) loss_bbox_dn_2: 0.2272 (0.2284) loss_giou_dn_2: 0.3872 (0.4026) loss_class_dn_3: 0.3623 (0.3635) loss_bbox_dn_3: 0.2231 (0.2250) loss_giou_dn_3: 0.3811 (0.3975) loss_class_dn_4: 0.3585 (0.3609) loss_bbox_dn_4: 0.2243 (0.2241) loss_giou_dn_4: 0.3780 (0.3959) loss_class_hybrid: 0.6954 (0.6957) loss_bbox_hybrid: 0.1603 (0.1751) loss_giou_hybrid: 0.3412 (0.3928) loss_class_0_hybrid: 0.7597 (0.7707) loss_bbox_0_hybrid: 0.1617 (0.1813) loss_giou_0_hybrid: 0.3526 (0.4057) loss_class_1_hybrid: 0.7163 (0.7249) loss_bbox_1_hybrid: 0.1536 (0.1776) loss_giou_1_hybrid: 0.3432 (0.3979) loss_class_2_hybrid: 0.7102 (0.7106) loss_bbox_2_hybrid: 0.1562 (0.1752) loss_giou_2_hybrid: 0.3425 (0.3940) loss_class_3_hybrid: 0.7002 (0.7013) loss_bbox_3_hybrid: 0.1606 (0.1749) loss_giou_3_hybrid: 0.3413 (0.3931) loss_class_4_hybrid: 0.6854 (0.6967) loss_bbox_4_hybrid: 0.1602 (0.1752) loss_giou_4_hybrid: 0.3416 (0.3930) loss_class_enc_hybrid: 0.7370 (0.7485) loss_bbox_enc_hybrid: 0.1943 (0.2093) loss_giou_enc_hybrid: 0.3978 (0.4515) mem: 1023 max mem: 36965 [2024-01-16 02:13:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:14:01 det.util.engine] INFO: Epoch: [10] [5850/11727] eta: 1:45:26 lr: 0.000010 data_time: 0.0035 iter_time: 1.0848 loss: 24.5200 (24.4609) loss_class: 0.7009 (0.6950) loss_bbox: 0.1680 (0.1641) loss_giou: 0.3458 (0.3665) loss_class_0: 0.8238 (0.8523) loss_bbox_0: 0.1770 (0.1642) loss_giou_0: 0.3459 (0.3702) loss_class_1: 0.7271 (0.7430) loss_bbox_1: 0.1703 (0.1653) loss_giou_1: 0.3415 (0.3693) loss_class_2: 0.7211 (0.7193) loss_bbox_2: 0.1667 (0.1634) loss_giou_2: 0.3396 (0.3667) loss_class_3: 0.7041 (0.7033) loss_bbox_3: 0.1684 (0.1639) loss_giou_3: 0.3452 (0.3668) loss_class_4: 0.7032 (0.6972) loss_bbox_4: 0.1679 (0.1639) loss_giou_4: 0.3457 (0.3665) loss_class_enc: 0.7968 (0.8163) loss_bbox_enc: 0.1968 (0.1882) loss_giou_enc: 0.3781 (0.4071) loss_class_dn: 0.3643 (0.3605) loss_bbox_dn: 0.2470 (0.2241) loss_giou_dn: 0.3888 (0.3958) loss_class_dn_0: 0.4614 (0.4591) loss_bbox_dn_0: 0.3572 (0.3192) loss_giou_dn_0: 0.4894 (0.5134) loss_class_dn_1: 0.3893 (0.3900) loss_bbox_dn_1: 0.2727 (0.2485) loss_giou_dn_1: 0.4182 (0.4276) loss_class_dn_2: 0.3710 (0.3698) loss_bbox_dn_2: 0.2493 (0.2283) loss_giou_dn_2: 0.3930 (0.4025) loss_class_dn_3: 0.3680 (0.3634) loss_bbox_dn_3: 0.2474 (0.2250) loss_giou_dn_3: 0.3895 (0.3974) loss_class_dn_4: 0.3640 (0.3609) loss_bbox_dn_4: 0.2468 (0.2241) loss_giou_dn_4: 0.3888 (0.3958) loss_class_hybrid: 0.6925 (0.6955) loss_bbox_hybrid: 0.1896 (0.1751) loss_giou_hybrid: 0.3431 (0.3927) loss_class_0_hybrid: 0.7736 (0.7704) loss_bbox_0_hybrid: 0.1900 (0.1813) loss_giou_0_hybrid: 0.3522 (0.4057) loss_class_1_hybrid: 0.7164 (0.7246) loss_bbox_1_hybrid: 0.1902 (0.1776) loss_giou_1_hybrid: 0.3516 (0.3978) loss_class_2_hybrid: 0.6999 (0.7103) loss_bbox_2_hybrid: 0.1884 (0.1752) loss_giou_2_hybrid: 0.3486 (0.3939) loss_class_3_hybrid: 0.6951 (0.7011) loss_bbox_3_hybrid: 0.1886 (0.1749) loss_giou_3_hybrid: 0.3468 (0.3930) loss_class_4_hybrid: 0.6982 (0.6965) loss_bbox_4_hybrid: 0.1883 (0.1752) loss_giou_4_hybrid: 0.3429 (0.3930) loss_class_enc_hybrid: 0.7491 (0.7483) loss_bbox_enc_hybrid: 0.2232 (0.2093) loss_giou_enc_hybrid: 0.4059 (0.4514) mem: 1031 max mem: 36965 [2024-01-16 02:14:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:14:54 det.util.engine] INFO: Epoch: [10] [5900/11727] eta: 1:44:31 lr: 0.000010 data_time: 0.0031 iter_time: 1.0443 loss: 23.3458 (24.4534) loss_class: 0.6780 (0.6947) loss_bbox: 0.1720 (0.1642) loss_giou: 0.3215 (0.3664) loss_class_0: 0.8287 (0.8520) loss_bbox_0: 0.1658 (0.1642) loss_giou_0: 0.3209 (0.3700) loss_class_1: 0.7179 (0.7426) loss_bbox_1: 0.1664 (0.1653) loss_giou_1: 0.3264 (0.3692) loss_class_2: 0.7058 (0.7190) loss_bbox_2: 0.1665 (0.1634) loss_giou_2: 0.3360 (0.3666) loss_class_3: 0.6852 (0.7031) loss_bbox_3: 0.1621 (0.1639) loss_giou_3: 0.3304 (0.3667) loss_class_4: 0.6743 (0.6969) loss_bbox_4: 0.1719 (0.1639) loss_giou_4: 0.3193 (0.3664) loss_class_enc: 0.8072 (0.8160) loss_bbox_enc: 0.1935 (0.1882) loss_giou_enc: 0.3634 (0.4069) loss_class_dn: 0.3522 (0.3604) loss_bbox_dn: 0.2277 (0.2240) loss_giou_dn: 0.3572 (0.3957) loss_class_dn_0: 0.4577 (0.4591) loss_bbox_dn_0: 0.3145 (0.3191) loss_giou_dn_0: 0.4771 (0.5132) loss_class_dn_1: 0.3873 (0.3900) loss_bbox_dn_1: 0.2505 (0.2484) loss_giou_dn_1: 0.3921 (0.4275) loss_class_dn_2: 0.3599 (0.3697) loss_bbox_dn_2: 0.2293 (0.2283) loss_giou_dn_2: 0.3595 (0.4024) loss_class_dn_3: 0.3553 (0.3634) loss_bbox_dn_3: 0.2286 (0.2249) loss_giou_dn_3: 0.3584 (0.3972) loss_class_dn_4: 0.3553 (0.3608) loss_bbox_dn_4: 0.2278 (0.2240) loss_giou_dn_4: 0.3572 (0.3957) loss_class_hybrid: 0.6890 (0.6953) loss_bbox_hybrid: 0.1671 (0.1751) loss_giou_hybrid: 0.3399 (0.3925) loss_class_0_hybrid: 0.7576 (0.7702) loss_bbox_0_hybrid: 0.1756 (0.1813) loss_giou_0_hybrid: 0.3462 (0.4055) loss_class_1_hybrid: 0.7287 (0.7244) loss_bbox_1_hybrid: 0.1705 (0.1776) loss_giou_1_hybrid: 0.3381 (0.3977) loss_class_2_hybrid: 0.7088 (0.7101) loss_bbox_2_hybrid: 0.1690 (0.1752) loss_giou_2_hybrid: 0.3483 (0.3937) loss_class_3_hybrid: 0.6941 (0.7008) loss_bbox_3_hybrid: 0.1684 (0.1749) loss_giou_3_hybrid: 0.3437 (0.3929) loss_class_4_hybrid: 0.6843 (0.6962) loss_bbox_4_hybrid: 0.1662 (0.1752) loss_giou_4_hybrid: 0.3412 (0.3928) loss_class_enc_hybrid: 0.7507 (0.7482) loss_bbox_enc_hybrid: 0.2045 (0.2093) loss_giou_enc_hybrid: 0.3959 (0.4512) mem: 1021 max mem: 36965 [2024-01-16 02:14:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:15:48 det.util.engine] INFO: Epoch: [10] [5950/11727] eta: 1:43:37 lr: 0.000010 data_time: 0.0043 iter_time: 1.0279 loss: 24.4410 (24.4533) loss_class: 0.7009 (0.6947) loss_bbox: 0.1630 (0.1641) loss_giou: 0.3393 (0.3664) loss_class_0: 0.8338 (0.8521) loss_bbox_0: 0.1703 (0.1642) loss_giou_0: 0.3409 (0.3700) loss_class_1: 0.7303 (0.7426) loss_bbox_1: 0.1643 (0.1653) loss_giou_1: 0.3483 (0.3692) loss_class_2: 0.7222 (0.7191) loss_bbox_2: 0.1643 (0.1634) loss_giou_2: 0.3464 (0.3666) loss_class_3: 0.7029 (0.7031) loss_bbox_3: 0.1634 (0.1639) loss_giou_3: 0.3301 (0.3667) loss_class_4: 0.6861 (0.6970) loss_bbox_4: 0.1652 (0.1639) loss_giou_4: 0.3320 (0.3664) loss_class_enc: 0.7976 (0.8161) loss_bbox_enc: 0.1913 (0.1881) loss_giou_enc: 0.3842 (0.4069) loss_class_dn: 0.3589 (0.3604) loss_bbox_dn: 0.2216 (0.2240) loss_giou_dn: 0.3773 (0.3957) loss_class_dn_0: 0.4628 (0.4591) loss_bbox_dn_0: 0.3326 (0.3191) loss_giou_dn_0: 0.4810 (0.5132) loss_class_dn_1: 0.3872 (0.3900) loss_bbox_dn_1: 0.2499 (0.2484) loss_giou_dn_1: 0.4175 (0.4275) loss_class_dn_2: 0.3659 (0.3697) loss_bbox_dn_2: 0.2290 (0.2282) loss_giou_dn_2: 0.3826 (0.4024) loss_class_dn_3: 0.3608 (0.3634) loss_bbox_dn_3: 0.2220 (0.2248) loss_giou_dn_3: 0.3782 (0.3972) loss_class_dn_4: 0.3588 (0.3608) loss_bbox_dn_4: 0.2217 (0.2240) loss_giou_dn_4: 0.3775 (0.3957) loss_class_hybrid: 0.6861 (0.6953) loss_bbox_hybrid: 0.1815 (0.1750) loss_giou_hybrid: 0.3704 (0.3925) loss_class_0_hybrid: 0.7639 (0.7703) loss_bbox_0_hybrid: 0.1833 (0.1812) loss_giou_0_hybrid: 0.3732 (0.4055) loss_class_1_hybrid: 0.7147 (0.7244) loss_bbox_1_hybrid: 0.1840 (0.1776) loss_giou_1_hybrid: 0.3741 (0.3976) loss_class_2_hybrid: 0.7020 (0.7101) loss_bbox_2_hybrid: 0.1831 (0.1752) loss_giou_2_hybrid: 0.3711 (0.3937) loss_class_3_hybrid: 0.6808 (0.7009) loss_bbox_3_hybrid: 0.1794 (0.1749) loss_giou_3_hybrid: 0.3730 (0.3928) loss_class_4_hybrid: 0.6858 (0.6963) loss_bbox_4_hybrid: 0.1819 (0.1751) loss_giou_4_hybrid: 0.3712 (0.3928) loss_class_enc_hybrid: 0.7349 (0.7482) loss_bbox_enc_hybrid: 0.2088 (0.2092) loss_giou_enc_hybrid: 0.4178 (0.4512) mem: 1036 max mem: 36965 [2024-01-16 02:15:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:16:41 det.util.engine] INFO: Epoch: [10] [6000/11727] eta: 1:42:43 lr: 0.000010 data_time: 0.0032 iter_time: 1.0300 loss: 24.3884 (24.4489) loss_class: 0.7044 (0.6946) loss_bbox: 0.1575 (0.1641) loss_giou: 0.3557 (0.3663) loss_class_0: 0.8361 (0.8520) loss_bbox_0: 0.1578 (0.1642) loss_giou_0: 0.3610 (0.3699) loss_class_1: 0.7269 (0.7425) loss_bbox_1: 0.1633 (0.1653) loss_giou_1: 0.3719 (0.3691) loss_class_2: 0.7285 (0.7190) loss_bbox_2: 0.1615 (0.1634) loss_giou_2: 0.3538 (0.3665) loss_class_3: 0.7100 (0.7030) loss_bbox_3: 0.1622 (0.1638) loss_giou_3: 0.3634 (0.3666) loss_class_4: 0.7006 (0.6969) loss_bbox_4: 0.1619 (0.1638) loss_giou_4: 0.3533 (0.3663) loss_class_enc: 0.8302 (0.8160) loss_bbox_enc: 0.1879 (0.1881) loss_giou_enc: 0.3969 (0.4068) loss_class_dn: 0.3617 (0.3604) loss_bbox_dn: 0.2170 (0.2240) loss_giou_dn: 0.3773 (0.3956) loss_class_dn_0: 0.4546 (0.4590) loss_bbox_dn_0: 0.3155 (0.3191) loss_giou_dn_0: 0.5065 (0.5131) loss_class_dn_1: 0.3913 (0.3900) loss_bbox_dn_1: 0.2389 (0.2483) loss_giou_dn_1: 0.4056 (0.4274) loss_class_dn_2: 0.3707 (0.3697) loss_bbox_dn_2: 0.2178 (0.2282) loss_giou_dn_2: 0.3805 (0.4023) loss_class_dn_3: 0.3657 (0.3634) loss_bbox_dn_3: 0.2184 (0.2248) loss_giou_dn_3: 0.3787 (0.3971) loss_class_dn_4: 0.3609 (0.3608) loss_bbox_dn_4: 0.2171 (0.2240) loss_giou_dn_4: 0.3773 (0.3956) loss_class_hybrid: 0.7116 (0.6953) loss_bbox_hybrid: 0.1724 (0.1750) loss_giou_hybrid: 0.3765 (0.3924) loss_class_0_hybrid: 0.7715 (0.7703) loss_bbox_0_hybrid: 0.1630 (0.1811) loss_giou_0_hybrid: 0.3900 (0.4053) loss_class_1_hybrid: 0.7310 (0.7244) loss_bbox_1_hybrid: 0.1740 (0.1775) loss_giou_1_hybrid: 0.3779 (0.3975) loss_class_2_hybrid: 0.7181 (0.7101) loss_bbox_2_hybrid: 0.1678 (0.1751) loss_giou_2_hybrid: 0.3721 (0.3936) loss_class_3_hybrid: 0.7101 (0.7008) loss_bbox_3_hybrid: 0.1711 (0.1748) loss_giou_3_hybrid: 0.3702 (0.3927) loss_class_4_hybrid: 0.7040 (0.6962) loss_bbox_4_hybrid: 0.1767 (0.1750) loss_giou_4_hybrid: 0.3689 (0.3926) loss_class_enc_hybrid: 0.7644 (0.7482) loss_bbox_enc_hybrid: 0.2017 (0.2091) loss_giou_enc_hybrid: 0.4336 (0.4510) mem: 1023 max mem: 36965 [2024-01-16 02:16:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:17:35 det.util.engine] INFO: Epoch: [10] [6050/11727] eta: 1:41:49 lr: 0.000010 data_time: 0.0034 iter_time: 1.0629 loss: 24.7641 (24.4441) loss_class: 0.6627 (0.6944) loss_bbox: 0.1491 (0.1640) loss_giou: 0.4108 (0.3664) loss_class_0: 0.7771 (0.8517) loss_bbox_0: 0.1508 (0.1641) loss_giou_0: 0.4241 (0.3701) loss_class_1: 0.6866 (0.7422) loss_bbox_1: 0.1576 (0.1652) loss_giou_1: 0.4157 (0.3693) loss_class_2: 0.6873 (0.7187) loss_bbox_2: 0.1573 (0.1633) loss_giou_2: 0.4056 (0.3666) loss_class_3: 0.6709 (0.7028) loss_bbox_3: 0.1518 (0.1637) loss_giou_3: 0.4060 (0.3667) loss_class_4: 0.6688 (0.6967) loss_bbox_4: 0.1474 (0.1637) loss_giou_4: 0.4110 (0.3664) loss_class_enc: 0.7448 (0.8157) loss_bbox_enc: 0.1676 (0.1880) loss_giou_enc: 0.4566 (0.4069) loss_class_dn: 0.3657 (0.3604) loss_bbox_dn: 0.1804 (0.2237) loss_giou_dn: 0.4264 (0.3956) loss_class_dn_0: 0.4530 (0.4590) loss_bbox_dn_0: 0.2538 (0.3187) loss_giou_dn_0: 0.5366 (0.5131) loss_class_dn_1: 0.3914 (0.3899) loss_bbox_dn_1: 0.2060 (0.2481) loss_giou_dn_1: 0.4573 (0.4274) loss_class_dn_2: 0.3709 (0.3697) loss_bbox_dn_2: 0.1854 (0.2280) loss_giou_dn_2: 0.4408 (0.4023) loss_class_dn_3: 0.3678 (0.3633) loss_bbox_dn_3: 0.1811 (0.2246) loss_giou_dn_3: 0.4295 (0.3972) loss_class_dn_4: 0.3658 (0.3608) loss_bbox_dn_4: 0.1804 (0.2237) loss_giou_dn_4: 0.4264 (0.3956) loss_class_hybrid: 0.6559 (0.6950) loss_bbox_hybrid: 0.1654 (0.1749) loss_giou_hybrid: 0.4415 (0.3925) loss_class_0_hybrid: 0.7170 (0.7700) loss_bbox_0_hybrid: 0.1686 (0.1810) loss_giou_0_hybrid: 0.4574 (0.4055) loss_class_1_hybrid: 0.6850 (0.7242) loss_bbox_1_hybrid: 0.1725 (0.1774) loss_giou_1_hybrid: 0.4512 (0.3976) loss_class_2_hybrid: 0.6707 (0.7099) loss_bbox_2_hybrid: 0.1687 (0.1750) loss_giou_2_hybrid: 0.4409 (0.3937) loss_class_3_hybrid: 0.6653 (0.7006) loss_bbox_3_hybrid: 0.1677 (0.1747) loss_giou_3_hybrid: 0.4363 (0.3928) loss_class_4_hybrid: 0.6590 (0.6960) loss_bbox_4_hybrid: 0.1700 (0.1749) loss_giou_4_hybrid: 0.4395 (0.3928) loss_class_enc_hybrid: 0.7133 (0.7480) loss_bbox_enc_hybrid: 0.1920 (0.2090) loss_giou_enc_hybrid: 0.4924 (0.4511) mem: 1023 max mem: 36965 [2024-01-16 02:17:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:18:31 det.util.engine] INFO: Epoch: [10] [6100/11727] eta: 1:40:57 lr: 0.000010 data_time: 0.0032 iter_time: 1.1007 loss: 23.6229 (24.4426) loss_class: 0.6714 (0.6944) loss_bbox: 0.1424 (0.1640) loss_giou: 0.3189 (0.3664) loss_class_0: 0.8132 (0.8516) loss_bbox_0: 0.1430 (0.1641) loss_giou_0: 0.3323 (0.3700) loss_class_1: 0.7188 (0.7422) loss_bbox_1: 0.1454 (0.1652) loss_giou_1: 0.3131 (0.3692) loss_class_2: 0.7020 (0.7187) loss_bbox_2: 0.1416 (0.1633) loss_giou_2: 0.3175 (0.3666) loss_class_3: 0.6867 (0.7028) loss_bbox_3: 0.1422 (0.1637) loss_giou_3: 0.3030 (0.3666) loss_class_4: 0.6839 (0.6966) loss_bbox_4: 0.1426 (0.1637) loss_giou_4: 0.3060 (0.3664) loss_class_enc: 0.7844 (0.8156) loss_bbox_enc: 0.1679 (0.1880) loss_giou_enc: 0.3696 (0.4069) loss_class_dn: 0.3501 (0.3604) loss_bbox_dn: 0.2047 (0.2237) loss_giou_dn: 0.3691 (0.3956) loss_class_dn_0: 0.4604 (0.4590) loss_bbox_dn_0: 0.3068 (0.3187) loss_giou_dn_0: 0.4759 (0.5130) loss_class_dn_1: 0.3791 (0.3899) loss_bbox_dn_1: 0.2246 (0.2480) loss_giou_dn_1: 0.3902 (0.4273) loss_class_dn_2: 0.3612 (0.3696) loss_bbox_dn_2: 0.2092 (0.2279) loss_giou_dn_2: 0.3709 (0.4023) loss_class_dn_3: 0.3526 (0.3633) loss_bbox_dn_3: 0.2053 (0.2246) loss_giou_dn_3: 0.3698 (0.3971) loss_class_dn_4: 0.3515 (0.3608) loss_bbox_dn_4: 0.2046 (0.2237) loss_giou_dn_4: 0.3691 (0.3956) loss_class_hybrid: 0.6885 (0.6950) loss_bbox_hybrid: 0.1481 (0.1748) loss_giou_hybrid: 0.3342 (0.3924) loss_class_0_hybrid: 0.7534 (0.7700) loss_bbox_0_hybrid: 0.1563 (0.1810) loss_giou_0_hybrid: 0.3612 (0.4054) loss_class_1_hybrid: 0.7104 (0.7242) loss_bbox_1_hybrid: 0.1525 (0.1774) loss_giou_1_hybrid: 0.3485 (0.3976) loss_class_2_hybrid: 0.6971 (0.7099) loss_bbox_2_hybrid: 0.1496 (0.1750) loss_giou_2_hybrid: 0.3399 (0.3936) loss_class_3_hybrid: 0.6872 (0.7006) loss_bbox_3_hybrid: 0.1492 (0.1747) loss_giou_3_hybrid: 0.3358 (0.3928) loss_class_4_hybrid: 0.6880 (0.6960) loss_bbox_4_hybrid: 0.1481 (0.1749) loss_giou_4_hybrid: 0.3338 (0.3927) loss_class_enc_hybrid: 0.7240 (0.7479) loss_bbox_enc_hybrid: 0.1800 (0.2090) loss_giou_enc_hybrid: 0.4063 (0.4510) mem: 1026 max mem: 36965 [2024-01-16 02:18:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:19:25 det.util.engine] INFO: Epoch: [10] [6150/11727] eta: 1:40:04 lr: 0.000010 data_time: 0.0033 iter_time: 1.1291 loss: 24.3504 (24.4424) loss_class: 0.6489 (0.6943) loss_bbox: 0.1470 (0.1640) loss_giou: 0.3579 (0.3664) loss_class_0: 0.7714 (0.8515) loss_bbox_0: 0.1424 (0.1641) loss_giou_0: 0.3708 (0.3701) loss_class_1: 0.6755 (0.7420) loss_bbox_1: 0.1498 (0.1652) loss_giou_1: 0.3772 (0.3693) loss_class_2: 0.6805 (0.7187) loss_bbox_2: 0.1522 (0.1633) loss_giou_2: 0.3645 (0.3666) loss_class_3: 0.6616 (0.7028) loss_bbox_3: 0.1578 (0.1637) loss_giou_3: 0.3593 (0.3667) loss_class_4: 0.6537 (0.6966) loss_bbox_4: 0.1486 (0.1638) loss_giou_4: 0.3578 (0.3664) loss_class_enc: 0.7656 (0.8155) loss_bbox_enc: 0.1605 (0.1880) loss_giou_enc: 0.4207 (0.4069) loss_class_dn: 0.3621 (0.3603) loss_bbox_dn: 0.1861 (0.2237) loss_giou_dn: 0.3910 (0.3956) loss_class_dn_0: 0.4519 (0.4589) loss_bbox_dn_0: 0.2575 (0.3186) loss_giou_dn_0: 0.5044 (0.5130) loss_class_dn_1: 0.3903 (0.3899) loss_bbox_dn_1: 0.1953 (0.2480) loss_giou_dn_1: 0.4196 (0.4273) loss_class_dn_2: 0.3692 (0.3696) loss_bbox_dn_2: 0.1870 (0.2279) loss_giou_dn_2: 0.3988 (0.4022) loss_class_dn_3: 0.3611 (0.3633) loss_bbox_dn_3: 0.1860 (0.2245) loss_giou_dn_3: 0.3929 (0.3971) loss_class_dn_4: 0.3623 (0.3607) loss_bbox_dn_4: 0.1861 (0.2237) loss_giou_dn_4: 0.3907 (0.3955) loss_class_hybrid: 0.6476 (0.6950) loss_bbox_hybrid: 0.1618 (0.1749) loss_giou_hybrid: 0.3974 (0.3925) loss_class_0_hybrid: 0.7367 (0.7699) loss_bbox_0_hybrid: 0.1593 (0.1811) loss_giou_0_hybrid: 0.4170 (0.4055) loss_class_1_hybrid: 0.6676 (0.7241) loss_bbox_1_hybrid: 0.1585 (0.1774) loss_giou_1_hybrid: 0.4059 (0.3976) loss_class_2_hybrid: 0.6689 (0.7098) loss_bbox_2_hybrid: 0.1581 (0.1750) loss_giou_2_hybrid: 0.4014 (0.3937) loss_class_3_hybrid: 0.6571 (0.7005) loss_bbox_3_hybrid: 0.1622 (0.1747) loss_giou_3_hybrid: 0.3976 (0.3928) loss_class_4_hybrid: 0.6544 (0.6960) loss_bbox_4_hybrid: 0.1623 (0.1750) loss_giou_4_hybrid: 0.3996 (0.3928) loss_class_enc_hybrid: 0.7024 (0.7478) loss_bbox_enc_hybrid: 0.1897 (0.2090) loss_giou_enc_hybrid: 0.4607 (0.4511) mem: 1027 max mem: 36965 [2024-01-16 02:19:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:20:18 det.util.engine] INFO: Epoch: [10] [6200/11727] eta: 1:39:09 lr: 0.000010 data_time: 0.0039 iter_time: 1.0524 loss: 24.9576 (24.4454) loss_class: 0.7036 (0.6944) loss_bbox: 0.1663 (0.1640) loss_giou: 0.3715 (0.3665) loss_class_0: 0.8078 (0.8515) loss_bbox_0: 0.1689 (0.1642) loss_giou_0: 0.3840 (0.3702) loss_class_1: 0.7377 (0.7420) loss_bbox_1: 0.1804 (0.1653) loss_giou_1: 0.3754 (0.3694) loss_class_2: 0.7061 (0.7188) loss_bbox_2: 0.1649 (0.1633) loss_giou_2: 0.3703 (0.3667) loss_class_3: 0.6954 (0.7029) loss_bbox_3: 0.1625 (0.1637) loss_giou_3: 0.3670 (0.3668) loss_class_4: 0.7024 (0.6967) loss_bbox_4: 0.1626 (0.1638) loss_giou_4: 0.3687 (0.3665) loss_class_enc: 0.8227 (0.8156) loss_bbox_enc: 0.1933 (0.1880) loss_giou_enc: 0.4150 (0.4070) loss_class_dn: 0.3670 (0.3603) loss_bbox_dn: 0.2246 (0.2237) loss_giou_dn: 0.4102 (0.3956) loss_class_dn_0: 0.4603 (0.4589) loss_bbox_dn_0: 0.3124 (0.3186) loss_giou_dn_0: 0.5242 (0.5130) loss_class_dn_1: 0.3889 (0.3899) loss_bbox_dn_1: 0.2558 (0.2480) loss_giou_dn_1: 0.4371 (0.4274) loss_class_dn_2: 0.3762 (0.3696) loss_bbox_dn_2: 0.2291 (0.2279) loss_giou_dn_2: 0.4161 (0.4023) loss_class_dn_3: 0.3706 (0.3633) loss_bbox_dn_3: 0.2253 (0.2245) loss_giou_dn_3: 0.4121 (0.3971) loss_class_dn_4: 0.3673 (0.3607) loss_bbox_dn_4: 0.2245 (0.2237) loss_giou_dn_4: 0.4104 (0.3956) loss_class_hybrid: 0.7182 (0.6950) loss_bbox_hybrid: 0.1882 (0.1749) loss_giou_hybrid: 0.3835 (0.3926) loss_class_0_hybrid: 0.7756 (0.7700) loss_bbox_0_hybrid: 0.1943 (0.1811) loss_giou_0_hybrid: 0.3929 (0.4056) loss_class_1_hybrid: 0.7196 (0.7241) loss_bbox_1_hybrid: 0.1978 (0.1775) loss_giou_1_hybrid: 0.3874 (0.3978) loss_class_2_hybrid: 0.7114 (0.7098) loss_bbox_2_hybrid: 0.1863 (0.1751) loss_giou_2_hybrid: 0.3823 (0.3938) loss_class_3_hybrid: 0.7084 (0.7006) loss_bbox_3_hybrid: 0.1863 (0.1748) loss_giou_3_hybrid: 0.3821 (0.3929) loss_class_4_hybrid: 0.7037 (0.6960) loss_bbox_4_hybrid: 0.1887 (0.1750) loss_giou_4_hybrid: 0.3815 (0.3929) loss_class_enc_hybrid: 0.7485 (0.7478) loss_bbox_enc_hybrid: 0.2298 (0.2090) loss_giou_enc_hybrid: 0.4405 (0.4512) mem: 1017 max mem: 36965 [2024-01-16 02:20:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:21:12 det.util.engine] INFO: Epoch: [10] [6250/11727] eta: 1:38:15 lr: 0.000010 data_time: 0.0035 iter_time: 1.0789 loss: 24.1784 (24.4464) loss_class: 0.6496 (0.6944) loss_bbox: 0.1625 (0.1641) loss_giou: 0.3604 (0.3666) loss_class_0: 0.8123 (0.8513) loss_bbox_0: 0.1642 (0.1642) loss_giou_0: 0.3492 (0.3703) loss_class_1: 0.7188 (0.7420) loss_bbox_1: 0.1638 (0.1653) loss_giou_1: 0.3571 (0.3695) loss_class_2: 0.6926 (0.7187) loss_bbox_2: 0.1600 (0.1634) loss_giou_2: 0.3562 (0.3668) loss_class_3: 0.6793 (0.7028) loss_bbox_3: 0.1625 (0.1638) loss_giou_3: 0.3619 (0.3668) loss_class_4: 0.6622 (0.6967) loss_bbox_4: 0.1626 (0.1639) loss_giou_4: 0.3514 (0.3666) loss_class_enc: 0.7748 (0.8155) loss_bbox_enc: 0.1777 (0.1880) loss_giou_enc: 0.3793 (0.4071) loss_class_dn: 0.3536 (0.3603) loss_bbox_dn: 0.2119 (0.2238) loss_giou_dn: 0.3793 (0.3957) loss_class_dn_0: 0.4530 (0.4589) loss_bbox_dn_0: 0.3339 (0.3186) loss_giou_dn_0: 0.5010 (0.5131) loss_class_dn_1: 0.3838 (0.3899) loss_bbox_dn_1: 0.2326 (0.2481) loss_giou_dn_1: 0.4183 (0.4274) loss_class_dn_2: 0.3664 (0.3696) loss_bbox_dn_2: 0.2174 (0.2280) loss_giou_dn_2: 0.3873 (0.4023) loss_class_dn_3: 0.3604 (0.3633) loss_bbox_dn_3: 0.2120 (0.2246) loss_giou_dn_3: 0.3800 (0.3972) loss_class_dn_4: 0.3562 (0.3607) loss_bbox_dn_4: 0.2119 (0.2238) loss_giou_dn_4: 0.3792 (0.3957) loss_class_hybrid: 0.6757 (0.6950) loss_bbox_hybrid: 0.1797 (0.1750) loss_giou_hybrid: 0.3721 (0.3926) loss_class_0_hybrid: 0.7412 (0.7698) loss_bbox_0_hybrid: 0.1893 (0.1812) loss_giou_0_hybrid: 0.3840 (0.4056) loss_class_1_hybrid: 0.6963 (0.7240) loss_bbox_1_hybrid: 0.1845 (0.1776) loss_giou_1_hybrid: 0.3762 (0.3978) loss_class_2_hybrid: 0.6923 (0.7098) loss_bbox_2_hybrid: 0.1791 (0.1751) loss_giou_2_hybrid: 0.3735 (0.3938) loss_class_3_hybrid: 0.6880 (0.7005) loss_bbox_3_hybrid: 0.1795 (0.1748) loss_giou_3_hybrid: 0.3731 (0.3930) loss_class_4_hybrid: 0.6826 (0.6960) loss_bbox_4_hybrid: 0.1803 (0.1751) loss_giou_4_hybrid: 0.3691 (0.3929) loss_class_enc_hybrid: 0.7196 (0.7477) loss_bbox_enc_hybrid: 0.2130 (0.2091) loss_giou_enc_hybrid: 0.4244 (0.4512) mem: 1031 max mem: 36965 [2024-01-16 02:21:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:22:04 det.util.engine] INFO: Epoch: [10] [6300/11727] eta: 1:37:20 lr: 0.000010 data_time: 0.0036 iter_time: 1.0481 loss: 24.4320 (24.4453) loss_class: 0.7024 (0.6944) loss_bbox: 0.1476 (0.1641) loss_giou: 0.3049 (0.3665) loss_class_0: 0.8669 (0.8513) loss_bbox_0: 0.1498 (0.1642) loss_giou_0: 0.3247 (0.3702) loss_class_1: 0.7388 (0.7420) loss_bbox_1: 0.1563 (0.1653) loss_giou_1: 0.3157 (0.3694) loss_class_2: 0.7241 (0.7187) loss_bbox_2: 0.1483 (0.1634) loss_giou_2: 0.3097 (0.3667) loss_class_3: 0.7109 (0.7028) loss_bbox_3: 0.1500 (0.1638) loss_giou_3: 0.3138 (0.3667) loss_class_4: 0.7115 (0.6967) loss_bbox_4: 0.1484 (0.1639) loss_giou_4: 0.3057 (0.3665) loss_class_enc: 0.8193 (0.8155) loss_bbox_enc: 0.1751 (0.1880) loss_giou_enc: 0.3407 (0.4069) loss_class_dn: 0.3577 (0.3603) loss_bbox_dn: 0.1961 (0.2239) loss_giou_dn: 0.3730 (0.3956) loss_class_dn_0: 0.4634 (0.4589) loss_bbox_dn_0: 0.3016 (0.3187) loss_giou_dn_0: 0.5038 (0.5130) loss_class_dn_1: 0.3869 (0.3899) loss_bbox_dn_1: 0.2389 (0.2482) loss_giou_dn_1: 0.4111 (0.4274) loss_class_dn_2: 0.3672 (0.3696) loss_bbox_dn_2: 0.2059 (0.2281) loss_giou_dn_2: 0.3769 (0.4023) loss_class_dn_3: 0.3598 (0.3633) loss_bbox_dn_3: 0.1954 (0.2247) loss_giou_dn_3: 0.3754 (0.3972) loss_class_dn_4: 0.3566 (0.3607) loss_bbox_dn_4: 0.1962 (0.2239) loss_giou_dn_4: 0.3729 (0.3956) loss_class_hybrid: 0.6914 (0.6950) loss_bbox_hybrid: 0.1640 (0.1750) loss_giou_hybrid: 0.3351 (0.3925) loss_class_0_hybrid: 0.7838 (0.7698) loss_bbox_0_hybrid: 0.1718 (0.1812) loss_giou_0_hybrid: 0.3545 (0.4055) loss_class_1_hybrid: 0.7343 (0.7240) loss_bbox_1_hybrid: 0.1682 (0.1776) loss_giou_1_hybrid: 0.3405 (0.3977) loss_class_2_hybrid: 0.7081 (0.7098) loss_bbox_2_hybrid: 0.1656 (0.1752) loss_giou_2_hybrid: 0.3353 (0.3938) loss_class_3_hybrid: 0.6953 (0.7005) loss_bbox_3_hybrid: 0.1661 (0.1749) loss_giou_3_hybrid: 0.3361 (0.3929) loss_class_4_hybrid: 0.6908 (0.6960) loss_bbox_4_hybrid: 0.1638 (0.1751) loss_giou_4_hybrid: 0.3358 (0.3928) loss_class_enc_hybrid: 0.7536 (0.7477) loss_bbox_enc_hybrid: 0.1899 (0.2091) loss_giou_enc_hybrid: 0.4002 (0.4511) mem: 1024 max mem: 36965 [2024-01-16 02:22:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:22:58 det.util.engine] INFO: Epoch: [10] [6350/11727] eta: 1:36:26 lr: 0.000010 data_time: 0.0033 iter_time: 1.0726 loss: 24.6191 (24.4380) loss_class: 0.6976 (0.6942) loss_bbox: 0.1695 (0.1641) loss_giou: 0.3326 (0.3662) loss_class_0: 0.8587 (0.8511) loss_bbox_0: 0.1536 (0.1642) loss_giou_0: 0.3480 (0.3700) loss_class_1: 0.7552 (0.7418) loss_bbox_1: 0.1533 (0.1653) loss_giou_1: 0.3351 (0.3692) loss_class_2: 0.7358 (0.7186) loss_bbox_2: 0.1518 (0.1634) loss_giou_2: 0.3371 (0.3665) loss_class_3: 0.7079 (0.7027) loss_bbox_3: 0.1609 (0.1638) loss_giou_3: 0.3342 (0.3665) loss_class_4: 0.6907 (0.6965) loss_bbox_4: 0.1583 (0.1638) loss_giou_4: 0.3336 (0.3662) loss_class_enc: 0.8063 (0.8154) loss_bbox_enc: 0.1789 (0.1880) loss_giou_enc: 0.3785 (0.4067) loss_class_dn: 0.3577 (0.3603) loss_bbox_dn: 0.2204 (0.2238) loss_giou_dn: 0.3720 (0.3955) loss_class_dn_0: 0.4608 (0.4589) loss_bbox_dn_0: 0.3110 (0.3187) loss_giou_dn_0: 0.5048 (0.5128) loss_class_dn_1: 0.3893 (0.3898) loss_bbox_dn_1: 0.2327 (0.2481) loss_giou_dn_1: 0.3984 (0.4272) loss_class_dn_2: 0.3663 (0.3696) loss_bbox_dn_2: 0.2214 (0.2280) loss_giou_dn_2: 0.3797 (0.4021) loss_class_dn_3: 0.3648 (0.3632) loss_bbox_dn_3: 0.2201 (0.2247) loss_giou_dn_3: 0.3714 (0.3970) loss_class_dn_4: 0.3589 (0.3607) loss_bbox_dn_4: 0.2204 (0.2238) loss_giou_dn_4: 0.3719 (0.3955) loss_class_hybrid: 0.6999 (0.6948) loss_bbox_hybrid: 0.1716 (0.1750) loss_giou_hybrid: 0.3630 (0.3923) loss_class_0_hybrid: 0.7723 (0.7697) loss_bbox_0_hybrid: 0.1757 (0.1812) loss_giou_0_hybrid: 0.3721 (0.4053) loss_class_1_hybrid: 0.7343 (0.7240) loss_bbox_1_hybrid: 0.1703 (0.1775) loss_giou_1_hybrid: 0.3655 (0.3974) loss_class_2_hybrid: 0.7239 (0.7097) loss_bbox_2_hybrid: 0.1644 (0.1751) loss_giou_2_hybrid: 0.3630 (0.3935) loss_class_3_hybrid: 0.7157 (0.7004) loss_bbox_3_hybrid: 0.1704 (0.1748) loss_giou_3_hybrid: 0.3611 (0.3926) loss_class_4_hybrid: 0.7039 (0.6958) loss_bbox_4_hybrid: 0.1697 (0.1750) loss_giou_4_hybrid: 0.3635 (0.3926) loss_class_enc_hybrid: 0.7410 (0.7476) loss_bbox_enc_hybrid: 0.1983 (0.2091) loss_giou_enc_hybrid: 0.4273 (0.4508) mem: 1038 max mem: 36965 [2024-01-16 02:22:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:23:52 det.util.engine] INFO: Epoch: [10] [6400/11727] eta: 1:35:32 lr: 0.000010 data_time: 0.0034 iter_time: 1.0835 loss: 23.1511 (24.4332) loss_class: 0.6876 (0.6942) loss_bbox: 0.1602 (0.1640) loss_giou: 0.3009 (0.3661) loss_class_0: 0.8388 (0.8510) loss_bbox_0: 0.1541 (0.1641) loss_giou_0: 0.3033 (0.3699) loss_class_1: 0.7392 (0.7418) loss_bbox_1: 0.1701 (0.1652) loss_giou_1: 0.3089 (0.3690) loss_class_2: 0.7139 (0.7185) loss_bbox_2: 0.1635 (0.1634) loss_giou_2: 0.3115 (0.3664) loss_class_3: 0.6921 (0.7026) loss_bbox_3: 0.1654 (0.1637) loss_giou_3: 0.3066 (0.3664) loss_class_4: 0.6847 (0.6965) loss_bbox_4: 0.1632 (0.1638) loss_giou_4: 0.3068 (0.3661) loss_class_enc: 0.7997 (0.8154) loss_bbox_enc: 0.1866 (0.1879) loss_giou_enc: 0.3458 (0.4066) loss_class_dn: 0.3493 (0.3602) loss_bbox_dn: 0.2193 (0.2237) loss_giou_dn: 0.3512 (0.3953) loss_class_dn_0: 0.4545 (0.4588) loss_bbox_dn_0: 0.3229 (0.3186) loss_giou_dn_0: 0.4526 (0.5127) loss_class_dn_1: 0.3762 (0.3897) loss_bbox_dn_1: 0.2437 (0.2480) loss_giou_dn_1: 0.3772 (0.4270) loss_class_dn_2: 0.3599 (0.3695) loss_bbox_dn_2: 0.2231 (0.2279) loss_giou_dn_2: 0.3569 (0.4020) loss_class_dn_3: 0.3535 (0.3632) loss_bbox_dn_3: 0.2204 (0.2246) loss_giou_dn_3: 0.3533 (0.3969) loss_class_dn_4: 0.3497 (0.3606) loss_bbox_dn_4: 0.2194 (0.2237) loss_giou_dn_4: 0.3513 (0.3953) loss_class_hybrid: 0.6839 (0.6948) loss_bbox_hybrid: 0.1646 (0.1749) loss_giou_hybrid: 0.3099 (0.3922) loss_class_0_hybrid: 0.7725 (0.7697) loss_bbox_0_hybrid: 0.1721 (0.1811) loss_giou_0_hybrid: 0.3294 (0.4052) loss_class_1_hybrid: 0.7173 (0.7239) loss_bbox_1_hybrid: 0.1691 (0.1774) loss_giou_1_hybrid: 0.3156 (0.3973) loss_class_2_hybrid: 0.7159 (0.7096) loss_bbox_2_hybrid: 0.1650 (0.1750) loss_giou_2_hybrid: 0.3157 (0.3934) loss_class_3_hybrid: 0.6855 (0.7003) loss_bbox_3_hybrid: 0.1672 (0.1747) loss_giou_3_hybrid: 0.3089 (0.3925) loss_class_4_hybrid: 0.6815 (0.6958) loss_bbox_4_hybrid: 0.1664 (0.1750) loss_giou_4_hybrid: 0.3094 (0.3924) loss_class_enc_hybrid: 0.7431 (0.7476) loss_bbox_enc_hybrid: 0.1901 (0.2090) loss_giou_enc_hybrid: 0.3774 (0.4507) mem: 1026 max mem: 36965 [2024-01-16 02:23:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:24:45 det.util.engine] INFO: Epoch: [10] [6450/11727] eta: 1:34:38 lr: 0.000010 data_time: 0.0031 iter_time: 1.0556 loss: 23.3571 (24.4237) loss_class: 0.6820 (0.6939) loss_bbox: 0.1462 (0.1640) loss_giou: 0.3281 (0.3660) loss_class_0: 0.8021 (0.8506) loss_bbox_0: 0.1479 (0.1641) loss_giou_0: 0.3384 (0.3698) loss_class_1: 0.7134 (0.7414) loss_bbox_1: 0.1493 (0.1652) loss_giou_1: 0.3449 (0.3689) loss_class_2: 0.6914 (0.7182) loss_bbox_2: 0.1451 (0.1633) loss_giou_2: 0.3320 (0.3662) loss_class_3: 0.6771 (0.7023) loss_bbox_3: 0.1414 (0.1637) loss_giou_3: 0.3298 (0.3662) loss_class_4: 0.6831 (0.6962) loss_bbox_4: 0.1466 (0.1637) loss_giou_4: 0.3305 (0.3660) loss_class_enc: 0.7527 (0.8150) loss_bbox_enc: 0.1650 (0.1879) loss_giou_enc: 0.3791 (0.4065) loss_class_dn: 0.3545 (0.3601) loss_bbox_dn: 0.1989 (0.2236) loss_giou_dn: 0.3747 (0.3952) loss_class_dn_0: 0.4514 (0.4587) loss_bbox_dn_0: 0.2932 (0.3185) loss_giou_dn_0: 0.5101 (0.5125) loss_class_dn_1: 0.3779 (0.3896) loss_bbox_dn_1: 0.2140 (0.2479) loss_giou_dn_1: 0.4069 (0.4269) loss_class_dn_2: 0.3594 (0.3694) loss_bbox_dn_2: 0.1988 (0.2278) loss_giou_dn_2: 0.3845 (0.4018) loss_class_dn_3: 0.3535 (0.3631) loss_bbox_dn_3: 0.1978 (0.2244) loss_giou_dn_3: 0.3769 (0.3967) loss_class_dn_4: 0.3563 (0.3605) loss_bbox_dn_4: 0.1989 (0.2236) loss_giou_dn_4: 0.3746 (0.3951) loss_class_hybrid: 0.6721 (0.6945) loss_bbox_hybrid: 0.1647 (0.1748) loss_giou_hybrid: 0.3606 (0.3920) loss_class_0_hybrid: 0.7376 (0.7694) loss_bbox_0_hybrid: 0.1607 (0.1811) loss_giou_0_hybrid: 0.3665 (0.4050) loss_class_1_hybrid: 0.6838 (0.7236) loss_bbox_1_hybrid: 0.1568 (0.1774) loss_giou_1_hybrid: 0.3557 (0.3972) loss_class_2_hybrid: 0.6789 (0.7093) loss_bbox_2_hybrid: 0.1617 (0.1750) loss_giou_2_hybrid: 0.3571 (0.3932) loss_class_3_hybrid: 0.6678 (0.7000) loss_bbox_3_hybrid: 0.1538 (0.1747) loss_giou_3_hybrid: 0.3523 (0.3923) loss_class_4_hybrid: 0.6704 (0.6955) loss_bbox_4_hybrid: 0.1561 (0.1749) loss_giou_4_hybrid: 0.3521 (0.3923) loss_class_enc_hybrid: 0.7049 (0.7474) loss_bbox_enc_hybrid: 0.1925 (0.2089) loss_giou_enc_hybrid: 0.4059 (0.4505) mem: 1016 max mem: 36965 [2024-01-16 02:24:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:25:41 det.util.engine] INFO: Epoch: [10] [6500/11727] eta: 1:33:46 lr: 0.000010 data_time: 0.0033 iter_time: 1.0880 loss: 24.0586 (24.4197) loss_class: 0.6901 (0.6938) loss_bbox: 0.1542 (0.1639) loss_giou: 0.3579 (0.3659) loss_class_0: 0.8135 (0.8505) loss_bbox_0: 0.1495 (0.1641) loss_giou_0: 0.3441 (0.3698) loss_class_1: 0.7323 (0.7413) loss_bbox_1: 0.1524 (0.1652) loss_giou_1: 0.3591 (0.3689) loss_class_2: 0.7077 (0.7180) loss_bbox_2: 0.1491 (0.1633) loss_giou_2: 0.3532 (0.3662) loss_class_3: 0.7006 (0.7022) loss_bbox_3: 0.1538 (0.1637) loss_giou_3: 0.3395 (0.3662) loss_class_4: 0.6932 (0.6961) loss_bbox_4: 0.1440 (0.1637) loss_giou_4: 0.3457 (0.3659) loss_class_enc: 0.7926 (0.8150) loss_bbox_enc: 0.1682 (0.1878) loss_giou_enc: 0.3757 (0.4065) loss_class_dn: 0.3541 (0.3600) loss_bbox_dn: 0.2029 (0.2235) loss_giou_dn: 0.3687 (0.3951) loss_class_dn_0: 0.4530 (0.4587) loss_bbox_dn_0: 0.2659 (0.3184) loss_giou_dn_0: 0.4838 (0.5124) loss_class_dn_1: 0.3813 (0.3896) loss_bbox_dn_1: 0.2226 (0.2478) loss_giou_dn_1: 0.4036 (0.4268) loss_class_dn_2: 0.3650 (0.3693) loss_bbox_dn_2: 0.2068 (0.2277) loss_giou_dn_2: 0.3796 (0.4017) loss_class_dn_3: 0.3555 (0.3630) loss_bbox_dn_3: 0.2029 (0.2243) loss_giou_dn_3: 0.3708 (0.3966) loss_class_dn_4: 0.3548 (0.3604) loss_bbox_dn_4: 0.2030 (0.2235) loss_giou_dn_4: 0.3688 (0.3950) loss_class_hybrid: 0.7004 (0.6944) loss_bbox_hybrid: 0.1594 (0.1748) loss_giou_hybrid: 0.3814 (0.3920) loss_class_0_hybrid: 0.7698 (0.7693) loss_bbox_0_hybrid: 0.1599 (0.1810) loss_giou_0_hybrid: 0.3864 (0.4050) loss_class_1_hybrid: 0.7237 (0.7235) loss_bbox_1_hybrid: 0.1543 (0.1773) loss_giou_1_hybrid: 0.3816 (0.3971) loss_class_2_hybrid: 0.7048 (0.7092) loss_bbox_2_hybrid: 0.1588 (0.1749) loss_giou_2_hybrid: 0.3794 (0.3932) loss_class_3_hybrid: 0.6979 (0.6999) loss_bbox_3_hybrid: 0.1611 (0.1746) loss_giou_3_hybrid: 0.3799 (0.3923) loss_class_4_hybrid: 0.6999 (0.6954) loss_bbox_4_hybrid: 0.1594 (0.1748) loss_giou_4_hybrid: 0.3754 (0.3923) loss_class_enc_hybrid: 0.7422 (0.7474) loss_bbox_enc_hybrid: 0.1921 (0.2088) loss_giou_enc_hybrid: 0.4375 (0.4505) mem: 1032 max mem: 36965 [2024-01-16 02:25:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:26:34 det.util.engine] INFO: Epoch: [10] [6550/11727] eta: 1:32:52 lr: 0.000010 data_time: 0.0036 iter_time: 1.0629 loss: 23.9668 (24.4211) loss_class: 0.7001 (0.6939) loss_bbox: 0.1574 (0.1639) loss_giou: 0.3438 (0.3659) loss_class_0: 0.8675 (0.8507) loss_bbox_0: 0.1547 (0.1641) loss_giou_0: 0.3388 (0.3697) loss_class_1: 0.7613 (0.7414) loss_bbox_1: 0.1617 (0.1652) loss_giou_1: 0.3366 (0.3689) loss_class_2: 0.7422 (0.7181) loss_bbox_2: 0.1562 (0.1633) loss_giou_2: 0.3464 (0.3662) loss_class_3: 0.7211 (0.7023) loss_bbox_3: 0.1618 (0.1637) loss_giou_3: 0.3444 (0.3662) loss_class_4: 0.7079 (0.6962) loss_bbox_4: 0.1582 (0.1637) loss_giou_4: 0.3479 (0.3659) loss_class_enc: 0.8248 (0.8151) loss_bbox_enc: 0.1828 (0.1878) loss_giou_enc: 0.3766 (0.4064) loss_class_dn: 0.3441 (0.3600) loss_bbox_dn: 0.2176 (0.2235) loss_giou_dn: 0.3745 (0.3951) loss_class_dn_0: 0.4469 (0.4587) loss_bbox_dn_0: 0.3154 (0.3184) loss_giou_dn_0: 0.4969 (0.5124) loss_class_dn_1: 0.3829 (0.3896) loss_bbox_dn_1: 0.2556 (0.2479) loss_giou_dn_1: 0.4036 (0.4268) loss_class_dn_2: 0.3563 (0.3693) loss_bbox_dn_2: 0.2199 (0.2277) loss_giou_dn_2: 0.3760 (0.4017) loss_class_dn_3: 0.3489 (0.3630) loss_bbox_dn_3: 0.2173 (0.2244) loss_giou_dn_3: 0.3765 (0.3966) loss_class_dn_4: 0.3449 (0.3604) loss_bbox_dn_4: 0.2176 (0.2235) loss_giou_dn_4: 0.3746 (0.3951) loss_class_hybrid: 0.7154 (0.6945) loss_bbox_hybrid: 0.1770 (0.1748) loss_giou_hybrid: 0.3774 (0.3920) loss_class_0_hybrid: 0.7800 (0.7694) loss_bbox_0_hybrid: 0.1765 (0.1810) loss_giou_0_hybrid: 0.3797 (0.4050) loss_class_1_hybrid: 0.7332 (0.7235) loss_bbox_1_hybrid: 0.1843 (0.1774) loss_giou_1_hybrid: 0.3865 (0.3972) loss_class_2_hybrid: 0.7106 (0.7092) loss_bbox_2_hybrid: 0.1798 (0.1749) loss_giou_2_hybrid: 0.3763 (0.3932) loss_class_3_hybrid: 0.7160 (0.7000) loss_bbox_3_hybrid: 0.1783 (0.1747) loss_giou_3_hybrid: 0.3753 (0.3923) loss_class_4_hybrid: 0.7138 (0.6955) loss_bbox_4_hybrid: 0.1767 (0.1749) loss_giou_4_hybrid: 0.3745 (0.3923) loss_class_enc_hybrid: 0.7655 (0.7474) loss_bbox_enc_hybrid: 0.2024 (0.2089) loss_giou_enc_hybrid: 0.4199 (0.4505) mem: 1023 max mem: 36965 [2024-01-16 02:26:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:27:28 det.util.engine] INFO: Epoch: [10] [6600/11727] eta: 1:31:58 lr: 0.000010 data_time: 0.0036 iter_time: 1.0833 loss: 23.7914 (24.4207) loss_class: 0.6598 (0.6939) loss_bbox: 0.1515 (0.1640) loss_giou: 0.3741 (0.3659) loss_class_0: 0.8065 (0.8506) loss_bbox_0: 0.1566 (0.1641) loss_giou_0: 0.3698 (0.3697) loss_class_1: 0.7028 (0.7413) loss_bbox_1: 0.1614 (0.1652) loss_giou_1: 0.3722 (0.3689) loss_class_2: 0.6773 (0.7180) loss_bbox_2: 0.1501 (0.1633) loss_giou_2: 0.3702 (0.3662) loss_class_3: 0.6771 (0.7022) loss_bbox_3: 0.1518 (0.1637) loss_giou_3: 0.3716 (0.3662) loss_class_4: 0.6706 (0.6962) loss_bbox_4: 0.1515 (0.1637) loss_giou_4: 0.3713 (0.3659) loss_class_enc: 0.7662 (0.8150) loss_bbox_enc: 0.1857 (0.1879) loss_giou_enc: 0.3995 (0.4064) loss_class_dn: 0.3600 (0.3600) loss_bbox_dn: 0.2093 (0.2236) loss_giou_dn: 0.3877 (0.3950) loss_class_dn_0: 0.4583 (0.4587) loss_bbox_dn_0: 0.3220 (0.3185) loss_giou_dn_0: 0.4975 (0.5124) loss_class_dn_1: 0.3863 (0.3895) loss_bbox_dn_1: 0.2465 (0.2479) loss_giou_dn_1: 0.4209 (0.4268) loss_class_dn_2: 0.3703 (0.3693) loss_bbox_dn_2: 0.2142 (0.2278) loss_giou_dn_2: 0.3996 (0.4017) loss_class_dn_3: 0.3647 (0.3630) loss_bbox_dn_3: 0.2091 (0.2244) loss_giou_dn_3: 0.3901 (0.3966) loss_class_dn_4: 0.3609 (0.3604) loss_bbox_dn_4: 0.2092 (0.2236) loss_giou_dn_4: 0.3878 (0.3950) loss_class_hybrid: 0.6531 (0.6945) loss_bbox_hybrid: 0.1586 (0.1748) loss_giou_hybrid: 0.3893 (0.3920) loss_class_0_hybrid: 0.7148 (0.7694) loss_bbox_0_hybrid: 0.1639 (0.1810) loss_giou_0_hybrid: 0.4043 (0.4049) loss_class_1_hybrid: 0.6833 (0.7235) loss_bbox_1_hybrid: 0.1640 (0.1774) loss_giou_1_hybrid: 0.4010 (0.3971) loss_class_2_hybrid: 0.6638 (0.7092) loss_bbox_2_hybrid: 0.1612 (0.1750) loss_giou_2_hybrid: 0.3937 (0.3932) loss_class_3_hybrid: 0.6579 (0.6999) loss_bbox_3_hybrid: 0.1589 (0.1747) loss_giou_3_hybrid: 0.3904 (0.3923) loss_class_4_hybrid: 0.6559 (0.6955) loss_bbox_4_hybrid: 0.1588 (0.1749) loss_giou_4_hybrid: 0.3896 (0.3922) loss_class_enc_hybrid: 0.7060 (0.7474) loss_bbox_enc_hybrid: 0.2037 (0.2089) loss_giou_enc_hybrid: 0.4457 (0.4504) mem: 1021 max mem: 36965 [2024-01-16 02:27:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:28:23 det.util.engine] INFO: Epoch: [10] [6650/11727] eta: 1:31:05 lr: 0.000010 data_time: 0.0038 iter_time: 1.0860 loss: 24.4497 (24.4199) loss_class: 0.6808 (0.6938) loss_bbox: 0.1780 (0.1640) loss_giou: 0.3650 (0.3659) loss_class_0: 0.8409 (0.8504) loss_bbox_0: 0.1748 (0.1641) loss_giou_0: 0.3581 (0.3698) loss_class_1: 0.7284 (0.7412) loss_bbox_1: 0.1754 (0.1652) loss_giou_1: 0.3708 (0.3689) loss_class_2: 0.6936 (0.7179) loss_bbox_2: 0.1754 (0.1634) loss_giou_2: 0.3672 (0.3662) loss_class_3: 0.6921 (0.7022) loss_bbox_3: 0.1697 (0.1637) loss_giou_3: 0.3669 (0.3662) loss_class_4: 0.6878 (0.6962) loss_bbox_4: 0.1705 (0.1637) loss_giou_4: 0.3781 (0.3659) loss_class_enc: 0.7998 (0.8149) loss_bbox_enc: 0.1971 (0.1879) loss_giou_enc: 0.4071 (0.4064) loss_class_dn: 0.3695 (0.3600) loss_bbox_dn: 0.2269 (0.2236) loss_giou_dn: 0.4020 (0.3950) loss_class_dn_0: 0.4639 (0.4586) loss_bbox_dn_0: 0.3463 (0.3184) loss_giou_dn_0: 0.5144 (0.5124) loss_class_dn_1: 0.3934 (0.3895) loss_bbox_dn_1: 0.2630 (0.2479) loss_giou_dn_1: 0.4274 (0.4268) loss_class_dn_2: 0.3762 (0.3693) loss_bbox_dn_2: 0.2313 (0.2278) loss_giou_dn_2: 0.4059 (0.4017) loss_class_dn_3: 0.3720 (0.3630) loss_bbox_dn_3: 0.2272 (0.2244) loss_giou_dn_3: 0.4016 (0.3966) loss_class_dn_4: 0.3698 (0.3604) loss_bbox_dn_4: 0.2271 (0.2236) loss_giou_dn_4: 0.4018 (0.3950) loss_class_hybrid: 0.6982 (0.6944) loss_bbox_hybrid: 0.1997 (0.1749) loss_giou_hybrid: 0.3860 (0.3920) loss_class_0_hybrid: 0.7649 (0.7693) loss_bbox_0_hybrid: 0.1975 (0.1811) loss_giou_0_hybrid: 0.4055 (0.4050) loss_class_1_hybrid: 0.7239 (0.7234) loss_bbox_1_hybrid: 0.1999 (0.1774) loss_giou_1_hybrid: 0.4038 (0.3972) loss_class_2_hybrid: 0.7087 (0.7091) loss_bbox_2_hybrid: 0.1974 (0.1750) loss_giou_2_hybrid: 0.3918 (0.3932) loss_class_3_hybrid: 0.6973 (0.6998) loss_bbox_3_hybrid: 0.1963 (0.1747) loss_giou_3_hybrid: 0.3899 (0.3923) loss_class_4_hybrid: 0.6890 (0.6954) loss_bbox_4_hybrid: 0.1968 (0.1749) loss_giou_4_hybrid: 0.3905 (0.3923) loss_class_enc_hybrid: 0.7259 (0.7473) loss_bbox_enc_hybrid: 0.2230 (0.2089) loss_giou_enc_hybrid: 0.4345 (0.4505) mem: 1024 max mem: 36965 [2024-01-16 02:28:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:29:15 det.util.engine] INFO: Epoch: [10] [6700/11727] eta: 1:30:10 lr: 0.000010 data_time: 0.0035 iter_time: 1.0319 loss: 24.0294 (24.4177) loss_class: 0.6758 (0.6939) loss_bbox: 0.1382 (0.1640) loss_giou: 0.3496 (0.3657) loss_class_0: 0.8267 (0.8504) loss_bbox_0: 0.1385 (0.1642) loss_giou_0: 0.3547 (0.3696) loss_class_1: 0.7347 (0.7413) loss_bbox_1: 0.1503 (0.1653) loss_giou_1: 0.3617 (0.3687) loss_class_2: 0.7068 (0.7180) loss_bbox_2: 0.1361 (0.1634) loss_giou_2: 0.3561 (0.3660) loss_class_3: 0.6984 (0.7022) loss_bbox_3: 0.1386 (0.1637) loss_giou_3: 0.3492 (0.3660) loss_class_4: 0.6794 (0.6962) loss_bbox_4: 0.1382 (0.1637) loss_giou_4: 0.3497 (0.3657) loss_class_enc: 0.8134 (0.8150) loss_bbox_enc: 0.1602 (0.1879) loss_giou_enc: 0.3868 (0.4062) loss_class_dn: 0.3461 (0.3599) loss_bbox_dn: 0.1968 (0.2236) loss_giou_dn: 0.3791 (0.3949) loss_class_dn_0: 0.4549 (0.4586) loss_bbox_dn_0: 0.2924 (0.3185) loss_giou_dn_0: 0.4870 (0.5122) loss_class_dn_1: 0.3821 (0.3895) loss_bbox_dn_1: 0.2249 (0.2480) loss_giou_dn_1: 0.4140 (0.4267) loss_class_dn_2: 0.3625 (0.3692) loss_bbox_dn_2: 0.2047 (0.2278) loss_giou_dn_2: 0.3821 (0.4016) loss_class_dn_3: 0.3546 (0.3629) loss_bbox_dn_3: 0.1990 (0.2245) loss_giou_dn_3: 0.3809 (0.3964) loss_class_dn_4: 0.3486 (0.3603) loss_bbox_dn_4: 0.1969 (0.2236) loss_giou_dn_4: 0.3791 (0.3949) loss_class_hybrid: 0.6876 (0.6944) loss_bbox_hybrid: 0.1481 (0.1749) loss_giou_hybrid: 0.3787 (0.3918) loss_class_0_hybrid: 0.7486 (0.7694) loss_bbox_0_hybrid: 0.1602 (0.1811) loss_giou_0_hybrid: 0.3901 (0.4048) loss_class_1_hybrid: 0.6992 (0.7234) loss_bbox_1_hybrid: 0.1544 (0.1775) loss_giou_1_hybrid: 0.3897 (0.3970) loss_class_2_hybrid: 0.7032 (0.7091) loss_bbox_2_hybrid: 0.1486 (0.1750) loss_giou_2_hybrid: 0.3860 (0.3930) loss_class_3_hybrid: 0.6986 (0.6998) loss_bbox_3_hybrid: 0.1467 (0.1748) loss_giou_3_hybrid: 0.3811 (0.3922) loss_class_4_hybrid: 0.6959 (0.6954) loss_bbox_4_hybrid: 0.1475 (0.1750) loss_giou_4_hybrid: 0.3813 (0.3921) loss_class_enc_hybrid: 0.7423 (0.7474) loss_bbox_enc_hybrid: 0.1856 (0.2089) loss_giou_enc_hybrid: 0.4359 (0.4503) mem: 1028 max mem: 36965 [2024-01-16 02:29:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:30:10 det.util.engine] INFO: Epoch: [10] [6750/11727] eta: 1:29:17 lr: 0.000010 data_time: 0.0035 iter_time: 1.0899 loss: 24.3329 (24.4173) loss_class: 0.6539 (0.6937) loss_bbox: 0.1621 (0.1640) loss_giou: 0.3968 (0.3659) loss_class_0: 0.7992 (0.8502) loss_bbox_0: 0.1574 (0.1641) loss_giou_0: 0.3920 (0.3697) loss_class_1: 0.7136 (0.7411) loss_bbox_1: 0.1696 (0.1653) loss_giou_1: 0.3849 (0.3689) loss_class_2: 0.6814 (0.7178) loss_bbox_2: 0.1632 (0.1634) loss_giou_2: 0.3844 (0.3662) loss_class_3: 0.6789 (0.7021) loss_bbox_3: 0.1642 (0.1637) loss_giou_3: 0.3911 (0.3662) loss_class_4: 0.6553 (0.6961) loss_bbox_4: 0.1637 (0.1637) loss_giou_4: 0.3774 (0.3659) loss_class_enc: 0.7790 (0.8149) loss_bbox_enc: 0.1838 (0.1879) loss_giou_enc: 0.4329 (0.4064) loss_class_dn: 0.3712 (0.3599) loss_bbox_dn: 0.2043 (0.2235) loss_giou_dn: 0.4138 (0.3950) loss_class_dn_0: 0.4611 (0.4586) loss_bbox_dn_0: 0.2897 (0.3183) loss_giou_dn_0: 0.5354 (0.5123) loss_class_dn_1: 0.3980 (0.3895) loss_bbox_dn_1: 0.2309 (0.2478) loss_giou_dn_1: 0.4459 (0.4267) loss_class_dn_2: 0.3749 (0.3692) loss_bbox_dn_2: 0.2114 (0.2277) loss_giou_dn_2: 0.4224 (0.4017) loss_class_dn_3: 0.3705 (0.3629) loss_bbox_dn_3: 0.2056 (0.2244) loss_giou_dn_3: 0.4161 (0.3965) loss_class_dn_4: 0.3700 (0.3603) loss_bbox_dn_4: 0.2041 (0.2235) loss_giou_dn_4: 0.4137 (0.3950) loss_class_hybrid: 0.6603 (0.6942) loss_bbox_hybrid: 0.1681 (0.1749) loss_giou_hybrid: 0.4161 (0.3920) loss_class_0_hybrid: 0.7220 (0.7691) loss_bbox_0_hybrid: 0.1902 (0.1811) loss_giou_0_hybrid: 0.4282 (0.4050) loss_class_1_hybrid: 0.6760 (0.7232) loss_bbox_1_hybrid: 0.1790 (0.1775) loss_giou_1_hybrid: 0.4249 (0.3972) loss_class_2_hybrid: 0.6575 (0.7089) loss_bbox_2_hybrid: 0.1701 (0.1750) loss_giou_2_hybrid: 0.4199 (0.3932) loss_class_3_hybrid: 0.6594 (0.6996) loss_bbox_3_hybrid: 0.1701 (0.1748) loss_giou_3_hybrid: 0.4185 (0.3924) loss_class_4_hybrid: 0.6612 (0.6952) loss_bbox_4_hybrid: 0.1688 (0.1750) loss_giou_4_hybrid: 0.4165 (0.3923) loss_class_enc_hybrid: 0.7137 (0.7472) loss_bbox_enc_hybrid: 0.2130 (0.2089) loss_giou_enc_hybrid: 0.4726 (0.4504) mem: 1018 max mem: 36965 [2024-01-16 02:30:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:31:03 det.util.engine] INFO: Epoch: [10] [6800/11727] eta: 1:28:23 lr: 0.000010 data_time: 0.0034 iter_time: 1.0890 loss: 24.5096 (24.4146) loss_class: 0.7011 (0.6937) loss_bbox: 0.1520 (0.1640) loss_giou: 0.3731 (0.3659) loss_class_0: 0.8349 (0.8502) loss_bbox_0: 0.1566 (0.1641) loss_giou_0: 0.3746 (0.3697) loss_class_1: 0.7342 (0.7411) loss_bbox_1: 0.1518 (0.1653) loss_giou_1: 0.3746 (0.3688) loss_class_2: 0.7084 (0.7178) loss_bbox_2: 0.1507 (0.1634) loss_giou_2: 0.3748 (0.3662) loss_class_3: 0.6844 (0.7021) loss_bbox_3: 0.1512 (0.1637) loss_giou_3: 0.3726 (0.3661) loss_class_4: 0.6839 (0.6960) loss_bbox_4: 0.1523 (0.1637) loss_giou_4: 0.3728 (0.3658) loss_class_enc: 0.8209 (0.8148) loss_bbox_enc: 0.1723 (0.1879) loss_giou_enc: 0.4101 (0.4063) loss_class_dn: 0.3648 (0.3599) loss_bbox_dn: 0.1916 (0.2234) loss_giou_dn: 0.4108 (0.3949) loss_class_dn_0: 0.4518 (0.4586) loss_bbox_dn_0: 0.2750 (0.3182) loss_giou_dn_0: 0.5213 (0.5122) loss_class_dn_1: 0.3907 (0.3895) loss_bbox_dn_1: 0.2067 (0.2477) loss_giou_dn_1: 0.4427 (0.4266) loss_class_dn_2: 0.3736 (0.3692) loss_bbox_dn_2: 0.1960 (0.2276) loss_giou_dn_2: 0.4126 (0.4016) loss_class_dn_3: 0.3673 (0.3629) loss_bbox_dn_3: 0.1926 (0.2243) loss_giou_dn_3: 0.4116 (0.3964) loss_class_dn_4: 0.3678 (0.3603) loss_bbox_dn_4: 0.1917 (0.2234) loss_giou_dn_4: 0.4108 (0.3949) loss_class_hybrid: 0.6764 (0.6941) loss_bbox_hybrid: 0.1590 (0.1749) loss_giou_hybrid: 0.3994 (0.3920) loss_class_0_hybrid: 0.7612 (0.7691) loss_bbox_0_hybrid: 0.1650 (0.1811) loss_giou_0_hybrid: 0.4154 (0.4049) loss_class_1_hybrid: 0.7083 (0.7231) loss_bbox_1_hybrid: 0.1606 (0.1775) loss_giou_1_hybrid: 0.4178 (0.3972) loss_class_2_hybrid: 0.6962 (0.7089) loss_bbox_2_hybrid: 0.1630 (0.1750) loss_giou_2_hybrid: 0.4031 (0.3932) loss_class_3_hybrid: 0.7023 (0.6996) loss_bbox_3_hybrid: 0.1574 (0.1747) loss_giou_3_hybrid: 0.4046 (0.3923) loss_class_4_hybrid: 0.6793 (0.6951) loss_bbox_4_hybrid: 0.1593 (0.1750) loss_giou_4_hybrid: 0.4026 (0.3922) loss_class_enc_hybrid: 0.7329 (0.7472) loss_bbox_enc_hybrid: 0.1849 (0.2089) loss_giou_enc_hybrid: 0.4697 (0.4504) mem: 1036 max mem: 36965 [2024-01-16 02:31:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:32:01 det.util.engine] INFO: Epoch: [10] [6850/11727] eta: 1:27:32 lr: 0.000010 data_time: 0.0034 iter_time: 1.0741 loss: 23.3790 (24.4116) loss_class: 0.6680 (0.6935) loss_bbox: 0.1422 (0.1639) loss_giou: 0.3356 (0.3659) loss_class_0: 0.8199 (0.8500) loss_bbox_0: 0.1530 (0.1641) loss_giou_0: 0.3360 (0.3697) loss_class_1: 0.7274 (0.7409) loss_bbox_1: 0.1565 (0.1652) loss_giou_1: 0.3351 (0.3688) loss_class_2: 0.6900 (0.7176) loss_bbox_2: 0.1423 (0.1633) loss_giou_2: 0.3507 (0.3662) loss_class_3: 0.6737 (0.7020) loss_bbox_3: 0.1416 (0.1636) loss_giou_3: 0.3363 (0.3661) loss_class_4: 0.6736 (0.6959) loss_bbox_4: 0.1444 (0.1637) loss_giou_4: 0.3360 (0.3658) loss_class_enc: 0.7974 (0.8147) loss_bbox_enc: 0.1842 (0.1878) loss_giou_enc: 0.3582 (0.4063) loss_class_dn: 0.3522 (0.3599) loss_bbox_dn: 0.2261 (0.2234) loss_giou_dn: 0.3628 (0.3950) loss_class_dn_0: 0.4483 (0.4586) loss_bbox_dn_0: 0.3092 (0.3181) loss_giou_dn_0: 0.4951 (0.5122) loss_class_dn_1: 0.3905 (0.3895) loss_bbox_dn_1: 0.2625 (0.2477) loss_giou_dn_1: 0.3978 (0.4267) loss_class_dn_2: 0.3667 (0.3692) loss_bbox_dn_2: 0.2335 (0.2276) loss_giou_dn_2: 0.3678 (0.4016) loss_class_dn_3: 0.3562 (0.3629) loss_bbox_dn_3: 0.2253 (0.2242) loss_giou_dn_3: 0.3654 (0.3965) loss_class_dn_4: 0.3534 (0.3603) loss_bbox_dn_4: 0.2261 (0.2234) loss_giou_dn_4: 0.3628 (0.3949) loss_class_hybrid: 0.6753 (0.6940) loss_bbox_hybrid: 0.1611 (0.1748) loss_giou_hybrid: 0.3534 (0.3920) loss_class_0_hybrid: 0.7581 (0.7690) loss_bbox_0_hybrid: 0.1725 (0.1810) loss_giou_0_hybrid: 0.3545 (0.4049) loss_class_1_hybrid: 0.7030 (0.7229) loss_bbox_1_hybrid: 0.1749 (0.1774) loss_giou_1_hybrid: 0.3501 (0.3972) loss_class_2_hybrid: 0.6767 (0.7087) loss_bbox_2_hybrid: 0.1718 (0.1749) loss_giou_2_hybrid: 0.3546 (0.3932) loss_class_3_hybrid: 0.6812 (0.6995) loss_bbox_3_hybrid: 0.1721 (0.1747) loss_giou_3_hybrid: 0.3566 (0.3923) loss_class_4_hybrid: 0.6747 (0.6950) loss_bbox_4_hybrid: 0.1628 (0.1749) loss_giou_4_hybrid: 0.3566 (0.3922) loss_class_enc_hybrid: 0.7394 (0.7471) loss_bbox_enc_hybrid: 0.2069 (0.2088) loss_giou_enc_hybrid: 0.4051 (0.4504) mem: 1028 max mem: 36965 [2024-01-16 02:32:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:32:54 det.util.engine] INFO: Epoch: [10] [6900/11727] eta: 1:26:37 lr: 0.000010 data_time: 0.0034 iter_time: 1.0590 loss: 24.9489 (24.4118) loss_class: 0.6846 (0.6935) loss_bbox: 0.1654 (0.1639) loss_giou: 0.3910 (0.3660) loss_class_0: 0.8385 (0.8500) loss_bbox_0: 0.1597 (0.1640) loss_giou_0: 0.3798 (0.3698) loss_class_1: 0.7211 (0.7409) loss_bbox_1: 0.1678 (0.1652) loss_giou_1: 0.3944 (0.3689) loss_class_2: 0.6987 (0.7176) loss_bbox_2: 0.1714 (0.1633) loss_giou_2: 0.3818 (0.3663) loss_class_3: 0.6847 (0.7019) loss_bbox_3: 0.1678 (0.1636) loss_giou_3: 0.3900 (0.3662) loss_class_4: 0.6883 (0.6958) loss_bbox_4: 0.1652 (0.1637) loss_giou_4: 0.3879 (0.3659) loss_class_enc: 0.8082 (0.8147) loss_bbox_enc: 0.1780 (0.1878) loss_giou_enc: 0.4130 (0.4064) loss_class_dn: 0.3616 (0.3599) loss_bbox_dn: 0.2252 (0.2233) loss_giou_dn: 0.3821 (0.3950) loss_class_dn_0: 0.4573 (0.4585) loss_bbox_dn_0: 0.3235 (0.3181) loss_giou_dn_0: 0.5147 (0.5122) loss_class_dn_1: 0.3929 (0.3895) loss_bbox_dn_1: 0.2439 (0.2476) loss_giou_dn_1: 0.4261 (0.4267) loss_class_dn_2: 0.3702 (0.3692) loss_bbox_dn_2: 0.2273 (0.2275) loss_giou_dn_2: 0.3854 (0.4016) loss_class_dn_3: 0.3639 (0.3629) loss_bbox_dn_3: 0.2241 (0.2242) loss_giou_dn_3: 0.3841 (0.3965) loss_class_dn_4: 0.3611 (0.3603) loss_bbox_dn_4: 0.2253 (0.2233) loss_giou_dn_4: 0.3821 (0.3950) loss_class_hybrid: 0.6951 (0.6939) loss_bbox_hybrid: 0.1715 (0.1748) loss_giou_hybrid: 0.4110 (0.3921) loss_class_0_hybrid: 0.7584 (0.7690) loss_bbox_0_hybrid: 0.1783 (0.1810) loss_giou_0_hybrid: 0.4201 (0.4050) loss_class_1_hybrid: 0.7243 (0.7229) loss_bbox_1_hybrid: 0.1741 (0.1774) loss_giou_1_hybrid: 0.4184 (0.3973) loss_class_2_hybrid: 0.7063 (0.7086) loss_bbox_2_hybrid: 0.1724 (0.1749) loss_giou_2_hybrid: 0.4145 (0.3933) loss_class_3_hybrid: 0.6913 (0.6994) loss_bbox_3_hybrid: 0.1707 (0.1747) loss_giou_3_hybrid: 0.4113 (0.3924) loss_class_4_hybrid: 0.6913 (0.6949) loss_bbox_4_hybrid: 0.1719 (0.1749) loss_giou_4_hybrid: 0.4107 (0.3923) loss_class_enc_hybrid: 0.7481 (0.7470) loss_bbox_enc_hybrid: 0.2145 (0.2088) loss_giou_enc_hybrid: 0.4489 (0.4505) mem: 1028 max mem: 36965 [2024-01-16 02:32:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:33:48 det.util.engine] INFO: Epoch: [10] [6950/11727] eta: 1:25:44 lr: 0.000010 data_time: 0.0035 iter_time: 1.1088 loss: 23.9276 (24.4105) loss_class: 0.6654 (0.6935) loss_bbox: 0.1468 (0.1639) loss_giou: 0.3926 (0.3659) loss_class_0: 0.8457 (0.8500) loss_bbox_0: 0.1450 (0.1640) loss_giou_0: 0.3932 (0.3698) loss_class_1: 0.7442 (0.7409) loss_bbox_1: 0.1394 (0.1652) loss_giou_1: 0.3964 (0.3689) loss_class_2: 0.7001 (0.7176) loss_bbox_2: 0.1457 (0.1633) loss_giou_2: 0.3910 (0.3663) loss_class_3: 0.6762 (0.7020) loss_bbox_3: 0.1467 (0.1636) loss_giou_3: 0.3897 (0.3662) loss_class_4: 0.6735 (0.6959) loss_bbox_4: 0.1469 (0.1636) loss_giou_4: 0.3937 (0.3659) loss_class_enc: 0.7926 (0.8147) loss_bbox_enc: 0.1635 (0.1878) loss_giou_enc: 0.4344 (0.4064) loss_class_dn: 0.3635 (0.3599) loss_bbox_dn: 0.1760 (0.2232) loss_giou_dn: 0.4129 (0.3950) loss_class_dn_0: 0.4504 (0.4585) loss_bbox_dn_0: 0.2609 (0.3180) loss_giou_dn_0: 0.5236 (0.5122) loss_class_dn_1: 0.3902 (0.3894) loss_bbox_dn_1: 0.2042 (0.2475) loss_giou_dn_1: 0.4468 (0.4267) loss_class_dn_2: 0.3726 (0.3692) loss_bbox_dn_2: 0.1824 (0.2275) loss_giou_dn_2: 0.4198 (0.4016) loss_class_dn_3: 0.3669 (0.3629) loss_bbox_dn_3: 0.1775 (0.2241) loss_giou_dn_3: 0.4141 (0.3965) loss_class_dn_4: 0.3650 (0.3603) loss_bbox_dn_4: 0.1759 (0.2232) loss_giou_dn_4: 0.4129 (0.3950) loss_class_hybrid: 0.6866 (0.6939) loss_bbox_hybrid: 0.1598 (0.1747) loss_giou_hybrid: 0.4147 (0.3921) loss_class_0_hybrid: 0.7582 (0.7690) loss_bbox_0_hybrid: 0.1566 (0.1809) loss_giou_0_hybrid: 0.4339 (0.4050) loss_class_1_hybrid: 0.7025 (0.7229) loss_bbox_1_hybrid: 0.1622 (0.1773) loss_giou_1_hybrid: 0.4207 (0.3973) loss_class_2_hybrid: 0.6957 (0.7087) loss_bbox_2_hybrid: 0.1592 (0.1749) loss_giou_2_hybrid: 0.4175 (0.3933) loss_class_3_hybrid: 0.6896 (0.6994) loss_bbox_3_hybrid: 0.1578 (0.1746) loss_giou_3_hybrid: 0.4148 (0.3924) loss_class_4_hybrid: 0.6837 (0.6949) loss_bbox_4_hybrid: 0.1608 (0.1748) loss_giou_4_hybrid: 0.4136 (0.3923) loss_class_enc_hybrid: 0.7346 (0.7470) loss_bbox_enc_hybrid: 0.1812 (0.2088) loss_giou_enc_hybrid: 0.4617 (0.4505) mem: 1036 max mem: 36965 [2024-01-16 02:33:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:34:42 det.util.engine] INFO: Epoch: [10] [7000/11727] eta: 1:24:49 lr: 0.000010 data_time: 0.0035 iter_time: 1.0541 loss: 23.7357 (24.4085) loss_class: 0.6735 (0.6936) loss_bbox: 0.1430 (0.1638) loss_giou: 0.3392 (0.3659) loss_class_0: 0.8524 (0.8501) loss_bbox_0: 0.1483 (0.1640) loss_giou_0: 0.3329 (0.3697) loss_class_1: 0.7135 (0.7409) loss_bbox_1: 0.1462 (0.1651) loss_giou_1: 0.3340 (0.3689) loss_class_2: 0.6974 (0.7176) loss_bbox_2: 0.1443 (0.1632) loss_giou_2: 0.3426 (0.3662) loss_class_3: 0.6762 (0.7020) loss_bbox_3: 0.1445 (0.1635) loss_giou_3: 0.3397 (0.3661) loss_class_4: 0.6688 (0.6959) loss_bbox_4: 0.1431 (0.1636) loss_giou_4: 0.3412 (0.3659) loss_class_enc: 0.8106 (0.8147) loss_bbox_enc: 0.1799 (0.1877) loss_giou_enc: 0.3722 (0.4063) loss_class_dn: 0.3582 (0.3599) loss_bbox_dn: 0.1947 (0.2232) loss_giou_dn: 0.3742 (0.3949) loss_class_dn_0: 0.4549 (0.4585) loss_bbox_dn_0: 0.3042 (0.3179) loss_giou_dn_0: 0.4945 (0.5120) loss_class_dn_1: 0.3898 (0.3894) loss_bbox_dn_1: 0.2130 (0.2475) loss_giou_dn_1: 0.4163 (0.4266) loss_class_dn_2: 0.3696 (0.3692) loss_bbox_dn_2: 0.1993 (0.2274) loss_giou_dn_2: 0.3953 (0.4015) loss_class_dn_3: 0.3637 (0.3629) loss_bbox_dn_3: 0.1950 (0.2241) loss_giou_dn_3: 0.3772 (0.3964) loss_class_dn_4: 0.3605 (0.3603) loss_bbox_dn_4: 0.1948 (0.2232) loss_giou_dn_4: 0.3739 (0.3949) loss_class_hybrid: 0.6908 (0.6939) loss_bbox_hybrid: 0.1567 (0.1747) loss_giou_hybrid: 0.3528 (0.3920) loss_class_0_hybrid: 0.8057 (0.7690) loss_bbox_0_hybrid: 0.1653 (0.1809) loss_giou_0_hybrid: 0.3631 (0.4050) loss_class_1_hybrid: 0.7260 (0.7229) loss_bbox_1_hybrid: 0.1591 (0.1773) loss_giou_1_hybrid: 0.3590 (0.3972) loss_class_2_hybrid: 0.7008 (0.7087) loss_bbox_2_hybrid: 0.1582 (0.1749) loss_giou_2_hybrid: 0.3555 (0.3932) loss_class_3_hybrid: 0.6863 (0.6994) loss_bbox_3_hybrid: 0.1557 (0.1746) loss_giou_3_hybrid: 0.3557 (0.3923) loss_class_4_hybrid: 0.6918 (0.6950) loss_bbox_4_hybrid: 0.1538 (0.1748) loss_giou_4_hybrid: 0.3541 (0.3923) loss_class_enc_hybrid: 0.7846 (0.7471) loss_bbox_enc_hybrid: 0.1953 (0.2087) loss_giou_enc_hybrid: 0.4011 (0.4504) mem: 1017 max mem: 36965 [2024-01-16 02:34:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:35:35 det.util.engine] INFO: Epoch: [10] [7050/11727] eta: 1:23:55 lr: 0.000010 data_time: 0.0033 iter_time: 1.0378 loss: 23.6987 (24.4055) loss_class: 0.6815 (0.6934) loss_bbox: 0.1353 (0.1637) loss_giou: 0.3590 (0.3659) loss_class_0: 0.8377 (0.8499) loss_bbox_0: 0.1350 (0.1639) loss_giou_0: 0.3645 (0.3698) loss_class_1: 0.7315 (0.7407) loss_bbox_1: 0.1479 (0.1651) loss_giou_1: 0.3711 (0.3689) loss_class_2: 0.7040 (0.7174) loss_bbox_2: 0.1357 (0.1632) loss_giou_2: 0.3652 (0.3663) loss_class_3: 0.6916 (0.7018) loss_bbox_3: 0.1356 (0.1635) loss_giou_3: 0.3630 (0.3662) loss_class_4: 0.6870 (0.6957) loss_bbox_4: 0.1353 (0.1635) loss_giou_4: 0.3625 (0.3659) loss_class_enc: 0.7982 (0.8146) loss_bbox_enc: 0.1595 (0.1877) loss_giou_enc: 0.3959 (0.4064) loss_class_dn: 0.3603 (0.3599) loss_bbox_dn: 0.1881 (0.2231) loss_giou_dn: 0.3798 (0.3949) loss_class_dn_0: 0.4541 (0.4585) loss_bbox_dn_0: 0.2841 (0.3178) loss_giou_dn_0: 0.5012 (0.5120) loss_class_dn_1: 0.3868 (0.3894) loss_bbox_dn_1: 0.2190 (0.2474) loss_giou_dn_1: 0.4129 (0.4266) loss_class_dn_2: 0.3692 (0.3691) loss_bbox_dn_2: 0.1955 (0.2273) loss_giou_dn_2: 0.3876 (0.4015) loss_class_dn_3: 0.3628 (0.3628) loss_bbox_dn_3: 0.1880 (0.2240) loss_giou_dn_3: 0.3809 (0.3964) loss_class_dn_4: 0.3586 (0.3603) loss_bbox_dn_4: 0.1880 (0.2231) loss_giou_dn_4: 0.3798 (0.3949) loss_class_hybrid: 0.6745 (0.6937) loss_bbox_hybrid: 0.1498 (0.1746) loss_giou_hybrid: 0.3708 (0.3921) loss_class_0_hybrid: 0.7613 (0.7688) loss_bbox_0_hybrid: 0.1589 (0.1808) loss_giou_0_hybrid: 0.3885 (0.4050) loss_class_1_hybrid: 0.7054 (0.7227) loss_bbox_1_hybrid: 0.1545 (0.1772) loss_giou_1_hybrid: 0.3840 (0.3973) loss_class_2_hybrid: 0.6921 (0.7085) loss_bbox_2_hybrid: 0.1480 (0.1748) loss_giou_2_hybrid: 0.3776 (0.3933) loss_class_3_hybrid: 0.6862 (0.6992) loss_bbox_3_hybrid: 0.1470 (0.1745) loss_giou_3_hybrid: 0.3758 (0.3924) loss_class_4_hybrid: 0.6707 (0.6948) loss_bbox_4_hybrid: 0.1479 (0.1747) loss_giou_4_hybrid: 0.3724 (0.3923) loss_class_enc_hybrid: 0.7331 (0.7469) loss_bbox_enc_hybrid: 0.1916 (0.2087) loss_giou_enc_hybrid: 0.4353 (0.4505) mem: 1011 max mem: 36965 [2024-01-16 02:35:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:36:28 det.util.engine] INFO: Epoch: [10] [7100/11727] eta: 1:23:01 lr: 0.000010 data_time: 0.0035 iter_time: 1.0441 loss: 24.5212 (24.4049) loss_class: 0.6869 (0.6933) loss_bbox: 0.1649 (0.1638) loss_giou: 0.3714 (0.3659) loss_class_0: 0.8107 (0.8498) loss_bbox_0: 0.1701 (0.1640) loss_giou_0: 0.3729 (0.3698) loss_class_1: 0.7215 (0.7407) loss_bbox_1: 0.1674 (0.1651) loss_giou_1: 0.3697 (0.3689) loss_class_2: 0.6982 (0.7173) loss_bbox_2: 0.1768 (0.1632) loss_giou_2: 0.3713 (0.3662) loss_class_3: 0.6984 (0.7017) loss_bbox_3: 0.1767 (0.1635) loss_giou_3: 0.3708 (0.3662) loss_class_4: 0.6883 (0.6957) loss_bbox_4: 0.1778 (0.1636) loss_giou_4: 0.3712 (0.3659) loss_class_enc: 0.7795 (0.8145) loss_bbox_enc: 0.1950 (0.1877) loss_giou_enc: 0.4032 (0.4063) loss_class_dn: 0.3619 (0.3598) loss_bbox_dn: 0.2349 (0.2232) loss_giou_dn: 0.3792 (0.3948) loss_class_dn_0: 0.4534 (0.4584) loss_bbox_dn_0: 0.3161 (0.3178) loss_giou_dn_0: 0.4967 (0.5120) loss_class_dn_1: 0.3885 (0.3894) loss_bbox_dn_1: 0.2680 (0.2475) loss_giou_dn_1: 0.4087 (0.4266) loss_class_dn_2: 0.3668 (0.3691) loss_bbox_dn_2: 0.2422 (0.2274) loss_giou_dn_2: 0.3842 (0.4015) loss_class_dn_3: 0.3675 (0.3628) loss_bbox_dn_3: 0.2374 (0.2240) loss_giou_dn_3: 0.3809 (0.3964) loss_class_dn_4: 0.3626 (0.3602) loss_bbox_dn_4: 0.2348 (0.2232) loss_giou_dn_4: 0.3793 (0.3948) loss_class_hybrid: 0.6891 (0.6937) loss_bbox_hybrid: 0.1950 (0.1747) loss_giou_hybrid: 0.3830 (0.3920) loss_class_0_hybrid: 0.7313 (0.7688) loss_bbox_0_hybrid: 0.2006 (0.1809) loss_giou_0_hybrid: 0.3991 (0.4050) loss_class_1_hybrid: 0.6979 (0.7227) loss_bbox_1_hybrid: 0.1897 (0.1773) loss_giou_1_hybrid: 0.3855 (0.3972) loss_class_2_hybrid: 0.6961 (0.7084) loss_bbox_2_hybrid: 0.1913 (0.1749) loss_giou_2_hybrid: 0.3875 (0.3932) loss_class_3_hybrid: 0.6913 (0.6992) loss_bbox_3_hybrid: 0.1925 (0.1746) loss_giou_3_hybrid: 0.3814 (0.3923) loss_class_4_hybrid: 0.6878 (0.6947) loss_bbox_4_hybrid: 0.1933 (0.1748) loss_giou_4_hybrid: 0.3802 (0.3923) loss_class_enc_hybrid: 0.7147 (0.7469) loss_bbox_enc_hybrid: 0.2272 (0.2087) loss_giou_enc_hybrid: 0.4307 (0.4504) mem: 1033 max mem: 36965 [2024-01-16 02:36:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:37:22 det.util.engine] INFO: Epoch: [10] [7150/11727] eta: 1:22:07 lr: 0.000010 data_time: 0.0036 iter_time: 1.0590 loss: 23.6995 (24.4011) loss_class: 0.6517 (0.6931) loss_bbox: 0.1617 (0.1639) loss_giou: 0.3669 (0.3659) loss_class_0: 0.8023 (0.8496) loss_bbox_0: 0.1708 (0.1640) loss_giou_0: 0.3588 (0.3697) loss_class_1: 0.7395 (0.7405) loss_bbox_1: 0.1646 (0.1652) loss_giou_1: 0.3607 (0.3688) loss_class_2: 0.6857 (0.7171) loss_bbox_2: 0.1595 (0.1633) loss_giou_2: 0.3603 (0.3662) loss_class_3: 0.6452 (0.7015) loss_bbox_3: 0.1581 (0.1636) loss_giou_3: 0.3602 (0.3661) loss_class_4: 0.6586 (0.6955) loss_bbox_4: 0.1616 (0.1636) loss_giou_4: 0.3642 (0.3658) loss_class_enc: 0.7657 (0.8143) loss_bbox_enc: 0.1876 (0.1878) loss_giou_enc: 0.3885 (0.4063) loss_class_dn: 0.3501 (0.3598) loss_bbox_dn: 0.2089 (0.2232) loss_giou_dn: 0.3695 (0.3947) loss_class_dn_0: 0.4611 (0.4584) loss_bbox_dn_0: 0.3101 (0.3179) loss_giou_dn_0: 0.4839 (0.5118) loss_class_dn_1: 0.3893 (0.3893) loss_bbox_dn_1: 0.2466 (0.2475) loss_giou_dn_1: 0.4058 (0.4265) loss_class_dn_2: 0.3552 (0.3691) loss_bbox_dn_2: 0.2123 (0.2274) loss_giou_dn_2: 0.3790 (0.4014) loss_class_dn_3: 0.3519 (0.3628) loss_bbox_dn_3: 0.2096 (0.2240) loss_giou_dn_3: 0.3724 (0.3962) loss_class_dn_4: 0.3497 (0.3602) loss_bbox_dn_4: 0.2089 (0.2232) loss_giou_dn_4: 0.3695 (0.3947) loss_class_hybrid: 0.6339 (0.6936) loss_bbox_hybrid: 0.1712 (0.1747) loss_giou_hybrid: 0.3613 (0.3919) loss_class_0_hybrid: 0.7452 (0.7687) loss_bbox_0_hybrid: 0.1823 (0.1809) loss_giou_0_hybrid: 0.3750 (0.4049) loss_class_1_hybrid: 0.6631 (0.7226) loss_bbox_1_hybrid: 0.1787 (0.1773) loss_giou_1_hybrid: 0.3710 (0.3971) loss_class_2_hybrid: 0.6530 (0.7083) loss_bbox_2_hybrid: 0.1758 (0.1749) loss_giou_2_hybrid: 0.3666 (0.3931) loss_class_3_hybrid: 0.6445 (0.6991) loss_bbox_3_hybrid: 0.1740 (0.1746) loss_giou_3_hybrid: 0.3697 (0.3922) loss_class_4_hybrid: 0.6387 (0.6946) loss_bbox_4_hybrid: 0.1731 (0.1748) loss_giou_4_hybrid: 0.3646 (0.3922) loss_class_enc_hybrid: 0.7140 (0.7468) loss_bbox_enc_hybrid: 0.2078 (0.2087) loss_giou_enc_hybrid: 0.4132 (0.4503) mem: 1021 max mem: 36965 [2024-01-16 02:37:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:38:15 det.util.engine] INFO: Epoch: [10] [7200/11727] eta: 1:21:13 lr: 0.000010 data_time: 0.0032 iter_time: 1.0647 loss: 23.7597 (24.3988) loss_class: 0.6602 (0.6931) loss_bbox: 0.1681 (0.1639) loss_giou: 0.3679 (0.3657) loss_class_0: 0.8029 (0.8496) loss_bbox_0: 0.1633 (0.1640) loss_giou_0: 0.3818 (0.3695) loss_class_1: 0.7235 (0.7405) loss_bbox_1: 0.1671 (0.1652) loss_giou_1: 0.3781 (0.3687) loss_class_2: 0.6947 (0.7171) loss_bbox_2: 0.1696 (0.1633) loss_giou_2: 0.3790 (0.3661) loss_class_3: 0.6838 (0.7015) loss_bbox_3: 0.1674 (0.1636) loss_giou_3: 0.3802 (0.3660) loss_class_4: 0.6674 (0.6954) loss_bbox_4: 0.1664 (0.1636) loss_giou_4: 0.3681 (0.3657) loss_class_enc: 0.7783 (0.8143) loss_bbox_enc: 0.1753 (0.1878) loss_giou_enc: 0.4332 (0.4062) loss_class_dn: 0.3485 (0.3597) loss_bbox_dn: 0.2298 (0.2233) loss_giou_dn: 0.4127 (0.3946) loss_class_dn_0: 0.4554 (0.4584) loss_bbox_dn_0: 0.3001 (0.3179) loss_giou_dn_0: 0.5384 (0.5118) loss_class_dn_1: 0.3853 (0.3893) loss_bbox_dn_1: 0.2570 (0.2476) loss_giou_dn_1: 0.4469 (0.4264) loss_class_dn_2: 0.3582 (0.3690) loss_bbox_dn_2: 0.2370 (0.2275) loss_giou_dn_2: 0.4193 (0.4013) loss_class_dn_3: 0.3543 (0.3627) loss_bbox_dn_3: 0.2317 (0.2241) loss_giou_dn_3: 0.4152 (0.3962) loss_class_dn_4: 0.3476 (0.3602) loss_bbox_dn_4: 0.2295 (0.2233) loss_giou_dn_4: 0.4126 (0.3946) loss_class_hybrid: 0.6552 (0.6935) loss_bbox_hybrid: 0.1676 (0.1747) loss_giou_hybrid: 0.3891 (0.3918) loss_class_0_hybrid: 0.7403 (0.7687) loss_bbox_0_hybrid: 0.1764 (0.1809) loss_giou_0_hybrid: 0.4153 (0.4047) loss_class_1_hybrid: 0.6912 (0.7226) loss_bbox_1_hybrid: 0.1732 (0.1773) loss_giou_1_hybrid: 0.3947 (0.3969) loss_class_2_hybrid: 0.6735 (0.7083) loss_bbox_2_hybrid: 0.1709 (0.1749) loss_giou_2_hybrid: 0.3899 (0.3930) loss_class_3_hybrid: 0.6626 (0.6990) loss_bbox_3_hybrid: 0.1666 (0.1746) loss_giou_3_hybrid: 0.3919 (0.3921) loss_class_4_hybrid: 0.6603 (0.6946) loss_bbox_4_hybrid: 0.1664 (0.1748) loss_giou_4_hybrid: 0.3902 (0.3920) loss_class_enc_hybrid: 0.7127 (0.7468) loss_bbox_enc_hybrid: 0.2012 (0.2087) loss_giou_enc_hybrid: 0.4538 (0.4501) mem: 1019 max mem: 36965 [2024-01-16 02:38:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:39:09 det.util.engine] INFO: Epoch: [10] [7250/11727] eta: 1:20:19 lr: 0.000010 data_time: 0.0032 iter_time: 1.0905 loss: 22.8360 (24.3964) loss_class: 0.6614 (0.6930) loss_bbox: 0.1423 (0.1638) loss_giou: 0.3319 (0.3657) loss_class_0: 0.7908 (0.8495) loss_bbox_0: 0.1530 (0.1640) loss_giou_0: 0.3340 (0.3696) loss_class_1: 0.7017 (0.7404) loss_bbox_1: 0.1597 (0.1651) loss_giou_1: 0.3301 (0.3687) loss_class_2: 0.6597 (0.7170) loss_bbox_2: 0.1377 (0.1632) loss_giou_2: 0.3295 (0.3660) loss_class_3: 0.6722 (0.7015) loss_bbox_3: 0.1428 (0.1636) loss_giou_3: 0.3329 (0.3660) loss_class_4: 0.6565 (0.6954) loss_bbox_4: 0.1422 (0.1636) loss_giou_4: 0.3319 (0.3657) loss_class_enc: 0.7681 (0.8142) loss_bbox_enc: 0.1676 (0.1877) loss_giou_enc: 0.3805 (0.4062) loss_class_dn: 0.3532 (0.3598) loss_bbox_dn: 0.1833 (0.2231) loss_giou_dn: 0.3635 (0.3946) loss_class_dn_0: 0.4536 (0.4584) loss_bbox_dn_0: 0.2406 (0.3178) loss_giou_dn_0: 0.4832 (0.5117) loss_class_dn_1: 0.3824 (0.3893) loss_bbox_dn_1: 0.1919 (0.2474) loss_giou_dn_1: 0.3973 (0.4264) loss_class_dn_2: 0.3622 (0.3691) loss_bbox_dn_2: 0.1821 (0.2274) loss_giou_dn_2: 0.3717 (0.4013) loss_class_dn_3: 0.3572 (0.3627) loss_bbox_dn_3: 0.1830 (0.2240) loss_giou_dn_3: 0.3653 (0.3961) loss_class_dn_4: 0.3554 (0.3602) loss_bbox_dn_4: 0.1833 (0.2232) loss_giou_dn_4: 0.3636 (0.3946) loss_class_hybrid: 0.6669 (0.6935) loss_bbox_hybrid: 0.1576 (0.1746) loss_giou_hybrid: 0.3356 (0.3917) loss_class_0_hybrid: 0.7378 (0.7687) loss_bbox_0_hybrid: 0.1674 (0.1809) loss_giou_0_hybrid: 0.3692 (0.4047) loss_class_1_hybrid: 0.6892 (0.7226) loss_bbox_1_hybrid: 0.1638 (0.1772) loss_giou_1_hybrid: 0.3513 (0.3969) loss_class_2_hybrid: 0.6755 (0.7083) loss_bbox_2_hybrid: 0.1604 (0.1748) loss_giou_2_hybrid: 0.3374 (0.3930) loss_class_3_hybrid: 0.6690 (0.6990) loss_bbox_3_hybrid: 0.1579 (0.1745) loss_giou_3_hybrid: 0.3345 (0.3921) loss_class_4_hybrid: 0.6731 (0.6946) loss_bbox_4_hybrid: 0.1578 (0.1747) loss_giou_4_hybrid: 0.3383 (0.3920) loss_class_enc_hybrid: 0.7296 (0.7468) loss_bbox_enc_hybrid: 0.1849 (0.2087) loss_giou_enc_hybrid: 0.4051 (0.4501) mem: 1018 max mem: 36965 [2024-01-16 02:39:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:40:01 det.util.engine] INFO: Epoch: [10] [7300/11727] eta: 1:19:24 lr: 0.000010 data_time: 0.0035 iter_time: 1.0422 loss: 23.6046 (24.3933) loss_class: 0.6681 (0.6930) loss_bbox: 0.1606 (0.1638) loss_giou: 0.3534 (0.3657) loss_class_0: 0.8433 (0.8494) loss_bbox_0: 0.1568 (0.1640) loss_giou_0: 0.3663 (0.3695) loss_class_1: 0.7288 (0.7404) loss_bbox_1: 0.1535 (0.1651) loss_giou_1: 0.3606 (0.3686) loss_class_2: 0.7040 (0.7169) loss_bbox_2: 0.1561 (0.1632) loss_giou_2: 0.3523 (0.3660) loss_class_3: 0.6738 (0.7014) loss_bbox_3: 0.1518 (0.1635) loss_giou_3: 0.3515 (0.3659) loss_class_4: 0.6659 (0.6953) loss_bbox_4: 0.1607 (0.1636) loss_giou_4: 0.3512 (0.3656) loss_class_enc: 0.7936 (0.8141) loss_bbox_enc: 0.1796 (0.1877) loss_giou_enc: 0.4006 (0.4061) loss_class_dn: 0.3503 (0.3597) loss_bbox_dn: 0.2139 (0.2231) loss_giou_dn: 0.4036 (0.3945) loss_class_dn_0: 0.4604 (0.4584) loss_bbox_dn_0: 0.3005 (0.3177) loss_giou_dn_0: 0.5323 (0.5117) loss_class_dn_1: 0.3865 (0.3893) loss_bbox_dn_1: 0.2445 (0.2474) loss_giou_dn_1: 0.4257 (0.4263) loss_class_dn_2: 0.3590 (0.3690) loss_bbox_dn_2: 0.2194 (0.2273) loss_giou_dn_2: 0.4055 (0.4012) loss_class_dn_3: 0.3526 (0.3627) loss_bbox_dn_3: 0.2142 (0.2239) loss_giou_dn_3: 0.4060 (0.3961) loss_class_dn_4: 0.3501 (0.3602) loss_bbox_dn_4: 0.2141 (0.2231) loss_giou_dn_4: 0.4034 (0.3945) loss_class_hybrid: 0.6722 (0.6934) loss_bbox_hybrid: 0.1566 (0.1746) loss_giou_hybrid: 0.3941 (0.3917) loss_class_0_hybrid: 0.7405 (0.7686) loss_bbox_0_hybrid: 0.1658 (0.1808) loss_giou_0_hybrid: 0.3984 (0.4046) loss_class_1_hybrid: 0.7105 (0.7225) loss_bbox_1_hybrid: 0.1567 (0.1772) loss_giou_1_hybrid: 0.3927 (0.3969) loss_class_2_hybrid: 0.6839 (0.7082) loss_bbox_2_hybrid: 0.1547 (0.1748) loss_giou_2_hybrid: 0.3901 (0.3929) loss_class_3_hybrid: 0.6657 (0.6989) loss_bbox_3_hybrid: 0.1563 (0.1745) loss_giou_3_hybrid: 0.3944 (0.3920) loss_class_4_hybrid: 0.6647 (0.6945) loss_bbox_4_hybrid: 0.1567 (0.1747) loss_giou_4_hybrid: 0.3933 (0.3919) loss_class_enc_hybrid: 0.7143 (0.7467) loss_bbox_enc_hybrid: 0.1943 (0.2086) loss_giou_enc_hybrid: 0.4450 (0.4500) mem: 1025 max mem: 36965 [2024-01-16 02:40:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:40:55 det.util.engine] INFO: Epoch: [10] [7350/11727] eta: 1:18:30 lr: 0.000010 data_time: 0.0031 iter_time: 1.0654 loss: 22.5854 (24.3923) loss_class: 0.6412 (0.6929) loss_bbox: 0.1501 (0.1638) loss_giou: 0.3489 (0.3657) loss_class_0: 0.7952 (0.8493) loss_bbox_0: 0.1430 (0.1639) loss_giou_0: 0.3460 (0.3695) loss_class_1: 0.6905 (0.7403) loss_bbox_1: 0.1503 (0.1650) loss_giou_1: 0.3491 (0.3686) loss_class_2: 0.6599 (0.7169) loss_bbox_2: 0.1498 (0.1632) loss_giou_2: 0.3532 (0.3660) loss_class_3: 0.6551 (0.7013) loss_bbox_3: 0.1503 (0.1635) loss_giou_3: 0.3479 (0.3659) loss_class_4: 0.6424 (0.6953) loss_bbox_4: 0.1501 (0.1635) loss_giou_4: 0.3490 (0.3656) loss_class_enc: 0.7699 (0.8140) loss_bbox_enc: 0.1674 (0.1877) loss_giou_enc: 0.3767 (0.4061) loss_class_dn: 0.3582 (0.3598) loss_bbox_dn: 0.2012 (0.2231) loss_giou_dn: 0.3915 (0.3946) loss_class_dn_0: 0.4555 (0.4584) loss_bbox_dn_0: 0.3213 (0.3177) loss_giou_dn_0: 0.5063 (0.5117) loss_class_dn_1: 0.3837 (0.3893) loss_bbox_dn_1: 0.2495 (0.2474) loss_giou_dn_1: 0.4204 (0.4263) loss_class_dn_2: 0.3681 (0.3690) loss_bbox_dn_2: 0.2114 (0.2274) loss_giou_dn_2: 0.3987 (0.4012) loss_class_dn_3: 0.3601 (0.3627) loss_bbox_dn_3: 0.2047 (0.2240) loss_giou_dn_3: 0.3924 (0.3961) loss_class_dn_4: 0.3566 (0.3602) loss_bbox_dn_4: 0.2010 (0.2231) loss_giou_dn_4: 0.3912 (0.3946) loss_class_hybrid: 0.6298 (0.6933) loss_bbox_hybrid: 0.1543 (0.1746) loss_giou_hybrid: 0.3653 (0.3917) loss_class_0_hybrid: 0.7363 (0.7685) loss_bbox_0_hybrid: 0.1640 (0.1808) loss_giou_0_hybrid: 0.3719 (0.4046) loss_class_1_hybrid: 0.6782 (0.7224) loss_bbox_1_hybrid: 0.1550 (0.1772) loss_giou_1_hybrid: 0.3631 (0.3969) loss_class_2_hybrid: 0.6449 (0.7081) loss_bbox_2_hybrid: 0.1507 (0.1748) loss_giou_2_hybrid: 0.3624 (0.3929) loss_class_3_hybrid: 0.6370 (0.6988) loss_bbox_3_hybrid: 0.1525 (0.1745) loss_giou_3_hybrid: 0.3669 (0.3920) loss_class_4_hybrid: 0.6284 (0.6944) loss_bbox_4_hybrid: 0.1533 (0.1747) loss_giou_4_hybrid: 0.3704 (0.3920) loss_class_enc_hybrid: 0.7112 (0.7466) loss_bbox_enc_hybrid: 0.1900 (0.2086) loss_giou_enc_hybrid: 0.4171 (0.4500) mem: 1023 max mem: 36965 [2024-01-16 02:40:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:41:48 det.util.engine] INFO: Epoch: [10] [7400/11727] eta: 1:17:36 lr: 0.000010 data_time: 0.0033 iter_time: 1.0779 loss: 23.4947 (24.3897) loss_class: 0.6696 (0.6928) loss_bbox: 0.1416 (0.1638) loss_giou: 0.3630 (0.3657) loss_class_0: 0.8162 (0.8491) loss_bbox_0: 0.1419 (0.1639) loss_giou_0: 0.3586 (0.3695) loss_class_1: 0.7296 (0.7402) loss_bbox_1: 0.1380 (0.1650) loss_giou_1: 0.3482 (0.3686) loss_class_2: 0.6931 (0.7167) loss_bbox_2: 0.1385 (0.1632) loss_giou_2: 0.3527 (0.3660) loss_class_3: 0.6823 (0.7012) loss_bbox_3: 0.1373 (0.1635) loss_giou_3: 0.3540 (0.3659) loss_class_4: 0.6666 (0.6951) loss_bbox_4: 0.1371 (0.1635) loss_giou_4: 0.3568 (0.3656) loss_class_enc: 0.7757 (0.8139) loss_bbox_enc: 0.1745 (0.1877) loss_giou_enc: 0.3979 (0.4061) loss_class_dn: 0.3618 (0.3597) loss_bbox_dn: 0.1924 (0.2231) loss_giou_dn: 0.3804 (0.3946) loss_class_dn_0: 0.4562 (0.4583) loss_bbox_dn_0: 0.2830 (0.3177) loss_giou_dn_0: 0.4991 (0.5116) loss_class_dn_1: 0.3909 (0.3892) loss_bbox_dn_1: 0.2181 (0.2474) loss_giou_dn_1: 0.4092 (0.4263) loss_class_dn_2: 0.3691 (0.3690) loss_bbox_dn_2: 0.1976 (0.2273) loss_giou_dn_2: 0.3874 (0.4012) loss_class_dn_3: 0.3643 (0.3627) loss_bbox_dn_3: 0.1924 (0.2240) loss_giou_dn_3: 0.3837 (0.3961) loss_class_dn_4: 0.3611 (0.3601) loss_bbox_dn_4: 0.1925 (0.2231) loss_giou_dn_4: 0.3803 (0.3945) loss_class_hybrid: 0.6804 (0.6932) loss_bbox_hybrid: 0.1513 (0.1746) loss_giou_hybrid: 0.3719 (0.3917) loss_class_0_hybrid: 0.7634 (0.7684) loss_bbox_0_hybrid: 0.1555 (0.1808) loss_giou_0_hybrid: 0.3821 (0.4046) loss_class_1_hybrid: 0.7181 (0.7223) loss_bbox_1_hybrid: 0.1488 (0.1772) loss_giou_1_hybrid: 0.3673 (0.3968) loss_class_2_hybrid: 0.7040 (0.7080) loss_bbox_2_hybrid: 0.1496 (0.1748) loss_giou_2_hybrid: 0.3703 (0.3929) loss_class_3_hybrid: 0.6862 (0.6987) loss_bbox_3_hybrid: 0.1492 (0.1745) loss_giou_3_hybrid: 0.3709 (0.3920) loss_class_4_hybrid: 0.6822 (0.6943) loss_bbox_4_hybrid: 0.1491 (0.1747) loss_giou_4_hybrid: 0.3736 (0.3919) loss_class_enc_hybrid: 0.7416 (0.7465) loss_bbox_enc_hybrid: 0.1783 (0.2086) loss_giou_enc_hybrid: 0.4187 (0.4500) mem: 1024 max mem: 36965 [2024-01-16 02:41:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:42:42 det.util.engine] INFO: Epoch: [10] [7450/11727] eta: 1:16:42 lr: 0.000010 data_time: 0.0029 iter_time: 1.0265 loss: 23.7541 (24.3837) loss_class: 0.6702 (0.6925) loss_bbox: 0.1472 (0.1638) loss_giou: 0.3401 (0.3655) loss_class_0: 0.8222 (0.8490) loss_bbox_0: 0.1489 (0.1639) loss_giou_0: 0.3196 (0.3693) loss_class_1: 0.7277 (0.7400) loss_bbox_1: 0.1503 (0.1650) loss_giou_1: 0.3270 (0.3684) loss_class_2: 0.6949 (0.7165) loss_bbox_2: 0.1459 (0.1632) loss_giou_2: 0.3290 (0.3658) loss_class_3: 0.6787 (0.7010) loss_bbox_3: 0.1461 (0.1635) loss_giou_3: 0.3366 (0.3657) loss_class_4: 0.6725 (0.6949) loss_bbox_4: 0.1455 (0.1636) loss_giou_4: 0.3414 (0.3655) loss_class_enc: 0.7905 (0.8138) loss_bbox_enc: 0.1781 (0.1877) loss_giou_enc: 0.3796 (0.4059) loss_class_dn: 0.3484 (0.3597) loss_bbox_dn: 0.2016 (0.2231) loss_giou_dn: 0.3713 (0.3944) loss_class_dn_0: 0.4507 (0.4583) loss_bbox_dn_0: 0.2825 (0.3177) loss_giou_dn_0: 0.4841 (0.5115) loss_class_dn_1: 0.3863 (0.3892) loss_bbox_dn_1: 0.2156 (0.2474) loss_giou_dn_1: 0.4055 (0.4261) loss_class_dn_2: 0.3593 (0.3689) loss_bbox_dn_2: 0.2049 (0.2273) loss_giou_dn_2: 0.3806 (0.4010) loss_class_dn_3: 0.3545 (0.3626) loss_bbox_dn_3: 0.2015 (0.2240) loss_giou_dn_3: 0.3713 (0.3959) loss_class_dn_4: 0.3506 (0.3601) loss_bbox_dn_4: 0.2016 (0.2231) loss_giou_dn_4: 0.3712 (0.3944) loss_class_hybrid: 0.6538 (0.6931) loss_bbox_hybrid: 0.1540 (0.1746) loss_giou_hybrid: 0.3347 (0.3915) loss_class_0_hybrid: 0.7496 (0.7683) loss_bbox_0_hybrid: 0.1671 (0.1808) loss_giou_0_hybrid: 0.3458 (0.4044) loss_class_1_hybrid: 0.6975 (0.7222) loss_bbox_1_hybrid: 0.1622 (0.1772) loss_giou_1_hybrid: 0.3394 (0.3966) loss_class_2_hybrid: 0.6858 (0.7079) loss_bbox_2_hybrid: 0.1563 (0.1748) loss_giou_2_hybrid: 0.3341 (0.3927) loss_class_3_hybrid: 0.6735 (0.6986) loss_bbox_3_hybrid: 0.1553 (0.1745) loss_giou_3_hybrid: 0.3344 (0.3918) loss_class_4_hybrid: 0.6580 (0.6942) loss_bbox_4_hybrid: 0.1558 (0.1747) loss_giou_4_hybrid: 0.3335 (0.3917) loss_class_enc_hybrid: 0.7269 (0.7464) loss_bbox_enc_hybrid: 0.1972 (0.2086) loss_giou_enc_hybrid: 0.3831 (0.4497) mem: 1030 max mem: 36965 [2024-01-16 02:42:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:43:33 det.util.engine] INFO: Epoch: [10] [7500/11727] eta: 1:15:47 lr: 0.000010 data_time: 0.0031 iter_time: 1.0266 loss: 23.7924 (24.3824) loss_class: 0.6605 (0.6925) loss_bbox: 0.1574 (0.1638) loss_giou: 0.3676 (0.3655) loss_class_0: 0.8149 (0.8489) loss_bbox_0: 0.1547 (0.1639) loss_giou_0: 0.3691 (0.3693) loss_class_1: 0.6948 (0.7400) loss_bbox_1: 0.1614 (0.1650) loss_giou_1: 0.3814 (0.3684) loss_class_2: 0.6684 (0.7165) loss_bbox_2: 0.1511 (0.1632) loss_giou_2: 0.3677 (0.3658) loss_class_3: 0.6697 (0.7009) loss_bbox_3: 0.1527 (0.1635) loss_giou_3: 0.3673 (0.3658) loss_class_4: 0.6624 (0.6948) loss_bbox_4: 0.1574 (0.1636) loss_giou_4: 0.3781 (0.3655) loss_class_enc: 0.7801 (0.8137) loss_bbox_enc: 0.1701 (0.1877) loss_giou_enc: 0.4158 (0.4059) loss_class_dn: 0.3562 (0.3597) loss_bbox_dn: 0.2172 (0.2231) loss_giou_dn: 0.3897 (0.3944) loss_class_dn_0: 0.4519 (0.4583) loss_bbox_dn_0: 0.2966 (0.3177) loss_giou_dn_0: 0.5025 (0.5114) loss_class_dn_1: 0.3855 (0.3892) loss_bbox_dn_1: 0.2355 (0.2474) loss_giou_dn_1: 0.4227 (0.4261) loss_class_dn_2: 0.3648 (0.3689) loss_bbox_dn_2: 0.2187 (0.2273) loss_giou_dn_2: 0.3986 (0.4010) loss_class_dn_3: 0.3598 (0.3626) loss_bbox_dn_3: 0.2165 (0.2239) loss_giou_dn_3: 0.3922 (0.3959) loss_class_dn_4: 0.3576 (0.3601) loss_bbox_dn_4: 0.2172 (0.2231) loss_giou_dn_4: 0.3893 (0.3943) loss_class_hybrid: 0.6593 (0.6931) loss_bbox_hybrid: 0.1614 (0.1746) loss_giou_hybrid: 0.3912 (0.3914) loss_class_0_hybrid: 0.7429 (0.7683) loss_bbox_0_hybrid: 0.1683 (0.1808) loss_giou_0_hybrid: 0.4068 (0.4043) loss_class_1_hybrid: 0.6949 (0.7222) loss_bbox_1_hybrid: 0.1670 (0.1772) loss_giou_1_hybrid: 0.4003 (0.3966) loss_class_2_hybrid: 0.6771 (0.7078) loss_bbox_2_hybrid: 0.1616 (0.1748) loss_giou_2_hybrid: 0.3937 (0.3926) loss_class_3_hybrid: 0.6774 (0.6985) loss_bbox_3_hybrid: 0.1605 (0.1745) loss_giou_3_hybrid: 0.3912 (0.3918) loss_class_4_hybrid: 0.6631 (0.6941) loss_bbox_4_hybrid: 0.1597 (0.1747) loss_giou_4_hybrid: 0.3927 (0.3917) loss_class_enc_hybrid: 0.7353 (0.7464) loss_bbox_enc_hybrid: 0.1916 (0.2086) loss_giou_enc_hybrid: 0.4638 (0.4497) mem: 1024 max mem: 36965 [2024-01-16 02:43:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:44:26 det.util.engine] INFO: Epoch: [10] [7550/11727] eta: 1:14:53 lr: 0.000010 data_time: 0.0033 iter_time: 1.0715 loss: 23.1161 (24.3773) loss_class: 0.6594 (0.6924) loss_bbox: 0.1476 (0.1638) loss_giou: 0.3183 (0.3654) loss_class_0: 0.7753 (0.8487) loss_bbox_0: 0.1639 (0.1639) loss_giou_0: 0.3221 (0.3692) loss_class_1: 0.6997 (0.7398) loss_bbox_1: 0.1573 (0.1650) loss_giou_1: 0.3192 (0.3683) loss_class_2: 0.6775 (0.7164) loss_bbox_2: 0.1425 (0.1632) loss_giou_2: 0.3187 (0.3657) loss_class_3: 0.6613 (0.7008) loss_bbox_3: 0.1472 (0.1635) loss_giou_3: 0.3187 (0.3656) loss_class_4: 0.6660 (0.6947) loss_bbox_4: 0.1440 (0.1635) loss_giou_4: 0.3174 (0.3653) loss_class_enc: 0.7783 (0.8136) loss_bbox_enc: 0.1813 (0.1877) loss_giou_enc: 0.3668 (0.4057) loss_class_dn: 0.3497 (0.3596) loss_bbox_dn: 0.2370 (0.2231) loss_giou_dn: 0.3655 (0.3943) loss_class_dn_0: 0.4498 (0.4583) loss_bbox_dn_0: 0.3127 (0.3177) loss_giou_dn_0: 0.4733 (0.5113) loss_class_dn_1: 0.3716 (0.3891) loss_bbox_dn_1: 0.2500 (0.2474) loss_giou_dn_1: 0.3943 (0.4260) loss_class_dn_2: 0.3557 (0.3689) loss_bbox_dn_2: 0.2367 (0.2273) loss_giou_dn_2: 0.3739 (0.4009) loss_class_dn_3: 0.3530 (0.3626) loss_bbox_dn_3: 0.2363 (0.2239) loss_giou_dn_3: 0.3686 (0.3958) loss_class_dn_4: 0.3508 (0.3600) loss_bbox_dn_4: 0.2369 (0.2231) loss_giou_dn_4: 0.3655 (0.3942) loss_class_hybrid: 0.6632 (0.6930) loss_bbox_hybrid: 0.1587 (0.1746) loss_giou_hybrid: 0.3384 (0.3912) loss_class_0_hybrid: 0.7299 (0.7682) loss_bbox_0_hybrid: 0.1777 (0.1808) loss_giou_0_hybrid: 0.3657 (0.4042) loss_class_1_hybrid: 0.7010 (0.7221) loss_bbox_1_hybrid: 0.1697 (0.1772) loss_giou_1_hybrid: 0.3519 (0.3964) loss_class_2_hybrid: 0.6868 (0.7077) loss_bbox_2_hybrid: 0.1570 (0.1747) loss_giou_2_hybrid: 0.3410 (0.3925) loss_class_3_hybrid: 0.6808 (0.6984) loss_bbox_3_hybrid: 0.1635 (0.1745) loss_giou_3_hybrid: 0.3395 (0.3916) loss_class_4_hybrid: 0.6745 (0.6940) loss_bbox_4_hybrid: 0.1597 (0.1747) loss_giou_4_hybrid: 0.3402 (0.3915) loss_class_enc_hybrid: 0.7171 (0.7463) loss_bbox_enc_hybrid: 0.2002 (0.2086) loss_giou_enc_hybrid: 0.4200 (0.4495) mem: 1028 max mem: 36965 [2024-01-16 02:44:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:45:19 det.util.engine] INFO: Epoch: [10] [7600/11727] eta: 1:13:59 lr: 0.000010 data_time: 0.0034 iter_time: 1.0431 loss: 24.4430 (24.3728) loss_class: 0.6779 (0.6923) loss_bbox: 0.1581 (0.1638) loss_giou: 0.3736 (0.3653) loss_class_0: 0.8249 (0.8487) loss_bbox_0: 0.1620 (0.1639) loss_giou_0: 0.3741 (0.3691) loss_class_1: 0.7072 (0.7396) loss_bbox_1: 0.1639 (0.1650) loss_giou_1: 0.3828 (0.3682) loss_class_2: 0.6909 (0.7163) loss_bbox_2: 0.1567 (0.1631) loss_giou_2: 0.3699 (0.3656) loss_class_3: 0.6827 (0.7007) loss_bbox_3: 0.1547 (0.1635) loss_giou_3: 0.3685 (0.3655) loss_class_4: 0.6828 (0.6946) loss_bbox_4: 0.1577 (0.1635) loss_giou_4: 0.3695 (0.3653) loss_class_enc: 0.7560 (0.8135) loss_bbox_enc: 0.1871 (0.1876) loss_giou_enc: 0.4053 (0.4057) loss_class_dn: 0.3551 (0.3596) loss_bbox_dn: 0.2040 (0.2230) loss_giou_dn: 0.3789 (0.3941) loss_class_dn_0: 0.4506 (0.4582) loss_bbox_dn_0: 0.3072 (0.3176) loss_giou_dn_0: 0.5065 (0.5112) loss_class_dn_1: 0.3834 (0.3891) loss_bbox_dn_1: 0.2414 (0.2473) loss_giou_dn_1: 0.4197 (0.4258) loss_class_dn_2: 0.3612 (0.3688) loss_bbox_dn_2: 0.2118 (0.2272) loss_giou_dn_2: 0.3851 (0.4008) loss_class_dn_3: 0.3588 (0.3626) loss_bbox_dn_3: 0.2053 (0.2239) loss_giou_dn_3: 0.3807 (0.3956) loss_class_dn_4: 0.3577 (0.3600) loss_bbox_dn_4: 0.2041 (0.2230) loss_giou_dn_4: 0.3789 (0.3941) loss_class_hybrid: 0.6680 (0.6929) loss_bbox_hybrid: 0.1712 (0.1746) loss_giou_hybrid: 0.3873 (0.3911) loss_class_0_hybrid: 0.7371 (0.7681) loss_bbox_0_hybrid: 0.1879 (0.1808) loss_giou_0_hybrid: 0.4004 (0.4041) loss_class_1_hybrid: 0.6836 (0.7219) loss_bbox_1_hybrid: 0.1783 (0.1772) loss_giou_1_hybrid: 0.3906 (0.3964) loss_class_2_hybrid: 0.6686 (0.7076) loss_bbox_2_hybrid: 0.1724 (0.1747) loss_giou_2_hybrid: 0.3843 (0.3924) loss_class_3_hybrid: 0.6678 (0.6983) loss_bbox_3_hybrid: 0.1715 (0.1744) loss_giou_3_hybrid: 0.3871 (0.3915) loss_class_4_hybrid: 0.6756 (0.6939) loss_bbox_4_hybrid: 0.1694 (0.1746) loss_giou_4_hybrid: 0.3872 (0.3914) loss_class_enc_hybrid: 0.7044 (0.7462) loss_bbox_enc_hybrid: 0.2097 (0.2085) loss_giou_enc_hybrid: 0.4312 (0.4494) mem: 1015 max mem: 36965 [2024-01-16 02:45:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:46:12 det.util.engine] INFO: Epoch: [10] [7650/11727] eta: 1:13:04 lr: 0.000010 data_time: 0.0034 iter_time: 1.0571 loss: 23.6702 (24.3681) loss_class: 0.6736 (0.6922) loss_bbox: 0.1333 (0.1637) loss_giou: 0.3670 (0.3652) loss_class_0: 0.8115 (0.8486) loss_bbox_0: 0.1369 (0.1638) loss_giou_0: 0.3669 (0.3690) loss_class_1: 0.7117 (0.7396) loss_bbox_1: 0.1366 (0.1649) loss_giou_1: 0.3763 (0.3682) loss_class_2: 0.6807 (0.7162) loss_bbox_2: 0.1330 (0.1631) loss_giou_2: 0.3680 (0.3655) loss_class_3: 0.6638 (0.7007) loss_bbox_3: 0.1331 (0.1634) loss_giou_3: 0.3638 (0.3654) loss_class_4: 0.6655 (0.6945) loss_bbox_4: 0.1333 (0.1634) loss_giou_4: 0.3679 (0.3652) loss_class_enc: 0.7918 (0.8134) loss_bbox_enc: 0.1535 (0.1876) loss_giou_enc: 0.3967 (0.4056) loss_class_dn: 0.3555 (0.3595) loss_bbox_dn: 0.1874 (0.2229) loss_giou_dn: 0.4024 (0.3940) loss_class_dn_0: 0.4497 (0.4582) loss_bbox_dn_0: 0.2749 (0.3175) loss_giou_dn_0: 0.5073 (0.5111) loss_class_dn_1: 0.3841 (0.3891) loss_bbox_dn_1: 0.2089 (0.2472) loss_giou_dn_1: 0.4271 (0.4258) loss_class_dn_2: 0.3657 (0.3688) loss_bbox_dn_2: 0.1918 (0.2271) loss_giou_dn_2: 0.4093 (0.4007) loss_class_dn_3: 0.3604 (0.3625) loss_bbox_dn_3: 0.1879 (0.2238) loss_giou_dn_3: 0.4020 (0.3956) loss_class_dn_4: 0.3567 (0.3600) loss_bbox_dn_4: 0.1875 (0.2229) loss_giou_dn_4: 0.4023 (0.3940) loss_class_hybrid: 0.6736 (0.6928) loss_bbox_hybrid: 0.1355 (0.1745) loss_giou_hybrid: 0.3952 (0.3910) loss_class_0_hybrid: 0.7339 (0.7681) loss_bbox_0_hybrid: 0.1459 (0.1807) loss_giou_0_hybrid: 0.3987 (0.4040) loss_class_1_hybrid: 0.6883 (0.7219) loss_bbox_1_hybrid: 0.1423 (0.1771) loss_giou_1_hybrid: 0.3992 (0.3962) loss_class_2_hybrid: 0.6735 (0.7076) loss_bbox_2_hybrid: 0.1381 (0.1746) loss_giou_2_hybrid: 0.3967 (0.3923) loss_class_3_hybrid: 0.6712 (0.6983) loss_bbox_3_hybrid: 0.1374 (0.1744) loss_giou_3_hybrid: 0.3950 (0.3914) loss_class_4_hybrid: 0.6775 (0.6939) loss_bbox_4_hybrid: 0.1365 (0.1745) loss_giou_4_hybrid: 0.3953 (0.3913) loss_class_enc_hybrid: 0.7105 (0.7461) loss_bbox_enc_hybrid: 0.1670 (0.2085) loss_giou_enc_hybrid: 0.4391 (0.4493) mem: 1029 max mem: 36965 [2024-01-16 02:46:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:47:04 det.util.engine] INFO: Epoch: [10] [7700/11727] eta: 1:12:10 lr: 0.000010 data_time: 0.0035 iter_time: 1.0573 loss: 22.6163 (24.3595) loss_class: 0.6425 (0.6919) loss_bbox: 0.1451 (0.1637) loss_giou: 0.3521 (0.3650) loss_class_0: 0.8066 (0.8483) loss_bbox_0: 0.1431 (0.1638) loss_giou_0: 0.3501 (0.3688) loss_class_1: 0.7182 (0.7393) loss_bbox_1: 0.1498 (0.1649) loss_giou_1: 0.3508 (0.3679) loss_class_2: 0.6825 (0.7159) loss_bbox_2: 0.1440 (0.1631) loss_giou_2: 0.3552 (0.3653) loss_class_3: 0.6564 (0.7004) loss_bbox_3: 0.1558 (0.1634) loss_giou_3: 0.3530 (0.3652) loss_class_4: 0.6566 (0.6943) loss_bbox_4: 0.1515 (0.1634) loss_giou_4: 0.3531 (0.3650) loss_class_enc: 0.7904 (0.8132) loss_bbox_enc: 0.1625 (0.1875) loss_giou_enc: 0.3919 (0.4054) loss_class_dn: 0.3474 (0.3595) loss_bbox_dn: 0.2003 (0.2229) loss_giou_dn: 0.3658 (0.3939) loss_class_dn_0: 0.4482 (0.4582) loss_bbox_dn_0: 0.2837 (0.3175) loss_giou_dn_0: 0.4767 (0.5109) loss_class_dn_1: 0.3747 (0.3890) loss_bbox_dn_1: 0.2166 (0.2471) loss_giou_dn_1: 0.3991 (0.4256) loss_class_dn_2: 0.3574 (0.3687) loss_bbox_dn_2: 0.2043 (0.2271) loss_giou_dn_2: 0.3732 (0.4005) loss_class_dn_3: 0.3502 (0.3624) loss_bbox_dn_3: 0.1998 (0.2237) loss_giou_dn_3: 0.3682 (0.3954) loss_class_dn_4: 0.3474 (0.3599) loss_bbox_dn_4: 0.2003 (0.2229) loss_giou_dn_4: 0.3658 (0.3938) loss_class_hybrid: 0.6668 (0.6926) loss_bbox_hybrid: 0.1547 (0.1744) loss_giou_hybrid: 0.3600 (0.3908) loss_class_0_hybrid: 0.7553 (0.7679) loss_bbox_0_hybrid: 0.1571 (0.1806) loss_giou_0_hybrid: 0.3698 (0.4037) loss_class_1_hybrid: 0.6935 (0.7217) loss_bbox_1_hybrid: 0.1518 (0.1770) loss_giou_1_hybrid: 0.3651 (0.3960) loss_class_2_hybrid: 0.6734 (0.7073) loss_bbox_2_hybrid: 0.1539 (0.1746) loss_giou_2_hybrid: 0.3619 (0.3920) loss_class_3_hybrid: 0.6680 (0.6980) loss_bbox_3_hybrid: 0.1542 (0.1743) loss_giou_3_hybrid: 0.3594 (0.3911) loss_class_4_hybrid: 0.6611 (0.6936) loss_bbox_4_hybrid: 0.1548 (0.1745) loss_giou_4_hybrid: 0.3623 (0.3911) loss_class_enc_hybrid: 0.7325 (0.7460) loss_bbox_enc_hybrid: 0.1823 (0.2084) loss_giou_enc_hybrid: 0.4189 (0.4491) mem: 1023 max mem: 36965 [2024-01-16 02:47:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:48:02 det.util.engine] INFO: Epoch: [10] [7750/11727] eta: 1:11:18 lr: 0.000010 data_time: 0.0034 iter_time: 1.0861 loss: 23.9796 (24.3588) loss_class: 0.6932 (0.6918) loss_bbox: 0.1562 (0.1637) loss_giou: 0.3742 (0.3651) loss_class_0: 0.8432 (0.8482) loss_bbox_0: 0.1493 (0.1638) loss_giou_0: 0.3689 (0.3689) loss_class_1: 0.7315 (0.7392) loss_bbox_1: 0.1523 (0.1649) loss_giou_1: 0.3779 (0.3680) loss_class_2: 0.7096 (0.7159) loss_bbox_2: 0.1592 (0.1631) loss_giou_2: 0.3724 (0.3653) loss_class_3: 0.7071 (0.7003) loss_bbox_3: 0.1577 (0.1634) loss_giou_3: 0.3778 (0.3653) loss_class_4: 0.6970 (0.6942) loss_bbox_4: 0.1562 (0.1634) loss_giou_4: 0.3778 (0.3650) loss_class_enc: 0.8047 (0.8131) loss_bbox_enc: 0.1735 (0.1875) loss_giou_enc: 0.4082 (0.4054) loss_class_dn: 0.3625 (0.3595) loss_bbox_dn: 0.1902 (0.2228) loss_giou_dn: 0.3865 (0.3939) loss_class_dn_0: 0.4493 (0.4581) loss_bbox_dn_0: 0.2812 (0.3174) loss_giou_dn_0: 0.5193 (0.5109) loss_class_dn_1: 0.3919 (0.3890) loss_bbox_dn_1: 0.2111 (0.2471) loss_giou_dn_1: 0.4245 (0.4256) loss_class_dn_2: 0.3702 (0.3687) loss_bbox_dn_2: 0.1953 (0.2270) loss_giou_dn_2: 0.3938 (0.4005) loss_class_dn_3: 0.3620 (0.3624) loss_bbox_dn_3: 0.1916 (0.2237) loss_giou_dn_3: 0.3886 (0.3954) loss_class_dn_4: 0.3595 (0.3599) loss_bbox_dn_4: 0.1902 (0.2228) loss_giou_dn_4: 0.3864 (0.3939) loss_class_hybrid: 0.6948 (0.6925) loss_bbox_hybrid: 0.1661 (0.1744) loss_giou_hybrid: 0.3829 (0.3909) loss_class_0_hybrid: 0.7565 (0.7678) loss_bbox_0_hybrid: 0.1667 (0.1806) loss_giou_0_hybrid: 0.4006 (0.4038) loss_class_1_hybrid: 0.7083 (0.7216) loss_bbox_1_hybrid: 0.1630 (0.1770) loss_giou_1_hybrid: 0.3877 (0.3960) loss_class_2_hybrid: 0.6941 (0.7073) loss_bbox_2_hybrid: 0.1652 (0.1746) loss_giou_2_hybrid: 0.3807 (0.3921) loss_class_3_hybrid: 0.6894 (0.6979) loss_bbox_3_hybrid: 0.1673 (0.1743) loss_giou_3_hybrid: 0.3829 (0.3912) loss_class_4_hybrid: 0.6887 (0.6935) loss_bbox_4_hybrid: 0.1652 (0.1745) loss_giou_4_hybrid: 0.3785 (0.3911) loss_class_enc_hybrid: 0.7457 (0.7459) loss_bbox_enc_hybrid: 0.1956 (0.2084) loss_giou_enc_hybrid: 0.4444 (0.4491) mem: 1032 max mem: 36965 [2024-01-16 02:48:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:48:56 det.util.engine] INFO: Epoch: [10] [7800/11727] eta: 1:10:24 lr: 0.000010 data_time: 0.0032 iter_time: 1.0579 loss: 23.9756 (24.3576) loss_class: 0.6712 (0.6917) loss_bbox: 0.1425 (0.1637) loss_giou: 0.3746 (0.3651) loss_class_0: 0.8085 (0.8480) loss_bbox_0: 0.1629 (0.1638) loss_giou_0: 0.3979 (0.3689) loss_class_1: 0.7177 (0.7391) loss_bbox_1: 0.1530 (0.1649) loss_giou_1: 0.3841 (0.3680) loss_class_2: 0.7220 (0.7158) loss_bbox_2: 0.1436 (0.1631) loss_giou_2: 0.3699 (0.3654) loss_class_3: 0.6885 (0.7001) loss_bbox_3: 0.1438 (0.1634) loss_giou_3: 0.3749 (0.3654) loss_class_4: 0.6913 (0.6940) loss_bbox_4: 0.1426 (0.1634) loss_giou_4: 0.3744 (0.3651) loss_class_enc: 0.7981 (0.8129) loss_bbox_enc: 0.1758 (0.1875) loss_giou_enc: 0.4396 (0.4055) loss_class_dn: 0.3622 (0.3594) loss_bbox_dn: 0.1916 (0.2228) loss_giou_dn: 0.4312 (0.3939) loss_class_dn_0: 0.4525 (0.4581) loss_bbox_dn_0: 0.2781 (0.3174) loss_giou_dn_0: 0.5439 (0.5110) loss_class_dn_1: 0.3907 (0.3890) loss_bbox_dn_1: 0.2182 (0.2470) loss_giou_dn_1: 0.4593 (0.4256) loss_class_dn_2: 0.3693 (0.3687) loss_bbox_dn_2: 0.1984 (0.2270) loss_giou_dn_2: 0.4369 (0.4006) loss_class_dn_3: 0.3658 (0.3624) loss_bbox_dn_3: 0.1925 (0.2237) loss_giou_dn_3: 0.4313 (0.3954) loss_class_dn_4: 0.3646 (0.3599) loss_bbox_dn_4: 0.1916 (0.2228) loss_giou_dn_4: 0.4312 (0.3939) loss_class_hybrid: 0.6676 (0.6923) loss_bbox_hybrid: 0.1671 (0.1744) loss_giou_hybrid: 0.3934 (0.3909) loss_class_0_hybrid: 0.7448 (0.7677) loss_bbox_0_hybrid: 0.1725 (0.1806) loss_giou_0_hybrid: 0.4212 (0.4039) loss_class_1_hybrid: 0.6987 (0.7215) loss_bbox_1_hybrid: 0.1730 (0.1770) loss_giou_1_hybrid: 0.4057 (0.3961) loss_class_2_hybrid: 0.6910 (0.7071) loss_bbox_2_hybrid: 0.1675 (0.1746) loss_giou_2_hybrid: 0.3938 (0.3921) loss_class_3_hybrid: 0.7006 (0.6978) loss_bbox_3_hybrid: 0.1677 (0.1743) loss_giou_3_hybrid: 0.3922 (0.3913) loss_class_4_hybrid: 0.6971 (0.6934) loss_bbox_4_hybrid: 0.1679 (0.1745) loss_giou_4_hybrid: 0.3912 (0.3912) loss_class_enc_hybrid: 0.7341 (0.7458) loss_bbox_enc_hybrid: 0.1994 (0.2084) loss_giou_enc_hybrid: 0.4667 (0.4492) mem: 1020 max mem: 36965 [2024-01-16 02:48:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:49:50 det.util.engine] INFO: Epoch: [10] [7850/11727] eta: 1:09:31 lr: 0.000010 data_time: 0.0034 iter_time: 1.0899 loss: 23.2490 (24.3555) loss_class: 0.6652 (0.6917) loss_bbox: 0.1427 (0.1636) loss_giou: 0.3855 (0.3651) loss_class_0: 0.7819 (0.8479) loss_bbox_0: 0.1396 (0.1637) loss_giou_0: 0.3894 (0.3689) loss_class_1: 0.6972 (0.7390) loss_bbox_1: 0.1420 (0.1649) loss_giou_1: 0.3829 (0.3680) loss_class_2: 0.6780 (0.7157) loss_bbox_2: 0.1407 (0.1630) loss_giou_2: 0.3937 (0.3654) loss_class_3: 0.6680 (0.7001) loss_bbox_3: 0.1439 (0.1634) loss_giou_3: 0.3859 (0.3653) loss_class_4: 0.6619 (0.6940) loss_bbox_4: 0.1406 (0.1634) loss_giou_4: 0.3880 (0.3651) loss_class_enc: 0.7447 (0.8129) loss_bbox_enc: 0.1596 (0.1875) loss_giou_enc: 0.4005 (0.4054) loss_class_dn: 0.3676 (0.3594) loss_bbox_dn: 0.1961 (0.2228) loss_giou_dn: 0.3993 (0.3939) loss_class_dn_0: 0.4534 (0.4581) loss_bbox_dn_0: 0.2673 (0.3173) loss_giou_dn_0: 0.5003 (0.5109) loss_class_dn_1: 0.3974 (0.3890) loss_bbox_dn_1: 0.2179 (0.2470) loss_giou_dn_1: 0.4204 (0.4256) loss_class_dn_2: 0.3737 (0.3687) loss_bbox_dn_2: 0.1965 (0.2270) loss_giou_dn_2: 0.4049 (0.4005) loss_class_dn_3: 0.3696 (0.3624) loss_bbox_dn_3: 0.1955 (0.2236) loss_giou_dn_3: 0.4007 (0.3954) loss_class_dn_4: 0.3682 (0.3598) loss_bbox_dn_4: 0.1961 (0.2228) loss_giou_dn_4: 0.3993 (0.3938) loss_class_hybrid: 0.6548 (0.6923) loss_bbox_hybrid: 0.1591 (0.1744) loss_giou_hybrid: 0.4043 (0.3909) loss_class_0_hybrid: 0.7228 (0.7676) loss_bbox_0_hybrid: 0.1636 (0.1806) loss_giou_0_hybrid: 0.4122 (0.4038) loss_class_1_hybrid: 0.6771 (0.7214) loss_bbox_1_hybrid: 0.1551 (0.1770) loss_giou_1_hybrid: 0.4030 (0.3961) loss_class_2_hybrid: 0.6594 (0.7071) loss_bbox_2_hybrid: 0.1578 (0.1746) loss_giou_2_hybrid: 0.4017 (0.3921) loss_class_3_hybrid: 0.6560 (0.6978) loss_bbox_3_hybrid: 0.1608 (0.1743) loss_giou_3_hybrid: 0.4049 (0.3912) loss_class_4_hybrid: 0.6523 (0.6934) loss_bbox_4_hybrid: 0.1577 (0.1745) loss_giou_4_hybrid: 0.4044 (0.3911) loss_class_enc_hybrid: 0.7078 (0.7457) loss_bbox_enc_hybrid: 0.1929 (0.2084) loss_giou_enc_hybrid: 0.4515 (0.4491) mem: 1032 max mem: 36965 [2024-01-16 02:49:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:50:44 det.util.engine] INFO: Epoch: [10] [7900/11727] eta: 1:08:37 lr: 0.000010 data_time: 0.0033 iter_time: 1.0553 loss: 24.1001 (24.3563) loss_class: 0.6501 (0.6916) loss_bbox: 0.1748 (0.1637) loss_giou: 0.3916 (0.3651) loss_class_0: 0.7870 (0.8479) loss_bbox_0: 0.1771 (0.1638) loss_giou_0: 0.3813 (0.3689) loss_class_1: 0.6988 (0.7390) loss_bbox_1: 0.1702 (0.1649) loss_giou_1: 0.3946 (0.3680) loss_class_2: 0.6770 (0.7156) loss_bbox_2: 0.1654 (0.1631) loss_giou_2: 0.3800 (0.3654) loss_class_3: 0.6619 (0.7000) loss_bbox_3: 0.1741 (0.1634) loss_giou_3: 0.3885 (0.3654) loss_class_4: 0.6548 (0.6939) loss_bbox_4: 0.1737 (0.1634) loss_giou_4: 0.3914 (0.3651) loss_class_enc: 0.7725 (0.8128) loss_bbox_enc: 0.2055 (0.1875) loss_giou_enc: 0.4151 (0.4054) loss_class_dn: 0.3676 (0.3594) loss_bbox_dn: 0.2196 (0.2228) loss_giou_dn: 0.4084 (0.3939) loss_class_dn_0: 0.4553 (0.4581) loss_bbox_dn_0: 0.3271 (0.3174) loss_giou_dn_0: 0.5257 (0.5109) loss_class_dn_1: 0.3904 (0.3890) loss_bbox_dn_1: 0.2579 (0.2471) loss_giou_dn_1: 0.4354 (0.4256) loss_class_dn_2: 0.3762 (0.3687) loss_bbox_dn_2: 0.2246 (0.2270) loss_giou_dn_2: 0.4132 (0.4005) loss_class_dn_3: 0.3729 (0.3624) loss_bbox_dn_3: 0.2199 (0.2237) loss_giou_dn_3: 0.4115 (0.3954) loss_class_dn_4: 0.3709 (0.3598) loss_bbox_dn_4: 0.2196 (0.2228) loss_giou_dn_4: 0.4086 (0.3939) loss_class_hybrid: 0.6500 (0.6922) loss_bbox_hybrid: 0.1692 (0.1745) loss_giou_hybrid: 0.4112 (0.3909) loss_class_0_hybrid: 0.7281 (0.7676) loss_bbox_0_hybrid: 0.1853 (0.1806) loss_giou_0_hybrid: 0.4199 (0.4038) loss_class_1_hybrid: 0.6759 (0.7214) loss_bbox_1_hybrid: 0.1723 (0.1771) loss_giou_1_hybrid: 0.4119 (0.3961) loss_class_2_hybrid: 0.6716 (0.7070) loss_bbox_2_hybrid: 0.1733 (0.1746) loss_giou_2_hybrid: 0.4039 (0.3921) loss_class_3_hybrid: 0.6639 (0.6977) loss_bbox_3_hybrid: 0.1730 (0.1744) loss_giou_3_hybrid: 0.4062 (0.3913) loss_class_4_hybrid: 0.6627 (0.6933) loss_bbox_4_hybrid: 0.1700 (0.1746) loss_giou_4_hybrid: 0.4068 (0.3912) loss_class_enc_hybrid: 0.6983 (0.7457) loss_bbox_enc_hybrid: 0.2279 (0.2084) loss_giou_enc_hybrid: 0.4656 (0.4491) mem: 1026 max mem: 36965 [2024-01-16 02:50:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:51:36 det.util.engine] INFO: Epoch: [10] [7950/11727] eta: 1:07:42 lr: 0.000010 data_time: 0.0034 iter_time: 1.0706 loss: 23.9676 (24.3561) loss_class: 0.6883 (0.6916) loss_bbox: 0.1554 (0.1638) loss_giou: 0.3607 (0.3650) loss_class_0: 0.8487 (0.8480) loss_bbox_0: 0.1630 (0.1639) loss_giou_0: 0.3487 (0.3688) loss_class_1: 0.7246 (0.7390) loss_bbox_1: 0.1609 (0.1650) loss_giou_1: 0.3636 (0.3679) loss_class_2: 0.7044 (0.7157) loss_bbox_2: 0.1541 (0.1631) loss_giou_2: 0.3589 (0.3653) loss_class_3: 0.6873 (0.7000) loss_bbox_3: 0.1555 (0.1635) loss_giou_3: 0.3612 (0.3653) loss_class_4: 0.6897 (0.6939) loss_bbox_4: 0.1554 (0.1635) loss_giou_4: 0.3605 (0.3650) loss_class_enc: 0.7963 (0.8130) loss_bbox_enc: 0.1794 (0.1876) loss_giou_enc: 0.3899 (0.4053) loss_class_dn: 0.3581 (0.3594) loss_bbox_dn: 0.2255 (0.2229) loss_giou_dn: 0.3765 (0.3938) loss_class_dn_0: 0.4489 (0.4581) loss_bbox_dn_0: 0.3017 (0.3175) loss_giou_dn_0: 0.4954 (0.5108) loss_class_dn_1: 0.3885 (0.3889) loss_bbox_dn_1: 0.2477 (0.2472) loss_giou_dn_1: 0.4112 (0.4255) loss_class_dn_2: 0.3669 (0.3687) loss_bbox_dn_2: 0.2287 (0.2271) loss_giou_dn_2: 0.3831 (0.4004) loss_class_dn_3: 0.3602 (0.3624) loss_bbox_dn_3: 0.2265 (0.2238) loss_giou_dn_3: 0.3783 (0.3953) loss_class_dn_4: 0.3586 (0.3598) loss_bbox_dn_4: 0.2256 (0.2229) loss_giou_dn_4: 0.3764 (0.3938) loss_class_hybrid: 0.6637 (0.6922) loss_bbox_hybrid: 0.1667 (0.1746) loss_giou_hybrid: 0.3907 (0.3908) loss_class_0_hybrid: 0.7454 (0.7677) loss_bbox_0_hybrid: 0.1723 (0.1807) loss_giou_0_hybrid: 0.3959 (0.4037) loss_class_1_hybrid: 0.7075 (0.7214) loss_bbox_1_hybrid: 0.1648 (0.1771) loss_giou_1_hybrid: 0.3845 (0.3960) loss_class_2_hybrid: 0.6909 (0.7070) loss_bbox_2_hybrid: 0.1669 (0.1747) loss_giou_2_hybrid: 0.3849 (0.3920) loss_class_3_hybrid: 0.6808 (0.6977) loss_bbox_3_hybrid: 0.1665 (0.1745) loss_giou_3_hybrid: 0.3834 (0.3911) loss_class_4_hybrid: 0.6722 (0.6933) loss_bbox_4_hybrid: 0.1659 (0.1746) loss_giou_4_hybrid: 0.3844 (0.3911) loss_class_enc_hybrid: 0.7351 (0.7458) loss_bbox_enc_hybrid: 0.2051 (0.2085) loss_giou_enc_hybrid: 0.4294 (0.4490) mem: 1028 max mem: 36965 [2024-01-16 02:51:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:52:30 det.util.engine] INFO: Epoch: [10] [8000/11727] eta: 1:06:49 lr: 0.000010 data_time: 0.0034 iter_time: 1.0498 loss: 23.7105 (24.3545) loss_class: 0.6709 (0.6916) loss_bbox: 0.1454 (0.1637) loss_giou: 0.3718 (0.3650) loss_class_0: 0.8326 (0.8480) loss_bbox_0: 0.1419 (0.1638) loss_giou_0: 0.3655 (0.3688) loss_class_1: 0.7268 (0.7390) loss_bbox_1: 0.1467 (0.1650) loss_giou_1: 0.3703 (0.3679) loss_class_2: 0.6859 (0.7157) loss_bbox_2: 0.1401 (0.1631) loss_giou_2: 0.3686 (0.3653) loss_class_3: 0.6763 (0.7000) loss_bbox_3: 0.1467 (0.1635) loss_giou_3: 0.3670 (0.3652) loss_class_4: 0.6755 (0.6939) loss_bbox_4: 0.1454 (0.1635) loss_giou_4: 0.3694 (0.3650) loss_class_enc: 0.8045 (0.8130) loss_bbox_enc: 0.1678 (0.1875) loss_giou_enc: 0.4017 (0.4053) loss_class_dn: 0.3613 (0.3594) loss_bbox_dn: 0.2007 (0.2228) loss_giou_dn: 0.3867 (0.3938) loss_class_dn_0: 0.4604 (0.4581) loss_bbox_dn_0: 0.2923 (0.3174) loss_giou_dn_0: 0.5089 (0.5108) loss_class_dn_1: 0.3910 (0.3889) loss_bbox_dn_1: 0.2342 (0.2471) loss_giou_dn_1: 0.4253 (0.4255) loss_class_dn_2: 0.3739 (0.3686) loss_bbox_dn_2: 0.2082 (0.2270) loss_giou_dn_2: 0.3955 (0.4004) loss_class_dn_3: 0.3657 (0.3623) loss_bbox_dn_3: 0.2013 (0.2237) loss_giou_dn_3: 0.3880 (0.3953) loss_class_dn_4: 0.3631 (0.3598) loss_bbox_dn_4: 0.2005 (0.2228) loss_giou_dn_4: 0.3868 (0.3937) loss_class_hybrid: 0.6633 (0.6922) loss_bbox_hybrid: 0.1602 (0.1745) loss_giou_hybrid: 0.3852 (0.3908) loss_class_0_hybrid: 0.7583 (0.7677) loss_bbox_0_hybrid: 0.1611 (0.1807) loss_giou_0_hybrid: 0.3942 (0.4037) loss_class_1_hybrid: 0.7096 (0.7214) loss_bbox_1_hybrid: 0.1608 (0.1771) loss_giou_1_hybrid: 0.3928 (0.3960) loss_class_2_hybrid: 0.6873 (0.7070) loss_bbox_2_hybrid: 0.1594 (0.1747) loss_giou_2_hybrid: 0.3889 (0.3920) loss_class_3_hybrid: 0.6768 (0.6977) loss_bbox_3_hybrid: 0.1584 (0.1744) loss_giou_3_hybrid: 0.3872 (0.3912) loss_class_4_hybrid: 0.6649 (0.6933) loss_bbox_4_hybrid: 0.1583 (0.1746) loss_giou_4_hybrid: 0.3850 (0.3911) loss_class_enc_hybrid: 0.7353 (0.7458) loss_bbox_enc_hybrid: 0.1980 (0.2084) loss_giou_enc_hybrid: 0.4431 (0.4490) mem: 1016 max mem: 36965 [2024-01-16 02:52:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:53:23 det.util.engine] INFO: Epoch: [10] [8050/11727] eta: 1:05:54 lr: 0.000010 data_time: 0.0036 iter_time: 1.0648 loss: 24.3738 (24.3520) loss_class: 0.6838 (0.6915) loss_bbox: 0.1528 (0.1637) loss_giou: 0.3310 (0.3649) loss_class_0: 0.8237 (0.8479) loss_bbox_0: 0.1554 (0.1638) loss_giou_0: 0.3203 (0.3687) loss_class_1: 0.7178 (0.7390) loss_bbox_1: 0.1606 (0.1650) loss_giou_1: 0.3261 (0.3678) loss_class_2: 0.7165 (0.7156) loss_bbox_2: 0.1584 (0.1631) loss_giou_2: 0.3328 (0.3652) loss_class_3: 0.6957 (0.6999) loss_bbox_3: 0.1464 (0.1635) loss_giou_3: 0.3314 (0.3652) loss_class_4: 0.6966 (0.6938) loss_bbox_4: 0.1528 (0.1635) loss_giou_4: 0.3310 (0.3649) loss_class_enc: 0.8199 (0.8129) loss_bbox_enc: 0.1864 (0.1875) loss_giou_enc: 0.3786 (0.4052) loss_class_dn: 0.3555 (0.3593) loss_bbox_dn: 0.2112 (0.2228) loss_giou_dn: 0.3856 (0.3937) loss_class_dn_0: 0.4542 (0.4580) loss_bbox_dn_0: 0.3022 (0.3175) loss_giou_dn_0: 0.4893 (0.5107) loss_class_dn_1: 0.3822 (0.3889) loss_bbox_dn_1: 0.2301 (0.2471) loss_giou_dn_1: 0.4170 (0.4254) loss_class_dn_2: 0.3617 (0.3686) loss_bbox_dn_2: 0.2186 (0.2270) loss_giou_dn_2: 0.3894 (0.4003) loss_class_dn_3: 0.3591 (0.3623) loss_bbox_dn_3: 0.2126 (0.2237) loss_giou_dn_3: 0.3876 (0.3952) loss_class_dn_4: 0.3580 (0.3598) loss_bbox_dn_4: 0.2112 (0.2229) loss_giou_dn_4: 0.3857 (0.3937) loss_class_hybrid: 0.6902 (0.6921) loss_bbox_hybrid: 0.1673 (0.1745) loss_giou_hybrid: 0.3331 (0.3908) loss_class_0_hybrid: 0.7800 (0.7676) loss_bbox_0_hybrid: 0.1721 (0.1807) loss_giou_0_hybrid: 0.3456 (0.4036) loss_class_1_hybrid: 0.7214 (0.7213) loss_bbox_1_hybrid: 0.1746 (0.1771) loss_giou_1_hybrid: 0.3372 (0.3959) loss_class_2_hybrid: 0.7094 (0.7069) loss_bbox_2_hybrid: 0.1686 (0.1747) loss_giou_2_hybrid: 0.3283 (0.3920) loss_class_3_hybrid: 0.7032 (0.6976) loss_bbox_3_hybrid: 0.1668 (0.1744) loss_giou_3_hybrid: 0.3279 (0.3911) loss_class_4_hybrid: 0.7048 (0.6932) loss_bbox_4_hybrid: 0.1676 (0.1746) loss_giou_4_hybrid: 0.3298 (0.3910) loss_class_enc_hybrid: 0.7552 (0.7457) loss_bbox_enc_hybrid: 0.2048 (0.2084) loss_giou_enc_hybrid: 0.3895 (0.4489) mem: 1021 max mem: 36965 [2024-01-16 02:53:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:54:17 det.util.engine] INFO: Epoch: [10] [8100/11727] eta: 1:05:01 lr: 0.000010 data_time: 0.0034 iter_time: 1.0948 loss: 23.7152 (24.3503) loss_class: 0.6770 (0.6915) loss_bbox: 0.1618 (0.1637) loss_giou: 0.3420 (0.3648) loss_class_0: 0.8220 (0.8479) loss_bbox_0: 0.1670 (0.1638) loss_giou_0: 0.3305 (0.3686) loss_class_1: 0.7235 (0.7390) loss_bbox_1: 0.1601 (0.1650) loss_giou_1: 0.3394 (0.3677) loss_class_2: 0.6907 (0.7155) loss_bbox_2: 0.1568 (0.1631) loss_giou_2: 0.3422 (0.3651) loss_class_3: 0.6898 (0.6999) loss_bbox_3: 0.1622 (0.1635) loss_giou_3: 0.3452 (0.3651) loss_class_4: 0.6894 (0.6938) loss_bbox_4: 0.1618 (0.1635) loss_giou_4: 0.3423 (0.3648) loss_class_enc: 0.7890 (0.8128) loss_bbox_enc: 0.1848 (0.1876) loss_giou_enc: 0.3603 (0.4052) loss_class_dn: 0.3497 (0.3593) loss_bbox_dn: 0.2291 (0.2229) loss_giou_dn: 0.3554 (0.3936) loss_class_dn_0: 0.4526 (0.4580) loss_bbox_dn_0: 0.3121 (0.3175) loss_giou_dn_0: 0.4653 (0.5106) loss_class_dn_1: 0.3800 (0.3888) loss_bbox_dn_1: 0.2387 (0.2471) loss_giou_dn_1: 0.3882 (0.4253) loss_class_dn_2: 0.3599 (0.3686) loss_bbox_dn_2: 0.2339 (0.2271) loss_giou_dn_2: 0.3606 (0.4002) loss_class_dn_3: 0.3525 (0.3623) loss_bbox_dn_3: 0.2311 (0.2238) loss_giou_dn_3: 0.3559 (0.3951) loss_class_dn_4: 0.3491 (0.3597) loss_bbox_dn_4: 0.2291 (0.2229) loss_giou_dn_4: 0.3553 (0.3936) loss_class_hybrid: 0.6802 (0.6921) loss_bbox_hybrid: 0.1778 (0.1745) loss_giou_hybrid: 0.3445 (0.3906) loss_class_0_hybrid: 0.7479 (0.7676) loss_bbox_0_hybrid: 0.1796 (0.1807) loss_giou_0_hybrid: 0.3482 (0.4035) loss_class_1_hybrid: 0.7097 (0.7213) loss_bbox_1_hybrid: 0.1838 (0.1771) loss_giou_1_hybrid: 0.3429 (0.3958) loss_class_2_hybrid: 0.6999 (0.7069) loss_bbox_2_hybrid: 0.1755 (0.1747) loss_giou_2_hybrid: 0.3392 (0.3918) loss_class_3_hybrid: 0.6872 (0.6976) loss_bbox_3_hybrid: 0.1771 (0.1744) loss_giou_3_hybrid: 0.3393 (0.3910) loss_class_4_hybrid: 0.6797 (0.6932) loss_bbox_4_hybrid: 0.1774 (0.1746) loss_giou_4_hybrid: 0.3429 (0.3909) loss_class_enc_hybrid: 0.7256 (0.7457) loss_bbox_enc_hybrid: 0.2095 (0.2085) loss_giou_enc_hybrid: 0.3988 (0.4488) mem: 1021 max mem: 36965 [2024-01-16 02:54:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:55:11 det.util.engine] INFO: Epoch: [10] [8150/11727] eta: 1:04:07 lr: 0.000010 data_time: 0.0035 iter_time: 1.0810 loss: 22.8833 (24.3456) loss_class: 0.6648 (0.6913) loss_bbox: 0.1551 (0.1637) loss_giou: 0.3224 (0.3648) loss_class_0: 0.8183 (0.8477) loss_bbox_0: 0.1532 (0.1638) loss_giou_0: 0.3446 (0.3686) loss_class_1: 0.7184 (0.7388) loss_bbox_1: 0.1633 (0.1650) loss_giou_1: 0.3290 (0.3677) loss_class_2: 0.6796 (0.7153) loss_bbox_2: 0.1594 (0.1632) loss_giou_2: 0.3380 (0.3651) loss_class_3: 0.6690 (0.6997) loss_bbox_3: 0.1571 (0.1635) loss_giou_3: 0.3372 (0.3650) loss_class_4: 0.6618 (0.6936) loss_bbox_4: 0.1552 (0.1635) loss_giou_4: 0.3226 (0.3648) loss_class_enc: 0.8156 (0.8126) loss_bbox_enc: 0.1851 (0.1876) loss_giou_enc: 0.3705 (0.4051) loss_class_dn: 0.3510 (0.3593) loss_bbox_dn: 0.2208 (0.2228) loss_giou_dn: 0.3765 (0.3935) loss_class_dn_0: 0.4509 (0.4580) loss_bbox_dn_0: 0.2936 (0.3174) loss_giou_dn_0: 0.4818 (0.5105) loss_class_dn_1: 0.3835 (0.3888) loss_bbox_dn_1: 0.2356 (0.2471) loss_giou_dn_1: 0.4050 (0.4252) loss_class_dn_2: 0.3597 (0.3685) loss_bbox_dn_2: 0.2201 (0.2270) loss_giou_dn_2: 0.3836 (0.4001) loss_class_dn_3: 0.3521 (0.3623) loss_bbox_dn_3: 0.2212 (0.2237) loss_giou_dn_3: 0.3795 (0.3950) loss_class_dn_4: 0.3528 (0.3597) loss_bbox_dn_4: 0.2207 (0.2229) loss_giou_dn_4: 0.3764 (0.3935) loss_class_hybrid: 0.6627 (0.6920) loss_bbox_hybrid: 0.1684 (0.1745) loss_giou_hybrid: 0.3423 (0.3906) loss_class_0_hybrid: 0.7450 (0.7675) loss_bbox_0_hybrid: 0.1710 (0.1807) loss_giou_0_hybrid: 0.3500 (0.4034) loss_class_1_hybrid: 0.6893 (0.7211) loss_bbox_1_hybrid: 0.1688 (0.1771) loss_giou_1_hybrid: 0.3460 (0.3957) loss_class_2_hybrid: 0.6705 (0.7068) loss_bbox_2_hybrid: 0.1629 (0.1747) loss_giou_2_hybrid: 0.3375 (0.3918) loss_class_3_hybrid: 0.6658 (0.6975) loss_bbox_3_hybrid: 0.1677 (0.1744) loss_giou_3_hybrid: 0.3382 (0.3909) loss_class_4_hybrid: 0.6681 (0.6931) loss_bbox_4_hybrid: 0.1686 (0.1746) loss_giou_4_hybrid: 0.3394 (0.3908) loss_class_enc_hybrid: 0.7247 (0.7456) loss_bbox_enc_hybrid: 0.2008 (0.2085) loss_giou_enc_hybrid: 0.4065 (0.4487) mem: 1020 max mem: 36965 [2024-01-16 02:55:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:56:03 det.util.engine] INFO: Epoch: [10] [8200/11727] eta: 1:03:13 lr: 0.000010 data_time: 0.0033 iter_time: 1.0313 loss: 23.8203 (24.3459) loss_class: 0.6578 (0.6913) loss_bbox: 0.1690 (0.1638) loss_giou: 0.3492 (0.3648) loss_class_0: 0.8212 (0.8477) loss_bbox_0: 0.1667 (0.1639) loss_giou_0: 0.3550 (0.3686) loss_class_1: 0.7082 (0.7388) loss_bbox_1: 0.1679 (0.1650) loss_giou_1: 0.3658 (0.3677) loss_class_2: 0.6858 (0.7153) loss_bbox_2: 0.1750 (0.1632) loss_giou_2: 0.3445 (0.3651) loss_class_3: 0.6566 (0.6997) loss_bbox_3: 0.1721 (0.1635) loss_giou_3: 0.3606 (0.3650) loss_class_4: 0.6600 (0.6936) loss_bbox_4: 0.1721 (0.1635) loss_giou_4: 0.3493 (0.3648) loss_class_enc: 0.7809 (0.8126) loss_bbox_enc: 0.1753 (0.1876) loss_giou_enc: 0.3975 (0.4051) loss_class_dn: 0.3548 (0.3593) loss_bbox_dn: 0.2368 (0.2229) loss_giou_dn: 0.3882 (0.3935) loss_class_dn_0: 0.4533 (0.4580) loss_bbox_dn_0: 0.3397 (0.3175) loss_giou_dn_0: 0.5064 (0.5105) loss_class_dn_1: 0.3805 (0.3888) loss_bbox_dn_1: 0.2634 (0.2471) loss_giou_dn_1: 0.4186 (0.4252) loss_class_dn_2: 0.3620 (0.3686) loss_bbox_dn_2: 0.2418 (0.2271) loss_giou_dn_2: 0.3973 (0.4001) loss_class_dn_3: 0.3544 (0.3623) loss_bbox_dn_3: 0.2379 (0.2237) loss_giou_dn_3: 0.3928 (0.3950) loss_class_dn_4: 0.3549 (0.3597) loss_bbox_dn_4: 0.2369 (0.2229) loss_giou_dn_4: 0.3883 (0.3935) loss_class_hybrid: 0.6856 (0.6919) loss_bbox_hybrid: 0.1763 (0.1746) loss_giou_hybrid: 0.3766 (0.3905) loss_class_0_hybrid: 0.7608 (0.7675) loss_bbox_0_hybrid: 0.1814 (0.1807) loss_giou_0_hybrid: 0.3922 (0.4034) loss_class_1_hybrid: 0.7161 (0.7211) loss_bbox_1_hybrid: 0.1807 (0.1772) loss_giou_1_hybrid: 0.3788 (0.3957) loss_class_2_hybrid: 0.7003 (0.7067) loss_bbox_2_hybrid: 0.1778 (0.1747) loss_giou_2_hybrid: 0.3791 (0.3918) loss_class_3_hybrid: 0.6890 (0.6974) loss_bbox_3_hybrid: 0.1784 (0.1745) loss_giou_3_hybrid: 0.3807 (0.3909) loss_class_4_hybrid: 0.6838 (0.6930) loss_bbox_4_hybrid: 0.1767 (0.1746) loss_giou_4_hybrid: 0.3820 (0.3908) loss_class_enc_hybrid: 0.7068 (0.7455) loss_bbox_enc_hybrid: 0.2026 (0.2085) loss_giou_enc_hybrid: 0.4397 (0.4487) mem: 1028 max mem: 36965 [2024-01-16 02:56:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:56:55 det.util.engine] INFO: Epoch: [10] [8250/11727] eta: 1:02:18 lr: 0.000010 data_time: 0.0037 iter_time: 1.0252 loss: 24.0605 (24.3451) loss_class: 0.6398 (0.6913) loss_bbox: 0.1583 (0.1637) loss_giou: 0.3536 (0.3648) loss_class_0: 0.8148 (0.8477) loss_bbox_0: 0.1547 (0.1638) loss_giou_0: 0.3658 (0.3686) loss_class_1: 0.6884 (0.7387) loss_bbox_1: 0.1544 (0.1650) loss_giou_1: 0.3681 (0.3677) loss_class_2: 0.6633 (0.7152) loss_bbox_2: 0.1594 (0.1631) loss_giou_2: 0.3523 (0.3651) loss_class_3: 0.6420 (0.6996) loss_bbox_3: 0.1595 (0.1635) loss_giou_3: 0.3591 (0.3651) loss_class_4: 0.6410 (0.6935) loss_bbox_4: 0.1610 (0.1635) loss_giou_4: 0.3575 (0.3648) loss_class_enc: 0.7681 (0.8125) loss_bbox_enc: 0.1782 (0.1876) loss_giou_enc: 0.3883 (0.4052) loss_class_dn: 0.3532 (0.3593) loss_bbox_dn: 0.2132 (0.2228) loss_giou_dn: 0.3991 (0.3935) loss_class_dn_0: 0.4462 (0.4580) loss_bbox_dn_0: 0.3007 (0.3174) loss_giou_dn_0: 0.5215 (0.5105) loss_class_dn_1: 0.3850 (0.3888) loss_bbox_dn_1: 0.2334 (0.2471) loss_giou_dn_1: 0.4190 (0.4252) loss_class_dn_2: 0.3618 (0.3686) loss_bbox_dn_2: 0.2149 (0.2270) loss_giou_dn_2: 0.4028 (0.4001) loss_class_dn_3: 0.3552 (0.3623) loss_bbox_dn_3: 0.2120 (0.2237) loss_giou_dn_3: 0.3979 (0.3950) loss_class_dn_4: 0.3530 (0.3597) loss_bbox_dn_4: 0.2135 (0.2228) loss_giou_dn_4: 0.3990 (0.3935) loss_class_hybrid: 0.6439 (0.6919) loss_bbox_hybrid: 0.1675 (0.1745) loss_giou_hybrid: 0.3807 (0.3906) loss_class_0_hybrid: 0.7397 (0.7674) loss_bbox_0_hybrid: 0.1696 (0.1807) loss_giou_0_hybrid: 0.4009 (0.4035) loss_class_1_hybrid: 0.6760 (0.7211) loss_bbox_1_hybrid: 0.1655 (0.1771) loss_giou_1_hybrid: 0.3914 (0.3958) loss_class_2_hybrid: 0.6593 (0.7067) loss_bbox_2_hybrid: 0.1673 (0.1747) loss_giou_2_hybrid: 0.3868 (0.3918) loss_class_3_hybrid: 0.6488 (0.6974) loss_bbox_3_hybrid: 0.1639 (0.1744) loss_giou_3_hybrid: 0.3853 (0.3909) loss_class_4_hybrid: 0.6424 (0.6930) loss_bbox_4_hybrid: 0.1654 (0.1746) loss_giou_4_hybrid: 0.3840 (0.3909) loss_class_enc_hybrid: 0.7197 (0.7455) loss_bbox_enc_hybrid: 0.1911 (0.2085) loss_giou_enc_hybrid: 0.4390 (0.4488) mem: 1021 max mem: 36965 [2024-01-16 02:56:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:57:48 det.util.engine] INFO: Epoch: [10] [8300/11727] eta: 1:01:24 lr: 0.000010 data_time: 0.0029 iter_time: 1.0319 loss: 24.4426 (24.3428) loss_class: 0.6824 (0.6912) loss_bbox: 0.1602 (0.1637) loss_giou: 0.3172 (0.3648) loss_class_0: 0.8280 (0.8476) loss_bbox_0: 0.1655 (0.1638) loss_giou_0: 0.3298 (0.3686) loss_class_1: 0.7262 (0.7387) loss_bbox_1: 0.1615 (0.1650) loss_giou_1: 0.3190 (0.3677) loss_class_2: 0.7022 (0.7152) loss_bbox_2: 0.1586 (0.1631) loss_giou_2: 0.3162 (0.3651) loss_class_3: 0.6963 (0.6996) loss_bbox_3: 0.1585 (0.1635) loss_giou_3: 0.3182 (0.3650) loss_class_4: 0.6802 (0.6935) loss_bbox_4: 0.1603 (0.1635) loss_giou_4: 0.3173 (0.3648) loss_class_enc: 0.8081 (0.8125) loss_bbox_enc: 0.1946 (0.1876) loss_giou_enc: 0.3813 (0.4051) loss_class_dn: 0.3527 (0.3593) loss_bbox_dn: 0.1965 (0.2228) loss_giou_dn: 0.3797 (0.3934) loss_class_dn_0: 0.4535 (0.4579) loss_bbox_dn_0: 0.2963 (0.3174) loss_giou_dn_0: 0.4856 (0.5104) loss_class_dn_1: 0.3836 (0.3888) loss_bbox_dn_1: 0.2232 (0.2470) loss_giou_dn_1: 0.3989 (0.4251) loss_class_dn_2: 0.3596 (0.3685) loss_bbox_dn_2: 0.1997 (0.2270) loss_giou_dn_2: 0.3850 (0.4001) loss_class_dn_3: 0.3569 (0.3622) loss_bbox_dn_3: 0.1995 (0.2236) loss_giou_dn_3: 0.3807 (0.3950) loss_class_dn_4: 0.3525 (0.3597) loss_bbox_dn_4: 0.1964 (0.2228) loss_giou_dn_4: 0.3797 (0.3934) loss_class_hybrid: 0.6923 (0.6919) loss_bbox_hybrid: 0.1727 (0.1745) loss_giou_hybrid: 0.3550 (0.3905) loss_class_0_hybrid: 0.7536 (0.7674) loss_bbox_0_hybrid: 0.1713 (0.1807) loss_giou_0_hybrid: 0.3583 (0.4035) loss_class_1_hybrid: 0.7276 (0.7210) loss_bbox_1_hybrid: 0.1712 (0.1771) loss_giou_1_hybrid: 0.3555 (0.3957) loss_class_2_hybrid: 0.7121 (0.7067) loss_bbox_2_hybrid: 0.1670 (0.1747) loss_giou_2_hybrid: 0.3602 (0.3918) loss_class_3_hybrid: 0.7001 (0.6974) loss_bbox_3_hybrid: 0.1714 (0.1744) loss_giou_3_hybrid: 0.3595 (0.3909) loss_class_4_hybrid: 0.6915 (0.6930) loss_bbox_4_hybrid: 0.1700 (0.1746) loss_giou_4_hybrid: 0.3481 (0.3908) loss_class_enc_hybrid: 0.7352 (0.7455) loss_bbox_enc_hybrid: 0.1951 (0.2084) loss_giou_enc_hybrid: 0.3994 (0.4487) mem: 1021 max mem: 36965 [2024-01-16 02:57:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:58:41 det.util.engine] INFO: Epoch: [10] [8350/11727] eta: 1:00:30 lr: 0.000010 data_time: 0.0035 iter_time: 1.0472 loss: 24.1242 (24.3434) loss_class: 0.6776 (0.6912) loss_bbox: 0.1647 (0.1638) loss_giou: 0.3452 (0.3648) loss_class_0: 0.8335 (0.8476) loss_bbox_0: 0.1566 (0.1639) loss_giou_0: 0.3669 (0.3686) loss_class_1: 0.7294 (0.7387) loss_bbox_1: 0.1611 (0.1650) loss_giou_1: 0.3638 (0.3677) loss_class_2: 0.6726 (0.7152) loss_bbox_2: 0.1599 (0.1632) loss_giou_2: 0.3547 (0.3651) loss_class_3: 0.6755 (0.6995) loss_bbox_3: 0.1623 (0.1635) loss_giou_3: 0.3479 (0.3650) loss_class_4: 0.6706 (0.6935) loss_bbox_4: 0.1614 (0.1635) loss_giou_4: 0.3442 (0.3648) loss_class_enc: 0.7789 (0.8125) loss_bbox_enc: 0.1825 (0.1876) loss_giou_enc: 0.3853 (0.4051) loss_class_dn: 0.3542 (0.3593) loss_bbox_dn: 0.2201 (0.2228) loss_giou_dn: 0.3780 (0.3934) loss_class_dn_0: 0.4591 (0.4579) loss_bbox_dn_0: 0.3060 (0.3174) loss_giou_dn_0: 0.5046 (0.5104) loss_class_dn_1: 0.3870 (0.3888) loss_bbox_dn_1: 0.2437 (0.2470) loss_giou_dn_1: 0.4134 (0.4251) loss_class_dn_2: 0.3654 (0.3685) loss_bbox_dn_2: 0.2201 (0.2270) loss_giou_dn_2: 0.3864 (0.4001) loss_class_dn_3: 0.3575 (0.3622) loss_bbox_dn_3: 0.2207 (0.2237) loss_giou_dn_3: 0.3799 (0.3950) loss_class_dn_4: 0.3553 (0.3597) loss_bbox_dn_4: 0.2203 (0.2228) loss_giou_dn_4: 0.3778 (0.3934) loss_class_hybrid: 0.6554 (0.6919) loss_bbox_hybrid: 0.1677 (0.1745) loss_giou_hybrid: 0.3710 (0.3905) loss_class_0_hybrid: 0.7468 (0.7674) loss_bbox_0_hybrid: 0.1741 (0.1807) loss_giou_0_hybrid: 0.3858 (0.4034) loss_class_1_hybrid: 0.6925 (0.7210) loss_bbox_1_hybrid: 0.1742 (0.1771) loss_giou_1_hybrid: 0.3846 (0.3957) loss_class_2_hybrid: 0.6828 (0.7067) loss_bbox_2_hybrid: 0.1679 (0.1747) loss_giou_2_hybrid: 0.3729 (0.3918) loss_class_3_hybrid: 0.6683 (0.6974) loss_bbox_3_hybrid: 0.1692 (0.1744) loss_giou_3_hybrid: 0.3727 (0.3909) loss_class_4_hybrid: 0.6513 (0.6930) loss_bbox_4_hybrid: 0.1622 (0.1746) loss_giou_4_hybrid: 0.3712 (0.3908) loss_class_enc_hybrid: 0.7643 (0.7456) loss_bbox_enc_hybrid: 0.1955 (0.2084) loss_giou_enc_hybrid: 0.4275 (0.4487) mem: 1032 max mem: 36965 [2024-01-16 02:58:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 02:59:35 det.util.engine] INFO: Epoch: [10] [8400/11727] eta: 0:59:36 lr: 0.000010 data_time: 0.0034 iter_time: 1.0692 loss: 23.9923 (24.3415) loss_class: 0.6969 (0.6912) loss_bbox: 0.1513 (0.1638) loss_giou: 0.3566 (0.3646) loss_class_0: 0.8323 (0.8477) loss_bbox_0: 0.1595 (0.1639) loss_giou_0: 0.3726 (0.3684) loss_class_1: 0.7426 (0.7388) loss_bbox_1: 0.1565 (0.1650) loss_giou_1: 0.3775 (0.3675) loss_class_2: 0.7161 (0.7152) loss_bbox_2: 0.1525 (0.1632) loss_giou_2: 0.3634 (0.3650) loss_class_3: 0.7084 (0.6996) loss_bbox_3: 0.1480 (0.1635) loss_giou_3: 0.3571 (0.3649) loss_class_4: 0.6906 (0.6935) loss_bbox_4: 0.1509 (0.1635) loss_giou_4: 0.3566 (0.3646) loss_class_enc: 0.7993 (0.8125) loss_bbox_enc: 0.1852 (0.1876) loss_giou_enc: 0.4113 (0.4050) loss_class_dn: 0.3453 (0.3593) loss_bbox_dn: 0.2117 (0.2228) loss_giou_dn: 0.4004 (0.3933) loss_class_dn_0: 0.4558 (0.4580) loss_bbox_dn_0: 0.3006 (0.3176) loss_giou_dn_0: 0.5167 (0.5103) loss_class_dn_1: 0.3814 (0.3888) loss_bbox_dn_1: 0.2330 (0.2471) loss_giou_dn_1: 0.4326 (0.4250) loss_class_dn_2: 0.3575 (0.3685) loss_bbox_dn_2: 0.2163 (0.2270) loss_giou_dn_2: 0.4081 (0.4000) loss_class_dn_3: 0.3473 (0.3622) loss_bbox_dn_3: 0.2123 (0.2237) loss_giou_dn_3: 0.4033 (0.3948) loss_class_dn_4: 0.3467 (0.3597) loss_bbox_dn_4: 0.2118 (0.2228) loss_giou_dn_4: 0.4005 (0.3933) loss_class_hybrid: 0.6889 (0.6919) loss_bbox_hybrid: 0.1589 (0.1745) loss_giou_hybrid: 0.3828 (0.3903) loss_class_0_hybrid: 0.7594 (0.7674) loss_bbox_0_hybrid: 0.1629 (0.1807) loss_giou_0_hybrid: 0.3991 (0.4033) loss_class_1_hybrid: 0.7231 (0.7211) loss_bbox_1_hybrid: 0.1602 (0.1771) loss_giou_1_hybrid: 0.3894 (0.3955) loss_class_2_hybrid: 0.6971 (0.7067) loss_bbox_2_hybrid: 0.1591 (0.1747) loss_giou_2_hybrid: 0.3849 (0.3916) loss_class_3_hybrid: 0.6865 (0.6974) loss_bbox_3_hybrid: 0.1574 (0.1744) loss_giou_3_hybrid: 0.3845 (0.3907) loss_class_4_hybrid: 0.6857 (0.6930) loss_bbox_4_hybrid: 0.1589 (0.1746) loss_giou_4_hybrid: 0.3847 (0.3906) loss_class_enc_hybrid: 0.7284 (0.7456) loss_bbox_enc_hybrid: 0.2042 (0.2085) loss_giou_enc_hybrid: 0.4490 (0.4485) mem: 1019 max mem: 36965 [2024-01-16 02:59:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:00:27 det.util.engine] INFO: Epoch: [10] [8450/11727] eta: 0:58:42 lr: 0.000010 data_time: 0.0034 iter_time: 1.0608 loss: 23.8958 (24.3386) loss_class: 0.6696 (0.6911) loss_bbox: 0.1516 (0.1637) loss_giou: 0.3825 (0.3646) loss_class_0: 0.8174 (0.8475) loss_bbox_0: 0.1602 (0.1639) loss_giou_0: 0.3835 (0.3684) loss_class_1: 0.7414 (0.7387) loss_bbox_1: 0.1503 (0.1650) loss_giou_1: 0.3595 (0.3675) loss_class_2: 0.6977 (0.7150) loss_bbox_2: 0.1522 (0.1632) loss_giou_2: 0.3619 (0.3649) loss_class_3: 0.6861 (0.6994) loss_bbox_3: 0.1526 (0.1635) loss_giou_3: 0.3706 (0.3649) loss_class_4: 0.6744 (0.6934) loss_bbox_4: 0.1562 (0.1635) loss_giou_4: 0.3776 (0.3646) loss_class_enc: 0.7806 (0.8124) loss_bbox_enc: 0.1864 (0.1876) loss_giou_enc: 0.4213 (0.4049) loss_class_dn: 0.3593 (0.3592) loss_bbox_dn: 0.2050 (0.2228) loss_giou_dn: 0.4058 (0.3933) loss_class_dn_0: 0.4466 (0.4579) loss_bbox_dn_0: 0.2913 (0.3175) loss_giou_dn_0: 0.5095 (0.5103) loss_class_dn_1: 0.3858 (0.3888) loss_bbox_dn_1: 0.2228 (0.2471) loss_giou_dn_1: 0.4377 (0.4250) loss_class_dn_2: 0.3683 (0.3685) loss_bbox_dn_2: 0.2106 (0.2270) loss_giou_dn_2: 0.4115 (0.4000) loss_class_dn_3: 0.3639 (0.3622) loss_bbox_dn_3: 0.2075 (0.2237) loss_giou_dn_3: 0.4088 (0.3948) loss_class_dn_4: 0.3601 (0.3597) loss_bbox_dn_4: 0.2049 (0.2228) loss_giou_dn_4: 0.4059 (0.3933) loss_class_hybrid: 0.6738 (0.6918) loss_bbox_hybrid: 0.1603 (0.1745) loss_giou_hybrid: 0.4005 (0.3903) loss_class_0_hybrid: 0.7318 (0.7673) loss_bbox_0_hybrid: 0.1682 (0.1807) loss_giou_0_hybrid: 0.4173 (0.4032) loss_class_1_hybrid: 0.7081 (0.7210) loss_bbox_1_hybrid: 0.1644 (0.1771) loss_giou_1_hybrid: 0.4118 (0.3955) loss_class_2_hybrid: 0.6957 (0.7066) loss_bbox_2_hybrid: 0.1654 (0.1747) loss_giou_2_hybrid: 0.4058 (0.3915) loss_class_3_hybrid: 0.6826 (0.6973) loss_bbox_3_hybrid: 0.1609 (0.1744) loss_giou_3_hybrid: 0.4025 (0.3906) loss_class_4_hybrid: 0.6727 (0.6930) loss_bbox_4_hybrid: 0.1595 (0.1745) loss_giou_4_hybrid: 0.4043 (0.3905) loss_class_enc_hybrid: 0.7290 (0.7455) loss_bbox_enc_hybrid: 0.2046 (0.2084) loss_giou_enc_hybrid: 0.4593 (0.4485) mem: 1036 max mem: 36965 [2024-01-16 03:00:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:01:22 det.util.engine] INFO: Epoch: [10] [8500/11727] eta: 0:57:49 lr: 0.000010 data_time: 0.0034 iter_time: 1.1420 loss: 24.4618 (24.3407) loss_class: 0.6825 (0.6912) loss_bbox: 0.1480 (0.1637) loss_giou: 0.3709 (0.3646) loss_class_0: 0.8363 (0.8476) loss_bbox_0: 0.1516 (0.1639) loss_giou_0: 0.3753 (0.3684) loss_class_1: 0.7500 (0.7388) loss_bbox_1: 0.1450 (0.1650) loss_giou_1: 0.3632 (0.3675) loss_class_2: 0.7133 (0.7152) loss_bbox_2: 0.1451 (0.1632) loss_giou_2: 0.3692 (0.3649) loss_class_3: 0.7087 (0.6995) loss_bbox_3: 0.1453 (0.1635) loss_giou_3: 0.3715 (0.3649) loss_class_4: 0.6999 (0.6935) loss_bbox_4: 0.1480 (0.1635) loss_giou_4: 0.3718 (0.3646) loss_class_enc: 0.8298 (0.8125) loss_bbox_enc: 0.1830 (0.1876) loss_giou_enc: 0.4095 (0.4049) loss_class_dn: 0.3577 (0.3592) loss_bbox_dn: 0.2055 (0.2229) loss_giou_dn: 0.4194 (0.3933) loss_class_dn_0: 0.4580 (0.4579) loss_bbox_dn_0: 0.2963 (0.3176) loss_giou_dn_0: 0.5283 (0.5103) loss_class_dn_1: 0.3935 (0.3888) loss_bbox_dn_1: 0.2256 (0.2472) loss_giou_dn_1: 0.4431 (0.4250) loss_class_dn_2: 0.3653 (0.3685) loss_bbox_dn_2: 0.2069 (0.2271) loss_giou_dn_2: 0.4230 (0.4000) loss_class_dn_3: 0.3583 (0.3622) loss_bbox_dn_3: 0.2054 (0.2238) loss_giou_dn_3: 0.4210 (0.3949) loss_class_dn_4: 0.3570 (0.3597) loss_bbox_dn_4: 0.2055 (0.2229) loss_giou_dn_4: 0.4193 (0.3933) loss_class_hybrid: 0.6737 (0.6919) loss_bbox_hybrid: 0.1603 (0.1745) loss_giou_hybrid: 0.3951 (0.3903) loss_class_0_hybrid: 0.7514 (0.7674) loss_bbox_0_hybrid: 0.1695 (0.1807) loss_giou_0_hybrid: 0.4051 (0.4032) loss_class_1_hybrid: 0.7133 (0.7211) loss_bbox_1_hybrid: 0.1634 (0.1771) loss_giou_1_hybrid: 0.3975 (0.3955) loss_class_2_hybrid: 0.7011 (0.7067) loss_bbox_2_hybrid: 0.1633 (0.1747) loss_giou_2_hybrid: 0.3934 (0.3915) loss_class_3_hybrid: 0.6820 (0.6974) loss_bbox_3_hybrid: 0.1630 (0.1744) loss_giou_3_hybrid: 0.3993 (0.3906) loss_class_4_hybrid: 0.6789 (0.6931) loss_bbox_4_hybrid: 0.1620 (0.1746) loss_giou_4_hybrid: 0.3939 (0.3905) loss_class_enc_hybrid: 0.7341 (0.7456) loss_bbox_enc_hybrid: 0.2008 (0.2084) loss_giou_enc_hybrid: 0.4541 (0.4485) mem: 1022 max mem: 36965 [2024-01-16 03:01:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:02:18 det.util.engine] INFO: Epoch: [10] [8550/11727] eta: 0:56:56 lr: 0.000010 data_time: 0.0036 iter_time: 1.1046 loss: 23.5866 (24.3390) loss_class: 0.7263 (0.6911) loss_bbox: 0.1528 (0.1637) loss_giou: 0.3500 (0.3646) loss_class_0: 0.8474 (0.8476) loss_bbox_0: 0.1569 (0.1639) loss_giou_0: 0.3360 (0.3684) loss_class_1: 0.7696 (0.7388) loss_bbox_1: 0.1567 (0.1649) loss_giou_1: 0.3319 (0.3674) loss_class_2: 0.7513 (0.7151) loss_bbox_2: 0.1507 (0.1631) loss_giou_2: 0.3390 (0.3649) loss_class_3: 0.7303 (0.6995) loss_bbox_3: 0.1517 (0.1635) loss_giou_3: 0.3498 (0.3648) loss_class_4: 0.7275 (0.6934) loss_bbox_4: 0.1557 (0.1635) loss_giou_4: 0.3396 (0.3646) loss_class_enc: 0.8204 (0.8124) loss_bbox_enc: 0.1903 (0.1876) loss_giou_enc: 0.3788 (0.4049) loss_class_dn: 0.3537 (0.3592) loss_bbox_dn: 0.2233 (0.2228) loss_giou_dn: 0.3613 (0.3933) loss_class_dn_0: 0.4666 (0.4580) loss_bbox_dn_0: 0.3159 (0.3175) loss_giou_dn_0: 0.4725 (0.5103) loss_class_dn_1: 0.3945 (0.3888) loss_bbox_dn_1: 0.2518 (0.2471) loss_giou_dn_1: 0.3931 (0.4250) loss_class_dn_2: 0.3679 (0.3685) loss_bbox_dn_2: 0.2250 (0.2270) loss_giou_dn_2: 0.3659 (0.4000) loss_class_dn_3: 0.3591 (0.3622) loss_bbox_dn_3: 0.2243 (0.2237) loss_giou_dn_3: 0.3623 (0.3948) loss_class_dn_4: 0.3567 (0.3596) loss_bbox_dn_4: 0.2234 (0.2228) loss_giou_dn_4: 0.3614 (0.3933) loss_class_hybrid: 0.6857 (0.6919) loss_bbox_hybrid: 0.1625 (0.1745) loss_giou_hybrid: 0.3540 (0.3903) loss_class_0_hybrid: 0.7741 (0.7674) loss_bbox_0_hybrid: 0.1736 (0.1807) loss_giou_0_hybrid: 0.3518 (0.4032) loss_class_1_hybrid: 0.7174 (0.7211) loss_bbox_1_hybrid: 0.1688 (0.1771) loss_giou_1_hybrid: 0.3507 (0.3955) loss_class_2_hybrid: 0.7103 (0.7067) loss_bbox_2_hybrid: 0.1656 (0.1746) loss_giou_2_hybrid: 0.3531 (0.3915) loss_class_3_hybrid: 0.6901 (0.6974) loss_bbox_3_hybrid: 0.1625 (0.1744) loss_giou_3_hybrid: 0.3546 (0.3906) loss_class_4_hybrid: 0.6917 (0.6930) loss_bbox_4_hybrid: 0.1644 (0.1745) loss_giou_4_hybrid: 0.3515 (0.3905) loss_class_enc_hybrid: 0.7463 (0.7456) loss_bbox_enc_hybrid: 0.2005 (0.2084) loss_giou_enc_hybrid: 0.3972 (0.4484) mem: 1025 max mem: 36965 [2024-01-16 03:02:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:03:14 det.util.engine] INFO: Epoch: [10] [8600/11727] eta: 0:56:03 lr: 0.000010 data_time: 0.0036 iter_time: 1.0925 loss: 22.9972 (24.3355) loss_class: 0.6346 (0.6910) loss_bbox: 0.1443 (0.1637) loss_giou: 0.3645 (0.3646) loss_class_0: 0.7738 (0.8475) loss_bbox_0: 0.1394 (0.1638) loss_giou_0: 0.3624 (0.3684) loss_class_1: 0.6759 (0.7386) loss_bbox_1: 0.1431 (0.1649) loss_giou_1: 0.3555 (0.3674) loss_class_2: 0.6658 (0.7150) loss_bbox_2: 0.1410 (0.1631) loss_giou_2: 0.3585 (0.3649) loss_class_3: 0.6367 (0.6993) loss_bbox_3: 0.1425 (0.1634) loss_giou_3: 0.3641 (0.3648) loss_class_4: 0.6435 (0.6933) loss_bbox_4: 0.1443 (0.1635) loss_giou_4: 0.3646 (0.3646) loss_class_enc: 0.7632 (0.8123) loss_bbox_enc: 0.1657 (0.1876) loss_giou_enc: 0.3883 (0.4049) loss_class_dn: 0.3538 (0.3592) loss_bbox_dn: 0.1792 (0.2228) loss_giou_dn: 0.3952 (0.3933) loss_class_dn_0: 0.4502 (0.4579) loss_bbox_dn_0: 0.2538 (0.3175) loss_giou_dn_0: 0.4947 (0.5102) loss_class_dn_1: 0.3802 (0.3888) loss_bbox_dn_1: 0.1973 (0.2471) loss_giou_dn_1: 0.4198 (0.4249) loss_class_dn_2: 0.3612 (0.3685) loss_bbox_dn_2: 0.1830 (0.2270) loss_giou_dn_2: 0.4030 (0.3999) loss_class_dn_3: 0.3530 (0.3622) loss_bbox_dn_3: 0.1802 (0.2236) loss_giou_dn_3: 0.3974 (0.3948) loss_class_dn_4: 0.3528 (0.3596) loss_bbox_dn_4: 0.1792 (0.2228) loss_giou_dn_4: 0.3951 (0.3932) loss_class_hybrid: 0.6591 (0.6918) loss_bbox_hybrid: 0.1531 (0.1744) loss_giou_hybrid: 0.3595 (0.3902) loss_class_0_hybrid: 0.7223 (0.7673) loss_bbox_0_hybrid: 0.1527 (0.1806) loss_giou_0_hybrid: 0.3812 (0.4031) loss_class_1_hybrid: 0.6750 (0.7209) loss_bbox_1_hybrid: 0.1546 (0.1770) loss_giou_1_hybrid: 0.3679 (0.3954) loss_class_2_hybrid: 0.6769 (0.7066) loss_bbox_2_hybrid: 0.1529 (0.1746) loss_giou_2_hybrid: 0.3669 (0.3915) loss_class_3_hybrid: 0.6659 (0.6972) loss_bbox_3_hybrid: 0.1525 (0.1743) loss_giou_3_hybrid: 0.3600 (0.3906) loss_class_4_hybrid: 0.6572 (0.6929) loss_bbox_4_hybrid: 0.1520 (0.1745) loss_giou_4_hybrid: 0.3601 (0.3905) loss_class_enc_hybrid: 0.7000 (0.7455) loss_bbox_enc_hybrid: 0.1710 (0.2084) loss_giou_enc_hybrid: 0.4316 (0.4484) mem: 1027 max mem: 36965 [2024-01-16 03:03:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:04:08 det.util.engine] INFO: Epoch: [10] [8650/11727] eta: 0:55:09 lr: 0.000010 data_time: 0.0036 iter_time: 1.0712 loss: 24.8847 (24.3349) loss_class: 0.6871 (0.6910) loss_bbox: 0.1442 (0.1637) loss_giou: 0.4072 (0.3645) loss_class_0: 0.8541 (0.8475) loss_bbox_0: 0.1472 (0.1638) loss_giou_0: 0.3843 (0.3683) loss_class_1: 0.7402 (0.7386) loss_bbox_1: 0.1535 (0.1649) loss_giou_1: 0.3999 (0.3674) loss_class_2: 0.7176 (0.7150) loss_bbox_2: 0.1558 (0.1631) loss_giou_2: 0.3994 (0.3648) loss_class_3: 0.6995 (0.6993) loss_bbox_3: 0.1452 (0.1634) loss_giou_3: 0.4028 (0.3648) loss_class_4: 0.6935 (0.6933) loss_bbox_4: 0.1443 (0.1635) loss_giou_4: 0.4033 (0.3645) loss_class_enc: 0.8257 (0.8123) loss_bbox_enc: 0.1740 (0.1876) loss_giou_enc: 0.4400 (0.4049) loss_class_dn: 0.3693 (0.3592) loss_bbox_dn: 0.1802 (0.2228) loss_giou_dn: 0.4208 (0.3932) loss_class_dn_0: 0.4621 (0.4579) loss_bbox_dn_0: 0.2642 (0.3175) loss_giou_dn_0: 0.5297 (0.5102) loss_class_dn_1: 0.3989 (0.3887) loss_bbox_dn_1: 0.2091 (0.2471) loss_giou_dn_1: 0.4560 (0.4249) loss_class_dn_2: 0.3816 (0.3685) loss_bbox_dn_2: 0.1838 (0.2270) loss_giou_dn_2: 0.4289 (0.3999) loss_class_dn_3: 0.3719 (0.3622) loss_bbox_dn_3: 0.1816 (0.2237) loss_giou_dn_3: 0.4234 (0.3948) loss_class_dn_4: 0.3699 (0.3596) loss_bbox_dn_4: 0.1801 (0.2228) loss_giou_dn_4: 0.4207 (0.3932) loss_class_hybrid: 0.6789 (0.6918) loss_bbox_hybrid: 0.1825 (0.1744) loss_giou_hybrid: 0.4164 (0.3902) loss_class_0_hybrid: 0.7423 (0.7673) loss_bbox_0_hybrid: 0.1841 (0.1806) loss_giou_0_hybrid: 0.4332 (0.4031) loss_class_1_hybrid: 0.7017 (0.7209) loss_bbox_1_hybrid: 0.1788 (0.1770) loss_giou_1_hybrid: 0.4256 (0.3954) loss_class_2_hybrid: 0.6872 (0.7066) loss_bbox_2_hybrid: 0.1733 (0.1746) loss_giou_2_hybrid: 0.4173 (0.3914) loss_class_3_hybrid: 0.6822 (0.6972) loss_bbox_3_hybrid: 0.1824 (0.1743) loss_giou_3_hybrid: 0.4151 (0.3906) loss_class_4_hybrid: 0.6781 (0.6929) loss_bbox_4_hybrid: 0.1841 (0.1745) loss_giou_4_hybrid: 0.4209 (0.3905) loss_class_enc_hybrid: 0.7373 (0.7455) loss_bbox_enc_hybrid: 0.2071 (0.2084) loss_giou_enc_hybrid: 0.4670 (0.4484) mem: 1016 max mem: 36965 [2024-01-16 03:04:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:05:04 det.util.engine] INFO: Epoch: [10] [8700/11727] eta: 0:54:16 lr: 0.000010 data_time: 0.0034 iter_time: 1.0360 loss: 23.8427 (24.3333) loss_class: 0.6728 (0.6910) loss_bbox: 0.1531 (0.1636) loss_giou: 0.3569 (0.3645) loss_class_0: 0.8654 (0.8475) loss_bbox_0: 0.1494 (0.1638) loss_giou_0: 0.3684 (0.3683) loss_class_1: 0.7595 (0.7386) loss_bbox_1: 0.1524 (0.1649) loss_giou_1: 0.3652 (0.3673) loss_class_2: 0.6962 (0.7150) loss_bbox_2: 0.1539 (0.1630) loss_giou_2: 0.3597 (0.3648) loss_class_3: 0.6732 (0.6993) loss_bbox_3: 0.1529 (0.1634) loss_giou_3: 0.3578 (0.3647) loss_class_4: 0.6881 (0.6933) loss_bbox_4: 0.1495 (0.1634) loss_giou_4: 0.3551 (0.3645) loss_class_enc: 0.7845 (0.8122) loss_bbox_enc: 0.1755 (0.1876) loss_giou_enc: 0.4054 (0.4048) loss_class_dn: 0.3586 (0.3592) loss_bbox_dn: 0.2054 (0.2228) loss_giou_dn: 0.3761 (0.3932) loss_class_dn_0: 0.4509 (0.4579) loss_bbox_dn_0: 0.3027 (0.3175) loss_giou_dn_0: 0.4964 (0.5101) loss_class_dn_1: 0.3862 (0.3887) loss_bbox_dn_1: 0.2259 (0.2471) loss_giou_dn_1: 0.4079 (0.4249) loss_class_dn_2: 0.3678 (0.3684) loss_bbox_dn_2: 0.2072 (0.2270) loss_giou_dn_2: 0.3869 (0.3998) loss_class_dn_3: 0.3589 (0.3621) loss_bbox_dn_3: 0.2071 (0.2237) loss_giou_dn_3: 0.3776 (0.3947) loss_class_dn_4: 0.3579 (0.3596) loss_bbox_dn_4: 0.2054 (0.2228) loss_giou_dn_4: 0.3763 (0.3932) loss_class_hybrid: 0.6788 (0.6917) loss_bbox_hybrid: 0.1551 (0.1744) loss_giou_hybrid: 0.3790 (0.3902) loss_class_0_hybrid: 0.7406 (0.7673) loss_bbox_0_hybrid: 0.1613 (0.1806) loss_giou_0_hybrid: 0.3898 (0.4031) loss_class_1_hybrid: 0.6938 (0.7209) loss_bbox_1_hybrid: 0.1599 (0.1770) loss_giou_1_hybrid: 0.3841 (0.3954) loss_class_2_hybrid: 0.6862 (0.7066) loss_bbox_2_hybrid: 0.1571 (0.1746) loss_giou_2_hybrid: 0.3821 (0.3914) loss_class_3_hybrid: 0.6690 (0.6972) loss_bbox_3_hybrid: 0.1557 (0.1743) loss_giou_3_hybrid: 0.3818 (0.3905) loss_class_4_hybrid: 0.6715 (0.6929) loss_bbox_4_hybrid: 0.1572 (0.1745) loss_giou_4_hybrid: 0.3794 (0.3904) loss_class_enc_hybrid: 0.7227 (0.7454) loss_bbox_enc_hybrid: 0.1904 (0.2084) loss_giou_enc_hybrid: 0.4311 (0.4483) mem: 1021 max mem: 36965 [2024-01-16 03:05:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:05:57 det.util.engine] INFO: Epoch: [10] [8750/11727] eta: 0:53:22 lr: 0.000010 data_time: 0.0036 iter_time: 1.0810 loss: 24.2429 (24.3324) loss_class: 0.6830 (0.6910) loss_bbox: 0.1718 (0.1636) loss_giou: 0.3529 (0.3645) loss_class_0: 0.8267 (0.8474) loss_bbox_0: 0.1635 (0.1638) loss_giou_0: 0.3429 (0.3683) loss_class_1: 0.7364 (0.7386) loss_bbox_1: 0.1648 (0.1649) loss_giou_1: 0.3546 (0.3673) loss_class_2: 0.7161 (0.7150) loss_bbox_2: 0.1692 (0.1630) loss_giou_2: 0.3611 (0.3648) loss_class_3: 0.7055 (0.6993) loss_bbox_3: 0.1685 (0.1634) loss_giou_3: 0.3513 (0.3648) loss_class_4: 0.6933 (0.6932) loss_bbox_4: 0.1754 (0.1634) loss_giou_4: 0.3629 (0.3645) loss_class_enc: 0.7938 (0.8122) loss_bbox_enc: 0.1834 (0.1876) loss_giou_enc: 0.4049 (0.4048) loss_class_dn: 0.3512 (0.3591) loss_bbox_dn: 0.1882 (0.2228) loss_giou_dn: 0.3845 (0.3932) loss_class_dn_0: 0.4497 (0.4579) loss_bbox_dn_0: 0.3002 (0.3174) loss_giou_dn_0: 0.5111 (0.5101) loss_class_dn_1: 0.3816 (0.3887) loss_bbox_dn_1: 0.2101 (0.2470) loss_giou_dn_1: 0.4315 (0.4248) loss_class_dn_2: 0.3592 (0.3684) loss_bbox_dn_2: 0.1924 (0.2270) loss_giou_dn_2: 0.3996 (0.3998) loss_class_dn_3: 0.3532 (0.3621) loss_bbox_dn_3: 0.1901 (0.2236) loss_giou_dn_3: 0.3905 (0.3947) loss_class_dn_4: 0.3507 (0.3596) loss_bbox_dn_4: 0.1881 (0.2228) loss_giou_dn_4: 0.3845 (0.3931) loss_class_hybrid: 0.6823 (0.6917) loss_bbox_hybrid: 0.1723 (0.1744) loss_giou_hybrid: 0.3620 (0.3902) loss_class_0_hybrid: 0.7643 (0.7672) loss_bbox_0_hybrid: 0.1709 (0.1806) loss_giou_0_hybrid: 0.3696 (0.4031) loss_class_1_hybrid: 0.7201 (0.7209) loss_bbox_1_hybrid: 0.1615 (0.1770) loss_giou_1_hybrid: 0.3680 (0.3954) loss_class_2_hybrid: 0.7107 (0.7065) loss_bbox_2_hybrid: 0.1687 (0.1746) loss_giou_2_hybrid: 0.3653 (0.3914) loss_class_3_hybrid: 0.6949 (0.6972) loss_bbox_3_hybrid: 0.1682 (0.1743) loss_giou_3_hybrid: 0.3637 (0.3905) loss_class_4_hybrid: 0.6822 (0.6928) loss_bbox_4_hybrid: 0.1716 (0.1745) loss_giou_4_hybrid: 0.3631 (0.3904) loss_class_enc_hybrid: 0.7531 (0.7454) loss_bbox_enc_hybrid: 0.1989 (0.2084) loss_giou_enc_hybrid: 0.4200 (0.4483) mem: 1014 max mem: 36965 [2024-01-16 03:05:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:06:50 det.util.engine] INFO: Epoch: [10] [8800/11727] eta: 0:52:28 lr: 0.000010 data_time: 0.0033 iter_time: 1.0511 loss: 24.3201 (24.3310) loss_class: 0.6828 (0.6909) loss_bbox: 0.1427 (0.1636) loss_giou: 0.3578 (0.3645) loss_class_0: 0.8391 (0.8474) loss_bbox_0: 0.1441 (0.1638) loss_giou_0: 0.3558 (0.3682) loss_class_1: 0.7408 (0.7385) loss_bbox_1: 0.1465 (0.1649) loss_giou_1: 0.3479 (0.3673) loss_class_2: 0.6878 (0.7149) loss_bbox_2: 0.1407 (0.1630) loss_giou_2: 0.3509 (0.3648) loss_class_3: 0.6853 (0.6992) loss_bbox_3: 0.1440 (0.1634) loss_giou_3: 0.3608 (0.3647) loss_class_4: 0.6856 (0.6932) loss_bbox_4: 0.1427 (0.1634) loss_giou_4: 0.3530 (0.3645) loss_class_enc: 0.8175 (0.8122) loss_bbox_enc: 0.1773 (0.1876) loss_giou_enc: 0.3782 (0.4048) loss_class_dn: 0.3568 (0.3591) loss_bbox_dn: 0.1904 (0.2228) loss_giou_dn: 0.3753 (0.3932) loss_class_dn_0: 0.4601 (0.4579) loss_bbox_dn_0: 0.2976 (0.3174) loss_giou_dn_0: 0.4823 (0.5101) loss_class_dn_1: 0.3892 (0.3887) loss_bbox_dn_1: 0.2237 (0.2470) loss_giou_dn_1: 0.4031 (0.4248) loss_class_dn_2: 0.3636 (0.3684) loss_bbox_dn_2: 0.1999 (0.2270) loss_giou_dn_2: 0.3804 (0.3998) loss_class_dn_3: 0.3593 (0.3621) loss_bbox_dn_3: 0.1954 (0.2236) loss_giou_dn_3: 0.3753 (0.3947) loss_class_dn_4: 0.3582 (0.3596) loss_bbox_dn_4: 0.1904 (0.2228) loss_giou_dn_4: 0.3753 (0.3931) loss_class_hybrid: 0.6926 (0.6917) loss_bbox_hybrid: 0.1513 (0.1744) loss_giou_hybrid: 0.3653 (0.3901) loss_class_0_hybrid: 0.7679 (0.7672) loss_bbox_0_hybrid: 0.1560 (0.1806) loss_giou_0_hybrid: 0.3782 (0.4030) loss_class_1_hybrid: 0.7342 (0.7209) loss_bbox_1_hybrid: 0.1726 (0.1770) loss_giou_1_hybrid: 0.3683 (0.3953) loss_class_2_hybrid: 0.7195 (0.7065) loss_bbox_2_hybrid: 0.1582 (0.1746) loss_giou_2_hybrid: 0.3637 (0.3913) loss_class_3_hybrid: 0.7086 (0.6971) loss_bbox_3_hybrid: 0.1512 (0.1743) loss_giou_3_hybrid: 0.3647 (0.3905) loss_class_4_hybrid: 0.6919 (0.6928) loss_bbox_4_hybrid: 0.1629 (0.1745) loss_giou_4_hybrid: 0.3655 (0.3904) loss_class_enc_hybrid: 0.7586 (0.7454) loss_bbox_enc_hybrid: 0.1963 (0.2083) loss_giou_enc_hybrid: 0.4185 (0.4482) mem: 1032 max mem: 36965 [2024-01-16 03:06:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:07:42 det.util.engine] INFO: Epoch: [10] [8850/11727] eta: 0:51:34 lr: 0.000010 data_time: 0.0033 iter_time: 1.0015 loss: 23.6981 (24.3306) loss_class: 0.6753 (0.6908) loss_bbox: 0.1862 (0.1636) loss_giou: 0.3703 (0.3645) loss_class_0: 0.8472 (0.8474) loss_bbox_0: 0.1701 (0.1637) loss_giou_0: 0.3630 (0.3683) loss_class_1: 0.7302 (0.7385) loss_bbox_1: 0.1795 (0.1649) loss_giou_1: 0.3651 (0.3673) loss_class_2: 0.7123 (0.7149) loss_bbox_2: 0.1839 (0.1630) loss_giou_2: 0.3606 (0.3648) loss_class_3: 0.6967 (0.6992) loss_bbox_3: 0.1782 (0.1634) loss_giou_3: 0.3680 (0.3648) loss_class_4: 0.6784 (0.6931) loss_bbox_4: 0.1813 (0.1634) loss_giou_4: 0.3702 (0.3645) loss_class_enc: 0.7968 (0.8121) loss_bbox_enc: 0.1928 (0.1876) loss_giou_enc: 0.4048 (0.4048) loss_class_dn: 0.3638 (0.3592) loss_bbox_dn: 0.2276 (0.2228) loss_giou_dn: 0.3957 (0.3932) loss_class_dn_0: 0.4631 (0.4579) loss_bbox_dn_0: 0.3272 (0.3174) loss_giou_dn_0: 0.5188 (0.5101) loss_class_dn_1: 0.3942 (0.3887) loss_bbox_dn_1: 0.2510 (0.2470) loss_giou_dn_1: 0.4342 (0.4249) loss_class_dn_2: 0.3746 (0.3684) loss_bbox_dn_2: 0.2301 (0.2270) loss_giou_dn_2: 0.4033 (0.3998) loss_class_dn_3: 0.3696 (0.3621) loss_bbox_dn_3: 0.2270 (0.2236) loss_giou_dn_3: 0.3971 (0.3947) loss_class_dn_4: 0.3652 (0.3596) loss_bbox_dn_4: 0.2277 (0.2228) loss_giou_dn_4: 0.3957 (0.3932) loss_class_hybrid: 0.7015 (0.6916) loss_bbox_hybrid: 0.1808 (0.1744) loss_giou_hybrid: 0.3943 (0.3901) loss_class_0_hybrid: 0.7744 (0.7672) loss_bbox_0_hybrid: 0.1855 (0.1806) loss_giou_0_hybrid: 0.3982 (0.4030) loss_class_1_hybrid: 0.7223 (0.7208) loss_bbox_1_hybrid: 0.1798 (0.1770) loss_giou_1_hybrid: 0.3947 (0.3953) loss_class_2_hybrid: 0.7085 (0.7064) loss_bbox_2_hybrid: 0.1811 (0.1746) loss_giou_2_hybrid: 0.3936 (0.3914) loss_class_3_hybrid: 0.7050 (0.6971) loss_bbox_3_hybrid: 0.1814 (0.1743) loss_giou_3_hybrid: 0.3887 (0.3905) loss_class_4_hybrid: 0.6967 (0.6927) loss_bbox_4_hybrid: 0.1807 (0.1745) loss_giou_4_hybrid: 0.3907 (0.3904) loss_class_enc_hybrid: 0.7579 (0.7453) loss_bbox_enc_hybrid: 0.2064 (0.2083) loss_giou_enc_hybrid: 0.4330 (0.4483) mem: 1023 max mem: 36965 [2024-01-16 03:07:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:08:35 det.util.engine] INFO: Epoch: [10] [8900/11727] eta: 0:50:40 lr: 0.000010 data_time: 0.0032 iter_time: 1.0804 loss: 24.7357 (24.3316) loss_class: 0.7123 (0.6909) loss_bbox: 0.1726 (0.1636) loss_giou: 0.3403 (0.3645) loss_class_0: 0.8867 (0.8475) loss_bbox_0: 0.1617 (0.1638) loss_giou_0: 0.3462 (0.3683) loss_class_1: 0.7577 (0.7385) loss_bbox_1: 0.1647 (0.1649) loss_giou_1: 0.3480 (0.3674) loss_class_2: 0.7380 (0.7149) loss_bbox_2: 0.1744 (0.1631) loss_giou_2: 0.3473 (0.3648) loss_class_3: 0.7231 (0.6992) loss_bbox_3: 0.1721 (0.1634) loss_giou_3: 0.3525 (0.3648) loss_class_4: 0.7158 (0.6931) loss_bbox_4: 0.1691 (0.1634) loss_giou_4: 0.3470 (0.3646) loss_class_enc: 0.8458 (0.8121) loss_bbox_enc: 0.1790 (0.1876) loss_giou_enc: 0.3773 (0.4049) loss_class_dn: 0.3552 (0.3592) loss_bbox_dn: 0.2275 (0.2227) loss_giou_dn: 0.3794 (0.3932) loss_class_dn_0: 0.4560 (0.4578) loss_bbox_dn_0: 0.3003 (0.3173) loss_giou_dn_0: 0.5072 (0.5101) loss_class_dn_1: 0.3854 (0.3887) loss_bbox_dn_1: 0.2447 (0.2470) loss_giou_dn_1: 0.4150 (0.4249) loss_class_dn_2: 0.3674 (0.3684) loss_bbox_dn_2: 0.2290 (0.2269) loss_giou_dn_2: 0.3854 (0.3999) loss_class_dn_3: 0.3620 (0.3621) loss_bbox_dn_3: 0.2289 (0.2236) loss_giou_dn_3: 0.3821 (0.3948) loss_class_dn_4: 0.3564 (0.3596) loss_bbox_dn_4: 0.2277 (0.2228) loss_giou_dn_4: 0.3793 (0.3932) loss_class_hybrid: 0.7088 (0.6916) loss_bbox_hybrid: 0.1755 (0.1744) loss_giou_hybrid: 0.3684 (0.3902) loss_class_0_hybrid: 0.7845 (0.7672) loss_bbox_0_hybrid: 0.1802 (0.1806) loss_giou_0_hybrid: 0.3733 (0.4031) loss_class_1_hybrid: 0.7327 (0.7208) loss_bbox_1_hybrid: 0.1782 (0.1770) loss_giou_1_hybrid: 0.3725 (0.3954) loss_class_2_hybrid: 0.7226 (0.7064) loss_bbox_2_hybrid: 0.1800 (0.1746) loss_giou_2_hybrid: 0.3700 (0.3914) loss_class_3_hybrid: 0.7178 (0.6971) loss_bbox_3_hybrid: 0.1780 (0.1743) loss_giou_3_hybrid: 0.3677 (0.3905) loss_class_4_hybrid: 0.7100 (0.6927) loss_bbox_4_hybrid: 0.1759 (0.1745) loss_giou_4_hybrid: 0.3684 (0.3904) loss_class_enc_hybrid: 0.7651 (0.7453) loss_bbox_enc_hybrid: 0.2037 (0.2083) loss_giou_enc_hybrid: 0.4135 (0.4483) mem: 1024 max mem: 36965 [2024-01-16 03:08:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:09:29 det.util.engine] INFO: Epoch: [10] [8950/11727] eta: 0:49:46 lr: 0.000010 data_time: 0.0032 iter_time: 1.0725 loss: 24.9554 (24.3305) loss_class: 0.7035 (0.6909) loss_bbox: 0.1596 (0.1636) loss_giou: 0.3463 (0.3645) loss_class_0: 0.8774 (0.8475) loss_bbox_0: 0.1542 (0.1637) loss_giou_0: 0.3424 (0.3682) loss_class_1: 0.7554 (0.7386) loss_bbox_1: 0.1581 (0.1649) loss_giou_1: 0.3403 (0.3673) loss_class_2: 0.7426 (0.7150) loss_bbox_2: 0.1590 (0.1630) loss_giou_2: 0.3460 (0.3647) loss_class_3: 0.7100 (0.6993) loss_bbox_3: 0.1682 (0.1634) loss_giou_3: 0.3448 (0.3647) loss_class_4: 0.6915 (0.6932) loss_bbox_4: 0.1599 (0.1634) loss_giou_4: 0.3469 (0.3645) loss_class_enc: 0.8006 (0.8122) loss_bbox_enc: 0.1845 (0.1876) loss_giou_enc: 0.3804 (0.4048) loss_class_dn: 0.3625 (0.3592) loss_bbox_dn: 0.2226 (0.2228) loss_giou_dn: 0.3689 (0.3932) loss_class_dn_0: 0.4535 (0.4578) loss_bbox_dn_0: 0.3123 (0.3173) loss_giou_dn_0: 0.4948 (0.5100) loss_class_dn_1: 0.3899 (0.3887) loss_bbox_dn_1: 0.2511 (0.2470) loss_giou_dn_1: 0.4075 (0.4248) loss_class_dn_2: 0.3722 (0.3684) loss_bbox_dn_2: 0.2301 (0.2269) loss_giou_dn_2: 0.3759 (0.3998) loss_class_dn_3: 0.3655 (0.3621) loss_bbox_dn_3: 0.2230 (0.2236) loss_giou_dn_3: 0.3710 (0.3947) loss_class_dn_4: 0.3615 (0.3596) loss_bbox_dn_4: 0.2227 (0.2228) loss_giou_dn_4: 0.3689 (0.3931) loss_class_hybrid: 0.7161 (0.6916) loss_bbox_hybrid: 0.1674 (0.1744) loss_giou_hybrid: 0.3555 (0.3901) loss_class_0_hybrid: 0.7696 (0.7672) loss_bbox_0_hybrid: 0.1704 (0.1806) loss_giou_0_hybrid: 0.3658 (0.4030) loss_class_1_hybrid: 0.7382 (0.7208) loss_bbox_1_hybrid: 0.1717 (0.1770) loss_giou_1_hybrid: 0.3580 (0.3953) loss_class_2_hybrid: 0.7336 (0.7065) loss_bbox_2_hybrid: 0.1663 (0.1746) loss_giou_2_hybrid: 0.3553 (0.3913) loss_class_3_hybrid: 0.7286 (0.6971) loss_bbox_3_hybrid: 0.1652 (0.1743) loss_giou_3_hybrid: 0.3541 (0.3904) loss_class_4_hybrid: 0.7143 (0.6928) loss_bbox_4_hybrid: 0.1661 (0.1745) loss_giou_4_hybrid: 0.3563 (0.3903) loss_class_enc_hybrid: 0.7328 (0.7454) loss_bbox_enc_hybrid: 0.2016 (0.2083) loss_giou_enc_hybrid: 0.4068 (0.4482) mem: 1032 max mem: 36965 [2024-01-16 03:09:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:10:23 det.util.engine] INFO: Epoch: [10] [9000/11727] eta: 0:48:52 lr: 0.000010 data_time: 0.0034 iter_time: 1.0288 loss: 24.8988 (24.3326) loss_class: 0.6980 (0.6909) loss_bbox: 0.1645 (0.1636) loss_giou: 0.3632 (0.3645) loss_class_0: 0.8466 (0.8476) loss_bbox_0: 0.1669 (0.1638) loss_giou_0: 0.3749 (0.3683) loss_class_1: 0.7328 (0.7387) loss_bbox_1: 0.1711 (0.1649) loss_giou_1: 0.3726 (0.3673) loss_class_2: 0.7106 (0.7150) loss_bbox_2: 0.1614 (0.1631) loss_giou_2: 0.3628 (0.3648) loss_class_3: 0.7085 (0.6993) loss_bbox_3: 0.1655 (0.1634) loss_giou_3: 0.3623 (0.3648) loss_class_4: 0.6954 (0.6932) loss_bbox_4: 0.1664 (0.1635) loss_giou_4: 0.3620 (0.3645) loss_class_enc: 0.8110 (0.8122) loss_bbox_enc: 0.1903 (0.1876) loss_giou_enc: 0.4082 (0.4048) loss_class_dn: 0.3662 (0.3592) loss_bbox_dn: 0.2298 (0.2228) loss_giou_dn: 0.4088 (0.3932) loss_class_dn_0: 0.4540 (0.4578) loss_bbox_dn_0: 0.3174 (0.3173) loss_giou_dn_0: 0.5330 (0.5101) loss_class_dn_1: 0.3961 (0.3887) loss_bbox_dn_1: 0.2359 (0.2470) loss_giou_dn_1: 0.4398 (0.4249) loss_class_dn_2: 0.3753 (0.3684) loss_bbox_dn_2: 0.2254 (0.2270) loss_giou_dn_2: 0.4160 (0.3999) loss_class_dn_3: 0.3694 (0.3621) loss_bbox_dn_3: 0.2253 (0.2236) loss_giou_dn_3: 0.4093 (0.3948) loss_class_dn_4: 0.3672 (0.3596) loss_bbox_dn_4: 0.2298 (0.2228) loss_giou_dn_4: 0.4086 (0.3932) loss_class_hybrid: 0.6936 (0.6917) loss_bbox_hybrid: 0.1705 (0.1744) loss_giou_hybrid: 0.3818 (0.3902) loss_class_0_hybrid: 0.7660 (0.7672) loss_bbox_0_hybrid: 0.1813 (0.1806) loss_giou_0_hybrid: 0.4067 (0.4030) loss_class_1_hybrid: 0.7267 (0.7208) loss_bbox_1_hybrid: 0.1757 (0.1770) loss_giou_1_hybrid: 0.3893 (0.3953) loss_class_2_hybrid: 0.7167 (0.7065) loss_bbox_2_hybrid: 0.1749 (0.1746) loss_giou_2_hybrid: 0.3830 (0.3914) loss_class_3_hybrid: 0.7022 (0.6971) loss_bbox_3_hybrid: 0.1753 (0.1743) loss_giou_3_hybrid: 0.3843 (0.3905) loss_class_4_hybrid: 0.6912 (0.6928) loss_bbox_4_hybrid: 0.1717 (0.1745) loss_giou_4_hybrid: 0.3817 (0.3904) loss_class_enc_hybrid: 0.7451 (0.7454) loss_bbox_enc_hybrid: 0.2099 (0.2083) loss_giou_enc_hybrid: 0.4533 (0.4482) mem: 1027 max mem: 36965 [2024-01-16 03:10:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:11:18 det.util.engine] INFO: Epoch: [10] [9050/11727] eta: 0:47:59 lr: 0.000010 data_time: 0.0031 iter_time: 1.0896 loss: 24.2783 (24.3331) loss_class: 0.6932 (0.6909) loss_bbox: 0.1570 (0.1636) loss_giou: 0.3487 (0.3645) loss_class_0: 0.8429 (0.8476) loss_bbox_0: 0.1566 (0.1637) loss_giou_0: 0.3570 (0.3683) loss_class_1: 0.7388 (0.7387) loss_bbox_1: 0.1568 (0.1649) loss_giou_1: 0.3534 (0.3674) loss_class_2: 0.7157 (0.7150) loss_bbox_2: 0.1532 (0.1631) loss_giou_2: 0.3478 (0.3648) loss_class_3: 0.6890 (0.6993) loss_bbox_3: 0.1521 (0.1634) loss_giou_3: 0.3494 (0.3648) loss_class_4: 0.6879 (0.6932) loss_bbox_4: 0.1524 (0.1635) loss_giou_4: 0.3503 (0.3646) loss_class_enc: 0.7879 (0.8122) loss_bbox_enc: 0.1825 (0.1876) loss_giou_enc: 0.3867 (0.4049) loss_class_dn: 0.3534 (0.3592) loss_bbox_dn: 0.2045 (0.2228) loss_giou_dn: 0.3847 (0.3932) loss_class_dn_0: 0.4439 (0.4578) loss_bbox_dn_0: 0.2857 (0.3173) loss_giou_dn_0: 0.4949 (0.5101) loss_class_dn_1: 0.3773 (0.3887) loss_bbox_dn_1: 0.2206 (0.2470) loss_giou_dn_1: 0.4122 (0.4249) loss_class_dn_2: 0.3576 (0.3684) loss_bbox_dn_2: 0.2089 (0.2270) loss_giou_dn_2: 0.3907 (0.3999) loss_class_dn_3: 0.3548 (0.3621) loss_bbox_dn_3: 0.2057 (0.2237) loss_giou_dn_3: 0.3849 (0.3948) loss_class_dn_4: 0.3523 (0.3596) loss_bbox_dn_4: 0.2046 (0.2228) loss_giou_dn_4: 0.3846 (0.3932) loss_class_hybrid: 0.6828 (0.6917) loss_bbox_hybrid: 0.1661 (0.1744) loss_giou_hybrid: 0.3629 (0.3902) loss_class_0_hybrid: 0.7397 (0.7673) loss_bbox_0_hybrid: 0.1761 (0.1806) loss_giou_0_hybrid: 0.3749 (0.4030) loss_class_1_hybrid: 0.7131 (0.7209) loss_bbox_1_hybrid: 0.1708 (0.1770) loss_giou_1_hybrid: 0.3631 (0.3953) loss_class_2_hybrid: 0.7059 (0.7065) loss_bbox_2_hybrid: 0.1634 (0.1746) loss_giou_2_hybrid: 0.3611 (0.3914) loss_class_3_hybrid: 0.6898 (0.6972) loss_bbox_3_hybrid: 0.1635 (0.1743) loss_giou_3_hybrid: 0.3629 (0.3905) loss_class_4_hybrid: 0.6783 (0.6928) loss_bbox_4_hybrid: 0.1657 (0.1745) loss_giou_4_hybrid: 0.3618 (0.3904) loss_class_enc_hybrid: 0.7250 (0.7454) loss_bbox_enc_hybrid: 0.2024 (0.2083) loss_giou_enc_hybrid: 0.4270 (0.4483) mem: 1020 max mem: 36965 [2024-01-16 03:11:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:12:11 det.util.engine] INFO: Epoch: [10] [9100/11727] eta: 0:47:05 lr: 0.000010 data_time: 0.0033 iter_time: 1.0698 loss: 23.5112 (24.3327) loss_class: 0.6760 (0.6910) loss_bbox: 0.1602 (0.1636) loss_giou: 0.3346 (0.3645) loss_class_0: 0.7972 (0.8476) loss_bbox_0: 0.1528 (0.1637) loss_giou_0: 0.3277 (0.3683) loss_class_1: 0.6760 (0.7388) loss_bbox_1: 0.1592 (0.1648) loss_giou_1: 0.3251 (0.3674) loss_class_2: 0.6872 (0.7151) loss_bbox_2: 0.1542 (0.1630) loss_giou_2: 0.3257 (0.3648) loss_class_3: 0.6687 (0.6993) loss_bbox_3: 0.1543 (0.1634) loss_giou_3: 0.3265 (0.3648) loss_class_4: 0.6769 (0.6933) loss_bbox_4: 0.1602 (0.1634) loss_giou_4: 0.3345 (0.3646) loss_class_enc: 0.7727 (0.8122) loss_bbox_enc: 0.1678 (0.1875) loss_giou_enc: 0.3664 (0.4048) loss_class_dn: 0.3521 (0.3592) loss_bbox_dn: 0.1996 (0.2228) loss_giou_dn: 0.3811 (0.3932) loss_class_dn_0: 0.4513 (0.4578) loss_bbox_dn_0: 0.3039 (0.3173) loss_giou_dn_0: 0.4879 (0.5101) loss_class_dn_1: 0.3794 (0.3887) loss_bbox_dn_1: 0.2273 (0.2470) loss_giou_dn_1: 0.4141 (0.4249) loss_class_dn_2: 0.3626 (0.3684) loss_bbox_dn_2: 0.2098 (0.2269) loss_giou_dn_2: 0.3835 (0.3999) loss_class_dn_3: 0.3562 (0.3621) loss_bbox_dn_3: 0.2021 (0.2236) loss_giou_dn_3: 0.3818 (0.3948) loss_class_dn_4: 0.3524 (0.3596) loss_bbox_dn_4: 0.1994 (0.2228) loss_giou_dn_4: 0.3809 (0.3932) loss_class_hybrid: 0.6764 (0.6917) loss_bbox_hybrid: 0.1682 (0.1744) loss_giou_hybrid: 0.3510 (0.3902) loss_class_0_hybrid: 0.7297 (0.7673) loss_bbox_0_hybrid: 0.1752 (0.1805) loss_giou_0_hybrid: 0.3468 (0.4030) loss_class_1_hybrid: 0.6844 (0.7209) loss_bbox_1_hybrid: 0.1746 (0.1770) loss_giou_1_hybrid: 0.3481 (0.3953) loss_class_2_hybrid: 0.6777 (0.7065) loss_bbox_2_hybrid: 0.1687 (0.1745) loss_giou_2_hybrid: 0.3508 (0.3914) loss_class_3_hybrid: 0.6710 (0.6972) loss_bbox_3_hybrid: 0.1674 (0.1743) loss_giou_3_hybrid: 0.3515 (0.3905) loss_class_4_hybrid: 0.6686 (0.6928) loss_bbox_4_hybrid: 0.1683 (0.1744) loss_giou_4_hybrid: 0.3524 (0.3904) loss_class_enc_hybrid: 0.7073 (0.7455) loss_bbox_enc_hybrid: 0.1988 (0.2083) loss_giou_enc_hybrid: 0.3925 (0.4482) mem: 1030 max mem: 36965 [2024-01-16 03:12:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:13:04 det.util.engine] INFO: Epoch: [10] [9150/11727] eta: 0:46:11 lr: 0.000010 data_time: 0.0027 iter_time: 1.0274 loss: 24.9861 (24.3330) loss_class: 0.6961 (0.6910) loss_bbox: 0.1621 (0.1636) loss_giou: 0.3778 (0.3646) loss_class_0: 0.8296 (0.8476) loss_bbox_0: 0.1678 (0.1637) loss_giou_0: 0.3948 (0.3683) loss_class_1: 0.7312 (0.7388) loss_bbox_1: 0.1660 (0.1648) loss_giou_1: 0.3767 (0.3674) loss_class_2: 0.7245 (0.7151) loss_bbox_2: 0.1618 (0.1630) loss_giou_2: 0.3677 (0.3649) loss_class_3: 0.7041 (0.6993) loss_bbox_3: 0.1663 (0.1634) loss_giou_3: 0.3692 (0.3649) loss_class_4: 0.7073 (0.6933) loss_bbox_4: 0.1623 (0.1634) loss_giou_4: 0.3776 (0.3646) loss_class_enc: 0.8083 (0.8122) loss_bbox_enc: 0.1823 (0.1875) loss_giou_enc: 0.4180 (0.4049) loss_class_dn: 0.3506 (0.3592) loss_bbox_dn: 0.1969 (0.2227) loss_giou_dn: 0.3992 (0.3932) loss_class_dn_0: 0.4537 (0.4578) loss_bbox_dn_0: 0.2923 (0.3172) loss_giou_dn_0: 0.5178 (0.5101) loss_class_dn_1: 0.3825 (0.3886) loss_bbox_dn_1: 0.2243 (0.2469) loss_giou_dn_1: 0.4320 (0.4249) loss_class_dn_2: 0.3582 (0.3684) loss_bbox_dn_2: 0.2037 (0.2269) loss_giou_dn_2: 0.4035 (0.3998) loss_class_dn_3: 0.3531 (0.3621) loss_bbox_dn_3: 0.2005 (0.2236) loss_giou_dn_3: 0.4015 (0.3947) loss_class_dn_4: 0.3501 (0.3596) loss_bbox_dn_4: 0.1970 (0.2227) loss_giou_dn_4: 0.3993 (0.3932) loss_class_hybrid: 0.6959 (0.6917) loss_bbox_hybrid: 0.1666 (0.1744) loss_giou_hybrid: 0.3953 (0.3902) loss_class_0_hybrid: 0.7534 (0.7673) loss_bbox_0_hybrid: 0.1725 (0.1806) loss_giou_0_hybrid: 0.4169 (0.4031) loss_class_1_hybrid: 0.7147 (0.7209) loss_bbox_1_hybrid: 0.1774 (0.1770) loss_giou_1_hybrid: 0.4036 (0.3954) loss_class_2_hybrid: 0.7169 (0.7066) loss_bbox_2_hybrid: 0.1763 (0.1746) loss_giou_2_hybrid: 0.4022 (0.3914) loss_class_3_hybrid: 0.6936 (0.6972) loss_bbox_3_hybrid: 0.1738 (0.1743) loss_giou_3_hybrid: 0.3963 (0.3906) loss_class_4_hybrid: 0.6996 (0.6929) loss_bbox_4_hybrid: 0.1685 (0.1745) loss_giou_4_hybrid: 0.3951 (0.3904) loss_class_enc_hybrid: 0.7406 (0.7454) loss_bbox_enc_hybrid: 0.2049 (0.2083) loss_giou_enc_hybrid: 0.4600 (0.4483) mem: 1031 max mem: 36965 [2024-01-16 03:13:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:13:58 det.util.engine] INFO: Epoch: [10] [9200/11727] eta: 0:45:17 lr: 0.000010 data_time: 0.0032 iter_time: 1.0899 loss: 23.3300 (24.3321) loss_class: 0.6977 (0.6910) loss_bbox: 0.1462 (0.1636) loss_giou: 0.3336 (0.3645) loss_class_0: 0.8294 (0.8476) loss_bbox_0: 0.1393 (0.1637) loss_giou_0: 0.3215 (0.3683) loss_class_1: 0.7298 (0.7388) loss_bbox_1: 0.1496 (0.1649) loss_giou_1: 0.3245 (0.3674) loss_class_2: 0.7038 (0.7151) loss_bbox_2: 0.1501 (0.1630) loss_giou_2: 0.3284 (0.3648) loss_class_3: 0.7073 (0.6993) loss_bbox_3: 0.1480 (0.1634) loss_giou_3: 0.3311 (0.3648) loss_class_4: 0.7008 (0.6933) loss_bbox_4: 0.1463 (0.1634) loss_giou_4: 0.3329 (0.3646) loss_class_enc: 0.8058 (0.8122) loss_bbox_enc: 0.1626 (0.1875) loss_giou_enc: 0.3690 (0.4048) loss_class_dn: 0.3527 (0.3591) loss_bbox_dn: 0.1957 (0.2227) loss_giou_dn: 0.3606 (0.3932) loss_class_dn_0: 0.4508 (0.4578) loss_bbox_dn_0: 0.2910 (0.3173) loss_giou_dn_0: 0.4801 (0.5101) loss_class_dn_1: 0.3882 (0.3886) loss_bbox_dn_1: 0.2141 (0.2469) loss_giou_dn_1: 0.3914 (0.4249) loss_class_dn_2: 0.3628 (0.3684) loss_bbox_dn_2: 0.1978 (0.2269) loss_giou_dn_2: 0.3676 (0.3998) loss_class_dn_3: 0.3563 (0.3621) loss_bbox_dn_3: 0.1950 (0.2236) loss_giou_dn_3: 0.3621 (0.3947) loss_class_dn_4: 0.3530 (0.3596) loss_bbox_dn_4: 0.1958 (0.2227) loss_giou_dn_4: 0.3605 (0.3932) loss_class_hybrid: 0.6925 (0.6917) loss_bbox_hybrid: 0.1534 (0.1744) loss_giou_hybrid: 0.3428 (0.3901) loss_class_0_hybrid: 0.7757 (0.7673) loss_bbox_0_hybrid: 0.1589 (0.1806) loss_giou_0_hybrid: 0.3503 (0.4030) loss_class_1_hybrid: 0.7190 (0.7209) loss_bbox_1_hybrid: 0.1573 (0.1770) loss_giou_1_hybrid: 0.3451 (0.3953) loss_class_2_hybrid: 0.7023 (0.7066) loss_bbox_2_hybrid: 0.1565 (0.1746) loss_giou_2_hybrid: 0.3422 (0.3914) loss_class_3_hybrid: 0.6935 (0.6972) loss_bbox_3_hybrid: 0.1537 (0.1743) loss_giou_3_hybrid: 0.3424 (0.3905) loss_class_4_hybrid: 0.6947 (0.6929) loss_bbox_4_hybrid: 0.1537 (0.1745) loss_giou_4_hybrid: 0.3439 (0.3904) loss_class_enc_hybrid: 0.7471 (0.7455) loss_bbox_enc_hybrid: 0.1763 (0.2083) loss_giou_enc_hybrid: 0.3867 (0.4482) mem: 1024 max mem: 36965 [2024-01-16 03:13:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:14:51 det.util.engine] INFO: Epoch: [10] [9250/11727] eta: 0:44:23 lr: 0.000010 data_time: 0.0031 iter_time: 1.0744 loss: 23.6309 (24.3281) loss_class: 0.6728 (0.6908) loss_bbox: 0.1579 (0.1636) loss_giou: 0.3577 (0.3646) loss_class_0: 0.8143 (0.8473) loss_bbox_0: 0.1632 (0.1637) loss_giou_0: 0.3518 (0.3683) loss_class_1: 0.7158 (0.7385) loss_bbox_1: 0.1624 (0.1648) loss_giou_1: 0.3522 (0.3674) loss_class_2: 0.6748 (0.7148) loss_bbox_2: 0.1632 (0.1630) loss_giou_2: 0.3573 (0.3649) loss_class_3: 0.6612 (0.6991) loss_bbox_3: 0.1599 (0.1633) loss_giou_3: 0.3573 (0.3648) loss_class_4: 0.6648 (0.6931) loss_bbox_4: 0.1584 (0.1634) loss_giou_4: 0.3576 (0.3646) loss_class_enc: 0.7977 (0.8120) loss_bbox_enc: 0.1897 (0.1874) loss_giou_enc: 0.3904 (0.4048) loss_class_dn: 0.3603 (0.3591) loss_bbox_dn: 0.1922 (0.2226) loss_giou_dn: 0.3907 (0.3932) loss_class_dn_0: 0.4561 (0.4577) loss_bbox_dn_0: 0.2819 (0.3172) loss_giou_dn_0: 0.5009 (0.5101) loss_class_dn_1: 0.3825 (0.3886) loss_bbox_dn_1: 0.2208 (0.2469) loss_giou_dn_1: 0.4215 (0.4249) loss_class_dn_2: 0.3677 (0.3684) loss_bbox_dn_2: 0.1983 (0.2268) loss_giou_dn_2: 0.3962 (0.3998) loss_class_dn_3: 0.3631 (0.3621) loss_bbox_dn_3: 0.1945 (0.2235) loss_giou_dn_3: 0.3912 (0.3947) loss_class_dn_4: 0.3613 (0.3595) loss_bbox_dn_4: 0.1922 (0.2226) loss_giou_dn_4: 0.3907 (0.3932) loss_class_hybrid: 0.6736 (0.6915) loss_bbox_hybrid: 0.1693 (0.1743) loss_giou_hybrid: 0.3721 (0.3902) loss_class_0_hybrid: 0.7628 (0.7671) loss_bbox_0_hybrid: 0.1767 (0.1805) loss_giou_0_hybrid: 0.3879 (0.4030) loss_class_1_hybrid: 0.7053 (0.7207) loss_bbox_1_hybrid: 0.1728 (0.1770) loss_giou_1_hybrid: 0.3787 (0.3953) loss_class_2_hybrid: 0.6879 (0.7064) loss_bbox_2_hybrid: 0.1693 (0.1745) loss_giou_2_hybrid: 0.3728 (0.3914) loss_class_3_hybrid: 0.6768 (0.6970) loss_bbox_3_hybrid: 0.1692 (0.1743) loss_giou_3_hybrid: 0.3792 (0.3905) loss_class_4_hybrid: 0.6748 (0.6927) loss_bbox_4_hybrid: 0.1690 (0.1744) loss_giou_4_hybrid: 0.3746 (0.3904) loss_class_enc_hybrid: 0.7380 (0.7452) loss_bbox_enc_hybrid: 0.2060 (0.2082) loss_giou_enc_hybrid: 0.4295 (0.4482) mem: 1039 max mem: 36965 [2024-01-16 03:14:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:15:45 det.util.engine] INFO: Epoch: [10] [9300/11727] eta: 0:43:29 lr: 0.000010 data_time: 0.0031 iter_time: 1.0903 loss: 23.4694 (24.3267) loss_class: 0.6589 (0.6908) loss_bbox: 0.1620 (0.1636) loss_giou: 0.3382 (0.3645) loss_class_0: 0.8284 (0.8474) loss_bbox_0: 0.1725 (0.1637) loss_giou_0: 0.3449 (0.3682) loss_class_1: 0.7280 (0.7385) loss_bbox_1: 0.1710 (0.1648) loss_giou_1: 0.3420 (0.3673) loss_class_2: 0.6899 (0.7148) loss_bbox_2: 0.1597 (0.1630) loss_giou_2: 0.3408 (0.3648) loss_class_3: 0.6728 (0.6991) loss_bbox_3: 0.1712 (0.1633) loss_giou_3: 0.3388 (0.3648) loss_class_4: 0.6683 (0.6931) loss_bbox_4: 0.1620 (0.1634) loss_giou_4: 0.3379 (0.3645) loss_class_enc: 0.8027 (0.8120) loss_bbox_enc: 0.1898 (0.1874) loss_giou_enc: 0.3830 (0.4047) loss_class_dn: 0.3586 (0.3591) loss_bbox_dn: 0.2277 (0.2226) loss_giou_dn: 0.3666 (0.3932) loss_class_dn_0: 0.4607 (0.4578) loss_bbox_dn_0: 0.3355 (0.3172) loss_giou_dn_0: 0.4916 (0.5100) loss_class_dn_1: 0.3883 (0.3886) loss_bbox_dn_1: 0.2522 (0.2469) loss_giou_dn_1: 0.4144 (0.4248) loss_class_dn_2: 0.3698 (0.3684) loss_bbox_dn_2: 0.2298 (0.2268) loss_giou_dn_2: 0.3778 (0.3998) loss_class_dn_3: 0.3629 (0.3621) loss_bbox_dn_3: 0.2267 (0.2235) loss_giou_dn_3: 0.3672 (0.3947) loss_class_dn_4: 0.3588 (0.3596) loss_bbox_dn_4: 0.2278 (0.2227) loss_giou_dn_4: 0.3665 (0.3931) loss_class_hybrid: 0.6764 (0.6916) loss_bbox_hybrid: 0.1688 (0.1743) loss_giou_hybrid: 0.3651 (0.3901) loss_class_0_hybrid: 0.7747 (0.7671) loss_bbox_0_hybrid: 0.1766 (0.1805) loss_giou_0_hybrid: 0.3802 (0.4029) loss_class_1_hybrid: 0.7117 (0.7207) loss_bbox_1_hybrid: 0.1804 (0.1769) loss_giou_1_hybrid: 0.3797 (0.3952) loss_class_2_hybrid: 0.6782 (0.7064) loss_bbox_2_hybrid: 0.1682 (0.1745) loss_giou_2_hybrid: 0.3691 (0.3913) loss_class_3_hybrid: 0.6779 (0.6970) loss_bbox_3_hybrid: 0.1677 (0.1742) loss_giou_3_hybrid: 0.3689 (0.3904) loss_class_4_hybrid: 0.6615 (0.6927) loss_bbox_4_hybrid: 0.1672 (0.1744) loss_giou_4_hybrid: 0.3635 (0.3903) loss_class_enc_hybrid: 0.7367 (0.7453) loss_bbox_enc_hybrid: 0.2079 (0.2082) loss_giou_enc_hybrid: 0.4213 (0.4481) mem: 1024 max mem: 36965 [2024-01-16 03:15:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:16:40 det.util.engine] INFO: Epoch: [10] [9350/11727] eta: 0:42:36 lr: 0.000010 data_time: 0.0031 iter_time: 1.0726 loss: 25.0520 (24.3260) loss_class: 0.6834 (0.6907) loss_bbox: 0.1700 (0.1636) loss_giou: 0.3462 (0.3644) loss_class_0: 0.8552 (0.8474) loss_bbox_0: 0.1617 (0.1637) loss_giou_0: 0.3615 (0.3682) loss_class_1: 0.7398 (0.7385) loss_bbox_1: 0.1661 (0.1648) loss_giou_1: 0.3516 (0.3673) loss_class_2: 0.7079 (0.7148) loss_bbox_2: 0.1686 (0.1630) loss_giou_2: 0.3511 (0.3647) loss_class_3: 0.6989 (0.6990) loss_bbox_3: 0.1717 (0.1634) loss_giou_3: 0.3488 (0.3647) loss_class_4: 0.6892 (0.6930) loss_bbox_4: 0.1733 (0.1634) loss_giou_4: 0.3460 (0.3645) loss_class_enc: 0.8132 (0.8120) loss_bbox_enc: 0.1850 (0.1874) loss_giou_enc: 0.4086 (0.4047) loss_class_dn: 0.3604 (0.3591) loss_bbox_dn: 0.2186 (0.2227) loss_giou_dn: 0.3936 (0.3931) loss_class_dn_0: 0.4588 (0.4578) loss_bbox_dn_0: 0.3141 (0.3173) loss_giou_dn_0: 0.5202 (0.5100) loss_class_dn_1: 0.3913 (0.3886) loss_bbox_dn_1: 0.2379 (0.2469) loss_giou_dn_1: 0.4268 (0.4248) loss_class_dn_2: 0.3732 (0.3684) loss_bbox_dn_2: 0.2200 (0.2269) loss_giou_dn_2: 0.3998 (0.3998) loss_class_dn_3: 0.3682 (0.3621) loss_bbox_dn_3: 0.2196 (0.2236) loss_giou_dn_3: 0.3946 (0.3947) loss_class_dn_4: 0.3607 (0.3595) loss_bbox_dn_4: 0.2184 (0.2227) loss_giou_dn_4: 0.3935 (0.3931) loss_class_hybrid: 0.6752 (0.6915) loss_bbox_hybrid: 0.1914 (0.1743) loss_giou_hybrid: 0.3844 (0.3900) loss_class_0_hybrid: 0.7660 (0.7671) loss_bbox_0_hybrid: 0.1838 (0.1805) loss_giou_0_hybrid: 0.3853 (0.4029) loss_class_1_hybrid: 0.7118 (0.7207) loss_bbox_1_hybrid: 0.1854 (0.1770) loss_giou_1_hybrid: 0.3888 (0.3952) loss_class_2_hybrid: 0.6967 (0.7063) loss_bbox_2_hybrid: 0.1878 (0.1745) loss_giou_2_hybrid: 0.3805 (0.3912) loss_class_3_hybrid: 0.6935 (0.6970) loss_bbox_3_hybrid: 0.1878 (0.1743) loss_giou_3_hybrid: 0.3829 (0.3903) loss_class_4_hybrid: 0.6865 (0.6926) loss_bbox_4_hybrid: 0.1902 (0.1744) loss_giou_4_hybrid: 0.3843 (0.3902) loss_class_enc_hybrid: 0.7503 (0.7453) loss_bbox_enc_hybrid: 0.2146 (0.2082) loss_giou_enc_hybrid: 0.4330 (0.4480) mem: 1024 max mem: 36965 [2024-01-16 03:16:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:17:34 det.util.engine] INFO: Epoch: [10] [9400/11727] eta: 0:41:42 lr: 0.000010 data_time: 0.0031 iter_time: 1.0774 loss: 24.7862 (24.3268) loss_class: 0.7054 (0.6907) loss_bbox: 0.1558 (0.1636) loss_giou: 0.3816 (0.3645) loss_class_0: 0.8848 (0.8474) loss_bbox_0: 0.1538 (0.1637) loss_giou_0: 0.3924 (0.3682) loss_class_1: 0.7684 (0.7386) loss_bbox_1: 0.1593 (0.1648) loss_giou_1: 0.3850 (0.3673) loss_class_2: 0.7401 (0.7148) loss_bbox_2: 0.1566 (0.1630) loss_giou_2: 0.3848 (0.3648) loss_class_3: 0.7090 (0.6990) loss_bbox_3: 0.1583 (0.1633) loss_giou_3: 0.3748 (0.3648) loss_class_4: 0.7096 (0.6930) loss_bbox_4: 0.1535 (0.1634) loss_giou_4: 0.3813 (0.3646) loss_class_enc: 0.8135 (0.8120) loss_bbox_enc: 0.1809 (0.1874) loss_giou_enc: 0.4306 (0.4047) loss_class_dn: 0.3660 (0.3591) loss_bbox_dn: 0.2062 (0.2227) loss_giou_dn: 0.4339 (0.3932) loss_class_dn_0: 0.4612 (0.4578) loss_bbox_dn_0: 0.2911 (0.3172) loss_giou_dn_0: 0.5403 (0.5100) loss_class_dn_1: 0.3929 (0.3886) loss_bbox_dn_1: 0.2224 (0.2469) loss_giou_dn_1: 0.4551 (0.4248) loss_class_dn_2: 0.3754 (0.3684) loss_bbox_dn_2: 0.2094 (0.2269) loss_giou_dn_2: 0.4387 (0.3998) loss_class_dn_3: 0.3710 (0.3621) loss_bbox_dn_3: 0.2058 (0.2235) loss_giou_dn_3: 0.4342 (0.3947) loss_class_dn_4: 0.3667 (0.3595) loss_bbox_dn_4: 0.2062 (0.2227) loss_giou_dn_4: 0.4339 (0.3931) loss_class_hybrid: 0.6848 (0.6915) loss_bbox_hybrid: 0.1658 (0.1743) loss_giou_hybrid: 0.4129 (0.3901) loss_class_0_hybrid: 0.7816 (0.7672) loss_bbox_0_hybrid: 0.1778 (0.1805) loss_giou_0_hybrid: 0.4208 (0.4029) loss_class_1_hybrid: 0.7304 (0.7207) loss_bbox_1_hybrid: 0.1725 (0.1770) loss_giou_1_hybrid: 0.4230 (0.3953) loss_class_2_hybrid: 0.7069 (0.7063) loss_bbox_2_hybrid: 0.1725 (0.1745) loss_giou_2_hybrid: 0.4181 (0.3913) loss_class_3_hybrid: 0.6963 (0.6970) loss_bbox_3_hybrid: 0.1658 (0.1743) loss_giou_3_hybrid: 0.4156 (0.3904) loss_class_4_hybrid: 0.6875 (0.6926) loss_bbox_4_hybrid: 0.1682 (0.1744) loss_giou_4_hybrid: 0.4153 (0.3903) loss_class_enc_hybrid: 0.7633 (0.7453) loss_bbox_enc_hybrid: 0.1986 (0.2082) loss_giou_enc_hybrid: 0.4550 (0.4481) mem: 1028 max mem: 36965 [2024-01-16 03:17:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:18:28 det.util.engine] INFO: Epoch: [10] [9450/11727] eta: 0:40:48 lr: 0.000010 data_time: 0.0029 iter_time: 1.1014 loss: 24.7448 (24.3239) loss_class: 0.6933 (0.6907) loss_bbox: 0.1519 (0.1635) loss_giou: 0.3513 (0.3644) loss_class_0: 0.8592 (0.8474) loss_bbox_0: 0.1712 (0.1637) loss_giou_0: 0.3571 (0.3682) loss_class_1: 0.7542 (0.7385) loss_bbox_1: 0.1582 (0.1648) loss_giou_1: 0.3513 (0.3672) loss_class_2: 0.7309 (0.7147) loss_bbox_2: 0.1414 (0.1630) loss_giou_2: 0.3467 (0.3647) loss_class_3: 0.7142 (0.6990) loss_bbox_3: 0.1429 (0.1633) loss_giou_3: 0.3460 (0.3647) loss_class_4: 0.7025 (0.6930) loss_bbox_4: 0.1467 (0.1634) loss_giou_4: 0.3512 (0.3645) loss_class_enc: 0.8077 (0.8120) loss_bbox_enc: 0.1847 (0.1874) loss_giou_enc: 0.3859 (0.4046) loss_class_dn: 0.3605 (0.3591) loss_bbox_dn: 0.2125 (0.2226) loss_giou_dn: 0.3935 (0.3931) loss_class_dn_0: 0.4516 (0.4577) loss_bbox_dn_0: 0.3141 (0.3172) loss_giou_dn_0: 0.5032 (0.5099) loss_class_dn_1: 0.3877 (0.3886) loss_bbox_dn_1: 0.2445 (0.2468) loss_giou_dn_1: 0.4234 (0.4248) loss_class_dn_2: 0.3708 (0.3683) loss_bbox_dn_2: 0.2180 (0.2268) loss_giou_dn_2: 0.4018 (0.3997) loss_class_dn_3: 0.3644 (0.3620) loss_bbox_dn_3: 0.2156 (0.2235) loss_giou_dn_3: 0.3967 (0.3946) loss_class_dn_4: 0.3624 (0.3595) loss_bbox_dn_4: 0.2127 (0.2226) loss_giou_dn_4: 0.3932 (0.3931) loss_class_hybrid: 0.7015 (0.6915) loss_bbox_hybrid: 0.1616 (0.1743) loss_giou_hybrid: 0.3687 (0.3900) loss_class_0_hybrid: 0.7728 (0.7671) loss_bbox_0_hybrid: 0.1670 (0.1805) loss_giou_0_hybrid: 0.3796 (0.4028) loss_class_1_hybrid: 0.7300 (0.7207) loss_bbox_1_hybrid: 0.1647 (0.1769) loss_giou_1_hybrid: 0.3792 (0.3952) loss_class_2_hybrid: 0.7137 (0.7063) loss_bbox_2_hybrid: 0.1624 (0.1745) loss_giou_2_hybrid: 0.3734 (0.3912) loss_class_3_hybrid: 0.7103 (0.6969) loss_bbox_3_hybrid: 0.1624 (0.1742) loss_giou_3_hybrid: 0.3734 (0.3903) loss_class_4_hybrid: 0.7052 (0.6926) loss_bbox_4_hybrid: 0.1627 (0.1744) loss_giou_4_hybrid: 0.3705 (0.3902) loss_class_enc_hybrid: 0.7465 (0.7453) loss_bbox_enc_hybrid: 0.2052 (0.2081) loss_giou_enc_hybrid: 0.4151 (0.4480) mem: 1018 max mem: 36965 [2024-01-16 03:18:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:19:23 det.util.engine] INFO: Epoch: [10] [9500/11727] eta: 0:39:55 lr: 0.000010 data_time: 0.0032 iter_time: 1.0818 loss: 24.2782 (24.3245) loss_class: 0.6636 (0.6908) loss_bbox: 0.1407 (0.1635) loss_giou: 0.3485 (0.3644) loss_class_0: 0.8116 (0.8475) loss_bbox_0: 0.1457 (0.1637) loss_giou_0: 0.3441 (0.3681) loss_class_1: 0.6912 (0.7386) loss_bbox_1: 0.1458 (0.1648) loss_giou_1: 0.3501 (0.3672) loss_class_2: 0.6738 (0.7148) loss_bbox_2: 0.1418 (0.1630) loss_giou_2: 0.3550 (0.3647) loss_class_3: 0.6633 (0.6991) loss_bbox_3: 0.1407 (0.1633) loss_giou_3: 0.3548 (0.3647) loss_class_4: 0.6645 (0.6931) loss_bbox_4: 0.1462 (0.1634) loss_giou_4: 0.3507 (0.3644) loss_class_enc: 0.7814 (0.8120) loss_bbox_enc: 0.1585 (0.1874) loss_giou_enc: 0.3863 (0.4046) loss_class_dn: 0.3564 (0.3591) loss_bbox_dn: 0.2108 (0.2227) loss_giou_dn: 0.3942 (0.3931) loss_class_dn_0: 0.4537 (0.4578) loss_bbox_dn_0: 0.3204 (0.3172) loss_giou_dn_0: 0.5017 (0.5099) loss_class_dn_1: 0.3849 (0.3886) loss_bbox_dn_1: 0.2405 (0.2469) loss_giou_dn_1: 0.4233 (0.4247) loss_class_dn_2: 0.3643 (0.3684) loss_bbox_dn_2: 0.2222 (0.2268) loss_giou_dn_2: 0.4023 (0.3997) loss_class_dn_3: 0.3590 (0.3621) loss_bbox_dn_3: 0.2161 (0.2235) loss_giou_dn_3: 0.3960 (0.3946) loss_class_dn_4: 0.3562 (0.3595) loss_bbox_dn_4: 0.2111 (0.2227) loss_giou_dn_4: 0.3943 (0.3930) loss_class_hybrid: 0.6754 (0.6916) loss_bbox_hybrid: 0.1593 (0.1743) loss_giou_hybrid: 0.3764 (0.3899) loss_class_0_hybrid: 0.7549 (0.7672) loss_bbox_0_hybrid: 0.1660 (0.1804) loss_giou_0_hybrid: 0.3892 (0.4028) loss_class_1_hybrid: 0.6885 (0.7207) loss_bbox_1_hybrid: 0.1620 (0.1769) loss_giou_1_hybrid: 0.3794 (0.3952) loss_class_2_hybrid: 0.6842 (0.7064) loss_bbox_2_hybrid: 0.1593 (0.1745) loss_giou_2_hybrid: 0.3771 (0.3912) loss_class_3_hybrid: 0.6788 (0.6970) loss_bbox_3_hybrid: 0.1601 (0.1742) loss_giou_3_hybrid: 0.3769 (0.3903) loss_class_4_hybrid: 0.6781 (0.6927) loss_bbox_4_hybrid: 0.1587 (0.1744) loss_giou_4_hybrid: 0.3773 (0.3902) loss_class_enc_hybrid: 0.7384 (0.7454) loss_bbox_enc_hybrid: 0.1862 (0.2081) loss_giou_enc_hybrid: 0.4303 (0.4479) mem: 1022 max mem: 36965 [2024-01-16 03:19:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:20:18 det.util.engine] INFO: Epoch: [10] [9550/11727] eta: 0:39:01 lr: 0.000010 data_time: 0.0031 iter_time: 1.0515 loss: 23.1300 (24.3230) loss_class: 0.6743 (0.6907) loss_bbox: 0.1692 (0.1635) loss_giou: 0.3539 (0.3644) loss_class_0: 0.8377 (0.8475) loss_bbox_0: 0.1610 (0.1637) loss_giou_0: 0.3546 (0.3681) loss_class_1: 0.7171 (0.7386) loss_bbox_1: 0.1600 (0.1648) loss_giou_1: 0.3566 (0.3672) loss_class_2: 0.6907 (0.7148) loss_bbox_2: 0.1689 (0.1630) loss_giou_2: 0.3602 (0.3647) loss_class_3: 0.7092 (0.6991) loss_bbox_3: 0.1594 (0.1633) loss_giou_3: 0.3595 (0.3646) loss_class_4: 0.6633 (0.6930) loss_bbox_4: 0.1781 (0.1634) loss_giou_4: 0.3573 (0.3644) loss_class_enc: 0.8042 (0.8120) loss_bbox_enc: 0.1863 (0.1874) loss_giou_enc: 0.3866 (0.4045) loss_class_dn: 0.3499 (0.3591) loss_bbox_dn: 0.2175 (0.2227) loss_giou_dn: 0.3992 (0.3930) loss_class_dn_0: 0.4488 (0.4577) loss_bbox_dn_0: 0.3195 (0.3173) loss_giou_dn_0: 0.4993 (0.5099) loss_class_dn_1: 0.3802 (0.3886) loss_bbox_dn_1: 0.2437 (0.2469) loss_giou_dn_1: 0.4170 (0.4247) loss_class_dn_2: 0.3594 (0.3683) loss_bbox_dn_2: 0.2222 (0.2269) loss_giou_dn_2: 0.3994 (0.3997) loss_class_dn_3: 0.3515 (0.3620) loss_bbox_dn_3: 0.2209 (0.2236) loss_giou_dn_3: 0.3989 (0.3946) loss_class_dn_4: 0.3501 (0.3595) loss_bbox_dn_4: 0.2176 (0.2227) loss_giou_dn_4: 0.3993 (0.3930) loss_class_hybrid: 0.6782 (0.6916) loss_bbox_hybrid: 0.1630 (0.1743) loss_giou_hybrid: 0.3663 (0.3899) loss_class_0_hybrid: 0.7704 (0.7673) loss_bbox_0_hybrid: 0.1631 (0.1804) loss_giou_0_hybrid: 0.3713 (0.4027) loss_class_1_hybrid: 0.7200 (0.7207) loss_bbox_1_hybrid: 0.1640 (0.1769) loss_giou_1_hybrid: 0.3661 (0.3951) loss_class_2_hybrid: 0.7151 (0.7064) loss_bbox_2_hybrid: 0.1624 (0.1744) loss_giou_2_hybrid: 0.3636 (0.3911) loss_class_3_hybrid: 0.6901 (0.6970) loss_bbox_3_hybrid: 0.1594 (0.1742) loss_giou_3_hybrid: 0.3662 (0.3902) loss_class_4_hybrid: 0.6810 (0.6927) loss_bbox_4_hybrid: 0.1611 (0.1743) loss_giou_4_hybrid: 0.3658 (0.3901) loss_class_enc_hybrid: 0.7361 (0.7454) loss_bbox_enc_hybrid: 0.1960 (0.2081) loss_giou_enc_hybrid: 0.4108 (0.4478) mem: 1031 max mem: 36965 [2024-01-16 03:20:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:21:13 det.util.engine] INFO: Epoch: [10] [9600/11727] eta: 0:38:08 lr: 0.000010 data_time: 0.0034 iter_time: 1.1035 loss: 23.6960 (24.3214) loss_class: 0.6435 (0.6906) loss_bbox: 0.1541 (0.1636) loss_giou: 0.3616 (0.3643) loss_class_0: 0.7566 (0.8474) loss_bbox_0: 0.1595 (0.1637) loss_giou_0: 0.3582 (0.3680) loss_class_1: 0.6676 (0.7385) loss_bbox_1: 0.1622 (0.1648) loss_giou_1: 0.3631 (0.3671) loss_class_2: 0.6617 (0.7147) loss_bbox_2: 0.1532 (0.1630) loss_giou_2: 0.3593 (0.3646) loss_class_3: 0.6382 (0.6989) loss_bbox_3: 0.1521 (0.1633) loss_giou_3: 0.3633 (0.3646) loss_class_4: 0.6389 (0.6929) loss_bbox_4: 0.1541 (0.1634) loss_giou_4: 0.3616 (0.3644) loss_class_enc: 0.7616 (0.8119) loss_bbox_enc: 0.1790 (0.1874) loss_giou_enc: 0.3962 (0.4045) loss_class_dn: 0.3559 (0.3591) loss_bbox_dn: 0.1992 (0.2227) loss_giou_dn: 0.3924 (0.3929) loss_class_dn_0: 0.4515 (0.4577) loss_bbox_dn_0: 0.3021 (0.3174) loss_giou_dn_0: 0.5086 (0.5098) loss_class_dn_1: 0.3951 (0.3886) loss_bbox_dn_1: 0.2437 (0.2470) loss_giou_dn_1: 0.4181 (0.4246) loss_class_dn_2: 0.3660 (0.3683) loss_bbox_dn_2: 0.2094 (0.2269) loss_giou_dn_2: 0.3989 (0.3996) loss_class_dn_3: 0.3580 (0.3620) loss_bbox_dn_3: 0.1996 (0.2236) loss_giou_dn_3: 0.3932 (0.3945) loss_class_dn_4: 0.3526 (0.3595) loss_bbox_dn_4: 0.1992 (0.2227) loss_giou_dn_4: 0.3924 (0.3929) loss_class_hybrid: 0.6429 (0.6915) loss_bbox_hybrid: 0.1678 (0.1743) loss_giou_hybrid: 0.3768 (0.3898) loss_class_0_hybrid: 0.6940 (0.7673) loss_bbox_0_hybrid: 0.1761 (0.1804) loss_giou_0_hybrid: 0.4073 (0.4026) loss_class_1_hybrid: 0.6630 (0.7207) loss_bbox_1_hybrid: 0.1743 (0.1769) loss_giou_1_hybrid: 0.3860 (0.3950) loss_class_2_hybrid: 0.6595 (0.7064) loss_bbox_2_hybrid: 0.1719 (0.1745) loss_giou_2_hybrid: 0.3808 (0.3910) loss_class_3_hybrid: 0.6396 (0.6969) loss_bbox_3_hybrid: 0.1680 (0.1742) loss_giou_3_hybrid: 0.3788 (0.3901) loss_class_4_hybrid: 0.6396 (0.6926) loss_bbox_4_hybrid: 0.1672 (0.1744) loss_giou_4_hybrid: 0.3788 (0.3900) loss_class_enc_hybrid: 0.6972 (0.7454) loss_bbox_enc_hybrid: 0.1993 (0.2081) loss_giou_enc_hybrid: 0.4471 (0.4477) mem: 1012 max mem: 36965 [2024-01-16 03:21:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:22:08 det.util.engine] INFO: Epoch: [10] [9650/11727] eta: 0:37:15 lr: 0.000010 data_time: 0.0034 iter_time: 1.0794 loss: 24.5707 (24.3234) loss_class: 0.6903 (0.6907) loss_bbox: 0.1546 (0.1636) loss_giou: 0.3640 (0.3643) loss_class_0: 0.8303 (0.8475) loss_bbox_0: 0.1599 (0.1637) loss_giou_0: 0.3724 (0.3680) loss_class_1: 0.7470 (0.7386) loss_bbox_1: 0.1600 (0.1648) loss_giou_1: 0.3722 (0.3671) loss_class_2: 0.7251 (0.7148) loss_bbox_2: 0.1530 (0.1630) loss_giou_2: 0.3764 (0.3646) loss_class_3: 0.7056 (0.6990) loss_bbox_3: 0.1510 (0.1633) loss_giou_3: 0.3697 (0.3646) loss_class_4: 0.6965 (0.6930) loss_bbox_4: 0.1557 (0.1634) loss_giou_4: 0.3661 (0.3644) loss_class_enc: 0.7839 (0.8120) loss_bbox_enc: 0.1779 (0.1874) loss_giou_enc: 0.4057 (0.4045) loss_class_dn: 0.3643 (0.3591) loss_bbox_dn: 0.2129 (0.2228) loss_giou_dn: 0.4022 (0.3930) loss_class_dn_0: 0.4571 (0.4577) loss_bbox_dn_0: 0.3012 (0.3174) loss_giou_dn_0: 0.5168 (0.5098) loss_class_dn_1: 0.3965 (0.3886) loss_bbox_dn_1: 0.2310 (0.2470) loss_giou_dn_1: 0.4269 (0.4246) loss_class_dn_2: 0.3764 (0.3683) loss_bbox_dn_2: 0.2147 (0.2269) loss_giou_dn_2: 0.4058 (0.3996) loss_class_dn_3: 0.3671 (0.3620) loss_bbox_dn_3: 0.2154 (0.2236) loss_giou_dn_3: 0.4013 (0.3945) loss_class_dn_4: 0.3610 (0.3595) loss_bbox_dn_4: 0.2129 (0.2228) loss_giou_dn_4: 0.4022 (0.3930) loss_class_hybrid: 0.6719 (0.6915) loss_bbox_hybrid: 0.1696 (0.1743) loss_giou_hybrid: 0.3949 (0.3898) loss_class_0_hybrid: 0.7530 (0.7673) loss_bbox_0_hybrid: 0.1734 (0.1805) loss_giou_0_hybrid: 0.4107 (0.4027) loss_class_1_hybrid: 0.7019 (0.7207) loss_bbox_1_hybrid: 0.1756 (0.1770) loss_giou_1_hybrid: 0.4031 (0.3950) loss_class_2_hybrid: 0.6888 (0.7064) loss_bbox_2_hybrid: 0.1700 (0.1745) loss_giou_2_hybrid: 0.3977 (0.3911) loss_class_3_hybrid: 0.6780 (0.6970) loss_bbox_3_hybrid: 0.1701 (0.1742) loss_giou_3_hybrid: 0.3975 (0.3902) loss_class_4_hybrid: 0.6685 (0.6927) loss_bbox_4_hybrid: 0.1701 (0.1744) loss_giou_4_hybrid: 0.3947 (0.3901) loss_class_enc_hybrid: 0.7465 (0.7454) loss_bbox_enc_hybrid: 0.2079 (0.2082) loss_giou_enc_hybrid: 0.4540 (0.4478) mem: 1032 max mem: 36965 [2024-01-16 03:22:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:23:02 det.util.engine] INFO: Epoch: [10] [9700/11727] eta: 0:36:21 lr: 0.000010 data_time: 0.0032 iter_time: 1.0661 loss: 23.4025 (24.3198) loss_class: 0.6499 (0.6906) loss_bbox: 0.1431 (0.1635) loss_giou: 0.3398 (0.3643) loss_class_0: 0.7900 (0.8474) loss_bbox_0: 0.1440 (0.1637) loss_giou_0: 0.3431 (0.3680) loss_class_1: 0.6951 (0.7385) loss_bbox_1: 0.1420 (0.1647) loss_giou_1: 0.3450 (0.3671) loss_class_2: 0.6609 (0.7148) loss_bbox_2: 0.1394 (0.1629) loss_giou_2: 0.3385 (0.3646) loss_class_3: 0.6636 (0.6989) loss_bbox_3: 0.1431 (0.1632) loss_giou_3: 0.3305 (0.3646) loss_class_4: 0.6600 (0.6929) loss_bbox_4: 0.1431 (0.1633) loss_giou_4: 0.3451 (0.3644) loss_class_enc: 0.7384 (0.8119) loss_bbox_enc: 0.1719 (0.1874) loss_giou_enc: 0.3892 (0.4045) loss_class_dn: 0.3510 (0.3591) loss_bbox_dn: 0.1790 (0.2226) loss_giou_dn: 0.3708 (0.3929) loss_class_dn_0: 0.4499 (0.4577) loss_bbox_dn_0: 0.2821 (0.3173) loss_giou_dn_0: 0.4856 (0.5098) loss_class_dn_1: 0.3870 (0.3886) loss_bbox_dn_1: 0.2098 (0.2469) loss_giou_dn_1: 0.4085 (0.4246) loss_class_dn_2: 0.3649 (0.3683) loss_bbox_dn_2: 0.1871 (0.2268) loss_giou_dn_2: 0.3780 (0.3996) loss_class_dn_3: 0.3565 (0.3620) loss_bbox_dn_3: 0.1805 (0.2235) loss_giou_dn_3: 0.3748 (0.3945) loss_class_dn_4: 0.3551 (0.3595) loss_bbox_dn_4: 0.1789 (0.2226) loss_giou_dn_4: 0.3707 (0.3929) loss_class_hybrid: 0.6576 (0.6915) loss_bbox_hybrid: 0.1478 (0.1742) loss_giou_hybrid: 0.3594 (0.3898) loss_class_0_hybrid: 0.7202 (0.7672) loss_bbox_0_hybrid: 0.1539 (0.1804) loss_giou_0_hybrid: 0.3709 (0.4026) loss_class_1_hybrid: 0.6719 (0.7207) loss_bbox_1_hybrid: 0.1518 (0.1769) loss_giou_1_hybrid: 0.3636 (0.3950) loss_class_2_hybrid: 0.6647 (0.7064) loss_bbox_2_hybrid: 0.1504 (0.1744) loss_giou_2_hybrid: 0.3581 (0.3910) loss_class_3_hybrid: 0.6575 (0.6969) loss_bbox_3_hybrid: 0.1453 (0.1742) loss_giou_3_hybrid: 0.3612 (0.3901) loss_class_4_hybrid: 0.6566 (0.6926) loss_bbox_4_hybrid: 0.1450 (0.1743) loss_giou_4_hybrid: 0.3595 (0.3900) loss_class_enc_hybrid: 0.6910 (0.7453) loss_bbox_enc_hybrid: 0.1889 (0.2081) loss_giou_enc_hybrid: 0.4292 (0.4477) mem: 1014 max mem: 36965 [2024-01-16 03:23:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:23:55 det.util.engine] INFO: Epoch: [10] [9750/11727] eta: 0:35:27 lr: 0.000010 data_time: 0.0029 iter_time: 1.0265 loss: 24.0989 (24.3187) loss_class: 0.6989 (0.6906) loss_bbox: 0.1566 (0.1635) loss_giou: 0.3421 (0.3642) loss_class_0: 0.8477 (0.8474) loss_bbox_0: 0.1477 (0.1637) loss_giou_0: 0.3451 (0.3680) loss_class_1: 0.7557 (0.7385) loss_bbox_1: 0.1627 (0.1647) loss_giou_1: 0.3465 (0.3670) loss_class_2: 0.7224 (0.7148) loss_bbox_2: 0.1597 (0.1629) loss_giou_2: 0.3384 (0.3645) loss_class_3: 0.7047 (0.6989) loss_bbox_3: 0.1573 (0.1633) loss_giou_3: 0.3435 (0.3645) loss_class_4: 0.6985 (0.6929) loss_bbox_4: 0.1581 (0.1633) loss_giou_4: 0.3439 (0.3643) loss_class_enc: 0.8001 (0.8119) loss_bbox_enc: 0.1770 (0.1874) loss_giou_enc: 0.3870 (0.4044) loss_class_dn: 0.3620 (0.3591) loss_bbox_dn: 0.1996 (0.2226) loss_giou_dn: 0.3861 (0.3929) loss_class_dn_0: 0.4506 (0.4577) loss_bbox_dn_0: 0.2801 (0.3172) loss_giou_dn_0: 0.5067 (0.5098) loss_class_dn_1: 0.3878 (0.3886) loss_bbox_dn_1: 0.2281 (0.2469) loss_giou_dn_1: 0.4229 (0.4246) loss_class_dn_2: 0.3684 (0.3683) loss_bbox_dn_2: 0.2071 (0.2268) loss_giou_dn_2: 0.3963 (0.3995) loss_class_dn_3: 0.3652 (0.3620) loss_bbox_dn_3: 0.2026 (0.2235) loss_giou_dn_3: 0.3905 (0.3944) loss_class_dn_4: 0.3625 (0.3595) loss_bbox_dn_4: 0.1996 (0.2226) loss_giou_dn_4: 0.3860 (0.3929) loss_class_hybrid: 0.7020 (0.6915) loss_bbox_hybrid: 0.1721 (0.1742) loss_giou_hybrid: 0.3621 (0.3897) loss_class_0_hybrid: 0.7739 (0.7673) loss_bbox_0_hybrid: 0.1750 (0.1804) loss_giou_0_hybrid: 0.3725 (0.4025) loss_class_1_hybrid: 0.7155 (0.7207) loss_bbox_1_hybrid: 0.1742 (0.1769) loss_giou_1_hybrid: 0.3660 (0.3949) loss_class_2_hybrid: 0.6970 (0.7064) loss_bbox_2_hybrid: 0.1738 (0.1744) loss_giou_2_hybrid: 0.3605 (0.3909) loss_class_3_hybrid: 0.6998 (0.6969) loss_bbox_3_hybrid: 0.1724 (0.1741) loss_giou_3_hybrid: 0.3621 (0.3900) loss_class_4_hybrid: 0.6980 (0.6926) loss_bbox_4_hybrid: 0.1721 (0.1743) loss_giou_4_hybrid: 0.3632 (0.3899) loss_class_enc_hybrid: 0.7409 (0.7454) loss_bbox_enc_hybrid: 0.1927 (0.2080) loss_giou_enc_hybrid: 0.4191 (0.4476) mem: 1035 max mem: 36965 [2024-01-16 03:23:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:24:49 det.util.engine] INFO: Epoch: [10] [9800/11727] eta: 0:34:33 lr: 0.000010 data_time: 0.0030 iter_time: 1.1004 loss: 23.1663 (24.3196) loss_class: 0.6891 (0.6906) loss_bbox: 0.1492 (0.1635) loss_giou: 0.3423 (0.3643) loss_class_0: 0.7962 (0.8473) loss_bbox_0: 0.1602 (0.1637) loss_giou_0: 0.3612 (0.3681) loss_class_1: 0.6971 (0.7385) loss_bbox_1: 0.1522 (0.1647) loss_giou_1: 0.3619 (0.3671) loss_class_2: 0.6902 (0.7147) loss_bbox_2: 0.1499 (0.1629) loss_giou_2: 0.3517 (0.3646) loss_class_3: 0.6942 (0.6989) loss_bbox_3: 0.1505 (0.1632) loss_giou_3: 0.3516 (0.3646) loss_class_4: 0.6672 (0.6929) loss_bbox_4: 0.1488 (0.1633) loss_giou_4: 0.3498 (0.3644) loss_class_enc: 0.7619 (0.8118) loss_bbox_enc: 0.1816 (0.1873) loss_giou_enc: 0.4062 (0.4045) loss_class_dn: 0.3511 (0.3591) loss_bbox_dn: 0.1995 (0.2226) loss_giou_dn: 0.4063 (0.3930) loss_class_dn_0: 0.4566 (0.4577) loss_bbox_dn_0: 0.2914 (0.3172) loss_giou_dn_0: 0.5371 (0.5098) loss_class_dn_1: 0.3786 (0.3886) loss_bbox_dn_1: 0.2186 (0.2469) loss_giou_dn_1: 0.4334 (0.4247) loss_class_dn_2: 0.3574 (0.3683) loss_bbox_dn_2: 0.2033 (0.2268) loss_giou_dn_2: 0.4158 (0.3996) loss_class_dn_3: 0.3516 (0.3620) loss_bbox_dn_3: 0.2022 (0.2235) loss_giou_dn_3: 0.4106 (0.3945) loss_class_dn_4: 0.3520 (0.3595) loss_bbox_dn_4: 0.1995 (0.2226) loss_giou_dn_4: 0.4062 (0.3930) loss_class_hybrid: 0.6701 (0.6915) loss_bbox_hybrid: 0.1699 (0.1742) loss_giou_hybrid: 0.3719 (0.3898) loss_class_0_hybrid: 0.7433 (0.7672) loss_bbox_0_hybrid: 0.1779 (0.1804) loss_giou_0_hybrid: 0.3891 (0.4026) loss_class_1_hybrid: 0.6880 (0.7206) loss_bbox_1_hybrid: 0.1699 (0.1768) loss_giou_1_hybrid: 0.3850 (0.3950) loss_class_2_hybrid: 0.6821 (0.7063) loss_bbox_2_hybrid: 0.1682 (0.1744) loss_giou_2_hybrid: 0.3735 (0.3910) loss_class_3_hybrid: 0.6640 (0.6969) loss_bbox_3_hybrid: 0.1697 (0.1741) loss_giou_3_hybrid: 0.3728 (0.3901) loss_class_4_hybrid: 0.6708 (0.6926) loss_bbox_4_hybrid: 0.1708 (0.1743) loss_giou_4_hybrid: 0.3713 (0.3900) loss_class_enc_hybrid: 0.7211 (0.7453) loss_bbox_enc_hybrid: 0.1986 (0.2080) loss_giou_enc_hybrid: 0.4253 (0.4477) mem: 1032 max mem: 36965 [2024-01-16 03:24:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:25:43 det.util.engine] INFO: Epoch: [10] [9850/11727] eta: 0:33:39 lr: 0.000010 data_time: 0.0031 iter_time: 1.0292 loss: 24.5171 (24.3228) loss_class: 0.6602 (0.6908) loss_bbox: 0.1570 (0.1635) loss_giou: 0.3762 (0.3643) loss_class_0: 0.8128 (0.8474) loss_bbox_0: 0.1591 (0.1637) loss_giou_0: 0.3820 (0.3681) loss_class_1: 0.7085 (0.7386) loss_bbox_1: 0.1615 (0.1648) loss_giou_1: 0.3776 (0.3671) loss_class_2: 0.6775 (0.7149) loss_bbox_2: 0.1556 (0.1630) loss_giou_2: 0.3726 (0.3646) loss_class_3: 0.6695 (0.6991) loss_bbox_3: 0.1572 (0.1633) loss_giou_3: 0.3782 (0.3646) loss_class_4: 0.6663 (0.6931) loss_bbox_4: 0.1526 (0.1633) loss_giou_4: 0.3780 (0.3644) loss_class_enc: 0.7803 (0.8119) loss_bbox_enc: 0.1812 (0.1874) loss_giou_enc: 0.4187 (0.4045) loss_class_dn: 0.3551 (0.3591) loss_bbox_dn: 0.1976 (0.2227) loss_giou_dn: 0.4032 (0.3930) loss_class_dn_0: 0.4489 (0.4578) loss_bbox_dn_0: 0.2814 (0.3173) loss_giou_dn_0: 0.5294 (0.5098) loss_class_dn_1: 0.3829 (0.3886) loss_bbox_dn_1: 0.2235 (0.2469) loss_giou_dn_1: 0.4477 (0.4247) loss_class_dn_2: 0.3657 (0.3683) loss_bbox_dn_2: 0.2055 (0.2269) loss_giou_dn_2: 0.4124 (0.3997) loss_class_dn_3: 0.3581 (0.3620) loss_bbox_dn_3: 0.1972 (0.2236) loss_giou_dn_3: 0.4051 (0.3946) loss_class_dn_4: 0.3550 (0.3595) loss_bbox_dn_4: 0.1977 (0.2227) loss_giou_dn_4: 0.4031 (0.3930) loss_class_hybrid: 0.6750 (0.6916) loss_bbox_hybrid: 0.1759 (0.1742) loss_giou_hybrid: 0.4129 (0.3898) loss_class_0_hybrid: 0.7407 (0.7674) loss_bbox_0_hybrid: 0.1694 (0.1804) loss_giou_0_hybrid: 0.4175 (0.4026) loss_class_1_hybrid: 0.6999 (0.7208) loss_bbox_1_hybrid: 0.1746 (0.1769) loss_giou_1_hybrid: 0.4129 (0.3950) loss_class_2_hybrid: 0.6888 (0.7065) loss_bbox_2_hybrid: 0.1712 (0.1744) loss_giou_2_hybrid: 0.4095 (0.3910) loss_class_3_hybrid: 0.6753 (0.6971) loss_bbox_3_hybrid: 0.1670 (0.1742) loss_giou_3_hybrid: 0.4115 (0.3901) loss_class_4_hybrid: 0.6755 (0.6927) loss_bbox_4_hybrid: 0.1743 (0.1743) loss_giou_4_hybrid: 0.4108 (0.3900) loss_class_enc_hybrid: 0.7298 (0.7454) loss_bbox_enc_hybrid: 0.2046 (0.2081) loss_giou_enc_hybrid: 0.4545 (0.4477) mem: 1026 max mem: 36965 [2024-01-16 03:25:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:26:36 det.util.engine] INFO: Epoch: [10] [9900/11727] eta: 0:32:45 lr: 0.000010 data_time: 0.0037 iter_time: 1.0531 loss: 24.2281 (24.3234) loss_class: 0.6568 (0.6908) loss_bbox: 0.1371 (0.1635) loss_giou: 0.3718 (0.3644) loss_class_0: 0.7913 (0.8474) loss_bbox_0: 0.1399 (0.1637) loss_giou_0: 0.3687 (0.3681) loss_class_1: 0.6901 (0.7386) loss_bbox_1: 0.1368 (0.1647) loss_giou_1: 0.3737 (0.3672) loss_class_2: 0.6633 (0.7149) loss_bbox_2: 0.1433 (0.1629) loss_giou_2: 0.3714 (0.3647) loss_class_3: 0.6713 (0.6991) loss_bbox_3: 0.1367 (0.1632) loss_giou_3: 0.3677 (0.3647) loss_class_4: 0.6608 (0.6931) loss_bbox_4: 0.1401 (0.1633) loss_giou_4: 0.3719 (0.3644) loss_class_enc: 0.7653 (0.8119) loss_bbox_enc: 0.1650 (0.1874) loss_giou_enc: 0.4116 (0.4046) loss_class_dn: 0.3559 (0.3591) loss_bbox_dn: 0.1858 (0.2226) loss_giou_dn: 0.3686 (0.3931) loss_class_dn_0: 0.4553 (0.4578) loss_bbox_dn_0: 0.2800 (0.3172) loss_giou_dn_0: 0.4900 (0.5099) loss_class_dn_1: 0.3841 (0.3886) loss_bbox_dn_1: 0.2113 (0.2469) loss_giou_dn_1: 0.4021 (0.4247) loss_class_dn_2: 0.3642 (0.3683) loss_bbox_dn_2: 0.1944 (0.2268) loss_giou_dn_2: 0.3803 (0.3997) loss_class_dn_3: 0.3564 (0.3621) loss_bbox_dn_3: 0.1865 (0.2235) loss_giou_dn_3: 0.3692 (0.3946) loss_class_dn_4: 0.3555 (0.3595) loss_bbox_dn_4: 0.1858 (0.2227) loss_giou_dn_4: 0.3686 (0.3930) loss_class_hybrid: 0.6700 (0.6916) loss_bbox_hybrid: 0.1511 (0.1742) loss_giou_hybrid: 0.3719 (0.3899) loss_class_0_hybrid: 0.7328 (0.7674) loss_bbox_0_hybrid: 0.1615 (0.1804) loss_giou_0_hybrid: 0.3853 (0.4027) loss_class_1_hybrid: 0.6868 (0.7208) loss_bbox_1_hybrid: 0.1522 (0.1769) loss_giou_1_hybrid: 0.3745 (0.3951) loss_class_2_hybrid: 0.6786 (0.7065) loss_bbox_2_hybrid: 0.1563 (0.1744) loss_giou_2_hybrid: 0.3739 (0.3911) loss_class_3_hybrid: 0.6746 (0.6971) loss_bbox_3_hybrid: 0.1520 (0.1741) loss_giou_3_hybrid: 0.3736 (0.3902) loss_class_4_hybrid: 0.6667 (0.6927) loss_bbox_4_hybrid: 0.1523 (0.1743) loss_giou_4_hybrid: 0.3749 (0.3901) loss_class_enc_hybrid: 0.7088 (0.7454) loss_bbox_enc_hybrid: 0.1881 (0.2081) loss_giou_enc_hybrid: 0.4405 (0.4478) mem: 1022 max mem: 36965 [2024-01-16 03:26:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:27:29 det.util.engine] INFO: Epoch: [10] [9950/11727] eta: 0:31:51 lr: 0.000010 data_time: 0.0031 iter_time: 1.0710 loss: 23.8955 (24.3214) loss_class: 0.6868 (0.6908) loss_bbox: 0.1512 (0.1634) loss_giou: 0.3361 (0.3643) loss_class_0: 0.8204 (0.8474) loss_bbox_0: 0.1634 (0.1637) loss_giou_0: 0.3460 (0.3681) loss_class_1: 0.7237 (0.7386) loss_bbox_1: 0.1511 (0.1647) loss_giou_1: 0.3339 (0.3671) loss_class_2: 0.6913 (0.7149) loss_bbox_2: 0.1480 (0.1629) loss_giou_2: 0.3304 (0.3646) loss_class_3: 0.6930 (0.6991) loss_bbox_3: 0.1496 (0.1632) loss_giou_3: 0.3327 (0.3646) loss_class_4: 0.6754 (0.6931) loss_bbox_4: 0.1521 (0.1633) loss_giou_4: 0.3304 (0.3643) loss_class_enc: 0.7979 (0.8119) loss_bbox_enc: 0.1874 (0.1874) loss_giou_enc: 0.3874 (0.4045) loss_class_dn: 0.3565 (0.3591) loss_bbox_dn: 0.2148 (0.2227) loss_giou_dn: 0.3626 (0.3930) loss_class_dn_0: 0.4545 (0.4578) loss_bbox_dn_0: 0.3131 (0.3172) loss_giou_dn_0: 0.4825 (0.5098) loss_class_dn_1: 0.3830 (0.3886) loss_bbox_dn_1: 0.2530 (0.2469) loss_giou_dn_1: 0.4058 (0.4247) loss_class_dn_2: 0.3642 (0.3683) loss_bbox_dn_2: 0.2135 (0.2268) loss_giou_dn_2: 0.3687 (0.3996) loss_class_dn_3: 0.3576 (0.3620) loss_bbox_dn_3: 0.2175 (0.2235) loss_giou_dn_3: 0.3643 (0.3945) loss_class_dn_4: 0.3573 (0.3595) loss_bbox_dn_4: 0.2148 (0.2227) loss_giou_dn_4: 0.3627 (0.3930) loss_class_hybrid: 0.6858 (0.6916) loss_bbox_hybrid: 0.1721 (0.1742) loss_giou_hybrid: 0.3532 (0.3898) loss_class_0_hybrid: 0.7622 (0.7673) loss_bbox_0_hybrid: 0.1772 (0.1804) loss_giou_0_hybrid: 0.3804 (0.4026) loss_class_1_hybrid: 0.7021 (0.7208) loss_bbox_1_hybrid: 0.1747 (0.1769) loss_giou_1_hybrid: 0.3675 (0.3950) loss_class_2_hybrid: 0.6848 (0.7065) loss_bbox_2_hybrid: 0.1709 (0.1744) loss_giou_2_hybrid: 0.3571 (0.3910) loss_class_3_hybrid: 0.6812 (0.6971) loss_bbox_3_hybrid: 0.1723 (0.1741) loss_giou_3_hybrid: 0.3548 (0.3901) loss_class_4_hybrid: 0.6803 (0.6927) loss_bbox_4_hybrid: 0.1725 (0.1743) loss_giou_4_hybrid: 0.3557 (0.3900) loss_class_enc_hybrid: 0.7406 (0.7454) loss_bbox_enc_hybrid: 0.2064 (0.2080) loss_giou_enc_hybrid: 0.4202 (0.4477) mem: 1021 max mem: 36965 [2024-01-16 03:27:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:28:22 det.util.engine] INFO: Epoch: [10] [10000/11727] eta: 0:30:57 lr: 0.000010 data_time: 0.0034 iter_time: 1.0677 loss: 24.4513 (24.3207) loss_class: 0.7013 (0.6908) loss_bbox: 0.1546 (0.1635) loss_giou: 0.3643 (0.3642) loss_class_0: 0.8827 (0.8474) loss_bbox_0: 0.1530 (0.1637) loss_giou_0: 0.3620 (0.3680) loss_class_1: 0.7394 (0.7386) loss_bbox_1: 0.1584 (0.1647) loss_giou_1: 0.3624 (0.3671) loss_class_2: 0.7347 (0.7149) loss_bbox_2: 0.1464 (0.1629) loss_giou_2: 0.3635 (0.3646) loss_class_3: 0.7046 (0.6991) loss_bbox_3: 0.1561 (0.1632) loss_giou_3: 0.3630 (0.3645) loss_class_4: 0.7064 (0.6930) loss_bbox_4: 0.1544 (0.1633) loss_giou_4: 0.3628 (0.3643) loss_class_enc: 0.8286 (0.8119) loss_bbox_enc: 0.1827 (0.1874) loss_giou_enc: 0.3948 (0.4045) loss_class_dn: 0.3545 (0.3591) loss_bbox_dn: 0.2180 (0.2227) loss_giou_dn: 0.3932 (0.3929) loss_class_dn_0: 0.4611 (0.4578) loss_bbox_dn_0: 0.3061 (0.3173) loss_giou_dn_0: 0.5083 (0.5098) loss_class_dn_1: 0.3820 (0.3886) loss_bbox_dn_1: 0.2445 (0.2469) loss_giou_dn_1: 0.4206 (0.4246) loss_class_dn_2: 0.3637 (0.3683) loss_bbox_dn_2: 0.2228 (0.2269) loss_giou_dn_2: 0.4005 (0.3996) loss_class_dn_3: 0.3587 (0.3620) loss_bbox_dn_3: 0.2175 (0.2235) loss_giou_dn_3: 0.3964 (0.3945) loss_class_dn_4: 0.3554 (0.3595) loss_bbox_dn_4: 0.2179 (0.2227) loss_giou_dn_4: 0.3929 (0.3929) loss_class_hybrid: 0.7020 (0.6916) loss_bbox_hybrid: 0.1685 (0.1742) loss_giou_hybrid: 0.3832 (0.3897) loss_class_0_hybrid: 0.7936 (0.7673) loss_bbox_0_hybrid: 0.1758 (0.1804) loss_giou_0_hybrid: 0.4006 (0.4026) loss_class_1_hybrid: 0.7353 (0.7207) loss_bbox_1_hybrid: 0.1678 (0.1769) loss_giou_1_hybrid: 0.3855 (0.3949) loss_class_2_hybrid: 0.7225 (0.7064) loss_bbox_2_hybrid: 0.1686 (0.1744) loss_giou_2_hybrid: 0.3822 (0.3910) loss_class_3_hybrid: 0.7064 (0.6970) loss_bbox_3_hybrid: 0.1676 (0.1741) loss_giou_3_hybrid: 0.3819 (0.3901) loss_class_4_hybrid: 0.7028 (0.6927) loss_bbox_4_hybrid: 0.1729 (0.1743) loss_giou_4_hybrid: 0.3830 (0.3900) loss_class_enc_hybrid: 0.7609 (0.7454) loss_bbox_enc_hybrid: 0.2031 (0.2081) loss_giou_enc_hybrid: 0.4394 (0.4477) mem: 1034 max mem: 36965 [2024-01-16 03:28:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:29:16 det.util.engine] INFO: Epoch: [10] [10050/11727] eta: 0:30:04 lr: 0.000010 data_time: 0.0032 iter_time: 1.0638 loss: 24.9235 (24.3213) loss_class: 0.6837 (0.6908) loss_bbox: 0.1501 (0.1634) loss_giou: 0.3819 (0.3643) loss_class_0: 0.8153 (0.8474) loss_bbox_0: 0.1521 (0.1637) loss_giou_0: 0.3955 (0.3681) loss_class_1: 0.7332 (0.7386) loss_bbox_1: 0.1501 (0.1647) loss_giou_1: 0.3926 (0.3671) loss_class_2: 0.7052 (0.7149) loss_bbox_2: 0.1531 (0.1629) loss_giou_2: 0.3868 (0.3646) loss_class_3: 0.6955 (0.6991) loss_bbox_3: 0.1495 (0.1632) loss_giou_3: 0.3825 (0.3646) loss_class_4: 0.6881 (0.6931) loss_bbox_4: 0.1503 (0.1633) loss_giou_4: 0.3820 (0.3644) loss_class_enc: 0.7935 (0.8119) loss_bbox_enc: 0.1680 (0.1874) loss_giou_enc: 0.4229 (0.4046) loss_class_dn: 0.3654 (0.3591) loss_bbox_dn: 0.1706 (0.2226) loss_giou_dn: 0.4280 (0.3930) loss_class_dn_0: 0.4600 (0.4577) loss_bbox_dn_0: 0.2571 (0.3172) loss_giou_dn_0: 0.5370 (0.5098) loss_class_dn_1: 0.3957 (0.3886) loss_bbox_dn_1: 0.1950 (0.2469) loss_giou_dn_1: 0.4495 (0.4247) loss_class_dn_2: 0.3757 (0.3683) loss_bbox_dn_2: 0.1766 (0.2268) loss_giou_dn_2: 0.4320 (0.3996) loss_class_dn_3: 0.3708 (0.3620) loss_bbox_dn_3: 0.1700 (0.2235) loss_giou_dn_3: 0.4301 (0.3945) loss_class_dn_4: 0.3682 (0.3595) loss_bbox_dn_4: 0.1707 (0.2226) loss_giou_dn_4: 0.4282 (0.3930) loss_class_hybrid: 0.6737 (0.6916) loss_bbox_hybrid: 0.1664 (0.1742) loss_giou_hybrid: 0.4161 (0.3898) loss_class_0_hybrid: 0.7514 (0.7673) loss_bbox_0_hybrid: 0.1685 (0.1804) loss_giou_0_hybrid: 0.4271 (0.4027) loss_class_1_hybrid: 0.7047 (0.7207) loss_bbox_1_hybrid: 0.1628 (0.1769) loss_giou_1_hybrid: 0.4292 (0.3951) loss_class_2_hybrid: 0.6889 (0.7064) loss_bbox_2_hybrid: 0.1649 (0.1744) loss_giou_2_hybrid: 0.4184 (0.3911) loss_class_3_hybrid: 0.6794 (0.6970) loss_bbox_3_hybrid: 0.1652 (0.1741) loss_giou_3_hybrid: 0.4158 (0.3902) loss_class_4_hybrid: 0.6844 (0.6927) loss_bbox_4_hybrid: 0.1668 (0.1743) loss_giou_4_hybrid: 0.4167 (0.3901) loss_class_enc_hybrid: 0.7387 (0.7454) loss_bbox_enc_hybrid: 0.1855 (0.2080) loss_giou_enc_hybrid: 0.4596 (0.4478) mem: 1020 max mem: 36965 [2024-01-16 03:29:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:30:10 det.util.engine] INFO: Epoch: [10] [10100/11727] eta: 0:29:10 lr: 0.000010 data_time: 0.0033 iter_time: 1.0652 loss: 23.6457 (24.3183) loss_class: 0.6646 (0.6907) loss_bbox: 0.1455 (0.1634) loss_giou: 0.3519 (0.3643) loss_class_0: 0.8208 (0.8472) loss_bbox_0: 0.1538 (0.1637) loss_giou_0: 0.3717 (0.3681) loss_class_1: 0.7282 (0.7385) loss_bbox_1: 0.1502 (0.1647) loss_giou_1: 0.3743 (0.3671) loss_class_2: 0.6717 (0.7147) loss_bbox_2: 0.1481 (0.1629) loss_giou_2: 0.3715 (0.3646) loss_class_3: 0.6785 (0.6990) loss_bbox_3: 0.1466 (0.1632) loss_giou_3: 0.3542 (0.3646) loss_class_4: 0.6821 (0.6929) loss_bbox_4: 0.1456 (0.1633) loss_giou_4: 0.3517 (0.3643) loss_class_enc: 0.7825 (0.8117) loss_bbox_enc: 0.1774 (0.1873) loss_giou_enc: 0.3970 (0.4045) loss_class_dn: 0.3554 (0.3591) loss_bbox_dn: 0.1798 (0.2225) loss_giou_dn: 0.3867 (0.3930) loss_class_dn_0: 0.4546 (0.4577) loss_bbox_dn_0: 0.2662 (0.3171) loss_giou_dn_0: 0.5030 (0.5098) loss_class_dn_1: 0.3849 (0.3886) loss_bbox_dn_1: 0.2022 (0.2468) loss_giou_dn_1: 0.4137 (0.4246) loss_class_dn_2: 0.3619 (0.3683) loss_bbox_dn_2: 0.1914 (0.2267) loss_giou_dn_2: 0.3903 (0.3996) loss_class_dn_3: 0.3561 (0.3620) loss_bbox_dn_3: 0.1812 (0.2234) loss_giou_dn_3: 0.3878 (0.3945) loss_class_dn_4: 0.3547 (0.3595) loss_bbox_dn_4: 0.1795 (0.2225) loss_giou_dn_4: 0.3866 (0.3929) loss_class_hybrid: 0.6661 (0.6915) loss_bbox_hybrid: 0.1524 (0.1742) loss_giou_hybrid: 0.3799 (0.3898) loss_class_0_hybrid: 0.7318 (0.7672) loss_bbox_0_hybrid: 0.1630 (0.1804) loss_giou_0_hybrid: 0.3874 (0.4027) loss_class_1_hybrid: 0.6668 (0.7206) loss_bbox_1_hybrid: 0.1609 (0.1768) loss_giou_1_hybrid: 0.3846 (0.3950) loss_class_2_hybrid: 0.6763 (0.7063) loss_bbox_2_hybrid: 0.1526 (0.1744) loss_giou_2_hybrid: 0.3838 (0.3911) loss_class_3_hybrid: 0.6681 (0.6969) loss_bbox_3_hybrid: 0.1531 (0.1741) loss_giou_3_hybrid: 0.3851 (0.3902) loss_class_4_hybrid: 0.6594 (0.6925) loss_bbox_4_hybrid: 0.1524 (0.1743) loss_giou_4_hybrid: 0.3743 (0.3901) loss_class_enc_hybrid: 0.7078 (0.7453) loss_bbox_enc_hybrid: 0.1993 (0.2080) loss_giou_enc_hybrid: 0.4382 (0.4477) mem: 1027 max mem: 36965 [2024-01-16 03:30:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:31:03 det.util.engine] INFO: Epoch: [10] [10150/11727] eta: 0:28:16 lr: 0.000010 data_time: 0.0031 iter_time: 1.0844 loss: 25.2181 (24.3166) loss_class: 0.6929 (0.6906) loss_bbox: 0.1656 (0.1634) loss_giou: 0.3650 (0.3643) loss_class_0: 0.8041 (0.8472) loss_bbox_0: 0.1601 (0.1637) loss_giou_0: 0.3761 (0.3681) loss_class_1: 0.7581 (0.7384) loss_bbox_1: 0.1723 (0.1647) loss_giou_1: 0.3780 (0.3671) loss_class_2: 0.7229 (0.7147) loss_bbox_2: 0.1631 (0.1629) loss_giou_2: 0.3668 (0.3646) loss_class_3: 0.6894 (0.6989) loss_bbox_3: 0.1678 (0.1632) loss_giou_3: 0.3700 (0.3646) loss_class_4: 0.6854 (0.6929) loss_bbox_4: 0.1647 (0.1633) loss_giou_4: 0.3746 (0.3643) loss_class_enc: 0.8184 (0.8117) loss_bbox_enc: 0.1967 (0.1873) loss_giou_enc: 0.4189 (0.4045) loss_class_dn: 0.3681 (0.3591) loss_bbox_dn: 0.2365 (0.2225) loss_giou_dn: 0.4045 (0.3929) loss_class_dn_0: 0.4664 (0.4577) loss_bbox_dn_0: 0.3183 (0.3171) loss_giou_dn_0: 0.5118 (0.5097) loss_class_dn_1: 0.3940 (0.3886) loss_bbox_dn_1: 0.2504 (0.2467) loss_giou_dn_1: 0.4315 (0.4246) loss_class_dn_2: 0.3749 (0.3683) loss_bbox_dn_2: 0.2418 (0.2267) loss_giou_dn_2: 0.4099 (0.3996) loss_class_dn_3: 0.3684 (0.3620) loss_bbox_dn_3: 0.2369 (0.2234) loss_giou_dn_3: 0.4064 (0.3945) loss_class_dn_4: 0.3682 (0.3595) loss_bbox_dn_4: 0.2366 (0.2225) loss_giou_dn_4: 0.4045 (0.3929) loss_class_hybrid: 0.7022 (0.6914) loss_bbox_hybrid: 0.1858 (0.1742) loss_giou_hybrid: 0.3876 (0.3898) loss_class_0_hybrid: 0.7508 (0.7671) loss_bbox_0_hybrid: 0.1886 (0.1804) loss_giou_0_hybrid: 0.4017 (0.4027) loss_class_1_hybrid: 0.7061 (0.7205) loss_bbox_1_hybrid: 0.1830 (0.1768) loss_giou_1_hybrid: 0.3960 (0.3950) loss_class_2_hybrid: 0.6951 (0.7062) loss_bbox_2_hybrid: 0.1867 (0.1743) loss_giou_2_hybrid: 0.3891 (0.3910) loss_class_3_hybrid: 0.6957 (0.6968) loss_bbox_3_hybrid: 0.1854 (0.1741) loss_giou_3_hybrid: 0.3928 (0.3901) loss_class_4_hybrid: 0.6944 (0.6925) loss_bbox_4_hybrid: 0.1864 (0.1742) loss_giou_4_hybrid: 0.3878 (0.3901) loss_class_enc_hybrid: 0.7505 (0.7452) loss_bbox_enc_hybrid: 0.2092 (0.2080) loss_giou_enc_hybrid: 0.4372 (0.4477) mem: 1028 max mem: 36965 [2024-01-16 03:31:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:31:58 det.util.engine] INFO: Epoch: [10] [10200/11727] eta: 0:27:22 lr: 0.000010 data_time: 0.0031 iter_time: 1.0986 loss: 23.6584 (24.3158) loss_class: 0.6465 (0.6906) loss_bbox: 0.1523 (0.1634) loss_giou: 0.3757 (0.3643) loss_class_0: 0.8044 (0.8471) loss_bbox_0: 0.1518 (0.1637) loss_giou_0: 0.3767 (0.3681) loss_class_1: 0.6904 (0.7384) loss_bbox_1: 0.1556 (0.1647) loss_giou_1: 0.3727 (0.3671) loss_class_2: 0.6588 (0.7146) loss_bbox_2: 0.1542 (0.1629) loss_giou_2: 0.3698 (0.3647) loss_class_3: 0.6583 (0.6988) loss_bbox_3: 0.1538 (0.1632) loss_giou_3: 0.3677 (0.3646) loss_class_4: 0.6499 (0.6928) loss_bbox_4: 0.1546 (0.1633) loss_giou_4: 0.3758 (0.3644) loss_class_enc: 0.7609 (0.8116) loss_bbox_enc: 0.1832 (0.1873) loss_giou_enc: 0.4164 (0.4046) loss_class_dn: 0.3551 (0.3591) loss_bbox_dn: 0.1866 (0.2224) loss_giou_dn: 0.3976 (0.3930) loss_class_dn_0: 0.4537 (0.4577) loss_bbox_dn_0: 0.2961 (0.3169) loss_giou_dn_0: 0.5128 (0.5098) loss_class_dn_1: 0.3859 (0.3886) loss_bbox_dn_1: 0.2083 (0.2466) loss_giou_dn_1: 0.4323 (0.4247) loss_class_dn_2: 0.3627 (0.3683) loss_bbox_dn_2: 0.1890 (0.2266) loss_giou_dn_2: 0.4039 (0.3996) loss_class_dn_3: 0.3590 (0.3620) loss_bbox_dn_3: 0.1872 (0.2233) loss_giou_dn_3: 0.3992 (0.3945) loss_class_dn_4: 0.3547 (0.3595) loss_bbox_dn_4: 0.1866 (0.2224) loss_giou_dn_4: 0.3978 (0.3929) loss_class_hybrid: 0.6389 (0.6913) loss_bbox_hybrid: 0.1564 (0.1742) loss_giou_hybrid: 0.3908 (0.3899) loss_class_0_hybrid: 0.7131 (0.7670) loss_bbox_0_hybrid: 0.1653 (0.1803) loss_giou_0_hybrid: 0.3990 (0.4027) loss_class_1_hybrid: 0.6830 (0.7204) loss_bbox_1_hybrid: 0.1577 (0.1768) loss_giou_1_hybrid: 0.3885 (0.3951) loss_class_2_hybrid: 0.6707 (0.7061) loss_bbox_2_hybrid: 0.1556 (0.1743) loss_giou_2_hybrid: 0.3893 (0.3911) loss_class_3_hybrid: 0.6565 (0.6967) loss_bbox_3_hybrid: 0.1557 (0.1741) loss_giou_3_hybrid: 0.3888 (0.3902) loss_class_4_hybrid: 0.6422 (0.6924) loss_bbox_4_hybrid: 0.1565 (0.1742) loss_giou_4_hybrid: 0.3898 (0.3901) loss_class_enc_hybrid: 0.6996 (0.7452) loss_bbox_enc_hybrid: 0.1906 (0.2079) loss_giou_enc_hybrid: 0.4364 (0.4478) mem: 1035 max mem: 36965 [2024-01-16 03:31:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:32:52 det.util.engine] INFO: Epoch: [10] [10250/11727] eta: 0:26:29 lr: 0.000010 data_time: 0.0034 iter_time: 1.0894 loss: 23.8537 (24.3132) loss_class: 0.6802 (0.6904) loss_bbox: 0.1602 (0.1634) loss_giou: 0.3798 (0.3643) loss_class_0: 0.8381 (0.8470) loss_bbox_0: 0.1539 (0.1636) loss_giou_0: 0.3803 (0.3681) loss_class_1: 0.6911 (0.7382) loss_bbox_1: 0.1543 (0.1646) loss_giou_1: 0.3845 (0.3671) loss_class_2: 0.7112 (0.7145) loss_bbox_2: 0.1562 (0.1628) loss_giou_2: 0.3836 (0.3646) loss_class_3: 0.6794 (0.6987) loss_bbox_3: 0.1593 (0.1632) loss_giou_3: 0.3877 (0.3646) loss_class_4: 0.6915 (0.6927) loss_bbox_4: 0.1602 (0.1632) loss_giou_4: 0.3804 (0.3644) loss_class_enc: 0.8046 (0.8115) loss_bbox_enc: 0.1627 (0.1872) loss_giou_enc: 0.4315 (0.4045) loss_class_dn: 0.3719 (0.3591) loss_bbox_dn: 0.1952 (0.2224) loss_giou_dn: 0.4220 (0.3929) loss_class_dn_0: 0.4607 (0.4577) loss_bbox_dn_0: 0.2799 (0.3169) loss_giou_dn_0: 0.5328 (0.5097) loss_class_dn_1: 0.3942 (0.3886) loss_bbox_dn_1: 0.2079 (0.2466) loss_giou_dn_1: 0.4420 (0.4246) loss_class_dn_2: 0.3769 (0.3683) loss_bbox_dn_2: 0.1955 (0.2266) loss_giou_dn_2: 0.4258 (0.3996) loss_class_dn_3: 0.3680 (0.3620) loss_bbox_dn_3: 0.1950 (0.2232) loss_giou_dn_3: 0.4247 (0.3945) loss_class_dn_4: 0.3663 (0.3595) loss_bbox_dn_4: 0.1951 (0.2224) loss_giou_dn_4: 0.4220 (0.3929) loss_class_hybrid: 0.6989 (0.6912) loss_bbox_hybrid: 0.1636 (0.1741) loss_giou_hybrid: 0.4107 (0.3899) loss_class_0_hybrid: 0.7560 (0.7669) loss_bbox_0_hybrid: 0.1673 (0.1803) loss_giou_0_hybrid: 0.4209 (0.4027) loss_class_1_hybrid: 0.7064 (0.7203) loss_bbox_1_hybrid: 0.1658 (0.1768) loss_giou_1_hybrid: 0.4147 (0.3951) loss_class_2_hybrid: 0.6934 (0.7060) loss_bbox_2_hybrid: 0.1602 (0.1743) loss_giou_2_hybrid: 0.4108 (0.3911) loss_class_3_hybrid: 0.6751 (0.6966) loss_bbox_3_hybrid: 0.1601 (0.1741) loss_giou_3_hybrid: 0.4118 (0.3902) loss_class_4_hybrid: 0.6871 (0.6923) loss_bbox_4_hybrid: 0.1629 (0.1742) loss_giou_4_hybrid: 0.4126 (0.3901) loss_class_enc_hybrid: 0.7329 (0.7451) loss_bbox_enc_hybrid: 0.1910 (0.2079) loss_giou_enc_hybrid: 0.4731 (0.4477) mem: 1029 max mem: 36965 [2024-01-16 03:32:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:33:47 det.util.engine] INFO: Epoch: [10] [10300/11727] eta: 0:25:35 lr: 0.000010 data_time: 0.0031 iter_time: 1.1010 loss: 24.1319 (24.3128) loss_class: 0.6703 (0.6904) loss_bbox: 0.1621 (0.1634) loss_giou: 0.3594 (0.3642) loss_class_0: 0.7974 (0.8469) loss_bbox_0: 0.1863 (0.1637) loss_giou_0: 0.3521 (0.3680) loss_class_1: 0.7035 (0.7382) loss_bbox_1: 0.1796 (0.1647) loss_giou_1: 0.3535 (0.3670) loss_class_2: 0.6866 (0.7145) loss_bbox_2: 0.1631 (0.1629) loss_giou_2: 0.3552 (0.3645) loss_class_3: 0.6771 (0.6987) loss_bbox_3: 0.1614 (0.1632) loss_giou_3: 0.3575 (0.3645) loss_class_4: 0.6823 (0.6927) loss_bbox_4: 0.1640 (0.1633) loss_giou_4: 0.3552 (0.3643) loss_class_enc: 0.7613 (0.8115) loss_bbox_enc: 0.2036 (0.1873) loss_giou_enc: 0.4007 (0.4045) loss_class_dn: 0.3596 (0.3591) loss_bbox_dn: 0.2306 (0.2224) loss_giou_dn: 0.3845 (0.3929) loss_class_dn_0: 0.4560 (0.4577) loss_bbox_dn_0: 0.3186 (0.3170) loss_giou_dn_0: 0.5000 (0.5097) loss_class_dn_1: 0.3853 (0.3886) loss_bbox_dn_1: 0.2625 (0.2467) loss_giou_dn_1: 0.4180 (0.4246) loss_class_dn_2: 0.3666 (0.3683) loss_bbox_dn_2: 0.2338 (0.2266) loss_giou_dn_2: 0.3907 (0.3995) loss_class_dn_3: 0.3616 (0.3620) loss_bbox_dn_3: 0.2333 (0.2233) loss_giou_dn_3: 0.3847 (0.3944) loss_class_dn_4: 0.3604 (0.3595) loss_bbox_dn_4: 0.2308 (0.2225) loss_giou_dn_4: 0.3845 (0.3929) loss_class_hybrid: 0.6641 (0.6912) loss_bbox_hybrid: 0.1889 (0.1742) loss_giou_hybrid: 0.3667 (0.3897) loss_class_0_hybrid: 0.7466 (0.7669) loss_bbox_0_hybrid: 0.1929 (0.1804) loss_giou_0_hybrid: 0.3768 (0.4026) loss_class_1_hybrid: 0.7074 (0.7203) loss_bbox_1_hybrid: 0.1903 (0.1768) loss_giou_1_hybrid: 0.3677 (0.3950) loss_class_2_hybrid: 0.6792 (0.7061) loss_bbox_2_hybrid: 0.1890 (0.1744) loss_giou_2_hybrid: 0.3671 (0.3910) loss_class_3_hybrid: 0.6769 (0.6966) loss_bbox_3_hybrid: 0.1862 (0.1741) loss_giou_3_hybrid: 0.3647 (0.3901) loss_class_4_hybrid: 0.6682 (0.6923) loss_bbox_4_hybrid: 0.1900 (0.1743) loss_giou_4_hybrid: 0.3669 (0.3900) loss_class_enc_hybrid: 0.7339 (0.7451) loss_bbox_enc_hybrid: 0.2149 (0.2080) loss_giou_enc_hybrid: 0.4079 (0.4476) mem: 1039 max mem: 36965 [2024-01-16 03:33:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:34:40 det.util.engine] INFO: Epoch: [10] [10350/11727] eta: 0:24:41 lr: 0.000010 data_time: 0.0033 iter_time: 1.0620 loss: 23.4910 (24.3115) loss_class: 0.6899 (0.6904) loss_bbox: 0.1639 (0.1634) loss_giou: 0.3454 (0.3642) loss_class_0: 0.8290 (0.8469) loss_bbox_0: 0.1608 (0.1637) loss_giou_0: 0.3447 (0.3680) loss_class_1: 0.7238 (0.7382) loss_bbox_1: 0.1501 (0.1647) loss_giou_1: 0.3263 (0.3670) loss_class_2: 0.7015 (0.7145) loss_bbox_2: 0.1668 (0.1629) loss_giou_2: 0.3371 (0.3645) loss_class_3: 0.6918 (0.6987) loss_bbox_3: 0.1644 (0.1632) loss_giou_3: 0.3421 (0.3645) loss_class_4: 0.6820 (0.6926) loss_bbox_4: 0.1637 (0.1633) loss_giou_4: 0.3431 (0.3643) loss_class_enc: 0.8149 (0.8115) loss_bbox_enc: 0.1793 (0.1873) loss_giou_enc: 0.3725 (0.4045) loss_class_dn: 0.3514 (0.3590) loss_bbox_dn: 0.1768 (0.2224) loss_giou_dn: 0.3878 (0.3928) loss_class_dn_0: 0.4502 (0.4577) loss_bbox_dn_0: 0.2628 (0.3170) loss_giou_dn_0: 0.4947 (0.5096) loss_class_dn_1: 0.3787 (0.3885) loss_bbox_dn_1: 0.2126 (0.2467) loss_giou_dn_1: 0.4114 (0.4245) loss_class_dn_2: 0.3584 (0.3683) loss_bbox_dn_2: 0.1824 (0.2266) loss_giou_dn_2: 0.3942 (0.3995) loss_class_dn_3: 0.3513 (0.3620) loss_bbox_dn_3: 0.1777 (0.2233) loss_giou_dn_3: 0.3899 (0.3944) loss_class_dn_4: 0.3490 (0.3595) loss_bbox_dn_4: 0.1768 (0.2224) loss_giou_dn_4: 0.3877 (0.3928) loss_class_hybrid: 0.6706 (0.6911) loss_bbox_hybrid: 0.1769 (0.1742) loss_giou_hybrid: 0.3591 (0.3898) loss_class_0_hybrid: 0.7538 (0.7669) loss_bbox_0_hybrid: 0.1877 (0.1804) loss_giou_0_hybrid: 0.3702 (0.4026) loss_class_1_hybrid: 0.7001 (0.7202) loss_bbox_1_hybrid: 0.1776 (0.1768) loss_giou_1_hybrid: 0.3642 (0.3950) loss_class_2_hybrid: 0.6879 (0.7060) loss_bbox_2_hybrid: 0.1755 (0.1744) loss_giou_2_hybrid: 0.3613 (0.3910) loss_class_3_hybrid: 0.6682 (0.6966) loss_bbox_3_hybrid: 0.1754 (0.1741) loss_giou_3_hybrid: 0.3575 (0.3901) loss_class_4_hybrid: 0.6711 (0.6922) loss_bbox_4_hybrid: 0.1741 (0.1743) loss_giou_4_hybrid: 0.3601 (0.3900) loss_class_enc_hybrid: 0.7511 (0.7451) loss_bbox_enc_hybrid: 0.2131 (0.2080) loss_giou_enc_hybrid: 0.4202 (0.4476) mem: 1016 max mem: 36965 [2024-01-16 03:34:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:35:33 det.util.engine] INFO: Epoch: [10] [10400/11727] eta: 0:23:47 lr: 0.000010 data_time: 0.0033 iter_time: 1.0786 loss: 24.8013 (24.3118) loss_class: 0.6776 (0.6904) loss_bbox: 0.1808 (0.1635) loss_giou: 0.3531 (0.3642) loss_class_0: 0.8253 (0.8469) loss_bbox_0: 0.1685 (0.1637) loss_giou_0: 0.3615 (0.3680) loss_class_1: 0.7279 (0.7383) loss_bbox_1: 0.1729 (0.1647) loss_giou_1: 0.3520 (0.3670) loss_class_2: 0.7065 (0.7145) loss_bbox_2: 0.1775 (0.1629) loss_giou_2: 0.3551 (0.3645) loss_class_3: 0.6829 (0.6988) loss_bbox_3: 0.1780 (0.1632) loss_giou_3: 0.3536 (0.3645) loss_class_4: 0.6771 (0.6927) loss_bbox_4: 0.1804 (0.1633) loss_giou_4: 0.3530 (0.3643) loss_class_enc: 0.7824 (0.8115) loss_bbox_enc: 0.1894 (0.1873) loss_giou_enc: 0.3912 (0.4044) loss_class_dn: 0.3579 (0.3591) loss_bbox_dn: 0.2180 (0.2224) loss_giou_dn: 0.3870 (0.3928) loss_class_dn_0: 0.4504 (0.4577) loss_bbox_dn_0: 0.3169 (0.3170) loss_giou_dn_0: 0.4991 (0.5096) loss_class_dn_1: 0.3896 (0.3885) loss_bbox_dn_1: 0.2373 (0.2466) loss_giou_dn_1: 0.4144 (0.4245) loss_class_dn_2: 0.3637 (0.3683) loss_bbox_dn_2: 0.2255 (0.2266) loss_giou_dn_2: 0.3896 (0.3995) loss_class_dn_3: 0.3583 (0.3620) loss_bbox_dn_3: 0.2192 (0.2233) loss_giou_dn_3: 0.3879 (0.3944) loss_class_dn_4: 0.3590 (0.3595) loss_bbox_dn_4: 0.2180 (0.2224) loss_giou_dn_4: 0.3870 (0.3928) loss_class_hybrid: 0.6749 (0.6912) loss_bbox_hybrid: 0.2017 (0.1742) loss_giou_hybrid: 0.3903 (0.3897) loss_class_0_hybrid: 0.7601 (0.7669) loss_bbox_0_hybrid: 0.2021 (0.1804) loss_giou_0_hybrid: 0.4083 (0.4025) loss_class_1_hybrid: 0.7003 (0.7203) loss_bbox_1_hybrid: 0.2047 (0.1769) loss_giou_1_hybrid: 0.3951 (0.3949) loss_class_2_hybrid: 0.6954 (0.7060) loss_bbox_2_hybrid: 0.1995 (0.1744) loss_giou_2_hybrid: 0.3891 (0.3909) loss_class_3_hybrid: 0.6845 (0.6966) loss_bbox_3_hybrid: 0.2028 (0.1741) loss_giou_3_hybrid: 0.3933 (0.3900) loss_class_4_hybrid: 0.6802 (0.6923) loss_bbox_4_hybrid: 0.2032 (0.1743) loss_giou_4_hybrid: 0.3905 (0.3900) loss_class_enc_hybrid: 0.7342 (0.7451) loss_bbox_enc_hybrid: 0.2219 (0.2080) loss_giou_enc_hybrid: 0.4450 (0.4476) mem: 1034 max mem: 36965 [2024-01-16 03:35:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:36:28 det.util.engine] INFO: Epoch: [10] [10450/11727] eta: 0:22:53 lr: 0.000010 data_time: 0.0034 iter_time: 1.0861 loss: 25.2083 (24.3125) loss_class: 0.7147 (0.6904) loss_bbox: 0.1650 (0.1634) loss_giou: 0.3554 (0.3643) loss_class_0: 0.8578 (0.8468) loss_bbox_0: 0.1758 (0.1637) loss_giou_0: 0.3549 (0.3681) loss_class_1: 0.7738 (0.7383) loss_bbox_1: 0.1755 (0.1647) loss_giou_1: 0.3536 (0.3671) loss_class_2: 0.7554 (0.7145) loss_bbox_2: 0.1653 (0.1629) loss_giou_2: 0.3457 (0.3646) loss_class_3: 0.7328 (0.6988) loss_bbox_3: 0.1693 (0.1632) loss_giou_3: 0.3535 (0.3645) loss_class_4: 0.7229 (0.6926) loss_bbox_4: 0.1649 (0.1633) loss_giou_4: 0.3553 (0.3643) loss_class_enc: 0.8392 (0.8114) loss_bbox_enc: 0.2027 (0.1873) loss_giou_enc: 0.3842 (0.4045) loss_class_dn: 0.3617 (0.3591) loss_bbox_dn: 0.2286 (0.2224) loss_giou_dn: 0.4081 (0.3929) loss_class_dn_0: 0.4625 (0.4577) loss_bbox_dn_0: 0.3191 (0.3169) loss_giou_dn_0: 0.5111 (0.5096) loss_class_dn_1: 0.3928 (0.3886) loss_bbox_dn_1: 0.2571 (0.2466) loss_giou_dn_1: 0.4334 (0.4245) loss_class_dn_2: 0.3723 (0.3683) loss_bbox_dn_2: 0.2385 (0.2266) loss_giou_dn_2: 0.4130 (0.3995) loss_class_dn_3: 0.3632 (0.3620) loss_bbox_dn_3: 0.2329 (0.2232) loss_giou_dn_3: 0.4111 (0.3944) loss_class_dn_4: 0.3593 (0.3595) loss_bbox_dn_4: 0.2286 (0.2224) loss_giou_dn_4: 0.4083 (0.3928) loss_class_hybrid: 0.7220 (0.6911) loss_bbox_hybrid: 0.1688 (0.1742) loss_giou_hybrid: 0.3720 (0.3898) loss_class_0_hybrid: 0.7644 (0.7668) loss_bbox_0_hybrid: 0.1739 (0.1804) loss_giou_0_hybrid: 0.3827 (0.4026) loss_class_1_hybrid: 0.7367 (0.7202) loss_bbox_1_hybrid: 0.1785 (0.1769) loss_giou_1_hybrid: 0.3866 (0.3950) loss_class_2_hybrid: 0.7298 (0.7060) loss_bbox_2_hybrid: 0.1749 (0.1744) loss_giou_2_hybrid: 0.3791 (0.3910) loss_class_3_hybrid: 0.7207 (0.6966) loss_bbox_3_hybrid: 0.1767 (0.1741) loss_giou_3_hybrid: 0.3738 (0.3901) loss_class_4_hybrid: 0.7218 (0.6922) loss_bbox_4_hybrid: 0.1706 (0.1743) loss_giou_4_hybrid: 0.3721 (0.3901) loss_class_enc_hybrid: 0.7502 (0.7450) loss_bbox_enc_hybrid: 0.2089 (0.2080) loss_giou_enc_hybrid: 0.4290 (0.4477) mem: 1019 max mem: 36965 [2024-01-16 03:36:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:37:21 det.util.engine] INFO: Epoch: [10] [10500/11727] eta: 0:22:00 lr: 0.000010 data_time: 0.0038 iter_time: 1.0437 loss: 24.5276 (24.3108) loss_class: 0.7017 (0.6904) loss_bbox: 0.1536 (0.1634) loss_giou: 0.3668 (0.3642) loss_class_0: 0.8019 (0.8468) loss_bbox_0: 0.1609 (0.1637) loss_giou_0: 0.3689 (0.3680) loss_class_1: 0.7245 (0.7382) loss_bbox_1: 0.1532 (0.1647) loss_giou_1: 0.3615 (0.3670) loss_class_2: 0.6951 (0.7145) loss_bbox_2: 0.1520 (0.1629) loss_giou_2: 0.3656 (0.3645) loss_class_3: 0.6850 (0.6988) loss_bbox_3: 0.1541 (0.1632) loss_giou_3: 0.3638 (0.3645) loss_class_4: 0.7033 (0.6926) loss_bbox_4: 0.1537 (0.1633) loss_giou_4: 0.3667 (0.3643) loss_class_enc: 0.7608 (0.8114) loss_bbox_enc: 0.1841 (0.1873) loss_giou_enc: 0.3775 (0.4044) loss_class_dn: 0.3489 (0.3590) loss_bbox_dn: 0.1999 (0.2224) loss_giou_dn: 0.3739 (0.3928) loss_class_dn_0: 0.4404 (0.4577) loss_bbox_dn_0: 0.2790 (0.3169) loss_giou_dn_0: 0.4901 (0.5096) loss_class_dn_1: 0.3799 (0.3885) loss_bbox_dn_1: 0.2168 (0.2466) loss_giou_dn_1: 0.4085 (0.4245) loss_class_dn_2: 0.3544 (0.3682) loss_bbox_dn_2: 0.2027 (0.2266) loss_giou_dn_2: 0.3823 (0.3994) loss_class_dn_3: 0.3497 (0.3620) loss_bbox_dn_3: 0.2022 (0.2233) loss_giou_dn_3: 0.3765 (0.3943) loss_class_dn_4: 0.3472 (0.3594) loss_bbox_dn_4: 0.1999 (0.2224) loss_giou_dn_4: 0.3741 (0.3928) loss_class_hybrid: 0.6998 (0.6911) loss_bbox_hybrid: 0.1590 (0.1742) loss_giou_hybrid: 0.3697 (0.3897) loss_class_0_hybrid: 0.7303 (0.7668) loss_bbox_0_hybrid: 0.1610 (0.1804) loss_giou_0_hybrid: 0.3843 (0.4025) loss_class_1_hybrid: 0.7081 (0.7202) loss_bbox_1_hybrid: 0.1571 (0.1769) loss_giou_1_hybrid: 0.3771 (0.3950) loss_class_2_hybrid: 0.7000 (0.7060) loss_bbox_2_hybrid: 0.1622 (0.1744) loss_giou_2_hybrid: 0.3700 (0.3910) loss_class_3_hybrid: 0.6852 (0.6966) loss_bbox_3_hybrid: 0.1600 (0.1741) loss_giou_3_hybrid: 0.3699 (0.3901) loss_class_4_hybrid: 0.6976 (0.6922) loss_bbox_4_hybrid: 0.1590 (0.1743) loss_giou_4_hybrid: 0.3686 (0.3900) loss_class_enc_hybrid: 0.7374 (0.7451) loss_bbox_enc_hybrid: 0.1900 (0.2080) loss_giou_enc_hybrid: 0.4337 (0.4476) mem: 1023 max mem: 36965 [2024-01-16 03:37:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:38:14 det.util.engine] INFO: Epoch: [10] [10550/11727] eta: 0:21:06 lr: 0.000010 data_time: 0.0033 iter_time: 1.0650 loss: 23.0424 (24.3097) loss_class: 0.6818 (0.6904) loss_bbox: 0.1465 (0.1634) loss_giou: 0.3315 (0.3642) loss_class_0: 0.8308 (0.8467) loss_bbox_0: 0.1551 (0.1637) loss_giou_0: 0.3306 (0.3680) loss_class_1: 0.7218 (0.7382) loss_bbox_1: 0.1480 (0.1647) loss_giou_1: 0.3367 (0.3670) loss_class_2: 0.7030 (0.7144) loss_bbox_2: 0.1466 (0.1629) loss_giou_2: 0.3320 (0.3645) loss_class_3: 0.6928 (0.6988) loss_bbox_3: 0.1477 (0.1632) loss_giou_3: 0.3188 (0.3644) loss_class_4: 0.6855 (0.6926) loss_bbox_4: 0.1486 (0.1633) loss_giou_4: 0.3316 (0.3643) loss_class_enc: 0.8084 (0.8114) loss_bbox_enc: 0.1759 (0.1873) loss_giou_enc: 0.3687 (0.4044) loss_class_dn: 0.3425 (0.3590) loss_bbox_dn: 0.2049 (0.2224) loss_giou_dn: 0.3690 (0.3928) loss_class_dn_0: 0.4594 (0.4577) loss_bbox_dn_0: 0.3249 (0.3169) loss_giou_dn_0: 0.4742 (0.5095) loss_class_dn_1: 0.3802 (0.3885) loss_bbox_dn_1: 0.2445 (0.2466) loss_giou_dn_1: 0.3922 (0.4244) loss_class_dn_2: 0.3521 (0.3682) loss_bbox_dn_2: 0.2077 (0.2266) loss_giou_dn_2: 0.3761 (0.3994) loss_class_dn_3: 0.3462 (0.3619) loss_bbox_dn_3: 0.2059 (0.2233) loss_giou_dn_3: 0.3690 (0.3943) loss_class_dn_4: 0.3433 (0.3594) loss_bbox_dn_4: 0.2050 (0.2224) loss_giou_dn_4: 0.3690 (0.3927) loss_class_hybrid: 0.6928 (0.6911) loss_bbox_hybrid: 0.1608 (0.1742) loss_giou_hybrid: 0.3434 (0.3897) loss_class_0_hybrid: 0.7690 (0.7668) loss_bbox_0_hybrid: 0.1728 (0.1804) loss_giou_0_hybrid: 0.3615 (0.4025) loss_class_1_hybrid: 0.7235 (0.7202) loss_bbox_1_hybrid: 0.1630 (0.1769) loss_giou_1_hybrid: 0.3526 (0.3949) loss_class_2_hybrid: 0.7035 (0.7060) loss_bbox_2_hybrid: 0.1615 (0.1744) loss_giou_2_hybrid: 0.3406 (0.3909) loss_class_3_hybrid: 0.6992 (0.6966) loss_bbox_3_hybrid: 0.1623 (0.1741) loss_giou_3_hybrid: 0.3412 (0.3900) loss_class_4_hybrid: 0.6990 (0.6922) loss_bbox_4_hybrid: 0.1603 (0.1743) loss_giou_4_hybrid: 0.3426 (0.3899) loss_class_enc_hybrid: 0.7498 (0.7450) loss_bbox_enc_hybrid: 0.1970 (0.2080) loss_giou_enc_hybrid: 0.4035 (0.4475) mem: 1019 max mem: 36965 [2024-01-16 03:38:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:39:07 det.util.engine] INFO: Epoch: [10] [10600/11727] eta: 0:20:12 lr: 0.000010 data_time: 0.0029 iter_time: 1.0510 loss: 24.2935 (24.3093) loss_class: 0.6710 (0.6904) loss_bbox: 0.1548 (0.1635) loss_giou: 0.3168 (0.3641) loss_class_0: 0.8107 (0.8467) loss_bbox_0: 0.1498 (0.1637) loss_giou_0: 0.3235 (0.3679) loss_class_1: 0.7227 (0.7382) loss_bbox_1: 0.1546 (0.1647) loss_giou_1: 0.3111 (0.3669) loss_class_2: 0.6946 (0.7144) loss_bbox_2: 0.1510 (0.1629) loss_giou_2: 0.3153 (0.3644) loss_class_3: 0.6865 (0.6988) loss_bbox_3: 0.1536 (0.1632) loss_giou_3: 0.3154 (0.3644) loss_class_4: 0.6750 (0.6926) loss_bbox_4: 0.1544 (0.1633) loss_giou_4: 0.3179 (0.3642) loss_class_enc: 0.7920 (0.8113) loss_bbox_enc: 0.1730 (0.1873) loss_giou_enc: 0.3533 (0.4043) loss_class_dn: 0.3566 (0.3590) loss_bbox_dn: 0.1910 (0.2225) loss_giou_dn: 0.3746 (0.3928) loss_class_dn_0: 0.4556 (0.4576) loss_bbox_dn_0: 0.2827 (0.3170) loss_giou_dn_0: 0.5032 (0.5095) loss_class_dn_1: 0.3879 (0.3885) loss_bbox_dn_1: 0.2198 (0.2467) loss_giou_dn_1: 0.4102 (0.4245) loss_class_dn_2: 0.3661 (0.3682) loss_bbox_dn_2: 0.1953 (0.2266) loss_giou_dn_2: 0.3829 (0.3994) loss_class_dn_3: 0.3583 (0.3619) loss_bbox_dn_3: 0.1915 (0.2233) loss_giou_dn_3: 0.3778 (0.3943) loss_class_dn_4: 0.3571 (0.3594) loss_bbox_dn_4: 0.1910 (0.2225) loss_giou_dn_4: 0.3747 (0.3927) loss_class_hybrid: 0.6696 (0.6911) loss_bbox_hybrid: 0.1596 (0.1742) loss_giou_hybrid: 0.3389 (0.3896) loss_class_0_hybrid: 0.7353 (0.7668) loss_bbox_0_hybrid: 0.1619 (0.1804) loss_giou_0_hybrid: 0.3590 (0.4024) loss_class_1_hybrid: 0.6950 (0.7202) loss_bbox_1_hybrid: 0.1653 (0.1769) loss_giou_1_hybrid: 0.3462 (0.3949) loss_class_2_hybrid: 0.6817 (0.7060) loss_bbox_2_hybrid: 0.1627 (0.1744) loss_giou_2_hybrid: 0.3424 (0.3908) loss_class_3_hybrid: 0.6722 (0.6966) loss_bbox_3_hybrid: 0.1632 (0.1742) loss_giou_3_hybrid: 0.3396 (0.3900) loss_class_4_hybrid: 0.6686 (0.6922) loss_bbox_4_hybrid: 0.1631 (0.1743) loss_giou_4_hybrid: 0.3388 (0.3899) loss_class_enc_hybrid: 0.7258 (0.7451) loss_bbox_enc_hybrid: 0.1962 (0.2080) loss_giou_enc_hybrid: 0.4002 (0.4474) mem: 1030 max mem: 36965 [2024-01-16 03:39:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:40:02 det.util.engine] INFO: Epoch: [10] [10650/11727] eta: 0:19:18 lr: 0.000010 data_time: 0.0030 iter_time: 1.1165 loss: 23.8035 (24.3085) loss_class: 0.6838 (0.6904) loss_bbox: 0.1565 (0.1634) loss_giou: 0.3454 (0.3641) loss_class_0: 0.8346 (0.8467) loss_bbox_0: 0.1669 (0.1637) loss_giou_0: 0.3553 (0.3679) loss_class_1: 0.7259 (0.7382) loss_bbox_1: 0.1654 (0.1647) loss_giou_1: 0.3451 (0.3669) loss_class_2: 0.7023 (0.7144) loss_bbox_2: 0.1567 (0.1629) loss_giou_2: 0.3480 (0.3644) loss_class_3: 0.6797 (0.6988) loss_bbox_3: 0.1557 (0.1632) loss_giou_3: 0.3458 (0.3644) loss_class_4: 0.6710 (0.6926) loss_bbox_4: 0.1571 (0.1633) loss_giou_4: 0.3452 (0.3642) loss_class_enc: 0.8140 (0.8113) loss_bbox_enc: 0.1921 (0.1873) loss_giou_enc: 0.3766 (0.4043) loss_class_dn: 0.3532 (0.3590) loss_bbox_dn: 0.1968 (0.2224) loss_giou_dn: 0.3712 (0.3927) loss_class_dn_0: 0.4668 (0.4576) loss_bbox_dn_0: 0.3155 (0.3169) loss_giou_dn_0: 0.4825 (0.5095) loss_class_dn_1: 0.3874 (0.3885) loss_bbox_dn_1: 0.2226 (0.2467) loss_giou_dn_1: 0.3943 (0.4244) loss_class_dn_2: 0.3589 (0.3682) loss_bbox_dn_2: 0.2011 (0.2266) loss_giou_dn_2: 0.3774 (0.3994) loss_class_dn_3: 0.3567 (0.3619) loss_bbox_dn_3: 0.1984 (0.2233) loss_giou_dn_3: 0.3727 (0.3943) loss_class_dn_4: 0.3545 (0.3594) loss_bbox_dn_4: 0.1967 (0.2224) loss_giou_dn_4: 0.3712 (0.3927) loss_class_hybrid: 0.6763 (0.6911) loss_bbox_hybrid: 0.1741 (0.1742) loss_giou_hybrid: 0.3593 (0.3896) loss_class_0_hybrid: 0.7611 (0.7668) loss_bbox_0_hybrid: 0.1794 (0.1804) loss_giou_0_hybrid: 0.3687 (0.4024) loss_class_1_hybrid: 0.7138 (0.7202) loss_bbox_1_hybrid: 0.1707 (0.1769) loss_giou_1_hybrid: 0.3597 (0.3949) loss_class_2_hybrid: 0.7084 (0.7060) loss_bbox_2_hybrid: 0.1689 (0.1744) loss_giou_2_hybrid: 0.3558 (0.3909) loss_class_3_hybrid: 0.6847 (0.6966) loss_bbox_3_hybrid: 0.1761 (0.1741) loss_giou_3_hybrid: 0.3585 (0.3900) loss_class_4_hybrid: 0.6786 (0.6922) loss_bbox_4_hybrid: 0.1769 (0.1743) loss_giou_4_hybrid: 0.3574 (0.3899) loss_class_enc_hybrid: 0.7531 (0.7451) loss_bbox_enc_hybrid: 0.2028 (0.2080) loss_giou_enc_hybrid: 0.4082 (0.4474) mem: 1025 max mem: 36965 [2024-01-16 03:40:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:40:55 det.util.engine] INFO: Epoch: [10] [10700/11727] eta: 0:18:24 lr: 0.000010 data_time: 0.0031 iter_time: 1.0884 loss: 23.6509 (24.3093) loss_class: 0.6564 (0.6904) loss_bbox: 0.1395 (0.1634) loss_giou: 0.3590 (0.3642) loss_class_0: 0.8194 (0.8467) loss_bbox_0: 0.1511 (0.1637) loss_giou_0: 0.3628 (0.3680) loss_class_1: 0.6981 (0.7382) loss_bbox_1: 0.1448 (0.1647) loss_giou_1: 0.3481 (0.3670) loss_class_2: 0.6724 (0.7144) loss_bbox_2: 0.1409 (0.1629) loss_giou_2: 0.3705 (0.3645) loss_class_3: 0.6787 (0.6988) loss_bbox_3: 0.1414 (0.1632) loss_giou_3: 0.3586 (0.3644) loss_class_4: 0.6572 (0.6926) loss_bbox_4: 0.1433 (0.1633) loss_giou_4: 0.3591 (0.3643) loss_class_enc: 0.7832 (0.8113) loss_bbox_enc: 0.1741 (0.1873) loss_giou_enc: 0.3927 (0.4044) loss_class_dn: 0.3508 (0.3590) loss_bbox_dn: 0.1930 (0.2224) loss_giou_dn: 0.3713 (0.3928) loss_class_dn_0: 0.4409 (0.4576) loss_bbox_dn_0: 0.2875 (0.3169) loss_giou_dn_0: 0.4944 (0.5095) loss_class_dn_1: 0.3793 (0.3885) loss_bbox_dn_1: 0.2192 (0.2467) loss_giou_dn_1: 0.3995 (0.4244) loss_class_dn_2: 0.3587 (0.3682) loss_bbox_dn_2: 0.1954 (0.2266) loss_giou_dn_2: 0.3749 (0.3994) loss_class_dn_3: 0.3510 (0.3619) loss_bbox_dn_3: 0.1930 (0.2233) loss_giou_dn_3: 0.3733 (0.3943) loss_class_dn_4: 0.3509 (0.3594) loss_bbox_dn_4: 0.1931 (0.2224) loss_giou_dn_4: 0.3713 (0.3928) loss_class_hybrid: 0.6568 (0.6911) loss_bbox_hybrid: 0.1474 (0.1742) loss_giou_hybrid: 0.3954 (0.3897) loss_class_0_hybrid: 0.7540 (0.7667) loss_bbox_0_hybrid: 0.1552 (0.1804) loss_giou_0_hybrid: 0.4111 (0.4025) loss_class_1_hybrid: 0.6912 (0.7201) loss_bbox_1_hybrid: 0.1514 (0.1769) loss_giou_1_hybrid: 0.4008 (0.3949) loss_class_2_hybrid: 0.6832 (0.7059) loss_bbox_2_hybrid: 0.1477 (0.1744) loss_giou_2_hybrid: 0.3960 (0.3909) loss_class_3_hybrid: 0.6598 (0.6965) loss_bbox_3_hybrid: 0.1481 (0.1741) loss_giou_3_hybrid: 0.3938 (0.3900) loss_class_4_hybrid: 0.6572 (0.6922) loss_bbox_4_hybrid: 0.1487 (0.1743) loss_giou_4_hybrid: 0.3930 (0.3900) loss_class_enc_hybrid: 0.7195 (0.7450) loss_bbox_enc_hybrid: 0.1808 (0.2080) loss_giou_enc_hybrid: 0.4496 (0.4475) mem: 1028 max mem: 36965 [2024-01-16 03:40:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:41:48 det.util.engine] INFO: Epoch: [10] [10750/11727] eta: 0:17:30 lr: 0.000010 data_time: 0.0030 iter_time: 1.0703 loss: 23.1276 (24.3089) loss_class: 0.6599 (0.6903) loss_bbox: 0.1559 (0.1635) loss_giou: 0.3692 (0.3642) loss_class_0: 0.7813 (0.8466) loss_bbox_0: 0.1654 (0.1637) loss_giou_0: 0.3460 (0.3680) loss_class_1: 0.7136 (0.7382) loss_bbox_1: 0.1632 (0.1647) loss_giou_1: 0.3563 (0.3669) loss_class_2: 0.6694 (0.7143) loss_bbox_2: 0.1568 (0.1629) loss_giou_2: 0.3616 (0.3645) loss_class_3: 0.6695 (0.6988) loss_bbox_3: 0.1564 (0.1632) loss_giou_3: 0.3673 (0.3644) loss_class_4: 0.6564 (0.6925) loss_bbox_4: 0.1558 (0.1633) loss_giou_4: 0.3624 (0.3642) loss_class_enc: 0.7439 (0.8113) loss_bbox_enc: 0.1730 (0.1873) loss_giou_enc: 0.3985 (0.4044) loss_class_dn: 0.3556 (0.3590) loss_bbox_dn: 0.1946 (0.2224) loss_giou_dn: 0.3732 (0.3928) loss_class_dn_0: 0.4497 (0.4576) loss_bbox_dn_0: 0.2812 (0.3169) loss_giou_dn_0: 0.5029 (0.5095) loss_class_dn_1: 0.3788 (0.3885) loss_bbox_dn_1: 0.2147 (0.2467) loss_giou_dn_1: 0.3990 (0.4244) loss_class_dn_2: 0.3605 (0.3682) loss_bbox_dn_2: 0.1999 (0.2266) loss_giou_dn_2: 0.3812 (0.3994) loss_class_dn_3: 0.3565 (0.3619) loss_bbox_dn_3: 0.1955 (0.2233) loss_giou_dn_3: 0.3750 (0.3943) loss_class_dn_4: 0.3563 (0.3594) loss_bbox_dn_4: 0.1945 (0.2224) loss_giou_dn_4: 0.3732 (0.3927) loss_class_hybrid: 0.6533 (0.6911) loss_bbox_hybrid: 0.1714 (0.1742) loss_giou_hybrid: 0.3854 (0.3897) loss_class_0_hybrid: 0.7229 (0.7667) loss_bbox_0_hybrid: 0.1802 (0.1804) loss_giou_0_hybrid: 0.3971 (0.4025) loss_class_1_hybrid: 0.6830 (0.7201) loss_bbox_1_hybrid: 0.1720 (0.1769) loss_giou_1_hybrid: 0.3910 (0.3949) loss_class_2_hybrid: 0.6657 (0.7059) loss_bbox_2_hybrid: 0.1705 (0.1744) loss_giou_2_hybrid: 0.3819 (0.3909) loss_class_3_hybrid: 0.6574 (0.6965) loss_bbox_3_hybrid: 0.1708 (0.1742) loss_giou_3_hybrid: 0.3853 (0.3900) loss_class_4_hybrid: 0.6502 (0.6922) loss_bbox_4_hybrid: 0.1713 (0.1743) loss_giou_4_hybrid: 0.3840 (0.3899) loss_class_enc_hybrid: 0.7134 (0.7450) loss_bbox_enc_hybrid: 0.2024 (0.2080) loss_giou_enc_hybrid: 0.4426 (0.4475) mem: 1031 max mem: 36965 [2024-01-16 03:41:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:42:42 det.util.engine] INFO: Epoch: [10] [10800/11727] eta: 0:16:37 lr: 0.000010 data_time: 0.0030 iter_time: 1.0627 loss: 24.6681 (24.3075) loss_class: 0.6661 (0.6903) loss_bbox: 0.1508 (0.1634) loss_giou: 0.3743 (0.3642) loss_class_0: 0.8242 (0.8466) loss_bbox_0: 0.1582 (0.1637) loss_giou_0: 0.3793 (0.3680) loss_class_1: 0.7056 (0.7382) loss_bbox_1: 0.1560 (0.1646) loss_giou_1: 0.3711 (0.3669) loss_class_2: 0.6956 (0.7143) loss_bbox_2: 0.1536 (0.1628) loss_giou_2: 0.3603 (0.3645) loss_class_3: 0.6863 (0.6987) loss_bbox_3: 0.1535 (0.1631) loss_giou_3: 0.3622 (0.3644) loss_class_4: 0.6777 (0.6925) loss_bbox_4: 0.1510 (0.1632) loss_giou_4: 0.3744 (0.3642) loss_class_enc: 0.7815 (0.8113) loss_bbox_enc: 0.1760 (0.1873) loss_giou_enc: 0.4149 (0.4044) loss_class_dn: 0.3501 (0.3589) loss_bbox_dn: 0.2167 (0.2224) loss_giou_dn: 0.3907 (0.3928) loss_class_dn_0: 0.4547 (0.4576) loss_bbox_dn_0: 0.3084 (0.3169) loss_giou_dn_0: 0.5073 (0.5095) loss_class_dn_1: 0.3817 (0.3884) loss_bbox_dn_1: 0.2470 (0.2466) loss_giou_dn_1: 0.4323 (0.4244) loss_class_dn_2: 0.3610 (0.3682) loss_bbox_dn_2: 0.2205 (0.2266) loss_giou_dn_2: 0.3979 (0.3994) loss_class_dn_3: 0.3517 (0.3619) loss_bbox_dn_3: 0.2177 (0.2233) loss_giou_dn_3: 0.3917 (0.3943) loss_class_dn_4: 0.3502 (0.3593) loss_bbox_dn_4: 0.2166 (0.2224) loss_giou_dn_4: 0.3905 (0.3927) loss_class_hybrid: 0.6865 (0.6911) loss_bbox_hybrid: 0.1596 (0.1742) loss_giou_hybrid: 0.3928 (0.3897) loss_class_0_hybrid: 0.7649 (0.7667) loss_bbox_0_hybrid: 0.1613 (0.1804) loss_giou_0_hybrid: 0.3914 (0.4025) loss_class_1_hybrid: 0.7035 (0.7201) loss_bbox_1_hybrid: 0.1625 (0.1769) loss_giou_1_hybrid: 0.4029 (0.3949) loss_class_2_hybrid: 0.6933 (0.7059) loss_bbox_2_hybrid: 0.1575 (0.1744) loss_giou_2_hybrid: 0.3930 (0.3909) loss_class_3_hybrid: 0.6882 (0.6965) loss_bbox_3_hybrid: 0.1607 (0.1741) loss_giou_3_hybrid: 0.3895 (0.3900) loss_class_4_hybrid: 0.6825 (0.6922) loss_bbox_4_hybrid: 0.1597 (0.1743) loss_giou_4_hybrid: 0.3893 (0.3899) loss_class_enc_hybrid: 0.7486 (0.7450) loss_bbox_enc_hybrid: 0.1977 (0.2080) loss_giou_enc_hybrid: 0.4327 (0.4475) mem: 1017 max mem: 36965 [2024-01-16 03:42:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:43:36 det.util.engine] INFO: Epoch: [10] [10850/11727] eta: 0:15:43 lr: 0.000010 data_time: 0.0031 iter_time: 1.0786 loss: 24.1544 (24.3072) loss_class: 0.6388 (0.6903) loss_bbox: 0.1425 (0.1634) loss_giou: 0.3623 (0.3642) loss_class_0: 0.8050 (0.8466) loss_bbox_0: 0.1424 (0.1637) loss_giou_0: 0.3467 (0.3680) loss_class_1: 0.7286 (0.7381) loss_bbox_1: 0.1485 (0.1646) loss_giou_1: 0.3592 (0.3670) loss_class_2: 0.6711 (0.7143) loss_bbox_2: 0.1426 (0.1628) loss_giou_2: 0.3662 (0.3645) loss_class_3: 0.6474 (0.6987) loss_bbox_3: 0.1415 (0.1631) loss_giou_3: 0.3637 (0.3644) loss_class_4: 0.6445 (0.6925) loss_bbox_4: 0.1392 (0.1632) loss_giou_4: 0.3622 (0.3643) loss_class_enc: 0.7903 (0.8112) loss_bbox_enc: 0.1624 (0.1873) loss_giou_enc: 0.4033 (0.4044) loss_class_dn: 0.3477 (0.3589) loss_bbox_dn: 0.1863 (0.2224) loss_giou_dn: 0.3969 (0.3928) loss_class_dn_0: 0.4467 (0.4576) loss_bbox_dn_0: 0.2594 (0.3169) loss_giou_dn_0: 0.4984 (0.5095) loss_class_dn_1: 0.3778 (0.3884) loss_bbox_dn_1: 0.2043 (0.2466) loss_giou_dn_1: 0.4152 (0.4245) loss_class_dn_2: 0.3566 (0.3682) loss_bbox_dn_2: 0.1859 (0.2266) loss_giou_dn_2: 0.3989 (0.3994) loss_class_dn_3: 0.3512 (0.3619) loss_bbox_dn_3: 0.1867 (0.2232) loss_giou_dn_3: 0.3986 (0.3943) loss_class_dn_4: 0.3474 (0.3594) loss_bbox_dn_4: 0.1862 (0.2224) loss_giou_dn_4: 0.3969 (0.3928) loss_class_hybrid: 0.6492 (0.6910) loss_bbox_hybrid: 0.1531 (0.1742) loss_giou_hybrid: 0.3804 (0.3897) loss_class_0_hybrid: 0.7217 (0.7667) loss_bbox_0_hybrid: 0.1615 (0.1804) loss_giou_0_hybrid: 0.4044 (0.4026) loss_class_1_hybrid: 0.6855 (0.7200) loss_bbox_1_hybrid: 0.1527 (0.1768) loss_giou_1_hybrid: 0.3909 (0.3950) loss_class_2_hybrid: 0.6628 (0.7059) loss_bbox_2_hybrid: 0.1527 (0.1744) loss_giou_2_hybrid: 0.3842 (0.3909) loss_class_3_hybrid: 0.6502 (0.6964) loss_bbox_3_hybrid: 0.1529 (0.1741) loss_giou_3_hybrid: 0.3838 (0.3901) loss_class_4_hybrid: 0.6534 (0.6921) loss_bbox_4_hybrid: 0.1534 (0.1743) loss_giou_4_hybrid: 0.3825 (0.3900) loss_class_enc_hybrid: 0.7051 (0.7449) loss_bbox_enc_hybrid: 0.1822 (0.2080) loss_giou_enc_hybrid: 0.4368 (0.4476) mem: 1029 max mem: 36965 [2024-01-16 03:43:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:44:31 det.util.engine] INFO: Epoch: [10] [10900/11727] eta: 0:14:49 lr: 0.000010 data_time: 0.0031 iter_time: 1.0880 loss: 23.8520 (24.3089) loss_class: 0.6952 (0.6903) loss_bbox: 0.1523 (0.1634) loss_giou: 0.3423 (0.3643) loss_class_0: 0.8426 (0.8465) loss_bbox_0: 0.1443 (0.1637) loss_giou_0: 0.3586 (0.3681) loss_class_1: 0.7449 (0.7381) loss_bbox_1: 0.1543 (0.1646) loss_giou_1: 0.3586 (0.3670) loss_class_2: 0.7157 (0.7142) loss_bbox_2: 0.1498 (0.1628) loss_giou_2: 0.3482 (0.3646) loss_class_3: 0.7096 (0.6987) loss_bbox_3: 0.1453 (0.1631) loss_giou_3: 0.3521 (0.3645) loss_class_4: 0.6947 (0.6925) loss_bbox_4: 0.1480 (0.1632) loss_giou_4: 0.3523 (0.3644) loss_class_enc: 0.8182 (0.8112) loss_bbox_enc: 0.1763 (0.1873) loss_giou_enc: 0.3907 (0.4045) loss_class_dn: 0.3536 (0.3590) loss_bbox_dn: 0.2117 (0.2224) loss_giou_dn: 0.3781 (0.3929) loss_class_dn_0: 0.4651 (0.4576) loss_bbox_dn_0: 0.3222 (0.3169) loss_giou_dn_0: 0.4964 (0.5096) loss_class_dn_1: 0.3798 (0.3885) loss_bbox_dn_1: 0.2469 (0.2467) loss_giou_dn_1: 0.4069 (0.4245) loss_class_dn_2: 0.3664 (0.3682) loss_bbox_dn_2: 0.2182 (0.2266) loss_giou_dn_2: 0.3809 (0.3995) loss_class_dn_3: 0.3559 (0.3619) loss_bbox_dn_3: 0.2133 (0.2233) loss_giou_dn_3: 0.3788 (0.3944) loss_class_dn_4: 0.3546 (0.3594) loss_bbox_dn_4: 0.2115 (0.2224) loss_giou_dn_4: 0.3781 (0.3928) loss_class_hybrid: 0.6616 (0.6909) loss_bbox_hybrid: 0.1669 (0.1742) loss_giou_hybrid: 0.3829 (0.3898) loss_class_0_hybrid: 0.7549 (0.7666) loss_bbox_0_hybrid: 0.1735 (0.1804) loss_giou_0_hybrid: 0.3906 (0.4026) loss_class_1_hybrid: 0.7024 (0.7200) loss_bbox_1_hybrid: 0.1731 (0.1769) loss_giou_1_hybrid: 0.3930 (0.3951) loss_class_2_hybrid: 0.6906 (0.7058) loss_bbox_2_hybrid: 0.1670 (0.1744) loss_giou_2_hybrid: 0.3920 (0.3910) loss_class_3_hybrid: 0.6797 (0.6964) loss_bbox_3_hybrid: 0.1662 (0.1741) loss_giou_3_hybrid: 0.3843 (0.3901) loss_class_4_hybrid: 0.6651 (0.6920) loss_bbox_4_hybrid: 0.1654 (0.1743) loss_giou_4_hybrid: 0.3852 (0.3901) loss_class_enc_hybrid: 0.7371 (0.7449) loss_bbox_enc_hybrid: 0.2030 (0.2080) loss_giou_enc_hybrid: 0.4291 (0.4477) mem: 1023 max mem: 36965 [2024-01-16 03:44:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:45:23 det.util.engine] INFO: Epoch: [10] [10950/11727] eta: 0:13:55 lr: 0.000010 data_time: 0.0033 iter_time: 1.0543 loss: 24.1543 (24.3079) loss_class: 0.6673 (0.6902) loss_bbox: 0.1783 (0.1635) loss_giou: 0.3555 (0.3643) loss_class_0: 0.8327 (0.8464) loss_bbox_0: 0.1606 (0.1637) loss_giou_0: 0.3585 (0.3681) loss_class_1: 0.7188 (0.7380) loss_bbox_1: 0.1643 (0.1647) loss_giou_1: 0.3470 (0.3670) loss_class_2: 0.7098 (0.7141) loss_bbox_2: 0.1720 (0.1629) loss_giou_2: 0.3551 (0.3646) loss_class_3: 0.6929 (0.6986) loss_bbox_3: 0.1778 (0.1632) loss_giou_3: 0.3563 (0.3645) loss_class_4: 0.6695 (0.6924) loss_bbox_4: 0.1868 (0.1633) loss_giou_4: 0.3555 (0.3643) loss_class_enc: 0.8061 (0.8111) loss_bbox_enc: 0.1816 (0.1873) loss_giou_enc: 0.3927 (0.4045) loss_class_dn: 0.3550 (0.3589) loss_bbox_dn: 0.2246 (0.2225) loss_giou_dn: 0.3910 (0.3928) loss_class_dn_0: 0.4387 (0.4576) loss_bbox_dn_0: 0.3113 (0.3169) loss_giou_dn_0: 0.4853 (0.5095) loss_class_dn_1: 0.3817 (0.3884) loss_bbox_dn_1: 0.2466 (0.2467) loss_giou_dn_1: 0.4121 (0.4245) loss_class_dn_2: 0.3631 (0.3681) loss_bbox_dn_2: 0.2281 (0.2266) loss_giou_dn_2: 0.3953 (0.3995) loss_class_dn_3: 0.3570 (0.3619) loss_bbox_dn_3: 0.2256 (0.2233) loss_giou_dn_3: 0.3943 (0.3944) loss_class_dn_4: 0.3545 (0.3593) loss_bbox_dn_4: 0.2246 (0.2225) loss_giou_dn_4: 0.3908 (0.3928) loss_class_hybrid: 0.6864 (0.6909) loss_bbox_hybrid: 0.1844 (0.1743) loss_giou_hybrid: 0.3857 (0.3898) loss_class_0_hybrid: 0.7544 (0.7666) loss_bbox_0_hybrid: 0.1818 (0.1805) loss_giou_0_hybrid: 0.3932 (0.4026) loss_class_1_hybrid: 0.7078 (0.7199) loss_bbox_1_hybrid: 0.1824 (0.1769) loss_giou_1_hybrid: 0.3897 (0.3950) loss_class_2_hybrid: 0.6976 (0.7057) loss_bbox_2_hybrid: 0.1841 (0.1745) loss_giou_2_hybrid: 0.3914 (0.3910) loss_class_3_hybrid: 0.6952 (0.6963) loss_bbox_3_hybrid: 0.1818 (0.1742) loss_giou_3_hybrid: 0.3877 (0.3901) loss_class_4_hybrid: 0.6868 (0.6920) loss_bbox_4_hybrid: 0.1849 (0.1744) loss_giou_4_hybrid: 0.3881 (0.3900) loss_class_enc_hybrid: 0.7177 (0.7448) loss_bbox_enc_hybrid: 0.2058 (0.2080) loss_giou_enc_hybrid: 0.4003 (0.4476) mem: 1016 max mem: 36965 [2024-01-16 03:45:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:46:15 det.util.engine] INFO: Epoch: [10] [11000/11727] eta: 0:13:01 lr: 0.000010 data_time: 0.0036 iter_time: 1.0498 loss: 22.9649 (24.3059) loss_class: 0.6664 (0.6901) loss_bbox: 0.1369 (0.1634) loss_giou: 0.3522 (0.3643) loss_class_0: 0.8145 (0.8463) loss_bbox_0: 0.1483 (0.1637) loss_giou_0: 0.3505 (0.3682) loss_class_1: 0.7036 (0.7379) loss_bbox_1: 0.1401 (0.1647) loss_giou_1: 0.3582 (0.3671) loss_class_2: 0.6704 (0.7140) loss_bbox_2: 0.1401 (0.1629) loss_giou_2: 0.3558 (0.3646) loss_class_3: 0.6703 (0.6985) loss_bbox_3: 0.1343 (0.1632) loss_giou_3: 0.3439 (0.3645) loss_class_4: 0.6768 (0.6923) loss_bbox_4: 0.1367 (0.1633) loss_giou_4: 0.3489 (0.3644) loss_class_enc: 0.7686 (0.8110) loss_bbox_enc: 0.1716 (0.1872) loss_giou_enc: 0.3772 (0.4045) loss_class_dn: 0.3513 (0.3589) loss_bbox_dn: 0.1801 (0.2223) loss_giou_dn: 0.3806 (0.3929) loss_class_dn_0: 0.4459 (0.4575) loss_bbox_dn_0: 0.2805 (0.3168) loss_giou_dn_0: 0.4947 (0.5095) loss_class_dn_1: 0.3788 (0.3884) loss_bbox_dn_1: 0.2088 (0.2466) loss_giou_dn_1: 0.4145 (0.4245) loss_class_dn_2: 0.3635 (0.3681) loss_bbox_dn_2: 0.1871 (0.2265) loss_giou_dn_2: 0.3879 (0.3995) loss_class_dn_3: 0.3545 (0.3619) loss_bbox_dn_3: 0.1837 (0.2232) loss_giou_dn_3: 0.3812 (0.3944) loss_class_dn_4: 0.3516 (0.3594) loss_bbox_dn_4: 0.1801 (0.2223) loss_giou_dn_4: 0.3806 (0.3928) loss_class_hybrid: 0.6673 (0.6907) loss_bbox_hybrid: 0.1593 (0.1742) loss_giou_hybrid: 0.3764 (0.3898) loss_class_0_hybrid: 0.7448 (0.7665) loss_bbox_0_hybrid: 0.1737 (0.1804) loss_giou_0_hybrid: 0.3767 (0.4027) loss_class_1_hybrid: 0.6978 (0.7197) loss_bbox_1_hybrid: 0.1667 (0.1769) loss_giou_1_hybrid: 0.3759 (0.3951) loss_class_2_hybrid: 0.6765 (0.7056) loss_bbox_2_hybrid: 0.1594 (0.1744) loss_giou_2_hybrid: 0.3720 (0.3911) loss_class_3_hybrid: 0.6742 (0.6962) loss_bbox_3_hybrid: 0.1589 (0.1742) loss_giou_3_hybrid: 0.3773 (0.3902) loss_class_4_hybrid: 0.6684 (0.6918) loss_bbox_4_hybrid: 0.1593 (0.1743) loss_giou_4_hybrid: 0.3762 (0.3901) loss_class_enc_hybrid: 0.7299 (0.7447) loss_bbox_enc_hybrid: 0.1899 (0.2080) loss_giou_enc_hybrid: 0.4153 (0.4477) mem: 1016 max mem: 36965 [2024-01-16 03:46:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:47:09 det.util.engine] INFO: Epoch: [10] [11050/11727] eta: 0:12:08 lr: 0.000010 data_time: 0.0032 iter_time: 1.0414 loss: 24.7344 (24.3061) loss_class: 0.7011 (0.6901) loss_bbox: 0.1530 (0.1634) loss_giou: 0.3299 (0.3643) loss_class_0: 0.8722 (0.8463) loss_bbox_0: 0.1569 (0.1637) loss_giou_0: 0.3429 (0.3681) loss_class_1: 0.7696 (0.7380) loss_bbox_1: 0.1576 (0.1647) loss_giou_1: 0.3407 (0.3670) loss_class_2: 0.7248 (0.7140) loss_bbox_2: 0.1498 (0.1629) loss_giou_2: 0.3265 (0.3646) loss_class_3: 0.7041 (0.6985) loss_bbox_3: 0.1518 (0.1632) loss_giou_3: 0.3342 (0.3645) loss_class_4: 0.6964 (0.6923) loss_bbox_4: 0.1514 (0.1633) loss_giou_4: 0.3298 (0.3644) loss_class_enc: 0.7642 (0.8110) loss_bbox_enc: 0.1863 (0.1873) loss_giou_enc: 0.3773 (0.4045) loss_class_dn: 0.3642 (0.3589) loss_bbox_dn: 0.2239 (0.2224) loss_giou_dn: 0.3870 (0.3929) loss_class_dn_0: 0.4613 (0.4575) loss_bbox_dn_0: 0.3148 (0.3168) loss_giou_dn_0: 0.5092 (0.5095) loss_class_dn_1: 0.3979 (0.3884) loss_bbox_dn_1: 0.2387 (0.2466) loss_giou_dn_1: 0.4187 (0.4245) loss_class_dn_2: 0.3732 (0.3681) loss_bbox_dn_2: 0.2292 (0.2265) loss_giou_dn_2: 0.3967 (0.3995) loss_class_dn_3: 0.3649 (0.3618) loss_bbox_dn_3: 0.2249 (0.2232) loss_giou_dn_3: 0.3879 (0.3944) loss_class_dn_4: 0.3622 (0.3593) loss_bbox_dn_4: 0.2240 (0.2224) loss_giou_dn_4: 0.3871 (0.3928) loss_class_hybrid: 0.6724 (0.6907) loss_bbox_hybrid: 0.1664 (0.1743) loss_giou_hybrid: 0.3719 (0.3898) loss_class_0_hybrid: 0.7755 (0.7665) loss_bbox_0_hybrid: 0.1691 (0.1804) loss_giou_0_hybrid: 0.3864 (0.4026) loss_class_1_hybrid: 0.7071 (0.7198) loss_bbox_1_hybrid: 0.1680 (0.1769) loss_giou_1_hybrid: 0.3654 (0.3951) loss_class_2_hybrid: 0.6910 (0.7056) loss_bbox_2_hybrid: 0.1640 (0.1745) loss_giou_2_hybrid: 0.3667 (0.3910) loss_class_3_hybrid: 0.6785 (0.6962) loss_bbox_3_hybrid: 0.1667 (0.1742) loss_giou_3_hybrid: 0.3699 (0.3901) loss_class_4_hybrid: 0.6768 (0.6918) loss_bbox_4_hybrid: 0.1667 (0.1744) loss_giou_4_hybrid: 0.3702 (0.3901) loss_class_enc_hybrid: 0.7332 (0.7447) loss_bbox_enc_hybrid: 0.1969 (0.2080) loss_giou_enc_hybrid: 0.4267 (0.4476) mem: 1021 max mem: 36965 [2024-01-16 03:47:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:48:03 det.util.engine] INFO: Epoch: [10] [11100/11727] eta: 0:11:14 lr: 0.000010 data_time: 0.0035 iter_time: 1.0886 loss: 24.1280 (24.3051) loss_class: 0.7086 (0.6901) loss_bbox: 0.1491 (0.1634) loss_giou: 0.3191 (0.3643) loss_class_0: 0.8633 (0.8463) loss_bbox_0: 0.1520 (0.1636) loss_giou_0: 0.3260 (0.3682) loss_class_1: 0.7743 (0.7380) loss_bbox_1: 0.1507 (0.1646) loss_giou_1: 0.3367 (0.3671) loss_class_2: 0.7321 (0.7140) loss_bbox_2: 0.1485 (0.1629) loss_giou_2: 0.3313 (0.3646) loss_class_3: 0.7088 (0.6984) loss_bbox_3: 0.1496 (0.1632) loss_giou_3: 0.3317 (0.3646) loss_class_4: 0.7108 (0.6922) loss_bbox_4: 0.1499 (0.1632) loss_giou_4: 0.3328 (0.3644) loss_class_enc: 0.8270 (0.8110) loss_bbox_enc: 0.1706 (0.1872) loss_giou_enc: 0.3618 (0.4045) loss_class_dn: 0.3528 (0.3589) loss_bbox_dn: 0.1989 (0.2223) loss_giou_dn: 0.3901 (0.3929) loss_class_dn_0: 0.4577 (0.4575) loss_bbox_dn_0: 0.2781 (0.3167) loss_giou_dn_0: 0.4891 (0.5095) loss_class_dn_1: 0.3870 (0.3884) loss_bbox_dn_1: 0.2193 (0.2465) loss_giou_dn_1: 0.4195 (0.4245) loss_class_dn_2: 0.3650 (0.3681) loss_bbox_dn_2: 0.2008 (0.2265) loss_giou_dn_2: 0.3941 (0.3995) loss_class_dn_3: 0.3556 (0.3618) loss_bbox_dn_3: 0.1977 (0.2232) loss_giou_dn_3: 0.3897 (0.3944) loss_class_dn_4: 0.3560 (0.3593) loss_bbox_dn_4: 0.1990 (0.2223) loss_giou_dn_4: 0.3901 (0.3929) loss_class_hybrid: 0.7071 (0.6907) loss_bbox_hybrid: 0.1536 (0.1742) loss_giou_hybrid: 0.3385 (0.3899) loss_class_0_hybrid: 0.7775 (0.7664) loss_bbox_0_hybrid: 0.1589 (0.1804) loss_giou_0_hybrid: 0.3415 (0.4027) loss_class_1_hybrid: 0.7217 (0.7197) loss_bbox_1_hybrid: 0.1590 (0.1769) loss_giou_1_hybrid: 0.3370 (0.3951) loss_class_2_hybrid: 0.7075 (0.7055) loss_bbox_2_hybrid: 0.1556 (0.1744) loss_giou_2_hybrid: 0.3390 (0.3911) loss_class_3_hybrid: 0.7000 (0.6961) loss_bbox_3_hybrid: 0.1550 (0.1742) loss_giou_3_hybrid: 0.3396 (0.3902) loss_class_4_hybrid: 0.7074 (0.6918) loss_bbox_4_hybrid: 0.1542 (0.1743) loss_giou_4_hybrid: 0.3394 (0.3901) loss_class_enc_hybrid: 0.7659 (0.7447) loss_bbox_enc_hybrid: 0.1947 (0.2079) loss_giou_enc_hybrid: 0.4108 (0.4477) mem: 1029 max mem: 36965 [2024-01-16 03:48:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:48:56 det.util.engine] INFO: Epoch: [10] [11150/11727] eta: 0:10:20 lr: 0.000010 data_time: 0.0032 iter_time: 1.0679 loss: 24.5238 (24.3046) loss_class: 0.7277 (0.6901) loss_bbox: 0.1586 (0.1634) loss_giou: 0.3383 (0.3643) loss_class_0: 0.8392 (0.8463) loss_bbox_0: 0.1527 (0.1636) loss_giou_0: 0.3431 (0.3681) loss_class_1: 0.7539 (0.7380) loss_bbox_1: 0.1574 (0.1646) loss_giou_1: 0.3428 (0.3670) loss_class_2: 0.7304 (0.7140) loss_bbox_2: 0.1598 (0.1628) loss_giou_2: 0.3439 (0.3646) loss_class_3: 0.7205 (0.6984) loss_bbox_3: 0.1612 (0.1632) loss_giou_3: 0.3414 (0.3645) loss_class_4: 0.7193 (0.6923) loss_bbox_4: 0.1586 (0.1632) loss_giou_4: 0.3410 (0.3644) loss_class_enc: 0.8102 (0.8110) loss_bbox_enc: 0.1888 (0.1872) loss_giou_enc: 0.3843 (0.4045) loss_class_dn: 0.3580 (0.3589) loss_bbox_dn: 0.2183 (0.2223) loss_giou_dn: 0.3755 (0.3929) loss_class_dn_0: 0.4532 (0.4575) loss_bbox_dn_0: 0.3007 (0.3167) loss_giou_dn_0: 0.4988 (0.5095) loss_class_dn_1: 0.3836 (0.3884) loss_bbox_dn_1: 0.2471 (0.2465) loss_giou_dn_1: 0.4127 (0.4245) loss_class_dn_2: 0.3641 (0.3681) loss_bbox_dn_2: 0.2268 (0.2265) loss_giou_dn_2: 0.3832 (0.3995) loss_class_dn_3: 0.3584 (0.3618) loss_bbox_dn_3: 0.2200 (0.2232) loss_giou_dn_3: 0.3785 (0.3944) loss_class_dn_4: 0.3575 (0.3593) loss_bbox_dn_4: 0.2181 (0.2223) loss_giou_dn_4: 0.3755 (0.3929) loss_class_hybrid: 0.7041 (0.6907) loss_bbox_hybrid: 0.1741 (0.1742) loss_giou_hybrid: 0.3586 (0.3898) loss_class_0_hybrid: 0.7751 (0.7664) loss_bbox_0_hybrid: 0.1769 (0.1804) loss_giou_0_hybrid: 0.3589 (0.4026) loss_class_1_hybrid: 0.7315 (0.7197) loss_bbox_1_hybrid: 0.1739 (0.1769) loss_giou_1_hybrid: 0.3543 (0.3951) loss_class_2_hybrid: 0.7231 (0.7056) loss_bbox_2_hybrid: 0.1701 (0.1744) loss_giou_2_hybrid: 0.3543 (0.3911) loss_class_3_hybrid: 0.7071 (0.6961) loss_bbox_3_hybrid: 0.1687 (0.1742) loss_giou_3_hybrid: 0.3529 (0.3902) loss_class_4_hybrid: 0.7054 (0.6918) loss_bbox_4_hybrid: 0.1686 (0.1743) loss_giou_4_hybrid: 0.3547 (0.3901) loss_class_enc_hybrid: 0.7704 (0.7447) loss_bbox_enc_hybrid: 0.2104 (0.2079) loss_giou_enc_hybrid: 0.4049 (0.4476) mem: 1022 max mem: 36965 [2024-01-16 03:48:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:49:49 det.util.engine] INFO: Epoch: [10] [11200/11727] eta: 0:09:26 lr: 0.000010 data_time: 0.0037 iter_time: 1.0344 loss: 23.5392 (24.3039) loss_class: 0.6443 (0.6901) loss_bbox: 0.1290 (0.1634) loss_giou: 0.3568 (0.3643) loss_class_0: 0.7983 (0.8462) loss_bbox_0: 0.1390 (0.1636) loss_giou_0: 0.3576 (0.3681) loss_class_1: 0.6848 (0.7380) loss_bbox_1: 0.1377 (0.1646) loss_giou_1: 0.3683 (0.3670) loss_class_2: 0.6634 (0.7140) loss_bbox_2: 0.1338 (0.1628) loss_giou_2: 0.3716 (0.3646) loss_class_3: 0.6513 (0.6984) loss_bbox_3: 0.1312 (0.1631) loss_giou_3: 0.3594 (0.3645) loss_class_4: 0.6465 (0.6922) loss_bbox_4: 0.1309 (0.1632) loss_giou_4: 0.3567 (0.3644) loss_class_enc: 0.7713 (0.8109) loss_bbox_enc: 0.1612 (0.1872) loss_giou_enc: 0.3804 (0.4045) loss_class_dn: 0.3519 (0.3589) loss_bbox_dn: 0.1810 (0.2223) loss_giou_dn: 0.3821 (0.3929) loss_class_dn_0: 0.4485 (0.4575) loss_bbox_dn_0: 0.2788 (0.3167) loss_giou_dn_0: 0.5008 (0.5095) loss_class_dn_1: 0.3761 (0.3884) loss_bbox_dn_1: 0.2001 (0.2465) loss_giou_dn_1: 0.4151 (0.4245) loss_class_dn_2: 0.3559 (0.3681) loss_bbox_dn_2: 0.1814 (0.2265) loss_giou_dn_2: 0.3847 (0.3995) loss_class_dn_3: 0.3516 (0.3618) loss_bbox_dn_3: 0.1824 (0.2232) loss_giou_dn_3: 0.3819 (0.3944) loss_class_dn_4: 0.3521 (0.3593) loss_bbox_dn_4: 0.1810 (0.2223) loss_giou_dn_4: 0.3822 (0.3929) loss_class_hybrid: 0.6456 (0.6907) loss_bbox_hybrid: 0.1501 (0.1742) loss_giou_hybrid: 0.3719 (0.3898) loss_class_0_hybrid: 0.7335 (0.7664) loss_bbox_0_hybrid: 0.1544 (0.1804) loss_giou_0_hybrid: 0.3917 (0.4026) loss_class_1_hybrid: 0.6921 (0.7197) loss_bbox_1_hybrid: 0.1496 (0.1769) loss_giou_1_hybrid: 0.3782 (0.3951) loss_class_2_hybrid: 0.6652 (0.7055) loss_bbox_2_hybrid: 0.1490 (0.1744) loss_giou_2_hybrid: 0.3755 (0.3910) loss_class_3_hybrid: 0.6462 (0.6960) loss_bbox_3_hybrid: 0.1499 (0.1742) loss_giou_3_hybrid: 0.3730 (0.3902) loss_class_4_hybrid: 0.6465 (0.6918) loss_bbox_4_hybrid: 0.1504 (0.1743) loss_giou_4_hybrid: 0.3727 (0.3901) loss_class_enc_hybrid: 0.7063 (0.7447) loss_bbox_enc_hybrid: 0.1786 (0.2079) loss_giou_enc_hybrid: 0.4375 (0.4476) mem: 1026 max mem: 36965 [2024-01-16 03:49:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:50:43 det.util.engine] INFO: Epoch: [10] [11250/11727] eta: 0:08:32 lr: 0.000010 data_time: 0.0032 iter_time: 1.0601 loss: 24.9985 (24.3053) loss_class: 0.6953 (0.6901) loss_bbox: 0.1649 (0.1634) loss_giou: 0.3559 (0.3643) loss_class_0: 0.8518 (0.8463) loss_bbox_0: 0.1631 (0.1636) loss_giou_0: 0.3633 (0.3681) loss_class_1: 0.7188 (0.7380) loss_bbox_1: 0.1682 (0.1646) loss_giou_1: 0.3656 (0.3671) loss_class_2: 0.7147 (0.7141) loss_bbox_2: 0.1619 (0.1629) loss_giou_2: 0.3523 (0.3646) loss_class_3: 0.7053 (0.6984) loss_bbox_3: 0.1677 (0.1632) loss_giou_3: 0.3584 (0.3646) loss_class_4: 0.6901 (0.6923) loss_bbox_4: 0.1733 (0.1632) loss_giou_4: 0.3560 (0.3644) loss_class_enc: 0.7824 (0.8110) loss_bbox_enc: 0.2013 (0.1872) loss_giou_enc: 0.3986 (0.4045) loss_class_dn: 0.3560 (0.3589) loss_bbox_dn: 0.2349 (0.2223) loss_giou_dn: 0.3992 (0.3929) loss_class_dn_0: 0.4592 (0.4575) loss_bbox_dn_0: 0.3143 (0.3167) loss_giou_dn_0: 0.5129 (0.5095) loss_class_dn_1: 0.3883 (0.3884) loss_bbox_dn_1: 0.2574 (0.2466) loss_giou_dn_1: 0.4210 (0.4245) loss_class_dn_2: 0.3648 (0.3681) loss_bbox_dn_2: 0.2379 (0.2265) loss_giou_dn_2: 0.4026 (0.3996) loss_class_dn_3: 0.3586 (0.3618) loss_bbox_dn_3: 0.2351 (0.2232) loss_giou_dn_3: 0.4002 (0.3944) loss_class_dn_4: 0.3565 (0.3593) loss_bbox_dn_4: 0.2350 (0.2223) loss_giou_dn_4: 0.3992 (0.3929) loss_class_hybrid: 0.6749 (0.6907) loss_bbox_hybrid: 0.1718 (0.1743) loss_giou_hybrid: 0.3860 (0.3899) loss_class_0_hybrid: 0.7535 (0.7664) loss_bbox_0_hybrid: 0.1848 (0.1804) loss_giou_0_hybrid: 0.3915 (0.4027) loss_class_1_hybrid: 0.7148 (0.7197) loss_bbox_1_hybrid: 0.1729 (0.1769) loss_giou_1_hybrid: 0.3876 (0.3951) loss_class_2_hybrid: 0.6904 (0.7055) loss_bbox_2_hybrid: 0.1721 (0.1744) loss_giou_2_hybrid: 0.3836 (0.3911) loss_class_3_hybrid: 0.6797 (0.6960) loss_bbox_3_hybrid: 0.1756 (0.1742) loss_giou_3_hybrid: 0.3826 (0.3902) loss_class_4_hybrid: 0.6790 (0.6918) loss_bbox_4_hybrid: 0.1738 (0.1743) loss_giou_4_hybrid: 0.3803 (0.3901) loss_class_enc_hybrid: 0.7387 (0.7447) loss_bbox_enc_hybrid: 0.2161 (0.2080) loss_giou_enc_hybrid: 0.4401 (0.4476) mem: 1024 max mem: 36965 [2024-01-16 03:50:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:51:36 det.util.engine] INFO: Epoch: [10] [11300/11727] eta: 0:07:39 lr: 0.000010 data_time: 0.0031 iter_time: 1.0518 loss: 22.2650 (24.3004) loss_class: 0.6477 (0.6900) loss_bbox: 0.1473 (0.1634) loss_giou: 0.3035 (0.3642) loss_class_0: 0.8090 (0.8462) loss_bbox_0: 0.1361 (0.1636) loss_giou_0: 0.3169 (0.3680) loss_class_1: 0.6913 (0.7378) loss_bbox_1: 0.1490 (0.1646) loss_giou_1: 0.3034 (0.3669) loss_class_2: 0.6723 (0.7139) loss_bbox_2: 0.1493 (0.1629) loss_giou_2: 0.2950 (0.3645) loss_class_3: 0.6456 (0.6983) loss_bbox_3: 0.1481 (0.1632) loss_giou_3: 0.3136 (0.3644) loss_class_4: 0.6309 (0.6922) loss_bbox_4: 0.1458 (0.1632) loss_giou_4: 0.2955 (0.3643) loss_class_enc: 0.7680 (0.8108) loss_bbox_enc: 0.1755 (0.1872) loss_giou_enc: 0.3427 (0.4044) loss_class_dn: 0.3434 (0.3588) loss_bbox_dn: 0.1830 (0.2223) loss_giou_dn: 0.3372 (0.3928) loss_class_dn_0: 0.4439 (0.4574) loss_bbox_dn_0: 0.2963 (0.3167) loss_giou_dn_0: 0.4553 (0.5094) loss_class_dn_1: 0.3672 (0.3883) loss_bbox_dn_1: 0.2155 (0.2465) loss_giou_dn_1: 0.3735 (0.4244) loss_class_dn_2: 0.3541 (0.3680) loss_bbox_dn_2: 0.1874 (0.2265) loss_giou_dn_2: 0.3426 (0.3994) loss_class_dn_3: 0.3480 (0.3617) loss_bbox_dn_3: 0.1837 (0.2232) loss_giou_dn_3: 0.3390 (0.3943) loss_class_dn_4: 0.3442 (0.3592) loss_bbox_dn_4: 0.1829 (0.2223) loss_giou_dn_4: 0.3371 (0.3928) loss_class_hybrid: 0.6392 (0.6906) loss_bbox_hybrid: 0.1499 (0.1742) loss_giou_hybrid: 0.3084 (0.3897) loss_class_0_hybrid: 0.7400 (0.7664) loss_bbox_0_hybrid: 0.1602 (0.1804) loss_giou_0_hybrid: 0.3254 (0.4025) loss_class_1_hybrid: 0.6823 (0.7196) loss_bbox_1_hybrid: 0.1519 (0.1769) loss_giou_1_hybrid: 0.3164 (0.3950) loss_class_2_hybrid: 0.6685 (0.7054) loss_bbox_2_hybrid: 0.1461 (0.1744) loss_giou_2_hybrid: 0.3128 (0.3909) loss_class_3_hybrid: 0.6456 (0.6959) loss_bbox_3_hybrid: 0.1534 (0.1742) loss_giou_3_hybrid: 0.3129 (0.3901) loss_class_4_hybrid: 0.6372 (0.6917) loss_bbox_4_hybrid: 0.1509 (0.1743) loss_giou_4_hybrid: 0.3111 (0.3900) loss_class_enc_hybrid: 0.7325 (0.7447) loss_bbox_enc_hybrid: 0.1958 (0.2079) loss_giou_enc_hybrid: 0.3739 (0.4475) mem: 1031 max mem: 36965 [2024-01-16 03:51:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:52:30 det.util.engine] INFO: Epoch: [10] [11350/11727] eta: 0:06:45 lr: 0.000010 data_time: 0.0031 iter_time: 1.0838 loss: 23.2844 (24.2984) loss_class: 0.6243 (0.6899) loss_bbox: 0.1384 (0.1634) loss_giou: 0.3476 (0.3641) loss_class_0: 0.7872 (0.8461) loss_bbox_0: 0.1497 (0.1636) loss_giou_0: 0.3539 (0.3679) loss_class_1: 0.6696 (0.7378) loss_bbox_1: 0.1427 (0.1646) loss_giou_1: 0.3561 (0.3668) loss_class_2: 0.6581 (0.7139) loss_bbox_2: 0.1401 (0.1629) loss_giou_2: 0.3461 (0.3644) loss_class_3: 0.6391 (0.6983) loss_bbox_3: 0.1387 (0.1632) loss_giou_3: 0.3432 (0.3643) loss_class_4: 0.6344 (0.6921) loss_bbox_4: 0.1385 (0.1633) loss_giou_4: 0.3477 (0.3642) loss_class_enc: 0.7421 (0.8109) loss_bbox_enc: 0.1609 (0.1872) loss_giou_enc: 0.3982 (0.4042) loss_class_dn: 0.3526 (0.3588) loss_bbox_dn: 0.1823 (0.2224) loss_giou_dn: 0.3746 (0.3927) loss_class_dn_0: 0.4517 (0.4574) loss_bbox_dn_0: 0.2815 (0.3168) loss_giou_dn_0: 0.4927 (0.5093) loss_class_dn_1: 0.3802 (0.3883) loss_bbox_dn_1: 0.2029 (0.2466) loss_giou_dn_1: 0.4024 (0.4243) loss_class_dn_2: 0.3614 (0.3680) loss_bbox_dn_2: 0.1854 (0.2265) loss_giou_dn_2: 0.3811 (0.3993) loss_class_dn_3: 0.3525 (0.3617) loss_bbox_dn_3: 0.1832 (0.2232) loss_giou_dn_3: 0.3771 (0.3942) loss_class_dn_4: 0.3525 (0.3592) loss_bbox_dn_4: 0.1824 (0.2224) loss_giou_dn_4: 0.3748 (0.3927) loss_class_hybrid: 0.6468 (0.6906) loss_bbox_hybrid: 0.1515 (0.1743) loss_giou_hybrid: 0.3693 (0.3896) loss_class_0_hybrid: 0.7243 (0.7664) loss_bbox_0_hybrid: 0.1644 (0.1804) loss_giou_0_hybrid: 0.3896 (0.4024) loss_class_1_hybrid: 0.6707 (0.7196) loss_bbox_1_hybrid: 0.1569 (0.1769) loss_giou_1_hybrid: 0.3795 (0.3948) loss_class_2_hybrid: 0.6612 (0.7054) loss_bbox_2_hybrid: 0.1509 (0.1744) loss_giou_2_hybrid: 0.3704 (0.3908) loss_class_3_hybrid: 0.6584 (0.6959) loss_bbox_3_hybrid: 0.1537 (0.1742) loss_giou_3_hybrid: 0.3735 (0.3899) loss_class_4_hybrid: 0.6557 (0.6917) loss_bbox_4_hybrid: 0.1519 (0.1743) loss_giou_4_hybrid: 0.3743 (0.3898) loss_class_enc_hybrid: 0.6945 (0.7447) loss_bbox_enc_hybrid: 0.1804 (0.2079) loss_giou_enc_hybrid: 0.4246 (0.4473) mem: 1035 max mem: 36965 [2024-01-16 03:52:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:53:23 det.util.engine] INFO: Epoch: [10] [11400/11727] eta: 0:05:51 lr: 0.000010 data_time: 0.0032 iter_time: 1.0500 loss: 23.3209 (24.2975) loss_class: 0.6887 (0.6899) loss_bbox: 0.1415 (0.1634) loss_giou: 0.2947 (0.3641) loss_class_0: 0.8174 (0.8462) loss_bbox_0: 0.1397 (0.1636) loss_giou_0: 0.2940 (0.3679) loss_class_1: 0.7084 (0.7379) loss_bbox_1: 0.1446 (0.1646) loss_giou_1: 0.2966 (0.3668) loss_class_2: 0.6977 (0.7139) loss_bbox_2: 0.1415 (0.1629) loss_giou_2: 0.2951 (0.3644) loss_class_3: 0.6931 (0.6983) loss_bbox_3: 0.1415 (0.1631) loss_giou_3: 0.2946 (0.3643) loss_class_4: 0.6862 (0.6921) loss_bbox_4: 0.1442 (0.1632) loss_giou_4: 0.2935 (0.3642) loss_class_enc: 0.7855 (0.8109) loss_bbox_enc: 0.1598 (0.1871) loss_giou_enc: 0.3297 (0.4042) loss_class_dn: 0.3459 (0.3588) loss_bbox_dn: 0.1999 (0.2223) loss_giou_dn: 0.3370 (0.3927) loss_class_dn_0: 0.4523 (0.4574) loss_bbox_dn_0: 0.2675 (0.3168) loss_giou_dn_0: 0.4454 (0.5093) loss_class_dn_1: 0.3839 (0.3883) loss_bbox_dn_1: 0.2223 (0.2466) loss_giou_dn_1: 0.3718 (0.4243) loss_class_dn_2: 0.3578 (0.3680) loss_bbox_dn_2: 0.2041 (0.2265) loss_giou_dn_2: 0.3503 (0.3993) loss_class_dn_3: 0.3511 (0.3617) loss_bbox_dn_3: 0.1984 (0.2232) loss_giou_dn_3: 0.3397 (0.3942) loss_class_dn_4: 0.3490 (0.3592) loss_bbox_dn_4: 0.1999 (0.2223) loss_giou_dn_4: 0.3368 (0.3926) loss_class_hybrid: 0.6567 (0.6906) loss_bbox_hybrid: 0.1511 (0.1742) loss_giou_hybrid: 0.3135 (0.3895) loss_class_0_hybrid: 0.7267 (0.7665) loss_bbox_0_hybrid: 0.1601 (0.1804) loss_giou_0_hybrid: 0.3205 (0.4023) loss_class_1_hybrid: 0.6678 (0.7196) loss_bbox_1_hybrid: 0.1548 (0.1769) loss_giou_1_hybrid: 0.3197 (0.3948) loss_class_2_hybrid: 0.6645 (0.7055) loss_bbox_2_hybrid: 0.1519 (0.1744) loss_giou_2_hybrid: 0.3118 (0.3908) loss_class_3_hybrid: 0.6588 (0.6959) loss_bbox_3_hybrid: 0.1514 (0.1742) loss_giou_3_hybrid: 0.3118 (0.3899) loss_class_4_hybrid: 0.6576 (0.6917) loss_bbox_4_hybrid: 0.1512 (0.1743) loss_giou_4_hybrid: 0.3113 (0.3898) loss_class_enc_hybrid: 0.7104 (0.7447) loss_bbox_enc_hybrid: 0.1892 (0.2079) loss_giou_enc_hybrid: 0.3787 (0.4473) mem: 1012 max mem: 36965 [2024-01-16 03:53:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:54:15 det.util.engine] INFO: Epoch: [10] [11450/11727] eta: 0:04:57 lr: 0.000010 data_time: 0.0027 iter_time: 1.0651 loss: 24.2619 (24.2981) loss_class: 0.6891 (0.6900) loss_bbox: 0.1547 (0.1634) loss_giou: 0.3642 (0.3640) loss_class_0: 0.8333 (0.8461) loss_bbox_0: 0.1465 (0.1636) loss_giou_0: 0.3504 (0.3679) loss_class_1: 0.7347 (0.7379) loss_bbox_1: 0.1659 (0.1646) loss_giou_1: 0.3499 (0.3668) loss_class_2: 0.7169 (0.7140) loss_bbox_2: 0.1562 (0.1629) loss_giou_2: 0.3612 (0.3644) loss_class_3: 0.6807 (0.6983) loss_bbox_3: 0.1547 (0.1632) loss_giou_3: 0.3625 (0.3643) loss_class_4: 0.6760 (0.6922) loss_bbox_4: 0.1548 (0.1633) loss_giou_4: 0.3635 (0.3641) loss_class_enc: 0.7642 (0.8109) loss_bbox_enc: 0.1882 (0.1872) loss_giou_enc: 0.3749 (0.4042) loss_class_dn: 0.3586 (0.3588) loss_bbox_dn: 0.2278 (0.2224) loss_giou_dn: 0.3818 (0.3927) loss_class_dn_0: 0.4476 (0.4574) loss_bbox_dn_0: 0.3090 (0.3168) loss_giou_dn_0: 0.5029 (0.5092) loss_class_dn_1: 0.3856 (0.3883) loss_bbox_dn_1: 0.2440 (0.2466) loss_giou_dn_1: 0.4116 (0.4243) loss_class_dn_2: 0.3647 (0.3680) loss_bbox_dn_2: 0.2331 (0.2265) loss_giou_dn_2: 0.3896 (0.3993) loss_class_dn_3: 0.3595 (0.3617) loss_bbox_dn_3: 0.2300 (0.2232) loss_giou_dn_3: 0.3829 (0.3942) loss_class_dn_4: 0.3597 (0.3592) loss_bbox_dn_4: 0.2279 (0.2224) loss_giou_dn_4: 0.3818 (0.3926) loss_class_hybrid: 0.6957 (0.6906) loss_bbox_hybrid: 0.1682 (0.1743) loss_giou_hybrid: 0.3729 (0.3895) loss_class_0_hybrid: 0.7638 (0.7664) loss_bbox_0_hybrid: 0.1743 (0.1804) loss_giou_0_hybrid: 0.3780 (0.4023) loss_class_1_hybrid: 0.7171 (0.7196) loss_bbox_1_hybrid: 0.1709 (0.1769) loss_giou_1_hybrid: 0.3758 (0.3948) loss_class_2_hybrid: 0.6986 (0.7055) loss_bbox_2_hybrid: 0.1647 (0.1744) loss_giou_2_hybrid: 0.3716 (0.3908) loss_class_3_hybrid: 0.6895 (0.6960) loss_bbox_3_hybrid: 0.1689 (0.1742) loss_giou_3_hybrid: 0.3734 (0.3899) loss_class_4_hybrid: 0.6982 (0.6917) loss_bbox_4_hybrid: 0.1704 (0.1743) loss_giou_4_hybrid: 0.3719 (0.3898) loss_class_enc_hybrid: 0.7419 (0.7447) loss_bbox_enc_hybrid: 0.2101 (0.2079) loss_giou_enc_hybrid: 0.4238 (0.4473) mem: 1029 max mem: 36965 [2024-01-16 03:54:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:55:07 det.util.engine] INFO: Epoch: [10] [11500/11727] eta: 0:04:04 lr: 0.000010 data_time: 0.0034 iter_time: 1.0559 loss: 23.0836 (24.2964) loss_class: 0.6635 (0.6899) loss_bbox: 0.1486 (0.1634) loss_giou: 0.3463 (0.3641) loss_class_0: 0.7987 (0.8460) loss_bbox_0: 0.1598 (0.1636) loss_giou_0: 0.3457 (0.3679) loss_class_1: 0.7150 (0.7378) loss_bbox_1: 0.1547 (0.1646) loss_giou_1: 0.3406 (0.3668) loss_class_2: 0.7063 (0.7139) loss_bbox_2: 0.1458 (0.1629) loss_giou_2: 0.3426 (0.3644) loss_class_3: 0.6691 (0.6983) loss_bbox_3: 0.1485 (0.1632) loss_giou_3: 0.3441 (0.3643) loss_class_4: 0.6623 (0.6921) loss_bbox_4: 0.1486 (0.1633) loss_giou_4: 0.3464 (0.3642) loss_class_enc: 0.7707 (0.8108) loss_bbox_enc: 0.1757 (0.1872) loss_giou_enc: 0.3715 (0.4042) loss_class_dn: 0.3522 (0.3588) loss_bbox_dn: 0.2085 (0.2223) loss_giou_dn: 0.3661 (0.3926) loss_class_dn_0: 0.4537 (0.4574) loss_bbox_dn_0: 0.2834 (0.3168) loss_giou_dn_0: 0.4776 (0.5092) loss_class_dn_1: 0.3780 (0.3883) loss_bbox_dn_1: 0.2292 (0.2466) loss_giou_dn_1: 0.3944 (0.4243) loss_class_dn_2: 0.3634 (0.3680) loss_bbox_dn_2: 0.2103 (0.2265) loss_giou_dn_2: 0.3710 (0.3993) loss_class_dn_3: 0.3541 (0.3617) loss_bbox_dn_3: 0.2096 (0.2232) loss_giou_dn_3: 0.3685 (0.3942) loss_class_dn_4: 0.3523 (0.3592) loss_bbox_dn_4: 0.2085 (0.2223) loss_giou_dn_4: 0.3660 (0.3926) loss_class_hybrid: 0.6706 (0.6905) loss_bbox_hybrid: 0.1525 (0.1742) loss_giou_hybrid: 0.3535 (0.3895) loss_class_0_hybrid: 0.7497 (0.7664) loss_bbox_0_hybrid: 0.1668 (0.1804) loss_giou_0_hybrid: 0.3661 (0.4023) loss_class_1_hybrid: 0.7018 (0.7195) loss_bbox_1_hybrid: 0.1589 (0.1769) loss_giou_1_hybrid: 0.3613 (0.3948) loss_class_2_hybrid: 0.6820 (0.7054) loss_bbox_2_hybrid: 0.1563 (0.1744) loss_giou_2_hybrid: 0.3554 (0.3907) loss_class_3_hybrid: 0.6780 (0.6959) loss_bbox_3_hybrid: 0.1518 (0.1742) loss_giou_3_hybrid: 0.3501 (0.3899) loss_class_4_hybrid: 0.6726 (0.6916) loss_bbox_4_hybrid: 0.1525 (0.1743) loss_giou_4_hybrid: 0.3544 (0.3898) loss_class_enc_hybrid: 0.7258 (0.7446) loss_bbox_enc_hybrid: 0.1906 (0.2079) loss_giou_enc_hybrid: 0.4101 (0.4472) mem: 1030 max mem: 36965 [2024-01-16 03:55:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:56:03 det.util.engine] INFO: Epoch: [10] [11550/11727] eta: 0:03:10 lr: 0.000010 data_time: 0.0033 iter_time: 1.1144 loss: 23.3708 (24.2948) loss_class: 0.6589 (0.6899) loss_bbox: 0.1658 (0.1634) loss_giou: 0.3091 (0.3640) loss_class_0: 0.8320 (0.8460) loss_bbox_0: 0.1718 (0.1636) loss_giou_0: 0.3147 (0.3678) loss_class_1: 0.7013 (0.7378) loss_bbox_1: 0.1701 (0.1646) loss_giou_1: 0.3282 (0.3667) loss_class_2: 0.6856 (0.7139) loss_bbox_2: 0.1625 (0.1629) loss_giou_2: 0.3202 (0.3643) loss_class_3: 0.6791 (0.6982) loss_bbox_3: 0.1635 (0.1632) loss_giou_3: 0.3225 (0.3642) loss_class_4: 0.6713 (0.6920) loss_bbox_4: 0.1659 (0.1633) loss_giou_4: 0.3097 (0.3641) loss_class_enc: 0.7989 (0.8108) loss_bbox_enc: 0.1939 (0.1872) loss_giou_enc: 0.3565 (0.4041) loss_class_dn: 0.3498 (0.3588) loss_bbox_dn: 0.2368 (0.2223) loss_giou_dn: 0.3598 (0.3926) loss_class_dn_0: 0.4566 (0.4574) loss_bbox_dn_0: 0.3503 (0.3168) loss_giou_dn_0: 0.4839 (0.5091) loss_class_dn_1: 0.3866 (0.3882) loss_bbox_dn_1: 0.2643 (0.2466) loss_giou_dn_1: 0.3973 (0.4242) loss_class_dn_2: 0.3557 (0.3680) loss_bbox_dn_2: 0.2379 (0.2265) loss_giou_dn_2: 0.3691 (0.3992) loss_class_dn_3: 0.3556 (0.3617) loss_bbox_dn_3: 0.2382 (0.2232) loss_giou_dn_3: 0.3624 (0.3941) loss_class_dn_4: 0.3489 (0.3592) loss_bbox_dn_4: 0.2369 (0.2223) loss_giou_dn_4: 0.3598 (0.3925) loss_class_hybrid: 0.6562 (0.6905) loss_bbox_hybrid: 0.1737 (0.1743) loss_giou_hybrid: 0.3297 (0.3895) loss_class_0_hybrid: 0.7434 (0.7664) loss_bbox_0_hybrid: 0.1791 (0.1804) loss_giou_0_hybrid: 0.3326 (0.4022) loss_class_1_hybrid: 0.6930 (0.7195) loss_bbox_1_hybrid: 0.1704 (0.1769) loss_giou_1_hybrid: 0.3314 (0.3947) loss_class_2_hybrid: 0.6753 (0.7054) loss_bbox_2_hybrid: 0.1712 (0.1744) loss_giou_2_hybrid: 0.3301 (0.3907) loss_class_3_hybrid: 0.6564 (0.6959) loss_bbox_3_hybrid: 0.1726 (0.1742) loss_giou_3_hybrid: 0.3277 (0.3898) loss_class_4_hybrid: 0.6547 (0.6916) loss_bbox_4_hybrid: 0.1731 (0.1743) loss_giou_4_hybrid: 0.3278 (0.3897) loss_class_enc_hybrid: 0.7169 (0.7446) loss_bbox_enc_hybrid: 0.2108 (0.2079) loss_giou_enc_hybrid: 0.3826 (0.4472) mem: 1021 max mem: 36965 [2024-01-16 03:56:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:56:56 det.util.engine] INFO: Epoch: [10] [11600/11727] eta: 0:02:16 lr: 0.000010 data_time: 0.0030 iter_time: 1.0575 loss: 22.7256 (24.2897) loss_class: 0.6316 (0.6898) loss_bbox: 0.1481 (0.1634) loss_giou: 0.3186 (0.3638) loss_class_0: 0.7921 (0.8460) loss_bbox_0: 0.1583 (0.1636) loss_giou_0: 0.3272 (0.3677) loss_class_1: 0.6830 (0.7377) loss_bbox_1: 0.1533 (0.1646) loss_giou_1: 0.3262 (0.3666) loss_class_2: 0.6590 (0.7138) loss_bbox_2: 0.1484 (0.1628) loss_giou_2: 0.3170 (0.3641) loss_class_3: 0.6462 (0.6981) loss_bbox_3: 0.1479 (0.1631) loss_giou_3: 0.3181 (0.3641) loss_class_4: 0.6414 (0.6920) loss_bbox_4: 0.1475 (0.1632) loss_giou_4: 0.3179 (0.3639) loss_class_enc: 0.8027 (0.8108) loss_bbox_enc: 0.1758 (0.1871) loss_giou_enc: 0.3723 (0.4039) loss_class_dn: 0.3482 (0.3587) loss_bbox_dn: 0.1830 (0.2223) loss_giou_dn: 0.3566 (0.3924) loss_class_dn_0: 0.4578 (0.4574) loss_bbox_dn_0: 0.2966 (0.3168) loss_giou_dn_0: 0.4633 (0.5090) loss_class_dn_1: 0.3828 (0.3882) loss_bbox_dn_1: 0.2130 (0.2465) loss_giou_dn_1: 0.3788 (0.4240) loss_class_dn_2: 0.3659 (0.3679) loss_bbox_dn_2: 0.1870 (0.2264) loss_giou_dn_2: 0.3614 (0.3990) loss_class_dn_3: 0.3571 (0.3616) loss_bbox_dn_3: 0.1827 (0.2231) loss_giou_dn_3: 0.3576 (0.3939) loss_class_dn_4: 0.3497 (0.3591) loss_bbox_dn_4: 0.1832 (0.2223) loss_giou_dn_4: 0.3566 (0.3924) loss_class_hybrid: 0.6396 (0.6904) loss_bbox_hybrid: 0.1563 (0.1742) loss_giou_hybrid: 0.3424 (0.3893) loss_class_0_hybrid: 0.7314 (0.7663) loss_bbox_0_hybrid: 0.1605 (0.1804) loss_giou_0_hybrid: 0.3422 (0.4021) loss_class_1_hybrid: 0.6814 (0.7195) loss_bbox_1_hybrid: 0.1568 (0.1769) loss_giou_1_hybrid: 0.3428 (0.3945) loss_class_2_hybrid: 0.6655 (0.7053) loss_bbox_2_hybrid: 0.1554 (0.1744) loss_giou_2_hybrid: 0.3432 (0.3905) loss_class_3_hybrid: 0.6483 (0.6958) loss_bbox_3_hybrid: 0.1563 (0.1742) loss_giou_3_hybrid: 0.3408 (0.3896) loss_class_4_hybrid: 0.6437 (0.6915) loss_bbox_4_hybrid: 0.1559 (0.1743) loss_giou_4_hybrid: 0.3418 (0.3895) loss_class_enc_hybrid: 0.7327 (0.7446) loss_bbox_enc_hybrid: 0.1887 (0.2079) loss_giou_enc_hybrid: 0.3836 (0.4470) mem: 1029 max mem: 36965 [2024-01-16 03:56:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:57:50 det.util.engine] INFO: Epoch: [10] [11650/11727] eta: 0:01:22 lr: 0.000010 data_time: 0.0029 iter_time: 1.0350 loss: 23.6938 (24.2880) loss_class: 0.6972 (0.6898) loss_bbox: 0.1615 (0.1634) loss_giou: 0.3640 (0.3638) loss_class_0: 0.8397 (0.8460) loss_bbox_0: 0.1652 (0.1636) loss_giou_0: 0.3597 (0.3676) loss_class_1: 0.7472 (0.7377) loss_bbox_1: 0.1599 (0.1646) loss_giou_1: 0.3586 (0.3665) loss_class_2: 0.7196 (0.7138) loss_bbox_2: 0.1571 (0.1628) loss_giou_2: 0.3534 (0.3641) loss_class_3: 0.7154 (0.6981) loss_bbox_3: 0.1625 (0.1631) loss_giou_3: 0.3619 (0.3640) loss_class_4: 0.7093 (0.6919) loss_bbox_4: 0.1613 (0.1632) loss_giou_4: 0.3616 (0.3639) loss_class_enc: 0.8407 (0.8108) loss_bbox_enc: 0.1816 (0.1871) loss_giou_enc: 0.3951 (0.4039) loss_class_dn: 0.3455 (0.3587) loss_bbox_dn: 0.2167 (0.2222) loss_giou_dn: 0.3778 (0.3923) loss_class_dn_0: 0.4526 (0.4574) loss_bbox_dn_0: 0.3049 (0.3167) loss_giou_dn_0: 0.4907 (0.5089) loss_class_dn_1: 0.3782 (0.3882) loss_bbox_dn_1: 0.2406 (0.2465) loss_giou_dn_1: 0.4199 (0.4240) loss_class_dn_2: 0.3562 (0.3679) loss_bbox_dn_2: 0.2204 (0.2264) loss_giou_dn_2: 0.3878 (0.3990) loss_class_dn_3: 0.3485 (0.3616) loss_bbox_dn_3: 0.2176 (0.2231) loss_giou_dn_3: 0.3809 (0.3938) loss_class_dn_4: 0.3459 (0.3591) loss_bbox_dn_4: 0.2168 (0.2222) loss_giou_dn_4: 0.3778 (0.3923) loss_class_hybrid: 0.6759 (0.6904) loss_bbox_hybrid: 0.1709 (0.1742) loss_giou_hybrid: 0.3772 (0.3892) loss_class_0_hybrid: 0.7766 (0.7664) loss_bbox_0_hybrid: 0.1825 (0.1803) loss_giou_0_hybrid: 0.3961 (0.4020) loss_class_1_hybrid: 0.7126 (0.7195) loss_bbox_1_hybrid: 0.1749 (0.1769) loss_giou_1_hybrid: 0.3762 (0.3945) loss_class_2_hybrid: 0.6993 (0.7053) loss_bbox_2_hybrid: 0.1710 (0.1744) loss_giou_2_hybrid: 0.3762 (0.3904) loss_class_3_hybrid: 0.6909 (0.6958) loss_bbox_3_hybrid: 0.1703 (0.1741) loss_giou_3_hybrid: 0.3737 (0.3896) loss_class_4_hybrid: 0.6793 (0.6916) loss_bbox_4_hybrid: 0.1697 (0.1743) loss_giou_4_hybrid: 0.3724 (0.3895) loss_class_enc_hybrid: 0.7532 (0.7447) loss_bbox_enc_hybrid: 0.2160 (0.2079) loss_giou_enc_hybrid: 0.4403 (0.4469) mem: 1016 max mem: 36965 [2024-01-16 03:57:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:58:42 det.util.engine] INFO: Epoch: [10] [11700/11727] eta: 0:00:29 lr: 0.000010 data_time: 0.0036 iter_time: 1.0401 loss: 22.8197 (24.2852) loss_class: 0.6638 (0.6897) loss_bbox: 0.1426 (0.1634) loss_giou: 0.3172 (0.3637) loss_class_0: 0.8075 (0.8460) loss_bbox_0: 0.1439 (0.1636) loss_giou_0: 0.3242 (0.3675) loss_class_1: 0.7097 (0.7377) loss_bbox_1: 0.1541 (0.1646) loss_giou_1: 0.3111 (0.3664) loss_class_2: 0.6780 (0.7138) loss_bbox_2: 0.1418 (0.1628) loss_giou_2: 0.3184 (0.3640) loss_class_3: 0.6739 (0.6981) loss_bbox_3: 0.1363 (0.1631) loss_giou_3: 0.3174 (0.3639) loss_class_4: 0.6685 (0.6919) loss_bbox_4: 0.1427 (0.1632) loss_giou_4: 0.3173 (0.3638) loss_class_enc: 0.8054 (0.8108) loss_bbox_enc: 0.1675 (0.1871) loss_giou_enc: 0.3534 (0.4038) loss_class_dn: 0.3529 (0.3587) loss_bbox_dn: 0.1959 (0.2222) loss_giou_dn: 0.3597 (0.3922) loss_class_dn_0: 0.4481 (0.4574) loss_bbox_dn_0: 0.2912 (0.3167) loss_giou_dn_0: 0.4768 (0.5088) loss_class_dn_1: 0.3780 (0.3882) loss_bbox_dn_1: 0.2309 (0.2465) loss_giou_dn_1: 0.3930 (0.4239) loss_class_dn_2: 0.3572 (0.3679) loss_bbox_dn_2: 0.2023 (0.2264) loss_giou_dn_2: 0.3679 (0.3989) loss_class_dn_3: 0.3532 (0.3616) loss_bbox_dn_3: 0.2006 (0.2231) loss_giou_dn_3: 0.3615 (0.3938) loss_class_dn_4: 0.3528 (0.3591) loss_bbox_dn_4: 0.1958 (0.2222) loss_giou_dn_4: 0.3597 (0.3922) loss_class_hybrid: 0.6679 (0.6904) loss_bbox_hybrid: 0.1611 (0.1742) loss_giou_hybrid: 0.3367 (0.3891) loss_class_0_hybrid: 0.7356 (0.7664) loss_bbox_0_hybrid: 0.1663 (0.1803) loss_giou_0_hybrid: 0.3424 (0.4019) loss_class_1_hybrid: 0.7070 (0.7195) loss_bbox_1_hybrid: 0.1579 (0.1768) loss_giou_1_hybrid: 0.3436 (0.3943) loss_class_2_hybrid: 0.6948 (0.7053) loss_bbox_2_hybrid: 0.1546 (0.1743) loss_giou_2_hybrid: 0.3348 (0.3903) loss_class_3_hybrid: 0.6769 (0.6958) loss_bbox_3_hybrid: 0.1559 (0.1741) loss_giou_3_hybrid: 0.3333 (0.3894) loss_class_4_hybrid: 0.6675 (0.6915) loss_bbox_4_hybrid: 0.1602 (0.1743) loss_giou_4_hybrid: 0.3366 (0.3893) loss_class_enc_hybrid: 0.7299 (0.7446) loss_bbox_enc_hybrid: 0.1914 (0.2079) loss_giou_enc_hybrid: 0.3787 (0.4468) mem: 1026 max mem: 36965 [2024-01-16 03:58:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 03:59:09 det.util.engine] INFO: Averaged stats: lr: 0.000010 data_time: 0.0026 iter_time: 1.0159 loss: 22.0665 (24.2826) loss_class: 0.6281 (0.6897) loss_bbox: 0.1511 (0.1634) loss_giou: 0.3210 (0.3636) loss_class_0: 0.8121 (0.8459) loss_bbox_0: 0.1520 (0.1636) loss_giou_0: 0.3214 (0.3674) loss_class_1: 0.6835 (0.7376) loss_bbox_1: 0.1556 (0.1646) loss_giou_1: 0.3208 (0.3663) loss_class_2: 0.6531 (0.7137) loss_bbox_2: 0.1509 (0.1628) loss_giou_2: 0.3221 (0.3639) loss_class_3: 0.6508 (0.6981) loss_bbox_3: 0.1499 (0.1631) loss_giou_3: 0.3196 (0.3638) loss_class_4: 0.6475 (0.6919) loss_bbox_4: 0.1515 (0.1632) loss_giou_4: 0.3230 (0.3637) loss_class_enc: 0.7792 (0.8108) loss_bbox_enc: 0.1756 (0.1871) loss_giou_enc: 0.3529 (0.4037) loss_class_dn: 0.3494 (0.3587) loss_bbox_dn: 0.1731 (0.2222) loss_giou_dn: 0.3549 (0.3922) loss_class_dn_0: 0.4519 (0.4574) loss_bbox_dn_0: 0.2597 (0.3167) loss_giou_dn_0: 0.4609 (0.5087) loss_class_dn_1: 0.3723 (0.3882) loss_bbox_dn_1: 0.1945 (0.2465) loss_giou_dn_1: 0.3732 (0.4238) loss_class_dn_2: 0.3570 (0.3679) loss_bbox_dn_2: 0.1779 (0.2264) loss_giou_dn_2: 0.3596 (0.3988) loss_class_dn_3: 0.3539 (0.3616) loss_bbox_dn_3: 0.1731 (0.2231) loss_giou_dn_3: 0.3575 (0.3937) loss_class_dn_4: 0.3497 (0.3591) loss_bbox_dn_4: 0.1732 (0.2222) loss_giou_dn_4: 0.3549 (0.3921) loss_class_hybrid: 0.6479 (0.6904) loss_bbox_hybrid: 0.1600 (0.1742) loss_giou_hybrid: 0.3395 (0.3890) loss_class_0_hybrid: 0.7160 (0.7663) loss_bbox_0_hybrid: 0.1740 (0.1803) loss_giou_0_hybrid: 0.3501 (0.4018) loss_class_1_hybrid: 0.6699 (0.7195) loss_bbox_1_hybrid: 0.1703 (0.1768) loss_giou_1_hybrid: 0.3409 (0.3942) loss_class_2_hybrid: 0.6571 (0.7053) loss_bbox_2_hybrid: 0.1608 (0.1743) loss_giou_2_hybrid: 0.3435 (0.3902) loss_class_3_hybrid: 0.6630 (0.6957) loss_bbox_3_hybrid: 0.1591 (0.1741) loss_giou_3_hybrid: 0.3395 (0.3893) loss_class_4_hybrid: 0.6544 (0.6915) loss_bbox_4_hybrid: 0.1582 (0.1743) loss_giou_4_hybrid: 0.3401 (0.3892) loss_class_enc_hybrid: 0.7138 (0.7446) loss_bbox_enc_hybrid: 0.2025 (0.2079) loss_giou_enc_hybrid: 0.3993 (0.4467) [2024-01-16 03:59:09 accelerate.accelerator] WARNING: Deleting 1 checkpoints to make room for new checkpoint. [2024-01-16 03:59:09 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_10 [2024-01-16 03:59:09 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_10/model.safetensors [2024-01-16 03:59:10 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_10/optimizer.bin [2024-01-16 03:59:10 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_10/scheduler.bin [2024-01-16 03:59:10 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_10/sampler.bin [2024-01-16 03:59:10 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_10/sampler_1.bin [2024-01-16 03:59:10 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_10/random_states_0.pkl [2024-01-16 03:59:10 det.__main__] INFO: Start evaluation [2024-01-16 03:59:13 det.util.utils] INFO: Test: [ 0/2500] eta: 0:30:04 model_time: 0.3993 (0.3993) evaluator_time: 0.0349 (0.0349) time: 0.7219 data: 0.2861 mem: 961 max mem: 36965 [2024-01-16 03:59:15 det.util.utils] INFO: Test: [ 10/2500] eta: 0:11:21 model_time: 0.1487 (0.2225) evaluator_time: 0.0195 (0.0231) time: 0.2738 data: 0.0266 mem: 961 max mem: 36965 [2024-01-16 03:59:17 det.util.utils] INFO: Test: [ 20/2500] eta: 0:09:32 model_time: 0.1414 (0.1946) evaluator_time: 0.0173 (0.0205) time: 0.2064 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 03:59:19 det.util.utils] INFO: Test: [ 30/2500] eta: 0:08:52 model_time: 0.1400 (0.1826) evaluator_time: 0.0170 (0.0213) time: 0.1835 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:21 det.util.utils] INFO: Test: [ 40/2500] eta: 0:08:36 model_time: 0.1400 (0.1789) evaluator_time: 0.0173 (0.0216) time: 0.1880 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 03:59:23 det.util.utils] INFO: Test: [ 50/2500] eta: 0:08:27 model_time: 0.1458 (0.1779) evaluator_time: 0.0170 (0.0213) time: 0.1945 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 03:59:24 det.util.utils] INFO: Test: [ 60/2500] eta: 0:08:17 model_time: 0.1424 (0.1752) evaluator_time: 0.0166 (0.0214) time: 0.1909 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 03:59:26 det.util.utils] INFO: Test: [ 70/2500] eta: 0:08:06 model_time: 0.1317 (0.1723) evaluator_time: 0.0164 (0.0214) time: 0.1819 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 03:59:28 det.util.utils] INFO: Test: [ 80/2500] eta: 0:08:00 model_time: 0.1364 (0.1711) evaluator_time: 0.0180 (0.0213) time: 0.1821 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:30 det.util.utils] INFO: Test: [ 90/2500] eta: 0:08:00 model_time: 0.1507 (0.1719) evaluator_time: 0.0210 (0.0219) time: 0.1969 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 03:59:32 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:53 model_time: 0.1481 (0.1698) evaluator_time: 0.0193 (0.0224) time: 0.1936 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:34 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:47 model_time: 0.1325 (0.1685) evaluator_time: 0.0145 (0.0219) time: 0.1775 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 03:59:35 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:37 model_time: 0.1314 (0.1658) evaluator_time: 0.0156 (0.0218) time: 0.1669 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:37 det.util.utils] INFO: Test: [ 130/2500] eta: 0:07:32 model_time: 0.1288 (0.1647) evaluator_time: 0.0178 (0.0216) time: 0.1654 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 03:59:39 det.util.utils] INFO: Test: [ 140/2500] eta: 0:07:27 model_time: 0.1396 (0.1637) evaluator_time: 0.0154 (0.0215) time: 0.1735 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 03:59:40 det.util.utils] INFO: Test: [ 150/2500] eta: 0:07:20 model_time: 0.1336 (0.1614) evaluator_time: 0.0156 (0.0218) time: 0.1652 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 03:59:42 det.util.utils] INFO: Test: [ 160/2500] eta: 0:07:14 model_time: 0.1281 (0.1600) evaluator_time: 0.0156 (0.0216) time: 0.1582 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 03:59:44 det.util.utils] INFO: Test: [ 170/2500] eta: 0:07:13 model_time: 0.1358 (0.1597) evaluator_time: 0.0192 (0.0221) time: 0.1741 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:45 det.util.utils] INFO: Test: [ 180/2500] eta: 0:07:08 model_time: 0.1295 (0.1583) evaluator_time: 0.0214 (0.0222) time: 0.1741 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 03:59:47 det.util.utils] INFO: Test: [ 190/2500] eta: 0:07:02 model_time: 0.1281 (0.1570) evaluator_time: 0.0174 (0.0221) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:49 det.util.utils] INFO: Test: [ 200/2500] eta: 0:06:59 model_time: 0.1302 (0.1568) evaluator_time: 0.0155 (0.0218) time: 0.1635 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 03:59:50 det.util.utils] INFO: Test: [ 210/2500] eta: 0:06:55 model_time: 0.1325 (0.1561) evaluator_time: 0.0170 (0.0216) time: 0.1671 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 03:59:52 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:50 model_time: 0.1327 (0.1550) evaluator_time: 0.0170 (0.0214) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:54 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:47 model_time: 0.1327 (0.1545) evaluator_time: 0.0141 (0.0211) time: 0.1564 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:55 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:43 model_time: 0.1421 (0.1538) evaluator_time: 0.0159 (0.0211) time: 0.1615 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:57 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:39 model_time: 0.1322 (0.1529) evaluator_time: 0.0183 (0.0211) time: 0.1572 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 03:59:58 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:37 model_time: 0.1287 (0.1526) evaluator_time: 0.0155 (0.0211) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:00 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:36 model_time: 0.1420 (0.1528) evaluator_time: 0.0198 (0.0214) time: 0.1784 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:02 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:35 model_time: 0.1454 (0.1533) evaluator_time: 0.0214 (0.0213) time: 0.1887 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:00:04 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:31 model_time: 0.1372 (0.1528) evaluator_time: 0.0162 (0.0212) time: 0.1735 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:00:06 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:30 model_time: 0.1388 (0.1530) evaluator_time: 0.0178 (0.0212) time: 0.1702 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:00:07 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:28 model_time: 0.1441 (0.1526) evaluator_time: 0.0198 (0.0212) time: 0.1751 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:09 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:26 model_time: 0.1474 (0.1525) evaluator_time: 0.0212 (0.0213) time: 0.1711 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:00:11 det.util.utils] INFO: Test: [ 330/2500] eta: 0:06:23 model_time: 0.1461 (0.1521) evaluator_time: 0.0218 (0.0214) time: 0.1710 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:12 det.util.utils] INFO: Test: [ 340/2500] eta: 0:06:22 model_time: 0.1426 (0.1522) evaluator_time: 0.0168 (0.0214) time: 0.1726 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:14 det.util.utils] INFO: Test: [ 350/2500] eta: 0:06:18 model_time: 0.1338 (0.1516) evaluator_time: 0.0154 (0.0213) time: 0.1657 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:20 det.util.utils] INFO: Test: [ 360/2500] eta: 0:06:44 model_time: 0.1370 (0.1643) evaluator_time: 0.0145 (0.0214) time: 0.3936 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:22 det.util.utils] INFO: Test: [ 370/2500] eta: 0:06:40 model_time: 0.1307 (0.1634) evaluator_time: 0.0174 (0.0213) time: 0.3934 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:23 det.util.utils] INFO: Test: [ 380/2500] eta: 0:06:37 model_time: 0.1277 (0.1629) evaluator_time: 0.0158 (0.0212) time: 0.1591 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:25 det.util.utils] INFO: Test: [ 390/2500] eta: 0:06:34 model_time: 0.1337 (0.1627) evaluator_time: 0.0152 (0.0211) time: 0.1704 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:27 det.util.utils] INFO: Test: [ 400/2500] eta: 0:06:31 model_time: 0.1326 (0.1620) evaluator_time: 0.0152 (0.0211) time: 0.1649 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:28 det.util.utils] INFO: Test: [ 410/2500] eta: 0:06:27 model_time: 0.1323 (0.1614) evaluator_time: 0.0151 (0.0210) time: 0.1583 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:30 det.util.utils] INFO: Test: [ 420/2500] eta: 0:06:25 model_time: 0.1365 (0.1612) evaluator_time: 0.0145 (0.0210) time: 0.1664 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:32 det.util.utils] INFO: Test: [ 430/2500] eta: 0:06:22 model_time: 0.1365 (0.1607) evaluator_time: 0.0149 (0.0210) time: 0.1671 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:33 det.util.utils] INFO: Test: [ 440/2500] eta: 0:06:19 model_time: 0.1362 (0.1601) evaluator_time: 0.0159 (0.0209) time: 0.1588 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:35 det.util.utils] INFO: Test: [ 450/2500] eta: 0:06:15 model_time: 0.1285 (0.1595) evaluator_time: 0.0142 (0.0208) time: 0.1540 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:00:36 det.util.utils] INFO: Test: [ 460/2500] eta: 0:06:12 model_time: 0.1365 (0.1590) evaluator_time: 0.0125 (0.0207) time: 0.1544 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:00:38 det.util.utils] INFO: Test: [ 470/2500] eta: 0:06:09 model_time: 0.1379 (0.1586) evaluator_time: 0.0127 (0.0206) time: 0.1545 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:00:40 det.util.utils] INFO: Test: [ 480/2500] eta: 0:06:06 model_time: 0.1365 (0.1582) evaluator_time: 0.0141 (0.0205) time: 0.1561 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:41 det.util.utils] INFO: Test: [ 490/2500] eta: 0:06:04 model_time: 0.1358 (0.1577) evaluator_time: 0.0147 (0.0205) time: 0.1566 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:43 det.util.utils] INFO: Test: [ 500/2500] eta: 0:06:01 model_time: 0.1358 (0.1574) evaluator_time: 0.0147 (0.0204) time: 0.1608 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:00:44 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:59 model_time: 0.1361 (0.1572) evaluator_time: 0.0177 (0.0205) time: 0.1695 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:00:46 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:57 model_time: 0.1424 (0.1569) evaluator_time: 0.0179 (0.0205) time: 0.1682 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:48 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:54 model_time: 0.1424 (0.1565) evaluator_time: 0.0166 (0.0204) time: 0.1607 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:49 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:51 model_time: 0.1399 (0.1562) evaluator_time: 0.0164 (0.0203) time: 0.1561 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:51 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:49 model_time: 0.1366 (0.1561) evaluator_time: 0.0185 (0.0204) time: 0.1669 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:53 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:47 model_time: 0.1374 (0.1558) evaluator_time: 0.0200 (0.0203) time: 0.1695 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:00:54 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:46 model_time: 0.1433 (0.1559) evaluator_time: 0.0175 (0.0204) time: 0.1744 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:56 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:43 model_time: 0.1387 (0.1556) evaluator_time: 0.0164 (0.0203) time: 0.1724 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:00:58 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:41 model_time: 0.1375 (0.1554) evaluator_time: 0.0153 (0.0203) time: 0.1613 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:00:59 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:39 model_time: 0.1416 (0.1552) evaluator_time: 0.0191 (0.0205) time: 0.1699 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:01:01 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:36 model_time: 0.1402 (0.1549) evaluator_time: 0.0191 (0.0204) time: 0.1667 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:03 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:34 model_time: 0.1373 (0.1546) evaluator_time: 0.0196 (0.0205) time: 0.1620 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:04 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:32 model_time: 0.1347 (0.1544) evaluator_time: 0.0202 (0.0205) time: 0.1631 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:06 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:30 model_time: 0.1275 (0.1541) evaluator_time: 0.0219 (0.0206) time: 0.1631 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:08 det.util.utils] INFO: Test: [ 650/2500] eta: 0:05:28 model_time: 0.1301 (0.1540) evaluator_time: 0.0191 (0.0206) time: 0.1659 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:09 det.util.utils] INFO: Test: [ 660/2500] eta: 0:05:26 model_time: 0.1331 (0.1537) evaluator_time: 0.0189 (0.0206) time: 0.1643 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:11 det.util.utils] INFO: Test: [ 670/2500] eta: 0:05:23 model_time: 0.1407 (0.1535) evaluator_time: 0.0192 (0.0206) time: 0.1643 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:13 det.util.utils] INFO: Test: [ 680/2500] eta: 0:05:21 model_time: 0.1420 (0.1533) evaluator_time: 0.0191 (0.0207) time: 0.1671 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:14 det.util.utils] INFO: Test: [ 690/2500] eta: 0:05:19 model_time: 0.1340 (0.1531) evaluator_time: 0.0176 (0.0207) time: 0.1665 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:16 det.util.utils] INFO: Test: [ 700/2500] eta: 0:05:17 model_time: 0.1424 (0.1529) evaluator_time: 0.0165 (0.0207) time: 0.1654 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:17 det.util.utils] INFO: Test: [ 710/2500] eta: 0:05:15 model_time: 0.1289 (0.1526) evaluator_time: 0.0149 (0.0207) time: 0.1585 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:19 det.util.utils] INFO: Test: [ 720/2500] eta: 0:05:13 model_time: 0.1250 (0.1523) evaluator_time: 0.0164 (0.0208) time: 0.1565 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:01:21 det.util.utils] INFO: Test: [ 730/2500] eta: 0:05:11 model_time: 0.1281 (0.1521) evaluator_time: 0.0161 (0.0208) time: 0.1599 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:22 det.util.utils] INFO: Test: [ 740/2500] eta: 0:05:09 model_time: 0.1332 (0.1520) evaluator_time: 0.0161 (0.0208) time: 0.1643 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:01:24 det.util.utils] INFO: Test: [ 750/2500] eta: 0:05:07 model_time: 0.1384 (0.1519) evaluator_time: 0.0161 (0.0208) time: 0.1644 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:26 det.util.utils] INFO: Test: [ 760/2500] eta: 0:05:05 model_time: 0.1352 (0.1517) evaluator_time: 0.0155 (0.0208) time: 0.1624 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:27 det.util.utils] INFO: Test: [ 770/2500] eta: 0:05:03 model_time: 0.1426 (0.1516) evaluator_time: 0.0190 (0.0208) time: 0.1670 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:29 det.util.utils] INFO: Test: [ 780/2500] eta: 0:05:01 model_time: 0.1441 (0.1515) evaluator_time: 0.0194 (0.0208) time: 0.1678 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:31 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:59 model_time: 0.1427 (0.1515) evaluator_time: 0.0196 (0.0208) time: 0.1694 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:32 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:57 model_time: 0.1427 (0.1514) evaluator_time: 0.0197 (0.0209) time: 0.1739 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:34 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:55 model_time: 0.1422 (0.1514) evaluator_time: 0.0171 (0.0209) time: 0.1759 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:36 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:53 model_time: 0.1406 (0.1513) evaluator_time: 0.0151 (0.0209) time: 0.1696 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:37 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:52 model_time: 0.1406 (0.1512) evaluator_time: 0.0176 (0.0209) time: 0.1644 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:01:39 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:49 model_time: 0.1312 (0.1509) evaluator_time: 0.0162 (0.0208) time: 0.1597 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:41 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:48 model_time: 0.1242 (0.1508) evaluator_time: 0.0158 (0.0209) time: 0.1638 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:42 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:46 model_time: 0.1269 (0.1507) evaluator_time: 0.0168 (0.0209) time: 0.1667 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:01:44 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:43 model_time: 0.1346 (0.1505) evaluator_time: 0.0165 (0.0209) time: 0.1585 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:01:45 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:41 model_time: 0.1346 (0.1504) evaluator_time: 0.0160 (0.0208) time: 0.1577 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:47 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:39 model_time: 0.1298 (0.1502) evaluator_time: 0.0148 (0.0209) time: 0.1570 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:49 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:38 model_time: 0.1297 (0.1502) evaluator_time: 0.0168 (0.0208) time: 0.1630 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:01:50 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:36 model_time: 0.1347 (0.1501) evaluator_time: 0.0173 (0.0208) time: 0.1671 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:52 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:34 model_time: 0.1331 (0.1500) evaluator_time: 0.0191 (0.0208) time: 0.1641 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:01:54 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:32 model_time: 0.1279 (0.1498) evaluator_time: 0.0141 (0.0208) time: 0.1609 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:01:55 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:30 model_time: 0.1377 (0.1497) evaluator_time: 0.0168 (0.0208) time: 0.1621 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:01:57 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:28 model_time: 0.1439 (0.1497) evaluator_time: 0.0155 (0.0208) time: 0.1637 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:01:59 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:26 model_time: 0.1522 (0.1498) evaluator_time: 0.0151 (0.0208) time: 0.1738 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:02:00 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:25 model_time: 0.1522 (0.1497) evaluator_time: 0.0179 (0.0208) time: 0.1751 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:02 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:23 model_time: 0.1433 (0.1496) evaluator_time: 0.0182 (0.0208) time: 0.1686 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:04 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:21 model_time: 0.1452 (0.1496) evaluator_time: 0.0210 (0.0209) time: 0.1710 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 04:02:05 det.util.utils] INFO: Test: [1000/2500] eta: 0:04:19 model_time: 0.1329 (0.1495) evaluator_time: 0.0162 (0.0209) time: 0.1640 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:07 det.util.utils] INFO: Test: [1010/2500] eta: 0:04:17 model_time: 0.1278 (0.1493) evaluator_time: 0.0175 (0.0209) time: 0.1594 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:02:09 det.util.utils] INFO: Test: [1020/2500] eta: 0:04:15 model_time: 0.1305 (0.1492) evaluator_time: 0.0175 (0.0208) time: 0.1569 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:02:10 det.util.utils] INFO: Test: [1030/2500] eta: 0:04:13 model_time: 0.1322 (0.1490) evaluator_time: 0.0146 (0.0208) time: 0.1547 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:12 det.util.utils] INFO: Test: [1040/2500] eta: 0:04:11 model_time: 0.1296 (0.1489) evaluator_time: 0.0179 (0.0208) time: 0.1582 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:13 det.util.utils] INFO: Test: [1050/2500] eta: 0:04:10 model_time: 0.1311 (0.1490) evaluator_time: 0.0179 (0.0208) time: 0.1683 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:15 det.util.utils] INFO: Test: [1060/2500] eta: 0:04:08 model_time: 0.1360 (0.1489) evaluator_time: 0.0158 (0.0208) time: 0.1694 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:17 det.util.utils] INFO: Test: [1070/2500] eta: 0:04:06 model_time: 0.1360 (0.1488) evaluator_time: 0.0142 (0.0207) time: 0.1606 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:18 det.util.utils] INFO: Test: [1080/2500] eta: 0:04:04 model_time: 0.1306 (0.1487) evaluator_time: 0.0143 (0.0207) time: 0.1571 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:20 det.util.utils] INFO: Test: [1090/2500] eta: 0:04:02 model_time: 0.1306 (0.1486) evaluator_time: 0.0157 (0.0207) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:22 det.util.utils] INFO: Test: [1100/2500] eta: 0:04:00 model_time: 0.1394 (0.1486) evaluator_time: 0.0138 (0.0207) time: 0.1637 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:23 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:58 model_time: 0.1307 (0.1485) evaluator_time: 0.0151 (0.0207) time: 0.1655 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:25 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:57 model_time: 0.1307 (0.1484) evaluator_time: 0.0216 (0.0207) time: 0.1670 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:27 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:55 model_time: 0.1333 (0.1483) evaluator_time: 0.0194 (0.0208) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:28 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:53 model_time: 0.1336 (0.1483) evaluator_time: 0.0165 (0.0208) time: 0.1639 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:30 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:51 model_time: 0.1412 (0.1482) evaluator_time: 0.0152 (0.0207) time: 0.1598 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:31 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:49 model_time: 0.1344 (0.1481) evaluator_time: 0.0152 (0.0208) time: 0.1609 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:33 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:48 model_time: 0.1344 (0.1480) evaluator_time: 0.0160 (0.0207) time: 0.1630 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:02:35 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:46 model_time: 0.1414 (0.1480) evaluator_time: 0.0158 (0.0207) time: 0.1659 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:36 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:44 model_time: 0.1411 (0.1479) evaluator_time: 0.0170 (0.0207) time: 0.1688 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:38 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:42 model_time: 0.1335 (0.1479) evaluator_time: 0.0182 (0.0207) time: 0.1626 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:40 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:41 model_time: 0.1381 (0.1478) evaluator_time: 0.0191 (0.0208) time: 0.1654 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:41 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:39 model_time: 0.1392 (0.1477) evaluator_time: 0.0230 (0.0208) time: 0.1661 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:43 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:37 model_time: 0.1355 (0.1476) evaluator_time: 0.0168 (0.0208) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:44 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:35 model_time: 0.1313 (0.1476) evaluator_time: 0.0147 (0.0208) time: 0.1594 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:46 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:33 model_time: 0.1328 (0.1475) evaluator_time: 0.0149 (0.0208) time: 0.1600 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:48 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:31 model_time: 0.1333 (0.1474) evaluator_time: 0.0183 (0.0208) time: 0.1618 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:49 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:30 model_time: 0.1334 (0.1473) evaluator_time: 0.0173 (0.0208) time: 0.1600 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:02:51 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:28 model_time: 0.1368 (0.1473) evaluator_time: 0.0172 (0.0208) time: 0.1599 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:02:53 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:26 model_time: 0.1341 (0.1472) evaluator_time: 0.0190 (0.0208) time: 0.1623 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:02:54 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:24 model_time: 0.1353 (0.1471) evaluator_time: 0.0186 (0.0208) time: 0.1625 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:56 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:23 model_time: 0.1406 (0.1471) evaluator_time: 0.0187 (0.0208) time: 0.1689 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:58 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:21 model_time: 0.1397 (0.1470) evaluator_time: 0.0187 (0.0209) time: 0.1699 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:02:59 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:19 model_time: 0.1291 (0.1469) evaluator_time: 0.0162 (0.0208) time: 0.1620 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:03:01 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:17 model_time: 0.1299 (0.1468) evaluator_time: 0.0181 (0.0209) time: 0.1596 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:03:02 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:15 model_time: 0.1309 (0.1469) evaluator_time: 0.0189 (0.0208) time: 0.1649 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:03:04 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:14 model_time: 0.1358 (0.1468) evaluator_time: 0.0140 (0.0208) time: 0.1654 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:06 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:12 model_time: 0.1389 (0.1468) evaluator_time: 0.0141 (0.0209) time: 0.1656 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:03:07 det.util.utils] INFO: Test: [1380/2500] eta: 0:03:10 model_time: 0.1422 (0.1468) evaluator_time: 0.0189 (0.0209) time: 0.1707 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:09 det.util.utils] INFO: Test: [1390/2500] eta: 0:03:09 model_time: 0.1413 (0.1467) evaluator_time: 0.0207 (0.0209) time: 0.1693 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:03:11 det.util.utils] INFO: Test: [1400/2500] eta: 0:03:07 model_time: 0.1401 (0.1467) evaluator_time: 0.0188 (0.0209) time: 0.1650 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:03:12 det.util.utils] INFO: Test: [1410/2500] eta: 0:03:05 model_time: 0.1370 (0.1466) evaluator_time: 0.0212 (0.0209) time: 0.1646 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:03:14 det.util.utils] INFO: Test: [1420/2500] eta: 0:03:03 model_time: 0.1364 (0.1466) evaluator_time: 0.0194 (0.0209) time: 0.1659 data: 0.0009 mem: 961 max mem: 36965 [2024-01-16 04:03:16 det.util.utils] INFO: Test: [1430/2500] eta: 0:03:02 model_time: 0.1346 (0.1466) evaluator_time: 0.0175 (0.0209) time: 0.1679 data: 0.0009 mem: 961 max mem: 36965 [2024-01-16 04:03:17 det.util.utils] INFO: Test: [1440/2500] eta: 0:03:00 model_time: 0.1372 (0.1465) evaluator_time: 0.0166 (0.0209) time: 0.1662 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:19 det.util.utils] INFO: Test: [1450/2500] eta: 0:02:58 model_time: 0.1361 (0.1465) evaluator_time: 0.0159 (0.0209) time: 0.1600 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 04:03:21 det.util.utils] INFO: Test: [1460/2500] eta: 0:02:56 model_time: 0.1372 (0.1465) evaluator_time: 0.0176 (0.0209) time: 0.1635 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:22 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:55 model_time: 0.1376 (0.1464) evaluator_time: 0.0169 (0.0209) time: 0.1633 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:24 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:53 model_time: 0.1308 (0.1463) evaluator_time: 0.0148 (0.0209) time: 0.1591 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:25 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:51 model_time: 0.1330 (0.1463) evaluator_time: 0.0143 (0.0209) time: 0.1591 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:03:27 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:49 model_time: 0.1291 (0.1462) evaluator_time: 0.0143 (0.0208) time: 0.1548 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:03:29 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:47 model_time: 0.1291 (0.1461) evaluator_time: 0.0153 (0.0208) time: 0.1549 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:30 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:46 model_time: 0.1354 (0.1461) evaluator_time: 0.0205 (0.0208) time: 0.1628 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 04:03:32 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:44 model_time: 0.1401 (0.1461) evaluator_time: 0.0203 (0.0208) time: 0.1669 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 04:03:34 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:42 model_time: 0.1348 (0.1460) evaluator_time: 0.0174 (0.0208) time: 0.1625 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 04:03:35 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:41 model_time: 0.1347 (0.1460) evaluator_time: 0.0169 (0.0208) time: 0.1596 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 04:03:37 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:39 model_time: 0.1270 (0.1458) evaluator_time: 0.0153 (0.0208) time: 0.1567 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:38 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:37 model_time: 0.1285 (0.1458) evaluator_time: 0.0175 (0.0209) time: 0.1625 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 04:03:40 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:35 model_time: 0.1408 (0.1458) evaluator_time: 0.0175 (0.0208) time: 0.1651 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 04:03:42 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:34 model_time: 0.1323 (0.1457) evaluator_time: 0.0138 (0.0208) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:43 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:32 model_time: 0.1323 (0.1457) evaluator_time: 0.0162 (0.0208) time: 0.1619 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:45 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:30 model_time: 0.1397 (0.1457) evaluator_time: 0.0204 (0.0209) time: 0.1660 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:47 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:28 model_time: 0.1372 (0.1456) evaluator_time: 0.0166 (0.0209) time: 0.1660 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:03:48 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:27 model_time: 0.1375 (0.1456) evaluator_time: 0.0175 (0.0209) time: 0.1691 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:50 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:25 model_time: 0.1375 (0.1456) evaluator_time: 0.0175 (0.0209) time: 0.1655 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:51 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:23 model_time: 0.1276 (0.1455) evaluator_time: 0.0169 (0.0209) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:53 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:21 model_time: 0.1286 (0.1454) evaluator_time: 0.0170 (0.0209) time: 0.1594 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:03:55 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:20 model_time: 0.1358 (0.1454) evaluator_time: 0.0178 (0.0209) time: 0.1663 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:03:56 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:18 model_time: 0.1258 (0.1453) evaluator_time: 0.0171 (0.0209) time: 0.1603 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:03:58 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:16 model_time: 0.1304 (0.1453) evaluator_time: 0.0159 (0.0209) time: 0.1599 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:03:59 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:15 model_time: 0.1322 (0.1452) evaluator_time: 0.0169 (0.0209) time: 0.1631 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:04:01 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:13 model_time: 0.1288 (0.1452) evaluator_time: 0.0181 (0.0209) time: 0.1642 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:04:03 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:11 model_time: 0.1355 (0.1452) evaluator_time: 0.0169 (0.0209) time: 0.1659 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:04:04 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:09 model_time: 0.1350 (0.1452) evaluator_time: 0.0166 (0.0209) time: 0.1629 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:06 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:08 model_time: 0.1382 (0.1451) evaluator_time: 0.0174 (0.0209) time: 0.1623 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:08 det.util.utils] INFO: Test: [1750/2500] eta: 0:02:06 model_time: 0.1370 (0.1451) evaluator_time: 0.0148 (0.0209) time: 0.1551 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:04:09 det.util.utils] INFO: Test: [1760/2500] eta: 0:02:04 model_time: 0.1370 (0.1450) evaluator_time: 0.0130 (0.0209) time: 0.1583 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:04:11 det.util.utils] INFO: Test: [1770/2500] eta: 0:02:03 model_time: 0.1337 (0.1450) evaluator_time: 0.0186 (0.0209) time: 0.1609 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:12 det.util.utils] INFO: Test: [1780/2500] eta: 0:02:01 model_time: 0.1299 (0.1449) evaluator_time: 0.0186 (0.0209) time: 0.1569 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:04:14 det.util.utils] INFO: Test: [1790/2500] eta: 0:01:59 model_time: 0.1261 (0.1448) evaluator_time: 0.0193 (0.0209) time: 0.1545 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:04:16 det.util.utils] INFO: Test: [1800/2500] eta: 0:01:57 model_time: 0.1314 (0.1448) evaluator_time: 0.0191 (0.0209) time: 0.1618 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:17 det.util.utils] INFO: Test: [1810/2500] eta: 0:01:56 model_time: 0.1481 (0.1448) evaluator_time: 0.0186 (0.0209) time: 0.1692 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:19 det.util.utils] INFO: Test: [1820/2500] eta: 0:01:54 model_time: 0.1382 (0.1448) evaluator_time: 0.0182 (0.0209) time: 0.1593 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:04:20 det.util.utils] INFO: Test: [1830/2500] eta: 0:01:52 model_time: 0.1302 (0.1447) evaluator_time: 0.0164 (0.0209) time: 0.1541 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:04:22 det.util.utils] INFO: Test: [1840/2500] eta: 0:01:51 model_time: 0.1352 (0.1447) evaluator_time: 0.0164 (0.0209) time: 0.1604 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:24 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:49 model_time: 0.1377 (0.1447) evaluator_time: 0.0172 (0.0209) time: 0.1638 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:04:25 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:47 model_time: 0.1377 (0.1446) evaluator_time: 0.0159 (0.0209) time: 0.1615 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:04:27 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:45 model_time: 0.1365 (0.1446) evaluator_time: 0.0148 (0.0208) time: 0.1620 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:04:29 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:44 model_time: 0.1481 (0.1446) evaluator_time: 0.0154 (0.0209) time: 0.1705 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:04:30 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:42 model_time: 0.1462 (0.1446) evaluator_time: 0.0163 (0.0209) time: 0.1691 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:04:32 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:40 model_time: 0.1398 (0.1446) evaluator_time: 0.0202 (0.0209) time: 0.1700 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:34 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:39 model_time: 0.1352 (0.1446) evaluator_time: 0.0173 (0.0209) time: 0.1650 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 04:04:35 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:37 model_time: 0.1352 (0.1445) evaluator_time: 0.0142 (0.0209) time: 0.1568 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:04:37 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:35 model_time: 0.1517 (0.1446) evaluator_time: 0.0152 (0.0209) time: 0.1694 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:04:39 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:34 model_time: 0.1378 (0.1445) evaluator_time: 0.0173 (0.0209) time: 0.1676 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 04:04:40 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:32 model_time: 0.1327 (0.1445) evaluator_time: 0.0173 (0.0209) time: 0.1623 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 04:04:42 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:30 model_time: 0.1363 (0.1445) evaluator_time: 0.0164 (0.0209) time: 0.1657 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:43 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:29 model_time: 0.1334 (0.1445) evaluator_time: 0.0165 (0.0209) time: 0.1615 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:45 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:27 model_time: 0.1297 (0.1444) evaluator_time: 0.0176 (0.0209) time: 0.1618 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:47 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:25 model_time: 0.1271 (0.1443) evaluator_time: 0.0179 (0.0209) time: 0.1567 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:04:48 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:23 model_time: 0.1253 (0.1443) evaluator_time: 0.0152 (0.0209) time: 0.1516 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:04:50 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:22 model_time: 0.1308 (0.1443) evaluator_time: 0.0156 (0.0209) time: 0.1637 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:52 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:20 model_time: 0.1403 (0.1443) evaluator_time: 0.0180 (0.0209) time: 0.1702 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 04:04:53 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:18 model_time: 0.1350 (0.1443) evaluator_time: 0.0206 (0.0209) time: 0.1673 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:55 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:17 model_time: 0.1328 (0.1442) evaluator_time: 0.0169 (0.0209) time: 0.1617 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:56 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:15 model_time: 0.1288 (0.1442) evaluator_time: 0.0169 (0.0209) time: 0.1594 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:04:58 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:13 model_time: 0.1354 (0.1442) evaluator_time: 0.0149 (0.0209) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:00 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:12 model_time: 0.1354 (0.1442) evaluator_time: 0.0171 (0.0209) time: 0.1609 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:01 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:10 model_time: 0.1273 (0.1441) evaluator_time: 0.0197 (0.0209) time: 0.1601 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:03 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:08 model_time: 0.1275 (0.1441) evaluator_time: 0.0215 (0.0209) time: 0.1581 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:04 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:07 model_time: 0.1306 (0.1441) evaluator_time: 0.0149 (0.0209) time: 0.1637 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:05:06 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:05 model_time: 0.1419 (0.1441) evaluator_time: 0.0153 (0.0209) time: 0.1663 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:05:08 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:03 model_time: 0.1350 (0.1440) evaluator_time: 0.0146 (0.0208) time: 0.1577 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:09 det.util.utils] INFO: Test: [2130/2500] eta: 0:01:01 model_time: 0.1294 (0.1440) evaluator_time: 0.0146 (0.0209) time: 0.1586 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:11 det.util.utils] INFO: Test: [2140/2500] eta: 0:01:00 model_time: 0.1345 (0.1440) evaluator_time: 0.0169 (0.0208) time: 0.1620 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:12 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:58 model_time: 0.1344 (0.1439) evaluator_time: 0.0160 (0.0208) time: 0.1592 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:14 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:56 model_time: 0.1438 (0.1440) evaluator_time: 0.0181 (0.0209) time: 0.1718 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:16 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:55 model_time: 0.1458 (0.1440) evaluator_time: 0.0156 (0.0208) time: 0.1697 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:17 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:53 model_time: 0.1439 (0.1440) evaluator_time: 0.0148 (0.0208) time: 0.1603 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:19 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:51 model_time: 0.1367 (0.1439) evaluator_time: 0.0161 (0.0208) time: 0.1601 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:21 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:50 model_time: 0.1287 (0.1439) evaluator_time: 0.0167 (0.0208) time: 0.1574 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:22 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:48 model_time: 0.1349 (0.1439) evaluator_time: 0.0161 (0.0208) time: 0.1614 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:24 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:46 model_time: 0.1419 (0.1439) evaluator_time: 0.0163 (0.0208) time: 0.1688 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:05:26 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:45 model_time: 0.1420 (0.1439) evaluator_time: 0.0167 (0.0208) time: 0.1691 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:27 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:43 model_time: 0.1397 (0.1439) evaluator_time: 0.0146 (0.0208) time: 0.1612 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:29 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:41 model_time: 0.1409 (0.1439) evaluator_time: 0.0146 (0.0208) time: 0.1647 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:31 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:40 model_time: 0.1439 (0.1439) evaluator_time: 0.0180 (0.0208) time: 0.1713 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:32 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:38 model_time: 0.1429 (0.1439) evaluator_time: 0.0173 (0.0208) time: 0.1640 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:34 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:36 model_time: 0.1402 (0.1439) evaluator_time: 0.0190 (0.0208) time: 0.1627 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:35 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:35 model_time: 0.1384 (0.1438) evaluator_time: 0.0186 (0.0208) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:37 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:33 model_time: 0.1256 (0.1438) evaluator_time: 0.0158 (0.0208) time: 0.1526 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:39 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:31 model_time: 0.1288 (0.1437) evaluator_time: 0.0155 (0.0208) time: 0.1558 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:40 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:30 model_time: 0.1384 (0.1437) evaluator_time: 0.0159 (0.0207) time: 0.1612 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:42 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:28 model_time: 0.1358 (0.1437) evaluator_time: 0.0160 (0.0207) time: 0.1608 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:44 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:26 model_time: 0.1368 (0.1437) evaluator_time: 0.0182 (0.0207) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:45 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:25 model_time: 0.1464 (0.1437) evaluator_time: 0.0179 (0.0208) time: 0.1704 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:47 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:23 model_time: 0.1342 (0.1437) evaluator_time: 0.0179 (0.0208) time: 0.1648 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:48 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1331 (0.1437) evaluator_time: 0.0176 (0.0208) time: 0.1604 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:50 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:20 model_time: 0.1356 (0.1436) evaluator_time: 0.0184 (0.0208) time: 0.1632 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:52 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:18 model_time: 0.1321 (0.1436) evaluator_time: 0.0161 (0.0208) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:05:53 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1308 (0.1436) evaluator_time: 0.0152 (0.0208) time: 0.1587 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:55 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:15 model_time: 0.1458 (0.1436) evaluator_time: 0.0158 (0.0208) time: 0.1704 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:05:57 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:13 model_time: 0.1342 (0.1436) evaluator_time: 0.0152 (0.0207) time: 0.1636 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 04:05:58 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1299 (0.1436) evaluator_time: 0.0155 (0.0207) time: 0.1579 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:06:00 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:10 model_time: 0.1297 (0.1435) evaluator_time: 0.0164 (0.0207) time: 0.1601 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:06:01 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1297 (0.1435) evaluator_time: 0.0164 (0.0207) time: 0.1594 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:06:03 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1367 (0.1435) evaluator_time: 0.0179 (0.0207) time: 0.1648 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:06:05 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:05 model_time: 0.1389 (0.1435) evaluator_time: 0.0187 (0.0207) time: 0.1655 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 04:06:06 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1353 (0.1434) evaluator_time: 0.0141 (0.0207) time: 0.1586 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 04:06:08 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1232 (0.1434) evaluator_time: 0.0140 (0.0207) time: 0.1476 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 04:06:09 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1225 (0.1433) evaluator_time: 0.0153 (0.0207) time: 0.1469 data: 0.0004 mem: 962 max mem: 36965 [2024-01-16 04:06:09 det.util.engine] INFO: Averaged stats: model_time: 0.1225 (0.1378) evaluator_time: 0.0153 (0.0221) [2024-01-16 04:06:47 det.util.engine] INFO: Accumulating evaluation results... DONE (t=20.76s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.689 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.358 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.570 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 [2024-01-16 04:06:47 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 127048 | 0.962 | 0.863 | | bicycle | 149 | 316 | 7614 | 0.895 | 0.653 | | car | 535 | 1932 | 74927 | 0.943 | 0.754 | | motorcycle | 159 | 371 | 6617 | 0.946 | 0.779 | | airplane | 97 | 143 | 5050 | 0.993 | 0.906 | | bus | 189 | 285 | 5513 | 0.965 | 0.859 | | train | 157 | 190 | 6443 | 0.984 | 0.902 | | truck | 250 | 415 | 13278 | 0.978 | 0.615 | | boat | 121 | 430 | 10782 | 0.896 | 0.578 | | traffic light | 191 | 637 | 12641 | 0.872 | 0.604 | | fire hydrant | 86 | 101 | 2744 | 1.000 | 0.912 | | stop sign | 69 | 75 | 3342 | 0.973 | 0.778 | | parking meter | 37 | 60 | 2124 | 0.900 | 0.712 | | bench | 235 | 413 | 30577 | 0.830 | 0.435 | | bird | 125 | 440 | 15603 | 0.824 | 0.675 | | cat | 184 | 202 | 4190 | 0.985 | 0.931 | | dog | 177 | 218 | 14043 | 0.982 | 0.866 | | horse | 128 | 273 | 6742 | 0.974 | 0.865 | | sheep | 65 | 361 | 6896 | 0.977 | 0.851 | | cow | 87 | 380 | 8618 | 0.970 | 0.847 | | elephant | 89 | 255 | 6975 | 1.000 | 0.915 | | bear | 49 | 71 | 10987 | 0.986 | 0.923 | | zebra | 85 | 268 | 8101 | 0.992 | 0.936 | | giraffe | 101 | 232 | 8557 | 0.996 | 0.921 | | backpack | 228 | 371 | 18297 | 0.892 | 0.390 | | umbrella | 174 | 413 | 6470 | 0.916 | 0.714 | | handbag | 292 | 540 | 18721 | 0.874 | 0.394 | | tie | 145 | 254 | 7174 | 0.841 | 0.640 | | suitcase | 105 | 303 | 6281 | 0.936 | 0.730 | | frisbee | 84 | 115 | 1746 | 0.974 | 0.920 | | skis | 120 | 241 | 9831 | 0.863 | 0.569 | | snowboard | 49 | 69 | 4853 | 0.884 | 0.621 | | sports ball | 169 | 263 | 6826 | 0.858 | 0.739 | | kite | 91 | 336 | 4011 | 0.924 | 0.733 | | baseball bat | 97 | 146 | 1984 | 0.897 | 0.721 | | baseball glove | 100 | 148 | 3280 | 0.932 | 0.720 | | skateboard | 127 | 179 | 3109 | 0.950 | 0.844 | | surfboard | 149 | 269 | 13287 | 0.888 | 0.718 | | tennis racket | 167 | 225 | 3461 | 0.920 | 0.829 | | bottle | 379 | 1025 | 13238 | 0.910 | 0.666 | | wine glass | 110 | 343 | 3401 | 0.874 | 0.647 | | cup | 390 | 899 | 13958 | 0.927 | 0.680 | | fork | 155 | 215 | 4449 | 0.912 | 0.658 | | knife | 181 | 326 | 6166 | 0.858 | 0.473 | | spoon | 153 | 253 | 5516 | 0.806 | 0.425 | | bowl | 314 | 626 | 10256 | 0.941 | 0.642 | | banana | 103 | 379 | 6761 | 0.886 | 0.451 | | apple | 76 | 239 | 5865 | 0.860 | 0.393 | | sandwich | 98 | 177 | 3966 | 0.932 | 0.598 | | orange | 85 | 287 | 4095 | 0.895 | 0.537 | | broccoli | 71 | 316 | 7040 | 0.907 | 0.440 | | carrot | 3 | 2303 | 74927 | 0.896 | 0.442 | | hot dog | 0 | 345 | 14043 | 0.856 | 0.638 | | pizza | 153 | 285 | 4489 | 0.961 | 0.795 | | donut | 62 | 338 | 3635 | 0.960 | 0.746 | | cake | 124 | 316 | 5997 | 0.961 | 0.685 | | chair | 580 | 1791 | 33625 | 0.886 | 0.560 | | couch | 195 | 261 | 9709 | 0.977 | 0.678 | | potted plant | 172 | 343 | 15098 | 0.904 | 0.541 | | bed | 149 | 163 | 8705 | 0.982 | 0.696 | | dining table | 501 | 697 | 22690 | 0.896 | 0.496 | | toilet | 149 | 179 | 6307 | 0.978 | 0.842 | | tv | 207 | 288 | 4522 | 0.944 | 0.829 | | laptop | 183 | 231 | 3817 | 0.978 | 0.826 | | mouse | 88 | 106 | 1336 | 0.943 | 0.847 | | remote | 145 | 283 | 5099 | 0.922 | 0.662 | | keyboard | 106 | 153 | 2755 | 0.935 | 0.754 | | cell phone | 214 | 262 | 6762 | 0.847 | 0.644 | | microwave | 54 | 55 | 1271 | 0.982 | 0.827 | | oven | 115 | 143 | 5068 | 0.937 | 0.622 | | toaster | 8 | 9 | 512 | 1.000 | 0.717 | | sink | 187 | 225 | 9872 | 0.951 | 0.667 | | refrigerator | 101 | 126 | 3987 | 0.984 | 0.786 | | book | 230 | 1161 | 22651 | 0.863 | 0.401 | | clock | 204 | 267 | 9922 | 0.951 | 0.802 | | vase | 137 | 277 | 5310 | 0.887 | 0.621 | | scissors | 28 | 36 | 2566 | 0.806 | 0.516 | | teddy bear | 0 | 262 | 10987 | 0.942 | 0.732 | | hair drier | 9 | 11 | 1179 | 0.727 | 0.341 | | toothbrush | 34 | 57 | 2347 | 0.737 | 0.454 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.921 | 0.689 | +----------------+------+-------+--------+--------+-------+ [2024-01-16 04:06:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:06:51 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-16 04:06:51 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-16 04:06:54 det.util.engine] INFO: Epoch: [11] [0/11727] eta: 4:01:25 lr: 0.000010 data_time: 0.0039 iter_time: 1.2352 loss: 24.8539 (24.8539) loss_class: 0.6424 (0.6424) loss_bbox: 0.1634 (0.1634) loss_giou: 0.4484 (0.4484) loss_class_0: 0.7466 (0.7466) loss_bbox_0: 0.1419 (0.1419) loss_giou_0: 0.4712 (0.4712) loss_class_1: 0.6330 (0.6330) loss_bbox_1: 0.1673 (0.1673) loss_giou_1: 0.4853 (0.4853) loss_class_2: 0.6210 (0.6210) loss_bbox_2: 0.1686 (0.1686) loss_giou_2: 0.4794 (0.4794) loss_class_3: 0.6364 (0.6364) loss_bbox_3: 0.1383 (0.1383) loss_giou_3: 0.4503 (0.4503) loss_class_4: 0.6706 (0.6706) loss_bbox_4: 0.1388 (0.1388) loss_giou_4: 0.4371 (0.4371) loss_class_enc: 0.7213 (0.7213) loss_bbox_enc: 0.1736 (0.1736) loss_giou_enc: 0.5257 (0.5257) loss_class_dn: 0.3739 (0.3739) loss_bbox_dn: 0.2062 (0.2062) loss_giou_dn: 0.4432 (0.4432) loss_class_dn_0: 0.4464 (0.4464) loss_bbox_dn_0: 0.2932 (0.2932) loss_giou_dn_0: 0.5660 (0.5660) loss_class_dn_1: 0.3998 (0.3998) loss_bbox_dn_1: 0.2177 (0.2177) loss_giou_dn_1: 0.4833 (0.4833) loss_class_dn_2: 0.3799 (0.3799) loss_bbox_dn_2: 0.2046 (0.2046) loss_giou_dn_2: 0.4517 (0.4517) loss_class_dn_3: 0.3774 (0.3774) loss_bbox_dn_3: 0.2051 (0.2051) loss_giou_dn_3: 0.4474 (0.4474) loss_class_dn_4: 0.3757 (0.3757) loss_bbox_dn_4: 0.2062 (0.2062) loss_giou_dn_4: 0.4434 (0.4434) loss_class_hybrid: 0.6314 (0.6314) loss_bbox_hybrid: 0.1676 (0.1676) loss_giou_hybrid: 0.4962 (0.4962) loss_class_0_hybrid: 0.7143 (0.7143) loss_bbox_0_hybrid: 0.1490 (0.1490) loss_giou_0_hybrid: 0.4899 (0.4899) loss_class_1_hybrid: 0.6790 (0.6790) loss_bbox_1_hybrid: 0.1626 (0.1626) loss_giou_1_hybrid: 0.4891 (0.4891) loss_class_2_hybrid: 0.6530 (0.6530) loss_bbox_2_hybrid: 0.1614 (0.1614) loss_giou_2_hybrid: 0.4891 (0.4891) loss_class_3_hybrid: 0.6527 (0.6527) loss_bbox_3_hybrid: 0.1477 (0.1477) loss_giou_3_hybrid: 0.4818 (0.4818) loss_class_4_hybrid: 0.6630 (0.6630) loss_bbox_4_hybrid: 0.1511 (0.1511) loss_giou_4_hybrid: 0.4850 (0.4850) loss_class_enc_hybrid: 0.6824 (0.6824) loss_bbox_enc_hybrid: 0.1756 (0.1756) loss_giou_enc_hybrid: 0.5503 (0.5503) mem: 1029 max mem: 36965 [2024-01-16 04:06:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:07:47 det.util.engine] INFO: Epoch: [11] [50/11727] eta: 3:29:19 lr: 0.000010 data_time: 0.0036 iter_time: 1.0628 loss: 23.6387 (23.9797) loss_class: 0.7026 (0.6821) loss_bbox: 0.1557 (0.1623) loss_giou: 0.3374 (0.3565) loss_class_0: 0.8483 (0.8302) loss_bbox_0: 0.1602 (0.1627) loss_giou_0: 0.3400 (0.3624) loss_class_1: 0.7216 (0.7250) loss_bbox_1: 0.1637 (0.1642) loss_giou_1: 0.3380 (0.3600) loss_class_2: 0.7283 (0.7074) loss_bbox_2: 0.1590 (0.1614) loss_giou_2: 0.3372 (0.3572) loss_class_3: 0.6963 (0.6891) loss_bbox_3: 0.1561 (0.1599) loss_giou_3: 0.3432 (0.3559) loss_class_4: 0.7049 (0.6865) loss_bbox_4: 0.1556 (0.1625) loss_giou_4: 0.3415 (0.3555) loss_class_enc: 0.7871 (0.7987) loss_bbox_enc: 0.1841 (0.1825) loss_giou_enc: 0.3790 (0.3966) loss_class_dn: 0.3497 (0.3569) loss_bbox_dn: 0.2151 (0.2200) loss_giou_dn: 0.3563 (0.3857) loss_class_dn_0: 0.4551 (0.4527) loss_bbox_dn_0: 0.3019 (0.3162) loss_giou_dn_0: 0.4792 (0.5028) loss_class_dn_1: 0.3809 (0.3845) loss_bbox_dn_1: 0.2311 (0.2453) loss_giou_dn_1: 0.3972 (0.4192) loss_class_dn_2: 0.3560 (0.3643) loss_bbox_dn_2: 0.2162 (0.2246) loss_giou_dn_2: 0.3669 (0.3932) loss_class_dn_3: 0.3528 (0.3590) loss_bbox_dn_3: 0.2152 (0.2211) loss_giou_dn_3: 0.3583 (0.3875) loss_class_dn_4: 0.3517 (0.3569) loss_bbox_dn_4: 0.2151 (0.2200) loss_giou_dn_4: 0.3563 (0.3857) loss_class_hybrid: 0.6894 (0.6809) loss_bbox_hybrid: 0.1611 (0.1753) loss_giou_hybrid: 0.3509 (0.3812) loss_class_0_hybrid: 0.7499 (0.7589) loss_bbox_0_hybrid: 0.1753 (0.1794) loss_giou_0_hybrid: 0.3615 (0.3958) loss_class_1_hybrid: 0.7239 (0.7155) loss_bbox_1_hybrid: 0.1692 (0.1751) loss_giou_1_hybrid: 0.3528 (0.3858) loss_class_2_hybrid: 0.7013 (0.6992) loss_bbox_2_hybrid: 0.1623 (0.1738) loss_giou_2_hybrid: 0.3548 (0.3815) loss_class_3_hybrid: 0.6913 (0.6855) loss_bbox_3_hybrid: 0.1605 (0.1744) loss_giou_3_hybrid: 0.3505 (0.3807) loss_class_4_hybrid: 0.6882 (0.6832) loss_bbox_4_hybrid: 0.1627 (0.1753) loss_giou_4_hybrid: 0.3505 (0.3810) loss_class_enc_hybrid: 0.7486 (0.7365) loss_bbox_enc_hybrid: 0.2087 (0.2069) loss_giou_enc_hybrid: 0.4114 (0.4397) mem: 1018 max mem: 36965 [2024-01-16 04:07:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:08:41 det.util.engine] INFO: Epoch: [11] [100/11727] eta: 3:27:11 lr: 0.000010 data_time: 0.0034 iter_time: 1.0300 loss: 23.5233 (23.7950) loss_class: 0.6756 (0.6798) loss_bbox: 0.1578 (0.1627) loss_giou: 0.3535 (0.3511) loss_class_0: 0.7944 (0.8308) loss_bbox_0: 0.1553 (0.1617) loss_giou_0: 0.3585 (0.3562) loss_class_1: 0.7083 (0.7245) loss_bbox_1: 0.1565 (0.1635) loss_giou_1: 0.3688 (0.3542) loss_class_2: 0.7005 (0.7049) loss_bbox_2: 0.1545 (0.1616) loss_giou_2: 0.3545 (0.3517) loss_class_3: 0.6892 (0.6876) loss_bbox_3: 0.1687 (0.1605) loss_giou_3: 0.3472 (0.3502) loss_class_4: 0.6963 (0.6832) loss_bbox_4: 0.1610 (0.1621) loss_giou_4: 0.3466 (0.3504) loss_class_enc: 0.7837 (0.7991) loss_bbox_enc: 0.1807 (0.1817) loss_giou_enc: 0.3984 (0.3904) loss_class_dn: 0.3509 (0.3556) loss_bbox_dn: 0.2075 (0.2168) loss_giou_dn: 0.3923 (0.3801) loss_class_dn_0: 0.4576 (0.4534) loss_bbox_dn_0: 0.3015 (0.3136) loss_giou_dn_0: 0.5090 (0.4972) loss_class_dn_1: 0.3851 (0.3837) loss_bbox_dn_1: 0.2347 (0.2423) loss_giou_dn_1: 0.4294 (0.4139) loss_class_dn_2: 0.3636 (0.3638) loss_bbox_dn_2: 0.2112 (0.2211) loss_giou_dn_2: 0.3980 (0.3873) loss_class_dn_3: 0.3544 (0.3580) loss_bbox_dn_3: 0.2102 (0.2178) loss_giou_dn_3: 0.3943 (0.3819) loss_class_dn_4: 0.3508 (0.3557) loss_bbox_dn_4: 0.2077 (0.2168) loss_giou_dn_4: 0.3924 (0.3801) loss_class_hybrid: 0.6586 (0.6821) loss_bbox_hybrid: 0.1735 (0.1728) loss_giou_hybrid: 0.3909 (0.3724) loss_class_0_hybrid: 0.7404 (0.7596) loss_bbox_0_hybrid: 0.1799 (0.1766) loss_giou_0_hybrid: 0.3966 (0.3861) loss_class_1_hybrid: 0.6861 (0.7148) loss_bbox_1_hybrid: 0.1765 (0.1736) loss_giou_1_hybrid: 0.3847 (0.3768) loss_class_2_hybrid: 0.6755 (0.6975) loss_bbox_2_hybrid: 0.1764 (0.1719) loss_giou_2_hybrid: 0.3834 (0.3729) loss_class_3_hybrid: 0.6701 (0.6865) loss_bbox_3_hybrid: 0.1725 (0.1720) loss_giou_3_hybrid: 0.3897 (0.3722) loss_class_4_hybrid: 0.6556 (0.6842) loss_bbox_4_hybrid: 0.1733 (0.1724) loss_giou_4_hybrid: 0.3911 (0.3725) loss_class_enc_hybrid: 0.7121 (0.7374) loss_bbox_enc_hybrid: 0.2112 (0.2043) loss_giou_enc_hybrid: 0.4486 (0.4294) mem: 1015 max mem: 36965 [2024-01-16 04:08:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:09:34 det.util.engine] INFO: Epoch: [11] [150/11727] eta: 3:26:36 lr: 0.000010 data_time: 0.0033 iter_time: 1.0645 loss: 23.4807 (23.8167) loss_class: 0.6806 (0.6794) loss_bbox: 0.1487 (0.1608) loss_giou: 0.3620 (0.3543) loss_class_0: 0.8446 (0.8316) loss_bbox_0: 0.1495 (0.1599) loss_giou_0: 0.3579 (0.3589) loss_class_1: 0.7536 (0.7248) loss_bbox_1: 0.1495 (0.1615) loss_giou_1: 0.3554 (0.3569) loss_class_2: 0.7071 (0.7060) loss_bbox_2: 0.1497 (0.1588) loss_giou_2: 0.3567 (0.3540) loss_class_3: 0.6923 (0.6875) loss_bbox_3: 0.1503 (0.1588) loss_giou_3: 0.3593 (0.3537) loss_class_4: 0.6854 (0.6826) loss_bbox_4: 0.1482 (0.1601) loss_giou_4: 0.3619 (0.3538) loss_class_enc: 0.8172 (0.7993) loss_bbox_enc: 0.1736 (0.1803) loss_giou_enc: 0.4041 (0.3936) loss_class_dn: 0.3640 (0.3560) loss_bbox_dn: 0.1950 (0.2144) loss_giou_dn: 0.3965 (0.3820) loss_class_dn_0: 0.4571 (0.4542) loss_bbox_dn_0: 0.2802 (0.3100) loss_giou_dn_0: 0.5118 (0.4985) loss_class_dn_1: 0.3920 (0.3843) loss_bbox_dn_1: 0.2118 (0.2397) loss_giou_dn_1: 0.4267 (0.4153) loss_class_dn_2: 0.3789 (0.3645) loss_bbox_dn_2: 0.1972 (0.2186) loss_giou_dn_2: 0.4053 (0.3892) loss_class_dn_3: 0.3716 (0.3586) loss_bbox_dn_3: 0.1944 (0.2153) loss_giou_dn_3: 0.3993 (0.3837) loss_class_dn_4: 0.3664 (0.3561) loss_bbox_dn_4: 0.1951 (0.2144) loss_giou_dn_4: 0.3965 (0.3820) loss_class_hybrid: 0.6661 (0.6822) loss_bbox_hybrid: 0.1611 (0.1704) loss_giou_hybrid: 0.3777 (0.3766) loss_class_0_hybrid: 0.7479 (0.7602) loss_bbox_0_hybrid: 0.1679 (0.1750) loss_giou_0_hybrid: 0.3890 (0.3897) loss_class_1_hybrid: 0.6976 (0.7138) loss_bbox_1_hybrid: 0.1671 (0.1720) loss_giou_1_hybrid: 0.3862 (0.3810) loss_class_2_hybrid: 0.6842 (0.6973) loss_bbox_2_hybrid: 0.1581 (0.1697) loss_giou_2_hybrid: 0.3804 (0.3771) loss_class_3_hybrid: 0.6762 (0.6867) loss_bbox_3_hybrid: 0.1601 (0.1700) loss_giou_3_hybrid: 0.3794 (0.3765) loss_class_4_hybrid: 0.6772 (0.6841) loss_bbox_4_hybrid: 0.1608 (0.1701) loss_giou_4_hybrid: 0.3780 (0.3767) loss_class_enc_hybrid: 0.7280 (0.7383) loss_bbox_enc_hybrid: 0.1880 (0.2022) loss_giou_enc_hybrid: 0.4405 (0.4337) mem: 1018 max mem: 36965 [2024-01-16 04:09:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:10:32 det.util.engine] INFO: Epoch: [11] [200/11727] eta: 3:29:41 lr: 0.000010 data_time: 0.0033 iter_time: 1.0596 loss: 24.5087 (24.0539) loss_class: 0.6746 (0.6801) loss_bbox: 0.1565 (0.1649) loss_giou: 0.3462 (0.3602) loss_class_0: 0.8196 (0.8325) loss_bbox_0: 0.1569 (0.1631) loss_giou_0: 0.3672 (0.3641) loss_class_1: 0.7207 (0.7261) loss_bbox_1: 0.1510 (0.1653) loss_giou_1: 0.3469 (0.3629) loss_class_2: 0.7157 (0.7052) loss_bbox_2: 0.1598 (0.1632) loss_giou_2: 0.3622 (0.3601) loss_class_3: 0.6933 (0.6886) loss_bbox_3: 0.1505 (0.1633) loss_giou_3: 0.3431 (0.3598) loss_class_4: 0.6807 (0.6830) loss_bbox_4: 0.1607 (0.1644) loss_giou_4: 0.3464 (0.3598) loss_class_enc: 0.7981 (0.8017) loss_bbox_enc: 0.1748 (0.1845) loss_giou_enc: 0.3828 (0.3985) loss_class_dn: 0.3574 (0.3568) loss_bbox_dn: 0.2020 (0.2203) loss_giou_dn: 0.3909 (0.3871) loss_class_dn_0: 0.4620 (0.4552) loss_bbox_dn_0: 0.3063 (0.3179) loss_giou_dn_0: 0.4990 (0.5030) loss_class_dn_1: 0.3843 (0.3852) loss_bbox_dn_1: 0.2365 (0.2459) loss_giou_dn_1: 0.4165 (0.4198) loss_class_dn_2: 0.3689 (0.3654) loss_bbox_dn_2: 0.2117 (0.2245) loss_giou_dn_2: 0.3924 (0.3941) loss_class_dn_3: 0.3616 (0.3595) loss_bbox_dn_3: 0.2035 (0.2213) loss_giou_dn_3: 0.3926 (0.3888) loss_class_dn_4: 0.3560 (0.3570) loss_bbox_dn_4: 0.2019 (0.2203) loss_giou_dn_4: 0.3908 (0.3871) loss_class_hybrid: 0.6607 (0.6816) loss_bbox_hybrid: 0.1698 (0.1758) loss_giou_hybrid: 0.3766 (0.3851) loss_class_0_hybrid: 0.7281 (0.7596) loss_bbox_0_hybrid: 0.1664 (0.1802) loss_giou_0_hybrid: 0.3918 (0.3977) loss_class_1_hybrid: 0.6854 (0.7119) loss_bbox_1_hybrid: 0.1670 (0.1775) loss_giou_1_hybrid: 0.3832 (0.3899) loss_class_2_hybrid: 0.6746 (0.6963) loss_bbox_2_hybrid: 0.1656 (0.1749) loss_giou_2_hybrid: 0.3740 (0.3856) loss_class_3_hybrid: 0.6619 (0.6863) loss_bbox_3_hybrid: 0.1690 (0.1753) loss_giou_3_hybrid: 0.3763 (0.3847) loss_class_4_hybrid: 0.6627 (0.6836) loss_bbox_4_hybrid: 0.1702 (0.1752) loss_giou_4_hybrid: 0.3763 (0.3851) loss_class_enc_hybrid: 0.7205 (0.7385) loss_bbox_enc_hybrid: 0.2028 (0.2073) loss_giou_enc_hybrid: 0.4401 (0.4415) mem: 1026 max mem: 36965 [2024-01-16 04:10:32 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:11:26 det.util.engine] INFO: Epoch: [11] [250/11727] eta: 3:28:41 lr: 0.000010 data_time: 0.0029 iter_time: 1.1065 loss: 22.5525 (23.9102) loss_class: 0.6304 (0.6752) loss_bbox: 0.1654 (0.1655) loss_giou: 0.3465 (0.3556) loss_class_0: 0.7885 (0.8288) loss_bbox_0: 0.1553 (0.1636) loss_giou_0: 0.3604 (0.3594) loss_class_1: 0.6699 (0.7224) loss_bbox_1: 0.1640 (0.1654) loss_giou_1: 0.3586 (0.3581) loss_class_2: 0.6523 (0.6992) loss_bbox_2: 0.1627 (0.1640) loss_giou_2: 0.3568 (0.3559) loss_class_3: 0.6315 (0.6842) loss_bbox_3: 0.1627 (0.1640) loss_giou_3: 0.3585 (0.3551) loss_class_4: 0.6431 (0.6781) loss_bbox_4: 0.1653 (0.1651) loss_giou_4: 0.3464 (0.3552) loss_class_enc: 0.7559 (0.7968) loss_bbox_enc: 0.1839 (0.1860) loss_giou_enc: 0.3872 (0.3946) loss_class_dn: 0.3480 (0.3551) loss_bbox_dn: 0.2158 (0.2221) loss_giou_dn: 0.3704 (0.3831) loss_class_dn_0: 0.4592 (0.4552) loss_bbox_dn_0: 0.3136 (0.3197) loss_giou_dn_0: 0.4855 (0.4985) loss_class_dn_1: 0.3749 (0.3840) loss_bbox_dn_1: 0.2363 (0.2475) loss_giou_dn_1: 0.4120 (0.4151) loss_class_dn_2: 0.3526 (0.3637) loss_bbox_dn_2: 0.2167 (0.2264) loss_giou_dn_2: 0.3814 (0.3900) loss_class_dn_3: 0.3494 (0.3579) loss_bbox_dn_3: 0.2157 (0.2231) loss_giou_dn_3: 0.3732 (0.3848) loss_class_dn_4: 0.3485 (0.3554) loss_bbox_dn_4: 0.2157 (0.2221) loss_giou_dn_4: 0.3704 (0.3831) loss_class_hybrid: 0.6556 (0.6777) loss_bbox_hybrid: 0.1708 (0.1759) loss_giou_hybrid: 0.3777 (0.3796) loss_class_0_hybrid: 0.7229 (0.7570) loss_bbox_0_hybrid: 0.1713 (0.1799) loss_giou_0_hybrid: 0.3873 (0.3915) loss_class_1_hybrid: 0.6735 (0.7090) loss_bbox_1_hybrid: 0.1684 (0.1771) loss_giou_1_hybrid: 0.3835 (0.3838) loss_class_2_hybrid: 0.6701 (0.6930) loss_bbox_2_hybrid: 0.1709 (0.1749) loss_giou_2_hybrid: 0.3781 (0.3800) loss_class_3_hybrid: 0.6555 (0.6827) loss_bbox_3_hybrid: 0.1719 (0.1754) loss_giou_3_hybrid: 0.3814 (0.3793) loss_class_4_hybrid: 0.6546 (0.6798) loss_bbox_4_hybrid: 0.1731 (0.1755) loss_giou_4_hybrid: 0.3808 (0.3796) loss_class_enc_hybrid: 0.7007 (0.7376) loss_bbox_enc_hybrid: 0.1995 (0.2071) loss_giou_enc_hybrid: 0.4312 (0.4350) mem: 1023 max mem: 36965 [2024-01-16 04:11:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:12:20 det.util.engine] INFO: Epoch: [11] [300/11727] eta: 3:26:50 lr: 0.000010 data_time: 0.0031 iter_time: 1.0659 loss: 24.0053 (23.9358) loss_class: 0.6534 (0.6767) loss_bbox: 0.1626 (0.1650) loss_giou: 0.3497 (0.3558) loss_class_0: 0.8516 (0.8305) loss_bbox_0: 0.1556 (0.1634) loss_giou_0: 0.3460 (0.3592) loss_class_1: 0.6854 (0.7227) loss_bbox_1: 0.1612 (0.1656) loss_giou_1: 0.3499 (0.3586) loss_class_2: 0.6774 (0.7014) loss_bbox_2: 0.1571 (0.1635) loss_giou_2: 0.3458 (0.3559) loss_class_3: 0.6827 (0.6861) loss_bbox_3: 0.1600 (0.1636) loss_giou_3: 0.3508 (0.3553) loss_class_4: 0.6554 (0.6793) loss_bbox_4: 0.1597 (0.1650) loss_giou_4: 0.3548 (0.3555) loss_class_enc: 0.8309 (0.7991) loss_bbox_enc: 0.1893 (0.1860) loss_giou_enc: 0.3826 (0.3942) loss_class_dn: 0.3538 (0.3549) loss_bbox_dn: 0.2155 (0.2225) loss_giou_dn: 0.3674 (0.3830) loss_class_dn_0: 0.4480 (0.4547) loss_bbox_dn_0: 0.3140 (0.3203) loss_giou_dn_0: 0.4935 (0.4991) loss_class_dn_1: 0.3825 (0.3836) loss_bbox_dn_1: 0.2406 (0.2480) loss_giou_dn_1: 0.3969 (0.4151) loss_class_dn_2: 0.3609 (0.3636) loss_bbox_dn_2: 0.2151 (0.2268) loss_giou_dn_2: 0.3756 (0.3900) loss_class_dn_3: 0.3569 (0.3577) loss_bbox_dn_3: 0.2155 (0.2234) loss_giou_dn_3: 0.3694 (0.3847) loss_class_dn_4: 0.3533 (0.3552) loss_bbox_dn_4: 0.2154 (0.2225) loss_giou_dn_4: 0.3675 (0.3830) loss_class_hybrid: 0.6815 (0.6795) loss_bbox_hybrid: 0.1708 (0.1759) loss_giou_hybrid: 0.3627 (0.3797) loss_class_0_hybrid: 0.7606 (0.7582) loss_bbox_0_hybrid: 0.1836 (0.1805) loss_giou_0_hybrid: 0.3782 (0.3917) loss_class_1_hybrid: 0.7067 (0.7096) loss_bbox_1_hybrid: 0.1787 (0.1775) loss_giou_1_hybrid: 0.3729 (0.3841) loss_class_2_hybrid: 0.6829 (0.6947) loss_bbox_2_hybrid: 0.1719 (0.1753) loss_giou_2_hybrid: 0.3685 (0.3803) loss_class_3_hybrid: 0.6765 (0.6849) loss_bbox_3_hybrid: 0.1716 (0.1755) loss_giou_3_hybrid: 0.3659 (0.3795) loss_class_4_hybrid: 0.6803 (0.6817) loss_bbox_4_hybrid: 0.1719 (0.1755) loss_giou_4_hybrid: 0.3628 (0.3797) loss_class_enc_hybrid: 0.7493 (0.7385) loss_bbox_enc_hybrid: 0.2052 (0.2075) loss_giou_enc_hybrid: 0.4259 (0.4351) mem: 1025 max mem: 36965 [2024-01-16 04:12:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:13:12 det.util.engine] INFO: Epoch: [11] [350/11727] eta: 3:25:09 lr: 0.000010 data_time: 0.0031 iter_time: 1.0388 loss: 22.6707 (23.9389) loss_class: 0.6255 (0.6774) loss_bbox: 0.1483 (0.1640) loss_giou: 0.3245 (0.3555) loss_class_0: 0.7956 (0.8332) loss_bbox_0: 0.1481 (0.1627) loss_giou_0: 0.3214 (0.3585) loss_class_1: 0.6749 (0.7247) loss_bbox_1: 0.1445 (0.1645) loss_giou_1: 0.3279 (0.3579) loss_class_2: 0.6575 (0.7034) loss_bbox_2: 0.1389 (0.1624) loss_giou_2: 0.3285 (0.3553) loss_class_3: 0.6417 (0.6870) loss_bbox_3: 0.1404 (0.1627) loss_giou_3: 0.3262 (0.3551) loss_class_4: 0.6313 (0.6801) loss_bbox_4: 0.1483 (0.1640) loss_giou_4: 0.3273 (0.3553) loss_class_enc: 0.7697 (0.8007) loss_bbox_enc: 0.1667 (0.1859) loss_giou_enc: 0.3657 (0.3944) loss_class_dn: 0.3461 (0.3547) loss_bbox_dn: 0.2007 (0.2224) loss_giou_dn: 0.3632 (0.3831) loss_class_dn_0: 0.4494 (0.4547) loss_bbox_dn_0: 0.2697 (0.3201) loss_giou_dn_0: 0.4651 (0.4996) loss_class_dn_1: 0.3758 (0.3838) loss_bbox_dn_1: 0.2208 (0.2481) loss_giou_dn_1: 0.3923 (0.4155) loss_class_dn_2: 0.3584 (0.3636) loss_bbox_dn_2: 0.2040 (0.2269) loss_giou_dn_2: 0.3696 (0.3902) loss_class_dn_3: 0.3491 (0.3577) loss_bbox_dn_3: 0.2017 (0.2234) loss_giou_dn_3: 0.3644 (0.3848) loss_class_dn_4: 0.3461 (0.3551) loss_bbox_dn_4: 0.2006 (0.2224) loss_giou_dn_4: 0.3631 (0.3830) loss_class_hybrid: 0.6444 (0.6808) loss_bbox_hybrid: 0.1595 (0.1749) loss_giou_hybrid: 0.3568 (0.3790) loss_class_0_hybrid: 0.7210 (0.7596) loss_bbox_0_hybrid: 0.1700 (0.1797) loss_giou_0_hybrid: 0.3571 (0.3910) loss_class_1_hybrid: 0.6750 (0.7109) loss_bbox_1_hybrid: 0.1620 (0.1767) loss_giou_1_hybrid: 0.3574 (0.3835) loss_class_2_hybrid: 0.6677 (0.6963) loss_bbox_2_hybrid: 0.1586 (0.1745) loss_giou_2_hybrid: 0.3571 (0.3798) loss_class_3_hybrid: 0.6484 (0.6864) loss_bbox_3_hybrid: 0.1584 (0.1745) loss_giou_3_hybrid: 0.3544 (0.3789) loss_class_4_hybrid: 0.6394 (0.6830) loss_bbox_4_hybrid: 0.1595 (0.1745) loss_giou_4_hybrid: 0.3560 (0.3791) loss_class_enc_hybrid: 0.7273 (0.7396) loss_bbox_enc_hybrid: 0.1876 (0.2073) loss_giou_enc_hybrid: 0.4044 (0.4350) mem: 1019 max mem: 36965 [2024-01-16 04:13:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:14:06 det.util.engine] INFO: Epoch: [11] [400/11727] eta: 3:24:11 lr: 0.000010 data_time: 0.0034 iter_time: 1.0627 loss: 23.5383 (23.9026) loss_class: 0.6649 (0.6744) loss_bbox: 0.1590 (0.1631) loss_giou: 0.3436 (0.3572) loss_class_0: 0.8079 (0.8301) loss_bbox_0: 0.1602 (0.1619) loss_giou_0: 0.3513 (0.3599) loss_class_1: 0.7093 (0.7221) loss_bbox_1: 0.1618 (0.1633) loss_giou_1: 0.3400 (0.3593) loss_class_2: 0.6795 (0.6999) loss_bbox_2: 0.1625 (0.1614) loss_giou_2: 0.3353 (0.3569) loss_class_3: 0.6836 (0.6842) loss_bbox_3: 0.1601 (0.1616) loss_giou_3: 0.3403 (0.3567) loss_class_4: 0.6720 (0.6770) loss_bbox_4: 0.1591 (0.1631) loss_giou_4: 0.3384 (0.3570) loss_class_enc: 0.7901 (0.7983) loss_bbox_enc: 0.1800 (0.1848) loss_giou_enc: 0.3849 (0.3961) loss_class_dn: 0.3547 (0.3545) loss_bbox_dn: 0.1860 (0.2208) loss_giou_dn: 0.3981 (0.3847) loss_class_dn_0: 0.4533 (0.4542) loss_bbox_dn_0: 0.2749 (0.3177) loss_giou_dn_0: 0.5093 (0.5009) loss_class_dn_1: 0.3821 (0.3835) loss_bbox_dn_1: 0.2022 (0.2462) loss_giou_dn_1: 0.4307 (0.4171) loss_class_dn_2: 0.3635 (0.3633) loss_bbox_dn_2: 0.1899 (0.2252) loss_giou_dn_2: 0.4030 (0.3918) loss_class_dn_3: 0.3568 (0.3575) loss_bbox_dn_3: 0.1880 (0.2217) loss_giou_dn_3: 0.3982 (0.3864) loss_class_dn_4: 0.3546 (0.3549) loss_bbox_dn_4: 0.1861 (0.2208) loss_giou_dn_4: 0.3983 (0.3847) loss_class_hybrid: 0.6663 (0.6778) loss_bbox_hybrid: 0.1774 (0.1736) loss_giou_hybrid: 0.3900 (0.3811) loss_class_0_hybrid: 0.7193 (0.7554) loss_bbox_0_hybrid: 0.1834 (0.1789) loss_giou_0_hybrid: 0.4014 (0.3935) loss_class_1_hybrid: 0.6929 (0.7077) loss_bbox_1_hybrid: 0.1736 (0.1756) loss_giou_1_hybrid: 0.3858 (0.3858) loss_class_2_hybrid: 0.6779 (0.6928) loss_bbox_2_hybrid: 0.1760 (0.1732) loss_giou_2_hybrid: 0.3891 (0.3819) loss_class_3_hybrid: 0.6687 (0.6832) loss_bbox_3_hybrid: 0.1782 (0.1732) loss_giou_3_hybrid: 0.3914 (0.3810) loss_class_4_hybrid: 0.6669 (0.6797) loss_bbox_4_hybrid: 0.1773 (0.1732) loss_giou_4_hybrid: 0.3902 (0.3812) loss_class_enc_hybrid: 0.7024 (0.7358) loss_bbox_enc_hybrid: 0.2113 (0.2063) loss_giou_enc_hybrid: 0.4448 (0.4377) mem: 1032 max mem: 36965 [2024-01-16 04:14:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:15:02 det.util.engine] INFO: Epoch: [11] [450/11727] eta: 3:23:56 lr: 0.000010 data_time: 0.0031 iter_time: 1.0782 loss: 25.1808 (23.9113) loss_class: 0.7022 (0.6756) loss_bbox: 0.1551 (0.1621) loss_giou: 0.3929 (0.3578) loss_class_0: 0.8669 (0.8306) loss_bbox_0: 0.1587 (0.1614) loss_giou_0: 0.4019 (0.3611) loss_class_1: 0.7635 (0.7235) loss_bbox_1: 0.1658 (0.1628) loss_giou_1: 0.4023 (0.3604) loss_class_2: 0.7167 (0.7008) loss_bbox_2: 0.1627 (0.1608) loss_giou_2: 0.3950 (0.3578) loss_class_3: 0.7251 (0.6852) loss_bbox_3: 0.1501 (0.1607) loss_giou_3: 0.3917 (0.3573) loss_class_4: 0.7094 (0.6782) loss_bbox_4: 0.1552 (0.1620) loss_giou_4: 0.3926 (0.3576) loss_class_enc: 0.8285 (0.7986) loss_bbox_enc: 0.1736 (0.1842) loss_giou_enc: 0.4401 (0.3971) loss_class_dn: 0.3669 (0.3544) loss_bbox_dn: 0.2017 (0.2195) loss_giou_dn: 0.4168 (0.3855) loss_class_dn_0: 0.4590 (0.4542) loss_bbox_dn_0: 0.2847 (0.3152) loss_giou_dn_0: 0.5186 (0.5015) loss_class_dn_1: 0.3860 (0.3834) loss_bbox_dn_1: 0.2218 (0.2445) loss_giou_dn_1: 0.4457 (0.4178) loss_class_dn_2: 0.3736 (0.3632) loss_bbox_dn_2: 0.2017 (0.2237) loss_giou_dn_2: 0.4221 (0.3924) loss_class_dn_3: 0.3671 (0.3573) loss_bbox_dn_3: 0.2026 (0.2203) loss_giou_dn_3: 0.4170 (0.3871) loss_class_dn_4: 0.3677 (0.3548) loss_bbox_dn_4: 0.2016 (0.2195) loss_giou_dn_4: 0.4168 (0.3855) loss_class_hybrid: 0.6956 (0.6787) loss_bbox_hybrid: 0.1660 (0.1728) loss_giou_hybrid: 0.4119 (0.3822) loss_class_0_hybrid: 0.7818 (0.7556) loss_bbox_0_hybrid: 0.1703 (0.1785) loss_giou_0_hybrid: 0.4328 (0.3948) loss_class_1_hybrid: 0.7348 (0.7084) loss_bbox_1_hybrid: 0.1649 (0.1750) loss_giou_1_hybrid: 0.4186 (0.3870) loss_class_2_hybrid: 0.7060 (0.6937) loss_bbox_2_hybrid: 0.1629 (0.1724) loss_giou_2_hybrid: 0.4116 (0.3829) loss_class_3_hybrid: 0.6994 (0.6841) loss_bbox_3_hybrid: 0.1633 (0.1722) loss_giou_3_hybrid: 0.4097 (0.3820) loss_class_4_hybrid: 0.6928 (0.6807) loss_bbox_4_hybrid: 0.1659 (0.1724) loss_giou_4_hybrid: 0.4077 (0.3822) loss_class_enc_hybrid: 0.7429 (0.7360) loss_bbox_enc_hybrid: 0.1847 (0.2056) loss_giou_enc_hybrid: 0.4695 (0.4388) mem: 1028 max mem: 36965 [2024-01-16 04:15:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:15:56 det.util.engine] INFO: Epoch: [11] [500/11727] eta: 3:23:03 lr: 0.000010 data_time: 0.0031 iter_time: 1.0540 loss: 23.5374 (23.8995) loss_class: 0.6617 (0.6744) loss_bbox: 0.1502 (0.1624) loss_giou: 0.3721 (0.3574) loss_class_0: 0.7870 (0.8295) loss_bbox_0: 0.1483 (0.1619) loss_giou_0: 0.3813 (0.3610) loss_class_1: 0.6861 (0.7226) loss_bbox_1: 0.1521 (0.1631) loss_giou_1: 0.3766 (0.3600) loss_class_2: 0.6498 (0.7000) loss_bbox_2: 0.1428 (0.1610) loss_giou_2: 0.3613 (0.3573) loss_class_3: 0.6566 (0.6842) loss_bbox_3: 0.1479 (0.1609) loss_giou_3: 0.3627 (0.3569) loss_class_4: 0.6662 (0.6771) loss_bbox_4: 0.1480 (0.1623) loss_giou_4: 0.3633 (0.3572) loss_class_enc: 0.7645 (0.7982) loss_bbox_enc: 0.1655 (0.1847) loss_giou_enc: 0.4172 (0.3968) loss_class_dn: 0.3561 (0.3545) loss_bbox_dn: 0.1780 (0.2198) loss_giou_dn: 0.3994 (0.3855) loss_class_dn_0: 0.4499 (0.4544) loss_bbox_dn_0: 0.2753 (0.3155) loss_giou_dn_0: 0.5062 (0.5015) loss_class_dn_1: 0.3835 (0.3835) loss_bbox_dn_1: 0.2041 (0.2447) loss_giou_dn_1: 0.4235 (0.4177) loss_class_dn_2: 0.3674 (0.3634) loss_bbox_dn_2: 0.1817 (0.2242) loss_giou_dn_2: 0.4064 (0.3924) loss_class_dn_3: 0.3610 (0.3574) loss_bbox_dn_3: 0.1795 (0.2207) loss_giou_dn_3: 0.3995 (0.3871) loss_class_dn_4: 0.3570 (0.3549) loss_bbox_dn_4: 0.1781 (0.2198) loss_giou_dn_4: 0.3996 (0.3854) loss_class_hybrid: 0.6559 (0.6780) loss_bbox_hybrid: 0.1571 (0.1730) loss_giou_hybrid: 0.4056 (0.3815) loss_class_0_hybrid: 0.7364 (0.7541) loss_bbox_0_hybrid: 0.1638 (0.1789) loss_giou_0_hybrid: 0.4263 (0.3945) loss_class_1_hybrid: 0.6871 (0.7075) loss_bbox_1_hybrid: 0.1573 (0.1753) loss_giou_1_hybrid: 0.4148 (0.3864) loss_class_2_hybrid: 0.6681 (0.6931) loss_bbox_2_hybrid: 0.1575 (0.1727) loss_giou_2_hybrid: 0.4078 (0.3822) loss_class_3_hybrid: 0.6634 (0.6836) loss_bbox_3_hybrid: 0.1571 (0.1725) loss_giou_3_hybrid: 0.4063 (0.3814) loss_class_4_hybrid: 0.6458 (0.6799) loss_bbox_4_hybrid: 0.1578 (0.1727) loss_giou_4_hybrid: 0.4051 (0.3815) loss_class_enc_hybrid: 0.7089 (0.7348) loss_bbox_enc_hybrid: 0.1843 (0.2060) loss_giou_enc_hybrid: 0.4711 (0.4383) mem: 1016 max mem: 36965 [2024-01-16 04:15:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:16:50 det.util.engine] INFO: Epoch: [11] [550/11727] eta: 3:22:00 lr: 0.000010 data_time: 0.0027 iter_time: 1.0634 loss: 23.7307 (23.9326) loss_class: 0.6653 (0.6749) loss_bbox: 0.1649 (0.1629) loss_giou: 0.3523 (0.3587) loss_class_0: 0.8003 (0.8295) loss_bbox_0: 0.1627 (0.1622) loss_giou_0: 0.3481 (0.3622) loss_class_1: 0.7245 (0.7230) loss_bbox_1: 0.1641 (0.1636) loss_giou_1: 0.3619 (0.3614) loss_class_2: 0.6866 (0.6994) loss_bbox_2: 0.1674 (0.1617) loss_giou_2: 0.3637 (0.3589) loss_class_3: 0.6976 (0.6845) loss_bbox_3: 0.1659 (0.1614) loss_giou_3: 0.3569 (0.3582) loss_class_4: 0.6655 (0.6779) loss_bbox_4: 0.1624 (0.1625) loss_giou_4: 0.3555 (0.3584) loss_class_enc: 0.7860 (0.7985) loss_bbox_enc: 0.1832 (0.1851) loss_giou_enc: 0.4022 (0.3980) loss_class_dn: 0.3558 (0.3548) loss_bbox_dn: 0.2048 (0.2193) loss_giou_dn: 0.3800 (0.3863) loss_class_dn_0: 0.4573 (0.4546) loss_bbox_dn_0: 0.2873 (0.3153) loss_giou_dn_0: 0.5132 (0.5027) loss_class_dn_1: 0.3872 (0.3840) loss_bbox_dn_1: 0.2359 (0.2443) loss_giou_dn_1: 0.4204 (0.4186) loss_class_dn_2: 0.3672 (0.3638) loss_bbox_dn_2: 0.2063 (0.2237) loss_giou_dn_2: 0.3874 (0.3932) loss_class_dn_3: 0.3580 (0.3578) loss_bbox_dn_3: 0.2043 (0.2202) loss_giou_dn_3: 0.3817 (0.3879) loss_class_dn_4: 0.3567 (0.3552) loss_bbox_dn_4: 0.2047 (0.2194) loss_giou_dn_4: 0.3801 (0.3862) loss_class_hybrid: 0.6623 (0.6782) loss_bbox_hybrid: 0.1808 (0.1733) loss_giou_hybrid: 0.3751 (0.3831) loss_class_0_hybrid: 0.7274 (0.7541) loss_bbox_0_hybrid: 0.1874 (0.1792) loss_giou_0_hybrid: 0.3875 (0.3960) loss_class_1_hybrid: 0.6956 (0.7075) loss_bbox_1_hybrid: 0.1846 (0.1757) loss_giou_1_hybrid: 0.3905 (0.3882) loss_class_2_hybrid: 0.6743 (0.6927) loss_bbox_2_hybrid: 0.1795 (0.1730) loss_giou_2_hybrid: 0.3824 (0.3839) loss_class_3_hybrid: 0.6633 (0.6838) loss_bbox_3_hybrid: 0.1801 (0.1729) loss_giou_3_hybrid: 0.3791 (0.3831) loss_class_4_hybrid: 0.6544 (0.6800) loss_bbox_4_hybrid: 0.1795 (0.1731) loss_giou_4_hybrid: 0.3777 (0.3831) loss_class_enc_hybrid: 0.7069 (0.7350) loss_bbox_enc_hybrid: 0.2197 (0.2063) loss_giou_enc_hybrid: 0.4285 (0.4399) mem: 1022 max mem: 36965 [2024-01-16 04:16:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:17:46 det.util.engine] INFO: Epoch: [11] [600/11727] eta: 3:21:27 lr: 0.000010 data_time: 0.0030 iter_time: 1.1454 loss: 22.9781 (23.9142) loss_class: 0.6740 (0.6766) loss_bbox: 0.1556 (0.1625) loss_giou: 0.3416 (0.3569) loss_class_0: 0.8169 (0.8310) loss_bbox_0: 0.1446 (0.1617) loss_giou_0: 0.3219 (0.3605) loss_class_1: 0.7130 (0.7242) loss_bbox_1: 0.1478 (0.1632) loss_giou_1: 0.3282 (0.3596) loss_class_2: 0.6958 (0.7009) loss_bbox_2: 0.1389 (0.1613) loss_giou_2: 0.3344 (0.3572) loss_class_3: 0.6868 (0.6863) loss_bbox_3: 0.1488 (0.1611) loss_giou_3: 0.3405 (0.3565) loss_class_4: 0.6813 (0.6797) loss_bbox_4: 0.1583 (0.1623) loss_giou_4: 0.3410 (0.3567) loss_class_enc: 0.7878 (0.7996) loss_bbox_enc: 0.1660 (0.1846) loss_giou_enc: 0.3452 (0.3962) loss_class_dn: 0.3569 (0.3549) loss_bbox_dn: 0.2288 (0.2197) loss_giou_dn: 0.3679 (0.3850) loss_class_dn_0: 0.4439 (0.4546) loss_bbox_dn_0: 0.3327 (0.3155) loss_giou_dn_0: 0.4938 (0.5012) loss_class_dn_1: 0.3767 (0.3840) loss_bbox_dn_1: 0.2442 (0.2445) loss_giou_dn_1: 0.3988 (0.4172) loss_class_dn_2: 0.3633 (0.3639) loss_bbox_dn_2: 0.2332 (0.2240) loss_giou_dn_2: 0.3776 (0.3919) loss_class_dn_3: 0.3582 (0.3578) loss_bbox_dn_3: 0.2284 (0.2205) loss_giou_dn_3: 0.3704 (0.3865) loss_class_dn_4: 0.3572 (0.3553) loss_bbox_dn_4: 0.2289 (0.2197) loss_giou_dn_4: 0.3679 (0.3849) loss_class_hybrid: 0.6637 (0.6798) loss_bbox_hybrid: 0.1574 (0.1727) loss_giou_hybrid: 0.3485 (0.3810) loss_class_0_hybrid: 0.7494 (0.7558) loss_bbox_0_hybrid: 0.1688 (0.1786) loss_giou_0_hybrid: 0.3642 (0.3939) loss_class_1_hybrid: 0.7153 (0.7091) loss_bbox_1_hybrid: 0.1609 (0.1752) loss_giou_1_hybrid: 0.3510 (0.3860) loss_class_2_hybrid: 0.6966 (0.6945) loss_bbox_2_hybrid: 0.1548 (0.1724) loss_giou_2_hybrid: 0.3440 (0.3818) loss_class_3_hybrid: 0.6784 (0.6857) loss_bbox_3_hybrid: 0.1577 (0.1723) loss_giou_3_hybrid: 0.3423 (0.3809) loss_class_4_hybrid: 0.6705 (0.6818) loss_bbox_4_hybrid: 0.1574 (0.1725) loss_giou_4_hybrid: 0.3460 (0.3811) loss_class_enc_hybrid: 0.7104 (0.7359) loss_bbox_enc_hybrid: 0.2026 (0.2057) loss_giou_enc_hybrid: 0.4053 (0.4377) mem: 1031 max mem: 36965 [2024-01-16 04:17:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:18:40 det.util.engine] INFO: Epoch: [11] [650/11727] eta: 3:20:36 lr: 0.000010 data_time: 0.0034 iter_time: 1.0735 loss: 23.4436 (23.9144) loss_class: 0.6717 (0.6763) loss_bbox: 0.1562 (0.1626) loss_giou: 0.3269 (0.3570) loss_class_0: 0.8083 (0.8305) loss_bbox_0: 0.1658 (0.1620) loss_giou_0: 0.3217 (0.3606) loss_class_1: 0.6928 (0.7238) loss_bbox_1: 0.1588 (0.1632) loss_giou_1: 0.3307 (0.3596) loss_class_2: 0.6798 (0.7005) loss_bbox_2: 0.1569 (0.1615) loss_giou_2: 0.3321 (0.3573) loss_class_3: 0.6675 (0.6860) loss_bbox_3: 0.1559 (0.1612) loss_giou_3: 0.3256 (0.3566) loss_class_4: 0.6638 (0.6791) loss_bbox_4: 0.1561 (0.1624) loss_giou_4: 0.3389 (0.3569) loss_class_enc: 0.7860 (0.8001) loss_bbox_enc: 0.1866 (0.1848) loss_giou_enc: 0.3652 (0.3961) loss_class_dn: 0.3495 (0.3548) loss_bbox_dn: 0.2163 (0.2198) loss_giou_dn: 0.3592 (0.3848) loss_class_dn_0: 0.4523 (0.4548) loss_bbox_dn_0: 0.3077 (0.3158) loss_giou_dn_0: 0.4754 (0.5012) loss_class_dn_1: 0.3772 (0.3841) loss_bbox_dn_1: 0.2396 (0.2445) loss_giou_dn_1: 0.3922 (0.4169) loss_class_dn_2: 0.3566 (0.3638) loss_bbox_dn_2: 0.2185 (0.2241) loss_giou_dn_2: 0.3721 (0.3917) loss_class_dn_3: 0.3508 (0.3577) loss_bbox_dn_3: 0.2172 (0.2206) loss_giou_dn_3: 0.3618 (0.3864) loss_class_dn_4: 0.3496 (0.3552) loss_bbox_dn_4: 0.2163 (0.2198) loss_giou_dn_4: 0.3593 (0.3848) loss_class_hybrid: 0.6863 (0.6794) loss_bbox_hybrid: 0.1644 (0.1729) loss_giou_hybrid: 0.3354 (0.3814) loss_class_0_hybrid: 0.7268 (0.7552) loss_bbox_0_hybrid: 0.1708 (0.1790) loss_giou_0_hybrid: 0.3545 (0.3944) loss_class_1_hybrid: 0.7010 (0.7085) loss_bbox_1_hybrid: 0.1684 (0.1754) loss_giou_1_hybrid: 0.3492 (0.3864) loss_class_2_hybrid: 0.6922 (0.6941) loss_bbox_2_hybrid: 0.1628 (0.1726) loss_giou_2_hybrid: 0.3441 (0.3822) loss_class_3_hybrid: 0.6857 (0.6852) loss_bbox_3_hybrid: 0.1607 (0.1724) loss_giou_3_hybrid: 0.3392 (0.3813) loss_class_4_hybrid: 0.6778 (0.6811) loss_bbox_4_hybrid: 0.1620 (0.1727) loss_giou_4_hybrid: 0.3418 (0.3815) loss_class_enc_hybrid: 0.7457 (0.7359) loss_bbox_enc_hybrid: 0.2027 (0.2060) loss_giou_enc_hybrid: 0.3910 (0.4382) mem: 1031 max mem: 36965 [2024-01-16 04:18:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:19:33 det.util.engine] INFO: Epoch: [11] [700/11727] eta: 3:19:20 lr: 0.000010 data_time: 0.0029 iter_time: 1.0292 loss: 23.3133 (23.9165) loss_class: 0.6990 (0.6777) loss_bbox: 0.1553 (0.1624) loss_giou: 0.3265 (0.3560) loss_class_0: 0.8192 (0.8299) loss_bbox_0: 0.1613 (0.1626) loss_giou_0: 0.3439 (0.3604) loss_class_1: 0.7239 (0.7246) loss_bbox_1: 0.1500 (0.1634) loss_giou_1: 0.3355 (0.3589) loss_class_2: 0.6889 (0.7012) loss_bbox_2: 0.1561 (0.1614) loss_giou_2: 0.3342 (0.3565) loss_class_3: 0.6957 (0.6870) loss_bbox_3: 0.1521 (0.1612) loss_giou_3: 0.3284 (0.3556) loss_class_4: 0.6951 (0.6804) loss_bbox_4: 0.1553 (0.1622) loss_giou_4: 0.3266 (0.3560) loss_class_enc: 0.7702 (0.8002) loss_bbox_enc: 0.1773 (0.1854) loss_giou_enc: 0.3917 (0.3958) loss_class_dn: 0.3514 (0.3546) loss_bbox_dn: 0.2021 (0.2209) loss_giou_dn: 0.3700 (0.3846) loss_class_dn_0: 0.4549 (0.4545) loss_bbox_dn_0: 0.2830 (0.3170) loss_giou_dn_0: 0.5052 (0.5008) loss_class_dn_1: 0.3780 (0.3838) loss_bbox_dn_1: 0.2215 (0.2456) loss_giou_dn_1: 0.4164 (0.4167) loss_class_dn_2: 0.3614 (0.3635) loss_bbox_dn_2: 0.2054 (0.2252) loss_giou_dn_2: 0.3794 (0.3916) loss_class_dn_3: 0.3558 (0.3575) loss_bbox_dn_3: 0.2025 (0.2218) loss_giou_dn_3: 0.3721 (0.3862) loss_class_dn_4: 0.3525 (0.3550) loss_bbox_dn_4: 0.2023 (0.2209) loss_giou_dn_4: 0.3698 (0.3846) loss_class_hybrid: 0.6808 (0.6797) loss_bbox_hybrid: 0.1567 (0.1730) loss_giou_hybrid: 0.3617 (0.3806) loss_class_0_hybrid: 0.7456 (0.7549) loss_bbox_0_hybrid: 0.1643 (0.1793) loss_giou_0_hybrid: 0.3794 (0.3937) loss_class_1_hybrid: 0.7143 (0.7087) loss_bbox_1_hybrid: 0.1617 (0.1755) loss_giou_1_hybrid: 0.3699 (0.3857) loss_class_2_hybrid: 0.6893 (0.6943) loss_bbox_2_hybrid: 0.1596 (0.1727) loss_giou_2_hybrid: 0.3674 (0.3815) loss_class_3_hybrid: 0.6796 (0.6856) loss_bbox_3_hybrid: 0.1561 (0.1725) loss_giou_3_hybrid: 0.3620 (0.3805) loss_class_4_hybrid: 0.6781 (0.6814) loss_bbox_4_hybrid: 0.1561 (0.1728) loss_giou_4_hybrid: 0.3683 (0.3807) loss_class_enc_hybrid: 0.7392 (0.7358) loss_bbox_enc_hybrid: 0.1979 (0.2065) loss_giou_enc_hybrid: 0.4189 (0.4377) mem: 1023 max mem: 36965 [2024-01-16 04:19:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:20:27 det.util.engine] INFO: Epoch: [11] [750/11727] eta: 3:18:28 lr: 0.000010 data_time: 0.0030 iter_time: 1.0705 loss: 23.7970 (23.9131) loss_class: 0.6519 (0.6771) loss_bbox: 0.1631 (0.1619) loss_giou: 0.3951 (0.3571) loss_class_0: 0.8083 (0.8289) loss_bbox_0: 0.1557 (0.1621) loss_giou_0: 0.3905 (0.3615) loss_class_1: 0.7173 (0.7239) loss_bbox_1: 0.1615 (0.1629) loss_giou_1: 0.3898 (0.3600) loss_class_2: 0.7089 (0.7007) loss_bbox_2: 0.1545 (0.1608) loss_giou_2: 0.3956 (0.3575) loss_class_3: 0.6714 (0.6864) loss_bbox_3: 0.1583 (0.1608) loss_giou_3: 0.3959 (0.3568) loss_class_4: 0.6662 (0.6800) loss_bbox_4: 0.1546 (0.1617) loss_giou_4: 0.3969 (0.3570) loss_class_enc: 0.7704 (0.7993) loss_bbox_enc: 0.1818 (0.1847) loss_giou_enc: 0.4135 (0.3966) loss_class_dn: 0.3580 (0.3547) loss_bbox_dn: 0.1947 (0.2200) loss_giou_dn: 0.4032 (0.3856) loss_class_dn_0: 0.4460 (0.4544) loss_bbox_dn_0: 0.2926 (0.3157) loss_giou_dn_0: 0.5154 (0.5018) loss_class_dn_1: 0.3827 (0.3838) loss_bbox_dn_1: 0.2213 (0.2445) loss_giou_dn_1: 0.4307 (0.4177) loss_class_dn_2: 0.3645 (0.3636) loss_bbox_dn_2: 0.2003 (0.2242) loss_giou_dn_2: 0.4077 (0.3926) loss_class_dn_3: 0.3587 (0.3577) loss_bbox_dn_3: 0.1957 (0.2208) loss_giou_dn_3: 0.4053 (0.3872) loss_class_dn_4: 0.3574 (0.3552) loss_bbox_dn_4: 0.1946 (0.2200) loss_giou_dn_4: 0.4033 (0.3856) loss_class_hybrid: 0.6508 (0.6785) loss_bbox_hybrid: 0.1731 (0.1724) loss_giou_hybrid: 0.4108 (0.3819) loss_class_0_hybrid: 0.7279 (0.7538) loss_bbox_0_hybrid: 0.1795 (0.1786) loss_giou_0_hybrid: 0.4258 (0.3950) loss_class_1_hybrid: 0.6767 (0.7077) loss_bbox_1_hybrid: 0.1773 (0.1748) loss_giou_1_hybrid: 0.4124 (0.3869) loss_class_2_hybrid: 0.6572 (0.6932) loss_bbox_2_hybrid: 0.1723 (0.1721) loss_giou_2_hybrid: 0.4170 (0.3828) loss_class_3_hybrid: 0.6513 (0.6845) loss_bbox_3_hybrid: 0.1721 (0.1720) loss_giou_3_hybrid: 0.4098 (0.3819) loss_class_4_hybrid: 0.6475 (0.6802) loss_bbox_4_hybrid: 0.1726 (0.1722) loss_giou_4_hybrid: 0.4105 (0.3821) loss_class_enc_hybrid: 0.6959 (0.7349) loss_bbox_enc_hybrid: 0.1962 (0.2058) loss_giou_enc_hybrid: 0.4569 (0.4389) mem: 1019 max mem: 36965 [2024-01-16 04:20:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:21:21 det.util.engine] INFO: Epoch: [11] [800/11727] eta: 3:17:24 lr: 0.000010 data_time: 0.0034 iter_time: 1.0509 loss: 24.7150 (23.9252) loss_class: 0.6830 (0.6771) loss_bbox: 0.1633 (0.1620) loss_giou: 0.3805 (0.3577) loss_class_0: 0.8250 (0.8292) loss_bbox_0: 0.1507 (0.1621) loss_giou_0: 0.3757 (0.3621) loss_class_1: 0.7331 (0.7239) loss_bbox_1: 0.1559 (0.1631) loss_giou_1: 0.3955 (0.3607) loss_class_2: 0.7013 (0.7001) loss_bbox_2: 0.1560 (0.1610) loss_giou_2: 0.3893 (0.3583) loss_class_3: 0.6944 (0.6862) loss_bbox_3: 0.1536 (0.1608) loss_giou_3: 0.3871 (0.3575) loss_class_4: 0.6856 (0.6799) loss_bbox_4: 0.1634 (0.1618) loss_giou_4: 0.3835 (0.3578) loss_class_enc: 0.8383 (0.7996) loss_bbox_enc: 0.1750 (0.1848) loss_giou_enc: 0.3976 (0.3971) loss_class_dn: 0.3570 (0.3548) loss_bbox_dn: 0.1875 (0.2200) loss_giou_dn: 0.3888 (0.3857) loss_class_dn_0: 0.4562 (0.4546) loss_bbox_dn_0: 0.2959 (0.3157) loss_giou_dn_0: 0.5079 (0.5020) loss_class_dn_1: 0.3843 (0.3840) loss_bbox_dn_1: 0.2178 (0.2444) loss_giou_dn_1: 0.4241 (0.4177) loss_class_dn_2: 0.3657 (0.3637) loss_bbox_dn_2: 0.1956 (0.2242) loss_giou_dn_2: 0.3980 (0.3926) loss_class_dn_3: 0.3592 (0.3577) loss_bbox_dn_3: 0.1885 (0.2208) loss_giou_dn_3: 0.3894 (0.3873) loss_class_dn_4: 0.3564 (0.3553) loss_bbox_dn_4: 0.1874 (0.2200) loss_giou_dn_4: 0.3888 (0.3857) loss_class_hybrid: 0.6946 (0.6783) loss_bbox_hybrid: 0.1747 (0.1725) loss_giou_hybrid: 0.3972 (0.3829) loss_class_0_hybrid: 0.7497 (0.7539) loss_bbox_0_hybrid: 0.1735 (0.1787) loss_giou_0_hybrid: 0.4026 (0.3959) loss_class_1_hybrid: 0.7211 (0.7077) loss_bbox_1_hybrid: 0.1758 (0.1750) loss_giou_1_hybrid: 0.4038 (0.3879) loss_class_2_hybrid: 0.6925 (0.6929) loss_bbox_2_hybrid: 0.1764 (0.1723) loss_giou_2_hybrid: 0.3980 (0.3838) loss_class_3_hybrid: 0.6801 (0.6841) loss_bbox_3_hybrid: 0.1646 (0.1721) loss_giou_3_hybrid: 0.3970 (0.3829) loss_class_4_hybrid: 0.6835 (0.6800) loss_bbox_4_hybrid: 0.1762 (0.1723) loss_giou_4_hybrid: 0.3975 (0.3831) loss_class_enc_hybrid: 0.7456 (0.7347) loss_bbox_enc_hybrid: 0.1891 (0.2060) loss_giou_enc_hybrid: 0.4394 (0.4398) mem: 1023 max mem: 36965 [2024-01-16 04:21:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:22:15 det.util.engine] INFO: Epoch: [11] [850/11727] eta: 3:16:23 lr: 0.000010 data_time: 0.0031 iter_time: 1.0566 loss: 23.9139 (23.9211) loss_class: 0.6371 (0.6765) loss_bbox: 0.1574 (0.1621) loss_giou: 0.3596 (0.3575) loss_class_0: 0.7860 (0.8291) loss_bbox_0: 0.1619 (0.1622) loss_giou_0: 0.3505 (0.3618) loss_class_1: 0.7018 (0.7234) loss_bbox_1: 0.1647 (0.1632) loss_giou_1: 0.3555 (0.3604) loss_class_2: 0.6575 (0.6995) loss_bbox_2: 0.1612 (0.1611) loss_giou_2: 0.3576 (0.3581) loss_class_3: 0.6368 (0.6857) loss_bbox_3: 0.1565 (0.1610) loss_giou_3: 0.3643 (0.3572) loss_class_4: 0.6394 (0.6794) loss_bbox_4: 0.1577 (0.1619) loss_giou_4: 0.3596 (0.3575) loss_class_enc: 0.7602 (0.7991) loss_bbox_enc: 0.1884 (0.1851) loss_giou_enc: 0.3971 (0.3969) loss_class_dn: 0.3568 (0.3548) loss_bbox_dn: 0.2384 (0.2205) loss_giou_dn: 0.3951 (0.3856) loss_class_dn_0: 0.4557 (0.4545) loss_bbox_dn_0: 0.3421 (0.3164) loss_giou_dn_0: 0.5229 (0.5021) loss_class_dn_1: 0.3887 (0.3840) loss_bbox_dn_1: 0.2691 (0.2450) loss_giou_dn_1: 0.4339 (0.4178) loss_class_dn_2: 0.3672 (0.3637) loss_bbox_dn_2: 0.2454 (0.2247) loss_giou_dn_2: 0.4061 (0.3926) loss_class_dn_3: 0.3611 (0.3577) loss_bbox_dn_3: 0.2419 (0.2213) loss_giou_dn_3: 0.3967 (0.3872) loss_class_dn_4: 0.3584 (0.3552) loss_bbox_dn_4: 0.2383 (0.2205) loss_giou_dn_4: 0.3950 (0.3856) loss_class_hybrid: 0.6481 (0.6779) loss_bbox_hybrid: 0.1735 (0.1727) loss_giou_hybrid: 0.3745 (0.3825) loss_class_0_hybrid: 0.7252 (0.7536) loss_bbox_0_hybrid: 0.1831 (0.1789) loss_giou_0_hybrid: 0.3885 (0.3956) loss_class_1_hybrid: 0.6687 (0.7073) loss_bbox_1_hybrid: 0.1748 (0.1752) loss_giou_1_hybrid: 0.3820 (0.3876) loss_class_2_hybrid: 0.6584 (0.6927) loss_bbox_2_hybrid: 0.1687 (0.1724) loss_giou_2_hybrid: 0.3794 (0.3835) loss_class_3_hybrid: 0.6517 (0.6838) loss_bbox_3_hybrid: 0.1681 (0.1723) loss_giou_3_hybrid: 0.3804 (0.3826) loss_class_4_hybrid: 0.6511 (0.6796) loss_bbox_4_hybrid: 0.1719 (0.1725) loss_giou_4_hybrid: 0.3771 (0.3827) loss_class_enc_hybrid: 0.7020 (0.7342) loss_bbox_enc_hybrid: 0.2120 (0.2062) loss_giou_enc_hybrid: 0.4325 (0.4396) mem: 1026 max mem: 36965 [2024-01-16 04:22:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:23:08 det.util.engine] INFO: Epoch: [11] [900/11727] eta: 3:15:19 lr: 0.000010 data_time: 0.0028 iter_time: 1.0470 loss: 22.4446 (23.9270) loss_class: 0.6565 (0.6770) loss_bbox: 0.1580 (0.1620) loss_giou: 0.3396 (0.3579) loss_class_0: 0.7929 (0.8292) loss_bbox_0: 0.1612 (0.1622) loss_giou_0: 0.3396 (0.3623) loss_class_1: 0.6942 (0.7238) loss_bbox_1: 0.1556 (0.1631) loss_giou_1: 0.3315 (0.3608) loss_class_2: 0.6795 (0.7000) loss_bbox_2: 0.1596 (0.1610) loss_giou_2: 0.3452 (0.3585) loss_class_3: 0.6731 (0.6863) loss_bbox_3: 0.1522 (0.1608) loss_giou_3: 0.3432 (0.3577) loss_class_4: 0.6668 (0.6798) loss_bbox_4: 0.1580 (0.1618) loss_giou_4: 0.3454 (0.3579) loss_class_enc: 0.7623 (0.7993) loss_bbox_enc: 0.1738 (0.1848) loss_giou_enc: 0.3880 (0.3973) loss_class_dn: 0.3580 (0.3550) loss_bbox_dn: 0.1971 (0.2197) loss_giou_dn: 0.3732 (0.3858) loss_class_dn_0: 0.4515 (0.4545) loss_bbox_dn_0: 0.2990 (0.3154) loss_giou_dn_0: 0.4798 (0.5022) loss_class_dn_1: 0.3844 (0.3841) loss_bbox_dn_1: 0.2222 (0.2441) loss_giou_dn_1: 0.3990 (0.4178) loss_class_dn_2: 0.3644 (0.3638) loss_bbox_dn_2: 0.2026 (0.2238) loss_giou_dn_2: 0.3805 (0.3927) loss_class_dn_3: 0.3617 (0.3579) loss_bbox_dn_3: 0.1991 (0.2205) loss_giou_dn_3: 0.3749 (0.3874) loss_class_dn_4: 0.3587 (0.3554) loss_bbox_dn_4: 0.1972 (0.2197) loss_giou_dn_4: 0.3734 (0.3858) loss_class_hybrid: 0.6527 (0.6780) loss_bbox_hybrid: 0.1625 (0.1727) loss_giou_hybrid: 0.3814 (0.3830) loss_class_0_hybrid: 0.7356 (0.7539) loss_bbox_0_hybrid: 0.1688 (0.1788) loss_giou_0_hybrid: 0.3874 (0.3959) loss_class_1_hybrid: 0.6733 (0.7078) loss_bbox_1_hybrid: 0.1655 (0.1752) loss_giou_1_hybrid: 0.3839 (0.3880) loss_class_2_hybrid: 0.6591 (0.6929) loss_bbox_2_hybrid: 0.1660 (0.1724) loss_giou_2_hybrid: 0.3795 (0.3839) loss_class_3_hybrid: 0.6462 (0.6841) loss_bbox_3_hybrid: 0.1640 (0.1722) loss_giou_3_hybrid: 0.3787 (0.3830) loss_class_4_hybrid: 0.6486 (0.6797) loss_bbox_4_hybrid: 0.1644 (0.1725) loss_giou_4_hybrid: 0.3774 (0.3832) loss_class_enc_hybrid: 0.7209 (0.7348) loss_bbox_enc_hybrid: 0.1968 (0.2059) loss_giou_enc_hybrid: 0.4252 (0.4398) mem: 1022 max mem: 36965 [2024-01-16 04:23:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:24:01 det.util.engine] INFO: Epoch: [11] [950/11727] eta: 3:14:15 lr: 0.000010 data_time: 0.0032 iter_time: 1.0670 loss: 23.1528 (23.9476) loss_class: 0.6996 (0.6775) loss_bbox: 0.1513 (0.1621) loss_giou: 0.3319 (0.3583) loss_class_0: 0.8385 (0.8299) loss_bbox_0: 0.1466 (0.1624) loss_giou_0: 0.3279 (0.3627) loss_class_1: 0.7600 (0.7243) loss_bbox_1: 0.1612 (0.1633) loss_giou_1: 0.3380 (0.3611) loss_class_2: 0.7324 (0.7003) loss_bbox_2: 0.1449 (0.1611) loss_giou_2: 0.3352 (0.3590) loss_class_3: 0.7075 (0.6866) loss_bbox_3: 0.1479 (0.1610) loss_giou_3: 0.3324 (0.3581) loss_class_4: 0.6904 (0.6800) loss_bbox_4: 0.1483 (0.1620) loss_giou_4: 0.3319 (0.3584) loss_class_enc: 0.7992 (0.7998) loss_bbox_enc: 0.1774 (0.1849) loss_giou_enc: 0.3718 (0.3975) loss_class_dn: 0.3514 (0.3551) loss_bbox_dn: 0.2191 (0.2199) loss_giou_dn: 0.3597 (0.3861) loss_class_dn_0: 0.4550 (0.4546) loss_bbox_dn_0: 0.2993 (0.3156) loss_giou_dn_0: 0.4792 (0.5024) loss_class_dn_1: 0.3871 (0.3843) loss_bbox_dn_1: 0.2410 (0.2443) loss_giou_dn_1: 0.3976 (0.4181) loss_class_dn_2: 0.3683 (0.3640) loss_bbox_dn_2: 0.2208 (0.2240) loss_giou_dn_2: 0.3679 (0.3930) loss_class_dn_3: 0.3610 (0.3580) loss_bbox_dn_3: 0.2200 (0.2207) loss_giou_dn_3: 0.3633 (0.3878) loss_class_dn_4: 0.3547 (0.3556) loss_bbox_dn_4: 0.2191 (0.2199) loss_giou_dn_4: 0.3596 (0.3861) loss_class_hybrid: 0.6861 (0.6785) loss_bbox_hybrid: 0.1558 (0.1730) loss_giou_hybrid: 0.3448 (0.3836) loss_class_0_hybrid: 0.7866 (0.7546) loss_bbox_0_hybrid: 0.1645 (0.1792) loss_giou_0_hybrid: 0.3578 (0.3966) loss_class_1_hybrid: 0.7262 (0.7083) loss_bbox_1_hybrid: 0.1596 (0.1755) loss_giou_1_hybrid: 0.3513 (0.3886) loss_class_2_hybrid: 0.7137 (0.6934) loss_bbox_2_hybrid: 0.1619 (0.1727) loss_giou_2_hybrid: 0.3470 (0.3846) loss_class_3_hybrid: 0.6928 (0.6846) loss_bbox_3_hybrid: 0.1600 (0.1725) loss_giou_3_hybrid: 0.3466 (0.3836) loss_class_4_hybrid: 0.6906 (0.6800) loss_bbox_4_hybrid: 0.1592 (0.1729) loss_giou_4_hybrid: 0.3466 (0.3838) loss_class_enc_hybrid: 0.7676 (0.7352) loss_bbox_enc_hybrid: 0.2142 (0.2062) loss_giou_enc_hybrid: 0.3950 (0.4404) mem: 1011 max mem: 36965 [2024-01-16 04:24:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:24:55 det.util.engine] INFO: Epoch: [11] [1000/11727] eta: 3:13:18 lr: 0.000010 data_time: 0.0027 iter_time: 1.0808 loss: 23.8135 (23.9627) loss_class: 0.7100 (0.6782) loss_bbox: 0.1577 (0.1621) loss_giou: 0.3798 (0.3589) loss_class_0: 0.8426 (0.8302) loss_bbox_0: 0.1599 (0.1624) loss_giou_0: 0.3858 (0.3632) loss_class_1: 0.7433 (0.7249) loss_bbox_1: 0.1588 (0.1633) loss_giou_1: 0.3762 (0.3616) loss_class_2: 0.7169 (0.7011) loss_bbox_2: 0.1619 (0.1611) loss_giou_2: 0.3703 (0.3596) loss_class_3: 0.7128 (0.6872) loss_bbox_3: 0.1571 (0.1611) loss_giou_3: 0.3832 (0.3588) loss_class_4: 0.7219 (0.6805) loss_bbox_4: 0.1591 (0.1620) loss_giou_4: 0.3860 (0.3590) loss_class_enc: 0.8149 (0.8002) loss_bbox_enc: 0.1720 (0.1849) loss_giou_enc: 0.4066 (0.3980) loss_class_dn: 0.3626 (0.3552) loss_bbox_dn: 0.1959 (0.2195) loss_giou_dn: 0.4021 (0.3866) loss_class_dn_0: 0.4650 (0.4547) loss_bbox_dn_0: 0.2656 (0.3151) loss_giou_dn_0: 0.5250 (0.5029) loss_class_dn_1: 0.3952 (0.3845) loss_bbox_dn_1: 0.2186 (0.2438) loss_giou_dn_1: 0.4397 (0.4185) loss_class_dn_2: 0.3702 (0.3642) loss_bbox_dn_2: 0.2022 (0.2236) loss_giou_dn_2: 0.4089 (0.3934) loss_class_dn_3: 0.3673 (0.3582) loss_bbox_dn_3: 0.1979 (0.2203) loss_giou_dn_3: 0.4033 (0.3881) loss_class_dn_4: 0.3616 (0.3557) loss_bbox_dn_4: 0.1960 (0.2195) loss_giou_dn_4: 0.4020 (0.3865) loss_class_hybrid: 0.6761 (0.6789) loss_bbox_hybrid: 0.1748 (0.1729) loss_giou_hybrid: 0.3843 (0.3841) loss_class_0_hybrid: 0.7508 (0.7552) loss_bbox_0_hybrid: 0.1805 (0.1792) loss_giou_0_hybrid: 0.4015 (0.3970) loss_class_1_hybrid: 0.7018 (0.7089) loss_bbox_1_hybrid: 0.1800 (0.1755) loss_giou_1_hybrid: 0.3916 (0.3890) loss_class_2_hybrid: 0.7006 (0.6941) loss_bbox_2_hybrid: 0.1767 (0.1727) loss_giou_2_hybrid: 0.3884 (0.3850) loss_class_3_hybrid: 0.6907 (0.6851) loss_bbox_3_hybrid: 0.1760 (0.1725) loss_giou_3_hybrid: 0.3884 (0.3841) loss_class_4_hybrid: 0.6780 (0.6805) loss_bbox_4_hybrid: 0.1739 (0.1728) loss_giou_4_hybrid: 0.3854 (0.3843) loss_class_enc_hybrid: 0.7429 (0.7358) loss_bbox_enc_hybrid: 0.2041 (0.2061) loss_giou_enc_hybrid: 0.4391 (0.4407) mem: 1024 max mem: 36965 [2024-01-16 04:24:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:25:49 det.util.engine] INFO: Epoch: [11] [1050/11727] eta: 3:12:21 lr: 0.000010 data_time: 0.0031 iter_time: 1.0878 loss: 23.7340 (23.9603) loss_class: 0.6634 (0.6786) loss_bbox: 0.1683 (0.1623) loss_giou: 0.3560 (0.3583) loss_class_0: 0.8160 (0.8307) loss_bbox_0: 0.1699 (0.1625) loss_giou_0: 0.3519 (0.3626) loss_class_1: 0.7194 (0.7249) loss_bbox_1: 0.1774 (0.1634) loss_giou_1: 0.3527 (0.3611) loss_class_2: 0.6927 (0.7013) loss_bbox_2: 0.1719 (0.1613) loss_giou_2: 0.3540 (0.3589) loss_class_3: 0.6701 (0.6875) loss_bbox_3: 0.1704 (0.1613) loss_giou_3: 0.3547 (0.3582) loss_class_4: 0.6629 (0.6810) loss_bbox_4: 0.1681 (0.1621) loss_giou_4: 0.3558 (0.3584) loss_class_enc: 0.7957 (0.8004) loss_bbox_enc: 0.1838 (0.1852) loss_giou_enc: 0.3825 (0.3974) loss_class_dn: 0.3533 (0.3551) loss_bbox_dn: 0.2161 (0.2199) loss_giou_dn: 0.3668 (0.3862) loss_class_dn_0: 0.4487 (0.4546) loss_bbox_dn_0: 0.2962 (0.3153) loss_giou_dn_0: 0.4671 (0.5024) loss_class_dn_1: 0.3801 (0.3843) loss_bbox_dn_1: 0.2317 (0.2443) loss_giou_dn_1: 0.3888 (0.4181) loss_class_dn_2: 0.3666 (0.3640) loss_bbox_dn_2: 0.2164 (0.2240) loss_giou_dn_2: 0.3718 (0.3931) loss_class_dn_3: 0.3605 (0.3580) loss_bbox_dn_3: 0.2165 (0.2208) loss_giou_dn_3: 0.3672 (0.3878) loss_class_dn_4: 0.3571 (0.3556) loss_bbox_dn_4: 0.2161 (0.2199) loss_giou_dn_4: 0.3667 (0.3862) loss_class_hybrid: 0.6642 (0.6798) loss_bbox_hybrid: 0.1811 (0.1729) loss_giou_hybrid: 0.3657 (0.3831) loss_class_0_hybrid: 0.7723 (0.7561) loss_bbox_0_hybrid: 0.1782 (0.1792) loss_giou_0_hybrid: 0.3737 (0.3960) loss_class_1_hybrid: 0.7056 (0.7094) loss_bbox_1_hybrid: 0.1789 (0.1754) loss_giou_1_hybrid: 0.3664 (0.3881) loss_class_2_hybrid: 0.6871 (0.6948) loss_bbox_2_hybrid: 0.1814 (0.1727) loss_giou_2_hybrid: 0.3633 (0.3841) loss_class_3_hybrid: 0.6685 (0.6858) loss_bbox_3_hybrid: 0.1868 (0.1725) loss_giou_3_hybrid: 0.3633 (0.3832) loss_class_4_hybrid: 0.6715 (0.6814) loss_bbox_4_hybrid: 0.1801 (0.1728) loss_giou_4_hybrid: 0.3650 (0.3833) loss_class_enc_hybrid: 0.7197 (0.7364) loss_bbox_enc_hybrid: 0.1992 (0.2061) loss_giou_enc_hybrid: 0.4147 (0.4397) mem: 1028 max mem: 36965 [2024-01-16 04:25:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:26:44 det.util.engine] INFO: Epoch: [11] [1100/11727] eta: 3:11:36 lr: 0.000010 data_time: 0.0029 iter_time: 1.0712 loss: 22.7770 (23.9105) loss_class: 0.6353 (0.6777) loss_bbox: 0.1321 (0.1619) loss_giou: 0.3552 (0.3574) loss_class_0: 0.7473 (0.8294) loss_bbox_0: 0.1309 (0.1621) loss_giou_0: 0.3727 (0.3619) loss_class_1: 0.6583 (0.7234) loss_bbox_1: 0.1384 (0.1631) loss_giou_1: 0.3683 (0.3603) loss_class_2: 0.6483 (0.7000) loss_bbox_2: 0.1333 (0.1610) loss_giou_2: 0.3542 (0.3582) loss_class_3: 0.6439 (0.6865) loss_bbox_3: 0.1327 (0.1609) loss_giou_3: 0.3621 (0.3574) loss_class_4: 0.6374 (0.6800) loss_bbox_4: 0.1315 (0.1618) loss_giou_4: 0.3551 (0.3575) loss_class_enc: 0.7451 (0.7994) loss_bbox_enc: 0.1639 (0.1848) loss_giou_enc: 0.4152 (0.3965) loss_class_dn: 0.3464 (0.3546) loss_bbox_dn: 0.1636 (0.2188) loss_giou_dn: 0.3705 (0.3849) loss_class_dn_0: 0.4462 (0.4544) loss_bbox_dn_0: 0.2496 (0.3141) loss_giou_dn_0: 0.4984 (0.5011) loss_class_dn_1: 0.3760 (0.3839) loss_bbox_dn_1: 0.1853 (0.2431) loss_giou_dn_1: 0.4020 (0.4167) loss_class_dn_2: 0.3535 (0.3636) loss_bbox_dn_2: 0.1673 (0.2229) loss_giou_dn_2: 0.3788 (0.3917) loss_class_dn_3: 0.3502 (0.3575) loss_bbox_dn_3: 0.1635 (0.2196) loss_giou_dn_3: 0.3727 (0.3865) loss_class_dn_4: 0.3486 (0.3551) loss_bbox_dn_4: 0.1638 (0.2188) loss_giou_dn_4: 0.3704 (0.3849) loss_class_hybrid: 0.6429 (0.6793) loss_bbox_hybrid: 0.1377 (0.1723) loss_giou_hybrid: 0.3818 (0.3820) loss_class_0_hybrid: 0.7040 (0.7556) loss_bbox_0_hybrid: 0.1467 (0.1786) loss_giou_0_hybrid: 0.4030 (0.3949) loss_class_1_hybrid: 0.6660 (0.7088) loss_bbox_1_hybrid: 0.1480 (0.1749) loss_giou_1_hybrid: 0.3892 (0.3870) loss_class_2_hybrid: 0.6548 (0.6942) loss_bbox_2_hybrid: 0.1396 (0.1721) loss_giou_2_hybrid: 0.3841 (0.3830) loss_class_3_hybrid: 0.6524 (0.6852) loss_bbox_3_hybrid: 0.1386 (0.1719) loss_giou_3_hybrid: 0.3829 (0.3821) loss_class_4_hybrid: 0.6485 (0.6809) loss_bbox_4_hybrid: 0.1385 (0.1722) loss_giou_4_hybrid: 0.3809 (0.3822) loss_class_enc_hybrid: 0.6967 (0.7360) loss_bbox_enc_hybrid: 0.1814 (0.2055) loss_giou_enc_hybrid: 0.4514 (0.4386) mem: 1022 max mem: 36965 [2024-01-16 04:26:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:27:37 det.util.engine] INFO: Epoch: [11] [1150/11727] eta: 3:10:36 lr: 0.000010 data_time: 0.0029 iter_time: 1.0840 loss: 23.6468 (23.9025) loss_class: 0.6624 (0.6772) loss_bbox: 0.1618 (0.1620) loss_giou: 0.3416 (0.3570) loss_class_0: 0.8327 (0.8288) loss_bbox_0: 0.1627 (0.1624) loss_giou_0: 0.3702 (0.3615) loss_class_1: 0.6921 (0.7231) loss_bbox_1: 0.1649 (0.1633) loss_giou_1: 0.3667 (0.3600) loss_class_2: 0.6831 (0.6995) loss_bbox_2: 0.1564 (0.1612) loss_giou_2: 0.3463 (0.3579) loss_class_3: 0.6695 (0.6858) loss_bbox_3: 0.1592 (0.1611) loss_giou_3: 0.3410 (0.3570) loss_class_4: 0.6653 (0.6795) loss_bbox_4: 0.1603 (0.1619) loss_giou_4: 0.3415 (0.3571) loss_class_enc: 0.7901 (0.7989) loss_bbox_enc: 0.1799 (0.1850) loss_giou_enc: 0.3982 (0.3962) loss_class_dn: 0.3613 (0.3546) loss_bbox_dn: 0.2279 (0.2193) loss_giou_dn: 0.3699 (0.3846) loss_class_dn_0: 0.4540 (0.4544) loss_bbox_dn_0: 0.3022 (0.3147) loss_giou_dn_0: 0.4832 (0.5007) loss_class_dn_1: 0.3882 (0.3839) loss_bbox_dn_1: 0.2556 (0.2437) loss_giou_dn_1: 0.4013 (0.4165) loss_class_dn_2: 0.3701 (0.3635) loss_bbox_dn_2: 0.2273 (0.2234) loss_giou_dn_2: 0.3774 (0.3914) loss_class_dn_3: 0.3624 (0.3575) loss_bbox_dn_3: 0.2294 (0.2202) loss_giou_dn_3: 0.3723 (0.3862) loss_class_dn_4: 0.3614 (0.3551) loss_bbox_dn_4: 0.2279 (0.2193) loss_giou_dn_4: 0.3698 (0.3846) loss_class_hybrid: 0.6556 (0.6788) loss_bbox_hybrid: 0.1766 (0.1725) loss_giou_hybrid: 0.3668 (0.3816) loss_class_0_hybrid: 0.7328 (0.7553) loss_bbox_0_hybrid: 0.1786 (0.1788) loss_giou_0_hybrid: 0.3739 (0.3945) loss_class_1_hybrid: 0.6726 (0.7082) loss_bbox_1_hybrid: 0.1787 (0.1751) loss_giou_1_hybrid: 0.3648 (0.3867) loss_class_2_hybrid: 0.6642 (0.6938) loss_bbox_2_hybrid: 0.1779 (0.1723) loss_giou_2_hybrid: 0.3581 (0.3827) loss_class_3_hybrid: 0.6597 (0.6847) loss_bbox_3_hybrid: 0.1760 (0.1721) loss_giou_3_hybrid: 0.3612 (0.3817) loss_class_4_hybrid: 0.6566 (0.6803) loss_bbox_4_hybrid: 0.1765 (0.1724) loss_giou_4_hybrid: 0.3659 (0.3818) loss_class_enc_hybrid: 0.7260 (0.7356) loss_bbox_enc_hybrid: 0.2061 (0.2057) loss_giou_enc_hybrid: 0.4357 (0.4382) mem: 1028 max mem: 36965 [2024-01-16 04:27:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:28:31 det.util.engine] INFO: Epoch: [11] [1200/11727] eta: 3:09:40 lr: 0.000010 data_time: 0.0029 iter_time: 1.0888 loss: 23.3726 (23.8965) loss_class: 0.6403 (0.6769) loss_bbox: 0.1432 (0.1618) loss_giou: 0.3710 (0.3570) loss_class_0: 0.7970 (0.8290) loss_bbox_0: 0.1464 (0.1622) loss_giou_0: 0.3640 (0.3615) loss_class_1: 0.6769 (0.7227) loss_bbox_1: 0.1447 (0.1631) loss_giou_1: 0.3756 (0.3601) loss_class_2: 0.6679 (0.6991) loss_bbox_2: 0.1439 (0.1610) loss_giou_2: 0.3694 (0.3580) loss_class_3: 0.6531 (0.6856) loss_bbox_3: 0.1448 (0.1609) loss_giou_3: 0.3711 (0.3571) loss_class_4: 0.6450 (0.6791) loss_bbox_4: 0.1432 (0.1617) loss_giou_4: 0.3709 (0.3572) loss_class_enc: 0.7704 (0.7987) loss_bbox_enc: 0.1784 (0.1849) loss_giou_enc: 0.3948 (0.3962) loss_class_dn: 0.3498 (0.3546) loss_bbox_dn: 0.1759 (0.2194) loss_giou_dn: 0.3692 (0.3846) loss_class_dn_0: 0.4502 (0.4544) loss_bbox_dn_0: 0.2619 (0.3143) loss_giou_dn_0: 0.4774 (0.5004) loss_class_dn_1: 0.3823 (0.3839) loss_bbox_dn_1: 0.1993 (0.2436) loss_giou_dn_1: 0.3976 (0.4163) loss_class_dn_2: 0.3585 (0.3635) loss_bbox_dn_2: 0.1842 (0.2234) loss_giou_dn_2: 0.3778 (0.3913) loss_class_dn_3: 0.3518 (0.3575) loss_bbox_dn_3: 0.1789 (0.2202) loss_giou_dn_3: 0.3710 (0.3862) loss_class_dn_4: 0.3491 (0.3551) loss_bbox_dn_4: 0.1759 (0.2194) loss_giou_dn_4: 0.3691 (0.3846) loss_class_hybrid: 0.6343 (0.6786) loss_bbox_hybrid: 0.1540 (0.1723) loss_giou_hybrid: 0.3820 (0.3816) loss_class_0_hybrid: 0.7283 (0.7554) loss_bbox_0_hybrid: 0.1552 (0.1785) loss_giou_0_hybrid: 0.3888 (0.3943) loss_class_1_hybrid: 0.6697 (0.7080) loss_bbox_1_hybrid: 0.1567 (0.1749) loss_giou_1_hybrid: 0.3855 (0.3866) loss_class_2_hybrid: 0.6578 (0.6936) loss_bbox_2_hybrid: 0.1533 (0.1722) loss_giou_2_hybrid: 0.3859 (0.3826) loss_class_3_hybrid: 0.6461 (0.6845) loss_bbox_3_hybrid: 0.1584 (0.1720) loss_giou_3_hybrid: 0.3829 (0.3817) loss_class_4_hybrid: 0.6327 (0.6801) loss_bbox_4_hybrid: 0.1537 (0.1722) loss_giou_4_hybrid: 0.3817 (0.3818) loss_class_enc_hybrid: 0.7062 (0.7355) loss_bbox_enc_hybrid: 0.1901 (0.2056) loss_giou_enc_hybrid: 0.4331 (0.4381) mem: 1035 max mem: 36965 [2024-01-16 04:28:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:29:25 det.util.engine] INFO: Epoch: [11] [1250/11727] eta: 3:08:48 lr: 0.000010 data_time: 0.0030 iter_time: 1.0908 loss: 23.6354 (23.9090) loss_class: 0.6491 (0.6761) loss_bbox: 0.1503 (0.1621) loss_giou: 0.3841 (0.3582) loss_class_0: 0.7843 (0.8280) loss_bbox_0: 0.1535 (0.1625) loss_giou_0: 0.3743 (0.3625) loss_class_1: 0.6933 (0.7218) loss_bbox_1: 0.1511 (0.1635) loss_giou_1: 0.3823 (0.3612) loss_class_2: 0.6625 (0.6979) loss_bbox_2: 0.1532 (0.1615) loss_giou_2: 0.3806 (0.3591) loss_class_3: 0.6500 (0.6847) loss_bbox_3: 0.1513 (0.1613) loss_giou_3: 0.3819 (0.3583) loss_class_4: 0.6474 (0.6782) loss_bbox_4: 0.1520 (0.1620) loss_giou_4: 0.3811 (0.3583) loss_class_enc: 0.7552 (0.7979) loss_bbox_enc: 0.1697 (0.1851) loss_giou_enc: 0.4097 (0.3972) loss_class_dn: 0.3562 (0.3547) loss_bbox_dn: 0.2260 (0.2195) loss_giou_dn: 0.3952 (0.3853) loss_class_dn_0: 0.4490 (0.4542) loss_bbox_dn_0: 0.2877 (0.3143) loss_giou_dn_0: 0.5185 (0.5011) loss_class_dn_1: 0.3899 (0.3840) loss_bbox_dn_1: 0.2288 (0.2436) loss_giou_dn_1: 0.4264 (0.4170) loss_class_dn_2: 0.3659 (0.3636) loss_bbox_dn_2: 0.2271 (0.2235) loss_giou_dn_2: 0.4036 (0.3921) loss_class_dn_3: 0.3602 (0.3576) loss_bbox_dn_3: 0.2275 (0.2203) loss_giou_dn_3: 0.3975 (0.3869) loss_class_dn_4: 0.3574 (0.3552) loss_bbox_dn_4: 0.2261 (0.2195) loss_giou_dn_4: 0.3952 (0.3853) loss_class_hybrid: 0.6641 (0.6778) loss_bbox_hybrid: 0.1611 (0.1727) loss_giou_hybrid: 0.3861 (0.3827) loss_class_0_hybrid: 0.7370 (0.7545) loss_bbox_0_hybrid: 0.1625 (0.1789) loss_giou_0_hybrid: 0.3995 (0.3954) loss_class_1_hybrid: 0.6913 (0.7069) loss_bbox_1_hybrid: 0.1640 (0.1753) loss_giou_1_hybrid: 0.3967 (0.3878) loss_class_2_hybrid: 0.6630 (0.6925) loss_bbox_2_hybrid: 0.1613 (0.1726) loss_giou_2_hybrid: 0.3882 (0.3838) loss_class_3_hybrid: 0.6594 (0.6835) loss_bbox_3_hybrid: 0.1655 (0.1724) loss_giou_3_hybrid: 0.3861 (0.3828) loss_class_4_hybrid: 0.6537 (0.6792) loss_bbox_4_hybrid: 0.1649 (0.1726) loss_giou_4_hybrid: 0.3863 (0.3829) loss_class_enc_hybrid: 0.7178 (0.7345) loss_bbox_enc_hybrid: 0.1913 (0.2060) loss_giou_enc_hybrid: 0.4448 (0.4392) mem: 1030 max mem: 36965 [2024-01-16 04:29:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:30:19 det.util.engine] INFO: Epoch: [11] [1300/11727] eta: 3:07:55 lr: 0.000010 data_time: 0.0031 iter_time: 1.0364 loss: 23.4920 (23.9011) loss_class: 0.6949 (0.6763) loss_bbox: 0.1457 (0.1621) loss_giou: 0.3422 (0.3578) loss_class_0: 0.8458 (0.8282) loss_bbox_0: 0.1573 (0.1625) loss_giou_0: 0.3600 (0.3621) loss_class_1: 0.7462 (0.7219) loss_bbox_1: 0.1531 (0.1635) loss_giou_1: 0.3537 (0.3609) loss_class_2: 0.7242 (0.6980) loss_bbox_2: 0.1460 (0.1615) loss_giou_2: 0.3568 (0.3587) loss_class_3: 0.6834 (0.6847) loss_bbox_3: 0.1557 (0.1614) loss_giou_3: 0.3537 (0.3579) loss_class_4: 0.6788 (0.6783) loss_bbox_4: 0.1577 (0.1621) loss_giou_4: 0.3422 (0.3579) loss_class_enc: 0.7979 (0.7978) loss_bbox_enc: 0.1682 (0.1851) loss_giou_enc: 0.3919 (0.3969) loss_class_dn: 0.3559 (0.3547) loss_bbox_dn: 0.2020 (0.2194) loss_giou_dn: 0.3640 (0.3849) loss_class_dn_0: 0.4419 (0.4541) loss_bbox_dn_0: 0.2848 (0.3140) loss_giou_dn_0: 0.4812 (0.5005) loss_class_dn_1: 0.3798 (0.3839) loss_bbox_dn_1: 0.2233 (0.2436) loss_giou_dn_1: 0.3930 (0.4166) loss_class_dn_2: 0.3654 (0.3635) loss_bbox_dn_2: 0.2073 (0.2235) loss_giou_dn_2: 0.3725 (0.3917) loss_class_dn_3: 0.3609 (0.3575) loss_bbox_dn_3: 0.2027 (0.2203) loss_giou_dn_3: 0.3667 (0.3865) loss_class_dn_4: 0.3595 (0.3551) loss_bbox_dn_4: 0.2020 (0.2195) loss_giou_dn_4: 0.3642 (0.3849) loss_class_hybrid: 0.6961 (0.6778) loss_bbox_hybrid: 0.1610 (0.1727) loss_giou_hybrid: 0.3833 (0.3822) loss_class_0_hybrid: 0.7442 (0.7546) loss_bbox_0_hybrid: 0.1703 (0.1789) loss_giou_0_hybrid: 0.3926 (0.3950) loss_class_1_hybrid: 0.6969 (0.7069) loss_bbox_1_hybrid: 0.1667 (0.1754) loss_giou_1_hybrid: 0.3907 (0.3874) loss_class_2_hybrid: 0.6975 (0.6926) loss_bbox_2_hybrid: 0.1633 (0.1727) loss_giou_2_hybrid: 0.3829 (0.3834) loss_class_3_hybrid: 0.6848 (0.6835) loss_bbox_3_hybrid: 0.1618 (0.1724) loss_giou_3_hybrid: 0.3827 (0.3824) loss_class_4_hybrid: 0.6824 (0.6791) loss_bbox_4_hybrid: 0.1635 (0.1726) loss_giou_4_hybrid: 0.3847 (0.3825) loss_class_enc_hybrid: 0.7100 (0.7345) loss_bbox_enc_hybrid: 0.1926 (0.2059) loss_giou_enc_hybrid: 0.4324 (0.4388) mem: 1017 max mem: 36965 [2024-01-16 04:30:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:31:14 det.util.engine] INFO: Epoch: [11] [1350/11727] eta: 3:07:05 lr: 0.000010 data_time: 0.0027 iter_time: 1.0668 loss: 23.7495 (23.9017) loss_class: 0.6547 (0.6760) loss_bbox: 0.1440 (0.1620) loss_giou: 0.3610 (0.3581) loss_class_0: 0.7957 (0.8278) loss_bbox_0: 0.1387 (0.1622) loss_giou_0: 0.3643 (0.3624) loss_class_1: 0.7066 (0.7215) loss_bbox_1: 0.1402 (0.1634) loss_giou_1: 0.3610 (0.3612) loss_class_2: 0.6822 (0.6979) loss_bbox_2: 0.1403 (0.1613) loss_giou_2: 0.3668 (0.3590) loss_class_3: 0.6762 (0.6844) loss_bbox_3: 0.1393 (0.1613) loss_giou_3: 0.3606 (0.3582) loss_class_4: 0.6568 (0.6780) loss_bbox_4: 0.1439 (0.1620) loss_giou_4: 0.3624 (0.3582) loss_class_enc: 0.7606 (0.7974) loss_bbox_enc: 0.1695 (0.1849) loss_giou_enc: 0.4018 (0.3972) loss_class_dn: 0.3574 (0.3548) loss_bbox_dn: 0.1698 (0.2194) loss_giou_dn: 0.3941 (0.3853) loss_class_dn_0: 0.4540 (0.4542) loss_bbox_dn_0: 0.2891 (0.3139) loss_giou_dn_0: 0.5070 (0.5009) loss_class_dn_1: 0.3889 (0.3840) loss_bbox_dn_1: 0.2030 (0.2436) loss_giou_dn_1: 0.4187 (0.4170) loss_class_dn_2: 0.3662 (0.3636) loss_bbox_dn_2: 0.1782 (0.2235) loss_giou_dn_2: 0.3969 (0.3921) loss_class_dn_3: 0.3596 (0.3577) loss_bbox_dn_3: 0.1712 (0.2202) loss_giou_dn_3: 0.3945 (0.3869) loss_class_dn_4: 0.3581 (0.3553) loss_bbox_dn_4: 0.1698 (0.2194) loss_giou_dn_4: 0.3940 (0.3853) loss_class_hybrid: 0.6569 (0.6777) loss_bbox_hybrid: 0.1550 (0.1724) loss_giou_hybrid: 0.3837 (0.3825) loss_class_0_hybrid: 0.7129 (0.7543) loss_bbox_0_hybrid: 0.1552 (0.1786) loss_giou_0_hybrid: 0.3874 (0.3953) loss_class_1_hybrid: 0.6806 (0.7068) loss_bbox_1_hybrid: 0.1574 (0.1752) loss_giou_1_hybrid: 0.3876 (0.3877) loss_class_2_hybrid: 0.6801 (0.6926) loss_bbox_2_hybrid: 0.1515 (0.1724) loss_giou_2_hybrid: 0.3863 (0.3836) loss_class_3_hybrid: 0.6646 (0.6834) loss_bbox_3_hybrid: 0.1564 (0.1722) loss_giou_3_hybrid: 0.3825 (0.3826) loss_class_4_hybrid: 0.6657 (0.6791) loss_bbox_4_hybrid: 0.1552 (0.1724) loss_giou_4_hybrid: 0.3833 (0.3827) loss_class_enc_hybrid: 0.7088 (0.7343) loss_bbox_enc_hybrid: 0.1823 (0.2057) loss_giou_enc_hybrid: 0.4280 (0.4391) mem: 1019 max mem: 36965 [2024-01-16 04:31:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:32:08 det.util.engine] INFO: Epoch: [11] [1400/11727] eta: 3:06:06 lr: 0.000010 data_time: 0.0032 iter_time: 1.0484 loss: 23.0960 (23.8976) loss_class: 0.6286 (0.6755) loss_bbox: 0.1454 (0.1618) loss_giou: 0.3578 (0.3586) loss_class_0: 0.7655 (0.8272) loss_bbox_0: 0.1388 (0.1619) loss_giou_0: 0.3496 (0.3629) loss_class_1: 0.6753 (0.7210) loss_bbox_1: 0.1474 (0.1631) loss_giou_1: 0.3641 (0.3618) loss_class_2: 0.6649 (0.6973) loss_bbox_2: 0.1510 (0.1611) loss_giou_2: 0.3549 (0.3596) loss_class_3: 0.6424 (0.6840) loss_bbox_3: 0.1461 (0.1612) loss_giou_3: 0.3561 (0.3588) loss_class_4: 0.6267 (0.6775) loss_bbox_4: 0.1475 (0.1618) loss_giou_4: 0.3569 (0.3588) loss_class_enc: 0.7635 (0.7972) loss_bbox_enc: 0.1612 (0.1845) loss_giou_enc: 0.3878 (0.3976) loss_class_dn: 0.3583 (0.3548) loss_bbox_dn: 0.1783 (0.2188) loss_giou_dn: 0.3808 (0.3857) loss_class_dn_0: 0.4508 (0.4542) loss_bbox_dn_0: 0.2832 (0.3133) loss_giou_dn_0: 0.4833 (0.5013) loss_class_dn_1: 0.3772 (0.3840) loss_bbox_dn_1: 0.2025 (0.2430) loss_giou_dn_1: 0.4107 (0.4174) loss_class_dn_2: 0.3651 (0.3636) loss_bbox_dn_2: 0.1886 (0.2229) loss_giou_dn_2: 0.3884 (0.3924) loss_class_dn_3: 0.3591 (0.3577) loss_bbox_dn_3: 0.1839 (0.2196) loss_giou_dn_3: 0.3834 (0.3872) loss_class_dn_4: 0.3569 (0.3552) loss_bbox_dn_4: 0.1783 (0.2188) loss_giou_dn_4: 0.3808 (0.3856) loss_class_hybrid: 0.6190 (0.6770) loss_bbox_hybrid: 0.1540 (0.1723) loss_giou_hybrid: 0.3693 (0.3831) loss_class_0_hybrid: 0.7170 (0.7536) loss_bbox_0_hybrid: 0.1569 (0.1784) loss_giou_0_hybrid: 0.3790 (0.3959) loss_class_1_hybrid: 0.6531 (0.7062) loss_bbox_1_hybrid: 0.1508 (0.1749) loss_giou_1_hybrid: 0.3722 (0.3883) loss_class_2_hybrid: 0.6344 (0.6919) loss_bbox_2_hybrid: 0.1551 (0.1722) loss_giou_2_hybrid: 0.3699 (0.3843) loss_class_3_hybrid: 0.6218 (0.6827) loss_bbox_3_hybrid: 0.1548 (0.1720) loss_giou_3_hybrid: 0.3709 (0.3833) loss_class_4_hybrid: 0.6211 (0.6784) loss_bbox_4_hybrid: 0.1540 (0.1722) loss_giou_4_hybrid: 0.3713 (0.3834) loss_class_enc_hybrid: 0.6998 (0.7338) loss_bbox_enc_hybrid: 0.1828 (0.2053) loss_giou_enc_hybrid: 0.4324 (0.4396) mem: 1016 max mem: 36965 [2024-01-16 04:32:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:33:01 det.util.engine] INFO: Epoch: [11] [1450/11727] eta: 3:05:08 lr: 0.000010 data_time: 0.0027 iter_time: 1.0336 loss: 24.7933 (23.9132) loss_class: 0.7019 (0.6762) loss_bbox: 0.1534 (0.1617) loss_giou: 0.3841 (0.3590) loss_class_0: 0.8281 (0.8279) loss_bbox_0: 0.1473 (0.1618) loss_giou_0: 0.3975 (0.3632) loss_class_1: 0.7552 (0.7216) loss_bbox_1: 0.1469 (0.1630) loss_giou_1: 0.3924 (0.3622) loss_class_2: 0.7165 (0.6980) loss_bbox_2: 0.1394 (0.1610) loss_giou_2: 0.3777 (0.3599) loss_class_3: 0.6993 (0.6847) loss_bbox_3: 0.1387 (0.1610) loss_giou_3: 0.3823 (0.3592) loss_class_4: 0.6897 (0.6782) loss_bbox_4: 0.1448 (0.1616) loss_giou_4: 0.3813 (0.3592) loss_class_enc: 0.7810 (0.7976) loss_bbox_enc: 0.1732 (0.1844) loss_giou_enc: 0.4262 (0.3980) loss_class_dn: 0.3615 (0.3550) loss_bbox_dn: 0.1904 (0.2185) loss_giou_dn: 0.4185 (0.3862) loss_class_dn_0: 0.4540 (0.4543) loss_bbox_dn_0: 0.3158 (0.3130) loss_giou_dn_0: 0.5372 (0.5019) loss_class_dn_1: 0.3934 (0.3842) loss_bbox_dn_1: 0.2249 (0.2427) loss_giou_dn_1: 0.4565 (0.4179) loss_class_dn_2: 0.3698 (0.3639) loss_bbox_dn_2: 0.1993 (0.2226) loss_giou_dn_2: 0.4214 (0.3929) loss_class_dn_3: 0.3632 (0.3579) loss_bbox_dn_3: 0.1927 (0.2193) loss_giou_dn_3: 0.4209 (0.3877) loss_class_dn_4: 0.3613 (0.3555) loss_bbox_dn_4: 0.1902 (0.2185) loss_giou_dn_4: 0.4186 (0.3861) loss_class_hybrid: 0.6651 (0.6773) loss_bbox_hybrid: 0.1602 (0.1722) loss_giou_hybrid: 0.4326 (0.3839) loss_class_0_hybrid: 0.7332 (0.7537) loss_bbox_0_hybrid: 0.1645 (0.1783) loss_giou_0_hybrid: 0.4459 (0.3966) loss_class_1_hybrid: 0.6977 (0.7065) loss_bbox_1_hybrid: 0.1707 (0.1749) loss_giou_1_hybrid: 0.4382 (0.3891) loss_class_2_hybrid: 0.6778 (0.6922) loss_bbox_2_hybrid: 0.1582 (0.1722) loss_giou_2_hybrid: 0.4384 (0.3851) loss_class_3_hybrid: 0.6573 (0.6830) loss_bbox_3_hybrid: 0.1570 (0.1720) loss_giou_3_hybrid: 0.4323 (0.3841) loss_class_4_hybrid: 0.6635 (0.6787) loss_bbox_4_hybrid: 0.1568 (0.1722) loss_giou_4_hybrid: 0.4298 (0.3841) loss_class_enc_hybrid: 0.7065 (0.7341) loss_bbox_enc_hybrid: 0.1978 (0.2052) loss_giou_enc_hybrid: 0.4767 (0.4403) mem: 1028 max mem: 36965 [2024-01-16 04:33:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:33:54 det.util.engine] INFO: Epoch: [11] [1500/11727] eta: 3:04:09 lr: 0.000010 data_time: 0.0029 iter_time: 1.0656 loss: 24.2745 (23.9310) loss_class: 0.7217 (0.6769) loss_bbox: 0.1566 (0.1618) loss_giou: 0.3685 (0.3591) loss_class_0: 0.8880 (0.8287) loss_bbox_0: 0.1631 (0.1619) loss_giou_0: 0.3684 (0.3633) loss_class_1: 0.7602 (0.7223) loss_bbox_1: 0.1639 (0.1632) loss_giou_1: 0.3658 (0.3624) loss_class_2: 0.7391 (0.6986) loss_bbox_2: 0.1572 (0.1612) loss_giou_2: 0.3682 (0.3601) loss_class_3: 0.7275 (0.6854) loss_bbox_3: 0.1535 (0.1612) loss_giou_3: 0.3615 (0.3593) loss_class_4: 0.7258 (0.6788) loss_bbox_4: 0.1566 (0.1618) loss_giou_4: 0.3683 (0.3593) loss_class_enc: 0.8186 (0.7983) loss_bbox_enc: 0.1829 (0.1845) loss_giou_enc: 0.4029 (0.3980) loss_class_dn: 0.3675 (0.3552) loss_bbox_dn: 0.2186 (0.2189) loss_giou_dn: 0.4092 (0.3864) loss_class_dn_0: 0.4544 (0.4545) loss_bbox_dn_0: 0.3062 (0.3134) loss_giou_dn_0: 0.5277 (0.5022) loss_class_dn_1: 0.3909 (0.3845) loss_bbox_dn_1: 0.2500 (0.2431) loss_giou_dn_1: 0.4433 (0.4182) loss_class_dn_2: 0.3767 (0.3641) loss_bbox_dn_2: 0.2249 (0.2230) loss_giou_dn_2: 0.4126 (0.3932) loss_class_dn_3: 0.3667 (0.3581) loss_bbox_dn_3: 0.2202 (0.2197) loss_giou_dn_3: 0.4099 (0.3880) loss_class_dn_4: 0.3681 (0.3557) loss_bbox_dn_4: 0.2188 (0.2189) loss_giou_dn_4: 0.4090 (0.3864) loss_class_hybrid: 0.7077 (0.6780) loss_bbox_hybrid: 0.1610 (0.1724) loss_giou_hybrid: 0.3816 (0.3839) loss_class_0_hybrid: 0.7829 (0.7545) loss_bbox_0_hybrid: 0.1706 (0.1785) loss_giou_0_hybrid: 0.4055 (0.3967) loss_class_1_hybrid: 0.7296 (0.7071) loss_bbox_1_hybrid: 0.1664 (0.1751) loss_giou_1_hybrid: 0.3877 (0.3891) loss_class_2_hybrid: 0.7273 (0.6928) loss_bbox_2_hybrid: 0.1642 (0.1724) loss_giou_2_hybrid: 0.3865 (0.3851) loss_class_3_hybrid: 0.7171 (0.6837) loss_bbox_3_hybrid: 0.1643 (0.1721) loss_giou_3_hybrid: 0.3842 (0.3841) loss_class_4_hybrid: 0.7101 (0.6793) loss_bbox_4_hybrid: 0.1629 (0.1724) loss_giou_4_hybrid: 0.3815 (0.3842) loss_class_enc_hybrid: 0.7529 (0.7348) loss_bbox_enc_hybrid: 0.2014 (0.2053) loss_giou_enc_hybrid: 0.4533 (0.4402) mem: 1030 max mem: 36965 [2024-01-16 04:33:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:34:49 det.util.engine] INFO: Epoch: [11] [1550/11727] eta: 3:03:17 lr: 0.000010 data_time: 0.0029 iter_time: 1.0230 loss: 23.8069 (23.9384) loss_class: 0.6873 (0.6775) loss_bbox: 0.1562 (0.1618) loss_giou: 0.3657 (0.3592) loss_class_0: 0.8202 (0.8292) loss_bbox_0: 0.1550 (0.1619) loss_giou_0: 0.3587 (0.3634) loss_class_1: 0.7653 (0.7230) loss_bbox_1: 0.1518 (0.1632) loss_giou_1: 0.3663 (0.3624) loss_class_2: 0.7322 (0.6995) loss_bbox_2: 0.1535 (0.1611) loss_giou_2: 0.3676 (0.3601) loss_class_3: 0.7152 (0.6862) loss_bbox_3: 0.1533 (0.1611) loss_giou_3: 0.3700 (0.3592) loss_class_4: 0.7042 (0.6794) loss_bbox_4: 0.1534 (0.1617) loss_giou_4: 0.3683 (0.3592) loss_class_enc: 0.7889 (0.7989) loss_bbox_enc: 0.1777 (0.1844) loss_giou_enc: 0.3845 (0.3981) loss_class_dn: 0.3455 (0.3552) loss_bbox_dn: 0.2133 (0.2187) loss_giou_dn: 0.3921 (0.3864) loss_class_dn_0: 0.4541 (0.4544) loss_bbox_dn_0: 0.2930 (0.3133) loss_giou_dn_0: 0.4843 (0.5022) loss_class_dn_1: 0.3750 (0.3845) loss_bbox_dn_1: 0.2326 (0.2430) loss_giou_dn_1: 0.4129 (0.4183) loss_class_dn_2: 0.3528 (0.3641) loss_bbox_dn_2: 0.2155 (0.2228) loss_giou_dn_2: 0.3952 (0.3931) loss_class_dn_3: 0.3450 (0.3580) loss_bbox_dn_3: 0.2134 (0.2195) loss_giou_dn_3: 0.3918 (0.3879) loss_class_dn_4: 0.3424 (0.3556) loss_bbox_dn_4: 0.2133 (0.2187) loss_giou_dn_4: 0.3922 (0.3863) loss_class_hybrid: 0.6894 (0.6787) loss_bbox_hybrid: 0.1593 (0.1724) loss_giou_hybrid: 0.3802 (0.3838) loss_class_0_hybrid: 0.7783 (0.7553) loss_bbox_0_hybrid: 0.1677 (0.1784) loss_giou_0_hybrid: 0.3814 (0.3966) loss_class_1_hybrid: 0.7425 (0.7079) loss_bbox_1_hybrid: 0.1652 (0.1750) loss_giou_1_hybrid: 0.3894 (0.3891) loss_class_2_hybrid: 0.7241 (0.6936) loss_bbox_2_hybrid: 0.1570 (0.1724) loss_giou_2_hybrid: 0.3826 (0.3850) loss_class_3_hybrid: 0.7028 (0.6845) loss_bbox_3_hybrid: 0.1600 (0.1721) loss_giou_3_hybrid: 0.3808 (0.3840) loss_class_4_hybrid: 0.7042 (0.6801) loss_bbox_4_hybrid: 0.1602 (0.1724) loss_giou_4_hybrid: 0.3819 (0.3841) loss_class_enc_hybrid: 0.7355 (0.7353) loss_bbox_enc_hybrid: 0.1997 (0.2053) loss_giou_enc_hybrid: 0.4296 (0.4402) mem: 1025 max mem: 36965 [2024-01-16 04:34:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:35:43 det.util.engine] INFO: Epoch: [11] [1600/11727] eta: 3:02:23 lr: 0.000010 data_time: 0.0027 iter_time: 1.0894 loss: 23.8843 (23.9453) loss_class: 0.6644 (0.6772) loss_bbox: 0.1703 (0.1620) loss_giou: 0.3452 (0.3596) loss_class_0: 0.7842 (0.8287) loss_bbox_0: 0.1596 (0.1620) loss_giou_0: 0.3534 (0.3638) loss_class_1: 0.6892 (0.7226) loss_bbox_1: 0.1622 (0.1634) loss_giou_1: 0.3457 (0.3628) loss_class_2: 0.6758 (0.6995) loss_bbox_2: 0.1687 (0.1613) loss_giou_2: 0.3468 (0.3605) loss_class_3: 0.6651 (0.6860) loss_bbox_3: 0.1703 (0.1613) loss_giou_3: 0.3447 (0.3597) loss_class_4: 0.6611 (0.6792) loss_bbox_4: 0.1703 (0.1620) loss_giou_4: 0.3407 (0.3597) loss_class_enc: 0.7768 (0.7984) loss_bbox_enc: 0.1945 (0.1845) loss_giou_enc: 0.3868 (0.3985) loss_class_dn: 0.3459 (0.3552) loss_bbox_dn: 0.2224 (0.2187) loss_giou_dn: 0.3769 (0.3868) loss_class_dn_0: 0.4506 (0.4544) loss_bbox_dn_0: 0.2970 (0.3132) loss_giou_dn_0: 0.4925 (0.5026) loss_class_dn_1: 0.3788 (0.3845) loss_bbox_dn_1: 0.2372 (0.2429) loss_giou_dn_1: 0.4102 (0.4187) loss_class_dn_2: 0.3595 (0.3642) loss_bbox_dn_2: 0.2223 (0.2228) loss_giou_dn_2: 0.3819 (0.3935) loss_class_dn_3: 0.3511 (0.3581) loss_bbox_dn_3: 0.2216 (0.2195) loss_giou_dn_3: 0.3794 (0.3883) loss_class_dn_4: 0.3466 (0.3557) loss_bbox_dn_4: 0.2223 (0.2187) loss_giou_dn_4: 0.3771 (0.3868) loss_class_hybrid: 0.6592 (0.6784) loss_bbox_hybrid: 0.1710 (0.1727) loss_giou_hybrid: 0.3684 (0.3843) loss_class_0_hybrid: 0.7232 (0.7549) loss_bbox_0_hybrid: 0.1744 (0.1785) loss_giou_0_hybrid: 0.3858 (0.3970) loss_class_1_hybrid: 0.6694 (0.7076) loss_bbox_1_hybrid: 0.1803 (0.1752) loss_giou_1_hybrid: 0.3732 (0.3895) loss_class_2_hybrid: 0.6635 (0.6934) loss_bbox_2_hybrid: 0.1751 (0.1726) loss_giou_2_hybrid: 0.3744 (0.3854) loss_class_3_hybrid: 0.6617 (0.6842) loss_bbox_3_hybrid: 0.1711 (0.1723) loss_giou_3_hybrid: 0.3706 (0.3845) loss_class_4_hybrid: 0.6590 (0.6798) loss_bbox_4_hybrid: 0.1703 (0.1726) loss_giou_4_hybrid: 0.3715 (0.3845) loss_class_enc_hybrid: 0.6995 (0.7349) loss_bbox_enc_hybrid: 0.2016 (0.2054) loss_giou_enc_hybrid: 0.4263 (0.4406) mem: 1014 max mem: 36965 [2024-01-16 04:35:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:36:37 det.util.engine] INFO: Epoch: [11] [1650/11727] eta: 3:01:28 lr: 0.000010 data_time: 0.0029 iter_time: 1.0720 loss: 23.3360 (23.9466) loss_class: 0.6433 (0.6769) loss_bbox: 0.1548 (0.1624) loss_giou: 0.3501 (0.3597) loss_class_0: 0.7731 (0.8289) loss_bbox_0: 0.1422 (0.1621) loss_giou_0: 0.3470 (0.3637) loss_class_1: 0.6745 (0.7223) loss_bbox_1: 0.1447 (0.1636) loss_giou_1: 0.3483 (0.3628) loss_class_2: 0.6736 (0.6993) loss_bbox_2: 0.1507 (0.1616) loss_giou_2: 0.3551 (0.3605) loss_class_3: 0.6409 (0.6856) loss_bbox_3: 0.1507 (0.1616) loss_giou_3: 0.3590 (0.3597) loss_class_4: 0.6424 (0.6790) loss_bbox_4: 0.1520 (0.1622) loss_giou_4: 0.3500 (0.3597) loss_class_enc: 0.7679 (0.7983) loss_bbox_enc: 0.1614 (0.1848) loss_giou_enc: 0.3810 (0.3985) loss_class_dn: 0.3542 (0.3552) loss_bbox_dn: 0.1722 (0.2188) loss_giou_dn: 0.3542 (0.3867) loss_class_dn_0: 0.4513 (0.4544) loss_bbox_dn_0: 0.2671 (0.3135) loss_giou_dn_0: 0.4719 (0.5026) loss_class_dn_1: 0.3844 (0.3846) loss_bbox_dn_1: 0.2053 (0.2430) loss_giou_dn_1: 0.3980 (0.4186) loss_class_dn_2: 0.3639 (0.3642) loss_bbox_dn_2: 0.1808 (0.2229) loss_giou_dn_2: 0.3652 (0.3935) loss_class_dn_3: 0.3576 (0.3581) loss_bbox_dn_3: 0.1757 (0.2196) loss_giou_dn_3: 0.3560 (0.3883) loss_class_dn_4: 0.3562 (0.3557) loss_bbox_dn_4: 0.1725 (0.2188) loss_giou_dn_4: 0.3544 (0.3867) loss_class_hybrid: 0.6429 (0.6781) loss_bbox_hybrid: 0.1533 (0.1729) loss_giou_hybrid: 0.3618 (0.3843) loss_class_0_hybrid: 0.6958 (0.7549) loss_bbox_0_hybrid: 0.1588 (0.1787) loss_giou_0_hybrid: 0.3753 (0.3969) loss_class_1_hybrid: 0.6635 (0.7074) loss_bbox_1_hybrid: 0.1584 (0.1754) loss_giou_1_hybrid: 0.3657 (0.3895) loss_class_2_hybrid: 0.6500 (0.6932) loss_bbox_2_hybrid: 0.1498 (0.1728) loss_giou_2_hybrid: 0.3647 (0.3854) loss_class_3_hybrid: 0.6345 (0.6840) loss_bbox_3_hybrid: 0.1503 (0.1725) loss_giou_3_hybrid: 0.3623 (0.3844) loss_class_4_hybrid: 0.6339 (0.6795) loss_bbox_4_hybrid: 0.1527 (0.1729) loss_giou_4_hybrid: 0.3641 (0.3845) loss_class_enc_hybrid: 0.6756 (0.7347) loss_bbox_enc_hybrid: 0.1775 (0.2056) loss_giou_enc_hybrid: 0.4218 (0.4406) mem: 1024 max mem: 36965 [2024-01-16 04:36:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:37:31 det.util.engine] INFO: Epoch: [11] [1700/11727] eta: 3:00:34 lr: 0.000010 data_time: 0.0027 iter_time: 1.0477 loss: 24.7883 (23.9478) loss_class: 0.6897 (0.6771) loss_bbox: 0.1594 (0.1625) loss_giou: 0.3514 (0.3594) loss_class_0: 0.8441 (0.8295) loss_bbox_0: 0.1631 (0.1622) loss_giou_0: 0.3547 (0.3634) loss_class_1: 0.7519 (0.7227) loss_bbox_1: 0.1625 (0.1636) loss_giou_1: 0.3486 (0.3626) loss_class_2: 0.7227 (0.6996) loss_bbox_2: 0.1621 (0.1616) loss_giou_2: 0.3519 (0.3602) loss_class_3: 0.7020 (0.6859) loss_bbox_3: 0.1650 (0.1617) loss_giou_3: 0.3503 (0.3595) loss_class_4: 0.7013 (0.6792) loss_bbox_4: 0.1594 (0.1623) loss_giou_4: 0.3513 (0.3594) loss_class_enc: 0.8204 (0.7985) loss_bbox_enc: 0.1902 (0.1849) loss_giou_enc: 0.3927 (0.3983) loss_class_dn: 0.3583 (0.3553) loss_bbox_dn: 0.2288 (0.2189) loss_giou_dn: 0.3841 (0.3865) loss_class_dn_0: 0.4616 (0.4546) loss_bbox_dn_0: 0.3402 (0.3138) loss_giou_dn_0: 0.4919 (0.5022) loss_class_dn_1: 0.3953 (0.3846) loss_bbox_dn_1: 0.2526 (0.2432) loss_giou_dn_1: 0.4114 (0.4183) loss_class_dn_2: 0.3649 (0.3642) loss_bbox_dn_2: 0.2362 (0.2230) loss_giou_dn_2: 0.3885 (0.3932) loss_class_dn_3: 0.3588 (0.3581) loss_bbox_dn_3: 0.2303 (0.2197) loss_giou_dn_3: 0.3830 (0.3880) loss_class_dn_4: 0.3607 (0.3557) loss_bbox_dn_4: 0.2289 (0.2189) loss_giou_dn_4: 0.3840 (0.3864) loss_class_hybrid: 0.6960 (0.6783) loss_bbox_hybrid: 0.1644 (0.1730) loss_giou_hybrid: 0.3594 (0.3841) loss_class_0_hybrid: 0.7862 (0.7554) loss_bbox_0_hybrid: 0.1788 (0.1787) loss_giou_0_hybrid: 0.3707 (0.3967) loss_class_1_hybrid: 0.7287 (0.7077) loss_bbox_1_hybrid: 0.1664 (0.1754) loss_giou_1_hybrid: 0.3603 (0.3892) loss_class_2_hybrid: 0.7228 (0.6934) loss_bbox_2_hybrid: 0.1672 (0.1728) loss_giou_2_hybrid: 0.3576 (0.3852) loss_class_3_hybrid: 0.7076 (0.6841) loss_bbox_3_hybrid: 0.1630 (0.1726) loss_giou_3_hybrid: 0.3586 (0.3842) loss_class_4_hybrid: 0.7051 (0.6797) loss_bbox_4_hybrid: 0.1644 (0.1729) loss_giou_4_hybrid: 0.3599 (0.3843) loss_class_enc_hybrid: 0.7486 (0.7350) loss_bbox_enc_hybrid: 0.2061 (0.2058) loss_giou_enc_hybrid: 0.4218 (0.4404) mem: 1026 max mem: 36965 [2024-01-16 04:37:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:38:25 det.util.engine] INFO: Epoch: [11] [1750/11727] eta: 2:59:43 lr: 0.000010 data_time: 0.0033 iter_time: 1.1172 loss: 23.1498 (23.9421) loss_class: 0.6560 (0.6771) loss_bbox: 0.1567 (0.1628) loss_giou: 0.3312 (0.3587) loss_class_0: 0.8333 (0.8299) loss_bbox_0: 0.1594 (0.1624) loss_giou_0: 0.3358 (0.3626) loss_class_1: 0.7136 (0.7226) loss_bbox_1: 0.1499 (0.1639) loss_giou_1: 0.3406 (0.3619) loss_class_2: 0.6779 (0.6998) loss_bbox_2: 0.1477 (0.1618) loss_giou_2: 0.3321 (0.3594) loss_class_3: 0.6673 (0.6860) loss_bbox_3: 0.1474 (0.1619) loss_giou_3: 0.3362 (0.3587) loss_class_4: 0.6623 (0.6793) loss_bbox_4: 0.1567 (0.1625) loss_giou_4: 0.3312 (0.3587) loss_class_enc: 0.7791 (0.7986) loss_bbox_enc: 0.1809 (0.1851) loss_giou_enc: 0.3708 (0.3975) loss_class_dn: 0.3578 (0.3552) loss_bbox_dn: 0.2060 (0.2195) loss_giou_dn: 0.3621 (0.3857) loss_class_dn_0: 0.4538 (0.4546) loss_bbox_dn_0: 0.3334 (0.3148) loss_giou_dn_0: 0.4803 (0.5015) loss_class_dn_1: 0.3840 (0.3846) loss_bbox_dn_1: 0.2448 (0.2440) loss_giou_dn_1: 0.3974 (0.4175) loss_class_dn_2: 0.3662 (0.3641) loss_bbox_dn_2: 0.2081 (0.2237) loss_giou_dn_2: 0.3684 (0.3925) loss_class_dn_3: 0.3622 (0.3580) loss_bbox_dn_3: 0.2069 (0.2204) loss_giou_dn_3: 0.3643 (0.3873) loss_class_dn_4: 0.3576 (0.3556) loss_bbox_dn_4: 0.2059 (0.2195) loss_giou_dn_4: 0.3622 (0.3857) loss_class_hybrid: 0.6783 (0.6784) loss_bbox_hybrid: 0.1660 (0.1732) loss_giou_hybrid: 0.3368 (0.3832) loss_class_0_hybrid: 0.7558 (0.7558) loss_bbox_0_hybrid: 0.1697 (0.1790) loss_giou_0_hybrid: 0.3493 (0.3958) loss_class_1_hybrid: 0.6946 (0.7079) loss_bbox_1_hybrid: 0.1678 (0.1757) loss_giou_1_hybrid: 0.3451 (0.3884) loss_class_2_hybrid: 0.6871 (0.6937) loss_bbox_2_hybrid: 0.1646 (0.1731) loss_giou_2_hybrid: 0.3383 (0.3843) loss_class_3_hybrid: 0.6758 (0.6843) loss_bbox_3_hybrid: 0.1655 (0.1729) loss_giou_3_hybrid: 0.3367 (0.3834) loss_class_4_hybrid: 0.6726 (0.6799) loss_bbox_4_hybrid: 0.1648 (0.1732) loss_giou_4_hybrid: 0.3363 (0.3835) loss_class_enc_hybrid: 0.7340 (0.7352) loss_bbox_enc_hybrid: 0.1962 (0.2062) loss_giou_enc_hybrid: 0.3904 (0.4396) mem: 1017 max mem: 36965 [2024-01-16 04:38:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:39:20 det.util.engine] INFO: Epoch: [11] [1800/11727] eta: 2:58:52 lr: 0.000010 data_time: 0.0032 iter_time: 1.0863 loss: 24.1397 (23.9508) loss_class: 0.7020 (0.6776) loss_bbox: 0.1642 (0.1630) loss_giou: 0.3237 (0.3583) loss_class_0: 0.8603 (0.8306) loss_bbox_0: 0.1627 (0.1627) loss_giou_0: 0.3278 (0.3624) loss_class_1: 0.7544 (0.7232) loss_bbox_1: 0.1665 (0.1642) loss_giou_1: 0.3389 (0.3616) loss_class_2: 0.7221 (0.7004) loss_bbox_2: 0.1647 (0.1620) loss_giou_2: 0.3368 (0.3590) loss_class_3: 0.7133 (0.6866) loss_bbox_3: 0.1618 (0.1622) loss_giou_3: 0.3250 (0.3584) loss_class_4: 0.6920 (0.6798) loss_bbox_4: 0.1625 (0.1628) loss_giou_4: 0.3389 (0.3583) loss_class_enc: 0.8168 (0.7990) loss_bbox_enc: 0.1872 (0.1855) loss_giou_enc: 0.3868 (0.3975) loss_class_dn: 0.3597 (0.3551) loss_bbox_dn: 0.2071 (0.2198) loss_giou_dn: 0.3704 (0.3857) loss_class_dn_0: 0.4524 (0.4545) loss_bbox_dn_0: 0.2899 (0.3153) loss_giou_dn_0: 0.4920 (0.5014) loss_class_dn_1: 0.3850 (0.3845) loss_bbox_dn_1: 0.2273 (0.2443) loss_giou_dn_1: 0.3970 (0.4174) loss_class_dn_2: 0.3669 (0.3640) loss_bbox_dn_2: 0.2093 (0.2240) loss_giou_dn_2: 0.3758 (0.3924) loss_class_dn_3: 0.3610 (0.3579) loss_bbox_dn_3: 0.2078 (0.2207) loss_giou_dn_3: 0.3730 (0.3873) loss_class_dn_4: 0.3601 (0.3555) loss_bbox_dn_4: 0.2071 (0.2199) loss_giou_dn_4: 0.3705 (0.3857) loss_class_hybrid: 0.7029 (0.6789) loss_bbox_hybrid: 0.1827 (0.1736) loss_giou_hybrid: 0.3460 (0.3830) loss_class_0_hybrid: 0.7601 (0.7561) loss_bbox_0_hybrid: 0.1903 (0.1794) loss_giou_0_hybrid: 0.3530 (0.3957) loss_class_1_hybrid: 0.7200 (0.7081) loss_bbox_1_hybrid: 0.1883 (0.1761) loss_giou_1_hybrid: 0.3435 (0.3883) loss_class_2_hybrid: 0.7163 (0.6941) loss_bbox_2_hybrid: 0.1796 (0.1734) loss_giou_2_hybrid: 0.3457 (0.3841) loss_class_3_hybrid: 0.6987 (0.6847) loss_bbox_3_hybrid: 0.1832 (0.1732) loss_giou_3_hybrid: 0.3464 (0.3832) loss_class_4_hybrid: 0.7014 (0.6803) loss_bbox_4_hybrid: 0.1828 (0.1735) loss_giou_4_hybrid: 0.3465 (0.3833) loss_class_enc_hybrid: 0.7312 (0.7354) loss_bbox_enc_hybrid: 0.2181 (0.2065) loss_giou_enc_hybrid: 0.4032 (0.4395) mem: 1037 max mem: 36965 [2024-01-16 04:39:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:40:14 det.util.engine] INFO: Epoch: [11] [1850/11727] eta: 2:58:01 lr: 0.000010 data_time: 0.0029 iter_time: 1.0528 loss: 25.1770 (23.9595) loss_class: 0.6869 (0.6778) loss_bbox: 0.1489 (0.1627) loss_giou: 0.3827 (0.3590) loss_class_0: 0.8321 (0.8305) loss_bbox_0: 0.1512 (0.1625) loss_giou_0: 0.3901 (0.3630) loss_class_1: 0.7475 (0.7233) loss_bbox_1: 0.1522 (0.1640) loss_giou_1: 0.4011 (0.3623) loss_class_2: 0.7079 (0.7004) loss_bbox_2: 0.1516 (0.1618) loss_giou_2: 0.3847 (0.3597) loss_class_3: 0.6951 (0.6868) loss_bbox_3: 0.1502 (0.1619) loss_giou_3: 0.3827 (0.3590) loss_class_4: 0.6844 (0.6798) loss_bbox_4: 0.1488 (0.1625) loss_giou_4: 0.3828 (0.3590) loss_class_enc: 0.8022 (0.7988) loss_bbox_enc: 0.1691 (0.1854) loss_giou_enc: 0.4185 (0.3982) loss_class_dn: 0.3671 (0.3552) loss_bbox_dn: 0.2217 (0.2196) loss_giou_dn: 0.4258 (0.3862) loss_class_dn_0: 0.4531 (0.4545) loss_bbox_dn_0: 0.2822 (0.3147) loss_giou_dn_0: 0.5320 (0.5018) loss_class_dn_1: 0.3929 (0.3846) loss_bbox_dn_1: 0.2347 (0.2440) loss_giou_dn_1: 0.4523 (0.4179) loss_class_dn_2: 0.3739 (0.3642) loss_bbox_dn_2: 0.2236 (0.2238) loss_giou_dn_2: 0.4282 (0.3929) loss_class_dn_3: 0.3691 (0.3581) loss_bbox_dn_3: 0.2224 (0.2205) loss_giou_dn_3: 0.4271 (0.3878) loss_class_dn_4: 0.3669 (0.3557) loss_bbox_dn_4: 0.2218 (0.2197) loss_giou_dn_4: 0.4260 (0.3862) loss_class_hybrid: 0.6740 (0.6789) loss_bbox_hybrid: 0.1607 (0.1734) loss_giou_hybrid: 0.4125 (0.3837) loss_class_0_hybrid: 0.7494 (0.7560) loss_bbox_0_hybrid: 0.1642 (0.1793) loss_giou_0_hybrid: 0.4221 (0.3964) loss_class_1_hybrid: 0.6932 (0.7081) loss_bbox_1_hybrid: 0.1636 (0.1759) loss_giou_1_hybrid: 0.4181 (0.3890) loss_class_2_hybrid: 0.6767 (0.6941) loss_bbox_2_hybrid: 0.1622 (0.1732) loss_giou_2_hybrid: 0.4128 (0.3848) loss_class_3_hybrid: 0.6740 (0.6848) loss_bbox_3_hybrid: 0.1626 (0.1730) loss_giou_3_hybrid: 0.4101 (0.3839) loss_class_4_hybrid: 0.6705 (0.6803) loss_bbox_4_hybrid: 0.1632 (0.1733) loss_giou_4_hybrid: 0.4126 (0.3840) loss_class_enc_hybrid: 0.7458 (0.7353) loss_bbox_enc_hybrid: 0.1902 (0.2064) loss_giou_enc_hybrid: 0.4611 (0.4402) mem: 1022 max mem: 36965 [2024-01-16 04:40:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:41:09 det.util.engine] INFO: Epoch: [11] [1900/11727] eta: 2:57:07 lr: 0.000010 data_time: 0.0030 iter_time: 1.0812 loss: 23.9499 (23.9754) loss_class: 0.6802 (0.6785) loss_bbox: 0.1618 (0.1628) loss_giou: 0.3404 (0.3592) loss_class_0: 0.8039 (0.8311) loss_bbox_0: 0.1644 (0.1626) loss_giou_0: 0.3409 (0.3632) loss_class_1: 0.7424 (0.7238) loss_bbox_1: 0.1633 (0.1641) loss_giou_1: 0.3437 (0.3625) loss_class_2: 0.6902 (0.7009) loss_bbox_2: 0.1601 (0.1619) loss_giou_2: 0.3445 (0.3599) loss_class_3: 0.6828 (0.6875) loss_bbox_3: 0.1610 (0.1620) loss_giou_3: 0.3434 (0.3592) loss_class_4: 0.6924 (0.6805) loss_bbox_4: 0.1647 (0.1627) loss_giou_4: 0.3435 (0.3592) loss_class_enc: 0.8100 (0.7993) loss_bbox_enc: 0.1857 (0.1854) loss_giou_enc: 0.3774 (0.3983) loss_class_dn: 0.3539 (0.3554) loss_bbox_dn: 0.2096 (0.2199) loss_giou_dn: 0.3905 (0.3866) loss_class_dn_0: 0.4611 (0.4545) loss_bbox_dn_0: 0.2852 (0.3148) loss_giou_dn_0: 0.5145 (0.5022) loss_class_dn_1: 0.3875 (0.3847) loss_bbox_dn_1: 0.2265 (0.2442) loss_giou_dn_1: 0.4254 (0.4183) loss_class_dn_2: 0.3649 (0.3644) loss_bbox_dn_2: 0.2103 (0.2240) loss_giou_dn_2: 0.3960 (0.3933) loss_class_dn_3: 0.3577 (0.3583) loss_bbox_dn_3: 0.2087 (0.2207) loss_giou_dn_3: 0.3916 (0.3881) loss_class_dn_4: 0.3541 (0.3559) loss_bbox_dn_4: 0.2097 (0.2199) loss_giou_dn_4: 0.3907 (0.3865) loss_class_hybrid: 0.6570 (0.6795) loss_bbox_hybrid: 0.1791 (0.1734) loss_giou_hybrid: 0.3527 (0.3839) loss_class_0_hybrid: 0.7596 (0.7564) loss_bbox_0_hybrid: 0.1775 (0.1793) loss_giou_0_hybrid: 0.3731 (0.3966) loss_class_1_hybrid: 0.7155 (0.7084) loss_bbox_1_hybrid: 0.1758 (0.1761) loss_giou_1_hybrid: 0.3619 (0.3892) loss_class_2_hybrid: 0.6928 (0.6946) loss_bbox_2_hybrid: 0.1757 (0.1733) loss_giou_2_hybrid: 0.3521 (0.3850) loss_class_3_hybrid: 0.6765 (0.6853) loss_bbox_3_hybrid: 0.1778 (0.1731) loss_giou_3_hybrid: 0.3521 (0.3840) loss_class_4_hybrid: 0.6635 (0.6808) loss_bbox_4_hybrid: 0.1759 (0.1734) loss_giou_4_hybrid: 0.3527 (0.3841) loss_class_enc_hybrid: 0.7289 (0.7357) loss_bbox_enc_hybrid: 0.1945 (0.2065) loss_giou_enc_hybrid: 0.4128 (0.4404) mem: 1022 max mem: 36965 [2024-01-16 04:41:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:42:03 det.util.engine] INFO: Epoch: [11] [1950/11727] eta: 2:56:17 lr: 0.000010 data_time: 0.0028 iter_time: 1.0751 loss: 24.5110 (23.9807) loss_class: 0.7033 (0.6784) loss_bbox: 0.1666 (0.1628) loss_giou: 0.3289 (0.3594) loss_class_0: 0.8451 (0.8311) loss_bbox_0: 0.1641 (0.1626) loss_giou_0: 0.3356 (0.3634) loss_class_1: 0.7593 (0.7240) loss_bbox_1: 0.1682 (0.1641) loss_giou_1: 0.3208 (0.3627) loss_class_2: 0.7132 (0.7008) loss_bbox_2: 0.1701 (0.1619) loss_giou_2: 0.3314 (0.3601) loss_class_3: 0.7195 (0.6874) loss_bbox_3: 0.1672 (0.1620) loss_giou_3: 0.3294 (0.3595) loss_class_4: 0.7056 (0.6803) loss_bbox_4: 0.1664 (0.1627) loss_giou_4: 0.3263 (0.3594) loss_class_enc: 0.8209 (0.7994) loss_bbox_enc: 0.1859 (0.1855) loss_giou_enc: 0.3873 (0.3986) loss_class_dn: 0.3609 (0.3554) loss_bbox_dn: 0.2421 (0.2199) loss_giou_dn: 0.4049 (0.3867) loss_class_dn_0: 0.4602 (0.4546) loss_bbox_dn_0: 0.3344 (0.3147) loss_giou_dn_0: 0.5234 (0.5023) loss_class_dn_1: 0.3934 (0.3847) loss_bbox_dn_1: 0.2713 (0.2442) loss_giou_dn_1: 0.4474 (0.4184) loss_class_dn_2: 0.3691 (0.3644) loss_bbox_dn_2: 0.2515 (0.2240) loss_giou_dn_2: 0.4145 (0.3934) loss_class_dn_3: 0.3627 (0.3583) loss_bbox_dn_3: 0.2433 (0.2208) loss_giou_dn_3: 0.4068 (0.3883) loss_class_dn_4: 0.3610 (0.3559) loss_bbox_dn_4: 0.2422 (0.2199) loss_giou_dn_4: 0.4047 (0.3867) loss_class_hybrid: 0.6805 (0.6794) loss_bbox_hybrid: 0.1791 (0.1735) loss_giou_hybrid: 0.4038 (0.3843) loss_class_0_hybrid: 0.7750 (0.7564) loss_bbox_0_hybrid: 0.1878 (0.1794) loss_giou_0_hybrid: 0.4232 (0.3970) loss_class_1_hybrid: 0.7238 (0.7084) loss_bbox_1_hybrid: 0.1856 (0.1761) loss_giou_1_hybrid: 0.4141 (0.3896) loss_class_2_hybrid: 0.6989 (0.6945) loss_bbox_2_hybrid: 0.1858 (0.1733) loss_giou_2_hybrid: 0.4106 (0.3855) loss_class_3_hybrid: 0.6835 (0.6851) loss_bbox_3_hybrid: 0.1835 (0.1732) loss_giou_3_hybrid: 0.4086 (0.3845) loss_class_4_hybrid: 0.6810 (0.6806) loss_bbox_4_hybrid: 0.1791 (0.1735) loss_giou_4_hybrid: 0.4031 (0.3846) loss_class_enc_hybrid: 0.7443 (0.7357) loss_bbox_enc_hybrid: 0.2105 (0.2065) loss_giou_enc_hybrid: 0.4520 (0.4408) mem: 1029 max mem: 36965 [2024-01-16 04:42:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:42:57 det.util.engine] INFO: Epoch: [11] [2000/11727] eta: 2:55:20 lr: 0.000010 data_time: 0.0029 iter_time: 1.0588 loss: 24.0143 (23.9780) loss_class: 0.7005 (0.6787) loss_bbox: 0.1593 (0.1626) loss_giou: 0.3476 (0.3592) loss_class_0: 0.8477 (0.8310) loss_bbox_0: 0.1546 (0.1625) loss_giou_0: 0.3348 (0.3633) loss_class_1: 0.7450 (0.7241) loss_bbox_1: 0.1576 (0.1640) loss_giou_1: 0.3454 (0.3626) loss_class_2: 0.7186 (0.7010) loss_bbox_2: 0.1581 (0.1618) loss_giou_2: 0.3461 (0.3600) loss_class_3: 0.7171 (0.6876) loss_bbox_3: 0.1605 (0.1619) loss_giou_3: 0.3430 (0.3593) loss_class_4: 0.7029 (0.6806) loss_bbox_4: 0.1572 (0.1625) loss_giou_4: 0.3509 (0.3593) loss_class_enc: 0.8053 (0.7994) loss_bbox_enc: 0.1899 (0.1855) loss_giou_enc: 0.3786 (0.3986) loss_class_dn: 0.3544 (0.3554) loss_bbox_dn: 0.2227 (0.2199) loss_giou_dn: 0.3847 (0.3867) loss_class_dn_0: 0.4567 (0.4546) loss_bbox_dn_0: 0.3042 (0.3147) loss_giou_dn_0: 0.4972 (0.5023) loss_class_dn_1: 0.3831 (0.3847) loss_bbox_dn_1: 0.2361 (0.2442) loss_giou_dn_1: 0.4202 (0.4183) loss_class_dn_2: 0.3607 (0.3644) loss_bbox_dn_2: 0.2231 (0.2240) loss_giou_dn_2: 0.3930 (0.3933) loss_class_dn_3: 0.3563 (0.3583) loss_bbox_dn_3: 0.2224 (0.2207) loss_giou_dn_3: 0.3879 (0.3882) loss_class_dn_4: 0.3543 (0.3559) loss_bbox_dn_4: 0.2230 (0.2199) loss_giou_dn_4: 0.3847 (0.3866) loss_class_hybrid: 0.6854 (0.6796) loss_bbox_hybrid: 0.1653 (0.1733) loss_giou_hybrid: 0.3704 (0.3841) loss_class_0_hybrid: 0.7712 (0.7564) loss_bbox_0_hybrid: 0.1714 (0.1792) loss_giou_0_hybrid: 0.3926 (0.3968) loss_class_1_hybrid: 0.7264 (0.7086) loss_bbox_1_hybrid: 0.1648 (0.1759) loss_giou_1_hybrid: 0.3807 (0.3894) loss_class_2_hybrid: 0.7086 (0.6947) loss_bbox_2_hybrid: 0.1661 (0.1732) loss_giou_2_hybrid: 0.3688 (0.3853) loss_class_3_hybrid: 0.6987 (0.6853) loss_bbox_3_hybrid: 0.1673 (0.1730) loss_giou_3_hybrid: 0.3693 (0.3843) loss_class_4_hybrid: 0.6893 (0.6809) loss_bbox_4_hybrid: 0.1685 (0.1733) loss_giou_4_hybrid: 0.3691 (0.3844) loss_class_enc_hybrid: 0.7639 (0.7357) loss_bbox_enc_hybrid: 0.2026 (0.2064) loss_giou_enc_hybrid: 0.4345 (0.4407) mem: 1021 max mem: 36965 [2024-01-16 04:42:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:43:49 det.util.engine] INFO: Epoch: [11] [2050/11727] eta: 2:54:15 lr: 0.000010 data_time: 0.0030 iter_time: 0.9997 loss: 24.0638 (23.9694) loss_class: 0.6630 (0.6785) loss_bbox: 0.1605 (0.1624) loss_giou: 0.3691 (0.3593) loss_class_0: 0.8007 (0.8309) loss_bbox_0: 0.1616 (0.1623) loss_giou_0: 0.3798 (0.3633) loss_class_1: 0.7040 (0.7240) loss_bbox_1: 0.1632 (0.1638) loss_giou_1: 0.3813 (0.3626) loss_class_2: 0.6980 (0.7008) loss_bbox_2: 0.1565 (0.1616) loss_giou_2: 0.3717 (0.3601) loss_class_3: 0.6685 (0.6874) loss_bbox_3: 0.1595 (0.1617) loss_giou_3: 0.3692 (0.3594) loss_class_4: 0.6646 (0.6804) loss_bbox_4: 0.1621 (0.1623) loss_giou_4: 0.3690 (0.3594) loss_class_enc: 0.7786 (0.7994) loss_bbox_enc: 0.1850 (0.1852) loss_giou_enc: 0.4073 (0.3985) loss_class_dn: 0.3589 (0.3553) loss_bbox_dn: 0.2110 (0.2195) loss_giou_dn: 0.3853 (0.3865) loss_class_dn_0: 0.4566 (0.4546) loss_bbox_dn_0: 0.3035 (0.3145) loss_giou_dn_0: 0.4825 (0.5022) loss_class_dn_1: 0.3889 (0.3846) loss_bbox_dn_1: 0.2390 (0.2438) loss_giou_dn_1: 0.4124 (0.4182) loss_class_dn_2: 0.3714 (0.3642) loss_bbox_dn_2: 0.2136 (0.2236) loss_giou_dn_2: 0.3909 (0.3932) loss_class_dn_3: 0.3640 (0.3581) loss_bbox_dn_3: 0.2124 (0.2204) loss_giou_dn_3: 0.3866 (0.3880) loss_class_dn_4: 0.3565 (0.3557) loss_bbox_dn_4: 0.2108 (0.2195) loss_giou_dn_4: 0.3853 (0.3864) loss_class_hybrid: 0.6492 (0.6795) loss_bbox_hybrid: 0.1750 (0.1731) loss_giou_hybrid: 0.4006 (0.3841) loss_class_0_hybrid: 0.7214 (0.7564) loss_bbox_0_hybrid: 0.1843 (0.1790) loss_giou_0_hybrid: 0.4154 (0.3967) loss_class_1_hybrid: 0.6712 (0.7084) loss_bbox_1_hybrid: 0.1786 (0.1757) loss_giou_1_hybrid: 0.4134 (0.3894) loss_class_2_hybrid: 0.6554 (0.6945) loss_bbox_2_hybrid: 0.1754 (0.1730) loss_giou_2_hybrid: 0.4072 (0.3852) loss_class_3_hybrid: 0.6465 (0.6851) loss_bbox_3_hybrid: 0.1747 (0.1728) loss_giou_3_hybrid: 0.4053 (0.3843) loss_class_4_hybrid: 0.6486 (0.6808) loss_bbox_4_hybrid: 0.1754 (0.1731) loss_giou_4_hybrid: 0.4014 (0.3843) loss_class_enc_hybrid: 0.7029 (0.7357) loss_bbox_enc_hybrid: 0.2114 (0.2061) loss_giou_enc_hybrid: 0.4580 (0.4405) mem: 1018 max mem: 36965 [2024-01-16 04:43:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:44:41 det.util.engine] INFO: Epoch: [11] [2100/11727] eta: 2:53:14 lr: 0.000010 data_time: 0.0029 iter_time: 1.0290 loss: 25.0376 (23.9777) loss_class: 0.7149 (0.6789) loss_bbox: 0.1618 (0.1626) loss_giou: 0.3443 (0.3592) loss_class_0: 0.8370 (0.8312) loss_bbox_0: 0.1658 (0.1624) loss_giou_0: 0.3494 (0.3632) loss_class_1: 0.7592 (0.7244) loss_bbox_1: 0.1625 (0.1640) loss_giou_1: 0.3471 (0.3625) loss_class_2: 0.7260 (0.7011) loss_bbox_2: 0.1602 (0.1618) loss_giou_2: 0.3480 (0.3600) loss_class_3: 0.7223 (0.6878) loss_bbox_3: 0.1623 (0.1618) loss_giou_3: 0.3442 (0.3593) loss_class_4: 0.7229 (0.6809) loss_bbox_4: 0.1618 (0.1624) loss_giou_4: 0.3442 (0.3592) loss_class_enc: 0.8105 (0.7998) loss_bbox_enc: 0.2002 (0.1854) loss_giou_enc: 0.3954 (0.3983) loss_class_dn: 0.3582 (0.3553) loss_bbox_dn: 0.2025 (0.2199) loss_giou_dn: 0.4062 (0.3865) loss_class_dn_0: 0.4481 (0.4546) loss_bbox_dn_0: 0.3193 (0.3150) loss_giou_dn_0: 0.5448 (0.5023) loss_class_dn_1: 0.3893 (0.3847) loss_bbox_dn_1: 0.2320 (0.2442) loss_giou_dn_1: 0.4533 (0.4182) loss_class_dn_2: 0.3666 (0.3643) loss_bbox_dn_2: 0.2011 (0.2240) loss_giou_dn_2: 0.4159 (0.3932) loss_class_dn_3: 0.3625 (0.3581) loss_bbox_dn_3: 0.2014 (0.2207) loss_giou_dn_3: 0.4067 (0.3881) loss_class_dn_4: 0.3578 (0.3557) loss_bbox_dn_4: 0.2024 (0.2199) loss_giou_dn_4: 0.4060 (0.3865) loss_class_hybrid: 0.7240 (0.6798) loss_bbox_hybrid: 0.1722 (0.1733) loss_giou_hybrid: 0.3843 (0.3840) loss_class_0_hybrid: 0.7746 (0.7567) loss_bbox_0_hybrid: 0.1740 (0.1791) loss_giou_0_hybrid: 0.3955 (0.3966) loss_class_1_hybrid: 0.7391 (0.7088) loss_bbox_1_hybrid: 0.1677 (0.1759) loss_giou_1_hybrid: 0.3925 (0.3893) loss_class_2_hybrid: 0.7344 (0.6948) loss_bbox_2_hybrid: 0.1684 (0.1732) loss_giou_2_hybrid: 0.3873 (0.3851) loss_class_3_hybrid: 0.7310 (0.6854) loss_bbox_3_hybrid: 0.1682 (0.1730) loss_giou_3_hybrid: 0.3857 (0.3842) loss_class_4_hybrid: 0.7295 (0.6811) loss_bbox_4_hybrid: 0.1722 (0.1733) loss_giou_4_hybrid: 0.3844 (0.3842) loss_class_enc_hybrid: 0.7434 (0.7359) loss_bbox_enc_hybrid: 0.2070 (0.2063) loss_giou_enc_hybrid: 0.4355 (0.4404) mem: 1021 max mem: 36965 [2024-01-16 04:44:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:45:34 det.util.engine] INFO: Epoch: [11] [2150/11727] eta: 2:52:15 lr: 0.000010 data_time: 0.0030 iter_time: 1.0426 loss: 23.8706 (23.9630) loss_class: 0.6671 (0.6786) loss_bbox: 0.1437 (0.1624) loss_giou: 0.3407 (0.3589) loss_class_0: 0.8242 (0.8309) loss_bbox_0: 0.1413 (0.1622) loss_giou_0: 0.3452 (0.3629) loss_class_1: 0.7249 (0.7242) loss_bbox_1: 0.1419 (0.1638) loss_giou_1: 0.3422 (0.3623) loss_class_2: 0.6975 (0.7007) loss_bbox_2: 0.1458 (0.1617) loss_giou_2: 0.3477 (0.3597) loss_class_3: 0.6991 (0.6873) loss_bbox_3: 0.1432 (0.1617) loss_giou_3: 0.3437 (0.3590) loss_class_4: 0.6775 (0.6805) loss_bbox_4: 0.1429 (0.1622) loss_giou_4: 0.3448 (0.3590) loss_class_enc: 0.8040 (0.7995) loss_bbox_enc: 0.1580 (0.1852) loss_giou_enc: 0.3750 (0.3980) loss_class_dn: 0.3559 (0.3553) loss_bbox_dn: 0.2173 (0.2197) loss_giou_dn: 0.3793 (0.3863) loss_class_dn_0: 0.4526 (0.4545) loss_bbox_dn_0: 0.2989 (0.3148) loss_giou_dn_0: 0.4934 (0.5020) loss_class_dn_1: 0.3872 (0.3846) loss_bbox_dn_1: 0.2380 (0.2440) loss_giou_dn_1: 0.4195 (0.4181) loss_class_dn_2: 0.3687 (0.3642) loss_bbox_dn_2: 0.2158 (0.2238) loss_giou_dn_2: 0.3864 (0.3930) loss_class_dn_3: 0.3626 (0.3581) loss_bbox_dn_3: 0.2144 (0.2205) loss_giou_dn_3: 0.3830 (0.3879) loss_class_dn_4: 0.3565 (0.3557) loss_bbox_dn_4: 0.2172 (0.2197) loss_giou_dn_4: 0.3793 (0.3863) loss_class_hybrid: 0.6880 (0.6796) loss_bbox_hybrid: 0.1429 (0.1730) loss_giou_hybrid: 0.3785 (0.3836) loss_class_0_hybrid: 0.7561 (0.7564) loss_bbox_0_hybrid: 0.1451 (0.1789) loss_giou_0_hybrid: 0.3857 (0.3962) loss_class_1_hybrid: 0.7126 (0.7085) loss_bbox_1_hybrid: 0.1505 (0.1757) loss_giou_1_hybrid: 0.3837 (0.3889) loss_class_2_hybrid: 0.6942 (0.6946) loss_bbox_2_hybrid: 0.1462 (0.1729) loss_giou_2_hybrid: 0.3772 (0.3847) loss_class_3_hybrid: 0.6940 (0.6852) loss_bbox_3_hybrid: 0.1482 (0.1728) loss_giou_3_hybrid: 0.3777 (0.3838) loss_class_4_hybrid: 0.6861 (0.6808) loss_bbox_4_hybrid: 0.1485 (0.1730) loss_giou_4_hybrid: 0.3774 (0.3838) loss_class_enc_hybrid: 0.7404 (0.7356) loss_bbox_enc_hybrid: 0.1711 (0.2060) loss_giou_enc_hybrid: 0.4340 (0.4401) mem: 1018 max mem: 36965 [2024-01-16 04:45:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:46:28 det.util.engine] INFO: Epoch: [11] [2200/11727] eta: 2:51:23 lr: 0.000010 data_time: 0.0029 iter_time: 1.0592 loss: 24.7441 (23.9679) loss_class: 0.7135 (0.6787) loss_bbox: 0.1672 (0.1625) loss_giou: 0.3845 (0.3589) loss_class_0: 0.8545 (0.8311) loss_bbox_0: 0.1528 (0.1623) loss_giou_0: 0.3744 (0.3630) loss_class_1: 0.7576 (0.7244) loss_bbox_1: 0.1583 (0.1639) loss_giou_1: 0.3885 (0.3623) loss_class_2: 0.7133 (0.7008) loss_bbox_2: 0.1560 (0.1619) loss_giou_2: 0.3889 (0.3598) loss_class_3: 0.7048 (0.6874) loss_bbox_3: 0.1537 (0.1619) loss_giou_3: 0.3839 (0.3591) loss_class_4: 0.7220 (0.6805) loss_bbox_4: 0.1672 (0.1624) loss_giou_4: 0.3827 (0.3590) loss_class_enc: 0.8188 (0.7996) loss_bbox_enc: 0.1905 (0.1852) loss_giou_enc: 0.4143 (0.3981) loss_class_dn: 0.3622 (0.3552) loss_bbox_dn: 0.2079 (0.2198) loss_giou_dn: 0.4121 (0.3864) loss_class_dn_0: 0.4499 (0.4545) loss_bbox_dn_0: 0.3082 (0.3149) loss_giou_dn_0: 0.5235 (0.5020) loss_class_dn_1: 0.3873 (0.3846) loss_bbox_dn_1: 0.2338 (0.2442) loss_giou_dn_1: 0.4426 (0.4181) loss_class_dn_2: 0.3707 (0.3642) loss_bbox_dn_2: 0.2161 (0.2239) loss_giou_dn_2: 0.4205 (0.3931) loss_class_dn_3: 0.3656 (0.3581) loss_bbox_dn_3: 0.2120 (0.2206) loss_giou_dn_3: 0.4160 (0.3880) loss_class_dn_4: 0.3644 (0.3557) loss_bbox_dn_4: 0.2079 (0.2198) loss_giou_dn_4: 0.4121 (0.3864) loss_class_hybrid: 0.6845 (0.6795) loss_bbox_hybrid: 0.1679 (0.1732) loss_giou_hybrid: 0.4073 (0.3836) loss_class_0_hybrid: 0.7476 (0.7563) loss_bbox_0_hybrid: 0.1841 (0.1790) loss_giou_0_hybrid: 0.4355 (0.3963) loss_class_1_hybrid: 0.7132 (0.7085) loss_bbox_1_hybrid: 0.1840 (0.1759) loss_giou_1_hybrid: 0.4304 (0.3890) loss_class_2_hybrid: 0.7072 (0.6945) loss_bbox_2_hybrid: 0.1701 (0.1731) loss_giou_2_hybrid: 0.4139 (0.3848) loss_class_3_hybrid: 0.6898 (0.6851) loss_bbox_3_hybrid: 0.1690 (0.1729) loss_giou_3_hybrid: 0.4141 (0.3839) loss_class_4_hybrid: 0.6929 (0.6808) loss_bbox_4_hybrid: 0.1688 (0.1732) loss_giou_4_hybrid: 0.4102 (0.3839) loss_class_enc_hybrid: 0.7294 (0.7355) loss_bbox_enc_hybrid: 0.2082 (0.2061) loss_giou_enc_hybrid: 0.4747 (0.4401) mem: 1031 max mem: 36965 [2024-01-16 04:46:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:47:20 det.util.engine] INFO: Epoch: [11] [2250/11727] eta: 2:50:21 lr: 0.000010 data_time: 0.0027 iter_time: 1.0412 loss: 25.0009 (23.9790) loss_class: 0.7129 (0.6792) loss_bbox: 0.1593 (0.1625) loss_giou: 0.3458 (0.3590) loss_class_0: 0.8927 (0.8318) loss_bbox_0: 0.1537 (0.1622) loss_giou_0: 0.3519 (0.3630) loss_class_1: 0.7565 (0.7252) loss_bbox_1: 0.1611 (0.1639) loss_giou_1: 0.3643 (0.3623) loss_class_2: 0.6944 (0.7013) loss_bbox_2: 0.1547 (0.1619) loss_giou_2: 0.3612 (0.3599) loss_class_3: 0.7106 (0.6880) loss_bbox_3: 0.1552 (0.1619) loss_giou_3: 0.3572 (0.3592) loss_class_4: 0.7048 (0.6811) loss_bbox_4: 0.1592 (0.1624) loss_giou_4: 0.3458 (0.3592) loss_class_enc: 0.8277 (0.8000) loss_bbox_enc: 0.1884 (0.1852) loss_giou_enc: 0.3948 (0.3982) loss_class_dn: 0.3587 (0.3553) loss_bbox_dn: 0.2182 (0.2200) loss_giou_dn: 0.3788 (0.3868) loss_class_dn_0: 0.4546 (0.4545) loss_bbox_dn_0: 0.3126 (0.3150) loss_giou_dn_0: 0.4987 (0.5024) loss_class_dn_1: 0.3893 (0.3846) loss_bbox_dn_1: 0.2341 (0.2443) loss_giou_dn_1: 0.4071 (0.4185) loss_class_dn_2: 0.3665 (0.3643) loss_bbox_dn_2: 0.2197 (0.2241) loss_giou_dn_2: 0.3815 (0.3935) loss_class_dn_3: 0.3574 (0.3581) loss_bbox_dn_3: 0.2182 (0.2208) loss_giou_dn_3: 0.3808 (0.3884) loss_class_dn_4: 0.3574 (0.3558) loss_bbox_dn_4: 0.2182 (0.2200) loss_giou_dn_4: 0.3787 (0.3868) loss_class_hybrid: 0.7026 (0.6800) loss_bbox_hybrid: 0.1683 (0.1731) loss_giou_hybrid: 0.3628 (0.3837) loss_class_0_hybrid: 0.7661 (0.7566) loss_bbox_0_hybrid: 0.1818 (0.1790) loss_giou_0_hybrid: 0.3811 (0.3964) loss_class_1_hybrid: 0.7358 (0.7090) loss_bbox_1_hybrid: 0.1776 (0.1758) loss_giou_1_hybrid: 0.3725 (0.3891) loss_class_2_hybrid: 0.7194 (0.6949) loss_bbox_2_hybrid: 0.1706 (0.1731) loss_giou_2_hybrid: 0.3686 (0.3849) loss_class_3_hybrid: 0.7092 (0.6855) loss_bbox_3_hybrid: 0.1714 (0.1729) loss_giou_3_hybrid: 0.3703 (0.3840) loss_class_4_hybrid: 0.6997 (0.6812) loss_bbox_4_hybrid: 0.1682 (0.1732) loss_giou_4_hybrid: 0.3685 (0.3840) loss_class_enc_hybrid: 0.7558 (0.7358) loss_bbox_enc_hybrid: 0.2196 (0.2061) loss_giou_enc_hybrid: 0.4203 (0.4401) mem: 1021 max mem: 36965 [2024-01-16 04:47:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:48:13 det.util.engine] INFO: Epoch: [11] [2300/11727] eta: 2:49:22 lr: 0.000010 data_time: 0.0034 iter_time: 1.0623 loss: 24.0881 (23.9723) loss_class: 0.6650 (0.6789) loss_bbox: 0.1619 (0.1625) loss_giou: 0.3606 (0.3590) loss_class_0: 0.7865 (0.8313) loss_bbox_0: 0.1738 (0.1624) loss_giou_0: 0.3694 (0.3630) loss_class_1: 0.6894 (0.7248) loss_bbox_1: 0.1644 (0.1639) loss_giou_1: 0.3633 (0.3624) loss_class_2: 0.6838 (0.7008) loss_bbox_2: 0.1584 (0.1619) loss_giou_2: 0.3616 (0.3599) loss_class_3: 0.6713 (0.6876) loss_bbox_3: 0.1641 (0.1619) loss_giou_3: 0.3582 (0.3592) loss_class_4: 0.6611 (0.6807) loss_bbox_4: 0.1631 (0.1624) loss_giou_4: 0.3604 (0.3592) loss_class_enc: 0.7696 (0.7994) loss_bbox_enc: 0.1887 (0.1853) loss_giou_enc: 0.4028 (0.3983) loss_class_dn: 0.3500 (0.3552) loss_bbox_dn: 0.2078 (0.2198) loss_giou_dn: 0.3850 (0.3868) loss_class_dn_0: 0.4557 (0.4545) loss_bbox_dn_0: 0.3055 (0.3148) loss_giou_dn_0: 0.5100 (0.5023) loss_class_dn_1: 0.3865 (0.3846) loss_bbox_dn_1: 0.2253 (0.2442) loss_giou_dn_1: 0.4162 (0.4185) loss_class_dn_2: 0.3569 (0.3642) loss_bbox_dn_2: 0.2099 (0.2239) loss_giou_dn_2: 0.3891 (0.3934) loss_class_dn_3: 0.3508 (0.3581) loss_bbox_dn_3: 0.2098 (0.2207) loss_giou_dn_3: 0.3864 (0.3883) loss_class_dn_4: 0.3506 (0.3557) loss_bbox_dn_4: 0.2078 (0.2198) loss_giou_dn_4: 0.3850 (0.3867) loss_class_hybrid: 0.6415 (0.6796) loss_bbox_hybrid: 0.1693 (0.1731) loss_giou_hybrid: 0.3860 (0.3837) loss_class_0_hybrid: 0.7283 (0.7564) loss_bbox_0_hybrid: 0.1790 (0.1790) loss_giou_0_hybrid: 0.4065 (0.3964) loss_class_1_hybrid: 0.6727 (0.7086) loss_bbox_1_hybrid: 0.1706 (0.1758) loss_giou_1_hybrid: 0.3868 (0.3891) loss_class_2_hybrid: 0.6723 (0.6945) loss_bbox_2_hybrid: 0.1676 (0.1731) loss_giou_2_hybrid: 0.3903 (0.3849) loss_class_3_hybrid: 0.6544 (0.6852) loss_bbox_3_hybrid: 0.1686 (0.1729) loss_giou_3_hybrid: 0.3883 (0.3840) loss_class_4_hybrid: 0.6455 (0.6809) loss_bbox_4_hybrid: 0.1777 (0.1732) loss_giou_4_hybrid: 0.3919 (0.3840) loss_class_enc_hybrid: 0.7136 (0.7355) loss_bbox_enc_hybrid: 0.2046 (0.2060) loss_giou_enc_hybrid: 0.4452 (0.4401) mem: 1027 max mem: 36965 [2024-01-16 04:48:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:49:07 det.util.engine] INFO: Epoch: [11] [2350/11727] eta: 2:48:26 lr: 0.000010 data_time: 0.0029 iter_time: 1.0688 loss: 23.2533 (23.9740) loss_class: 0.6692 (0.6793) loss_bbox: 0.1484 (0.1625) loss_giou: 0.3549 (0.3588) loss_class_0: 0.8363 (0.8318) loss_bbox_0: 0.1526 (0.1624) loss_giou_0: 0.3539 (0.3628) loss_class_1: 0.7206 (0.7252) loss_bbox_1: 0.1568 (0.1639) loss_giou_1: 0.3406 (0.3621) loss_class_2: 0.6997 (0.7012) loss_bbox_2: 0.1488 (0.1619) loss_giou_2: 0.3488 (0.3597) loss_class_3: 0.6780 (0.6880) loss_bbox_3: 0.1514 (0.1619) loss_giou_3: 0.3581 (0.3589) loss_class_4: 0.6806 (0.6811) loss_bbox_4: 0.1504 (0.1624) loss_giou_4: 0.3591 (0.3589) loss_class_enc: 0.7736 (0.7997) loss_bbox_enc: 0.1730 (0.1853) loss_giou_enc: 0.3903 (0.3982) loss_class_dn: 0.3485 (0.3551) loss_bbox_dn: 0.1970 (0.2200) loss_giou_dn: 0.3691 (0.3866) loss_class_dn_0: 0.4523 (0.4545) loss_bbox_dn_0: 0.2981 (0.3151) loss_giou_dn_0: 0.4809 (0.5022) loss_class_dn_1: 0.3825 (0.3845) loss_bbox_dn_1: 0.2150 (0.2445) loss_giou_dn_1: 0.4071 (0.4184) loss_class_dn_2: 0.3585 (0.3641) loss_bbox_dn_2: 0.2014 (0.2242) loss_giou_dn_2: 0.3765 (0.3933) loss_class_dn_3: 0.3530 (0.3580) loss_bbox_dn_3: 0.1978 (0.2209) loss_giou_dn_3: 0.3710 (0.3882) loss_class_dn_4: 0.3499 (0.3556) loss_bbox_dn_4: 0.1970 (0.2200) loss_giou_dn_4: 0.3690 (0.3866) loss_class_hybrid: 0.6679 (0.6798) loss_bbox_hybrid: 0.1634 (0.1732) loss_giou_hybrid: 0.3871 (0.3835) loss_class_0_hybrid: 0.7621 (0.7566) loss_bbox_0_hybrid: 0.1735 (0.1790) loss_giou_0_hybrid: 0.3987 (0.3962) loss_class_1_hybrid: 0.6909 (0.7088) loss_bbox_1_hybrid: 0.1705 (0.1758) loss_giou_1_hybrid: 0.3812 (0.3889) loss_class_2_hybrid: 0.6894 (0.6947) loss_bbox_2_hybrid: 0.1635 (0.1731) loss_giou_2_hybrid: 0.3815 (0.3847) loss_class_3_hybrid: 0.6702 (0.6854) loss_bbox_3_hybrid: 0.1625 (0.1730) loss_giou_3_hybrid: 0.3864 (0.3838) loss_class_4_hybrid: 0.6794 (0.6811) loss_bbox_4_hybrid: 0.1636 (0.1732) loss_giou_4_hybrid: 0.3865 (0.3838) loss_class_enc_hybrid: 0.7265 (0.7357) loss_bbox_enc_hybrid: 0.2012 (0.2061) loss_giou_enc_hybrid: 0.4362 (0.4400) mem: 1009 max mem: 36965 [2024-01-16 04:49:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:50:00 det.util.engine] INFO: Epoch: [11] [2400/11727] eta: 2:47:30 lr: 0.000010 data_time: 0.0029 iter_time: 1.0335 loss: 24.6111 (23.9794) loss_class: 0.6963 (0.6792) loss_bbox: 0.1653 (0.1624) loss_giou: 0.3707 (0.3592) loss_class_0: 0.8436 (0.8316) loss_bbox_0: 0.1583 (0.1623) loss_giou_0: 0.3835 (0.3633) loss_class_1: 0.7480 (0.7251) loss_bbox_1: 0.1685 (0.1638) loss_giou_1: 0.3739 (0.3625) loss_class_2: 0.7219 (0.7011) loss_bbox_2: 0.1579 (0.1618) loss_giou_2: 0.3685 (0.3600) loss_class_3: 0.7151 (0.6879) loss_bbox_3: 0.1657 (0.1618) loss_giou_3: 0.3700 (0.3593) loss_class_4: 0.7132 (0.6810) loss_bbox_4: 0.1563 (0.1623) loss_giou_4: 0.3706 (0.3593) loss_class_enc: 0.8126 (0.7995) loss_bbox_enc: 0.1875 (0.1853) loss_giou_enc: 0.4054 (0.3986) loss_class_dn: 0.3536 (0.3552) loss_bbox_dn: 0.2088 (0.2199) loss_giou_dn: 0.4112 (0.3869) loss_class_dn_0: 0.4554 (0.4545) loss_bbox_dn_0: 0.2919 (0.3150) loss_giou_dn_0: 0.5200 (0.5026) loss_class_dn_1: 0.3913 (0.3846) loss_bbox_dn_1: 0.2307 (0.2444) loss_giou_dn_1: 0.4393 (0.4187) loss_class_dn_2: 0.3678 (0.3642) loss_bbox_dn_2: 0.2110 (0.2240) loss_giou_dn_2: 0.4179 (0.3936) loss_class_dn_3: 0.3585 (0.3581) loss_bbox_dn_3: 0.2098 (0.2208) loss_giou_dn_3: 0.4125 (0.3885) loss_class_dn_4: 0.3525 (0.3557) loss_bbox_dn_4: 0.2088 (0.2199) loss_giou_dn_4: 0.4111 (0.3869) loss_class_hybrid: 0.6882 (0.6796) loss_bbox_hybrid: 0.1740 (0.1732) loss_giou_hybrid: 0.3966 (0.3841) loss_class_0_hybrid: 0.7587 (0.7564) loss_bbox_0_hybrid: 0.1728 (0.1790) loss_giou_0_hybrid: 0.4123 (0.3967) loss_class_1_hybrid: 0.7035 (0.7085) loss_bbox_1_hybrid: 0.1724 (0.1758) loss_giou_1_hybrid: 0.4098 (0.3894) loss_class_2_hybrid: 0.7065 (0.6945) loss_bbox_2_hybrid: 0.1689 (0.1731) loss_giou_2_hybrid: 0.4018 (0.3852) loss_class_3_hybrid: 0.6922 (0.6851) loss_bbox_3_hybrid: 0.1732 (0.1730) loss_giou_3_hybrid: 0.3957 (0.3844) loss_class_4_hybrid: 0.6896 (0.6809) loss_bbox_4_hybrid: 0.1741 (0.1732) loss_giou_4_hybrid: 0.3963 (0.3843) loss_class_enc_hybrid: 0.7478 (0.7355) loss_bbox_enc_hybrid: 0.2064 (0.2061) loss_giou_enc_hybrid: 0.4677 (0.4406) mem: 1024 max mem: 36965 [2024-01-16 04:50:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:50:52 det.util.engine] INFO: Epoch: [11] [2450/11727] eta: 2:46:30 lr: 0.000010 data_time: 0.0027 iter_time: 1.0273 loss: 24.6140 (23.9878) loss_class: 0.6711 (0.6799) loss_bbox: 0.1587 (0.1624) loss_giou: 0.3751 (0.3591) loss_class_0: 0.8051 (0.8321) loss_bbox_0: 0.1565 (0.1624) loss_giou_0: 0.3819 (0.3633) loss_class_1: 0.7123 (0.7256) loss_bbox_1: 0.1622 (0.1639) loss_giou_1: 0.3835 (0.3624) loss_class_2: 0.6957 (0.7017) loss_bbox_2: 0.1558 (0.1619) loss_giou_2: 0.3838 (0.3600) loss_class_3: 0.6759 (0.6885) loss_bbox_3: 0.1603 (0.1619) loss_giou_3: 0.3818 (0.3592) loss_class_4: 0.6645 (0.6816) loss_bbox_4: 0.1587 (0.1623) loss_giou_4: 0.3769 (0.3592) loss_class_enc: 0.7914 (0.7999) loss_bbox_enc: 0.1747 (0.1854) loss_giou_enc: 0.4075 (0.3986) loss_class_dn: 0.3556 (0.3552) loss_bbox_dn: 0.2042 (0.2201) loss_giou_dn: 0.4024 (0.3869) loss_class_dn_0: 0.4467 (0.4545) loss_bbox_dn_0: 0.2903 (0.3151) loss_giou_dn_0: 0.5143 (0.5025) loss_class_dn_1: 0.3860 (0.3847) loss_bbox_dn_1: 0.2252 (0.2445) loss_giou_dn_1: 0.4423 (0.4186) loss_class_dn_2: 0.3614 (0.3643) loss_bbox_dn_2: 0.2108 (0.2242) loss_giou_dn_2: 0.4151 (0.3936) loss_class_dn_3: 0.3542 (0.3581) loss_bbox_dn_3: 0.2053 (0.2209) loss_giou_dn_3: 0.4049 (0.3884) loss_class_dn_4: 0.3558 (0.3557) loss_bbox_dn_4: 0.2041 (0.2201) loss_giou_dn_4: 0.4024 (0.3868) loss_class_hybrid: 0.6785 (0.6801) loss_bbox_hybrid: 0.1666 (0.1732) loss_giou_hybrid: 0.4030 (0.3840) loss_class_0_hybrid: 0.7429 (0.7569) loss_bbox_0_hybrid: 0.1711 (0.1791) loss_giou_0_hybrid: 0.4189 (0.3967) loss_class_1_hybrid: 0.7012 (0.7090) loss_bbox_1_hybrid: 0.1714 (0.1758) loss_giou_1_hybrid: 0.4092 (0.3894) loss_class_2_hybrid: 0.6918 (0.6950) loss_bbox_2_hybrid: 0.1632 (0.1732) loss_giou_2_hybrid: 0.4015 (0.3852) loss_class_3_hybrid: 0.6813 (0.6856) loss_bbox_3_hybrid: 0.1656 (0.1730) loss_giou_3_hybrid: 0.3965 (0.3843) loss_class_4_hybrid: 0.6829 (0.6814) loss_bbox_4_hybrid: 0.1707 (0.1732) loss_giou_4_hybrid: 0.4061 (0.3843) loss_class_enc_hybrid: 0.7314 (0.7359) loss_bbox_enc_hybrid: 0.1924 (0.2062) loss_giou_enc_hybrid: 0.4443 (0.4405) mem: 1018 max mem: 36965 [2024-01-16 04:50:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:51:45 det.util.engine] INFO: Epoch: [11] [2500/11727] eta: 2:45:34 lr: 0.000010 data_time: 0.0028 iter_time: 1.0406 loss: 23.6636 (23.9771) loss_class: 0.6695 (0.6795) loss_bbox: 0.1368 (0.1621) loss_giou: 0.3685 (0.3592) loss_class_0: 0.8273 (0.8318) loss_bbox_0: 0.1387 (0.1621) loss_giou_0: 0.3593 (0.3633) loss_class_1: 0.7168 (0.7255) loss_bbox_1: 0.1336 (0.1635) loss_giou_1: 0.3705 (0.3625) loss_class_2: 0.7050 (0.7014) loss_bbox_2: 0.1365 (0.1616) loss_giou_2: 0.3708 (0.3601) loss_class_3: 0.6825 (0.6882) loss_bbox_3: 0.1367 (0.1616) loss_giou_3: 0.3707 (0.3593) loss_class_4: 0.6763 (0.6813) loss_bbox_4: 0.1382 (0.1620) loss_giou_4: 0.3703 (0.3593) loss_class_enc: 0.7999 (0.7996) loss_bbox_enc: 0.1572 (0.1850) loss_giou_enc: 0.3964 (0.3987) loss_class_dn: 0.3614 (0.3552) loss_bbox_dn: 0.1943 (0.2195) loss_giou_dn: 0.4024 (0.3869) loss_class_dn_0: 0.4470 (0.4544) loss_bbox_dn_0: 0.2770 (0.3144) loss_giou_dn_0: 0.5073 (0.5025) loss_class_dn_1: 0.3928 (0.3846) loss_bbox_dn_1: 0.2171 (0.2439) loss_giou_dn_1: 0.4336 (0.4186) loss_class_dn_2: 0.3720 (0.3643) loss_bbox_dn_2: 0.1962 (0.2236) loss_giou_dn_2: 0.4106 (0.3936) loss_class_dn_3: 0.3628 (0.3581) loss_bbox_dn_3: 0.1942 (0.2203) loss_giou_dn_3: 0.4044 (0.3884) loss_class_dn_4: 0.3621 (0.3557) loss_bbox_dn_4: 0.1943 (0.2195) loss_giou_dn_4: 0.4025 (0.3869) loss_class_hybrid: 0.6730 (0.6798) loss_bbox_hybrid: 0.1488 (0.1729) loss_giou_hybrid: 0.3995 (0.3842) loss_class_0_hybrid: 0.7433 (0.7566) loss_bbox_0_hybrid: 0.1539 (0.1787) loss_giou_0_hybrid: 0.4128 (0.3968) loss_class_1_hybrid: 0.7120 (0.7088) loss_bbox_1_hybrid: 0.1440 (0.1755) loss_giou_1_hybrid: 0.4022 (0.3895) loss_class_2_hybrid: 0.6972 (0.6947) loss_bbox_2_hybrid: 0.1435 (0.1729) loss_giou_2_hybrid: 0.3988 (0.3854) loss_class_3_hybrid: 0.6801 (0.6853) loss_bbox_3_hybrid: 0.1472 (0.1727) loss_giou_3_hybrid: 0.4018 (0.3845) loss_class_4_hybrid: 0.6793 (0.6811) loss_bbox_4_hybrid: 0.1474 (0.1729) loss_giou_4_hybrid: 0.3991 (0.3845) loss_class_enc_hybrid: 0.7300 (0.7357) loss_bbox_enc_hybrid: 0.1749 (0.2058) loss_giou_enc_hybrid: 0.4486 (0.4406) mem: 1030 max mem: 36965 [2024-01-16 04:51:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:52:39 det.util.engine] INFO: Epoch: [11] [2550/11727] eta: 2:44:40 lr: 0.000010 data_time: 0.0027 iter_time: 1.0763 loss: 23.9013 (23.9878) loss_class: 0.6817 (0.6800) loss_bbox: 0.1565 (0.1622) loss_giou: 0.3321 (0.3592) loss_class_0: 0.8558 (0.8323) loss_bbox_0: 0.1559 (0.1622) loss_giou_0: 0.3393 (0.3634) loss_class_1: 0.7476 (0.7259) loss_bbox_1: 0.1616 (0.1636) loss_giou_1: 0.3265 (0.3625) loss_class_2: 0.7128 (0.7019) loss_bbox_2: 0.1552 (0.1617) loss_giou_2: 0.3284 (0.3601) loss_class_3: 0.6862 (0.6887) loss_bbox_3: 0.1514 (0.1617) loss_giou_3: 0.3359 (0.3593) loss_class_4: 0.6767 (0.6818) loss_bbox_4: 0.1574 (0.1621) loss_giou_4: 0.3200 (0.3593) loss_class_enc: 0.8113 (0.7998) loss_bbox_enc: 0.1749 (0.1851) loss_giou_enc: 0.3596 (0.3986) loss_class_dn: 0.3517 (0.3553) loss_bbox_dn: 0.2263 (0.2198) loss_giou_dn: 0.3861 (0.3871) loss_class_dn_0: 0.4543 (0.4545) loss_bbox_dn_0: 0.3249 (0.3147) loss_giou_dn_0: 0.5099 (0.5028) loss_class_dn_1: 0.3864 (0.3847) loss_bbox_dn_1: 0.2471 (0.2442) loss_giou_dn_1: 0.4158 (0.4188) loss_class_dn_2: 0.3635 (0.3644) loss_bbox_dn_2: 0.2286 (0.2239) loss_giou_dn_2: 0.3913 (0.3938) loss_class_dn_3: 0.3527 (0.3582) loss_bbox_dn_3: 0.2283 (0.2207) loss_giou_dn_3: 0.3874 (0.3887) loss_class_dn_4: 0.3502 (0.3558) loss_bbox_dn_4: 0.2264 (0.2198) loss_giou_dn_4: 0.3862 (0.3871) loss_class_hybrid: 0.6811 (0.6800) loss_bbox_hybrid: 0.1678 (0.1731) loss_giou_hybrid: 0.3514 (0.3843) loss_class_0_hybrid: 0.7637 (0.7569) loss_bbox_0_hybrid: 0.1716 (0.1789) loss_giou_0_hybrid: 0.3622 (0.3969) loss_class_1_hybrid: 0.7036 (0.7091) loss_bbox_1_hybrid: 0.1713 (0.1757) loss_giou_1_hybrid: 0.3634 (0.3896) loss_class_2_hybrid: 0.6941 (0.6949) loss_bbox_2_hybrid: 0.1658 (0.1730) loss_giou_2_hybrid: 0.3547 (0.3854) loss_class_3_hybrid: 0.6910 (0.6856) loss_bbox_3_hybrid: 0.1654 (0.1729) loss_giou_3_hybrid: 0.3523 (0.3845) loss_class_4_hybrid: 0.6796 (0.6813) loss_bbox_4_hybrid: 0.1647 (0.1731) loss_giou_4_hybrid: 0.3507 (0.3845) loss_class_enc_hybrid: 0.7420 (0.7358) loss_bbox_enc_hybrid: 0.2009 (0.2059) loss_giou_enc_hybrid: 0.4100 (0.4407) mem: 1023 max mem: 36965 [2024-01-16 04:52:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:53:31 det.util.engine] INFO: Epoch: [11] [2600/11727] eta: 2:43:39 lr: 0.000010 data_time: 0.0028 iter_time: 1.0364 loss: 23.7535 (23.9904) loss_class: 0.6627 (0.6801) loss_bbox: 0.1515 (0.1624) loss_giou: 0.3345 (0.3592) loss_class_0: 0.8012 (0.8324) loss_bbox_0: 0.1675 (0.1624) loss_giou_0: 0.3363 (0.3633) loss_class_1: 0.7398 (0.7262) loss_bbox_1: 0.1619 (0.1637) loss_giou_1: 0.3341 (0.3624) loss_class_2: 0.6927 (0.7021) loss_bbox_2: 0.1590 (0.1619) loss_giou_2: 0.3326 (0.3600) loss_class_3: 0.6839 (0.6888) loss_bbox_3: 0.1593 (0.1619) loss_giou_3: 0.3454 (0.3593) loss_class_4: 0.6721 (0.6820) loss_bbox_4: 0.1525 (0.1623) loss_giou_4: 0.3365 (0.3593) loss_class_enc: 0.7732 (0.7999) loss_bbox_enc: 0.1792 (0.1852) loss_giou_enc: 0.3843 (0.3986) loss_class_dn: 0.3488 (0.3552) loss_bbox_dn: 0.2187 (0.2198) loss_giou_dn: 0.3785 (0.3869) loss_class_dn_0: 0.4548 (0.4545) loss_bbox_dn_0: 0.3036 (0.3147) loss_giou_dn_0: 0.4970 (0.5026) loss_class_dn_1: 0.3811 (0.3847) loss_bbox_dn_1: 0.2386 (0.2442) loss_giou_dn_1: 0.4132 (0.4187) loss_class_dn_2: 0.3596 (0.3643) loss_bbox_dn_2: 0.2229 (0.2240) loss_giou_dn_2: 0.3827 (0.3936) loss_class_dn_3: 0.3512 (0.3582) loss_bbox_dn_3: 0.2200 (0.2207) loss_giou_dn_3: 0.3810 (0.3885) loss_class_dn_4: 0.3487 (0.3557) loss_bbox_dn_4: 0.2187 (0.2198) loss_giou_dn_4: 0.3783 (0.3869) loss_class_hybrid: 0.6932 (0.6801) loss_bbox_hybrid: 0.1714 (0.1732) loss_giou_hybrid: 0.3626 (0.3843) loss_class_0_hybrid: 0.7463 (0.7570) loss_bbox_0_hybrid: 0.1798 (0.1790) loss_giou_0_hybrid: 0.3646 (0.3969) loss_class_1_hybrid: 0.7184 (0.7092) loss_bbox_1_hybrid: 0.1766 (0.1758) loss_giou_1_hybrid: 0.3658 (0.3896) loss_class_2_hybrid: 0.7181 (0.6951) loss_bbox_2_hybrid: 0.1738 (0.1732) loss_giou_2_hybrid: 0.3625 (0.3854) loss_class_3_hybrid: 0.6921 (0.6857) loss_bbox_3_hybrid: 0.1734 (0.1730) loss_giou_3_hybrid: 0.3620 (0.3845) loss_class_4_hybrid: 0.6944 (0.6814) loss_bbox_4_hybrid: 0.1715 (0.1733) loss_giou_4_hybrid: 0.3617 (0.3845) loss_class_enc_hybrid: 0.7126 (0.7359) loss_bbox_enc_hybrid: 0.2041 (0.2061) loss_giou_enc_hybrid: 0.4154 (0.4406) mem: 1016 max mem: 36965 [2024-01-16 04:53:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:54:24 det.util.engine] INFO: Epoch: [11] [2650/11727] eta: 2:42:42 lr: 0.000010 data_time: 0.0029 iter_time: 1.0327 loss: 24.7456 (23.9988) loss_class: 0.7130 (0.6805) loss_bbox: 0.1485 (0.1623) loss_giou: 0.3628 (0.3593) loss_class_0: 0.8686 (0.8330) loss_bbox_0: 0.1475 (0.1622) loss_giou_0: 0.3755 (0.3634) loss_class_1: 0.7674 (0.7267) loss_bbox_1: 0.1462 (0.1636) loss_giou_1: 0.3684 (0.3625) loss_class_2: 0.7189 (0.7024) loss_bbox_2: 0.1475 (0.1618) loss_giou_2: 0.3751 (0.3602) loss_class_3: 0.7028 (0.6891) loss_bbox_3: 0.1443 (0.1618) loss_giou_3: 0.3744 (0.3594) loss_class_4: 0.7053 (0.6823) loss_bbox_4: 0.1473 (0.1622) loss_giou_4: 0.3744 (0.3595) loss_class_enc: 0.8318 (0.8003) loss_bbox_enc: 0.1708 (0.1851) loss_giou_enc: 0.4094 (0.3988) loss_class_dn: 0.3593 (0.3554) loss_bbox_dn: 0.2168 (0.2198) loss_giou_dn: 0.4031 (0.3873) loss_class_dn_0: 0.4634 (0.4546) loss_bbox_dn_0: 0.3000 (0.3146) loss_giou_dn_0: 0.5183 (0.5030) loss_class_dn_1: 0.4008 (0.3848) loss_bbox_dn_1: 0.2412 (0.2442) loss_giou_dn_1: 0.4294 (0.4191) loss_class_dn_2: 0.3773 (0.3645) loss_bbox_dn_2: 0.2186 (0.2239) loss_giou_dn_2: 0.4105 (0.3940) loss_class_dn_3: 0.3645 (0.3583) loss_bbox_dn_3: 0.2164 (0.2207) loss_giou_dn_3: 0.4040 (0.3889) loss_class_dn_4: 0.3594 (0.3559) loss_bbox_dn_4: 0.2169 (0.2198) loss_giou_dn_4: 0.4028 (0.3873) loss_class_hybrid: 0.6955 (0.6805) loss_bbox_hybrid: 0.1568 (0.1731) loss_giou_hybrid: 0.3919 (0.3844) loss_class_0_hybrid: 0.7809 (0.7573) loss_bbox_0_hybrid: 0.1723 (0.1789) loss_giou_0_hybrid: 0.4022 (0.3970) loss_class_1_hybrid: 0.7271 (0.7095) loss_bbox_1_hybrid: 0.1666 (0.1757) loss_giou_1_hybrid: 0.3964 (0.3897) loss_class_2_hybrid: 0.7009 (0.6953) loss_bbox_2_hybrid: 0.1580 (0.1731) loss_giou_2_hybrid: 0.3940 (0.3856) loss_class_3_hybrid: 0.6995 (0.6860) loss_bbox_3_hybrid: 0.1589 (0.1729) loss_giou_3_hybrid: 0.3952 (0.3847) loss_class_4_hybrid: 0.7013 (0.6817) loss_bbox_4_hybrid: 0.1579 (0.1732) loss_giou_4_hybrid: 0.3958 (0.3847) loss_class_enc_hybrid: 0.7469 (0.7361) loss_bbox_enc_hybrid: 0.2021 (0.2060) loss_giou_enc_hybrid: 0.4502 (0.4408) mem: 1019 max mem: 36965 [2024-01-16 04:54:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:55:17 det.util.engine] INFO: Epoch: [11] [2700/11727] eta: 2:41:46 lr: 0.000010 data_time: 0.0027 iter_time: 1.0414 loss: 23.0273 (23.9865) loss_class: 0.6472 (0.6801) loss_bbox: 0.1326 (0.1622) loss_giou: 0.3628 (0.3592) loss_class_0: 0.7739 (0.8326) loss_bbox_0: 0.1333 (0.1621) loss_giou_0: 0.3566 (0.3633) loss_class_1: 0.6681 (0.7263) loss_bbox_1: 0.1294 (0.1635) loss_giou_1: 0.3599 (0.3624) loss_class_2: 0.6679 (0.7020) loss_bbox_2: 0.1304 (0.1617) loss_giou_2: 0.3637 (0.3601) loss_class_3: 0.6507 (0.6887) loss_bbox_3: 0.1313 (0.1617) loss_giou_3: 0.3586 (0.3593) loss_class_4: 0.6480 (0.6819) loss_bbox_4: 0.1362 (0.1621) loss_giou_4: 0.3634 (0.3593) loss_class_enc: 0.7422 (0.7998) loss_bbox_enc: 0.1585 (0.1850) loss_giou_enc: 0.3902 (0.3986) loss_class_dn: 0.3578 (0.3553) loss_bbox_dn: 0.1768 (0.2196) loss_giou_dn: 0.3703 (0.3870) loss_class_dn_0: 0.4675 (0.4546) loss_bbox_dn_0: 0.2706 (0.3145) loss_giou_dn_0: 0.4935 (0.5028) loss_class_dn_1: 0.3929 (0.3849) loss_bbox_dn_1: 0.1932 (0.2441) loss_giou_dn_1: 0.4152 (0.4188) loss_class_dn_2: 0.3745 (0.3645) loss_bbox_dn_2: 0.1811 (0.2238) loss_giou_dn_2: 0.3791 (0.3937) loss_class_dn_3: 0.3605 (0.3583) loss_bbox_dn_3: 0.1784 (0.2205) loss_giou_dn_3: 0.3701 (0.3886) loss_class_dn_4: 0.3583 (0.3558) loss_bbox_dn_4: 0.1768 (0.2196) loss_giou_dn_4: 0.3706 (0.3870) loss_class_hybrid: 0.6409 (0.6802) loss_bbox_hybrid: 0.1478 (0.1729) loss_giou_hybrid: 0.3804 (0.3842) loss_class_0_hybrid: 0.7064 (0.7570) loss_bbox_0_hybrid: 0.1484 (0.1787) loss_giou_0_hybrid: 0.3898 (0.3968) loss_class_1_hybrid: 0.6631 (0.7092) loss_bbox_1_hybrid: 0.1484 (0.1755) loss_giou_1_hybrid: 0.3848 (0.3895) loss_class_2_hybrid: 0.6534 (0.6951) loss_bbox_2_hybrid: 0.1457 (0.1729) loss_giou_2_hybrid: 0.3758 (0.3854) loss_class_3_hybrid: 0.6466 (0.6857) loss_bbox_3_hybrid: 0.1470 (0.1727) loss_giou_3_hybrid: 0.3789 (0.3845) loss_class_4_hybrid: 0.6467 (0.6815) loss_bbox_4_hybrid: 0.1473 (0.1729) loss_giou_4_hybrid: 0.3803 (0.3845) loss_class_enc_hybrid: 0.6942 (0.7358) loss_bbox_enc_hybrid: 0.1702 (0.2058) loss_giou_enc_hybrid: 0.4374 (0.4406) mem: 1026 max mem: 36965 [2024-01-16 04:55:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:56:09 det.util.engine] INFO: Epoch: [11] [2750/11727] eta: 2:40:48 lr: 0.000010 data_time: 0.0029 iter_time: 1.0561 loss: 24.8544 (23.9857) loss_class: 0.6833 (0.6799) loss_bbox: 0.1540 (0.1621) loss_giou: 0.3600 (0.3594) loss_class_0: 0.8474 (0.8326) loss_bbox_0: 0.1619 (0.1621) loss_giou_0: 0.3703 (0.3636) loss_class_1: 0.7409 (0.7261) loss_bbox_1: 0.1615 (0.1634) loss_giou_1: 0.3632 (0.3626) loss_class_2: 0.7251 (0.7019) loss_bbox_2: 0.1559 (0.1616) loss_giou_2: 0.3588 (0.3603) loss_class_3: 0.7072 (0.6886) loss_bbox_3: 0.1534 (0.1616) loss_giou_3: 0.3535 (0.3594) loss_class_4: 0.6842 (0.6817) loss_bbox_4: 0.1595 (0.1620) loss_giou_4: 0.3682 (0.3595) loss_class_enc: 0.8100 (0.7996) loss_bbox_enc: 0.1817 (0.1849) loss_giou_enc: 0.4124 (0.3989) loss_class_dn: 0.3614 (0.3553) loss_bbox_dn: 0.1974 (0.2194) loss_giou_dn: 0.3943 (0.3870) loss_class_dn_0: 0.4577 (0.4546) loss_bbox_dn_0: 0.2936 (0.3143) loss_giou_dn_0: 0.5075 (0.5029) loss_class_dn_1: 0.3857 (0.3848) loss_bbox_dn_1: 0.2277 (0.2438) loss_giou_dn_1: 0.4188 (0.4189) loss_class_dn_2: 0.3673 (0.3645) loss_bbox_dn_2: 0.2044 (0.2236) loss_giou_dn_2: 0.4016 (0.3938) loss_class_dn_3: 0.3640 (0.3582) loss_bbox_dn_3: 0.2006 (0.2203) loss_giou_dn_3: 0.3954 (0.3886) loss_class_dn_4: 0.3612 (0.3558) loss_bbox_dn_4: 0.1975 (0.2194) loss_giou_dn_4: 0.3942 (0.3870) loss_class_hybrid: 0.6789 (0.6800) loss_bbox_hybrid: 0.1626 (0.1728) loss_giou_hybrid: 0.3794 (0.3845) loss_class_0_hybrid: 0.7829 (0.7568) loss_bbox_0_hybrid: 0.1745 (0.1787) loss_giou_0_hybrid: 0.3965 (0.3971) loss_class_1_hybrid: 0.7069 (0.7090) loss_bbox_1_hybrid: 0.1671 (0.1754) loss_giou_1_hybrid: 0.3860 (0.3898) loss_class_2_hybrid: 0.6925 (0.6949) loss_bbox_2_hybrid: 0.1660 (0.1728) loss_giou_2_hybrid: 0.3899 (0.3857) loss_class_3_hybrid: 0.6839 (0.6855) loss_bbox_3_hybrid: 0.1638 (0.1726) loss_giou_3_hybrid: 0.3798 (0.3848) loss_class_4_hybrid: 0.6821 (0.6813) loss_bbox_4_hybrid: 0.1647 (0.1728) loss_giou_4_hybrid: 0.3829 (0.3848) loss_class_enc_hybrid: 0.7420 (0.7356) loss_bbox_enc_hybrid: 0.1924 (0.2057) loss_giou_enc_hybrid: 0.4477 (0.4410) mem: 1024 max mem: 36965 [2024-01-16 04:56:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:57:04 det.util.engine] INFO: Epoch: [11] [2800/11727] eta: 2:39:57 lr: 0.000010 data_time: 0.0030 iter_time: 1.0822 loss: 23.8036 (23.9985) loss_class: 0.6464 (0.6800) loss_bbox: 0.1586 (0.1622) loss_giou: 0.3646 (0.3599) loss_class_0: 0.8348 (0.8328) loss_bbox_0: 0.1601 (0.1622) loss_giou_0: 0.3512 (0.3640) loss_class_1: 0.6852 (0.7262) loss_bbox_1: 0.1621 (0.1635) loss_giou_1: 0.3721 (0.3631) loss_class_2: 0.6717 (0.7021) loss_bbox_2: 0.1609 (0.1617) loss_giou_2: 0.3623 (0.3607) loss_class_3: 0.6579 (0.6887) loss_bbox_3: 0.1587 (0.1617) loss_giou_3: 0.3566 (0.3599) loss_class_4: 0.6500 (0.6818) loss_bbox_4: 0.1601 (0.1621) loss_giou_4: 0.3588 (0.3600) loss_class_enc: 0.7830 (0.7998) loss_bbox_enc: 0.1725 (0.1850) loss_giou_enc: 0.4012 (0.3993) loss_class_dn: 0.3650 (0.3554) loss_bbox_dn: 0.1949 (0.2195) loss_giou_dn: 0.4068 (0.3875) loss_class_dn_0: 0.4585 (0.4546) loss_bbox_dn_0: 0.2935 (0.3144) loss_giou_dn_0: 0.5158 (0.5033) loss_class_dn_1: 0.3927 (0.3850) loss_bbox_dn_1: 0.2229 (0.2439) loss_giou_dn_1: 0.4427 (0.4193) loss_class_dn_2: 0.3764 (0.3646) loss_bbox_dn_2: 0.2004 (0.2236) loss_giou_dn_2: 0.4179 (0.3942) loss_class_dn_3: 0.3695 (0.3584) loss_bbox_dn_3: 0.1964 (0.2203) loss_giou_dn_3: 0.4107 (0.3890) loss_class_dn_4: 0.3665 (0.3559) loss_bbox_dn_4: 0.1950 (0.2195) loss_giou_dn_4: 0.4065 (0.3874) loss_class_hybrid: 0.6449 (0.6799) loss_bbox_hybrid: 0.1607 (0.1729) loss_giou_hybrid: 0.3830 (0.3852) loss_class_0_hybrid: 0.7420 (0.7567) loss_bbox_0_hybrid: 0.1679 (0.1788) loss_giou_0_hybrid: 0.3899 (0.3978) loss_class_1_hybrid: 0.6882 (0.7089) loss_bbox_1_hybrid: 0.1688 (0.1755) loss_giou_1_hybrid: 0.3878 (0.3904) loss_class_2_hybrid: 0.6679 (0.6948) loss_bbox_2_hybrid: 0.1606 (0.1729) loss_giou_2_hybrid: 0.3831 (0.3863) loss_class_3_hybrid: 0.6431 (0.6854) loss_bbox_3_hybrid: 0.1604 (0.1728) loss_giou_3_hybrid: 0.3825 (0.3854) loss_class_4_hybrid: 0.6440 (0.6812) loss_bbox_4_hybrid: 0.1620 (0.1730) loss_giou_4_hybrid: 0.3844 (0.3854) loss_class_enc_hybrid: 0.7101 (0.7355) loss_bbox_enc_hybrid: 0.1892 (0.2058) loss_giou_enc_hybrid: 0.4323 (0.4415) mem: 1024 max mem: 36965 [2024-01-16 04:57:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:57:57 det.util.engine] INFO: Epoch: [11] [2850/11727] eta: 2:39:01 lr: 0.000010 data_time: 0.0029 iter_time: 1.0835 loss: 24.1496 (23.9946) loss_class: 0.6631 (0.6799) loss_bbox: 0.1534 (0.1621) loss_giou: 0.3616 (0.3600) loss_class_0: 0.8191 (0.8327) loss_bbox_0: 0.1511 (0.1620) loss_giou_0: 0.3636 (0.3641) loss_class_1: 0.6931 (0.7261) loss_bbox_1: 0.1531 (0.1634) loss_giou_1: 0.3682 (0.3632) loss_class_2: 0.6885 (0.7022) loss_bbox_2: 0.1534 (0.1616) loss_giou_2: 0.3583 (0.3608) loss_class_3: 0.6843 (0.6887) loss_bbox_3: 0.1485 (0.1615) loss_giou_3: 0.3688 (0.3600) loss_class_4: 0.6711 (0.6818) loss_bbox_4: 0.1516 (0.1619) loss_giou_4: 0.3595 (0.3601) loss_class_enc: 0.7743 (0.7998) loss_bbox_enc: 0.1718 (0.1848) loss_giou_enc: 0.4101 (0.3993) loss_class_dn: 0.3581 (0.3554) loss_bbox_dn: 0.1900 (0.2191) loss_giou_dn: 0.3892 (0.3874) loss_class_dn_0: 0.4449 (0.4546) loss_bbox_dn_0: 0.2765 (0.3139) loss_giou_dn_0: 0.5113 (0.5032) loss_class_dn_1: 0.3790 (0.3850) loss_bbox_dn_1: 0.2160 (0.2436) loss_giou_dn_1: 0.4248 (0.4192) loss_class_dn_2: 0.3619 (0.3646) loss_bbox_dn_2: 0.1961 (0.2233) loss_giou_dn_2: 0.3966 (0.3942) loss_class_dn_3: 0.3574 (0.3583) loss_bbox_dn_3: 0.1916 (0.2200) loss_giou_dn_3: 0.3910 (0.3890) loss_class_dn_4: 0.3573 (0.3559) loss_bbox_dn_4: 0.1899 (0.2192) loss_giou_dn_4: 0.3892 (0.3874) loss_class_hybrid: 0.6657 (0.6798) loss_bbox_hybrid: 0.1624 (0.1728) loss_giou_hybrid: 0.3982 (0.3853) loss_class_0_hybrid: 0.7340 (0.7566) loss_bbox_0_hybrid: 0.1626 (0.1786) loss_giou_0_hybrid: 0.4108 (0.3978) loss_class_1_hybrid: 0.6891 (0.7089) loss_bbox_1_hybrid: 0.1622 (0.1754) loss_giou_1_hybrid: 0.4017 (0.3905) loss_class_2_hybrid: 0.6745 (0.6948) loss_bbox_2_hybrid: 0.1600 (0.1728) loss_giou_2_hybrid: 0.3952 (0.3864) loss_class_3_hybrid: 0.6639 (0.6853) loss_bbox_3_hybrid: 0.1615 (0.1726) loss_giou_3_hybrid: 0.4004 (0.3855) loss_class_4_hybrid: 0.6709 (0.6811) loss_bbox_4_hybrid: 0.1620 (0.1728) loss_giou_4_hybrid: 0.4009 (0.3855) loss_class_enc_hybrid: 0.7318 (0.7355) loss_bbox_enc_hybrid: 0.1784 (0.2056) loss_giou_enc_hybrid: 0.4653 (0.4416) mem: 1025 max mem: 36965 [2024-01-16 04:57:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:58:51 det.util.engine] INFO: Epoch: [11] [2900/11727] eta: 2:38:07 lr: 0.000010 data_time: 0.0030 iter_time: 1.0812 loss: 23.8861 (23.9969) loss_class: 0.6713 (0.6801) loss_bbox: 0.1518 (0.1622) loss_giou: 0.3564 (0.3599) loss_class_0: 0.7991 (0.8330) loss_bbox_0: 0.1454 (0.1620) loss_giou_0: 0.3589 (0.3640) loss_class_1: 0.7172 (0.7262) loss_bbox_1: 0.1471 (0.1634) loss_giou_1: 0.3647 (0.3632) loss_class_2: 0.6927 (0.7024) loss_bbox_2: 0.1437 (0.1616) loss_giou_2: 0.3598 (0.3607) loss_class_3: 0.6758 (0.6889) loss_bbox_3: 0.1464 (0.1616) loss_giou_3: 0.3519 (0.3599) loss_class_4: 0.6796 (0.6820) loss_bbox_4: 0.1529 (0.1620) loss_giou_4: 0.3468 (0.3600) loss_class_enc: 0.8101 (0.8001) loss_bbox_enc: 0.1689 (0.1848) loss_giou_enc: 0.3897 (0.3993) loss_class_dn: 0.3533 (0.3554) loss_bbox_dn: 0.1758 (0.2192) loss_giou_dn: 0.3872 (0.3873) loss_class_dn_0: 0.4492 (0.4546) loss_bbox_dn_0: 0.2612 (0.3140) loss_giou_dn_0: 0.5126 (0.5031) loss_class_dn_1: 0.3804 (0.3849) loss_bbox_dn_1: 0.2003 (0.2437) loss_giou_dn_1: 0.4315 (0.4191) loss_class_dn_2: 0.3583 (0.3645) loss_bbox_dn_2: 0.1773 (0.2234) loss_giou_dn_2: 0.3953 (0.3941) loss_class_dn_3: 0.3563 (0.3583) loss_bbox_dn_3: 0.1759 (0.2201) loss_giou_dn_3: 0.3916 (0.3889) loss_class_dn_4: 0.3546 (0.3558) loss_bbox_dn_4: 0.1759 (0.2192) loss_giou_dn_4: 0.3871 (0.3873) loss_class_hybrid: 0.6491 (0.6800) loss_bbox_hybrid: 0.1559 (0.1728) loss_giou_hybrid: 0.3829 (0.3852) loss_class_0_hybrid: 0.7204 (0.7568) loss_bbox_0_hybrid: 0.1620 (0.1786) loss_giou_0_hybrid: 0.3798 (0.3978) loss_class_1_hybrid: 0.6742 (0.7091) loss_bbox_1_hybrid: 0.1573 (0.1754) loss_giou_1_hybrid: 0.3825 (0.3905) loss_class_2_hybrid: 0.6504 (0.6949) loss_bbox_2_hybrid: 0.1587 (0.1728) loss_giou_2_hybrid: 0.3793 (0.3864) loss_class_3_hybrid: 0.6546 (0.6855) loss_bbox_3_hybrid: 0.1558 (0.1726) loss_giou_3_hybrid: 0.3839 (0.3855) loss_class_4_hybrid: 0.6528 (0.6813) loss_bbox_4_hybrid: 0.1558 (0.1728) loss_giou_4_hybrid: 0.3829 (0.3855) loss_class_enc_hybrid: 0.6975 (0.7356) loss_bbox_enc_hybrid: 0.1814 (0.2056) loss_giou_enc_hybrid: 0.4375 (0.4416) mem: 1025 max mem: 36965 [2024-01-16 04:58:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 04:59:45 det.util.engine] INFO: Epoch: [11] [2950/11727] eta: 2:37:14 lr: 0.000010 data_time: 0.0032 iter_time: 1.0795 loss: 22.5087 (23.9899) loss_class: 0.6275 (0.6799) loss_bbox: 0.1436 (0.1621) loss_giou: 0.3060 (0.3598) loss_class_0: 0.7849 (0.8328) loss_bbox_0: 0.1459 (0.1620) loss_giou_0: 0.3356 (0.3639) loss_class_1: 0.6952 (0.7262) loss_bbox_1: 0.1525 (0.1633) loss_giou_1: 0.3156 (0.3631) loss_class_2: 0.6667 (0.7022) loss_bbox_2: 0.1443 (0.1616) loss_giou_2: 0.3025 (0.3606) loss_class_3: 0.6338 (0.6888) loss_bbox_3: 0.1442 (0.1615) loss_giou_3: 0.3103 (0.3598) loss_class_4: 0.6273 (0.6818) loss_bbox_4: 0.1469 (0.1620) loss_giou_4: 0.3165 (0.3599) loss_class_enc: 0.7656 (0.8000) loss_bbox_enc: 0.1660 (0.1847) loss_giou_enc: 0.3443 (0.3992) loss_class_dn: 0.3483 (0.3553) loss_bbox_dn: 0.1844 (0.2190) loss_giou_dn: 0.3371 (0.3872) loss_class_dn_0: 0.4495 (0.4546) loss_bbox_dn_0: 0.2809 (0.3139) loss_giou_dn_0: 0.4451 (0.5029) loss_class_dn_1: 0.3779 (0.3849) loss_bbox_dn_1: 0.2066 (0.2435) loss_giou_dn_1: 0.3567 (0.4189) loss_class_dn_2: 0.3588 (0.3645) loss_bbox_dn_2: 0.1861 (0.2232) loss_giou_dn_2: 0.3436 (0.3939) loss_class_dn_3: 0.3516 (0.3582) loss_bbox_dn_3: 0.1857 (0.2199) loss_giou_dn_3: 0.3392 (0.3887) loss_class_dn_4: 0.3510 (0.3558) loss_bbox_dn_4: 0.1845 (0.2191) loss_giou_dn_4: 0.3370 (0.3871) loss_class_hybrid: 0.6443 (0.6799) loss_bbox_hybrid: 0.1534 (0.1727) loss_giou_hybrid: 0.3317 (0.3851) loss_class_0_hybrid: 0.7126 (0.7567) loss_bbox_0_hybrid: 0.1663 (0.1786) loss_giou_0_hybrid: 0.3343 (0.3976) loss_class_1_hybrid: 0.6881 (0.7090) loss_bbox_1_hybrid: 0.1595 (0.1753) loss_giou_1_hybrid: 0.3348 (0.3903) loss_class_2_hybrid: 0.6666 (0.6948) loss_bbox_2_hybrid: 0.1539 (0.1727) loss_giou_2_hybrid: 0.3339 (0.3862) loss_class_3_hybrid: 0.6551 (0.6854) loss_bbox_3_hybrid: 0.1478 (0.1725) loss_giou_3_hybrid: 0.3304 (0.3853) loss_class_4_hybrid: 0.6528 (0.6812) loss_bbox_4_hybrid: 0.1515 (0.1728) loss_giou_4_hybrid: 0.3317 (0.3853) loss_class_enc_hybrid: 0.7121 (0.7356) loss_bbox_enc_hybrid: 0.1883 (0.2056) loss_giou_enc_hybrid: 0.3864 (0.4415) mem: 1028 max mem: 36965 [2024-01-16 04:59:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:00:39 det.util.engine] INFO: Epoch: [11] [3000/11727] eta: 2:36:20 lr: 0.000010 data_time: 0.0031 iter_time: 1.0462 loss: 24.3363 (23.9821) loss_class: 0.7052 (0.6798) loss_bbox: 0.1621 (0.1620) loss_giou: 0.3456 (0.3595) loss_class_0: 0.8371 (0.8326) loss_bbox_0: 0.1636 (0.1620) loss_giou_0: 0.3504 (0.3636) loss_class_1: 0.7415 (0.7260) loss_bbox_1: 0.1699 (0.1633) loss_giou_1: 0.3568 (0.3627) loss_class_2: 0.7375 (0.7022) loss_bbox_2: 0.1642 (0.1615) loss_giou_2: 0.3501 (0.3603) loss_class_3: 0.7160 (0.6886) loss_bbox_3: 0.1621 (0.1615) loss_giou_3: 0.3449 (0.3595) loss_class_4: 0.7112 (0.6817) loss_bbox_4: 0.1622 (0.1619) loss_giou_4: 0.3456 (0.3596) loss_class_enc: 0.8028 (0.7999) loss_bbox_enc: 0.1861 (0.1847) loss_giou_enc: 0.3900 (0.3989) loss_class_dn: 0.3514 (0.3553) loss_bbox_dn: 0.2138 (0.2191) loss_giou_dn: 0.3810 (0.3869) loss_class_dn_0: 0.4571 (0.4546) loss_bbox_dn_0: 0.3039 (0.3140) loss_giou_dn_0: 0.4973 (0.5027) loss_class_dn_1: 0.3762 (0.3849) loss_bbox_dn_1: 0.2329 (0.2435) loss_giou_dn_1: 0.4124 (0.4187) loss_class_dn_2: 0.3604 (0.3644) loss_bbox_dn_2: 0.2147 (0.2232) loss_giou_dn_2: 0.3910 (0.3936) loss_class_dn_3: 0.3512 (0.3582) loss_bbox_dn_3: 0.2134 (0.2199) loss_giou_dn_3: 0.3829 (0.3885) loss_class_dn_4: 0.3509 (0.3558) loss_bbox_dn_4: 0.2138 (0.2191) loss_giou_dn_4: 0.3810 (0.3869) loss_class_hybrid: 0.6899 (0.6799) loss_bbox_hybrid: 0.1663 (0.1727) loss_giou_hybrid: 0.3719 (0.3847) loss_class_0_hybrid: 0.7630 (0.7567) loss_bbox_0_hybrid: 0.1737 (0.1785) loss_giou_0_hybrid: 0.3861 (0.3973) loss_class_1_hybrid: 0.7152 (0.7089) loss_bbox_1_hybrid: 0.1743 (0.1753) loss_giou_1_hybrid: 0.3636 (0.3899) loss_class_2_hybrid: 0.7003 (0.6948) loss_bbox_2_hybrid: 0.1705 (0.1727) loss_giou_2_hybrid: 0.3636 (0.3858) loss_class_3_hybrid: 0.7025 (0.6853) loss_bbox_3_hybrid: 0.1726 (0.1725) loss_giou_3_hybrid: 0.3673 (0.3849) loss_class_4_hybrid: 0.6935 (0.6811) loss_bbox_4_hybrid: 0.1751 (0.1727) loss_giou_4_hybrid: 0.3725 (0.3849) loss_class_enc_hybrid: 0.7361 (0.7355) loss_bbox_enc_hybrid: 0.2041 (0.2056) loss_giou_enc_hybrid: 0.4292 (0.4412) mem: 1015 max mem: 36965 [2024-01-16 05:00:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:01:30 det.util.engine] INFO: Epoch: [11] [3050/11727] eta: 2:35:21 lr: 0.000010 data_time: 0.0029 iter_time: 1.0383 loss: 22.8366 (23.9803) loss_class: 0.6407 (0.6797) loss_bbox: 0.1585 (0.1620) loss_giou: 0.3400 (0.3594) loss_class_0: 0.7953 (0.8324) loss_bbox_0: 0.1601 (0.1620) loss_giou_0: 0.3416 (0.3636) loss_class_1: 0.7021 (0.7259) loss_bbox_1: 0.1487 (0.1633) loss_giou_1: 0.3357 (0.3627) loss_class_2: 0.6614 (0.7021) loss_bbox_2: 0.1454 (0.1615) loss_giou_2: 0.3388 (0.3602) loss_class_3: 0.6518 (0.6885) loss_bbox_3: 0.1506 (0.1615) loss_giou_3: 0.3404 (0.3594) loss_class_4: 0.6454 (0.6816) loss_bbox_4: 0.1585 (0.1619) loss_giou_4: 0.3397 (0.3596) loss_class_enc: 0.7630 (0.7997) loss_bbox_enc: 0.1803 (0.1848) loss_giou_enc: 0.3822 (0.3989) loss_class_dn: 0.3469 (0.3552) loss_bbox_dn: 0.2038 (0.2192) loss_giou_dn: 0.3647 (0.3869) loss_class_dn_0: 0.4397 (0.4544) loss_bbox_dn_0: 0.3011 (0.3142) loss_giou_dn_0: 0.5042 (0.5027) loss_class_dn_1: 0.3771 (0.3847) loss_bbox_dn_1: 0.2281 (0.2437) loss_giou_dn_1: 0.4025 (0.4187) loss_class_dn_2: 0.3582 (0.3643) loss_bbox_dn_2: 0.2088 (0.2233) loss_giou_dn_2: 0.3784 (0.3936) loss_class_dn_3: 0.3502 (0.3581) loss_bbox_dn_3: 0.2050 (0.2200) loss_giou_dn_3: 0.3684 (0.3885) loss_class_dn_4: 0.3489 (0.3557) loss_bbox_dn_4: 0.2039 (0.2192) loss_giou_dn_4: 0.3650 (0.3869) loss_class_hybrid: 0.6507 (0.6797) loss_bbox_hybrid: 0.1529 (0.1727) loss_giou_hybrid: 0.3532 (0.3847) loss_class_0_hybrid: 0.7280 (0.7565) loss_bbox_0_hybrid: 0.1704 (0.1786) loss_giou_0_hybrid: 0.3694 (0.3973) loss_class_1_hybrid: 0.6747 (0.7088) loss_bbox_1_hybrid: 0.1602 (0.1753) loss_giou_1_hybrid: 0.3644 (0.3900) loss_class_2_hybrid: 0.6617 (0.6948) loss_bbox_2_hybrid: 0.1566 (0.1727) loss_giou_2_hybrid: 0.3537 (0.3858) loss_class_3_hybrid: 0.6509 (0.6852) loss_bbox_3_hybrid: 0.1554 (0.1725) loss_giou_3_hybrid: 0.3564 (0.3849) loss_class_4_hybrid: 0.6469 (0.6810) loss_bbox_4_hybrid: 0.1551 (0.1727) loss_giou_4_hybrid: 0.3556 (0.3849) loss_class_enc_hybrid: 0.7107 (0.7353) loss_bbox_enc_hybrid: 0.2059 (0.2057) loss_giou_enc_hybrid: 0.4198 (0.4412) mem: 1022 max mem: 36965 [2024-01-16 05:01:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:02:23 det.util.engine] INFO: Epoch: [11] [3100/11727] eta: 2:34:25 lr: 0.000010 data_time: 0.0029 iter_time: 1.0411 loss: 22.8140 (23.9803) loss_class: 0.6428 (0.6795) loss_bbox: 0.1584 (0.1621) loss_giou: 0.3505 (0.3594) loss_class_0: 0.8139 (0.8322) loss_bbox_0: 0.1617 (0.1621) loss_giou_0: 0.3569 (0.3635) loss_class_1: 0.7080 (0.7258) loss_bbox_1: 0.1667 (0.1633) loss_giou_1: 0.3597 (0.3627) loss_class_2: 0.6833 (0.7020) loss_bbox_2: 0.1601 (0.1616) loss_giou_2: 0.3563 (0.3602) loss_class_3: 0.6752 (0.6883) loss_bbox_3: 0.1589 (0.1615) loss_giou_3: 0.3557 (0.3594) loss_class_4: 0.6545 (0.6814) loss_bbox_4: 0.1584 (0.1620) loss_giou_4: 0.3531 (0.3595) loss_class_enc: 0.7801 (0.7996) loss_bbox_enc: 0.1844 (0.1848) loss_giou_enc: 0.3865 (0.3988) loss_class_dn: 0.3519 (0.3552) loss_bbox_dn: 0.2339 (0.2193) loss_giou_dn: 0.3835 (0.3869) loss_class_dn_0: 0.4523 (0.4544) loss_bbox_dn_0: 0.3036 (0.3145) loss_giou_dn_0: 0.4961 (0.5027) loss_class_dn_1: 0.3826 (0.3847) loss_bbox_dn_1: 0.2477 (0.2439) loss_giou_dn_1: 0.4191 (0.4187) loss_class_dn_2: 0.3632 (0.3643) loss_bbox_dn_2: 0.2282 (0.2235) loss_giou_dn_2: 0.3900 (0.3937) loss_class_dn_3: 0.3538 (0.3581) loss_bbox_dn_3: 0.2350 (0.2202) loss_giou_dn_3: 0.3864 (0.3885) loss_class_dn_4: 0.3520 (0.3557) loss_bbox_dn_4: 0.2338 (0.2193) loss_giou_dn_4: 0.3836 (0.3869) loss_class_hybrid: 0.6681 (0.6797) loss_bbox_hybrid: 0.1592 (0.1727) loss_giou_hybrid: 0.3705 (0.3846) loss_class_0_hybrid: 0.7384 (0.7564) loss_bbox_0_hybrid: 0.1818 (0.1786) loss_giou_0_hybrid: 0.3933 (0.3972) loss_class_1_hybrid: 0.7068 (0.7088) loss_bbox_1_hybrid: 0.1722 (0.1753) loss_giou_1_hybrid: 0.3772 (0.3899) loss_class_2_hybrid: 0.6861 (0.6947) loss_bbox_2_hybrid: 0.1625 (0.1727) loss_giou_2_hybrid: 0.3707 (0.3858) loss_class_3_hybrid: 0.6680 (0.6851) loss_bbox_3_hybrid: 0.1672 (0.1725) loss_giou_3_hybrid: 0.3721 (0.3849) loss_class_4_hybrid: 0.6724 (0.6810) loss_bbox_4_hybrid: 0.1592 (0.1727) loss_giou_4_hybrid: 0.3675 (0.3848) loss_class_enc_hybrid: 0.7142 (0.7353) loss_bbox_enc_hybrid: 0.2036 (0.2057) loss_giou_enc_hybrid: 0.4170 (0.4411) mem: 1028 max mem: 36965 [2024-01-16 05:02:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:03:17 det.util.engine] INFO: Epoch: [11] [3150/11727] eta: 2:33:33 lr: 0.000010 data_time: 0.0028 iter_time: 1.0714 loss: 23.6683 (23.9758) loss_class: 0.7120 (0.6795) loss_bbox: 0.1570 (0.1620) loss_giou: 0.3451 (0.3594) loss_class_0: 0.8369 (0.8322) loss_bbox_0: 0.1608 (0.1620) loss_giou_0: 0.3479 (0.3635) loss_class_1: 0.7322 (0.7256) loss_bbox_1: 0.1570 (0.1633) loss_giou_1: 0.3417 (0.3626) loss_class_2: 0.7291 (0.7020) loss_bbox_2: 0.1558 (0.1615) loss_giou_2: 0.3456 (0.3602) loss_class_3: 0.7246 (0.6883) loss_bbox_3: 0.1569 (0.1614) loss_giou_3: 0.3454 (0.3594) loss_class_4: 0.7176 (0.6815) loss_bbox_4: 0.1570 (0.1619) loss_giou_4: 0.3459 (0.3595) loss_class_enc: 0.8178 (0.7995) loss_bbox_enc: 0.1776 (0.1848) loss_giou_enc: 0.3971 (0.3987) loss_class_dn: 0.3595 (0.3551) loss_bbox_dn: 0.2162 (0.2191) loss_giou_dn: 0.3603 (0.3869) loss_class_dn_0: 0.4536 (0.4543) loss_bbox_dn_0: 0.2981 (0.3142) loss_giou_dn_0: 0.4982 (0.5026) loss_class_dn_1: 0.3888 (0.3846) loss_bbox_dn_1: 0.2323 (0.2437) loss_giou_dn_1: 0.3998 (0.4187) loss_class_dn_2: 0.3674 (0.3643) loss_bbox_dn_2: 0.2159 (0.2233) loss_giou_dn_2: 0.3693 (0.3936) loss_class_dn_3: 0.3638 (0.3581) loss_bbox_dn_3: 0.2132 (0.2200) loss_giou_dn_3: 0.3625 (0.3884) loss_class_dn_4: 0.3609 (0.3556) loss_bbox_dn_4: 0.2164 (0.2191) loss_giou_dn_4: 0.3604 (0.3868) loss_class_hybrid: 0.6691 (0.6797) loss_bbox_hybrid: 0.1689 (0.1726) loss_giou_hybrid: 0.3553 (0.3846) loss_class_0_hybrid: 0.7553 (0.7564) loss_bbox_0_hybrid: 0.1748 (0.1785) loss_giou_0_hybrid: 0.3696 (0.3972) loss_class_1_hybrid: 0.7019 (0.7088) loss_bbox_1_hybrid: 0.1731 (0.1752) loss_giou_1_hybrid: 0.3576 (0.3898) loss_class_2_hybrid: 0.6788 (0.6947) loss_bbox_2_hybrid: 0.1695 (0.1726) loss_giou_2_hybrid: 0.3582 (0.3857) loss_class_3_hybrid: 0.6653 (0.6851) loss_bbox_3_hybrid: 0.1665 (0.1724) loss_giou_3_hybrid: 0.3548 (0.3848) loss_class_4_hybrid: 0.6726 (0.6809) loss_bbox_4_hybrid: 0.1681 (0.1726) loss_giou_4_hybrid: 0.3546 (0.3848) loss_class_enc_hybrid: 0.7411 (0.7352) loss_bbox_enc_hybrid: 0.2041 (0.2056) loss_giou_enc_hybrid: 0.4149 (0.4411) mem: 1017 max mem: 36965 [2024-01-16 05:03:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:04:11 det.util.engine] INFO: Epoch: [11] [3200/11727] eta: 2:32:39 lr: 0.000010 data_time: 0.0029 iter_time: 1.0698 loss: 23.6990 (23.9708) loss_class: 0.7004 (0.6794) loss_bbox: 0.1665 (0.1619) loss_giou: 0.3254 (0.3594) loss_class_0: 0.8881 (0.8322) loss_bbox_0: 0.1549 (0.1619) loss_giou_0: 0.3239 (0.3634) loss_class_1: 0.7581 (0.7256) loss_bbox_1: 0.1698 (0.1631) loss_giou_1: 0.3309 (0.3626) loss_class_2: 0.7405 (0.7019) loss_bbox_2: 0.1702 (0.1613) loss_giou_2: 0.3260 (0.3601) loss_class_3: 0.6953 (0.6882) loss_bbox_3: 0.1676 (0.1613) loss_giou_3: 0.3173 (0.3594) loss_class_4: 0.6770 (0.6814) loss_bbox_4: 0.1723 (0.1617) loss_giou_4: 0.3254 (0.3595) loss_class_enc: 0.8694 (0.7996) loss_bbox_enc: 0.1815 (0.1846) loss_giou_enc: 0.3631 (0.3987) loss_class_dn: 0.3539 (0.3551) loss_bbox_dn: 0.2401 (0.2189) loss_giou_dn: 0.3780 (0.3868) loss_class_dn_0: 0.4596 (0.4543) loss_bbox_dn_0: 0.3454 (0.3140) loss_giou_dn_0: 0.4899 (0.5025) loss_class_dn_1: 0.3905 (0.3846) loss_bbox_dn_1: 0.2721 (0.2434) loss_giou_dn_1: 0.4068 (0.4185) loss_class_dn_2: 0.3638 (0.3642) loss_bbox_dn_2: 0.2491 (0.2231) loss_giou_dn_2: 0.3844 (0.3935) loss_class_dn_3: 0.3559 (0.3580) loss_bbox_dn_3: 0.2427 (0.2198) loss_giou_dn_3: 0.3787 (0.3883) loss_class_dn_4: 0.3530 (0.3556) loss_bbox_dn_4: 0.2401 (0.2189) loss_giou_dn_4: 0.3779 (0.3868) loss_class_hybrid: 0.6988 (0.6797) loss_bbox_hybrid: 0.1752 (0.1725) loss_giou_hybrid: 0.3466 (0.3845) loss_class_0_hybrid: 0.7659 (0.7565) loss_bbox_0_hybrid: 0.1841 (0.1784) loss_giou_0_hybrid: 0.3512 (0.3971) loss_class_1_hybrid: 0.7284 (0.7088) loss_bbox_1_hybrid: 0.1764 (0.1750) loss_giou_1_hybrid: 0.3506 (0.3898) loss_class_2_hybrid: 0.7147 (0.6947) loss_bbox_2_hybrid: 0.1717 (0.1724) loss_giou_2_hybrid: 0.3511 (0.3857) loss_class_3_hybrid: 0.7035 (0.6851) loss_bbox_3_hybrid: 0.1742 (0.1723) loss_giou_3_hybrid: 0.3476 (0.3848) loss_class_4_hybrid: 0.6985 (0.6809) loss_bbox_4_hybrid: 0.1742 (0.1725) loss_giou_4_hybrid: 0.3466 (0.3847) loss_class_enc_hybrid: 0.7541 (0.7352) loss_bbox_enc_hybrid: 0.2134 (0.2055) loss_giou_enc_hybrid: 0.4017 (0.4411) mem: 1023 max mem: 36965 [2024-01-16 05:04:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:05:03 det.util.engine] INFO: Epoch: [11] [3250/11727] eta: 2:31:42 lr: 0.000010 data_time: 0.0030 iter_time: 1.0293 loss: 24.0160 (23.9616) loss_class: 0.6366 (0.6789) loss_bbox: 0.1654 (0.1619) loss_giou: 0.3525 (0.3592) loss_class_0: 0.7891 (0.8318) loss_bbox_0: 0.1608 (0.1619) loss_giou_0: 0.3310 (0.3633) loss_class_1: 0.6967 (0.7251) loss_bbox_1: 0.1747 (0.1632) loss_giou_1: 0.3503 (0.3625) loss_class_2: 0.6536 (0.7014) loss_bbox_2: 0.1676 (0.1614) loss_giou_2: 0.3574 (0.3600) loss_class_3: 0.6451 (0.6877) loss_bbox_3: 0.1646 (0.1613) loss_giou_3: 0.3522 (0.3592) loss_class_4: 0.6498 (0.6809) loss_bbox_4: 0.1588 (0.1617) loss_giou_4: 0.3526 (0.3593) loss_class_enc: 0.7645 (0.7993) loss_bbox_enc: 0.1803 (0.1847) loss_giou_enc: 0.3905 (0.3985) loss_class_dn: 0.3571 (0.3550) loss_bbox_dn: 0.2279 (0.2190) loss_giou_dn: 0.3873 (0.3866) loss_class_dn_0: 0.4444 (0.4542) loss_bbox_dn_0: 0.3493 (0.3140) loss_giou_dn_0: 0.5033 (0.5023) loss_class_dn_1: 0.3809 (0.3845) loss_bbox_dn_1: 0.2754 (0.2435) loss_giou_dn_1: 0.4218 (0.4183) loss_class_dn_2: 0.3678 (0.3642) loss_bbox_dn_2: 0.2342 (0.2231) loss_giou_dn_2: 0.3899 (0.3933) loss_class_dn_3: 0.3637 (0.3580) loss_bbox_dn_3: 0.2282 (0.2198) loss_giou_dn_3: 0.3886 (0.3882) loss_class_dn_4: 0.3584 (0.3555) loss_bbox_dn_4: 0.2280 (0.2190) loss_giou_dn_4: 0.3874 (0.3866) loss_class_hybrid: 0.6457 (0.6793) loss_bbox_hybrid: 0.1788 (0.1724) loss_giou_hybrid: 0.3677 (0.3843) loss_class_0_hybrid: 0.7076 (0.7562) loss_bbox_0_hybrid: 0.1809 (0.1784) loss_giou_0_hybrid: 0.3812 (0.3969) loss_class_1_hybrid: 0.6641 (0.7085) loss_bbox_1_hybrid: 0.1788 (0.1751) loss_giou_1_hybrid: 0.3741 (0.3895) loss_class_2_hybrid: 0.6437 (0.6943) loss_bbox_2_hybrid: 0.1825 (0.1724) loss_giou_2_hybrid: 0.3739 (0.3854) loss_class_3_hybrid: 0.6367 (0.6847) loss_bbox_3_hybrid: 0.1816 (0.1723) loss_giou_3_hybrid: 0.3679 (0.3845) loss_class_4_hybrid: 0.6371 (0.6805) loss_bbox_4_hybrid: 0.1815 (0.1725) loss_giou_4_hybrid: 0.3681 (0.3845) loss_class_enc_hybrid: 0.6952 (0.7351) loss_bbox_enc_hybrid: 0.2063 (0.2055) loss_giou_enc_hybrid: 0.4273 (0.4408) mem: 1029 max mem: 36965 [2024-01-16 05:05:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:05:57 det.util.engine] INFO: Epoch: [11] [3300/11727] eta: 2:30:48 lr: 0.000010 data_time: 0.0033 iter_time: 1.0599 loss: 23.5549 (23.9600) loss_class: 0.6699 (0.6789) loss_bbox: 0.1458 (0.1618) loss_giou: 0.3255 (0.3592) loss_class_0: 0.8076 (0.8318) loss_bbox_0: 0.1555 (0.1618) loss_giou_0: 0.3321 (0.3633) loss_class_1: 0.7297 (0.7250) loss_bbox_1: 0.1571 (0.1631) loss_giou_1: 0.3279 (0.3625) loss_class_2: 0.7292 (0.7014) loss_bbox_2: 0.1484 (0.1613) loss_giou_2: 0.3241 (0.3600) loss_class_3: 0.6642 (0.6877) loss_bbox_3: 0.1514 (0.1612) loss_giou_3: 0.3251 (0.3592) loss_class_4: 0.6693 (0.6809) loss_bbox_4: 0.1511 (0.1616) loss_giou_4: 0.3256 (0.3593) loss_class_enc: 0.8064 (0.7992) loss_bbox_enc: 0.1834 (0.1846) loss_giou_enc: 0.3866 (0.3986) loss_class_dn: 0.3558 (0.3550) loss_bbox_dn: 0.2044 (0.2189) loss_giou_dn: 0.3893 (0.3866) loss_class_dn_0: 0.4511 (0.4542) loss_bbox_dn_0: 0.2926 (0.3140) loss_giou_dn_0: 0.5104 (0.5023) loss_class_dn_1: 0.3853 (0.3845) loss_bbox_dn_1: 0.2188 (0.2435) loss_giou_dn_1: 0.4150 (0.4183) loss_class_dn_2: 0.3669 (0.3641) loss_bbox_dn_2: 0.2039 (0.2231) loss_giou_dn_2: 0.3920 (0.3933) loss_class_dn_3: 0.3595 (0.3579) loss_bbox_dn_3: 0.2044 (0.2198) loss_giou_dn_3: 0.3901 (0.3881) loss_class_dn_4: 0.3573 (0.3555) loss_bbox_dn_4: 0.2043 (0.2189) loss_giou_dn_4: 0.3894 (0.3865) loss_class_hybrid: 0.7124 (0.6793) loss_bbox_hybrid: 0.1588 (0.1724) loss_giou_hybrid: 0.3556 (0.3843) loss_class_0_hybrid: 0.7550 (0.7562) loss_bbox_0_hybrid: 0.1640 (0.1783) loss_giou_0_hybrid: 0.3640 (0.3970) loss_class_1_hybrid: 0.7098 (0.7084) loss_bbox_1_hybrid: 0.1634 (0.1750) loss_giou_1_hybrid: 0.3579 (0.3896) loss_class_2_hybrid: 0.6937 (0.6943) loss_bbox_2_hybrid: 0.1605 (0.1724) loss_giou_2_hybrid: 0.3540 (0.3855) loss_class_3_hybrid: 0.6927 (0.6848) loss_bbox_3_hybrid: 0.1605 (0.1722) loss_giou_3_hybrid: 0.3546 (0.3846) loss_class_4_hybrid: 0.6976 (0.6805) loss_bbox_4_hybrid: 0.1608 (0.1724) loss_giou_4_hybrid: 0.3544 (0.3845) loss_class_enc_hybrid: 0.7415 (0.7350) loss_bbox_enc_hybrid: 0.1939 (0.2055) loss_giou_enc_hybrid: 0.4143 (0.4409) mem: 1035 max mem: 36965 [2024-01-16 05:05:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:06:50 det.util.engine] INFO: Epoch: [11] [3350/11727] eta: 2:29:51 lr: 0.000010 data_time: 0.0029 iter_time: 1.0053 loss: 23.3428 (23.9563) loss_class: 0.6834 (0.6789) loss_bbox: 0.1576 (0.1617) loss_giou: 0.3430 (0.3592) loss_class_0: 0.8374 (0.8319) loss_bbox_0: 0.1558 (0.1617) loss_giou_0: 0.3501 (0.3633) loss_class_1: 0.7163 (0.7248) loss_bbox_1: 0.1578 (0.1630) loss_giou_1: 0.3469 (0.3625) loss_class_2: 0.6967 (0.7014) loss_bbox_2: 0.1579 (0.1612) loss_giou_2: 0.3468 (0.3600) loss_class_3: 0.6971 (0.6877) loss_bbox_3: 0.1581 (0.1611) loss_giou_3: 0.3444 (0.3592) loss_class_4: 0.6907 (0.6808) loss_bbox_4: 0.1572 (0.1616) loss_giou_4: 0.3414 (0.3592) loss_class_enc: 0.8076 (0.7993) loss_bbox_enc: 0.1758 (0.1845) loss_giou_enc: 0.3858 (0.3986) loss_class_dn: 0.3526 (0.3550) loss_bbox_dn: 0.1931 (0.2187) loss_giou_dn: 0.3646 (0.3865) loss_class_dn_0: 0.4557 (0.4542) loss_bbox_dn_0: 0.2700 (0.3138) loss_giou_dn_0: 0.4681 (0.5021) loss_class_dn_1: 0.3867 (0.3845) loss_bbox_dn_1: 0.2147 (0.2433) loss_giou_dn_1: 0.3930 (0.4182) loss_class_dn_2: 0.3678 (0.3641) loss_bbox_dn_2: 0.1937 (0.2229) loss_giou_dn_2: 0.3756 (0.3932) loss_class_dn_3: 0.3596 (0.3579) loss_bbox_dn_3: 0.1918 (0.2196) loss_giou_dn_3: 0.3670 (0.3880) loss_class_dn_4: 0.3528 (0.3555) loss_bbox_dn_4: 0.1932 (0.2187) loss_giou_dn_4: 0.3646 (0.3865) loss_class_hybrid: 0.6750 (0.6793) loss_bbox_hybrid: 0.1657 (0.1723) loss_giou_hybrid: 0.3539 (0.3843) loss_class_0_hybrid: 0.7568 (0.7563) loss_bbox_0_hybrid: 0.1720 (0.1782) loss_giou_0_hybrid: 0.3672 (0.3969) loss_class_1_hybrid: 0.7128 (0.7084) loss_bbox_1_hybrid: 0.1697 (0.1749) loss_giou_1_hybrid: 0.3603 (0.3896) loss_class_2_hybrid: 0.6961 (0.6942) loss_bbox_2_hybrid: 0.1642 (0.1723) loss_giou_2_hybrid: 0.3533 (0.3855) loss_class_3_hybrid: 0.6879 (0.6848) loss_bbox_3_hybrid: 0.1635 (0.1721) loss_giou_3_hybrid: 0.3581 (0.3846) loss_class_4_hybrid: 0.6778 (0.6805) loss_bbox_4_hybrid: 0.1658 (0.1723) loss_giou_4_hybrid: 0.3541 (0.3845) loss_class_enc_hybrid: 0.7528 (0.7351) loss_bbox_enc_hybrid: 0.1899 (0.2053) loss_giou_enc_hybrid: 0.4189 (0.4408) mem: 1028 max mem: 36965 [2024-01-16 05:06:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:07:42 det.util.engine] INFO: Epoch: [11] [3400/11727] eta: 2:28:56 lr: 0.000010 data_time: 0.0028 iter_time: 1.0260 loss: 23.7013 (23.9541) loss_class: 0.6460 (0.6787) loss_bbox: 0.1492 (0.1619) loss_giou: 0.3083 (0.3589) loss_class_0: 0.7940 (0.8319) loss_bbox_0: 0.1535 (0.1619) loss_giou_0: 0.3142 (0.3630) loss_class_1: 0.6721 (0.7246) loss_bbox_1: 0.1615 (0.1633) loss_giou_1: 0.3208 (0.3623) loss_class_2: 0.6718 (0.7013) loss_bbox_2: 0.1474 (0.1614) loss_giou_2: 0.3125 (0.3597) loss_class_3: 0.6561 (0.6875) loss_bbox_3: 0.1495 (0.1613) loss_giou_3: 0.3078 (0.3589) loss_class_4: 0.6525 (0.6806) loss_bbox_4: 0.1493 (0.1618) loss_giou_4: 0.3084 (0.3590) loss_class_enc: 0.7677 (0.7993) loss_bbox_enc: 0.1794 (0.1847) loss_giou_enc: 0.3511 (0.3983) loss_class_dn: 0.3391 (0.3549) loss_bbox_dn: 0.1996 (0.2191) loss_giou_dn: 0.3382 (0.3863) loss_class_dn_0: 0.4509 (0.4542) loss_bbox_dn_0: 0.3100 (0.3143) loss_giou_dn_0: 0.4650 (0.5019) loss_class_dn_1: 0.3710 (0.3844) loss_bbox_dn_1: 0.2187 (0.2437) loss_giou_dn_1: 0.3726 (0.4181) loss_class_dn_2: 0.3523 (0.3640) loss_bbox_dn_2: 0.2023 (0.2232) loss_giou_dn_2: 0.3489 (0.3930) loss_class_dn_3: 0.3453 (0.3578) loss_bbox_dn_3: 0.1990 (0.2199) loss_giou_dn_3: 0.3402 (0.3879) loss_class_dn_4: 0.3400 (0.3554) loss_bbox_dn_4: 0.1999 (0.2191) loss_giou_dn_4: 0.3382 (0.3863) loss_class_hybrid: 0.6398 (0.6792) loss_bbox_hybrid: 0.1515 (0.1724) loss_giou_hybrid: 0.3263 (0.3840) loss_class_0_hybrid: 0.7383 (0.7563) loss_bbox_0_hybrid: 0.1616 (0.1783) loss_giou_0_hybrid: 0.3427 (0.3966) loss_class_1_hybrid: 0.6760 (0.7083) loss_bbox_1_hybrid: 0.1573 (0.1750) loss_giou_1_hybrid: 0.3336 (0.3893) loss_class_2_hybrid: 0.6666 (0.6941) loss_bbox_2_hybrid: 0.1559 (0.1724) loss_giou_2_hybrid: 0.3291 (0.3852) loss_class_3_hybrid: 0.6417 (0.6847) loss_bbox_3_hybrid: 0.1538 (0.1723) loss_giou_3_hybrid: 0.3278 (0.3843) loss_class_4_hybrid: 0.6452 (0.6804) loss_bbox_4_hybrid: 0.1516 (0.1725) loss_giou_4_hybrid: 0.3289 (0.3842) loss_class_enc_hybrid: 0.7060 (0.7351) loss_bbox_enc_hybrid: 0.1881 (0.2054) loss_giou_enc_hybrid: 0.3878 (0.4405) mem: 1032 max mem: 36965 [2024-01-16 05:07:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:08:34 det.util.engine] INFO: Epoch: [11] [3450/11727] eta: 2:27:57 lr: 0.000010 data_time: 0.0031 iter_time: 1.0580 loss: 25.0055 (23.9601) loss_class: 0.7011 (0.6787) loss_bbox: 0.1819 (0.1620) loss_giou: 0.3591 (0.3592) loss_class_0: 0.8229 (0.8317) loss_bbox_0: 0.1713 (0.1619) loss_giou_0: 0.3568 (0.3633) loss_class_1: 0.7377 (0.7246) loss_bbox_1: 0.1723 (0.1633) loss_giou_1: 0.3683 (0.3626) loss_class_2: 0.7243 (0.7013) loss_bbox_2: 0.1742 (0.1615) loss_giou_2: 0.3686 (0.3600) loss_class_3: 0.7122 (0.6875) loss_bbox_3: 0.1778 (0.1614) loss_giou_3: 0.3686 (0.3592) loss_class_4: 0.6903 (0.6806) loss_bbox_4: 0.1812 (0.1619) loss_giou_4: 0.3679 (0.3593) loss_class_enc: 0.7974 (0.7993) loss_bbox_enc: 0.1896 (0.1847) loss_giou_enc: 0.3923 (0.3986) loss_class_dn: 0.3686 (0.3549) loss_bbox_dn: 0.2249 (0.2190) loss_giou_dn: 0.4149 (0.3865) loss_class_dn_0: 0.4658 (0.4542) loss_bbox_dn_0: 0.2984 (0.3141) loss_giou_dn_0: 0.5399 (0.5021) loss_class_dn_1: 0.3975 (0.3844) loss_bbox_dn_1: 0.2451 (0.2436) loss_giou_dn_1: 0.4562 (0.4183) loss_class_dn_2: 0.3785 (0.3640) loss_bbox_dn_2: 0.2292 (0.2232) loss_giou_dn_2: 0.4278 (0.3932) loss_class_dn_3: 0.3728 (0.3578) loss_bbox_dn_3: 0.2265 (0.2198) loss_giou_dn_3: 0.4165 (0.3881) loss_class_dn_4: 0.3704 (0.3554) loss_bbox_dn_4: 0.2248 (0.2190) loss_giou_dn_4: 0.4152 (0.3865) loss_class_hybrid: 0.6620 (0.6791) loss_bbox_hybrid: 0.1883 (0.1725) loss_giou_hybrid: 0.3966 (0.3844) loss_class_0_hybrid: 0.7316 (0.7561) loss_bbox_0_hybrid: 0.1905 (0.1784) loss_giou_0_hybrid: 0.4039 (0.3970) loss_class_1_hybrid: 0.6961 (0.7082) loss_bbox_1_hybrid: 0.1904 (0.1751) loss_giou_1_hybrid: 0.4051 (0.3896) loss_class_2_hybrid: 0.6762 (0.6941) loss_bbox_2_hybrid: 0.1886 (0.1725) loss_giou_2_hybrid: 0.4011 (0.3855) loss_class_3_hybrid: 0.6826 (0.6846) loss_bbox_3_hybrid: 0.1897 (0.1724) loss_giou_3_hybrid: 0.3980 (0.3846) loss_class_4_hybrid: 0.6639 (0.6804) loss_bbox_4_hybrid: 0.1879 (0.1726) loss_giou_4_hybrid: 0.3935 (0.3846) loss_class_enc_hybrid: 0.7063 (0.7350) loss_bbox_enc_hybrid: 0.2127 (0.2055) loss_giou_enc_hybrid: 0.4402 (0.4408) mem: 1015 max mem: 36965 [2024-01-16 05:08:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:09:26 det.util.engine] INFO: Epoch: [11] [3500/11727] eta: 2:27:00 lr: 0.000010 data_time: 0.0030 iter_time: 1.0500 loss: 24.8045 (23.9777) loss_class: 0.7237 (0.6794) loss_bbox: 0.1512 (0.1621) loss_giou: 0.3467 (0.3594) loss_class_0: 0.8531 (0.8326) loss_bbox_0: 0.1551 (0.1620) loss_giou_0: 0.3615 (0.3634) loss_class_1: 0.7661 (0.7253) loss_bbox_1: 0.1592 (0.1635) loss_giou_1: 0.3703 (0.3627) loss_class_2: 0.7444 (0.7020) loss_bbox_2: 0.1511 (0.1616) loss_giou_2: 0.3610 (0.3601) loss_class_3: 0.7327 (0.6882) loss_bbox_3: 0.1536 (0.1615) loss_giou_3: 0.3598 (0.3594) loss_class_4: 0.7323 (0.6813) loss_bbox_4: 0.1554 (0.1620) loss_giou_4: 0.3593 (0.3595) loss_class_enc: 0.8177 (0.7999) loss_bbox_enc: 0.1755 (0.1848) loss_giou_enc: 0.3982 (0.3987) loss_class_dn: 0.3568 (0.3551) loss_bbox_dn: 0.2097 (0.2193) loss_giou_dn: 0.4006 (0.3867) loss_class_dn_0: 0.4521 (0.4544) loss_bbox_dn_0: 0.3009 (0.3144) loss_giou_dn_0: 0.5154 (0.5024) loss_class_dn_1: 0.3861 (0.3845) loss_bbox_dn_1: 0.2299 (0.2439) loss_giou_dn_1: 0.4245 (0.4184) loss_class_dn_2: 0.3689 (0.3642) loss_bbox_dn_2: 0.2102 (0.2235) loss_giou_dn_2: 0.4043 (0.3934) loss_class_dn_3: 0.3592 (0.3580) loss_bbox_dn_3: 0.2109 (0.2202) loss_giou_dn_3: 0.4017 (0.3883) loss_class_dn_4: 0.3586 (0.3556) loss_bbox_dn_4: 0.2097 (0.2193) loss_giou_dn_4: 0.4007 (0.3867) loss_class_hybrid: 0.7214 (0.6797) loss_bbox_hybrid: 0.1718 (0.1727) loss_giou_hybrid: 0.3957 (0.3846) loss_class_0_hybrid: 0.7915 (0.7569) loss_bbox_0_hybrid: 0.1800 (0.1785) loss_giou_0_hybrid: 0.4030 (0.3972) loss_class_1_hybrid: 0.7560 (0.7089) loss_bbox_1_hybrid: 0.1766 (0.1753) loss_giou_1_hybrid: 0.3926 (0.3898) loss_class_2_hybrid: 0.7226 (0.6947) loss_bbox_2_hybrid: 0.1747 (0.1727) loss_giou_2_hybrid: 0.3959 (0.3857) loss_class_3_hybrid: 0.7150 (0.6853) loss_bbox_3_hybrid: 0.1709 (0.1725) loss_giou_3_hybrid: 0.3952 (0.3848) loss_class_4_hybrid: 0.7144 (0.6810) loss_bbox_4_hybrid: 0.1699 (0.1727) loss_giou_4_hybrid: 0.3944 (0.3848) loss_class_enc_hybrid: 0.7528 (0.7357) loss_bbox_enc_hybrid: 0.2043 (0.2056) loss_giou_enc_hybrid: 0.4435 (0.4411) mem: 1040 max mem: 36965 [2024-01-16 05:09:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:10:19 det.util.engine] INFO: Epoch: [11] [3550/11727] eta: 2:26:05 lr: 0.000010 data_time: 0.0030 iter_time: 1.0826 loss: 23.5779 (23.9727) loss_class: 0.6603 (0.6792) loss_bbox: 0.1424 (0.1621) loss_giou: 0.3762 (0.3594) loss_class_0: 0.7701 (0.8324) loss_bbox_0: 0.1502 (0.1620) loss_giou_0: 0.3824 (0.3634) loss_class_1: 0.6963 (0.7251) loss_bbox_1: 0.1473 (0.1634) loss_giou_1: 0.3805 (0.3628) loss_class_2: 0.6662 (0.7017) loss_bbox_2: 0.1597 (0.1616) loss_giou_2: 0.3773 (0.3602) loss_class_3: 0.6499 (0.6880) loss_bbox_3: 0.1438 (0.1615) loss_giou_3: 0.3752 (0.3594) loss_class_4: 0.6544 (0.6811) loss_bbox_4: 0.1425 (0.1620) loss_giou_4: 0.3761 (0.3595) loss_class_enc: 0.7666 (0.7998) loss_bbox_enc: 0.1643 (0.1847) loss_giou_enc: 0.4236 (0.3987) loss_class_dn: 0.3530 (0.3550) loss_bbox_dn: 0.1815 (0.2192) loss_giou_dn: 0.3967 (0.3866) loss_class_dn_0: 0.4505 (0.4543) loss_bbox_dn_0: 0.2666 (0.3143) loss_giou_dn_0: 0.5077 (0.5022) loss_class_dn_1: 0.3791 (0.3845) loss_bbox_dn_1: 0.1947 (0.2437) loss_giou_dn_1: 0.4300 (0.4183) loss_class_dn_2: 0.3594 (0.3641) loss_bbox_dn_2: 0.1809 (0.2234) loss_giou_dn_2: 0.4019 (0.3933) loss_class_dn_3: 0.3549 (0.3579) loss_bbox_dn_3: 0.1805 (0.2201) loss_giou_dn_3: 0.3968 (0.3882) loss_class_dn_4: 0.3523 (0.3555) loss_bbox_dn_4: 0.1816 (0.2192) loss_giou_dn_4: 0.3965 (0.3866) loss_class_hybrid: 0.6463 (0.6795) loss_bbox_hybrid: 0.1478 (0.1726) loss_giou_hybrid: 0.3973 (0.3845) loss_class_0_hybrid: 0.7288 (0.7567) loss_bbox_0_hybrid: 0.1509 (0.1785) loss_giou_0_hybrid: 0.4035 (0.3971) loss_class_1_hybrid: 0.6802 (0.7087) loss_bbox_1_hybrid: 0.1496 (0.1752) loss_giou_1_hybrid: 0.4043 (0.3898) loss_class_2_hybrid: 0.6588 (0.6945) loss_bbox_2_hybrid: 0.1507 (0.1726) loss_giou_2_hybrid: 0.4032 (0.3857) loss_class_3_hybrid: 0.6529 (0.6851) loss_bbox_3_hybrid: 0.1472 (0.1724) loss_giou_3_hybrid: 0.4010 (0.3848) loss_class_4_hybrid: 0.6559 (0.6808) loss_bbox_4_hybrid: 0.1493 (0.1726) loss_giou_4_hybrid: 0.3981 (0.3848) loss_class_enc_hybrid: 0.6997 (0.7356) loss_bbox_enc_hybrid: 0.1795 (0.2056) loss_giou_enc_hybrid: 0.4393 (0.4410) mem: 1017 max mem: 36965 [2024-01-16 05:10:19 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:11:12 det.util.engine] INFO: Epoch: [11] [3600/11727] eta: 2:25:11 lr: 0.000010 data_time: 0.0029 iter_time: 1.0672 loss: 24.6073 (23.9806) loss_class: 0.6777 (0.6792) loss_bbox: 0.1509 (0.1621) loss_giou: 0.3891 (0.3598) loss_class_0: 0.8081 (0.8323) loss_bbox_0: 0.1537 (0.1620) loss_giou_0: 0.3889 (0.3638) loss_class_1: 0.7174 (0.7250) loss_bbox_1: 0.1577 (0.1635) loss_giou_1: 0.3905 (0.3632) loss_class_2: 0.6763 (0.7017) loss_bbox_2: 0.1598 (0.1616) loss_giou_2: 0.3833 (0.3606) loss_class_3: 0.6679 (0.6879) loss_bbox_3: 0.1482 (0.1615) loss_giou_3: 0.3861 (0.3599) loss_class_4: 0.6683 (0.6811) loss_bbox_4: 0.1509 (0.1620) loss_giou_4: 0.3904 (0.3600) loss_class_enc: 0.7999 (0.7996) loss_bbox_enc: 0.1784 (0.1847) loss_giou_enc: 0.4290 (0.3992) loss_class_dn: 0.3609 (0.3551) loss_bbox_dn: 0.2016 (0.2192) loss_giou_dn: 0.3941 (0.3869) loss_class_dn_0: 0.4545 (0.4544) loss_bbox_dn_0: 0.2947 (0.3142) loss_giou_dn_0: 0.5232 (0.5026) loss_class_dn_1: 0.3882 (0.3846) loss_bbox_dn_1: 0.2309 (0.2437) loss_giou_dn_1: 0.4237 (0.4186) loss_class_dn_2: 0.3713 (0.3642) loss_bbox_dn_2: 0.2106 (0.2233) loss_giou_dn_2: 0.3979 (0.3936) loss_class_dn_3: 0.3616 (0.3580) loss_bbox_dn_3: 0.2046 (0.2200) loss_giou_dn_3: 0.3934 (0.3885) loss_class_dn_4: 0.3594 (0.3556) loss_bbox_dn_4: 0.2016 (0.2192) loss_giou_dn_4: 0.3941 (0.3869) loss_class_hybrid: 0.6745 (0.6795) loss_bbox_hybrid: 0.1804 (0.1726) loss_giou_hybrid: 0.4229 (0.3850) loss_class_0_hybrid: 0.7249 (0.7566) loss_bbox_0_hybrid: 0.1776 (0.1785) loss_giou_0_hybrid: 0.4229 (0.3976) loss_class_1_hybrid: 0.6892 (0.7087) loss_bbox_1_hybrid: 0.1729 (0.1752) loss_giou_1_hybrid: 0.4107 (0.3902) loss_class_2_hybrid: 0.6770 (0.6945) loss_bbox_2_hybrid: 0.1746 (0.1727) loss_giou_2_hybrid: 0.4170 (0.3862) loss_class_3_hybrid: 0.6817 (0.6850) loss_bbox_3_hybrid: 0.1742 (0.1725) loss_giou_3_hybrid: 0.4245 (0.3853) loss_class_4_hybrid: 0.6793 (0.6807) loss_bbox_4_hybrid: 0.1745 (0.1727) loss_giou_4_hybrid: 0.4257 (0.3852) loss_class_enc_hybrid: 0.6989 (0.7355) loss_bbox_enc_hybrid: 0.2130 (0.2056) loss_giou_enc_hybrid: 0.4577 (0.4414) mem: 1015 max mem: 36965 [2024-01-16 05:11:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:12:04 det.util.engine] INFO: Epoch: [11] [3650/11727] eta: 2:24:13 lr: 0.000010 data_time: 0.0029 iter_time: 1.0405 loss: 23.7655 (23.9817) loss_class: 0.6664 (0.6792) loss_bbox: 0.1523 (0.1622) loss_giou: 0.3587 (0.3599) loss_class_0: 0.8085 (0.8323) loss_bbox_0: 0.1563 (0.1620) loss_giou_0: 0.3466 (0.3639) loss_class_1: 0.7039 (0.7248) loss_bbox_1: 0.1600 (0.1636) loss_giou_1: 0.3613 (0.3634) loss_class_2: 0.7083 (0.7017) loss_bbox_2: 0.1546 (0.1617) loss_giou_2: 0.3596 (0.3607) loss_class_3: 0.6782 (0.6880) loss_bbox_3: 0.1509 (0.1616) loss_giou_3: 0.3626 (0.3600) loss_class_4: 0.6710 (0.6811) loss_bbox_4: 0.1520 (0.1621) loss_giou_4: 0.3587 (0.3601) loss_class_enc: 0.7837 (0.7994) loss_bbox_enc: 0.1784 (0.1848) loss_giou_enc: 0.3851 (0.3993) loss_class_dn: 0.3586 (0.3551) loss_bbox_dn: 0.1956 (0.2191) loss_giou_dn: 0.3856 (0.3869) loss_class_dn_0: 0.4520 (0.4543) loss_bbox_dn_0: 0.2866 (0.3140) loss_giou_dn_0: 0.5080 (0.5026) loss_class_dn_1: 0.3874 (0.3846) loss_bbox_dn_1: 0.2186 (0.2436) loss_giou_dn_1: 0.4253 (0.4187) loss_class_dn_2: 0.3661 (0.3642) loss_bbox_dn_2: 0.1965 (0.2232) loss_giou_dn_2: 0.3918 (0.3936) loss_class_dn_3: 0.3605 (0.3580) loss_bbox_dn_3: 0.1979 (0.2199) loss_giou_dn_3: 0.3878 (0.3885) loss_class_dn_4: 0.3573 (0.3556) loss_bbox_dn_4: 0.1956 (0.2191) loss_giou_dn_4: 0.3857 (0.3869) loss_class_hybrid: 0.6700 (0.6795) loss_bbox_hybrid: 0.1661 (0.1727) loss_giou_hybrid: 0.3850 (0.3851) loss_class_0_hybrid: 0.7280 (0.7566) loss_bbox_0_hybrid: 0.1646 (0.1785) loss_giou_0_hybrid: 0.3885 (0.3977) loss_class_1_hybrid: 0.7018 (0.7087) loss_bbox_1_hybrid: 0.1683 (0.1753) loss_giou_1_hybrid: 0.3886 (0.3903) loss_class_2_hybrid: 0.6879 (0.6945) loss_bbox_2_hybrid: 0.1697 (0.1727) loss_giou_2_hybrid: 0.3871 (0.3863) loss_class_3_hybrid: 0.6855 (0.6850) loss_bbox_3_hybrid: 0.1691 (0.1725) loss_giou_3_hybrid: 0.3873 (0.3854) loss_class_4_hybrid: 0.6769 (0.6807) loss_bbox_4_hybrid: 0.1673 (0.1727) loss_giou_4_hybrid: 0.3856 (0.3853) loss_class_enc_hybrid: 0.7137 (0.7354) loss_bbox_enc_hybrid: 0.1917 (0.2056) loss_giou_enc_hybrid: 0.4377 (0.4415) mem: 1017 max mem: 36965 [2024-01-16 05:12:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:12:57 det.util.engine] INFO: Epoch: [11] [3700/11727] eta: 2:23:17 lr: 0.000010 data_time: 0.0031 iter_time: 1.0456 loss: 23.5281 (23.9773) loss_class: 0.6939 (0.6792) loss_bbox: 0.1654 (0.1621) loss_giou: 0.3214 (0.3598) loss_class_0: 0.8694 (0.8323) loss_bbox_0: 0.1601 (0.1620) loss_giou_0: 0.3242 (0.3637) loss_class_1: 0.7267 (0.7247) loss_bbox_1: 0.1610 (0.1636) loss_giou_1: 0.3194 (0.3632) loss_class_2: 0.7441 (0.7017) loss_bbox_2: 0.1572 (0.1617) loss_giou_2: 0.3157 (0.3606) loss_class_3: 0.6951 (0.6879) loss_bbox_3: 0.1634 (0.1616) loss_giou_3: 0.3199 (0.3598) loss_class_4: 0.6989 (0.6811) loss_bbox_4: 0.1639 (0.1620) loss_giou_4: 0.3214 (0.3599) loss_class_enc: 0.8141 (0.7996) loss_bbox_enc: 0.1885 (0.1848) loss_giou_enc: 0.3553 (0.3991) loss_class_dn: 0.3421 (0.3550) loss_bbox_dn: 0.2088 (0.2190) loss_giou_dn: 0.3698 (0.3867) loss_class_dn_0: 0.4436 (0.4543) loss_bbox_dn_0: 0.3257 (0.3140) loss_giou_dn_0: 0.4934 (0.5024) loss_class_dn_1: 0.3748 (0.3845) loss_bbox_dn_1: 0.2561 (0.2435) loss_giou_dn_1: 0.4107 (0.4185) loss_class_dn_2: 0.3448 (0.3641) loss_bbox_dn_2: 0.2221 (0.2232) loss_giou_dn_2: 0.3842 (0.3934) loss_class_dn_3: 0.3407 (0.3579) loss_bbox_dn_3: 0.2120 (0.2199) loss_giou_dn_3: 0.3729 (0.3883) loss_class_dn_4: 0.3401 (0.3555) loss_bbox_dn_4: 0.2088 (0.2190) loss_giou_dn_4: 0.3698 (0.3867) loss_class_hybrid: 0.6997 (0.6795) loss_bbox_hybrid: 0.1733 (0.1726) loss_giou_hybrid: 0.3390 (0.3849) loss_class_0_hybrid: 0.7746 (0.7567) loss_bbox_0_hybrid: 0.1813 (0.1785) loss_giou_0_hybrid: 0.3335 (0.3975) loss_class_1_hybrid: 0.7121 (0.7087) loss_bbox_1_hybrid: 0.1782 (0.1753) loss_giou_1_hybrid: 0.3294 (0.3901) loss_class_2_hybrid: 0.7068 (0.6945) loss_bbox_2_hybrid: 0.1737 (0.1727) loss_giou_2_hybrid: 0.3259 (0.3861) loss_class_3_hybrid: 0.6913 (0.6850) loss_bbox_3_hybrid: 0.1730 (0.1725) loss_giou_3_hybrid: 0.3393 (0.3852) loss_class_4_hybrid: 0.6934 (0.6807) loss_bbox_4_hybrid: 0.1744 (0.1727) loss_giou_4_hybrid: 0.3388 (0.3851) loss_class_enc_hybrid: 0.7468 (0.7355) loss_bbox_enc_hybrid: 0.2097 (0.2056) loss_giou_enc_hybrid: 0.4001 (0.4414) mem: 1031 max mem: 36965 [2024-01-16 05:12:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:13:49 det.util.engine] INFO: Epoch: [11] [3750/11727] eta: 2:22:21 lr: 0.000010 data_time: 0.0030 iter_time: 1.0648 loss: 24.4153 (23.9851) loss_class: 0.6651 (0.6794) loss_bbox: 0.1694 (0.1621) loss_giou: 0.3885 (0.3600) loss_class_0: 0.8125 (0.8324) loss_bbox_0: 0.1746 (0.1620) loss_giou_0: 0.3924 (0.3640) loss_class_1: 0.7206 (0.7248) loss_bbox_1: 0.1790 (0.1636) loss_giou_1: 0.3897 (0.3635) loss_class_2: 0.7172 (0.7018) loss_bbox_2: 0.1718 (0.1617) loss_giou_2: 0.3937 (0.3608) loss_class_3: 0.6907 (0.6881) loss_bbox_3: 0.1708 (0.1617) loss_giou_3: 0.3902 (0.3601) loss_class_4: 0.6740 (0.6813) loss_bbox_4: 0.1705 (0.1621) loss_giou_4: 0.3885 (0.3602) loss_class_enc: 0.8027 (0.7997) loss_bbox_enc: 0.1958 (0.1848) loss_giou_enc: 0.4141 (0.3993) loss_class_dn: 0.3573 (0.3551) loss_bbox_dn: 0.2288 (0.2191) loss_giou_dn: 0.4017 (0.3870) loss_class_dn_0: 0.4581 (0.4543) loss_bbox_dn_0: 0.3367 (0.3140) loss_giou_dn_0: 0.5210 (0.5026) loss_class_dn_1: 0.3920 (0.3846) loss_bbox_dn_1: 0.2513 (0.2436) loss_giou_dn_1: 0.4363 (0.4187) loss_class_dn_2: 0.3743 (0.3642) loss_bbox_dn_2: 0.2310 (0.2232) loss_giou_dn_2: 0.4113 (0.3937) loss_class_dn_3: 0.3616 (0.3579) loss_bbox_dn_3: 0.2292 (0.2199) loss_giou_dn_3: 0.4050 (0.3885) loss_class_dn_4: 0.3592 (0.3555) loss_bbox_dn_4: 0.2288 (0.2191) loss_giou_dn_4: 0.4016 (0.3869) loss_class_hybrid: 0.6652 (0.6796) loss_bbox_hybrid: 0.1836 (0.1727) loss_giou_hybrid: 0.4162 (0.3852) loss_class_0_hybrid: 0.7501 (0.7567) loss_bbox_0_hybrid: 0.1858 (0.1785) loss_giou_0_hybrid: 0.4236 (0.3978) loss_class_1_hybrid: 0.7041 (0.7087) loss_bbox_1_hybrid: 0.1914 (0.1753) loss_giou_1_hybrid: 0.4210 (0.3905) loss_class_2_hybrid: 0.6853 (0.6945) loss_bbox_2_hybrid: 0.1877 (0.1727) loss_giou_2_hybrid: 0.4191 (0.3865) loss_class_3_hybrid: 0.6747 (0.6851) loss_bbox_3_hybrid: 0.1848 (0.1726) loss_giou_3_hybrid: 0.4134 (0.3855) loss_class_4_hybrid: 0.6634 (0.6808) loss_bbox_4_hybrid: 0.1849 (0.1727) loss_giou_4_hybrid: 0.4152 (0.3855) loss_class_enc_hybrid: 0.7449 (0.7356) loss_bbox_enc_hybrid: 0.2183 (0.2056) loss_giou_enc_hybrid: 0.4582 (0.4417) mem: 1029 max mem: 36965 [2024-01-16 05:13:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:14:42 det.util.engine] INFO: Epoch: [11] [3800/11727] eta: 2:21:26 lr: 0.000010 data_time: 0.0031 iter_time: 1.0785 loss: 22.4420 (23.9765) loss_class: 0.6315 (0.6792) loss_bbox: 0.1377 (0.1621) loss_giou: 0.3330 (0.3598) loss_class_0: 0.7645 (0.8321) loss_bbox_0: 0.1350 (0.1620) loss_giou_0: 0.3373 (0.3638) loss_class_1: 0.6784 (0.7246) loss_bbox_1: 0.1390 (0.1635) loss_giou_1: 0.3370 (0.3633) loss_class_2: 0.6525 (0.7017) loss_bbox_2: 0.1378 (0.1616) loss_giou_2: 0.3390 (0.3606) loss_class_3: 0.6361 (0.6879) loss_bbox_3: 0.1396 (0.1616) loss_giou_3: 0.3225 (0.3599) loss_class_4: 0.6309 (0.6811) loss_bbox_4: 0.1367 (0.1620) loss_giou_4: 0.3330 (0.3600) loss_class_enc: 0.7385 (0.7994) loss_bbox_enc: 0.1543 (0.1848) loss_giou_enc: 0.3814 (0.3992) loss_class_dn: 0.3483 (0.3550) loss_bbox_dn: 0.1807 (0.2189) loss_giou_dn: 0.3576 (0.3868) loss_class_dn_0: 0.4443 (0.4542) loss_bbox_dn_0: 0.2660 (0.3138) loss_giou_dn_0: 0.4849 (0.5024) loss_class_dn_1: 0.3738 (0.3845) loss_bbox_dn_1: 0.1959 (0.2434) loss_giou_dn_1: 0.3988 (0.4185) loss_class_dn_2: 0.3545 (0.3641) loss_bbox_dn_2: 0.1849 (0.2231) loss_giou_dn_2: 0.3687 (0.3935) loss_class_dn_3: 0.3508 (0.3579) loss_bbox_dn_3: 0.1811 (0.2198) loss_giou_dn_3: 0.3611 (0.3883) loss_class_dn_4: 0.3490 (0.3555) loss_bbox_dn_4: 0.1808 (0.2189) loss_giou_dn_4: 0.3577 (0.3868) loss_class_hybrid: 0.6311 (0.6794) loss_bbox_hybrid: 0.1457 (0.1726) loss_giou_hybrid: 0.3691 (0.3851) loss_class_0_hybrid: 0.7191 (0.7565) loss_bbox_0_hybrid: 0.1492 (0.1785) loss_giou_0_hybrid: 0.3752 (0.3976) loss_class_1_hybrid: 0.6812 (0.7086) loss_bbox_1_hybrid: 0.1430 (0.1752) loss_giou_1_hybrid: 0.3735 (0.3903) loss_class_2_hybrid: 0.6470 (0.6944) loss_bbox_2_hybrid: 0.1420 (0.1727) loss_giou_2_hybrid: 0.3704 (0.3863) loss_class_3_hybrid: 0.6380 (0.6849) loss_bbox_3_hybrid: 0.1457 (0.1725) loss_giou_3_hybrid: 0.3689 (0.3854) loss_class_4_hybrid: 0.6362 (0.6806) loss_bbox_4_hybrid: 0.1471 (0.1727) loss_giou_4_hybrid: 0.3693 (0.3853) loss_class_enc_hybrid: 0.7128 (0.7354) loss_bbox_enc_hybrid: 0.1737 (0.2056) loss_giou_enc_hybrid: 0.4218 (0.4415) mem: 1025 max mem: 36965 [2024-01-16 05:14:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:15:34 det.util.engine] INFO: Epoch: [11] [3850/11727] eta: 2:20:30 lr: 0.000010 data_time: 0.0033 iter_time: 1.0051 loss: 24.0095 (23.9815) loss_class: 0.6976 (0.6792) loss_bbox: 0.1380 (0.1621) loss_giou: 0.3428 (0.3600) loss_class_0: 0.8489 (0.8321) loss_bbox_0: 0.1462 (0.1621) loss_giou_0: 0.3515 (0.3640) loss_class_1: 0.7383 (0.7246) loss_bbox_1: 0.1414 (0.1636) loss_giou_1: 0.3576 (0.3634) loss_class_2: 0.7157 (0.7017) loss_bbox_2: 0.1330 (0.1617) loss_giou_2: 0.3362 (0.3608) loss_class_3: 0.7014 (0.6879) loss_bbox_3: 0.1341 (0.1616) loss_giou_3: 0.3522 (0.3601) loss_class_4: 0.6953 (0.6811) loss_bbox_4: 0.1343 (0.1620) loss_giou_4: 0.3427 (0.3601) loss_class_enc: 0.8069 (0.7994) loss_bbox_enc: 0.1732 (0.1849) loss_giou_enc: 0.3706 (0.3993) loss_class_dn: 0.3517 (0.3550) loss_bbox_dn: 0.2153 (0.2191) loss_giou_dn: 0.3680 (0.3870) loss_class_dn_0: 0.4559 (0.4542) loss_bbox_dn_0: 0.3126 (0.3139) loss_giou_dn_0: 0.4922 (0.5025) loss_class_dn_1: 0.3798 (0.3845) loss_bbox_dn_1: 0.2429 (0.2436) loss_giou_dn_1: 0.4065 (0.4186) loss_class_dn_2: 0.3617 (0.3641) loss_bbox_dn_2: 0.2220 (0.2233) loss_giou_dn_2: 0.3744 (0.3936) loss_class_dn_3: 0.3553 (0.3579) loss_bbox_dn_3: 0.2163 (0.2200) loss_giou_dn_3: 0.3711 (0.3885) loss_class_dn_4: 0.3504 (0.3555) loss_bbox_dn_4: 0.2151 (0.2191) loss_giou_dn_4: 0.3680 (0.3869) loss_class_hybrid: 0.6703 (0.6793) loss_bbox_hybrid: 0.1578 (0.1727) loss_giou_hybrid: 0.3630 (0.3852) loss_class_0_hybrid: 0.7576 (0.7564) loss_bbox_0_hybrid: 0.1703 (0.1786) loss_giou_0_hybrid: 0.3799 (0.3978) loss_class_1_hybrid: 0.6984 (0.7085) loss_bbox_1_hybrid: 0.1571 (0.1753) loss_giou_1_hybrid: 0.3684 (0.3905) loss_class_2_hybrid: 0.6862 (0.6944) loss_bbox_2_hybrid: 0.1646 (0.1728) loss_giou_2_hybrid: 0.3635 (0.3865) loss_class_3_hybrid: 0.6788 (0.6848) loss_bbox_3_hybrid: 0.1557 (0.1726) loss_giou_3_hybrid: 0.3661 (0.3856) loss_class_4_hybrid: 0.6722 (0.6805) loss_bbox_4_hybrid: 0.1633 (0.1728) loss_giou_4_hybrid: 0.3640 (0.3855) loss_class_enc_hybrid: 0.7268 (0.7353) loss_bbox_enc_hybrid: 0.1863 (0.2057) loss_giou_enc_hybrid: 0.4145 (0.4416) mem: 1024 max mem: 36965 [2024-01-16 05:15:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:16:28 det.util.engine] INFO: Epoch: [11] [3900/11727] eta: 2:19:36 lr: 0.000010 data_time: 0.0032 iter_time: 1.0690 loss: 23.9959 (23.9855) loss_class: 0.6884 (0.6793) loss_bbox: 0.1571 (0.1622) loss_giou: 0.3483 (0.3599) loss_class_0: 0.8189 (0.8322) loss_bbox_0: 0.1534 (0.1622) loss_giou_0: 0.3622 (0.3640) loss_class_1: 0.7138 (0.7246) loss_bbox_1: 0.1597 (0.1638) loss_giou_1: 0.3610 (0.3634) loss_class_2: 0.7141 (0.7018) loss_bbox_2: 0.1661 (0.1618) loss_giou_2: 0.3487 (0.3607) loss_class_3: 0.7002 (0.6879) loss_bbox_3: 0.1654 (0.1618) loss_giou_3: 0.3554 (0.3600) loss_class_4: 0.6820 (0.6811) loss_bbox_4: 0.1649 (0.1622) loss_giou_4: 0.3605 (0.3601) loss_class_enc: 0.7983 (0.7995) loss_bbox_enc: 0.1739 (0.1850) loss_giou_enc: 0.3918 (0.3993) loss_class_dn: 0.3550 (0.3551) loss_bbox_dn: 0.2207 (0.2193) loss_giou_dn: 0.3802 (0.3870) loss_class_dn_0: 0.4536 (0.4543) loss_bbox_dn_0: 0.3158 (0.3141) loss_giou_dn_0: 0.5143 (0.5026) loss_class_dn_1: 0.3848 (0.3846) loss_bbox_dn_1: 0.2490 (0.2438) loss_giou_dn_1: 0.4206 (0.4187) loss_class_dn_2: 0.3675 (0.3642) loss_bbox_dn_2: 0.2244 (0.2234) loss_giou_dn_2: 0.3929 (0.3937) loss_class_dn_3: 0.3565 (0.3579) loss_bbox_dn_3: 0.2216 (0.2201) loss_giou_dn_3: 0.3823 (0.3886) loss_class_dn_4: 0.3549 (0.3555) loss_bbox_dn_4: 0.2208 (0.2193) loss_giou_dn_4: 0.3801 (0.3870) loss_class_hybrid: 0.6734 (0.6794) loss_bbox_hybrid: 0.1638 (0.1728) loss_giou_hybrid: 0.3735 (0.3852) loss_class_0_hybrid: 0.7616 (0.7566) loss_bbox_0_hybrid: 0.1738 (0.1787) loss_giou_0_hybrid: 0.3786 (0.3977) loss_class_1_hybrid: 0.7104 (0.7086) loss_bbox_1_hybrid: 0.1647 (0.1755) loss_giou_1_hybrid: 0.3681 (0.3904) loss_class_2_hybrid: 0.6961 (0.6944) loss_bbox_2_hybrid: 0.1616 (0.1729) loss_giou_2_hybrid: 0.3733 (0.3864) loss_class_3_hybrid: 0.6836 (0.6849) loss_bbox_3_hybrid: 0.1612 (0.1727) loss_giou_3_hybrid: 0.3754 (0.3855) loss_class_4_hybrid: 0.6797 (0.6805) loss_bbox_4_hybrid: 0.1623 (0.1729) loss_giou_4_hybrid: 0.3726 (0.3854) loss_class_enc_hybrid: 0.7370 (0.7355) loss_bbox_enc_hybrid: 0.2041 (0.2058) loss_giou_enc_hybrid: 0.4189 (0.4416) mem: 1023 max mem: 36965 [2024-01-16 05:16:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:17:21 det.util.engine] INFO: Epoch: [11] [3950/11727] eta: 2:18:43 lr: 0.000010 data_time: 0.0037 iter_time: 1.0972 loss: 24.1708 (23.9919) loss_class: 0.6740 (0.6795) loss_bbox: 0.1488 (0.1622) loss_giou: 0.3526 (0.3600) loss_class_0: 0.7881 (0.8323) loss_bbox_0: 0.1515 (0.1622) loss_giou_0: 0.3423 (0.3641) loss_class_1: 0.7166 (0.7248) loss_bbox_1: 0.1492 (0.1638) loss_giou_1: 0.3532 (0.3635) loss_class_2: 0.6968 (0.7020) loss_bbox_2: 0.1434 (0.1618) loss_giou_2: 0.3439 (0.3608) loss_class_3: 0.6844 (0.6881) loss_bbox_3: 0.1550 (0.1618) loss_giou_3: 0.3503 (0.3601) loss_class_4: 0.6763 (0.6814) loss_bbox_4: 0.1486 (0.1622) loss_giou_4: 0.3512 (0.3602) loss_class_enc: 0.8165 (0.7996) loss_bbox_enc: 0.1682 (0.1850) loss_giou_enc: 0.3930 (0.3995) loss_class_dn: 0.3594 (0.3552) loss_bbox_dn: 0.1991 (0.2193) loss_giou_dn: 0.3908 (0.3872) loss_class_dn_0: 0.4480 (0.4543) loss_bbox_dn_0: 0.2719 (0.3142) loss_giou_dn_0: 0.5186 (0.5029) loss_class_dn_1: 0.3886 (0.3847) loss_bbox_dn_1: 0.2070 (0.2438) loss_giou_dn_1: 0.4302 (0.4190) loss_class_dn_2: 0.3686 (0.3643) loss_bbox_dn_2: 0.2000 (0.2235) loss_giou_dn_2: 0.4005 (0.3939) loss_class_dn_3: 0.3617 (0.3580) loss_bbox_dn_3: 0.1999 (0.2202) loss_giou_dn_3: 0.3932 (0.3888) loss_class_dn_4: 0.3597 (0.3556) loss_bbox_dn_4: 0.1991 (0.2193) loss_giou_dn_4: 0.3908 (0.3872) loss_class_hybrid: 0.6780 (0.6796) loss_bbox_hybrid: 0.1706 (0.1728) loss_giou_hybrid: 0.3683 (0.3853) loss_class_0_hybrid: 0.7426 (0.7567) loss_bbox_0_hybrid: 0.1644 (0.1787) loss_giou_0_hybrid: 0.3751 (0.3978) loss_class_1_hybrid: 0.6838 (0.7087) loss_bbox_1_hybrid: 0.1641 (0.1755) loss_giou_1_hybrid: 0.3705 (0.3905) loss_class_2_hybrid: 0.6810 (0.6946) loss_bbox_2_hybrid: 0.1611 (0.1729) loss_giou_2_hybrid: 0.3695 (0.3865) loss_class_3_hybrid: 0.6751 (0.6851) loss_bbox_3_hybrid: 0.1664 (0.1727) loss_giou_3_hybrid: 0.3681 (0.3856) loss_class_4_hybrid: 0.6768 (0.6807) loss_bbox_4_hybrid: 0.1703 (0.1729) loss_giou_4_hybrid: 0.3725 (0.3856) loss_class_enc_hybrid: 0.7365 (0.7356) loss_bbox_enc_hybrid: 0.1866 (0.2058) loss_giou_enc_hybrid: 0.4180 (0.4417) mem: 1034 max mem: 36965 [2024-01-16 05:17:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:18:16 det.util.engine] INFO: Epoch: [11] [4000/11727] eta: 2:17:51 lr: 0.000010 data_time: 0.0031 iter_time: 1.0604 loss: 23.8210 (23.9910) loss_class: 0.6627 (0.6797) loss_bbox: 0.1487 (0.1621) loss_giou: 0.3311 (0.3600) loss_class_0: 0.8152 (0.8325) loss_bbox_0: 0.1497 (0.1621) loss_giou_0: 0.3520 (0.3640) loss_class_1: 0.7045 (0.7249) loss_bbox_1: 0.1482 (0.1637) loss_giou_1: 0.3472 (0.3635) loss_class_2: 0.6838 (0.7021) loss_bbox_2: 0.1494 (0.1617) loss_giou_2: 0.3383 (0.3607) loss_class_3: 0.6745 (0.6883) loss_bbox_3: 0.1496 (0.1616) loss_giou_3: 0.3377 (0.3601) loss_class_4: 0.6673 (0.6815) loss_bbox_4: 0.1487 (0.1620) loss_giou_4: 0.3314 (0.3601) loss_class_enc: 0.7720 (0.7998) loss_bbox_enc: 0.1660 (0.1849) loss_giou_enc: 0.3798 (0.3994) loss_class_dn: 0.3501 (0.3552) loss_bbox_dn: 0.1939 (0.2193) loss_giou_dn: 0.3821 (0.3872) loss_class_dn_0: 0.4509 (0.4543) loss_bbox_dn_0: 0.2845 (0.3141) loss_giou_dn_0: 0.4964 (0.5029) loss_class_dn_1: 0.3768 (0.3847) loss_bbox_dn_1: 0.2132 (0.2438) loss_giou_dn_1: 0.4126 (0.4189) loss_class_dn_2: 0.3598 (0.3643) loss_bbox_dn_2: 0.1973 (0.2235) loss_giou_dn_2: 0.3914 (0.3939) loss_class_dn_3: 0.3543 (0.3581) loss_bbox_dn_3: 0.1947 (0.2202) loss_giou_dn_3: 0.3837 (0.3888) loss_class_dn_4: 0.3515 (0.3557) loss_bbox_dn_4: 0.1939 (0.2193) loss_giou_dn_4: 0.3821 (0.3872) loss_class_hybrid: 0.6824 (0.6797) loss_bbox_hybrid: 0.1559 (0.1727) loss_giou_hybrid: 0.3540 (0.3852) loss_class_0_hybrid: 0.7545 (0.7569) loss_bbox_0_hybrid: 0.1587 (0.1786) loss_giou_0_hybrid: 0.3743 (0.3977) loss_class_1_hybrid: 0.7193 (0.7089) loss_bbox_1_hybrid: 0.1580 (0.1753) loss_giou_1_hybrid: 0.3602 (0.3904) loss_class_2_hybrid: 0.6998 (0.6948) loss_bbox_2_hybrid: 0.1548 (0.1728) loss_giou_2_hybrid: 0.3535 (0.3865) loss_class_3_hybrid: 0.6694 (0.6852) loss_bbox_3_hybrid: 0.1542 (0.1726) loss_giou_3_hybrid: 0.3561 (0.3856) loss_class_4_hybrid: 0.6751 (0.6809) loss_bbox_4_hybrid: 0.1562 (0.1728) loss_giou_4_hybrid: 0.3530 (0.3855) loss_class_enc_hybrid: 0.7246 (0.7357) loss_bbox_enc_hybrid: 0.1759 (0.2056) loss_giou_enc_hybrid: 0.4086 (0.4416) mem: 1033 max mem: 36965 [2024-01-16 05:18:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:19:09 det.util.engine] INFO: Epoch: [11] [4050/11727] eta: 2:16:57 lr: 0.000010 data_time: 0.0030 iter_time: 1.0653 loss: 23.9789 (23.9904) loss_class: 0.7027 (0.6796) loss_bbox: 0.1558 (0.1620) loss_giou: 0.3502 (0.3601) loss_class_0: 0.8366 (0.8325) loss_bbox_0: 0.1526 (0.1621) loss_giou_0: 0.3492 (0.3642) loss_class_1: 0.7381 (0.7248) loss_bbox_1: 0.1552 (0.1636) loss_giou_1: 0.3411 (0.3636) loss_class_2: 0.7202 (0.7020) loss_bbox_2: 0.1533 (0.1616) loss_giou_2: 0.3526 (0.3609) loss_class_3: 0.6790 (0.6882) loss_bbox_3: 0.1527 (0.1615) loss_giou_3: 0.3531 (0.3602) loss_class_4: 0.7005 (0.6815) loss_bbox_4: 0.1560 (0.1619) loss_giou_4: 0.3424 (0.3603) loss_class_enc: 0.7695 (0.7996) loss_bbox_enc: 0.1801 (0.1849) loss_giou_enc: 0.3946 (0.3996) loss_class_dn: 0.3638 (0.3552) loss_bbox_dn: 0.1975 (0.2191) loss_giou_dn: 0.3754 (0.3873) loss_class_dn_0: 0.4546 (0.4543) loss_bbox_dn_0: 0.2639 (0.3138) loss_giou_dn_0: 0.4892 (0.5030) loss_class_dn_1: 0.3884 (0.3847) loss_bbox_dn_1: 0.2155 (0.2436) loss_giou_dn_1: 0.4142 (0.4190) loss_class_dn_2: 0.3697 (0.3643) loss_bbox_dn_2: 0.2026 (0.2233) loss_giou_dn_2: 0.3809 (0.3940) loss_class_dn_3: 0.3655 (0.3581) loss_bbox_dn_3: 0.1995 (0.2200) loss_giou_dn_3: 0.3761 (0.3889) loss_class_dn_4: 0.3621 (0.3557) loss_bbox_dn_4: 0.1975 (0.2191) loss_giou_dn_4: 0.3756 (0.3873) loss_class_hybrid: 0.6531 (0.6795) loss_bbox_hybrid: 0.1702 (0.1726) loss_giou_hybrid: 0.3795 (0.3855) loss_class_0_hybrid: 0.7397 (0.7568) loss_bbox_0_hybrid: 0.1730 (0.1785) loss_giou_0_hybrid: 0.3826 (0.3980) loss_class_1_hybrid: 0.6830 (0.7088) loss_bbox_1_hybrid: 0.1698 (0.1753) loss_giou_1_hybrid: 0.3761 (0.3906) loss_class_2_hybrid: 0.6695 (0.6946) loss_bbox_2_hybrid: 0.1669 (0.1727) loss_giou_2_hybrid: 0.3749 (0.3867) loss_class_3_hybrid: 0.6607 (0.6851) loss_bbox_3_hybrid: 0.1687 (0.1725) loss_giou_3_hybrid: 0.3772 (0.3858) loss_class_4_hybrid: 0.6590 (0.6807) loss_bbox_4_hybrid: 0.1691 (0.1727) loss_giou_4_hybrid: 0.3738 (0.3857) loss_class_enc_hybrid: 0.7149 (0.7356) loss_bbox_enc_hybrid: 0.2055 (0.2056) loss_giou_enc_hybrid: 0.4183 (0.4418) mem: 1031 max mem: 36965 [2024-01-16 05:19:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:20:03 det.util.engine] INFO: Epoch: [11] [4100/11727] eta: 2:16:05 lr: 0.000010 data_time: 0.0032 iter_time: 1.1088 loss: 24.5394 (23.9906) loss_class: 0.6828 (0.6795) loss_bbox: 0.1543 (0.1620) loss_giou: 0.3776 (0.3601) loss_class_0: 0.8246 (0.8325) loss_bbox_0: 0.1689 (0.1622) loss_giou_0: 0.3699 (0.3642) loss_class_1: 0.7225 (0.7247) loss_bbox_1: 0.1630 (0.1636) loss_giou_1: 0.3718 (0.3636) loss_class_2: 0.7104 (0.7019) loss_bbox_2: 0.1585 (0.1616) loss_giou_2: 0.3733 (0.3609) loss_class_3: 0.6923 (0.6881) loss_bbox_3: 0.1530 (0.1616) loss_giou_3: 0.3767 (0.3602) loss_class_4: 0.6862 (0.6813) loss_bbox_4: 0.1550 (0.1620) loss_giou_4: 0.3762 (0.3602) loss_class_enc: 0.7983 (0.7996) loss_bbox_enc: 0.1855 (0.1850) loss_giou_enc: 0.4031 (0.3996) loss_class_dn: 0.3613 (0.3552) loss_bbox_dn: 0.2119 (0.2193) loss_giou_dn: 0.3917 (0.3873) loss_class_dn_0: 0.4525 (0.4543) loss_bbox_dn_0: 0.2923 (0.3140) loss_giou_dn_0: 0.5105 (0.5030) loss_class_dn_1: 0.3914 (0.3847) loss_bbox_dn_1: 0.2270 (0.2437) loss_giou_dn_1: 0.4228 (0.4191) loss_class_dn_2: 0.3714 (0.3644) loss_bbox_dn_2: 0.2152 (0.2234) loss_giou_dn_2: 0.3999 (0.3940) loss_class_dn_3: 0.3643 (0.3581) loss_bbox_dn_3: 0.2124 (0.2201) loss_giou_dn_3: 0.3937 (0.3889) loss_class_dn_4: 0.3646 (0.3557) loss_bbox_dn_4: 0.2119 (0.2193) loss_giou_dn_4: 0.3915 (0.3873) loss_class_hybrid: 0.6910 (0.6795) loss_bbox_hybrid: 0.1784 (0.1726) loss_giou_hybrid: 0.3919 (0.3854) loss_class_0_hybrid: 0.7589 (0.7568) loss_bbox_0_hybrid: 0.1819 (0.1786) loss_giou_0_hybrid: 0.4011 (0.3979) loss_class_1_hybrid: 0.7113 (0.7087) loss_bbox_1_hybrid: 0.1844 (0.1753) loss_giou_1_hybrid: 0.3966 (0.3906) loss_class_2_hybrid: 0.6905 (0.6945) loss_bbox_2_hybrid: 0.1765 (0.1727) loss_giou_2_hybrid: 0.3976 (0.3866) loss_class_3_hybrid: 0.6911 (0.6850) loss_bbox_3_hybrid: 0.1793 (0.1726) loss_giou_3_hybrid: 0.3974 (0.3857) loss_class_4_hybrid: 0.6884 (0.6807) loss_bbox_4_hybrid: 0.1775 (0.1727) loss_giou_4_hybrid: 0.3902 (0.3856) loss_class_enc_hybrid: 0.7349 (0.7356) loss_bbox_enc_hybrid: 0.2133 (0.2056) loss_giou_enc_hybrid: 0.4527 (0.4417) mem: 1026 max mem: 36965 [2024-01-16 05:20:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:20:56 det.util.engine] INFO: Epoch: [11] [4150/11727] eta: 2:15:11 lr: 0.000010 data_time: 0.0032 iter_time: 1.0247 loss: 24.2322 (23.9915) loss_class: 0.6667 (0.6795) loss_bbox: 0.1592 (0.1621) loss_giou: 0.3699 (0.3600) loss_class_0: 0.7908 (0.8326) loss_bbox_0: 0.1650 (0.1622) loss_giou_0: 0.3698 (0.3641) loss_class_1: 0.7242 (0.7247) loss_bbox_1: 0.1726 (0.1637) loss_giou_1: 0.3761 (0.3636) loss_class_2: 0.6926 (0.7020) loss_bbox_2: 0.1676 (0.1616) loss_giou_2: 0.3668 (0.3608) loss_class_3: 0.6783 (0.6881) loss_bbox_3: 0.1508 (0.1616) loss_giou_3: 0.3638 (0.3602) loss_class_4: 0.6612 (0.6813) loss_bbox_4: 0.1634 (0.1620) loss_giou_4: 0.3709 (0.3602) loss_class_enc: 0.7887 (0.7996) loss_bbox_enc: 0.1813 (0.1850) loss_giou_enc: 0.4102 (0.3995) loss_class_dn: 0.3578 (0.3553) loss_bbox_dn: 0.2032 (0.2193) loss_giou_dn: 0.3778 (0.3874) loss_class_dn_0: 0.4604 (0.4543) loss_bbox_dn_0: 0.2926 (0.3140) loss_giou_dn_0: 0.4901 (0.5030) loss_class_dn_1: 0.3925 (0.3848) loss_bbox_dn_1: 0.2307 (0.2438) loss_giou_dn_1: 0.4085 (0.4191) loss_class_dn_2: 0.3631 (0.3644) loss_bbox_dn_2: 0.2068 (0.2235) loss_giou_dn_2: 0.3865 (0.3941) loss_class_dn_3: 0.3606 (0.3582) loss_bbox_dn_3: 0.2022 (0.2202) loss_giou_dn_3: 0.3791 (0.3890) loss_class_dn_4: 0.3606 (0.3557) loss_bbox_dn_4: 0.2034 (0.2193) loss_giou_dn_4: 0.3777 (0.3874) loss_class_hybrid: 0.6749 (0.6795) loss_bbox_hybrid: 0.1624 (0.1727) loss_giou_hybrid: 0.3859 (0.3853) loss_class_0_hybrid: 0.7423 (0.7569) loss_bbox_0_hybrid: 0.1766 (0.1786) loss_giou_0_hybrid: 0.3985 (0.3978) loss_class_1_hybrid: 0.7011 (0.7088) loss_bbox_1_hybrid: 0.1721 (0.1753) loss_giou_1_hybrid: 0.3955 (0.3905) loss_class_2_hybrid: 0.6819 (0.6945) loss_bbox_2_hybrid: 0.1635 (0.1728) loss_giou_2_hybrid: 0.3916 (0.3866) loss_class_3_hybrid: 0.6844 (0.6850) loss_bbox_3_hybrid: 0.1630 (0.1726) loss_giou_3_hybrid: 0.3870 (0.3857) loss_class_4_hybrid: 0.6762 (0.6807) loss_bbox_4_hybrid: 0.1602 (0.1728) loss_giou_4_hybrid: 0.3896 (0.3856) loss_class_enc_hybrid: 0.7212 (0.7356) loss_bbox_enc_hybrid: 0.1948 (0.2056) loss_giou_enc_hybrid: 0.4454 (0.4417) mem: 1028 max mem: 36965 [2024-01-16 05:20:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:21:50 det.util.engine] INFO: Epoch: [11] [4200/11727] eta: 2:14:17 lr: 0.000010 data_time: 0.0031 iter_time: 1.0859 loss: 23.1767 (23.9930) loss_class: 0.6236 (0.6793) loss_bbox: 0.1353 (0.1620) loss_giou: 0.3787 (0.3604) loss_class_0: 0.7585 (0.8323) loss_bbox_0: 0.1456 (0.1622) loss_giou_0: 0.3902 (0.3644) loss_class_1: 0.6650 (0.7245) loss_bbox_1: 0.1478 (0.1636) loss_giou_1: 0.3920 (0.3639) loss_class_2: 0.6590 (0.7018) loss_bbox_2: 0.1362 (0.1616) loss_giou_2: 0.3791 (0.3611) loss_class_3: 0.6329 (0.6879) loss_bbox_3: 0.1362 (0.1616) loss_giou_3: 0.3786 (0.3605) loss_class_4: 0.6213 (0.6812) loss_bbox_4: 0.1353 (0.1620) loss_giou_4: 0.3786 (0.3605) loss_class_enc: 0.7316 (0.7992) loss_bbox_enc: 0.1668 (0.1849) loss_giou_enc: 0.4114 (0.3999) loss_class_dn: 0.3559 (0.3553) loss_bbox_dn: 0.1989 (0.2192) loss_giou_dn: 0.4031 (0.3875) loss_class_dn_0: 0.4472 (0.4543) loss_bbox_dn_0: 0.2810 (0.3137) loss_giou_dn_0: 0.5091 (0.5031) loss_class_dn_1: 0.3824 (0.3848) loss_bbox_dn_1: 0.2260 (0.2436) loss_giou_dn_1: 0.4277 (0.4192) loss_class_dn_2: 0.3685 (0.3644) loss_bbox_dn_2: 0.2000 (0.2233) loss_giou_dn_2: 0.4029 (0.3942) loss_class_dn_3: 0.3599 (0.3582) loss_bbox_dn_3: 0.1994 (0.2200) loss_giou_dn_3: 0.4016 (0.3891) loss_class_dn_4: 0.3574 (0.3558) loss_bbox_dn_4: 0.1989 (0.2192) loss_giou_dn_4: 0.4029 (0.3875) loss_class_hybrid: 0.6267 (0.6793) loss_bbox_hybrid: 0.1523 (0.1727) loss_giou_hybrid: 0.4004 (0.3857) loss_class_0_hybrid: 0.6969 (0.7567) loss_bbox_0_hybrid: 0.1578 (0.1786) loss_giou_0_hybrid: 0.4104 (0.3982) loss_class_1_hybrid: 0.6612 (0.7086) loss_bbox_1_hybrid: 0.1490 (0.1753) loss_giou_1_hybrid: 0.3997 (0.3909) loss_class_2_hybrid: 0.6441 (0.6944) loss_bbox_2_hybrid: 0.1517 (0.1728) loss_giou_2_hybrid: 0.3941 (0.3869) loss_class_3_hybrid: 0.6378 (0.6849) loss_bbox_3_hybrid: 0.1477 (0.1726) loss_giou_3_hybrid: 0.3998 (0.3860) loss_class_4_hybrid: 0.6320 (0.6805) loss_bbox_4_hybrid: 0.1531 (0.1728) loss_giou_4_hybrid: 0.3882 (0.3859) loss_class_enc_hybrid: 0.6749 (0.7354) loss_bbox_enc_hybrid: 0.1826 (0.2055) loss_giou_enc_hybrid: 0.4606 (0.4420) mem: 1021 max mem: 36965 [2024-01-16 05:21:50 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:22:43 det.util.engine] INFO: Epoch: [11] [4250/11727] eta: 2:13:22 lr: 0.000010 data_time: 0.0033 iter_time: 1.0386 loss: 23.4142 (23.9963) loss_class: 0.6528 (0.6795) loss_bbox: 0.1595 (0.1620) loss_giou: 0.3524 (0.3603) loss_class_0: 0.8154 (0.8326) loss_bbox_0: 0.1563 (0.1621) loss_giou_0: 0.3661 (0.3644) loss_class_1: 0.6900 (0.7247) loss_bbox_1: 0.1619 (0.1636) loss_giou_1: 0.3562 (0.3639) loss_class_2: 0.6727 (0.7021) loss_bbox_2: 0.1511 (0.1616) loss_giou_2: 0.3574 (0.3611) loss_class_3: 0.6606 (0.6881) loss_bbox_3: 0.1601 (0.1616) loss_giou_3: 0.3497 (0.3605) loss_class_4: 0.6589 (0.6814) loss_bbox_4: 0.1596 (0.1620) loss_giou_4: 0.3485 (0.3605) loss_class_enc: 0.7614 (0.7994) loss_bbox_enc: 0.1880 (0.1849) loss_giou_enc: 0.4006 (0.3999) loss_class_dn: 0.3559 (0.3553) loss_bbox_dn: 0.2229 (0.2192) loss_giou_dn: 0.3930 (0.3875) loss_class_dn_0: 0.4575 (0.4543) loss_bbox_dn_0: 0.3383 (0.3138) loss_giou_dn_0: 0.5081 (0.5031) loss_class_dn_1: 0.3880 (0.3848) loss_bbox_dn_1: 0.2521 (0.2437) loss_giou_dn_1: 0.4227 (0.4192) loss_class_dn_2: 0.3627 (0.3644) loss_bbox_dn_2: 0.2268 (0.2234) loss_giou_dn_2: 0.3982 (0.3942) loss_class_dn_3: 0.3573 (0.3582) loss_bbox_dn_3: 0.2242 (0.2201) loss_giou_dn_3: 0.3919 (0.3891) loss_class_dn_4: 0.3537 (0.3558) loss_bbox_dn_4: 0.2228 (0.2192) loss_giou_dn_4: 0.3931 (0.3875) loss_class_hybrid: 0.6679 (0.6796) loss_bbox_hybrid: 0.1547 (0.1726) loss_giou_hybrid: 0.3793 (0.3856) loss_class_0_hybrid: 0.7417 (0.7570) loss_bbox_0_hybrid: 0.1634 (0.1785) loss_giou_0_hybrid: 0.3940 (0.3981) loss_class_1_hybrid: 0.6897 (0.7089) loss_bbox_1_hybrid: 0.1608 (0.1753) loss_giou_1_hybrid: 0.3891 (0.3908) loss_class_2_hybrid: 0.6768 (0.6946) loss_bbox_2_hybrid: 0.1539 (0.1727) loss_giou_2_hybrid: 0.3790 (0.3869) loss_class_3_hybrid: 0.6713 (0.6852) loss_bbox_3_hybrid: 0.1561 (0.1726) loss_giou_3_hybrid: 0.3796 (0.3860) loss_class_4_hybrid: 0.6707 (0.6808) loss_bbox_4_hybrid: 0.1548 (0.1727) loss_giou_4_hybrid: 0.3798 (0.3859) loss_class_enc_hybrid: 0.7130 (0.7357) loss_bbox_enc_hybrid: 0.2012 (0.2055) loss_giou_enc_hybrid: 0.4313 (0.4420) mem: 1022 max mem: 36965 [2024-01-16 05:22:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:23:35 det.util.engine] INFO: Epoch: [11] [4300/11727] eta: 2:12:27 lr: 0.000010 data_time: 0.0035 iter_time: 1.0523 loss: 24.9347 (24.0026) loss_class: 0.7298 (0.6800) loss_bbox: 0.1758 (0.1620) loss_giou: 0.3359 (0.3603) loss_class_0: 0.8782 (0.8331) loss_bbox_0: 0.1729 (0.1621) loss_giou_0: 0.3491 (0.3643) loss_class_1: 0.7534 (0.7252) loss_bbox_1: 0.1802 (0.1636) loss_giou_1: 0.3445 (0.3639) loss_class_2: 0.7500 (0.7025) loss_bbox_2: 0.1772 (0.1615) loss_giou_2: 0.3377 (0.3611) loss_class_3: 0.7276 (0.6886) loss_bbox_3: 0.1745 (0.1616) loss_giou_3: 0.3440 (0.3604) loss_class_4: 0.7321 (0.6818) loss_bbox_4: 0.1757 (0.1620) loss_giou_4: 0.3437 (0.3605) loss_class_enc: 0.8228 (0.7997) loss_bbox_enc: 0.1992 (0.1849) loss_giou_enc: 0.3847 (0.3998) loss_class_dn: 0.3653 (0.3555) loss_bbox_dn: 0.2211 (0.2192) loss_giou_dn: 0.3944 (0.3876) loss_class_dn_0: 0.4607 (0.4544) loss_bbox_dn_0: 0.3142 (0.3139) loss_giou_dn_0: 0.5099 (0.5032) loss_class_dn_1: 0.3946 (0.3849) loss_bbox_dn_1: 0.2406 (0.2437) loss_giou_dn_1: 0.4289 (0.4193) loss_class_dn_2: 0.3739 (0.3645) loss_bbox_dn_2: 0.2241 (0.2234) loss_giou_dn_2: 0.4042 (0.3943) loss_class_dn_3: 0.3656 (0.3583) loss_bbox_dn_3: 0.2222 (0.2201) loss_giou_dn_3: 0.3962 (0.3891) loss_class_dn_4: 0.3654 (0.3559) loss_bbox_dn_4: 0.2212 (0.2193) loss_giou_dn_4: 0.3944 (0.3876) loss_class_hybrid: 0.7276 (0.6800) loss_bbox_hybrid: 0.1996 (0.1726) loss_giou_hybrid: 0.3528 (0.3856) loss_class_0_hybrid: 0.7895 (0.7575) loss_bbox_0_hybrid: 0.1979 (0.1785) loss_giou_0_hybrid: 0.3678 (0.3981) loss_class_1_hybrid: 0.7364 (0.7093) loss_bbox_1_hybrid: 0.1988 (0.1752) loss_giou_1_hybrid: 0.3631 (0.3908) loss_class_2_hybrid: 0.7351 (0.6951) loss_bbox_2_hybrid: 0.1974 (0.1727) loss_giou_2_hybrid: 0.3547 (0.3868) loss_class_3_hybrid: 0.7284 (0.6856) loss_bbox_3_hybrid: 0.1989 (0.1725) loss_giou_3_hybrid: 0.3552 (0.3859) loss_class_4_hybrid: 0.7249 (0.6812) loss_bbox_4_hybrid: 0.1991 (0.1727) loss_giou_4_hybrid: 0.3532 (0.3859) loss_class_enc_hybrid: 0.7502 (0.7360) loss_bbox_enc_hybrid: 0.2296 (0.2055) loss_giou_enc_hybrid: 0.4226 (0.4419) mem: 1022 max mem: 36965 [2024-01-16 05:23:36 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:24:29 det.util.engine] INFO: Epoch: [11] [4350/11727] eta: 2:11:34 lr: 0.000010 data_time: 0.0034 iter_time: 1.1001 loss: 24.1178 (24.0060) loss_class: 0.6975 (0.6802) loss_bbox: 0.1441 (0.1620) loss_giou: 0.3644 (0.3603) loss_class_0: 0.8262 (0.8331) loss_bbox_0: 0.1443 (0.1621) loss_giou_0: 0.3662 (0.3644) loss_class_1: 0.7378 (0.7253) loss_bbox_1: 0.1517 (0.1636) loss_giou_1: 0.3661 (0.3639) loss_class_2: 0.7114 (0.7027) loss_bbox_2: 0.1504 (0.1615) loss_giou_2: 0.3674 (0.3611) loss_class_3: 0.6911 (0.6888) loss_bbox_3: 0.1441 (0.1615) loss_giou_3: 0.3650 (0.3605) loss_class_4: 0.6949 (0.6820) loss_bbox_4: 0.1442 (0.1619) loss_giou_4: 0.3643 (0.3605) loss_class_enc: 0.7987 (0.7998) loss_bbox_enc: 0.1592 (0.1849) loss_giou_enc: 0.3996 (0.3999) loss_class_dn: 0.3629 (0.3555) loss_bbox_dn: 0.1889 (0.2192) loss_giou_dn: 0.3945 (0.3877) loss_class_dn_0: 0.4588 (0.4545) loss_bbox_dn_0: 0.2676 (0.3139) loss_giou_dn_0: 0.5168 (0.5033) loss_class_dn_1: 0.3836 (0.3850) loss_bbox_dn_1: 0.2090 (0.2437) loss_giou_dn_1: 0.4297 (0.4194) loss_class_dn_2: 0.3688 (0.3646) loss_bbox_dn_2: 0.1936 (0.2234) loss_giou_dn_2: 0.3989 (0.3943) loss_class_dn_3: 0.3669 (0.3584) loss_bbox_dn_3: 0.1901 (0.2201) loss_giou_dn_3: 0.3945 (0.3892) loss_class_dn_4: 0.3633 (0.3560) loss_bbox_dn_4: 0.1888 (0.2193) loss_giou_dn_4: 0.3945 (0.3876) loss_class_hybrid: 0.6888 (0.6801) loss_bbox_hybrid: 0.1549 (0.1726) loss_giou_hybrid: 0.3918 (0.3856) loss_class_0_hybrid: 0.7402 (0.7576) loss_bbox_0_hybrid: 0.1642 (0.1785) loss_giou_0_hybrid: 0.4099 (0.3981) loss_class_1_hybrid: 0.7167 (0.7094) loss_bbox_1_hybrid: 0.1575 (0.1753) loss_giou_1_hybrid: 0.3962 (0.3908) loss_class_2_hybrid: 0.7008 (0.6952) loss_bbox_2_hybrid: 0.1551 (0.1727) loss_giou_2_hybrid: 0.3910 (0.3869) loss_class_3_hybrid: 0.6961 (0.6857) loss_bbox_3_hybrid: 0.1546 (0.1726) loss_giou_3_hybrid: 0.3901 (0.3860) loss_class_4_hybrid: 0.6840 (0.6813) loss_bbox_4_hybrid: 0.1559 (0.1727) loss_giou_4_hybrid: 0.3923 (0.3859) loss_class_enc_hybrid: 0.7247 (0.7361) loss_bbox_enc_hybrid: 0.1880 (0.2055) loss_giou_enc_hybrid: 0.4633 (0.4420) mem: 1018 max mem: 36965 [2024-01-16 05:24:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:25:25 det.util.engine] INFO: Epoch: [11] [4400/11727] eta: 2:10:45 lr: 0.000010 data_time: 0.0035 iter_time: 1.1431 loss: 23.8382 (24.0034) loss_class: 0.7111 (0.6802) loss_bbox: 0.1516 (0.1619) loss_giou: 0.3572 (0.3603) loss_class_0: 0.8182 (0.8330) loss_bbox_0: 0.1535 (0.1620) loss_giou_0: 0.3591 (0.3644) loss_class_1: 0.7499 (0.7253) loss_bbox_1: 0.1487 (0.1636) loss_giou_1: 0.3600 (0.3639) loss_class_2: 0.7283 (0.7026) loss_bbox_2: 0.1517 (0.1615) loss_giou_2: 0.3610 (0.3611) loss_class_3: 0.7213 (0.6887) loss_bbox_3: 0.1455 (0.1615) loss_giou_3: 0.3516 (0.3605) loss_class_4: 0.7041 (0.6820) loss_bbox_4: 0.1511 (0.1619) loss_giou_4: 0.3570 (0.3605) loss_class_enc: 0.7838 (0.7999) loss_bbox_enc: 0.1696 (0.1848) loss_giou_enc: 0.3918 (0.3998) loss_class_dn: 0.3601 (0.3555) loss_bbox_dn: 0.1892 (0.2191) loss_giou_dn: 0.3782 (0.3875) loss_class_dn_0: 0.4534 (0.4544) loss_bbox_dn_0: 0.2686 (0.3138) loss_giou_dn_0: 0.4972 (0.5032) loss_class_dn_1: 0.3892 (0.3849) loss_bbox_dn_1: 0.2109 (0.2436) loss_giou_dn_1: 0.4053 (0.4193) loss_class_dn_2: 0.3701 (0.3646) loss_bbox_dn_2: 0.1939 (0.2233) loss_giou_dn_2: 0.3824 (0.3942) loss_class_dn_3: 0.3624 (0.3584) loss_bbox_dn_3: 0.1900 (0.2200) loss_giou_dn_3: 0.3793 (0.3891) loss_class_dn_4: 0.3591 (0.3559) loss_bbox_dn_4: 0.1892 (0.2192) loss_giou_dn_4: 0.3783 (0.3875) loss_class_hybrid: 0.6697 (0.6801) loss_bbox_hybrid: 0.1642 (0.1726) loss_giou_hybrid: 0.3751 (0.3856) loss_class_0_hybrid: 0.7427 (0.7576) loss_bbox_0_hybrid: 0.1699 (0.1784) loss_giou_0_hybrid: 0.3812 (0.3981) loss_class_1_hybrid: 0.7099 (0.7094) loss_bbox_1_hybrid: 0.1666 (0.1752) loss_giou_1_hybrid: 0.3741 (0.3908) loss_class_2_hybrid: 0.6921 (0.6952) loss_bbox_2_hybrid: 0.1624 (0.1727) loss_giou_2_hybrid: 0.3744 (0.3869) loss_class_3_hybrid: 0.6831 (0.6857) loss_bbox_3_hybrid: 0.1643 (0.1725) loss_giou_3_hybrid: 0.3764 (0.3859) loss_class_4_hybrid: 0.6771 (0.6813) loss_bbox_4_hybrid: 0.1667 (0.1727) loss_giou_4_hybrid: 0.3761 (0.3859) loss_class_enc_hybrid: 0.7368 (0.7362) loss_bbox_enc_hybrid: 0.1842 (0.2055) loss_giou_enc_hybrid: 0.4265 (0.4420) mem: 1022 max mem: 36965 [2024-01-16 05:25:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:26:21 det.util.engine] INFO: Epoch: [11] [4450/11727] eta: 2:09:56 lr: 0.000010 data_time: 0.0035 iter_time: 1.1464 loss: 24.9371 (24.0033) loss_class: 0.6940 (0.6802) loss_bbox: 0.1649 (0.1620) loss_giou: 0.3274 (0.3602) loss_class_0: 0.8199 (0.8330) loss_bbox_0: 0.1683 (0.1621) loss_giou_0: 0.3247 (0.3642) loss_class_1: 0.7321 (0.7254) loss_bbox_1: 0.1737 (0.1636) loss_giou_1: 0.3335 (0.3637) loss_class_2: 0.7122 (0.7026) loss_bbox_2: 0.1734 (0.1616) loss_giou_2: 0.3244 (0.3610) loss_class_3: 0.6888 (0.6888) loss_bbox_3: 0.1631 (0.1616) loss_giou_3: 0.3239 (0.3603) loss_class_4: 0.6932 (0.6820) loss_bbox_4: 0.1649 (0.1620) loss_giou_4: 0.3275 (0.3604) loss_class_enc: 0.8279 (0.7999) loss_bbox_enc: 0.1797 (0.1849) loss_giou_enc: 0.3709 (0.3997) loss_class_dn: 0.3481 (0.3555) loss_bbox_dn: 0.2364 (0.2193) loss_giou_dn: 0.3782 (0.3875) loss_class_dn_0: 0.4537 (0.4545) loss_bbox_dn_0: 0.3453 (0.3139) loss_giou_dn_0: 0.4888 (0.5031) loss_class_dn_1: 0.3861 (0.3850) loss_bbox_dn_1: 0.2836 (0.2438) loss_giou_dn_1: 0.4061 (0.4192) loss_class_dn_2: 0.3715 (0.3646) loss_bbox_dn_2: 0.2497 (0.2235) loss_giou_dn_2: 0.3810 (0.3942) loss_class_dn_3: 0.3558 (0.3584) loss_bbox_dn_3: 0.2403 (0.2202) loss_giou_dn_3: 0.3795 (0.3891) loss_class_dn_4: 0.3490 (0.3559) loss_bbox_dn_4: 0.2363 (0.2193) loss_giou_dn_4: 0.3779 (0.3875) loss_class_hybrid: 0.6902 (0.6801) loss_bbox_hybrid: 0.1815 (0.1727) loss_giou_hybrid: 0.3542 (0.3855) loss_class_0_hybrid: 0.7598 (0.7576) loss_bbox_0_hybrid: 0.1887 (0.1785) loss_giou_0_hybrid: 0.3708 (0.3979) loss_class_1_hybrid: 0.7048 (0.7094) loss_bbox_1_hybrid: 0.1864 (0.1753) loss_giou_1_hybrid: 0.3609 (0.3907) loss_class_2_hybrid: 0.6924 (0.6952) loss_bbox_2_hybrid: 0.1826 (0.1728) loss_giou_2_hybrid: 0.3576 (0.3867) loss_class_3_hybrid: 0.6981 (0.6857) loss_bbox_3_hybrid: 0.1853 (0.1726) loss_giou_3_hybrid: 0.3545 (0.3858) loss_class_4_hybrid: 0.6890 (0.6813) loss_bbox_4_hybrid: 0.1842 (0.1727) loss_giou_4_hybrid: 0.3541 (0.3858) loss_class_enc_hybrid: 0.7634 (0.7363) loss_bbox_enc_hybrid: 0.2067 (0.2055) loss_giou_enc_hybrid: 0.4085 (0.4418) mem: 1025 max mem: 36965 [2024-01-16 05:26:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:27:17 det.util.engine] INFO: Epoch: [11] [4500/11727] eta: 2:09:06 lr: 0.000010 data_time: 0.0034 iter_time: 1.1450 loss: 23.6069 (23.9952) loss_class: 0.6872 (0.6802) loss_bbox: 0.1417 (0.1619) loss_giou: 0.3395 (0.3600) loss_class_0: 0.8198 (0.8328) loss_bbox_0: 0.1484 (0.1620) loss_giou_0: 0.3502 (0.3641) loss_class_1: 0.7159 (0.7253) loss_bbox_1: 0.1591 (0.1635) loss_giou_1: 0.3493 (0.3635) loss_class_2: 0.7012 (0.7025) loss_bbox_2: 0.1456 (0.1615) loss_giou_2: 0.3475 (0.3608) loss_class_3: 0.6758 (0.6887) loss_bbox_3: 0.1477 (0.1615) loss_giou_3: 0.3481 (0.3601) loss_class_4: 0.6765 (0.6819) loss_bbox_4: 0.1498 (0.1619) loss_giou_4: 0.3444 (0.3602) loss_class_enc: 0.7761 (0.7999) loss_bbox_enc: 0.1696 (0.1847) loss_giou_enc: 0.3939 (0.3994) loss_class_dn: 0.3496 (0.3554) loss_bbox_dn: 0.1846 (0.2191) loss_giou_dn: 0.3780 (0.3873) loss_class_dn_0: 0.4424 (0.4544) loss_bbox_dn_0: 0.2596 (0.3137) loss_giou_dn_0: 0.4941 (0.5029) loss_class_dn_1: 0.3770 (0.3849) loss_bbox_dn_1: 0.2027 (0.2436) loss_giou_dn_1: 0.4074 (0.4190) loss_class_dn_2: 0.3614 (0.3645) loss_bbox_dn_2: 0.1876 (0.2233) loss_giou_dn_2: 0.3859 (0.3940) loss_class_dn_3: 0.3553 (0.3583) loss_bbox_dn_3: 0.1849 (0.2200) loss_giou_dn_3: 0.3800 (0.3889) loss_class_dn_4: 0.3513 (0.3559) loss_bbox_dn_4: 0.1846 (0.2192) loss_giou_dn_4: 0.3778 (0.3873) loss_class_hybrid: 0.6703 (0.6800) loss_bbox_hybrid: 0.1560 (0.1725) loss_giou_hybrid: 0.3619 (0.3853) loss_class_0_hybrid: 0.7321 (0.7576) loss_bbox_0_hybrid: 0.1586 (0.1784) loss_giou_0_hybrid: 0.3725 (0.3977) loss_class_1_hybrid: 0.6892 (0.7094) loss_bbox_1_hybrid: 0.1585 (0.1752) loss_giou_1_hybrid: 0.3639 (0.3904) loss_class_2_hybrid: 0.6822 (0.6951) loss_bbox_2_hybrid: 0.1584 (0.1726) loss_giou_2_hybrid: 0.3627 (0.3865) loss_class_3_hybrid: 0.6636 (0.6857) loss_bbox_3_hybrid: 0.1580 (0.1725) loss_giou_3_hybrid: 0.3572 (0.3856) loss_class_4_hybrid: 0.6593 (0.6812) loss_bbox_4_hybrid: 0.1563 (0.1726) loss_giou_4_hybrid: 0.3592 (0.3855) loss_class_enc_hybrid: 0.7202 (0.7363) loss_bbox_enc_hybrid: 0.1827 (0.2054) loss_giou_enc_hybrid: 0.4214 (0.4415) mem: 1038 max mem: 36965 [2024-01-16 05:27:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:28:11 det.util.engine] INFO: Epoch: [11] [4550/11727] eta: 2:08:12 lr: 0.000010 data_time: 0.0033 iter_time: 1.0543 loss: 25.2228 (24.0024) loss_class: 0.6831 (0.6805) loss_bbox: 0.1602 (0.1620) loss_giou: 0.3431 (0.3599) loss_class_0: 0.8605 (0.8332) loss_bbox_0: 0.1705 (0.1621) loss_giou_0: 0.3426 (0.3640) loss_class_1: 0.7341 (0.7257) loss_bbox_1: 0.1643 (0.1636) loss_giou_1: 0.3442 (0.3634) loss_class_2: 0.7273 (0.7029) loss_bbox_2: 0.1658 (0.1615) loss_giou_2: 0.3471 (0.3607) loss_class_3: 0.7090 (0.6891) loss_bbox_3: 0.1616 (0.1615) loss_giou_3: 0.3460 (0.3601) loss_class_4: 0.7053 (0.6824) loss_bbox_4: 0.1600 (0.1619) loss_giou_4: 0.3466 (0.3601) loss_class_enc: 0.8297 (0.8002) loss_bbox_enc: 0.1989 (0.1848) loss_giou_enc: 0.3799 (0.3994) loss_class_dn: 0.3591 (0.3555) loss_bbox_dn: 0.2371 (0.2193) loss_giou_dn: 0.3814 (0.3873) loss_class_dn_0: 0.4597 (0.4545) loss_bbox_dn_0: 0.3361 (0.3138) loss_giou_dn_0: 0.5045 (0.5029) loss_class_dn_1: 0.3899 (0.3850) loss_bbox_dn_1: 0.2621 (0.2438) loss_giou_dn_1: 0.4284 (0.4190) loss_class_dn_2: 0.3707 (0.3646) loss_bbox_dn_2: 0.2451 (0.2235) loss_giou_dn_2: 0.3918 (0.3940) loss_class_dn_3: 0.3654 (0.3584) loss_bbox_dn_3: 0.2375 (0.2202) loss_giou_dn_3: 0.3835 (0.3889) loss_class_dn_4: 0.3607 (0.3560) loss_bbox_dn_4: 0.2371 (0.2193) loss_giou_dn_4: 0.3813 (0.3873) loss_class_hybrid: 0.7235 (0.6804) loss_bbox_hybrid: 0.1809 (0.1726) loss_giou_hybrid: 0.3642 (0.3852) loss_class_0_hybrid: 0.7931 (0.7579) loss_bbox_0_hybrid: 0.1834 (0.1785) loss_giou_0_hybrid: 0.3777 (0.3977) loss_class_1_hybrid: 0.7369 (0.7098) loss_bbox_1_hybrid: 0.1774 (0.1753) loss_giou_1_hybrid: 0.3752 (0.3904) loss_class_2_hybrid: 0.7211 (0.6955) loss_bbox_2_hybrid: 0.1749 (0.1727) loss_giou_2_hybrid: 0.3643 (0.3864) loss_class_3_hybrid: 0.7219 (0.6861) loss_bbox_3_hybrid: 0.1814 (0.1726) loss_giou_3_hybrid: 0.3592 (0.3855) loss_class_4_hybrid: 0.7229 (0.6816) loss_bbox_4_hybrid: 0.1793 (0.1727) loss_giou_4_hybrid: 0.3617 (0.3855) loss_class_enc_hybrid: 0.7603 (0.7366) loss_bbox_enc_hybrid: 0.2212 (0.2055) loss_giou_enc_hybrid: 0.4285 (0.4415) mem: 1016 max mem: 36965 [2024-01-16 05:28:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:29:03 det.util.engine] INFO: Epoch: [11] [4600/11727] eta: 2:07:17 lr: 0.000010 data_time: 0.0033 iter_time: 1.0366 loss: 23.5057 (24.0021) loss_class: 0.6790 (0.6806) loss_bbox: 0.1479 (0.1620) loss_giou: 0.3464 (0.3598) loss_class_0: 0.8354 (0.8334) loss_bbox_0: 0.1454 (0.1621) loss_giou_0: 0.3405 (0.3638) loss_class_1: 0.7063 (0.7259) loss_bbox_1: 0.1496 (0.1636) loss_giou_1: 0.3498 (0.3633) loss_class_2: 0.6838 (0.7030) loss_bbox_2: 0.1422 (0.1616) loss_giou_2: 0.3562 (0.3606) loss_class_3: 0.6881 (0.6892) loss_bbox_3: 0.1507 (0.1616) loss_giou_3: 0.3466 (0.3599) loss_class_4: 0.6830 (0.6825) loss_bbox_4: 0.1454 (0.1619) loss_giou_4: 0.3465 (0.3600) loss_class_enc: 0.8040 (0.8005) loss_bbox_enc: 0.1656 (0.1848) loss_giou_enc: 0.3756 (0.3992) loss_class_dn: 0.3514 (0.3555) loss_bbox_dn: 0.1974 (0.2194) loss_giou_dn: 0.3735 (0.3873) loss_class_dn_0: 0.4498 (0.4545) loss_bbox_dn_0: 0.2812 (0.3139) loss_giou_dn_0: 0.4977 (0.5029) loss_class_dn_1: 0.3828 (0.3850) loss_bbox_dn_1: 0.2225 (0.2438) loss_giou_dn_1: 0.4104 (0.4190) loss_class_dn_2: 0.3607 (0.3646) loss_bbox_dn_2: 0.2052 (0.2235) loss_giou_dn_2: 0.3795 (0.3940) loss_class_dn_3: 0.3538 (0.3584) loss_bbox_dn_3: 0.1982 (0.2202) loss_giou_dn_3: 0.3757 (0.3888) loss_class_dn_4: 0.3530 (0.3560) loss_bbox_dn_4: 0.1972 (0.2194) loss_giou_dn_4: 0.3734 (0.3873) loss_class_hybrid: 0.6600 (0.6805) loss_bbox_hybrid: 0.1590 (0.1726) loss_giou_hybrid: 0.3615 (0.3850) loss_class_0_hybrid: 0.7390 (0.7581) loss_bbox_0_hybrid: 0.1698 (0.1785) loss_giou_0_hybrid: 0.3651 (0.3975) loss_class_1_hybrid: 0.6921 (0.7099) loss_bbox_1_hybrid: 0.1656 (0.1753) loss_giou_1_hybrid: 0.3623 (0.3902) loss_class_2_hybrid: 0.6826 (0.6957) loss_bbox_2_hybrid: 0.1538 (0.1727) loss_giou_2_hybrid: 0.3600 (0.3862) loss_class_3_hybrid: 0.6634 (0.6862) loss_bbox_3_hybrid: 0.1571 (0.1726) loss_giou_3_hybrid: 0.3603 (0.3853) loss_class_4_hybrid: 0.6627 (0.6818) loss_bbox_4_hybrid: 0.1595 (0.1727) loss_giou_4_hybrid: 0.3624 (0.3853) loss_class_enc_hybrid: 0.7267 (0.7367) loss_bbox_enc_hybrid: 0.1867 (0.2055) loss_giou_enc_hybrid: 0.4093 (0.4413) mem: 1024 max mem: 36965 [2024-01-16 05:29:03 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:29:55 det.util.engine] INFO: Epoch: [11] [4650/11727] eta: 2:06:21 lr: 0.000010 data_time: 0.0034 iter_time: 1.0373 loss: 23.1205 (24.0046) loss_class: 0.6322 (0.6807) loss_bbox: 0.1486 (0.1619) loss_giou: 0.3454 (0.3598) loss_class_0: 0.7872 (0.8334) loss_bbox_0: 0.1540 (0.1622) loss_giou_0: 0.3542 (0.3639) loss_class_1: 0.6655 (0.7259) loss_bbox_1: 0.1510 (0.1636) loss_giou_1: 0.3445 (0.3634) loss_class_2: 0.6432 (0.7030) loss_bbox_2: 0.1537 (0.1616) loss_giou_2: 0.3439 (0.3606) loss_class_3: 0.6616 (0.6893) loss_bbox_3: 0.1466 (0.1615) loss_giou_3: 0.3592 (0.3600) loss_class_4: 0.6502 (0.6826) loss_bbox_4: 0.1509 (0.1619) loss_giou_4: 0.3454 (0.3600) loss_class_enc: 0.7752 (0.8005) loss_bbox_enc: 0.1768 (0.1849) loss_giou_enc: 0.3945 (0.3993) loss_class_dn: 0.3568 (0.3555) loss_bbox_dn: 0.2001 (0.2194) loss_giou_dn: 0.3825 (0.3873) loss_class_dn_0: 0.4586 (0.4545) loss_bbox_dn_0: 0.2820 (0.3139) loss_giou_dn_0: 0.5012 (0.5030) loss_class_dn_1: 0.3845 (0.3850) loss_bbox_dn_1: 0.2252 (0.2438) loss_giou_dn_1: 0.4128 (0.4190) loss_class_dn_2: 0.3661 (0.3646) loss_bbox_dn_2: 0.2033 (0.2236) loss_giou_dn_2: 0.3906 (0.3940) loss_class_dn_3: 0.3578 (0.3584) loss_bbox_dn_3: 0.2011 (0.2203) loss_giou_dn_3: 0.3823 (0.3889) loss_class_dn_4: 0.3561 (0.3560) loss_bbox_dn_4: 0.2001 (0.2194) loss_giou_dn_4: 0.3824 (0.3873) loss_class_hybrid: 0.6425 (0.6806) loss_bbox_hybrid: 0.1608 (0.1726) loss_giou_hybrid: 0.3793 (0.3851) loss_class_0_hybrid: 0.7281 (0.7581) loss_bbox_0_hybrid: 0.1682 (0.1786) loss_giou_0_hybrid: 0.3852 (0.3976) loss_class_1_hybrid: 0.6535 (0.7098) loss_bbox_1_hybrid: 0.1677 (0.1753) loss_giou_1_hybrid: 0.3772 (0.3903) loss_class_2_hybrid: 0.6425 (0.6957) loss_bbox_2_hybrid: 0.1621 (0.1727) loss_giou_2_hybrid: 0.3794 (0.3863) loss_class_3_hybrid: 0.6362 (0.6862) loss_bbox_3_hybrid: 0.1601 (0.1726) loss_giou_3_hybrid: 0.3791 (0.3854) loss_class_4_hybrid: 0.6379 (0.6818) loss_bbox_4_hybrid: 0.1605 (0.1727) loss_giou_4_hybrid: 0.3787 (0.3854) loss_class_enc_hybrid: 0.7119 (0.7368) loss_bbox_enc_hybrid: 0.1878 (0.2055) loss_giou_enc_hybrid: 0.4296 (0.4413) mem: 1031 max mem: 36965 [2024-01-16 05:29:55 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:30:47 det.util.engine] INFO: Epoch: [11] [4700/11727] eta: 2:05:25 lr: 0.000010 data_time: 0.0034 iter_time: 1.0449 loss: 24.2962 (24.0030) loss_class: 0.6769 (0.6808) loss_bbox: 0.1622 (0.1620) loss_giou: 0.3465 (0.3597) loss_class_0: 0.8108 (0.8333) loss_bbox_0: 0.1669 (0.1622) loss_giou_0: 0.3534 (0.3639) loss_class_1: 0.7091 (0.7258) loss_bbox_1: 0.1678 (0.1637) loss_giou_1: 0.3490 (0.3633) loss_class_2: 0.6924 (0.7029) loss_bbox_2: 0.1671 (0.1616) loss_giou_2: 0.3472 (0.3606) loss_class_3: 0.6748 (0.6893) loss_bbox_3: 0.1672 (0.1616) loss_giou_3: 0.3482 (0.3599) loss_class_4: 0.6730 (0.6825) loss_bbox_4: 0.1622 (0.1619) loss_giou_4: 0.3411 (0.3599) loss_class_enc: 0.7826 (0.8004) loss_bbox_enc: 0.1891 (0.1849) loss_giou_enc: 0.3840 (0.3993) loss_class_dn: 0.3566 (0.3555) loss_bbox_dn: 0.2038 (0.2194) loss_giou_dn: 0.3882 (0.3872) loss_class_dn_0: 0.4542 (0.4545) loss_bbox_dn_0: 0.2959 (0.3140) loss_giou_dn_0: 0.5016 (0.5029) loss_class_dn_1: 0.3876 (0.3850) loss_bbox_dn_1: 0.2217 (0.2439) loss_giou_dn_1: 0.4194 (0.4190) loss_class_dn_2: 0.3672 (0.3646) loss_bbox_dn_2: 0.2081 (0.2236) loss_giou_dn_2: 0.3985 (0.3939) loss_class_dn_3: 0.3620 (0.3584) loss_bbox_dn_3: 0.2050 (0.2203) loss_giou_dn_3: 0.3890 (0.3888) loss_class_dn_4: 0.3576 (0.3559) loss_bbox_dn_4: 0.2038 (0.2194) loss_giou_dn_4: 0.3881 (0.3872) loss_class_hybrid: 0.6767 (0.6806) loss_bbox_hybrid: 0.1824 (0.1727) loss_giou_hybrid: 0.3559 (0.3850) loss_class_0_hybrid: 0.7365 (0.7581) loss_bbox_0_hybrid: 0.1797 (0.1786) loss_giou_0_hybrid: 0.3697 (0.3975) loss_class_1_hybrid: 0.7002 (0.7098) loss_bbox_1_hybrid: 0.1791 (0.1753) loss_giou_1_hybrid: 0.3627 (0.3902) loss_class_2_hybrid: 0.6832 (0.6957) loss_bbox_2_hybrid: 0.1762 (0.1728) loss_giou_2_hybrid: 0.3605 (0.3863) loss_class_3_hybrid: 0.6709 (0.6862) loss_bbox_3_hybrid: 0.1780 (0.1726) loss_giou_3_hybrid: 0.3554 (0.3853) loss_class_4_hybrid: 0.6780 (0.6818) loss_bbox_4_hybrid: 0.1796 (0.1727) loss_giou_4_hybrid: 0.3542 (0.3853) loss_class_enc_hybrid: 0.7228 (0.7368) loss_bbox_enc_hybrid: 0.2096 (0.2056) loss_giou_enc_hybrid: 0.4070 (0.4413) mem: 1026 max mem: 36965 [2024-01-16 05:30:47 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:31:39 det.util.engine] INFO: Epoch: [11] [4750/11727] eta: 2:04:29 lr: 0.000010 data_time: 0.0030 iter_time: 1.0188 loss: 24.5479 (24.0055) loss_class: 0.6893 (0.6810) loss_bbox: 0.1513 (0.1619) loss_giou: 0.3572 (0.3597) loss_class_0: 0.8185 (0.8334) loss_bbox_0: 0.1590 (0.1622) loss_giou_0: 0.3700 (0.3638) loss_class_1: 0.7438 (0.7260) loss_bbox_1: 0.1531 (0.1637) loss_giou_1: 0.3649 (0.3632) loss_class_2: 0.6960 (0.7031) loss_bbox_2: 0.1535 (0.1616) loss_giou_2: 0.3595 (0.3605) loss_class_3: 0.7123 (0.6896) loss_bbox_3: 0.1501 (0.1615) loss_giou_3: 0.3603 (0.3598) loss_class_4: 0.6837 (0.6828) loss_bbox_4: 0.1513 (0.1619) loss_giou_4: 0.3573 (0.3599) loss_class_enc: 0.8043 (0.8005) loss_bbox_enc: 0.1768 (0.1849) loss_giou_enc: 0.4006 (0.3993) loss_class_dn: 0.3635 (0.3555) loss_bbox_dn: 0.2211 (0.2196) loss_giou_dn: 0.4033 (0.3872) loss_class_dn_0: 0.4541 (0.4545) loss_bbox_dn_0: 0.3090 (0.3140) loss_giou_dn_0: 0.5041 (0.5028) loss_class_dn_1: 0.3877 (0.3850) loss_bbox_dn_1: 0.2499 (0.2440) loss_giou_dn_1: 0.4292 (0.4189) loss_class_dn_2: 0.3697 (0.3646) loss_bbox_dn_2: 0.2261 (0.2237) loss_giou_dn_2: 0.4066 (0.3939) loss_class_dn_3: 0.3626 (0.3584) loss_bbox_dn_3: 0.2234 (0.2204) loss_giou_dn_3: 0.4051 (0.3888) loss_class_dn_4: 0.3634 (0.3560) loss_bbox_dn_4: 0.2213 (0.2196) loss_giou_dn_4: 0.4032 (0.3872) loss_class_hybrid: 0.6805 (0.6807) loss_bbox_hybrid: 0.1654 (0.1727) loss_giou_hybrid: 0.3771 (0.3849) loss_class_0_hybrid: 0.7401 (0.7581) loss_bbox_0_hybrid: 0.1713 (0.1786) loss_giou_0_hybrid: 0.3992 (0.3974) loss_class_1_hybrid: 0.7103 (0.7099) loss_bbox_1_hybrid: 0.1673 (0.1754) loss_giou_1_hybrid: 0.3875 (0.3901) loss_class_2_hybrid: 0.6938 (0.6958) loss_bbox_2_hybrid: 0.1678 (0.1728) loss_giou_2_hybrid: 0.3786 (0.3862) loss_class_3_hybrid: 0.6908 (0.6864) loss_bbox_3_hybrid: 0.1648 (0.1726) loss_giou_3_hybrid: 0.3819 (0.3853) loss_class_4_hybrid: 0.6795 (0.6820) loss_bbox_4_hybrid: 0.1636 (0.1728) loss_giou_4_hybrid: 0.3787 (0.3852) loss_class_enc_hybrid: 0.7242 (0.7368) loss_bbox_enc_hybrid: 0.2012 (0.2056) loss_giou_enc_hybrid: 0.4516 (0.4412) mem: 1040 max mem: 36965 [2024-01-16 05:31:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:32:31 det.util.engine] INFO: Epoch: [11] [4800/11727] eta: 2:03:34 lr: 0.000010 data_time: 0.0031 iter_time: 1.0303 loss: 24.8465 (24.0083) loss_class: 0.6585 (0.6812) loss_bbox: 0.1687 (0.1620) loss_giou: 0.3610 (0.3596) loss_class_0: 0.8175 (0.8336) loss_bbox_0: 0.1566 (0.1623) loss_giou_0: 0.3534 (0.3638) loss_class_1: 0.7381 (0.7262) loss_bbox_1: 0.1471 (0.1637) loss_giou_1: 0.3742 (0.3631) loss_class_2: 0.6946 (0.7033) loss_bbox_2: 0.1518 (0.1616) loss_giou_2: 0.3630 (0.3605) loss_class_3: 0.6987 (0.6897) loss_bbox_3: 0.1635 (0.1616) loss_giou_3: 0.3621 (0.3598) loss_class_4: 0.6909 (0.6830) loss_bbox_4: 0.1687 (0.1620) loss_giou_4: 0.3634 (0.3598) loss_class_enc: 0.7772 (0.8006) loss_bbox_enc: 0.1886 (0.1851) loss_giou_enc: 0.4071 (0.3992) loss_class_dn: 0.3605 (0.3555) loss_bbox_dn: 0.2183 (0.2197) loss_giou_dn: 0.3735 (0.3872) loss_class_dn_0: 0.4543 (0.4545) loss_bbox_dn_0: 0.2877 (0.3142) loss_giou_dn_0: 0.5067 (0.5028) loss_class_dn_1: 0.3847 (0.3850) loss_bbox_dn_1: 0.2336 (0.2442) loss_giou_dn_1: 0.4209 (0.4189) loss_class_dn_2: 0.3671 (0.3646) loss_bbox_dn_2: 0.2201 (0.2239) loss_giou_dn_2: 0.3793 (0.3939) loss_class_dn_3: 0.3622 (0.3584) loss_bbox_dn_3: 0.2196 (0.2206) loss_giou_dn_3: 0.3745 (0.3888) loss_class_dn_4: 0.3601 (0.3560) loss_bbox_dn_4: 0.2184 (0.2197) loss_giou_dn_4: 0.3734 (0.3872) loss_class_hybrid: 0.6592 (0.6809) loss_bbox_hybrid: 0.1746 (0.1727) loss_giou_hybrid: 0.3835 (0.3849) loss_class_0_hybrid: 0.7154 (0.7582) loss_bbox_0_hybrid: 0.1790 (0.1787) loss_giou_0_hybrid: 0.3733 (0.3974) loss_class_1_hybrid: 0.6873 (0.7101) loss_bbox_1_hybrid: 0.1727 (0.1754) loss_giou_1_hybrid: 0.3824 (0.3901) loss_class_2_hybrid: 0.6777 (0.6960) loss_bbox_2_hybrid: 0.1694 (0.1728) loss_giou_2_hybrid: 0.3711 (0.3861) loss_class_3_hybrid: 0.6677 (0.6865) loss_bbox_3_hybrid: 0.1739 (0.1727) loss_giou_3_hybrid: 0.3707 (0.3852) loss_class_4_hybrid: 0.6673 (0.6821) loss_bbox_4_hybrid: 0.1749 (0.1728) loss_giou_4_hybrid: 0.3795 (0.3851) loss_class_enc_hybrid: 0.6988 (0.7370) loss_bbox_enc_hybrid: 0.2095 (0.2057) loss_giou_enc_hybrid: 0.4033 (0.4412) mem: 1029 max mem: 36965 [2024-01-16 05:32:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:33:23 det.util.engine] INFO: Epoch: [11] [4850/11727] eta: 2:02:38 lr: 0.000010 data_time: 0.0031 iter_time: 1.0449 loss: 24.1997 (24.0094) loss_class: 0.6950 (0.6813) loss_bbox: 0.1548 (0.1620) loss_giou: 0.3545 (0.3596) loss_class_0: 0.8231 (0.8336) loss_bbox_0: 0.1555 (0.1622) loss_giou_0: 0.3753 (0.3638) loss_class_1: 0.7164 (0.7263) loss_bbox_1: 0.1538 (0.1637) loss_giou_1: 0.3707 (0.3632) loss_class_2: 0.7137 (0.7034) loss_bbox_2: 0.1475 (0.1616) loss_giou_2: 0.3661 (0.3605) loss_class_3: 0.7101 (0.6898) loss_bbox_3: 0.1538 (0.1616) loss_giou_3: 0.3567 (0.3598) loss_class_4: 0.6918 (0.6831) loss_bbox_4: 0.1552 (0.1619) loss_giou_4: 0.3613 (0.3598) loss_class_enc: 0.7752 (0.8005) loss_bbox_enc: 0.1807 (0.1850) loss_giou_enc: 0.4101 (0.3993) loss_class_dn: 0.3625 (0.3555) loss_bbox_dn: 0.2158 (0.2197) loss_giou_dn: 0.4036 (0.3873) loss_class_dn_0: 0.4596 (0.4545) loss_bbox_dn_0: 0.3265 (0.3142) loss_giou_dn_0: 0.5234 (0.5029) loss_class_dn_1: 0.3903 (0.3850) loss_bbox_dn_1: 0.2511 (0.2442) loss_giou_dn_1: 0.4430 (0.4190) loss_class_dn_2: 0.3726 (0.3646) loss_bbox_dn_2: 0.2233 (0.2239) loss_giou_dn_2: 0.4087 (0.3940) loss_class_dn_3: 0.3663 (0.3584) loss_bbox_dn_3: 0.2203 (0.2206) loss_giou_dn_3: 0.4036 (0.3888) loss_class_dn_4: 0.3627 (0.3560) loss_bbox_dn_4: 0.2159 (0.2197) loss_giou_dn_4: 0.4034 (0.3873) loss_class_hybrid: 0.6674 (0.6809) loss_bbox_hybrid: 0.1685 (0.1727) loss_giou_hybrid: 0.3820 (0.3849) loss_class_0_hybrid: 0.7412 (0.7582) loss_bbox_0_hybrid: 0.1686 (0.1787) loss_giou_0_hybrid: 0.3972 (0.3974) loss_class_1_hybrid: 0.6800 (0.7101) loss_bbox_1_hybrid: 0.1750 (0.1754) loss_giou_1_hybrid: 0.3897 (0.3901) loss_class_2_hybrid: 0.6693 (0.6960) loss_bbox_2_hybrid: 0.1701 (0.1728) loss_giou_2_hybrid: 0.3792 (0.3861) loss_class_3_hybrid: 0.6669 (0.6865) loss_bbox_3_hybrid: 0.1688 (0.1726) loss_giou_3_hybrid: 0.3830 (0.3852) loss_class_4_hybrid: 0.6639 (0.6821) loss_bbox_4_hybrid: 0.1704 (0.1728) loss_giou_4_hybrid: 0.3835 (0.3852) loss_class_enc_hybrid: 0.7297 (0.7369) loss_bbox_enc_hybrid: 0.1931 (0.2057) loss_giou_enc_hybrid: 0.4401 (0.4412) mem: 1036 max mem: 36965 [2024-01-16 05:33:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:34:15 det.util.engine] INFO: Epoch: [11] [4900/11727] eta: 2:01:42 lr: 0.000010 data_time: 0.0032 iter_time: 1.0312 loss: 24.0581 (24.0082) loss_class: 0.6841 (0.6814) loss_bbox: 0.1513 (0.1620) loss_giou: 0.3273 (0.3594) loss_class_0: 0.8099 (0.8337) loss_bbox_0: 0.1515 (0.1623) loss_giou_0: 0.3297 (0.3636) loss_class_1: 0.7422 (0.7264) loss_bbox_1: 0.1518 (0.1638) loss_giou_1: 0.3298 (0.3630) loss_class_2: 0.7258 (0.7036) loss_bbox_2: 0.1586 (0.1617) loss_giou_2: 0.3254 (0.3603) loss_class_3: 0.7164 (0.6898) loss_bbox_3: 0.1480 (0.1616) loss_giou_3: 0.3232 (0.3596) loss_class_4: 0.6963 (0.6832) loss_bbox_4: 0.1464 (0.1620) loss_giou_4: 0.3242 (0.3596) loss_class_enc: 0.8014 (0.8005) loss_bbox_enc: 0.1819 (0.1851) loss_giou_enc: 0.3674 (0.3991) loss_class_dn: 0.3564 (0.3555) loss_bbox_dn: 0.2055 (0.2198) loss_giou_dn: 0.3654 (0.3871) loss_class_dn_0: 0.4557 (0.4546) loss_bbox_dn_0: 0.2949 (0.3144) loss_giou_dn_0: 0.4967 (0.5028) loss_class_dn_1: 0.3977 (0.3851) loss_bbox_dn_1: 0.2193 (0.2443) loss_giou_dn_1: 0.3905 (0.4189) loss_class_dn_2: 0.3638 (0.3646) loss_bbox_dn_2: 0.2047 (0.2240) loss_giou_dn_2: 0.3711 (0.3938) loss_class_dn_3: 0.3569 (0.3584) loss_bbox_dn_3: 0.2068 (0.2207) loss_giou_dn_3: 0.3640 (0.3887) loss_class_dn_4: 0.3545 (0.3560) loss_bbox_dn_4: 0.2056 (0.2198) loss_giou_dn_4: 0.3651 (0.3871) loss_class_hybrid: 0.6939 (0.6810) loss_bbox_hybrid: 0.1758 (0.1728) loss_giou_hybrid: 0.3362 (0.3847) loss_class_0_hybrid: 0.7551 (0.7584) loss_bbox_0_hybrid: 0.1688 (0.1787) loss_giou_0_hybrid: 0.3485 (0.3972) loss_class_1_hybrid: 0.7426 (0.7102) loss_bbox_1_hybrid: 0.1793 (0.1755) loss_giou_1_hybrid: 0.3421 (0.3899) loss_class_2_hybrid: 0.7299 (0.6961) loss_bbox_2_hybrid: 0.1806 (0.1729) loss_giou_2_hybrid: 0.3395 (0.3859) loss_class_3_hybrid: 0.7216 (0.6866) loss_bbox_3_hybrid: 0.1789 (0.1727) loss_giou_3_hybrid: 0.3381 (0.3850) loss_class_4_hybrid: 0.7114 (0.6822) loss_bbox_4_hybrid: 0.1757 (0.1728) loss_giou_4_hybrid: 0.3361 (0.3849) loss_class_enc_hybrid: 0.7646 (0.7370) loss_bbox_enc_hybrid: 0.1951 (0.2057) loss_giou_enc_hybrid: 0.3960 (0.4410) mem: 1034 max mem: 36965 [2024-01-16 05:34:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:35:07 det.util.engine] INFO: Epoch: [11] [4950/11727] eta: 2:00:47 lr: 0.000010 data_time: 0.0033 iter_time: 1.0622 loss: 22.7906 (24.0104) loss_class: 0.6521 (0.6815) loss_bbox: 0.1541 (0.1620) loss_giou: 0.3597 (0.3593) loss_class_0: 0.8173 (0.8339) loss_bbox_0: 0.1575 (0.1624) loss_giou_0: 0.3584 (0.3636) loss_class_1: 0.7012 (0.7265) loss_bbox_1: 0.1633 (0.1638) loss_giou_1: 0.3723 (0.3630) loss_class_2: 0.6754 (0.7037) loss_bbox_2: 0.1562 (0.1617) loss_giou_2: 0.3579 (0.3602) loss_class_3: 0.6705 (0.6900) loss_bbox_3: 0.1547 (0.1617) loss_giou_3: 0.3595 (0.3595) loss_class_4: 0.6517 (0.6833) loss_bbox_4: 0.1541 (0.1620) loss_giou_4: 0.3607 (0.3595) loss_class_enc: 0.7913 (0.8006) loss_bbox_enc: 0.1901 (0.1852) loss_giou_enc: 0.3920 (0.3991) loss_class_dn: 0.3604 (0.3555) loss_bbox_dn: 0.2318 (0.2199) loss_giou_dn: 0.3826 (0.3872) loss_class_dn_0: 0.4579 (0.4546) loss_bbox_dn_0: 0.3339 (0.3145) loss_giou_dn_0: 0.5068 (0.5028) loss_class_dn_1: 0.3850 (0.3851) loss_bbox_dn_1: 0.2684 (0.2444) loss_giou_dn_1: 0.4173 (0.4189) loss_class_dn_2: 0.3651 (0.3647) loss_bbox_dn_2: 0.2406 (0.2241) loss_giou_dn_2: 0.3842 (0.3939) loss_class_dn_3: 0.3622 (0.3585) loss_bbox_dn_3: 0.2322 (0.2208) loss_giou_dn_3: 0.3822 (0.3887) loss_class_dn_4: 0.3609 (0.3560) loss_bbox_dn_4: 0.2318 (0.2199) loss_giou_dn_4: 0.3824 (0.3871) loss_class_hybrid: 0.6856 (0.6811) loss_bbox_hybrid: 0.1659 (0.1728) loss_giou_hybrid: 0.3934 (0.3845) loss_class_0_hybrid: 0.7706 (0.7586) loss_bbox_0_hybrid: 0.1743 (0.1787) loss_giou_0_hybrid: 0.3963 (0.3971) loss_class_1_hybrid: 0.7248 (0.7103) loss_bbox_1_hybrid: 0.1706 (0.1755) loss_giou_1_hybrid: 0.3924 (0.3898) loss_class_2_hybrid: 0.7042 (0.6962) loss_bbox_2_hybrid: 0.1698 (0.1729) loss_giou_2_hybrid: 0.3947 (0.3858) loss_class_3_hybrid: 0.6912 (0.6867) loss_bbox_3_hybrid: 0.1665 (0.1727) loss_giou_3_hybrid: 0.3920 (0.3849) loss_class_4_hybrid: 0.6809 (0.6824) loss_bbox_4_hybrid: 0.1638 (0.1728) loss_giou_4_hybrid: 0.3939 (0.3848) loss_class_enc_hybrid: 0.7415 (0.7372) loss_bbox_enc_hybrid: 0.2041 (0.2058) loss_giou_enc_hybrid: 0.4274 (0.4409) mem: 1022 max mem: 36965 [2024-01-16 05:35:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:35:59 det.util.engine] INFO: Epoch: [11] [5000/11727] eta: 1:59:51 lr: 0.000010 data_time: 0.0033 iter_time: 1.0536 loss: 23.5263 (24.0118) loss_class: 0.6587 (0.6815) loss_bbox: 0.1350 (0.1620) loss_giou: 0.3821 (0.3595) loss_class_0: 0.8346 (0.8340) loss_bbox_0: 0.1327 (0.1623) loss_giou_0: 0.3769 (0.3637) loss_class_1: 0.7099 (0.7265) loss_bbox_1: 0.1405 (0.1637) loss_giou_1: 0.3789 (0.3631) loss_class_2: 0.6831 (0.7037) loss_bbox_2: 0.1415 (0.1617) loss_giou_2: 0.3712 (0.3604) loss_class_3: 0.6675 (0.6899) loss_bbox_3: 0.1366 (0.1617) loss_giou_3: 0.3776 (0.3597) loss_class_4: 0.6605 (0.6833) loss_bbox_4: 0.1367 (0.1620) loss_giou_4: 0.3853 (0.3597) loss_class_enc: 0.7918 (0.8005) loss_bbox_enc: 0.1639 (0.1851) loss_giou_enc: 0.4093 (0.3992) loss_class_dn: 0.3542 (0.3556) loss_bbox_dn: 0.1720 (0.2197) loss_giou_dn: 0.3930 (0.3873) loss_class_dn_0: 0.4538 (0.4546) loss_bbox_dn_0: 0.2549 (0.3143) loss_giou_dn_0: 0.5009 (0.5029) loss_class_dn_1: 0.3821 (0.3851) loss_bbox_dn_1: 0.1961 (0.2442) loss_giou_dn_1: 0.4231 (0.4190) loss_class_dn_2: 0.3655 (0.3647) loss_bbox_dn_2: 0.1800 (0.2239) loss_giou_dn_2: 0.3944 (0.3940) loss_class_dn_3: 0.3591 (0.3585) loss_bbox_dn_3: 0.1729 (0.2206) loss_giou_dn_3: 0.3927 (0.3888) loss_class_dn_4: 0.3541 (0.3561) loss_bbox_dn_4: 0.1720 (0.2198) loss_giou_dn_4: 0.3931 (0.3873) loss_class_hybrid: 0.6756 (0.6811) loss_bbox_hybrid: 0.1457 (0.1727) loss_giou_hybrid: 0.3893 (0.3848) loss_class_0_hybrid: 0.7490 (0.7585) loss_bbox_0_hybrid: 0.1533 (0.1786) loss_giou_0_hybrid: 0.4154 (0.3973) loss_class_1_hybrid: 0.6936 (0.7103) loss_bbox_1_hybrid: 0.1509 (0.1754) loss_giou_1_hybrid: 0.4014 (0.3900) loss_class_2_hybrid: 0.6904 (0.6962) loss_bbox_2_hybrid: 0.1471 (0.1728) loss_giou_2_hybrid: 0.3915 (0.3860) loss_class_3_hybrid: 0.6764 (0.6866) loss_bbox_3_hybrid: 0.1471 (0.1727) loss_giou_3_hybrid: 0.3893 (0.3851) loss_class_4_hybrid: 0.6732 (0.6823) loss_bbox_4_hybrid: 0.1468 (0.1728) loss_giou_4_hybrid: 0.3887 (0.3850) loss_class_enc_hybrid: 0.7240 (0.7371) loss_bbox_enc_hybrid: 0.1893 (0.2057) loss_giou_enc_hybrid: 0.4476 (0.4411) mem: 1037 max mem: 36965 [2024-01-16 05:35:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:36:51 det.util.engine] INFO: Epoch: [11] [5050/11727] eta: 1:58:55 lr: 0.000010 data_time: 0.0032 iter_time: 1.0293 loss: 24.2930 (24.0145) loss_class: 0.7112 (0.6817) loss_bbox: 0.1723 (0.1621) loss_giou: 0.3361 (0.3595) loss_class_0: 0.8275 (0.8341) loss_bbox_0: 0.1916 (0.1623) loss_giou_0: 0.3324 (0.3637) loss_class_1: 0.7399 (0.7267) loss_bbox_1: 0.1812 (0.1637) loss_giou_1: 0.3290 (0.3631) loss_class_2: 0.7406 (0.7039) loss_bbox_2: 0.1735 (0.1617) loss_giou_2: 0.3191 (0.3603) loss_class_3: 0.7061 (0.6901) loss_bbox_3: 0.1715 (0.1617) loss_giou_3: 0.3353 (0.3596) loss_class_4: 0.7067 (0.6835) loss_bbox_4: 0.1723 (0.1620) loss_giou_4: 0.3360 (0.3596) loss_class_enc: 0.8089 (0.8007) loss_bbox_enc: 0.2218 (0.1852) loss_giou_enc: 0.3603 (0.3992) loss_class_dn: 0.3545 (0.3556) loss_bbox_dn: 0.2436 (0.2198) loss_giou_dn: 0.3585 (0.3873) loss_class_dn_0: 0.4574 (0.4546) loss_bbox_dn_0: 0.3387 (0.3144) loss_giou_dn_0: 0.4703 (0.5029) loss_class_dn_1: 0.3875 (0.3851) loss_bbox_dn_1: 0.2508 (0.2443) loss_giou_dn_1: 0.3886 (0.4190) loss_class_dn_2: 0.3628 (0.3647) loss_bbox_dn_2: 0.2461 (0.2240) loss_giou_dn_2: 0.3676 (0.3940) loss_class_dn_3: 0.3541 (0.3585) loss_bbox_dn_3: 0.2453 (0.2207) loss_giou_dn_3: 0.3607 (0.3888) loss_class_dn_4: 0.3528 (0.3561) loss_bbox_dn_4: 0.2436 (0.2198) loss_giou_dn_4: 0.3584 (0.3873) loss_class_hybrid: 0.7006 (0.6812) loss_bbox_hybrid: 0.1757 (0.1727) loss_giou_hybrid: 0.3529 (0.3847) loss_class_0_hybrid: 0.7729 (0.7587) loss_bbox_0_hybrid: 0.1893 (0.1787) loss_giou_0_hybrid: 0.3413 (0.3972) loss_class_1_hybrid: 0.7286 (0.7105) loss_bbox_1_hybrid: 0.1806 (0.1754) loss_giou_1_hybrid: 0.3524 (0.3900) loss_class_2_hybrid: 0.7112 (0.6963) loss_bbox_2_hybrid: 0.1774 (0.1728) loss_giou_2_hybrid: 0.3529 (0.3860) loss_class_3_hybrid: 0.6891 (0.6868) loss_bbox_3_hybrid: 0.1772 (0.1727) loss_giou_3_hybrid: 0.3537 (0.3850) loss_class_4_hybrid: 0.6926 (0.6825) loss_bbox_4_hybrid: 0.1757 (0.1728) loss_giou_4_hybrid: 0.3536 (0.3850) loss_class_enc_hybrid: 0.7610 (0.7373) loss_bbox_enc_hybrid: 0.2238 (0.2057) loss_giou_enc_hybrid: 0.3783 (0.4411) mem: 1017 max mem: 36965 [2024-01-16 05:36:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:37:42 det.util.engine] INFO: Epoch: [11] [5100/11727] eta: 1:58:00 lr: 0.000010 data_time: 0.0033 iter_time: 1.0441 loss: 23.1230 (24.0152) loss_class: 0.6423 (0.6817) loss_bbox: 0.1551 (0.1621) loss_giou: 0.3240 (0.3594) loss_class_0: 0.8429 (0.8341) loss_bbox_0: 0.1522 (0.1624) loss_giou_0: 0.3337 (0.3636) loss_class_1: 0.6860 (0.7268) loss_bbox_1: 0.1584 (0.1638) loss_giou_1: 0.3284 (0.3630) loss_class_2: 0.6636 (0.7039) loss_bbox_2: 0.1567 (0.1617) loss_giou_2: 0.3157 (0.3603) loss_class_3: 0.6443 (0.6901) loss_bbox_3: 0.1627 (0.1617) loss_giou_3: 0.3161 (0.3596) loss_class_4: 0.6486 (0.6836) loss_bbox_4: 0.1583 (0.1621) loss_giou_4: 0.3240 (0.3595) loss_class_enc: 0.7543 (0.8007) loss_bbox_enc: 0.1721 (0.1853) loss_giou_enc: 0.3704 (0.3991) loss_class_dn: 0.3403 (0.3556) loss_bbox_dn: 0.1940 (0.2200) loss_giou_dn: 0.3927 (0.3873) loss_class_dn_0: 0.4483 (0.4546) loss_bbox_dn_0: 0.2829 (0.3145) loss_giou_dn_0: 0.5141 (0.5028) loss_class_dn_1: 0.3778 (0.3851) loss_bbox_dn_1: 0.2081 (0.2445) loss_giou_dn_1: 0.4263 (0.4190) loss_class_dn_2: 0.3540 (0.3647) loss_bbox_dn_2: 0.2027 (0.2242) loss_giou_dn_2: 0.3958 (0.3940) loss_class_dn_3: 0.3467 (0.3585) loss_bbox_dn_3: 0.1947 (0.2209) loss_giou_dn_3: 0.3930 (0.3888) loss_class_dn_4: 0.3419 (0.3561) loss_bbox_dn_4: 0.1939 (0.2200) loss_giou_dn_4: 0.3926 (0.3872) loss_class_hybrid: 0.6617 (0.6813) loss_bbox_hybrid: 0.1550 (0.1728) loss_giou_hybrid: 0.3255 (0.3846) loss_class_0_hybrid: 0.7329 (0.7587) loss_bbox_0_hybrid: 0.1636 (0.1787) loss_giou_0_hybrid: 0.3471 (0.3971) loss_class_1_hybrid: 0.6922 (0.7106) loss_bbox_1_hybrid: 0.1565 (0.1755) loss_giou_1_hybrid: 0.3319 (0.3898) loss_class_2_hybrid: 0.6751 (0.6964) loss_bbox_2_hybrid: 0.1563 (0.1729) loss_giou_2_hybrid: 0.3247 (0.3858) loss_class_3_hybrid: 0.6544 (0.6869) loss_bbox_3_hybrid: 0.1577 (0.1727) loss_giou_3_hybrid: 0.3264 (0.3849) loss_class_4_hybrid: 0.6596 (0.6826) loss_bbox_4_hybrid: 0.1562 (0.1729) loss_giou_4_hybrid: 0.3267 (0.3848) loss_class_enc_hybrid: 0.7258 (0.7374) loss_bbox_enc_hybrid: 0.1864 (0.2058) loss_giou_enc_hybrid: 0.3798 (0.4409) mem: 1019 max mem: 36965 [2024-01-16 05:37:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:38:35 det.util.engine] INFO: Epoch: [11] [5150/11727] eta: 1:57:05 lr: 0.000010 data_time: 0.0033 iter_time: 1.0358 loss: 23.1776 (24.0114) loss_class: 0.6712 (0.6816) loss_bbox: 0.1563 (0.1621) loss_giou: 0.3068 (0.3593) loss_class_0: 0.8290 (0.8341) loss_bbox_0: 0.1598 (0.1623) loss_giou_0: 0.3148 (0.3635) loss_class_1: 0.7139 (0.7267) loss_bbox_1: 0.1589 (0.1638) loss_giou_1: 0.3099 (0.3629) loss_class_2: 0.6671 (0.7038) loss_bbox_2: 0.1564 (0.1617) loss_giou_2: 0.3111 (0.3602) loss_class_3: 0.6761 (0.6900) loss_bbox_3: 0.1582 (0.1617) loss_giou_3: 0.3071 (0.3595) loss_class_4: 0.6711 (0.6834) loss_bbox_4: 0.1564 (0.1620) loss_giou_4: 0.3069 (0.3595) loss_class_enc: 0.7671 (0.8006) loss_bbox_enc: 0.1868 (0.1853) loss_giou_enc: 0.3620 (0.3991) loss_class_dn: 0.3465 (0.3555) loss_bbox_dn: 0.2218 (0.2199) loss_giou_dn: 0.3453 (0.3872) loss_class_dn_0: 0.4476 (0.4546) loss_bbox_dn_0: 0.2985 (0.3144) loss_giou_dn_0: 0.4502 (0.5027) loss_class_dn_1: 0.3758 (0.3851) loss_bbox_dn_1: 0.2528 (0.2443) loss_giou_dn_1: 0.3698 (0.4189) loss_class_dn_2: 0.3521 (0.3646) loss_bbox_dn_2: 0.2306 (0.2241) loss_giou_dn_2: 0.3502 (0.3939) loss_class_dn_3: 0.3489 (0.3585) loss_bbox_dn_3: 0.2256 (0.2208) loss_giou_dn_3: 0.3449 (0.3888) loss_class_dn_4: 0.3479 (0.3560) loss_bbox_dn_4: 0.2220 (0.2199) loss_giou_dn_4: 0.3455 (0.3872) loss_class_hybrid: 0.6796 (0.6812) loss_bbox_hybrid: 0.1623 (0.1728) loss_giou_hybrid: 0.3173 (0.3845) loss_class_0_hybrid: 0.7542 (0.7586) loss_bbox_0_hybrid: 0.1818 (0.1787) loss_giou_0_hybrid: 0.3306 (0.3971) loss_class_1_hybrid: 0.7038 (0.7104) loss_bbox_1_hybrid: 0.1639 (0.1755) loss_giou_1_hybrid: 0.3247 (0.3898) loss_class_2_hybrid: 0.6833 (0.6963) loss_bbox_2_hybrid: 0.1654 (0.1729) loss_giou_2_hybrid: 0.3198 (0.3858) loss_class_3_hybrid: 0.6818 (0.6868) loss_bbox_3_hybrid: 0.1640 (0.1727) loss_giou_3_hybrid: 0.3171 (0.3848) loss_class_4_hybrid: 0.6793 (0.6825) loss_bbox_4_hybrid: 0.1636 (0.1728) loss_giou_4_hybrid: 0.3167 (0.3848) loss_class_enc_hybrid: 0.7242 (0.7373) loss_bbox_enc_hybrid: 0.2033 (0.2058) loss_giou_enc_hybrid: 0.3741 (0.4409) mem: 1038 max mem: 36965 [2024-01-16 05:38:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:39:27 det.util.engine] INFO: Epoch: [11] [5200/11727] eta: 1:56:10 lr: 0.000010 data_time: 0.0033 iter_time: 1.0431 loss: 23.9292 (24.0113) loss_class: 0.7027 (0.6815) loss_bbox: 0.1538 (0.1621) loss_giou: 0.3374 (0.3594) loss_class_0: 0.7997 (0.8338) loss_bbox_0: 0.1574 (0.1624) loss_giou_0: 0.3615 (0.3636) loss_class_1: 0.7457 (0.7266) loss_bbox_1: 0.1573 (0.1638) loss_giou_1: 0.3397 (0.3630) loss_class_2: 0.7204 (0.7036) loss_bbox_2: 0.1538 (0.1617) loss_giou_2: 0.3468 (0.3603) loss_class_3: 0.6991 (0.6898) loss_bbox_3: 0.1541 (0.1618) loss_giou_3: 0.3394 (0.3596) loss_class_4: 0.6918 (0.6833) loss_bbox_4: 0.1538 (0.1621) loss_giou_4: 0.3411 (0.3595) loss_class_enc: 0.7885 (0.8003) loss_bbox_enc: 0.1834 (0.1854) loss_giou_enc: 0.4038 (0.3992) loss_class_dn: 0.3534 (0.3555) loss_bbox_dn: 0.2373 (0.2200) loss_giou_dn: 0.3864 (0.3873) loss_class_dn_0: 0.4501 (0.4545) loss_bbox_dn_0: 0.3226 (0.3145) loss_giou_dn_0: 0.5178 (0.5028) loss_class_dn_1: 0.3825 (0.3850) loss_bbox_dn_1: 0.2599 (0.2445) loss_giou_dn_1: 0.4263 (0.4190) loss_class_dn_2: 0.3617 (0.3646) loss_bbox_dn_2: 0.2408 (0.2242) loss_giou_dn_2: 0.3951 (0.3940) loss_class_dn_3: 0.3569 (0.3584) loss_bbox_dn_3: 0.2401 (0.2209) loss_giou_dn_3: 0.3885 (0.3888) loss_class_dn_4: 0.3545 (0.3560) loss_bbox_dn_4: 0.2372 (0.2200) loss_giou_dn_4: 0.3862 (0.3873) loss_class_hybrid: 0.6751 (0.6810) loss_bbox_hybrid: 0.1631 (0.1728) loss_giou_hybrid: 0.3778 (0.3846) loss_class_0_hybrid: 0.7580 (0.7584) loss_bbox_0_hybrid: 0.1760 (0.1787) loss_giou_0_hybrid: 0.3938 (0.3971) loss_class_1_hybrid: 0.7362 (0.7103) loss_bbox_1_hybrid: 0.1659 (0.1755) loss_giou_1_hybrid: 0.3838 (0.3898) loss_class_2_hybrid: 0.7142 (0.6961) loss_bbox_2_hybrid: 0.1680 (0.1729) loss_giou_2_hybrid: 0.3764 (0.3859) loss_class_3_hybrid: 0.6905 (0.6866) loss_bbox_3_hybrid: 0.1642 (0.1727) loss_giou_3_hybrid: 0.3757 (0.3849) loss_class_4_hybrid: 0.6747 (0.6823) loss_bbox_4_hybrid: 0.1636 (0.1729) loss_giou_4_hybrid: 0.3759 (0.3848) loss_class_enc_hybrid: 0.7409 (0.7371) loss_bbox_enc_hybrid: 0.2128 (0.2058) loss_giou_enc_hybrid: 0.4361 (0.4409) mem: 1022 max mem: 36965 [2024-01-16 05:39:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:40:20 det.util.engine] INFO: Epoch: [11] [5250/11727] eta: 1:55:16 lr: 0.000010 data_time: 0.0033 iter_time: 1.0456 loss: 24.0053 (24.0160) loss_class: 0.6271 (0.6815) loss_bbox: 0.1686 (0.1622) loss_giou: 0.3547 (0.3596) loss_class_0: 0.8004 (0.8339) loss_bbox_0: 0.1504 (0.1625) loss_giou_0: 0.3590 (0.3637) loss_class_1: 0.6911 (0.7266) loss_bbox_1: 0.1776 (0.1639) loss_giou_1: 0.3513 (0.3631) loss_class_2: 0.6530 (0.7036) loss_bbox_2: 0.1554 (0.1618) loss_giou_2: 0.3523 (0.3605) loss_class_3: 0.6406 (0.6898) loss_bbox_3: 0.1580 (0.1619) loss_giou_3: 0.3470 (0.3598) loss_class_4: 0.6435 (0.6833) loss_bbox_4: 0.1595 (0.1622) loss_giou_4: 0.3548 (0.3597) loss_class_enc: 0.7458 (0.8003) loss_bbox_enc: 0.1745 (0.1854) loss_giou_enc: 0.3877 (0.3994) loss_class_dn: 0.3475 (0.3556) loss_bbox_dn: 0.2007 (0.2201) loss_giou_dn: 0.3563 (0.3874) loss_class_dn_0: 0.4497 (0.4545) loss_bbox_dn_0: 0.2780 (0.3145) loss_giou_dn_0: 0.4751 (0.5029) loss_class_dn_1: 0.3724 (0.3851) loss_bbox_dn_1: 0.2182 (0.2445) loss_giou_dn_1: 0.3813 (0.4191) loss_class_dn_2: 0.3555 (0.3646) loss_bbox_dn_2: 0.2039 (0.2243) loss_giou_dn_2: 0.3600 (0.3941) loss_class_dn_3: 0.3503 (0.3585) loss_bbox_dn_3: 0.2017 (0.2210) loss_giou_dn_3: 0.3569 (0.3889) loss_class_dn_4: 0.3467 (0.3560) loss_bbox_dn_4: 0.2005 (0.2201) loss_giou_dn_4: 0.3562 (0.3873) loss_class_hybrid: 0.6451 (0.6810) loss_bbox_hybrid: 0.1714 (0.1729) loss_giou_hybrid: 0.3755 (0.3848) loss_class_0_hybrid: 0.7209 (0.7584) loss_bbox_0_hybrid: 0.1735 (0.1788) loss_giou_0_hybrid: 0.3900 (0.3973) loss_class_1_hybrid: 0.6862 (0.7103) loss_bbox_1_hybrid: 0.1717 (0.1756) loss_giou_1_hybrid: 0.3817 (0.3900) loss_class_2_hybrid: 0.6626 (0.6961) loss_bbox_2_hybrid: 0.1641 (0.1730) loss_giou_2_hybrid: 0.3800 (0.3860) loss_class_3_hybrid: 0.6445 (0.6866) loss_bbox_3_hybrid: 0.1678 (0.1728) loss_giou_3_hybrid: 0.3785 (0.3851) loss_class_4_hybrid: 0.6467 (0.6823) loss_bbox_4_hybrid: 0.1700 (0.1729) loss_giou_4_hybrid: 0.3736 (0.3850) loss_class_enc_hybrid: 0.7014 (0.7371) loss_bbox_enc_hybrid: 0.2053 (0.2059) loss_giou_enc_hybrid: 0.4331 (0.4411) mem: 1034 max mem: 36965 [2024-01-16 05:40:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:41:11 det.util.engine] INFO: Epoch: [11] [5300/11727] eta: 1:54:20 lr: 0.000010 data_time: 0.0032 iter_time: 1.0147 loss: 24.6602 (24.0173) loss_class: 0.7054 (0.6817) loss_bbox: 0.1577 (0.1622) loss_giou: 0.3487 (0.3596) loss_class_0: 0.8609 (0.8340) loss_bbox_0: 0.1542 (0.1624) loss_giou_0: 0.3613 (0.3637) loss_class_1: 0.7334 (0.7267) loss_bbox_1: 0.1524 (0.1638) loss_giou_1: 0.3615 (0.3631) loss_class_2: 0.7228 (0.7038) loss_bbox_2: 0.1565 (0.1618) loss_giou_2: 0.3492 (0.3604) loss_class_3: 0.7173 (0.6900) loss_bbox_3: 0.1585 (0.1618) loss_giou_3: 0.3524 (0.3597) loss_class_4: 0.7046 (0.6835) loss_bbox_4: 0.1587 (0.1621) loss_giou_4: 0.3489 (0.3597) loss_class_enc: 0.8092 (0.8004) loss_bbox_enc: 0.1723 (0.1854) loss_giou_enc: 0.3917 (0.3993) loss_class_dn: 0.3628 (0.3556) loss_bbox_dn: 0.2153 (0.2201) loss_giou_dn: 0.4005 (0.3874) loss_class_dn_0: 0.4536 (0.4545) loss_bbox_dn_0: 0.3062 (0.3145) loss_giou_dn_0: 0.5072 (0.5029) loss_class_dn_1: 0.3864 (0.3851) loss_bbox_dn_1: 0.2353 (0.2445) loss_giou_dn_1: 0.4325 (0.4191) loss_class_dn_2: 0.3691 (0.3647) loss_bbox_dn_2: 0.2166 (0.2243) loss_giou_dn_2: 0.4053 (0.3941) loss_class_dn_3: 0.3652 (0.3585) loss_bbox_dn_3: 0.2164 (0.2209) loss_giou_dn_3: 0.4018 (0.3889) loss_class_dn_4: 0.3621 (0.3561) loss_bbox_dn_4: 0.2151 (0.2201) loss_giou_dn_4: 0.4002 (0.3874) loss_class_hybrid: 0.6982 (0.6811) loss_bbox_hybrid: 0.1655 (0.1729) loss_giou_hybrid: 0.3656 (0.3848) loss_class_0_hybrid: 0.7732 (0.7584) loss_bbox_0_hybrid: 0.1734 (0.1788) loss_giou_0_hybrid: 0.3802 (0.3973) loss_class_1_hybrid: 0.7224 (0.7104) loss_bbox_1_hybrid: 0.1685 (0.1755) loss_giou_1_hybrid: 0.3744 (0.3900) loss_class_2_hybrid: 0.7182 (0.6962) loss_bbox_2_hybrid: 0.1675 (0.1730) loss_giou_2_hybrid: 0.3715 (0.3860) loss_class_3_hybrid: 0.7020 (0.6867) loss_bbox_3_hybrid: 0.1650 (0.1728) loss_giou_3_hybrid: 0.3713 (0.3851) loss_class_4_hybrid: 0.6999 (0.6824) loss_bbox_4_hybrid: 0.1671 (0.1729) loss_giou_4_hybrid: 0.3673 (0.3850) loss_class_enc_hybrid: 0.7498 (0.7372) loss_bbox_enc_hybrid: 0.1857 (0.2058) loss_giou_enc_hybrid: 0.4217 (0.4411) mem: 1026 max mem: 36965 [2024-01-16 05:41:11 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:42:04 det.util.engine] INFO: Epoch: [11] [5350/11727] eta: 1:53:25 lr: 0.000010 data_time: 0.0031 iter_time: 1.0304 loss: 24.9628 (24.0194) loss_class: 0.7020 (0.6818) loss_bbox: 0.1613 (0.1622) loss_giou: 0.3306 (0.3595) loss_class_0: 0.8647 (0.8341) loss_bbox_0: 0.1689 (0.1625) loss_giou_0: 0.3437 (0.3637) loss_class_1: 0.7451 (0.7268) loss_bbox_1: 0.1704 (0.1639) loss_giou_1: 0.3364 (0.3631) loss_class_2: 0.7193 (0.7039) loss_bbox_2: 0.1684 (0.1618) loss_giou_2: 0.3308 (0.3604) loss_class_3: 0.7078 (0.6901) loss_bbox_3: 0.1648 (0.1619) loss_giou_3: 0.3314 (0.3597) loss_class_4: 0.7012 (0.6836) loss_bbox_4: 0.1610 (0.1622) loss_giou_4: 0.3308 (0.3597) loss_class_enc: 0.8182 (0.8006) loss_bbox_enc: 0.1895 (0.1854) loss_giou_enc: 0.3747 (0.3993) loss_class_dn: 0.3648 (0.3556) loss_bbox_dn: 0.2273 (0.2201) loss_giou_dn: 0.4044 (0.3873) loss_class_dn_0: 0.4587 (0.4545) loss_bbox_dn_0: 0.3200 (0.3145) loss_giou_dn_0: 0.5083 (0.5029) loss_class_dn_1: 0.3947 (0.3851) loss_bbox_dn_1: 0.2409 (0.2445) loss_giou_dn_1: 0.4289 (0.4191) loss_class_dn_2: 0.3749 (0.3647) loss_bbox_dn_2: 0.2323 (0.2243) loss_giou_dn_2: 0.4093 (0.3940) loss_class_dn_3: 0.3672 (0.3585) loss_bbox_dn_3: 0.2284 (0.2210) loss_giou_dn_3: 0.4069 (0.3889) loss_class_dn_4: 0.3663 (0.3561) loss_bbox_dn_4: 0.2273 (0.2201) loss_giou_dn_4: 0.4046 (0.3873) loss_class_hybrid: 0.7097 (0.6812) loss_bbox_hybrid: 0.1831 (0.1729) loss_giou_hybrid: 0.3631 (0.3848) loss_class_0_hybrid: 0.7875 (0.7585) loss_bbox_0_hybrid: 0.1889 (0.1789) loss_giou_0_hybrid: 0.3739 (0.3973) loss_class_1_hybrid: 0.7371 (0.7105) loss_bbox_1_hybrid: 0.1847 (0.1756) loss_giou_1_hybrid: 0.3677 (0.3900) loss_class_2_hybrid: 0.7197 (0.6963) loss_bbox_2_hybrid: 0.1810 (0.1731) loss_giou_2_hybrid: 0.3643 (0.3860) loss_class_3_hybrid: 0.7149 (0.6868) loss_bbox_3_hybrid: 0.1839 (0.1729) loss_giou_3_hybrid: 0.3654 (0.3851) loss_class_4_hybrid: 0.7054 (0.6824) loss_bbox_4_hybrid: 0.1851 (0.1730) loss_giou_4_hybrid: 0.3642 (0.3850) loss_class_enc_hybrid: 0.7598 (0.7373) loss_bbox_enc_hybrid: 0.2239 (0.2059) loss_giou_enc_hybrid: 0.4166 (0.4411) mem: 1024 max mem: 36965 [2024-01-16 05:42:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:43:00 det.util.engine] INFO: Epoch: [11] [5400/11727] eta: 1:52:35 lr: 0.000010 data_time: 0.0034 iter_time: 1.2529 loss: 24.6699 (24.0221) loss_class: 0.7078 (0.6819) loss_bbox: 0.1582 (0.1622) loss_giou: 0.3367 (0.3595) loss_class_0: 0.8565 (0.8344) loss_bbox_0: 0.1619 (0.1624) loss_giou_0: 0.3346 (0.3637) loss_class_1: 0.7283 (0.7269) loss_bbox_1: 0.1754 (0.1639) loss_giou_1: 0.3482 (0.3631) loss_class_2: 0.7190 (0.7040) loss_bbox_2: 0.1586 (0.1618) loss_giou_2: 0.3425 (0.3604) loss_class_3: 0.7160 (0.6903) loss_bbox_3: 0.1582 (0.1619) loss_giou_3: 0.3401 (0.3597) loss_class_4: 0.7052 (0.6837) loss_bbox_4: 0.1673 (0.1622) loss_giou_4: 0.3400 (0.3597) loss_class_enc: 0.8180 (0.8008) loss_bbox_enc: 0.1779 (0.1854) loss_giou_enc: 0.3854 (0.3993) loss_class_dn: 0.3606 (0.3556) loss_bbox_dn: 0.2341 (0.2201) loss_giou_dn: 0.3677 (0.3874) loss_class_dn_0: 0.4547 (0.4545) loss_bbox_dn_0: 0.3278 (0.3146) loss_giou_dn_0: 0.4827 (0.5029) loss_class_dn_1: 0.3906 (0.3851) loss_bbox_dn_1: 0.2625 (0.2445) loss_giou_dn_1: 0.4095 (0.4191) loss_class_dn_2: 0.3727 (0.3647) loss_bbox_dn_2: 0.2411 (0.2243) loss_giou_dn_2: 0.3762 (0.3941) loss_class_dn_3: 0.3636 (0.3586) loss_bbox_dn_3: 0.2366 (0.2210) loss_giou_dn_3: 0.3702 (0.3889) loss_class_dn_4: 0.3606 (0.3561) loss_bbox_dn_4: 0.2340 (0.2201) loss_giou_dn_4: 0.3676 (0.3873) loss_class_hybrid: 0.6742 (0.6813) loss_bbox_hybrid: 0.1772 (0.1730) loss_giou_hybrid: 0.3641 (0.3848) loss_class_0_hybrid: 0.7620 (0.7587) loss_bbox_0_hybrid: 0.1814 (0.1789) loss_giou_0_hybrid: 0.3784 (0.3973) loss_class_1_hybrid: 0.7092 (0.7106) loss_bbox_1_hybrid: 0.1811 (0.1756) loss_giou_1_hybrid: 0.3663 (0.3900) loss_class_2_hybrid: 0.6955 (0.6964) loss_bbox_2_hybrid: 0.1793 (0.1731) loss_giou_2_hybrid: 0.3655 (0.3861) loss_class_3_hybrid: 0.6791 (0.6869) loss_bbox_3_hybrid: 0.1780 (0.1729) loss_giou_3_hybrid: 0.3646 (0.3851) loss_class_4_hybrid: 0.6822 (0.6825) loss_bbox_4_hybrid: 0.1767 (0.1730) loss_giou_4_hybrid: 0.3637 (0.3851) loss_class_enc_hybrid: 0.7332 (0.7375) loss_bbox_enc_hybrid: 0.2159 (0.2059) loss_giou_enc_hybrid: 0.4243 (0.4411) mem: 1027 max mem: 36965 [2024-01-16 05:43:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:43:53 det.util.engine] INFO: Epoch: [11] [5450/11727] eta: 1:51:41 lr: 0.000010 data_time: 0.0032 iter_time: 1.0344 loss: 24.2389 (24.0187) loss_class: 0.6747 (0.6819) loss_bbox: 0.1621 (0.1622) loss_giou: 0.3273 (0.3594) loss_class_0: 0.8389 (0.8343) loss_bbox_0: 0.1540 (0.1624) loss_giou_0: 0.3373 (0.3636) loss_class_1: 0.7193 (0.7268) loss_bbox_1: 0.1628 (0.1639) loss_giou_1: 0.3329 (0.3630) loss_class_2: 0.6879 (0.7039) loss_bbox_2: 0.1607 (0.1619) loss_giou_2: 0.3340 (0.3603) loss_class_3: 0.6773 (0.6901) loss_bbox_3: 0.1701 (0.1619) loss_giou_3: 0.3273 (0.3596) loss_class_4: 0.6737 (0.6836) loss_bbox_4: 0.1622 (0.1622) loss_giou_4: 0.3359 (0.3596) loss_class_enc: 0.7698 (0.8006) loss_bbox_enc: 0.1802 (0.1854) loss_giou_enc: 0.3745 (0.3992) loss_class_dn: 0.3557 (0.3556) loss_bbox_dn: 0.2089 (0.2201) loss_giou_dn: 0.3556 (0.3873) loss_class_dn_0: 0.4537 (0.4546) loss_bbox_dn_0: 0.3240 (0.3146) loss_giou_dn_0: 0.4876 (0.5029) loss_class_dn_1: 0.3870 (0.3851) loss_bbox_dn_1: 0.2397 (0.2445) loss_giou_dn_1: 0.3960 (0.4190) loss_class_dn_2: 0.3671 (0.3647) loss_bbox_dn_2: 0.2121 (0.2243) loss_giou_dn_2: 0.3616 (0.3940) loss_class_dn_3: 0.3576 (0.3586) loss_bbox_dn_3: 0.2103 (0.2210) loss_giou_dn_3: 0.3579 (0.3888) loss_class_dn_4: 0.3554 (0.3561) loss_bbox_dn_4: 0.2089 (0.2201) loss_giou_dn_4: 0.3556 (0.3872) loss_class_hybrid: 0.7056 (0.6813) loss_bbox_hybrid: 0.1696 (0.1730) loss_giou_hybrid: 0.3488 (0.3846) loss_class_0_hybrid: 0.7829 (0.7586) loss_bbox_0_hybrid: 0.1741 (0.1789) loss_giou_0_hybrid: 0.3645 (0.3971) loss_class_1_hybrid: 0.7363 (0.7106) loss_bbox_1_hybrid: 0.1716 (0.1756) loss_giou_1_hybrid: 0.3503 (0.3899) loss_class_2_hybrid: 0.7137 (0.6964) loss_bbox_2_hybrid: 0.1669 (0.1731) loss_giou_2_hybrid: 0.3486 (0.3859) loss_class_3_hybrid: 0.7131 (0.6868) loss_bbox_3_hybrid: 0.1673 (0.1729) loss_giou_3_hybrid: 0.3455 (0.3849) loss_class_4_hybrid: 0.7138 (0.6825) loss_bbox_4_hybrid: 0.1662 (0.1730) loss_giou_4_hybrid: 0.3486 (0.3849) loss_class_enc_hybrid: 0.7485 (0.7374) loss_bbox_enc_hybrid: 0.2042 (0.2059) loss_giou_enc_hybrid: 0.4151 (0.4409) mem: 1016 max mem: 36965 [2024-01-16 05:43:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:44:45 det.util.engine] INFO: Epoch: [11] [5500/11727] eta: 1:50:47 lr: 0.000010 data_time: 0.0030 iter_time: 1.0325 loss: 23.1188 (24.0196) loss_class: 0.7065 (0.6818) loss_bbox: 0.1497 (0.1623) loss_giou: 0.3378 (0.3595) loss_class_0: 0.8460 (0.8343) loss_bbox_0: 0.1656 (0.1625) loss_giou_0: 0.3353 (0.3636) loss_class_1: 0.7604 (0.7268) loss_bbox_1: 0.1609 (0.1639) loss_giou_1: 0.3442 (0.3631) loss_class_2: 0.7232 (0.7040) loss_bbox_2: 0.1500 (0.1618) loss_giou_2: 0.3346 (0.3604) loss_class_3: 0.6980 (0.6901) loss_bbox_3: 0.1496 (0.1619) loss_giou_3: 0.3383 (0.3597) loss_class_4: 0.6982 (0.6836) loss_bbox_4: 0.1497 (0.1622) loss_giou_4: 0.3379 (0.3597) loss_class_enc: 0.7948 (0.8006) loss_bbox_enc: 0.1932 (0.1854) loss_giou_enc: 0.3775 (0.3993) loss_class_dn: 0.3470 (0.3556) loss_bbox_dn: 0.2201 (0.2201) loss_giou_dn: 0.3541 (0.3872) loss_class_dn_0: 0.4462 (0.4545) loss_bbox_dn_0: 0.3218 (0.3146) loss_giou_dn_0: 0.4791 (0.5029) loss_class_dn_1: 0.3773 (0.3851) loss_bbox_dn_1: 0.2470 (0.2446) loss_giou_dn_1: 0.3900 (0.4190) loss_class_dn_2: 0.3588 (0.3647) loss_bbox_dn_2: 0.2267 (0.2243) loss_giou_dn_2: 0.3589 (0.3939) loss_class_dn_3: 0.3512 (0.3585) loss_bbox_dn_3: 0.2214 (0.2210) loss_giou_dn_3: 0.3560 (0.3888) loss_class_dn_4: 0.3498 (0.3561) loss_bbox_dn_4: 0.2200 (0.2201) loss_giou_dn_4: 0.3539 (0.3872) loss_class_hybrid: 0.6797 (0.6812) loss_bbox_hybrid: 0.1588 (0.1730) loss_giou_hybrid: 0.3534 (0.3847) loss_class_0_hybrid: 0.7624 (0.7586) loss_bbox_0_hybrid: 0.1749 (0.1789) loss_giou_0_hybrid: 0.3631 (0.3972) loss_class_1_hybrid: 0.7286 (0.7105) loss_bbox_1_hybrid: 0.1612 (0.1756) loss_giou_1_hybrid: 0.3539 (0.3899) loss_class_2_hybrid: 0.7083 (0.6964) loss_bbox_2_hybrid: 0.1582 (0.1731) loss_giou_2_hybrid: 0.3529 (0.3859) loss_class_3_hybrid: 0.6847 (0.6868) loss_bbox_3_hybrid: 0.1577 (0.1729) loss_giou_3_hybrid: 0.3496 (0.3850) loss_class_4_hybrid: 0.6815 (0.6825) loss_bbox_4_hybrid: 0.1590 (0.1730) loss_giou_4_hybrid: 0.3502 (0.3849) loss_class_enc_hybrid: 0.7623 (0.7374) loss_bbox_enc_hybrid: 0.2130 (0.2060) loss_giou_enc_hybrid: 0.3972 (0.4410) mem: 1031 max mem: 36965 [2024-01-16 05:44:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:45:38 det.util.engine] INFO: Epoch: [11] [5550/11727] eta: 1:49:53 lr: 0.000010 data_time: 0.0034 iter_time: 1.0548 loss: 23.5139 (24.0186) loss_class: 0.6780 (0.6818) loss_bbox: 0.1502 (0.1622) loss_giou: 0.3541 (0.3595) loss_class_0: 0.8095 (0.8343) loss_bbox_0: 0.1493 (0.1624) loss_giou_0: 0.3497 (0.3636) loss_class_1: 0.7132 (0.7268) loss_bbox_1: 0.1485 (0.1639) loss_giou_1: 0.3530 (0.3631) loss_class_2: 0.6970 (0.7040) loss_bbox_2: 0.1517 (0.1618) loss_giou_2: 0.3569 (0.3604) loss_class_3: 0.6886 (0.6901) loss_bbox_3: 0.1499 (0.1619) loss_giou_3: 0.3545 (0.3597) loss_class_4: 0.6863 (0.6836) loss_bbox_4: 0.1494 (0.1622) loss_giou_4: 0.3544 (0.3596) loss_class_enc: 0.7586 (0.8006) loss_bbox_enc: 0.1683 (0.1854) loss_giou_enc: 0.3909 (0.3993) loss_class_dn: 0.3513 (0.3556) loss_bbox_dn: 0.2007 (0.2201) loss_giou_dn: 0.3851 (0.3872) loss_class_dn_0: 0.4539 (0.4546) loss_bbox_dn_0: 0.2915 (0.3146) loss_giou_dn_0: 0.5016 (0.5029) loss_class_dn_1: 0.3824 (0.3851) loss_bbox_dn_1: 0.2224 (0.2445) loss_giou_dn_1: 0.4130 (0.4190) loss_class_dn_2: 0.3603 (0.3647) loss_bbox_dn_2: 0.2028 (0.2243) loss_giou_dn_2: 0.3872 (0.3939) loss_class_dn_3: 0.3548 (0.3585) loss_bbox_dn_3: 0.2016 (0.2210) loss_giou_dn_3: 0.3864 (0.3888) loss_class_dn_4: 0.3517 (0.3561) loss_bbox_dn_4: 0.2007 (0.2201) loss_giou_dn_4: 0.3852 (0.3872) loss_class_hybrid: 0.6752 (0.6812) loss_bbox_hybrid: 0.1599 (0.1729) loss_giou_hybrid: 0.3735 (0.3847) loss_class_0_hybrid: 0.7321 (0.7586) loss_bbox_0_hybrid: 0.1626 (0.1789) loss_giou_0_hybrid: 0.3891 (0.3972) loss_class_1_hybrid: 0.7037 (0.7106) loss_bbox_1_hybrid: 0.1587 (0.1756) loss_giou_1_hybrid: 0.3815 (0.3899) loss_class_2_hybrid: 0.6836 (0.6964) loss_bbox_2_hybrid: 0.1602 (0.1730) loss_giou_2_hybrid: 0.3778 (0.3859) loss_class_3_hybrid: 0.6849 (0.6868) loss_bbox_3_hybrid: 0.1609 (0.1729) loss_giou_3_hybrid: 0.3750 (0.3850) loss_class_4_hybrid: 0.6939 (0.6825) loss_bbox_4_hybrid: 0.1610 (0.1730) loss_giou_4_hybrid: 0.3736 (0.3849) loss_class_enc_hybrid: 0.7082 (0.7374) loss_bbox_enc_hybrid: 0.1903 (0.2059) loss_giou_enc_hybrid: 0.4231 (0.4410) mem: 1022 max mem: 36965 [2024-01-16 05:45:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:46:31 det.util.engine] INFO: Epoch: [11] [5600/11727] eta: 1:49:00 lr: 0.000010 data_time: 0.0032 iter_time: 1.0672 loss: 24.5882 (24.0231) loss_class: 0.6813 (0.6818) loss_bbox: 0.1645 (0.1623) loss_giou: 0.3512 (0.3596) loss_class_0: 0.8461 (0.8344) loss_bbox_0: 0.1579 (0.1624) loss_giou_0: 0.3526 (0.3638) loss_class_1: 0.7464 (0.7269) loss_bbox_1: 0.1577 (0.1639) loss_giou_1: 0.3487 (0.3632) loss_class_2: 0.6977 (0.7040) loss_bbox_2: 0.1693 (0.1619) loss_giou_2: 0.3514 (0.3605) loss_class_3: 0.6957 (0.6901) loss_bbox_3: 0.1615 (0.1619) loss_giou_3: 0.3506 (0.3598) loss_class_4: 0.6872 (0.6836) loss_bbox_4: 0.1673 (0.1622) loss_giou_4: 0.3504 (0.3598) loss_class_enc: 0.7947 (0.8006) loss_bbox_enc: 0.1929 (0.1855) loss_giou_enc: 0.3875 (0.3995) loss_class_dn: 0.3562 (0.3556) loss_bbox_dn: 0.2264 (0.2202) loss_giou_dn: 0.3725 (0.3873) loss_class_dn_0: 0.4554 (0.4546) loss_bbox_dn_0: 0.3063 (0.3147) loss_giou_dn_0: 0.5099 (0.5030) loss_class_dn_1: 0.3896 (0.3851) loss_bbox_dn_1: 0.2423 (0.2446) loss_giou_dn_1: 0.4096 (0.4191) loss_class_dn_2: 0.3660 (0.3647) loss_bbox_dn_2: 0.2315 (0.2243) loss_giou_dn_2: 0.3815 (0.3940) loss_class_dn_3: 0.3578 (0.3586) loss_bbox_dn_3: 0.2285 (0.2210) loss_giou_dn_3: 0.3753 (0.3889) loss_class_dn_4: 0.3553 (0.3561) loss_bbox_dn_4: 0.2264 (0.2202) loss_giou_dn_4: 0.3725 (0.3873) loss_class_hybrid: 0.6920 (0.6813) loss_bbox_hybrid: 0.1766 (0.1730) loss_giou_hybrid: 0.3697 (0.3848) loss_class_0_hybrid: 0.7518 (0.7586) loss_bbox_0_hybrid: 0.1864 (0.1789) loss_giou_0_hybrid: 0.3863 (0.3974) loss_class_1_hybrid: 0.7210 (0.7107) loss_bbox_1_hybrid: 0.1797 (0.1756) loss_giou_1_hybrid: 0.3743 (0.3900) loss_class_2_hybrid: 0.7138 (0.6965) loss_bbox_2_hybrid: 0.1776 (0.1731) loss_giou_2_hybrid: 0.3705 (0.3860) loss_class_3_hybrid: 0.7011 (0.6869) loss_bbox_3_hybrid: 0.1776 (0.1729) loss_giou_3_hybrid: 0.3716 (0.3851) loss_class_4_hybrid: 0.6845 (0.6826) loss_bbox_4_hybrid: 0.1768 (0.1730) loss_giou_4_hybrid: 0.3705 (0.3850) loss_class_enc_hybrid: 0.7269 (0.7374) loss_bbox_enc_hybrid: 0.2143 (0.2059) loss_giou_enc_hybrid: 0.4132 (0.4412) mem: 1020 max mem: 36965 [2024-01-16 05:46:31 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:47:23 det.util.engine] INFO: Epoch: [11] [5650/11727] eta: 1:48:05 lr: 0.000010 data_time: 0.0028 iter_time: 1.0367 loss: 23.7151 (24.0226) loss_class: 0.6532 (0.6817) loss_bbox: 0.1474 (0.1623) loss_giou: 0.3872 (0.3597) loss_class_0: 0.8241 (0.8342) loss_bbox_0: 0.1502 (0.1625) loss_giou_0: 0.3697 (0.3638) loss_class_1: 0.7104 (0.7267) loss_bbox_1: 0.1483 (0.1639) loss_giou_1: 0.3908 (0.3633) loss_class_2: 0.6941 (0.7038) loss_bbox_2: 0.1472 (0.1619) loss_giou_2: 0.3784 (0.3606) loss_class_3: 0.6603 (0.6900) loss_bbox_3: 0.1468 (0.1619) loss_giou_3: 0.3835 (0.3599) loss_class_4: 0.6556 (0.6835) loss_bbox_4: 0.1464 (0.1622) loss_giou_4: 0.3854 (0.3599) loss_class_enc: 0.7724 (0.8004) loss_bbox_enc: 0.1754 (0.1855) loss_giou_enc: 0.4257 (0.3995) loss_class_dn: 0.3581 (0.3556) loss_bbox_dn: 0.1781 (0.2201) loss_giou_dn: 0.4015 (0.3874) loss_class_dn_0: 0.4452 (0.4546) loss_bbox_dn_0: 0.2661 (0.3147) loss_giou_dn_0: 0.5219 (0.5030) loss_class_dn_1: 0.3851 (0.3851) loss_bbox_dn_1: 0.2059 (0.2446) loss_giou_dn_1: 0.4374 (0.4192) loss_class_dn_2: 0.3650 (0.3647) loss_bbox_dn_2: 0.1772 (0.2243) loss_giou_dn_2: 0.4127 (0.3941) loss_class_dn_3: 0.3612 (0.3586) loss_bbox_dn_3: 0.1769 (0.2210) loss_giou_dn_3: 0.4024 (0.3889) loss_class_dn_4: 0.3588 (0.3561) loss_bbox_dn_4: 0.1782 (0.2201) loss_giou_dn_4: 0.4014 (0.3873) loss_class_hybrid: 0.6505 (0.6812) loss_bbox_hybrid: 0.1555 (0.1730) loss_giou_hybrid: 0.4097 (0.3849) loss_class_0_hybrid: 0.7399 (0.7585) loss_bbox_0_hybrid: 0.1612 (0.1789) loss_giou_0_hybrid: 0.4169 (0.3974) loss_class_1_hybrid: 0.6919 (0.7105) loss_bbox_1_hybrid: 0.1614 (0.1757) loss_giou_1_hybrid: 0.4171 (0.3901) loss_class_2_hybrid: 0.6601 (0.6963) loss_bbox_2_hybrid: 0.1587 (0.1731) loss_giou_2_hybrid: 0.4114 (0.3861) loss_class_3_hybrid: 0.6586 (0.6867) loss_bbox_3_hybrid: 0.1577 (0.1729) loss_giou_3_hybrid: 0.4101 (0.3852) loss_class_4_hybrid: 0.6595 (0.6824) loss_bbox_4_hybrid: 0.1574 (0.1731) loss_giou_4_hybrid: 0.4085 (0.3851) loss_class_enc_hybrid: 0.7108 (0.7373) loss_bbox_enc_hybrid: 0.1898 (0.2060) loss_giou_enc_hybrid: 0.4593 (0.4412) mem: 1028 max mem: 36965 [2024-01-16 05:47:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:48:16 det.util.engine] INFO: Epoch: [11] [5700/11727] eta: 1:47:11 lr: 0.000010 data_time: 0.0028 iter_time: 1.0489 loss: 23.8616 (24.0170) loss_class: 0.6696 (0.6816) loss_bbox: 0.1491 (0.1623) loss_giou: 0.3535 (0.3595) loss_class_0: 0.8251 (0.8342) loss_bbox_0: 0.1559 (0.1625) loss_giou_0: 0.3651 (0.3637) loss_class_1: 0.7293 (0.7267) loss_bbox_1: 0.1533 (0.1639) loss_giou_1: 0.3678 (0.3631) loss_class_2: 0.7161 (0.7037) loss_bbox_2: 0.1503 (0.1619) loss_giou_2: 0.3607 (0.3604) loss_class_3: 0.6886 (0.6899) loss_bbox_3: 0.1500 (0.1619) loss_giou_3: 0.3596 (0.3597) loss_class_4: 0.6726 (0.6834) loss_bbox_4: 0.1491 (0.1622) loss_giou_4: 0.3535 (0.3597) loss_class_enc: 0.8116 (0.8004) loss_bbox_enc: 0.1793 (0.1855) loss_giou_enc: 0.3922 (0.3993) loss_class_dn: 0.3531 (0.3555) loss_bbox_dn: 0.2018 (0.2201) loss_giou_dn: 0.3810 (0.3872) loss_class_dn_0: 0.4488 (0.4545) loss_bbox_dn_0: 0.2878 (0.3147) loss_giou_dn_0: 0.4871 (0.5028) loss_class_dn_1: 0.3812 (0.3851) loss_bbox_dn_1: 0.2229 (0.2446) loss_giou_dn_1: 0.4111 (0.4190) loss_class_dn_2: 0.3603 (0.3646) loss_bbox_dn_2: 0.2074 (0.2243) loss_giou_dn_2: 0.3903 (0.3939) loss_class_dn_3: 0.3515 (0.3585) loss_bbox_dn_3: 0.2031 (0.2210) loss_giou_dn_3: 0.3831 (0.3887) loss_class_dn_4: 0.3507 (0.3560) loss_bbox_dn_4: 0.2018 (0.2201) loss_giou_dn_4: 0.3808 (0.3872) loss_class_hybrid: 0.6852 (0.6811) loss_bbox_hybrid: 0.1593 (0.1730) loss_giou_hybrid: 0.3737 (0.3847) loss_class_0_hybrid: 0.7500 (0.7585) loss_bbox_0_hybrid: 0.1673 (0.1789) loss_giou_0_hybrid: 0.3777 (0.3972) loss_class_1_hybrid: 0.7064 (0.7105) loss_bbox_1_hybrid: 0.1586 (0.1756) loss_giou_1_hybrid: 0.3783 (0.3899) loss_class_2_hybrid: 0.6936 (0.6963) loss_bbox_2_hybrid: 0.1592 (0.1731) loss_giou_2_hybrid: 0.3757 (0.3859) loss_class_3_hybrid: 0.6939 (0.6867) loss_bbox_3_hybrid: 0.1609 (0.1729) loss_giou_3_hybrid: 0.3763 (0.3850) loss_class_4_hybrid: 0.6824 (0.6824) loss_bbox_4_hybrid: 0.1590 (0.1730) loss_giou_4_hybrid: 0.3766 (0.3849) loss_class_enc_hybrid: 0.7386 (0.7373) loss_bbox_enc_hybrid: 0.1938 (0.2060) loss_giou_enc_hybrid: 0.4107 (0.4410) mem: 1028 max mem: 36965 [2024-01-16 05:48:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:49:09 det.util.engine] INFO: Epoch: [11] [5750/11727] eta: 1:46:17 lr: 0.000010 data_time: 0.0031 iter_time: 1.0609 loss: 24.0947 (24.0217) loss_class: 0.7006 (0.6817) loss_bbox: 0.1610 (0.1623) loss_giou: 0.3745 (0.3596) loss_class_0: 0.8188 (0.8343) loss_bbox_0: 0.1774 (0.1625) loss_giou_0: 0.3839 (0.3638) loss_class_1: 0.7371 (0.7268) loss_bbox_1: 0.1647 (0.1639) loss_giou_1: 0.3715 (0.3632) loss_class_2: 0.7142 (0.7039) loss_bbox_2: 0.1623 (0.1619) loss_giou_2: 0.3736 (0.3605) loss_class_3: 0.7094 (0.6900) loss_bbox_3: 0.1628 (0.1620) loss_giou_3: 0.3744 (0.3598) loss_class_4: 0.7031 (0.6835) loss_bbox_4: 0.1614 (0.1623) loss_giou_4: 0.3747 (0.3598) loss_class_enc: 0.7994 (0.8006) loss_bbox_enc: 0.1899 (0.1855) loss_giou_enc: 0.4120 (0.3994) loss_class_dn: 0.3667 (0.3556) loss_bbox_dn: 0.2229 (0.2201) loss_giou_dn: 0.3906 (0.3873) loss_class_dn_0: 0.4730 (0.4546) loss_bbox_dn_0: 0.3129 (0.3146) loss_giou_dn_0: 0.5078 (0.5029) loss_class_dn_1: 0.4011 (0.3851) loss_bbox_dn_1: 0.2456 (0.2446) loss_giou_dn_1: 0.4198 (0.4191) loss_class_dn_2: 0.3794 (0.3647) loss_bbox_dn_2: 0.2319 (0.2243) loss_giou_dn_2: 0.3986 (0.3940) loss_class_dn_3: 0.3707 (0.3586) loss_bbox_dn_3: 0.2242 (0.2210) loss_giou_dn_3: 0.3925 (0.3889) loss_class_dn_4: 0.3683 (0.3561) loss_bbox_dn_4: 0.2229 (0.2201) loss_giou_dn_4: 0.3908 (0.3873) loss_class_hybrid: 0.6978 (0.6812) loss_bbox_hybrid: 0.1752 (0.1730) loss_giou_hybrid: 0.3703 (0.3848) loss_class_0_hybrid: 0.7733 (0.7586) loss_bbox_0_hybrid: 0.1877 (0.1789) loss_giou_0_hybrid: 0.3911 (0.3973) loss_class_1_hybrid: 0.7309 (0.7106) loss_bbox_1_hybrid: 0.1734 (0.1757) loss_giou_1_hybrid: 0.3817 (0.3900) loss_class_2_hybrid: 0.7162 (0.6964) loss_bbox_2_hybrid: 0.1705 (0.1731) loss_giou_2_hybrid: 0.3730 (0.3860) loss_class_3_hybrid: 0.7123 (0.6868) loss_bbox_3_hybrid: 0.1682 (0.1729) loss_giou_3_hybrid: 0.3717 (0.3851) loss_class_4_hybrid: 0.6957 (0.6825) loss_bbox_4_hybrid: 0.1741 (0.1731) loss_giou_4_hybrid: 0.3692 (0.3850) loss_class_enc_hybrid: 0.7448 (0.7374) loss_bbox_enc_hybrid: 0.2104 (0.2060) loss_giou_enc_hybrid: 0.4437 (0.4411) mem: 1018 max mem: 36965 [2024-01-16 05:49:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:50:01 det.util.engine] INFO: Epoch: [11] [5800/11727] eta: 1:45:22 lr: 0.000010 data_time: 0.0031 iter_time: 1.0473 loss: 22.9832 (24.0207) loss_class: 0.6617 (0.6817) loss_bbox: 0.1451 (0.1623) loss_giou: 0.3463 (0.3596) loss_class_0: 0.8275 (0.8343) loss_bbox_0: 0.1462 (0.1625) loss_giou_0: 0.3546 (0.3638) loss_class_1: 0.7105 (0.7268) loss_bbox_1: 0.1500 (0.1639) loss_giou_1: 0.3536 (0.3632) loss_class_2: 0.6873 (0.7039) loss_bbox_2: 0.1428 (0.1619) loss_giou_2: 0.3483 (0.3605) loss_class_3: 0.6638 (0.6901) loss_bbox_3: 0.1434 (0.1619) loss_giou_3: 0.3495 (0.3598) loss_class_4: 0.6548 (0.6836) loss_bbox_4: 0.1449 (0.1622) loss_giou_4: 0.3463 (0.3598) loss_class_enc: 0.7568 (0.8006) loss_bbox_enc: 0.1710 (0.1855) loss_giou_enc: 0.3886 (0.3994) loss_class_dn: 0.3462 (0.3556) loss_bbox_dn: 0.2150 (0.2201) loss_giou_dn: 0.3669 (0.3873) loss_class_dn_0: 0.4456 (0.4546) loss_bbox_dn_0: 0.2766 (0.3146) loss_giou_dn_0: 0.4876 (0.5029) loss_class_dn_1: 0.3797 (0.3851) loss_bbox_dn_1: 0.2247 (0.2445) loss_giou_dn_1: 0.4124 (0.4191) loss_class_dn_2: 0.3567 (0.3647) loss_bbox_dn_2: 0.2158 (0.2243) loss_giou_dn_2: 0.3760 (0.3940) loss_class_dn_3: 0.3485 (0.3585) loss_bbox_dn_3: 0.2159 (0.2210) loss_giou_dn_3: 0.3687 (0.3888) loss_class_dn_4: 0.3466 (0.3561) loss_bbox_dn_4: 0.2151 (0.2201) loss_giou_dn_4: 0.3669 (0.3873) loss_class_hybrid: 0.6740 (0.6812) loss_bbox_hybrid: 0.1517 (0.1730) loss_giou_hybrid: 0.3576 (0.3847) loss_class_0_hybrid: 0.7546 (0.7586) loss_bbox_0_hybrid: 0.1624 (0.1789) loss_giou_0_hybrid: 0.3685 (0.3973) loss_class_1_hybrid: 0.6908 (0.7106) loss_bbox_1_hybrid: 0.1626 (0.1756) loss_giou_1_hybrid: 0.3661 (0.3900) loss_class_2_hybrid: 0.6761 (0.6964) loss_bbox_2_hybrid: 0.1550 (0.1731) loss_giou_2_hybrid: 0.3588 (0.3860) loss_class_3_hybrid: 0.6753 (0.6868) loss_bbox_3_hybrid: 0.1516 (0.1729) loss_giou_3_hybrid: 0.3574 (0.3851) loss_class_4_hybrid: 0.6716 (0.6825) loss_bbox_4_hybrid: 0.1513 (0.1730) loss_giou_4_hybrid: 0.3571 (0.3850) loss_class_enc_hybrid: 0.7223 (0.7374) loss_bbox_enc_hybrid: 0.1932 (0.2059) loss_giou_enc_hybrid: 0.4227 (0.4411) mem: 1016 max mem: 36965 [2024-01-16 05:50:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:50:53 det.util.engine] INFO: Epoch: [11] [5850/11727] eta: 1:44:28 lr: 0.000010 data_time: 0.0033 iter_time: 1.0344 loss: 23.2088 (24.0216) loss_class: 0.6689 (0.6817) loss_bbox: 0.1684 (0.1623) loss_giou: 0.3361 (0.3596) loss_class_0: 0.7657 (0.8342) loss_bbox_0: 0.1689 (0.1625) loss_giou_0: 0.3472 (0.3638) loss_class_1: 0.7128 (0.7269) loss_bbox_1: 0.1694 (0.1639) loss_giou_1: 0.3289 (0.3631) loss_class_2: 0.6839 (0.7040) loss_bbox_2: 0.1661 (0.1619) loss_giou_2: 0.3353 (0.3605) loss_class_3: 0.6663 (0.6901) loss_bbox_3: 0.1685 (0.1619) loss_giou_3: 0.3334 (0.3598) loss_class_4: 0.6622 (0.6836) loss_bbox_4: 0.1673 (0.1622) loss_giou_4: 0.3391 (0.3598) loss_class_enc: 0.7764 (0.8006) loss_bbox_enc: 0.1962 (0.1855) loss_giou_enc: 0.3819 (0.3994) loss_class_dn: 0.3496 (0.3556) loss_bbox_dn: 0.2209 (0.2202) loss_giou_dn: 0.3790 (0.3873) loss_class_dn_0: 0.4555 (0.4546) loss_bbox_dn_0: 0.3175 (0.3146) loss_giou_dn_0: 0.4899 (0.5029) loss_class_dn_1: 0.3910 (0.3851) loss_bbox_dn_1: 0.2532 (0.2446) loss_giou_dn_1: 0.4112 (0.4191) loss_class_dn_2: 0.3635 (0.3647) loss_bbox_dn_2: 0.2264 (0.2244) loss_giou_dn_2: 0.3837 (0.3940) loss_class_dn_3: 0.3528 (0.3585) loss_bbox_dn_3: 0.2224 (0.2210) loss_giou_dn_3: 0.3785 (0.3889) loss_class_dn_4: 0.3509 (0.3561) loss_bbox_dn_4: 0.2207 (0.2202) loss_giou_dn_4: 0.3789 (0.3873) loss_class_hybrid: 0.6560 (0.6812) loss_bbox_hybrid: 0.1706 (0.1730) loss_giou_hybrid: 0.3545 (0.3847) loss_class_0_hybrid: 0.7158 (0.7586) loss_bbox_0_hybrid: 0.1779 (0.1789) loss_giou_0_hybrid: 0.3659 (0.3973) loss_class_1_hybrid: 0.6778 (0.7106) loss_bbox_1_hybrid: 0.1752 (0.1756) loss_giou_1_hybrid: 0.3536 (0.3900) loss_class_2_hybrid: 0.6640 (0.6964) loss_bbox_2_hybrid: 0.1712 (0.1731) loss_giou_2_hybrid: 0.3538 (0.3860) loss_class_3_hybrid: 0.6568 (0.6868) loss_bbox_3_hybrid: 0.1728 (0.1729) loss_giou_3_hybrid: 0.3513 (0.3851) loss_class_4_hybrid: 0.6472 (0.6825) loss_bbox_4_hybrid: 0.1724 (0.1730) loss_giou_4_hybrid: 0.3546 (0.3850) loss_class_enc_hybrid: 0.6969 (0.7374) loss_bbox_enc_hybrid: 0.2030 (0.2059) loss_giou_enc_hybrid: 0.4054 (0.4410) mem: 1014 max mem: 36965 [2024-01-16 05:50:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:51:45 det.util.engine] INFO: Epoch: [11] [5900/11727] eta: 1:43:33 lr: 0.000010 data_time: 0.0031 iter_time: 1.0242 loss: 23.9377 (24.0273) loss_class: 0.6841 (0.6819) loss_bbox: 0.1699 (0.1624) loss_giou: 0.3541 (0.3597) loss_class_0: 0.8145 (0.8344) loss_bbox_0: 0.1699 (0.1626) loss_giou_0: 0.3536 (0.3639) loss_class_1: 0.7088 (0.7271) loss_bbox_1: 0.1716 (0.1640) loss_giou_1: 0.3504 (0.3632) loss_class_2: 0.6922 (0.7041) loss_bbox_2: 0.1657 (0.1620) loss_giou_2: 0.3572 (0.3606) loss_class_3: 0.6909 (0.6902) loss_bbox_3: 0.1698 (0.1620) loss_giou_3: 0.3519 (0.3599) loss_class_4: 0.6778 (0.6837) loss_bbox_4: 0.1769 (0.1623) loss_giou_4: 0.3534 (0.3599) loss_class_enc: 0.7874 (0.8009) loss_bbox_enc: 0.1853 (0.1856) loss_giou_enc: 0.3867 (0.3994) loss_class_dn: 0.3522 (0.3556) loss_bbox_dn: 0.2168 (0.2203) loss_giou_dn: 0.3697 (0.3874) loss_class_dn_0: 0.4543 (0.4546) loss_bbox_dn_0: 0.2917 (0.3148) loss_giou_dn_0: 0.4946 (0.5030) loss_class_dn_1: 0.3791 (0.3852) loss_bbox_dn_1: 0.2290 (0.2447) loss_giou_dn_1: 0.4031 (0.4192) loss_class_dn_2: 0.3619 (0.3647) loss_bbox_dn_2: 0.2186 (0.2245) loss_giou_dn_2: 0.3785 (0.3941) loss_class_dn_3: 0.3556 (0.3586) loss_bbox_dn_3: 0.2170 (0.2212) loss_giou_dn_3: 0.3727 (0.3890) loss_class_dn_4: 0.3515 (0.3561) loss_bbox_dn_4: 0.2170 (0.2203) loss_giou_dn_4: 0.3697 (0.3874) loss_class_hybrid: 0.6757 (0.6813) loss_bbox_hybrid: 0.1789 (0.1731) loss_giou_hybrid: 0.3750 (0.3848) loss_class_0_hybrid: 0.7314 (0.7587) loss_bbox_0_hybrid: 0.1792 (0.1790) loss_giou_0_hybrid: 0.3783 (0.3974) loss_class_1_hybrid: 0.6905 (0.7107) loss_bbox_1_hybrid: 0.1795 (0.1757) loss_giou_1_hybrid: 0.3767 (0.3901) loss_class_2_hybrid: 0.6730 (0.6965) loss_bbox_2_hybrid: 0.1783 (0.1732) loss_giou_2_hybrid: 0.3772 (0.3861) loss_class_3_hybrid: 0.6692 (0.6870) loss_bbox_3_hybrid: 0.1756 (0.1730) loss_giou_3_hybrid: 0.3741 (0.3852) loss_class_4_hybrid: 0.6683 (0.6826) loss_bbox_4_hybrid: 0.1776 (0.1731) loss_giou_4_hybrid: 0.3731 (0.3851) loss_class_enc_hybrid: 0.7073 (0.7375) loss_bbox_enc_hybrid: 0.2057 (0.2060) loss_giou_enc_hybrid: 0.4226 (0.4411) mem: 1017 max mem: 36965 [2024-01-16 05:51:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:52:38 det.util.engine] INFO: Epoch: [11] [5950/11727] eta: 1:42:39 lr: 0.000010 data_time: 0.0032 iter_time: 1.0520 loss: 24.4863 (24.0268) loss_class: 0.6823 (0.6819) loss_bbox: 0.1422 (0.1623) loss_giou: 0.3691 (0.3598) loss_class_0: 0.8190 (0.8343) loss_bbox_0: 0.1409 (0.1625) loss_giou_0: 0.3538 (0.3640) loss_class_1: 0.7358 (0.7270) loss_bbox_1: 0.1459 (0.1639) loss_giou_1: 0.3565 (0.3632) loss_class_2: 0.6993 (0.7041) loss_bbox_2: 0.1480 (0.1619) loss_giou_2: 0.3594 (0.3607) loss_class_3: 0.6856 (0.6902) loss_bbox_3: 0.1422 (0.1619) loss_giou_3: 0.3638 (0.3600) loss_class_4: 0.6783 (0.6837) loss_bbox_4: 0.1422 (0.1622) loss_giou_4: 0.3691 (0.3600) loss_class_enc: 0.8000 (0.8008) loss_bbox_enc: 0.1562 (0.1855) loss_giou_enc: 0.3860 (0.3995) loss_class_dn: 0.3627 (0.3557) loss_bbox_dn: 0.1994 (0.2202) loss_giou_dn: 0.4146 (0.3875) loss_class_dn_0: 0.4539 (0.4546) loss_bbox_dn_0: 0.2605 (0.3146) loss_giou_dn_0: 0.5274 (0.5031) loss_class_dn_1: 0.3839 (0.3852) loss_bbox_dn_1: 0.2105 (0.2446) loss_giou_dn_1: 0.4511 (0.4193) loss_class_dn_2: 0.3690 (0.3648) loss_bbox_dn_2: 0.1977 (0.2243) loss_giou_dn_2: 0.4273 (0.3942) loss_class_dn_3: 0.3659 (0.3586) loss_bbox_dn_3: 0.1975 (0.2210) loss_giou_dn_3: 0.4175 (0.3890) loss_class_dn_4: 0.3643 (0.3562) loss_bbox_dn_4: 0.1994 (0.2202) loss_giou_dn_4: 0.4145 (0.3875) loss_class_hybrid: 0.6646 (0.6813) loss_bbox_hybrid: 0.1488 (0.1730) loss_giou_hybrid: 0.3893 (0.3849) loss_class_0_hybrid: 0.7343 (0.7586) loss_bbox_0_hybrid: 0.1608 (0.1789) loss_giou_0_hybrid: 0.3936 (0.3975) loss_class_1_hybrid: 0.6942 (0.7107) loss_bbox_1_hybrid: 0.1606 (0.1756) loss_giou_1_hybrid: 0.3921 (0.3902) loss_class_2_hybrid: 0.6699 (0.6965) loss_bbox_2_hybrid: 0.1588 (0.1731) loss_giou_2_hybrid: 0.3894 (0.3862) loss_class_3_hybrid: 0.6751 (0.6869) loss_bbox_3_hybrid: 0.1570 (0.1729) loss_giou_3_hybrid: 0.3864 (0.3852) loss_class_4_hybrid: 0.6773 (0.6826) loss_bbox_4_hybrid: 0.1493 (0.1730) loss_giou_4_hybrid: 0.3909 (0.3852) loss_class_enc_hybrid: 0.7234 (0.7375) loss_bbox_enc_hybrid: 0.1755 (0.2060) loss_giou_enc_hybrid: 0.4432 (0.4412) mem: 1020 max mem: 36965 [2024-01-16 05:52:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:53:30 det.util.engine] INFO: Epoch: [11] [6000/11727] eta: 1:41:45 lr: 0.000010 data_time: 0.0031 iter_time: 1.0487 loss: 24.4332 (24.0256) loss_class: 0.6887 (0.6818) loss_bbox: 0.1508 (0.1623) loss_giou: 0.3618 (0.3597) loss_class_0: 0.8385 (0.8343) loss_bbox_0: 0.1508 (0.1625) loss_giou_0: 0.3543 (0.3639) loss_class_1: 0.7645 (0.7270) loss_bbox_1: 0.1527 (0.1639) loss_giou_1: 0.3640 (0.3632) loss_class_2: 0.7287 (0.7040) loss_bbox_2: 0.1440 (0.1619) loss_giou_2: 0.3599 (0.3606) loss_class_3: 0.6950 (0.6901) loss_bbox_3: 0.1481 (0.1620) loss_giou_3: 0.3654 (0.3600) loss_class_4: 0.6926 (0.6836) loss_bbox_4: 0.1510 (0.1623) loss_giou_4: 0.3572 (0.3599) loss_class_enc: 0.7978 (0.8007) loss_bbox_enc: 0.1862 (0.1855) loss_giou_enc: 0.4130 (0.3995) loss_class_dn: 0.3522 (0.3557) loss_bbox_dn: 0.1842 (0.2201) loss_giou_dn: 0.3881 (0.3875) loss_class_dn_0: 0.4538 (0.4546) loss_bbox_dn_0: 0.2821 (0.3146) loss_giou_dn_0: 0.5037 (0.5031) loss_class_dn_1: 0.3775 (0.3852) loss_bbox_dn_1: 0.2122 (0.2446) loss_giou_dn_1: 0.4200 (0.4192) loss_class_dn_2: 0.3586 (0.3647) loss_bbox_dn_2: 0.1920 (0.2243) loss_giou_dn_2: 0.3943 (0.3942) loss_class_dn_3: 0.3513 (0.3586) loss_bbox_dn_3: 0.1857 (0.2210) loss_giou_dn_3: 0.3899 (0.3890) loss_class_dn_4: 0.3514 (0.3561) loss_bbox_dn_4: 0.1842 (0.2201) loss_giou_dn_4: 0.3882 (0.3874) loss_class_hybrid: 0.6697 (0.6812) loss_bbox_hybrid: 0.1629 (0.1730) loss_giou_hybrid: 0.3701 (0.3849) loss_class_0_hybrid: 0.7395 (0.7585) loss_bbox_0_hybrid: 0.1681 (0.1790) loss_giou_0_hybrid: 0.3871 (0.3975) loss_class_1_hybrid: 0.7024 (0.7107) loss_bbox_1_hybrid: 0.1641 (0.1757) loss_giou_1_hybrid: 0.3797 (0.3901) loss_class_2_hybrid: 0.6809 (0.6964) loss_bbox_2_hybrid: 0.1606 (0.1731) loss_giou_2_hybrid: 0.3741 (0.3862) loss_class_3_hybrid: 0.6762 (0.6868) loss_bbox_3_hybrid: 0.1615 (0.1729) loss_giou_3_hybrid: 0.3731 (0.3852) loss_class_4_hybrid: 0.6664 (0.6825) loss_bbox_4_hybrid: 0.1612 (0.1731) loss_giou_4_hybrid: 0.3700 (0.3852) loss_class_enc_hybrid: 0.7192 (0.7374) loss_bbox_enc_hybrid: 0.1918 (0.2060) loss_giou_enc_hybrid: 0.4381 (0.4412) mem: 1019 max mem: 36965 [2024-01-16 05:53:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:54:23 det.util.engine] INFO: Epoch: [11] [6050/11727] eta: 1:40:51 lr: 0.000010 data_time: 0.0036 iter_time: 1.0508 loss: 23.0152 (24.0225) loss_class: 0.6709 (0.6818) loss_bbox: 0.1363 (0.1622) loss_giou: 0.3398 (0.3597) loss_class_0: 0.8419 (0.8343) loss_bbox_0: 0.1390 (0.1624) loss_giou_0: 0.3463 (0.3639) loss_class_1: 0.7160 (0.7270) loss_bbox_1: 0.1376 (0.1638) loss_giou_1: 0.3417 (0.3632) loss_class_2: 0.7013 (0.7040) loss_bbox_2: 0.1410 (0.1618) loss_giou_2: 0.3374 (0.3606) loss_class_3: 0.6930 (0.6900) loss_bbox_3: 0.1371 (0.1619) loss_giou_3: 0.3329 (0.3599) loss_class_4: 0.6826 (0.6836) loss_bbox_4: 0.1362 (0.1622) loss_giou_4: 0.3398 (0.3599) loss_class_enc: 0.7840 (0.8006) loss_bbox_enc: 0.1592 (0.1854) loss_giou_enc: 0.3777 (0.3995) loss_class_dn: 0.3588 (0.3557) loss_bbox_dn: 0.2148 (0.2200) loss_giou_dn: 0.3859 (0.3875) loss_class_dn_0: 0.4523 (0.4546) loss_bbox_dn_0: 0.2886 (0.3145) loss_giou_dn_0: 0.5048 (0.5031) loss_class_dn_1: 0.3863 (0.3852) loss_bbox_dn_1: 0.2306 (0.2445) loss_giou_dn_1: 0.4143 (0.4192) loss_class_dn_2: 0.3666 (0.3648) loss_bbox_dn_2: 0.2175 (0.2242) loss_giou_dn_2: 0.3934 (0.3942) loss_class_dn_3: 0.3622 (0.3586) loss_bbox_dn_3: 0.2161 (0.2209) loss_giou_dn_3: 0.3875 (0.3890) loss_class_dn_4: 0.3601 (0.3562) loss_bbox_dn_4: 0.2149 (0.2200) loss_giou_dn_4: 0.3858 (0.3874) loss_class_hybrid: 0.6560 (0.6811) loss_bbox_hybrid: 0.1537 (0.1729) loss_giou_hybrid: 0.3729 (0.3849) loss_class_0_hybrid: 0.7344 (0.7584) loss_bbox_0_hybrid: 0.1623 (0.1789) loss_giou_0_hybrid: 0.3801 (0.3975) loss_class_1_hybrid: 0.6853 (0.7106) loss_bbox_1_hybrid: 0.1572 (0.1756) loss_giou_1_hybrid: 0.3797 (0.3901) loss_class_2_hybrid: 0.6680 (0.6964) loss_bbox_2_hybrid: 0.1529 (0.1730) loss_giou_2_hybrid: 0.3751 (0.3861) loss_class_3_hybrid: 0.6604 (0.6867) loss_bbox_3_hybrid: 0.1553 (0.1729) loss_giou_3_hybrid: 0.3709 (0.3852) loss_class_4_hybrid: 0.6540 (0.6824) loss_bbox_4_hybrid: 0.1549 (0.1730) loss_giou_4_hybrid: 0.3726 (0.3851) loss_class_enc_hybrid: 0.7112 (0.7373) loss_bbox_enc_hybrid: 0.1842 (0.2059) loss_giou_enc_hybrid: 0.4254 (0.4412) mem: 1020 max mem: 36965 [2024-01-16 05:54:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:55:15 det.util.engine] INFO: Epoch: [11] [6100/11727] eta: 1:39:57 lr: 0.000010 data_time: 0.0034 iter_time: 1.0526 loss: 24.5522 (24.0220) loss_class: 0.6493 (0.6816) loss_bbox: 0.1658 (0.1622) loss_giou: 0.3835 (0.3598) loss_class_0: 0.8151 (0.8342) loss_bbox_0: 0.1665 (0.1624) loss_giou_0: 0.3877 (0.3640) loss_class_1: 0.7198 (0.7269) loss_bbox_1: 0.1656 (0.1638) loss_giou_1: 0.3854 (0.3633) loss_class_2: 0.6787 (0.7039) loss_bbox_2: 0.1649 (0.1618) loss_giou_2: 0.3761 (0.3607) loss_class_3: 0.6639 (0.6900) loss_bbox_3: 0.1627 (0.1619) loss_giou_3: 0.3833 (0.3600) loss_class_4: 0.6577 (0.6835) loss_bbox_4: 0.1632 (0.1622) loss_giou_4: 0.3835 (0.3600) loss_class_enc: 0.7841 (0.8005) loss_bbox_enc: 0.1886 (0.1854) loss_giou_enc: 0.4150 (0.3995) loss_class_dn: 0.3582 (0.3557) loss_bbox_dn: 0.2106 (0.2199) loss_giou_dn: 0.4006 (0.3875) loss_class_dn_0: 0.4515 (0.4546) loss_bbox_dn_0: 0.3162 (0.3144) loss_giou_dn_0: 0.5201 (0.5031) loss_class_dn_1: 0.3863 (0.3852) loss_bbox_dn_1: 0.2315 (0.2444) loss_giou_dn_1: 0.4267 (0.4192) loss_class_dn_2: 0.3652 (0.3648) loss_bbox_dn_2: 0.2129 (0.2241) loss_giou_dn_2: 0.4079 (0.3942) loss_class_dn_3: 0.3608 (0.3586) loss_bbox_dn_3: 0.2098 (0.2208) loss_giou_dn_3: 0.4016 (0.3890) loss_class_dn_4: 0.3592 (0.3562) loss_bbox_dn_4: 0.2106 (0.2200) loss_giou_dn_4: 0.4007 (0.3875) loss_class_hybrid: 0.6682 (0.6811) loss_bbox_hybrid: 0.1718 (0.1729) loss_giou_hybrid: 0.3956 (0.3850) loss_class_0_hybrid: 0.7529 (0.7584) loss_bbox_0_hybrid: 0.1713 (0.1789) loss_giou_0_hybrid: 0.4034 (0.3975) loss_class_1_hybrid: 0.6867 (0.7105) loss_bbox_1_hybrid: 0.1729 (0.1755) loss_giou_1_hybrid: 0.3945 (0.3902) loss_class_2_hybrid: 0.6912 (0.6963) loss_bbox_2_hybrid: 0.1689 (0.1730) loss_giou_2_hybrid: 0.3994 (0.3862) loss_class_3_hybrid: 0.6837 (0.6867) loss_bbox_3_hybrid: 0.1723 (0.1728) loss_giou_3_hybrid: 0.3990 (0.3853) loss_class_4_hybrid: 0.6735 (0.6823) loss_bbox_4_hybrid: 0.1704 (0.1730) loss_giou_4_hybrid: 0.3979 (0.3852) loss_class_enc_hybrid: 0.7265 (0.7373) loss_bbox_enc_hybrid: 0.2079 (0.2059) loss_giou_enc_hybrid: 0.4500 (0.4412) mem: 1023 max mem: 36965 [2024-01-16 05:55:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:56:07 det.util.engine] INFO: Epoch: [11] [6150/11727] eta: 1:39:02 lr: 0.000010 data_time: 0.0031 iter_time: 1.0445 loss: 24.6812 (24.0233) loss_class: 0.7006 (0.6817) loss_bbox: 0.1673 (0.1622) loss_giou: 0.3506 (0.3598) loss_class_0: 0.8603 (0.8343) loss_bbox_0: 0.1660 (0.1625) loss_giou_0: 0.3570 (0.3640) loss_class_1: 0.7573 (0.7270) loss_bbox_1: 0.1693 (0.1638) loss_giou_1: 0.3578 (0.3633) loss_class_2: 0.7369 (0.7040) loss_bbox_2: 0.1654 (0.1619) loss_giou_2: 0.3464 (0.3607) loss_class_3: 0.7237 (0.6900) loss_bbox_3: 0.1657 (0.1619) loss_giou_3: 0.3501 (0.3600) loss_class_4: 0.7102 (0.6836) loss_bbox_4: 0.1674 (0.1622) loss_giou_4: 0.3502 (0.3600) loss_class_enc: 0.8005 (0.8006) loss_bbox_enc: 0.1851 (0.1855) loss_giou_enc: 0.3906 (0.3995) loss_class_dn: 0.3591 (0.3557) loss_bbox_dn: 0.2231 (0.2200) loss_giou_dn: 0.3868 (0.3874) loss_class_dn_0: 0.4581 (0.4546) loss_bbox_dn_0: 0.3020 (0.3144) loss_giou_dn_0: 0.4981 (0.5030) loss_class_dn_1: 0.3895 (0.3852) loss_bbox_dn_1: 0.2461 (0.2444) loss_giou_dn_1: 0.4125 (0.4192) loss_class_dn_2: 0.3689 (0.3648) loss_bbox_dn_2: 0.2247 (0.2241) loss_giou_dn_2: 0.3941 (0.3942) loss_class_dn_3: 0.3614 (0.3586) loss_bbox_dn_3: 0.2231 (0.2208) loss_giou_dn_3: 0.3893 (0.3890) loss_class_dn_4: 0.3594 (0.3562) loss_bbox_dn_4: 0.2232 (0.2200) loss_giou_dn_4: 0.3867 (0.3874) loss_class_hybrid: 0.6952 (0.6811) loss_bbox_hybrid: 0.1797 (0.1730) loss_giou_hybrid: 0.3793 (0.3850) loss_class_0_hybrid: 0.7816 (0.7585) loss_bbox_0_hybrid: 0.1838 (0.1789) loss_giou_0_hybrid: 0.3807 (0.3975) loss_class_1_hybrid: 0.7498 (0.7106) loss_bbox_1_hybrid: 0.1721 (0.1756) loss_giou_1_hybrid: 0.3720 (0.3902) loss_class_2_hybrid: 0.7219 (0.6964) loss_bbox_2_hybrid: 0.1727 (0.1731) loss_giou_2_hybrid: 0.3646 (0.3862) loss_class_3_hybrid: 0.7067 (0.6867) loss_bbox_3_hybrid: 0.1800 (0.1729) loss_giou_3_hybrid: 0.3740 (0.3853) loss_class_4_hybrid: 0.7003 (0.6824) loss_bbox_4_hybrid: 0.1735 (0.1730) loss_giou_4_hybrid: 0.3763 (0.3852) loss_class_enc_hybrid: 0.7371 (0.7373) loss_bbox_enc_hybrid: 0.2082 (0.2059) loss_giou_enc_hybrid: 0.4218 (0.4412) mem: 1033 max mem: 36965 [2024-01-16 05:56:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:56:59 det.util.engine] INFO: Epoch: [11] [6200/11727] eta: 1:38:08 lr: 0.000010 data_time: 0.0039 iter_time: 1.0129 loss: 23.5399 (24.0225) loss_class: 0.6619 (0.6818) loss_bbox: 0.1461 (0.1622) loss_giou: 0.3481 (0.3598) loss_class_0: 0.8028 (0.8343) loss_bbox_0: 0.1495 (0.1625) loss_giou_0: 0.3610 (0.3640) loss_class_1: 0.6952 (0.7270) loss_bbox_1: 0.1557 (0.1638) loss_giou_1: 0.3500 (0.3632) loss_class_2: 0.6797 (0.7040) loss_bbox_2: 0.1574 (0.1619) loss_giou_2: 0.3489 (0.3607) loss_class_3: 0.6754 (0.6900) loss_bbox_3: 0.1563 (0.1619) loss_giou_3: 0.3471 (0.3600) loss_class_4: 0.6617 (0.6836) loss_bbox_4: 0.1459 (0.1622) loss_giou_4: 0.3481 (0.3600) loss_class_enc: 0.7848 (0.8006) loss_bbox_enc: 0.1623 (0.1855) loss_giou_enc: 0.3840 (0.3995) loss_class_dn: 0.3541 (0.3557) loss_bbox_dn: 0.2004 (0.2199) loss_giou_dn: 0.3806 (0.3874) loss_class_dn_0: 0.4503 (0.4546) loss_bbox_dn_0: 0.2766 (0.3143) loss_giou_dn_0: 0.4861 (0.5030) loss_class_dn_1: 0.3799 (0.3852) loss_bbox_dn_1: 0.2251 (0.2443) loss_giou_dn_1: 0.4145 (0.4192) loss_class_dn_2: 0.3636 (0.3647) loss_bbox_dn_2: 0.2058 (0.2241) loss_giou_dn_2: 0.3863 (0.3941) loss_class_dn_3: 0.3561 (0.3586) loss_bbox_dn_3: 0.2012 (0.2208) loss_giou_dn_3: 0.3834 (0.3890) loss_class_dn_4: 0.3549 (0.3561) loss_bbox_dn_4: 0.2003 (0.2199) loss_giou_dn_4: 0.3806 (0.3874) loss_class_hybrid: 0.6611 (0.6812) loss_bbox_hybrid: 0.1587 (0.1730) loss_giou_hybrid: 0.3626 (0.3849) loss_class_0_hybrid: 0.7326 (0.7584) loss_bbox_0_hybrid: 0.1650 (0.1789) loss_giou_0_hybrid: 0.3770 (0.3975) loss_class_1_hybrid: 0.6986 (0.7106) loss_bbox_1_hybrid: 0.1612 (0.1756) loss_giou_1_hybrid: 0.3628 (0.3902) loss_class_2_hybrid: 0.6898 (0.6964) loss_bbox_2_hybrid: 0.1599 (0.1731) loss_giou_2_hybrid: 0.3586 (0.3862) loss_class_3_hybrid: 0.6644 (0.6868) loss_bbox_3_hybrid: 0.1578 (0.1729) loss_giou_3_hybrid: 0.3551 (0.3853) loss_class_4_hybrid: 0.6587 (0.6824) loss_bbox_4_hybrid: 0.1584 (0.1730) loss_giou_4_hybrid: 0.3615 (0.3852) loss_class_enc_hybrid: 0.7164 (0.7373) loss_bbox_enc_hybrid: 0.1885 (0.2059) loss_giou_enc_hybrid: 0.4192 (0.4412) mem: 1025 max mem: 36965 [2024-01-16 05:56:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:57:51 det.util.engine] INFO: Epoch: [11] [6250/11727] eta: 1:37:13 lr: 0.000010 data_time: 0.0030 iter_time: 1.0498 loss: 23.0349 (24.0219) loss_class: 0.6452 (0.6817) loss_bbox: 0.1351 (0.1622) loss_giou: 0.3598 (0.3598) loss_class_0: 0.7927 (0.8343) loss_bbox_0: 0.1399 (0.1624) loss_giou_0: 0.3551 (0.3640) loss_class_1: 0.6787 (0.7270) loss_bbox_1: 0.1337 (0.1638) loss_giou_1: 0.3549 (0.3632) loss_class_2: 0.6631 (0.7040) loss_bbox_2: 0.1350 (0.1618) loss_giou_2: 0.3487 (0.3607) loss_class_3: 0.6437 (0.6900) loss_bbox_3: 0.1360 (0.1619) loss_giou_3: 0.3493 (0.3600) loss_class_4: 0.6437 (0.6836) loss_bbox_4: 0.1358 (0.1622) loss_giou_4: 0.3499 (0.3600) loss_class_enc: 0.7667 (0.8006) loss_bbox_enc: 0.1660 (0.1854) loss_giou_enc: 0.4061 (0.3995) loss_class_dn: 0.3492 (0.3557) loss_bbox_dn: 0.1855 (0.2199) loss_giou_dn: 0.3721 (0.3874) loss_class_dn_0: 0.4493 (0.4546) loss_bbox_dn_0: 0.2577 (0.3143) loss_giou_dn_0: 0.4911 (0.5030) loss_class_dn_1: 0.3898 (0.3852) loss_bbox_dn_1: 0.2008 (0.2443) loss_giou_dn_1: 0.4080 (0.4192) loss_class_dn_2: 0.3625 (0.3648) loss_bbox_dn_2: 0.1876 (0.2241) loss_giou_dn_2: 0.3822 (0.3941) loss_class_dn_3: 0.3547 (0.3586) loss_bbox_dn_3: 0.1841 (0.2208) loss_giou_dn_3: 0.3734 (0.3890) loss_class_dn_4: 0.3484 (0.3562) loss_bbox_dn_4: 0.1855 (0.2199) loss_giou_dn_4: 0.3722 (0.3874) loss_class_hybrid: 0.6438 (0.6811) loss_bbox_hybrid: 0.1495 (0.1730) loss_giou_hybrid: 0.3759 (0.3850) loss_class_0_hybrid: 0.7242 (0.7584) loss_bbox_0_hybrid: 0.1585 (0.1789) loss_giou_0_hybrid: 0.3877 (0.3975) loss_class_1_hybrid: 0.6598 (0.7105) loss_bbox_1_hybrid: 0.1541 (0.1756) loss_giou_1_hybrid: 0.3780 (0.3902) loss_class_2_hybrid: 0.6551 (0.6964) loss_bbox_2_hybrid: 0.1520 (0.1731) loss_giou_2_hybrid: 0.3761 (0.3862) loss_class_3_hybrid: 0.6428 (0.6867) loss_bbox_3_hybrid: 0.1510 (0.1729) loss_giou_3_hybrid: 0.3769 (0.3853) loss_class_4_hybrid: 0.6445 (0.6824) loss_bbox_4_hybrid: 0.1496 (0.1730) loss_giou_4_hybrid: 0.3754 (0.3852) loss_class_enc_hybrid: 0.6843 (0.7373) loss_bbox_enc_hybrid: 0.1877 (0.2059) loss_giou_enc_hybrid: 0.4329 (0.4412) mem: 1019 max mem: 36965 [2024-01-16 05:57:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:58:43 det.util.engine] INFO: Epoch: [11] [6300/11727] eta: 1:36:19 lr: 0.000010 data_time: 0.0032 iter_time: 1.0574 loss: 23.0052 (24.0255) loss_class: 0.6551 (0.6816) loss_bbox: 0.1489 (0.1623) loss_giou: 0.3417 (0.3601) loss_class_0: 0.8229 (0.8343) loss_bbox_0: 0.1515 (0.1624) loss_giou_0: 0.3462 (0.3642) loss_class_1: 0.6813 (0.7269) loss_bbox_1: 0.1666 (0.1638) loss_giou_1: 0.3549 (0.3635) loss_class_2: 0.6717 (0.7039) loss_bbox_2: 0.1601 (0.1619) loss_giou_2: 0.3388 (0.3609) loss_class_3: 0.6532 (0.6898) loss_bbox_3: 0.1551 (0.1620) loss_giou_3: 0.3482 (0.3603) loss_class_4: 0.6521 (0.6835) loss_bbox_4: 0.1489 (0.1622) loss_giou_4: 0.3417 (0.3602) loss_class_enc: 0.7573 (0.8005) loss_bbox_enc: 0.1754 (0.1855) loss_giou_enc: 0.3861 (0.3997) loss_class_dn: 0.3593 (0.3557) loss_bbox_dn: 0.2209 (0.2198) loss_giou_dn: 0.3689 (0.3875) loss_class_dn_0: 0.4559 (0.4546) loss_bbox_dn_0: 0.3048 (0.3142) loss_giou_dn_0: 0.4906 (0.5031) loss_class_dn_1: 0.3830 (0.3852) loss_bbox_dn_1: 0.2381 (0.2443) loss_giou_dn_1: 0.3976 (0.4192) loss_class_dn_2: 0.3647 (0.3648) loss_bbox_dn_2: 0.2269 (0.2240) loss_giou_dn_2: 0.3710 (0.3942) loss_class_dn_3: 0.3627 (0.3586) loss_bbox_dn_3: 0.2210 (0.2207) loss_giou_dn_3: 0.3682 (0.3890) loss_class_dn_4: 0.3604 (0.3562) loss_bbox_dn_4: 0.2210 (0.2199) loss_giou_dn_4: 0.3692 (0.3874) loss_class_hybrid: 0.6554 (0.6810) loss_bbox_hybrid: 0.1645 (0.1731) loss_giou_hybrid: 0.3625 (0.3853) loss_class_0_hybrid: 0.7438 (0.7583) loss_bbox_0_hybrid: 0.1678 (0.1790) loss_giou_0_hybrid: 0.3749 (0.3978) loss_class_1_hybrid: 0.6833 (0.7104) loss_bbox_1_hybrid: 0.1660 (0.1757) loss_giou_1_hybrid: 0.3698 (0.3905) loss_class_2_hybrid: 0.6722 (0.6963) loss_bbox_2_hybrid: 0.1666 (0.1732) loss_giou_2_hybrid: 0.3564 (0.3865) loss_class_3_hybrid: 0.6638 (0.6866) loss_bbox_3_hybrid: 0.1662 (0.1730) loss_giou_3_hybrid: 0.3618 (0.3856) loss_class_4_hybrid: 0.6637 (0.6822) loss_bbox_4_hybrid: 0.1658 (0.1731) loss_giou_4_hybrid: 0.3642 (0.3856) loss_class_enc_hybrid: 0.7187 (0.7371) loss_bbox_enc_hybrid: 0.2053 (0.2060) loss_giou_enc_hybrid: 0.4122 (0.4415) mem: 1030 max mem: 36965 [2024-01-16 05:58:43 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 05:59:35 det.util.engine] INFO: Epoch: [11] [6350/11727] eta: 1:35:25 lr: 0.000010 data_time: 0.0033 iter_time: 1.0091 loss: 24.4742 (24.0238) loss_class: 0.6935 (0.6815) loss_bbox: 0.1656 (0.1623) loss_giou: 0.2986 (0.3600) loss_class_0: 0.8533 (0.8342) loss_bbox_0: 0.1647 (0.1624) loss_giou_0: 0.3127 (0.3641) loss_class_1: 0.7422 (0.7268) loss_bbox_1: 0.1712 (0.1639) loss_giou_1: 0.3069 (0.3634) loss_class_2: 0.7213 (0.7038) loss_bbox_2: 0.1712 (0.1619) loss_giou_2: 0.3092 (0.3608) loss_class_3: 0.6964 (0.6898) loss_bbox_3: 0.1676 (0.1620) loss_giou_3: 0.3051 (0.3602) loss_class_4: 0.6963 (0.6834) loss_bbox_4: 0.1656 (0.1623) loss_giou_4: 0.3102 (0.3601) loss_class_enc: 0.8040 (0.8004) loss_bbox_enc: 0.1875 (0.1855) loss_giou_enc: 0.3434 (0.3996) loss_class_dn: 0.3568 (0.3557) loss_bbox_dn: 0.2500 (0.2199) loss_giou_dn: 0.3774 (0.3874) loss_class_dn_0: 0.4547 (0.4546) loss_bbox_dn_0: 0.3359 (0.3142) loss_giou_dn_0: 0.4860 (0.5030) loss_class_dn_1: 0.3829 (0.3852) loss_bbox_dn_1: 0.2640 (0.2443) loss_giou_dn_1: 0.4052 (0.4192) loss_class_dn_2: 0.3653 (0.3648) loss_bbox_dn_2: 0.2487 (0.2241) loss_giou_dn_2: 0.3820 (0.3941) loss_class_dn_3: 0.3590 (0.3586) loss_bbox_dn_3: 0.2503 (0.2208) loss_giou_dn_3: 0.3797 (0.3890) loss_class_dn_4: 0.3565 (0.3562) loss_bbox_dn_4: 0.2501 (0.2199) loss_giou_dn_4: 0.3776 (0.3874) loss_class_hybrid: 0.6900 (0.6809) loss_bbox_hybrid: 0.1732 (0.1731) loss_giou_hybrid: 0.3282 (0.3852) loss_class_0_hybrid: 0.7745 (0.7582) loss_bbox_0_hybrid: 0.1800 (0.1790) loss_giou_0_hybrid: 0.3450 (0.3978) loss_class_1_hybrid: 0.7067 (0.7103) loss_bbox_1_hybrid: 0.1819 (0.1757) loss_giou_1_hybrid: 0.3304 (0.3904) loss_class_2_hybrid: 0.7068 (0.6962) loss_bbox_2_hybrid: 0.1768 (0.1732) loss_giou_2_hybrid: 0.3278 (0.3864) loss_class_3_hybrid: 0.6973 (0.6865) loss_bbox_3_hybrid: 0.1724 (0.1730) loss_giou_3_hybrid: 0.3318 (0.3855) loss_class_4_hybrid: 0.6890 (0.6821) loss_bbox_4_hybrid: 0.1715 (0.1732) loss_giou_4_hybrid: 0.3312 (0.3855) loss_class_enc_hybrid: 0.7376 (0.7370) loss_bbox_enc_hybrid: 0.2203 (0.2060) loss_giou_enc_hybrid: 0.3746 (0.4414) mem: 1027 max mem: 36965 [2024-01-16 05:59:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:00:28 det.util.engine] INFO: Epoch: [11] [6400/11727] eta: 1:34:32 lr: 0.000010 data_time: 0.0033 iter_time: 1.0576 loss: 23.6964 (24.0253) loss_class: 0.6560 (0.6817) loss_bbox: 0.1461 (0.1623) loss_giou: 0.3920 (0.3600) loss_class_0: 0.8138 (0.8343) loss_bbox_0: 0.1489 (0.1624) loss_giou_0: 0.3892 (0.3641) loss_class_1: 0.7125 (0.7270) loss_bbox_1: 0.1463 (0.1638) loss_giou_1: 0.4011 (0.3634) loss_class_2: 0.6884 (0.7040) loss_bbox_2: 0.1442 (0.1619) loss_giou_2: 0.3858 (0.3608) loss_class_3: 0.6808 (0.6899) loss_bbox_3: 0.1462 (0.1620) loss_giou_3: 0.3974 (0.3602) loss_class_4: 0.6799 (0.6836) loss_bbox_4: 0.1460 (0.1622) loss_giou_4: 0.3922 (0.3601) loss_class_enc: 0.7883 (0.8007) loss_bbox_enc: 0.1551 (0.1854) loss_giou_enc: 0.4117 (0.3996) loss_class_dn: 0.3551 (0.3557) loss_bbox_dn: 0.1800 (0.2198) loss_giou_dn: 0.3859 (0.3874) loss_class_dn_0: 0.4499 (0.4546) loss_bbox_dn_0: 0.2734 (0.3142) loss_giou_dn_0: 0.5064 (0.5030) loss_class_dn_1: 0.3877 (0.3852) loss_bbox_dn_1: 0.2019 (0.2443) loss_giou_dn_1: 0.4254 (0.4192) loss_class_dn_2: 0.3652 (0.3648) loss_bbox_dn_2: 0.1865 (0.2240) loss_giou_dn_2: 0.3932 (0.3941) loss_class_dn_3: 0.3583 (0.3586) loss_bbox_dn_3: 0.1826 (0.2207) loss_giou_dn_3: 0.3870 (0.3890) loss_class_dn_4: 0.3538 (0.3562) loss_bbox_dn_4: 0.1799 (0.2199) loss_giou_dn_4: 0.3861 (0.3874) loss_class_hybrid: 0.6599 (0.6810) loss_bbox_hybrid: 0.1566 (0.1731) loss_giou_hybrid: 0.4041 (0.3852) loss_class_0_hybrid: 0.7302 (0.7583) loss_bbox_0_hybrid: 0.1581 (0.1790) loss_giou_0_hybrid: 0.4128 (0.3978) loss_class_1_hybrid: 0.6784 (0.7105) loss_bbox_1_hybrid: 0.1557 (0.1757) loss_giou_1_hybrid: 0.4028 (0.3904) loss_class_2_hybrid: 0.6737 (0.6963) loss_bbox_2_hybrid: 0.1553 (0.1732) loss_giou_2_hybrid: 0.4039 (0.3865) loss_class_3_hybrid: 0.6652 (0.6866) loss_bbox_3_hybrid: 0.1563 (0.1730) loss_giou_3_hybrid: 0.4151 (0.3856) loss_class_4_hybrid: 0.6625 (0.6823) loss_bbox_4_hybrid: 0.1557 (0.1731) loss_giou_4_hybrid: 0.4050 (0.3855) loss_class_enc_hybrid: 0.7225 (0.7372) loss_bbox_enc_hybrid: 0.1840 (0.2060) loss_giou_enc_hybrid: 0.4584 (0.4414) mem: 1033 max mem: 36965 [2024-01-16 06:00:28 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:01:21 det.util.engine] INFO: Epoch: [11] [6450/11727] eta: 1:33:38 lr: 0.000010 data_time: 0.0034 iter_time: 1.0465 loss: 23.6414 (24.0241) loss_class: 0.6258 (0.6816) loss_bbox: 0.1688 (0.1623) loss_giou: 0.3615 (0.3600) loss_class_0: 0.7726 (0.8342) loss_bbox_0: 0.1621 (0.1625) loss_giou_0: 0.3787 (0.3641) loss_class_1: 0.6901 (0.7269) loss_bbox_1: 0.1702 (0.1639) loss_giou_1: 0.3545 (0.3634) loss_class_2: 0.6629 (0.7039) loss_bbox_2: 0.1680 (0.1619) loss_giou_2: 0.3574 (0.3608) loss_class_3: 0.6504 (0.6898) loss_bbox_3: 0.1687 (0.1620) loss_giou_3: 0.3563 (0.3602) loss_class_4: 0.6352 (0.6835) loss_bbox_4: 0.1687 (0.1623) loss_giou_4: 0.3647 (0.3601) loss_class_enc: 0.7557 (0.8006) loss_bbox_enc: 0.1776 (0.1854) loss_giou_enc: 0.4041 (0.3995) loss_class_dn: 0.3490 (0.3556) loss_bbox_dn: 0.2041 (0.2199) loss_giou_dn: 0.3856 (0.3874) loss_class_dn_0: 0.4424 (0.4546) loss_bbox_dn_0: 0.2941 (0.3143) loss_giou_dn_0: 0.5022 (0.5030) loss_class_dn_1: 0.3794 (0.3852) loss_bbox_dn_1: 0.2308 (0.2443) loss_giou_dn_1: 0.4167 (0.4192) loss_class_dn_2: 0.3608 (0.3647) loss_bbox_dn_2: 0.2121 (0.2241) loss_giou_dn_2: 0.3879 (0.3941) loss_class_dn_3: 0.3535 (0.3586) loss_bbox_dn_3: 0.2073 (0.2208) loss_giou_dn_3: 0.3851 (0.3889) loss_class_dn_4: 0.3517 (0.3561) loss_bbox_dn_4: 0.2042 (0.2199) loss_giou_dn_4: 0.3856 (0.3874) loss_class_hybrid: 0.6484 (0.6810) loss_bbox_hybrid: 0.1769 (0.1731) loss_giou_hybrid: 0.3863 (0.3852) loss_class_0_hybrid: 0.7275 (0.7583) loss_bbox_0_hybrid: 0.1777 (0.1790) loss_giou_0_hybrid: 0.3891 (0.3977) loss_class_1_hybrid: 0.6846 (0.7104) loss_bbox_1_hybrid: 0.1790 (0.1757) loss_giou_1_hybrid: 0.3898 (0.3904) loss_class_2_hybrid: 0.6744 (0.6963) loss_bbox_2_hybrid: 0.1767 (0.1732) loss_giou_2_hybrid: 0.3839 (0.3864) loss_class_3_hybrid: 0.6643 (0.6866) loss_bbox_3_hybrid: 0.1791 (0.1731) loss_giou_3_hybrid: 0.3858 (0.3855) loss_class_4_hybrid: 0.6555 (0.6822) loss_bbox_4_hybrid: 0.1801 (0.1732) loss_giou_4_hybrid: 0.3846 (0.3855) loss_class_enc_hybrid: 0.7136 (0.7371) loss_bbox_enc_hybrid: 0.1987 (0.2060) loss_giou_enc_hybrid: 0.4237 (0.4413) mem: 1028 max mem: 36965 [2024-01-16 06:01:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:02:13 det.util.engine] INFO: Epoch: [11] [6500/11727] eta: 1:32:44 lr: 0.000010 data_time: 0.0035 iter_time: 1.0466 loss: 23.7056 (24.0233) loss_class: 0.6891 (0.6814) loss_bbox: 0.1460 (0.1623) loss_giou: 0.3402 (0.3601) loss_class_0: 0.8509 (0.8341) loss_bbox_0: 0.1513 (0.1625) loss_giou_0: 0.3390 (0.3641) loss_class_1: 0.7477 (0.7268) loss_bbox_1: 0.1469 (0.1638) loss_giou_1: 0.3444 (0.3635) loss_class_2: 0.7254 (0.7038) loss_bbox_2: 0.1505 (0.1619) loss_giou_2: 0.3482 (0.3609) loss_class_3: 0.6998 (0.6897) loss_bbox_3: 0.1539 (0.1620) loss_giou_3: 0.3469 (0.3603) loss_class_4: 0.6879 (0.6833) loss_bbox_4: 0.1460 (0.1623) loss_giou_4: 0.3433 (0.3602) loss_class_enc: 0.7966 (0.8005) loss_bbox_enc: 0.1782 (0.1854) loss_giou_enc: 0.3890 (0.3996) loss_class_dn: 0.3553 (0.3557) loss_bbox_dn: 0.1936 (0.2198) loss_giou_dn: 0.3747 (0.3874) loss_class_dn_0: 0.4508 (0.4546) loss_bbox_dn_0: 0.2699 (0.3141) loss_giou_dn_0: 0.4943 (0.5030) loss_class_dn_1: 0.3876 (0.3852) loss_bbox_dn_1: 0.2045 (0.2442) loss_giou_dn_1: 0.4123 (0.4192) loss_class_dn_2: 0.3678 (0.3647) loss_bbox_dn_2: 0.1960 (0.2240) loss_giou_dn_2: 0.3868 (0.3941) loss_class_dn_3: 0.3604 (0.3586) loss_bbox_dn_3: 0.1927 (0.2207) loss_giou_dn_3: 0.3794 (0.3889) loss_class_dn_4: 0.3545 (0.3561) loss_bbox_dn_4: 0.1936 (0.2198) loss_giou_dn_4: 0.3747 (0.3874) loss_class_hybrid: 0.6987 (0.6808) loss_bbox_hybrid: 0.1618 (0.1731) loss_giou_hybrid: 0.3499 (0.3853) loss_class_0_hybrid: 0.7874 (0.7582) loss_bbox_0_hybrid: 0.1754 (0.1790) loss_giou_0_hybrid: 0.3698 (0.3978) loss_class_1_hybrid: 0.7240 (0.7103) loss_bbox_1_hybrid: 0.1755 (0.1757) loss_giou_1_hybrid: 0.3560 (0.3905) loss_class_2_hybrid: 0.6921 (0.6961) loss_bbox_2_hybrid: 0.1633 (0.1732) loss_giou_2_hybrid: 0.3515 (0.3865) loss_class_3_hybrid: 0.7000 (0.6864) loss_bbox_3_hybrid: 0.1661 (0.1731) loss_giou_3_hybrid: 0.3509 (0.3857) loss_class_4_hybrid: 0.7037 (0.6821) loss_bbox_4_hybrid: 0.1618 (0.1732) loss_giou_4_hybrid: 0.3497 (0.3856) loss_class_enc_hybrid: 0.7418 (0.7371) loss_bbox_enc_hybrid: 0.1993 (0.2060) loss_giou_enc_hybrid: 0.4091 (0.4414) mem: 1022 max mem: 36965 [2024-01-16 06:02:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:03:06 det.util.engine] INFO: Epoch: [11] [6550/11727] eta: 1:31:50 lr: 0.000010 data_time: 0.0031 iter_time: 1.0844 loss: 23.3516 (24.0201) loss_class: 0.6730 (0.6814) loss_bbox: 0.1473 (0.1623) loss_giou: 0.3322 (0.3600) loss_class_0: 0.8184 (0.8341) loss_bbox_0: 0.1473 (0.1625) loss_giou_0: 0.3361 (0.3641) loss_class_1: 0.7164 (0.7268) loss_bbox_1: 0.1472 (0.1638) loss_giou_1: 0.3380 (0.3634) loss_class_2: 0.6997 (0.7038) loss_bbox_2: 0.1489 (0.1619) loss_giou_2: 0.3454 (0.3608) loss_class_3: 0.7043 (0.6897) loss_bbox_3: 0.1483 (0.1620) loss_giou_3: 0.3369 (0.3602) loss_class_4: 0.6965 (0.6833) loss_bbox_4: 0.1473 (0.1623) loss_giou_4: 0.3357 (0.3601) loss_class_enc: 0.7917 (0.8005) loss_bbox_enc: 0.1694 (0.1854) loss_giou_enc: 0.3664 (0.3995) loss_class_dn: 0.3552 (0.3556) loss_bbox_dn: 0.1899 (0.2197) loss_giou_dn: 0.3949 (0.3873) loss_class_dn_0: 0.4582 (0.4546) loss_bbox_dn_0: 0.2802 (0.3141) loss_giou_dn_0: 0.4881 (0.5029) loss_class_dn_1: 0.3910 (0.3852) loss_bbox_dn_1: 0.2111 (0.2442) loss_giou_dn_1: 0.4205 (0.4191) loss_class_dn_2: 0.3654 (0.3647) loss_bbox_dn_2: 0.1953 (0.2239) loss_giou_dn_2: 0.3984 (0.3940) loss_class_dn_3: 0.3582 (0.3586) loss_bbox_dn_3: 0.1919 (0.2206) loss_giou_dn_3: 0.3976 (0.3888) loss_class_dn_4: 0.3567 (0.3561) loss_bbox_dn_4: 0.1898 (0.2198) loss_giou_dn_4: 0.3948 (0.3873) loss_class_hybrid: 0.6776 (0.6808) loss_bbox_hybrid: 0.1521 (0.1731) loss_giou_hybrid: 0.3411 (0.3852) loss_class_0_hybrid: 0.7664 (0.7582) loss_bbox_0_hybrid: 0.1618 (0.1790) loss_giou_0_hybrid: 0.3525 (0.3977) loss_class_1_hybrid: 0.6966 (0.7103) loss_bbox_1_hybrid: 0.1589 (0.1756) loss_giou_1_hybrid: 0.3409 (0.3903) loss_class_2_hybrid: 0.6982 (0.6961) loss_bbox_2_hybrid: 0.1554 (0.1731) loss_giou_2_hybrid: 0.3442 (0.3864) loss_class_3_hybrid: 0.6878 (0.6864) loss_bbox_3_hybrid: 0.1513 (0.1730) loss_giou_3_hybrid: 0.3428 (0.3855) loss_class_4_hybrid: 0.6843 (0.6820) loss_bbox_4_hybrid: 0.1533 (0.1731) loss_giou_4_hybrid: 0.3403 (0.3854) loss_class_enc_hybrid: 0.7257 (0.7371) loss_bbox_enc_hybrid: 0.1891 (0.2060) loss_giou_enc_hybrid: 0.3948 (0.4413) mem: 1018 max mem: 36965 [2024-01-16 06:03:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:03:58 det.util.engine] INFO: Epoch: [11] [6600/11727] eta: 1:30:56 lr: 0.000010 data_time: 0.0033 iter_time: 1.0355 loss: 23.8776 (24.0213) loss_class: 0.6764 (0.6814) loss_bbox: 0.1520 (0.1623) loss_giou: 0.3610 (0.3600) loss_class_0: 0.8284 (0.8342) loss_bbox_0: 0.1501 (0.1624) loss_giou_0: 0.3646 (0.3641) loss_class_1: 0.7413 (0.7270) loss_bbox_1: 0.1506 (0.1638) loss_giou_1: 0.3528 (0.3634) loss_class_2: 0.7124 (0.7038) loss_bbox_2: 0.1517 (0.1619) loss_giou_2: 0.3538 (0.3609) loss_class_3: 0.6841 (0.6897) loss_bbox_3: 0.1523 (0.1620) loss_giou_3: 0.3607 (0.3602) loss_class_4: 0.6809 (0.6833) loss_bbox_4: 0.1502 (0.1623) loss_giou_4: 0.3609 (0.3602) loss_class_enc: 0.7797 (0.8006) loss_bbox_enc: 0.1743 (0.1854) loss_giou_enc: 0.4114 (0.3995) loss_class_dn: 0.3513 (0.3557) loss_bbox_dn: 0.1846 (0.2197) loss_giou_dn: 0.3726 (0.3873) loss_class_dn_0: 0.4503 (0.4546) loss_bbox_dn_0: 0.2962 (0.3140) loss_giou_dn_0: 0.4897 (0.5029) loss_class_dn_1: 0.3810 (0.3852) loss_bbox_dn_1: 0.2186 (0.2441) loss_giou_dn_1: 0.4124 (0.4191) loss_class_dn_2: 0.3581 (0.3648) loss_bbox_dn_2: 0.1961 (0.2239) loss_giou_dn_2: 0.3787 (0.3940) loss_class_dn_3: 0.3543 (0.3586) loss_bbox_dn_3: 0.1861 (0.2206) loss_giou_dn_3: 0.3737 (0.3888) loss_class_dn_4: 0.3560 (0.3562) loss_bbox_dn_4: 0.1846 (0.2197) loss_giou_dn_4: 0.3726 (0.3872) loss_class_hybrid: 0.6671 (0.6809) loss_bbox_hybrid: 0.1540 (0.1730) loss_giou_hybrid: 0.3789 (0.3853) loss_class_0_hybrid: 0.7393 (0.7582) loss_bbox_0_hybrid: 0.1725 (0.1789) loss_giou_0_hybrid: 0.4014 (0.3977) loss_class_1_hybrid: 0.7102 (0.7104) loss_bbox_1_hybrid: 0.1568 (0.1756) loss_giou_1_hybrid: 0.3867 (0.3904) loss_class_2_hybrid: 0.6840 (0.6962) loss_bbox_2_hybrid: 0.1600 (0.1731) loss_giou_2_hybrid: 0.3796 (0.3865) loss_class_3_hybrid: 0.6761 (0.6864) loss_bbox_3_hybrid: 0.1585 (0.1730) loss_giou_3_hybrid: 0.3790 (0.3856) loss_class_4_hybrid: 0.6542 (0.6821) loss_bbox_4_hybrid: 0.1570 (0.1731) loss_giou_4_hybrid: 0.3787 (0.3855) loss_class_enc_hybrid: 0.7283 (0.7372) loss_bbox_enc_hybrid: 0.2001 (0.2059) loss_giou_enc_hybrid: 0.4403 (0.4413) mem: 1016 max mem: 36965 [2024-01-16 06:03:58 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:04:51 det.util.engine] INFO: Epoch: [11] [6650/11727] eta: 1:30:03 lr: 0.000010 data_time: 0.0031 iter_time: 1.0293 loss: 23.8074 (24.0237) loss_class: 0.7084 (0.6816) loss_bbox: 0.1721 (0.1623) loss_giou: 0.3232 (0.3600) loss_class_0: 0.8671 (0.8343) loss_bbox_0: 0.1651 (0.1624) loss_giou_0: 0.3141 (0.3640) loss_class_1: 0.7789 (0.7271) loss_bbox_1: 0.1834 (0.1638) loss_giou_1: 0.3236 (0.3633) loss_class_2: 0.7199 (0.7040) loss_bbox_2: 0.1700 (0.1619) loss_giou_2: 0.3284 (0.3608) loss_class_3: 0.7107 (0.6898) loss_bbox_3: 0.1772 (0.1620) loss_giou_3: 0.3239 (0.3602) loss_class_4: 0.6942 (0.6834) loss_bbox_4: 0.1720 (0.1623) loss_giou_4: 0.3155 (0.3602) loss_class_enc: 0.8468 (0.8008) loss_bbox_enc: 0.1924 (0.1854) loss_giou_enc: 0.3523 (0.3995) loss_class_dn: 0.3539 (0.3557) loss_bbox_dn: 0.2445 (0.2198) loss_giou_dn: 0.4050 (0.3873) loss_class_dn_0: 0.4579 (0.4547) loss_bbox_dn_0: 0.3309 (0.3141) loss_giou_dn_0: 0.5178 (0.5029) loss_class_dn_1: 0.3895 (0.3852) loss_bbox_dn_1: 0.2606 (0.2442) loss_giou_dn_1: 0.4261 (0.4191) loss_class_dn_2: 0.3660 (0.3648) loss_bbox_dn_2: 0.2474 (0.2240) loss_giou_dn_2: 0.4067 (0.3940) loss_class_dn_3: 0.3570 (0.3586) loss_bbox_dn_3: 0.2456 (0.2207) loss_giou_dn_3: 0.4058 (0.3889) loss_class_dn_4: 0.3530 (0.3562) loss_bbox_dn_4: 0.2444 (0.2198) loss_giou_dn_4: 0.4050 (0.3873) loss_class_hybrid: 0.7081 (0.6810) loss_bbox_hybrid: 0.1853 (0.1731) loss_giou_hybrid: 0.3564 (0.3852) loss_class_0_hybrid: 0.7767 (0.7583) loss_bbox_0_hybrid: 0.1901 (0.1789) loss_giou_0_hybrid: 0.3726 (0.3977) loss_class_1_hybrid: 0.7366 (0.7105) loss_bbox_1_hybrid: 0.1893 (0.1756) loss_giou_1_hybrid: 0.3610 (0.3904) loss_class_2_hybrid: 0.7276 (0.6963) loss_bbox_2_hybrid: 0.1868 (0.1731) loss_giou_2_hybrid: 0.3621 (0.3864) loss_class_3_hybrid: 0.7158 (0.6866) loss_bbox_3_hybrid: 0.1861 (0.1730) loss_giou_3_hybrid: 0.3610 (0.3856) loss_class_4_hybrid: 0.7073 (0.6822) loss_bbox_4_hybrid: 0.1863 (0.1732) loss_giou_4_hybrid: 0.3576 (0.3855) loss_class_enc_hybrid: 0.7801 (0.7373) loss_bbox_enc_hybrid: 0.2188 (0.2060) loss_giou_enc_hybrid: 0.4216 (0.4413) mem: 1031 max mem: 36965 [2024-01-16 06:04:51 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:05:44 det.util.engine] INFO: Epoch: [11] [6700/11727] eta: 1:29:09 lr: 0.000010 data_time: 0.0032 iter_time: 1.0316 loss: 23.6809 (24.0222) loss_class: 0.6726 (0.6816) loss_bbox: 0.1486 (0.1623) loss_giou: 0.3592 (0.3600) loss_class_0: 0.8370 (0.8344) loss_bbox_0: 0.1474 (0.1624) loss_giou_0: 0.3639 (0.3640) loss_class_1: 0.7351 (0.7272) loss_bbox_1: 0.1456 (0.1638) loss_giou_1: 0.3579 (0.3633) loss_class_2: 0.6928 (0.7040) loss_bbox_2: 0.1424 (0.1619) loss_giou_2: 0.3566 (0.3608) loss_class_3: 0.6829 (0.6898) loss_bbox_3: 0.1439 (0.1620) loss_giou_3: 0.3568 (0.3602) loss_class_4: 0.6652 (0.6835) loss_bbox_4: 0.1433 (0.1622) loss_giou_4: 0.3592 (0.3601) loss_class_enc: 0.7798 (0.8009) loss_bbox_enc: 0.1611 (0.1854) loss_giou_enc: 0.3970 (0.3994) loss_class_dn: 0.3505 (0.3556) loss_bbox_dn: 0.1762 (0.2197) loss_giou_dn: 0.3668 (0.3872) loss_class_dn_0: 0.4461 (0.4546) loss_bbox_dn_0: 0.2520 (0.3141) loss_giou_dn_0: 0.4738 (0.5029) loss_class_dn_1: 0.3719 (0.3852) loss_bbox_dn_1: 0.1975 (0.2442) loss_giou_dn_1: 0.3926 (0.4190) loss_class_dn_2: 0.3563 (0.3647) loss_bbox_dn_2: 0.1728 (0.2239) loss_giou_dn_2: 0.3720 (0.3940) loss_class_dn_3: 0.3511 (0.3586) loss_bbox_dn_3: 0.1762 (0.2206) loss_giou_dn_3: 0.3666 (0.3888) loss_class_dn_4: 0.3478 (0.3561) loss_bbox_dn_4: 0.1762 (0.2197) loss_giou_dn_4: 0.3664 (0.3872) loss_class_hybrid: 0.6799 (0.6810) loss_bbox_hybrid: 0.1525 (0.1730) loss_giou_hybrid: 0.3925 (0.3852) loss_class_0_hybrid: 0.7564 (0.7584) loss_bbox_0_hybrid: 0.1594 (0.1789) loss_giou_0_hybrid: 0.3983 (0.3977) loss_class_1_hybrid: 0.7027 (0.7106) loss_bbox_1_hybrid: 0.1587 (0.1756) loss_giou_1_hybrid: 0.3970 (0.3903) loss_class_2_hybrid: 0.6826 (0.6963) loss_bbox_2_hybrid: 0.1548 (0.1731) loss_giou_2_hybrid: 0.3934 (0.3864) loss_class_3_hybrid: 0.6911 (0.6866) loss_bbox_3_hybrid: 0.1519 (0.1730) loss_giou_3_hybrid: 0.3938 (0.3855) loss_class_4_hybrid: 0.6771 (0.6822) loss_bbox_4_hybrid: 0.1511 (0.1731) loss_giou_4_hybrid: 0.3905 (0.3855) loss_class_enc_hybrid: 0.7190 (0.7374) loss_bbox_enc_hybrid: 0.1830 (0.2059) loss_giou_enc_hybrid: 0.4512 (0.4413) mem: 1028 max mem: 36965 [2024-01-16 06:05:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:06:35 det.util.engine] INFO: Epoch: [11] [6750/11727] eta: 1:28:15 lr: 0.000010 data_time: 0.0032 iter_time: 1.0378 loss: 23.5288 (24.0207) loss_class: 0.6666 (0.6814) loss_bbox: 0.1437 (0.1622) loss_giou: 0.3849 (0.3600) loss_class_0: 0.8110 (0.8342) loss_bbox_0: 0.1416 (0.1624) loss_giou_0: 0.3880 (0.3641) loss_class_1: 0.7000 (0.7271) loss_bbox_1: 0.1443 (0.1637) loss_giou_1: 0.3842 (0.3634) loss_class_2: 0.6845 (0.7039) loss_bbox_2: 0.1419 (0.1618) loss_giou_2: 0.3789 (0.3609) loss_class_3: 0.6693 (0.6897) loss_bbox_3: 0.1431 (0.1619) loss_giou_3: 0.3767 (0.3602) loss_class_4: 0.6587 (0.6833) loss_bbox_4: 0.1436 (0.1622) loss_giou_4: 0.3764 (0.3602) loss_class_enc: 0.8032 (0.8007) loss_bbox_enc: 0.1665 (0.1853) loss_giou_enc: 0.4165 (0.3995) loss_class_dn: 0.3573 (0.3556) loss_bbox_dn: 0.1792 (0.2196) loss_giou_dn: 0.4065 (0.3873) loss_class_dn_0: 0.4483 (0.4546) loss_bbox_dn_0: 0.2570 (0.3140) loss_giou_dn_0: 0.5078 (0.5029) loss_class_dn_1: 0.3780 (0.3852) loss_bbox_dn_1: 0.2018 (0.2441) loss_giou_dn_1: 0.4209 (0.4190) loss_class_dn_2: 0.3640 (0.3647) loss_bbox_dn_2: 0.1821 (0.2238) loss_giou_dn_2: 0.4152 (0.3940) loss_class_dn_3: 0.3591 (0.3586) loss_bbox_dn_3: 0.1779 (0.2205) loss_giou_dn_3: 0.4106 (0.3888) loss_class_dn_4: 0.3569 (0.3561) loss_bbox_dn_4: 0.1792 (0.2196) loss_giou_dn_4: 0.4065 (0.3872) loss_class_hybrid: 0.6376 (0.6809) loss_bbox_hybrid: 0.1567 (0.1730) loss_giou_hybrid: 0.4130 (0.3853) loss_class_0_hybrid: 0.7033 (0.7582) loss_bbox_0_hybrid: 0.1601 (0.1789) loss_giou_0_hybrid: 0.4199 (0.3978) loss_class_1_hybrid: 0.6609 (0.7104) loss_bbox_1_hybrid: 0.1674 (0.1756) loss_giou_1_hybrid: 0.4134 (0.3905) loss_class_2_hybrid: 0.6540 (0.6962) loss_bbox_2_hybrid: 0.1641 (0.1731) loss_giou_2_hybrid: 0.4084 (0.3865) loss_class_3_hybrid: 0.6450 (0.6865) loss_bbox_3_hybrid: 0.1616 (0.1730) loss_giou_3_hybrid: 0.4091 (0.3857) loss_class_4_hybrid: 0.6332 (0.6821) loss_bbox_4_hybrid: 0.1575 (0.1731) loss_giou_4_hybrid: 0.4162 (0.3856) loss_class_enc_hybrid: 0.7031 (0.7373) loss_bbox_enc_hybrid: 0.1915 (0.2059) loss_giou_enc_hybrid: 0.4556 (0.4414) mem: 1025 max mem: 36965 [2024-01-16 06:06:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:07:27 det.util.engine] INFO: Epoch: [11] [6800/11727] eta: 1:27:20 lr: 0.000010 data_time: 0.0032 iter_time: 1.0591 loss: 23.5780 (24.0200) loss_class: 0.6447 (0.6814) loss_bbox: 0.1752 (0.1623) loss_giou: 0.3628 (0.3600) loss_class_0: 0.7943 (0.8342) loss_bbox_0: 0.1660 (0.1624) loss_giou_0: 0.3783 (0.3641) loss_class_1: 0.6984 (0.7270) loss_bbox_1: 0.1640 (0.1638) loss_giou_1: 0.3596 (0.3633) loss_class_2: 0.6900 (0.7038) loss_bbox_2: 0.1730 (0.1619) loss_giou_2: 0.3636 (0.3608) loss_class_3: 0.6544 (0.6896) loss_bbox_3: 0.1669 (0.1620) loss_giou_3: 0.3668 (0.3602) loss_class_4: 0.6573 (0.6832) loss_bbox_4: 0.1662 (0.1622) loss_giou_4: 0.3623 (0.3602) loss_class_enc: 0.7621 (0.8007) loss_bbox_enc: 0.1995 (0.1854) loss_giou_enc: 0.4164 (0.3995) loss_class_dn: 0.3555 (0.3556) loss_bbox_dn: 0.2275 (0.2197) loss_giou_dn: 0.3612 (0.3872) loss_class_dn_0: 0.4532 (0.4546) loss_bbox_dn_0: 0.3167 (0.3140) loss_giou_dn_0: 0.4786 (0.5028) loss_class_dn_1: 0.3801 (0.3852) loss_bbox_dn_1: 0.2514 (0.2441) loss_giou_dn_1: 0.3890 (0.4190) loss_class_dn_2: 0.3636 (0.3647) loss_bbox_dn_2: 0.2299 (0.2239) loss_giou_dn_2: 0.3682 (0.3939) loss_class_dn_3: 0.3599 (0.3585) loss_bbox_dn_3: 0.2287 (0.2206) loss_giou_dn_3: 0.3624 (0.3888) loss_class_dn_4: 0.3560 (0.3561) loss_bbox_dn_4: 0.2276 (0.2197) loss_giou_dn_4: 0.3612 (0.3872) loss_class_hybrid: 0.6540 (0.6808) loss_bbox_hybrid: 0.1872 (0.1730) loss_giou_hybrid: 0.3934 (0.3853) loss_class_0_hybrid: 0.7206 (0.7581) loss_bbox_0_hybrid: 0.1926 (0.1789) loss_giou_0_hybrid: 0.4059 (0.3978) loss_class_1_hybrid: 0.6772 (0.7103) loss_bbox_1_hybrid: 0.1843 (0.1756) loss_giou_1_hybrid: 0.4010 (0.3904) loss_class_2_hybrid: 0.6597 (0.6961) loss_bbox_2_hybrid: 0.1854 (0.1731) loss_giou_2_hybrid: 0.3935 (0.3865) loss_class_3_hybrid: 0.6528 (0.6864) loss_bbox_3_hybrid: 0.1861 (0.1730) loss_giou_3_hybrid: 0.3923 (0.3856) loss_class_4_hybrid: 0.6538 (0.6820) loss_bbox_4_hybrid: 0.1850 (0.1731) loss_giou_4_hybrid: 0.3905 (0.3856) loss_class_enc_hybrid: 0.6884 (0.7372) loss_bbox_enc_hybrid: 0.2261 (0.2059) loss_giou_enc_hybrid: 0.4494 (0.4413) mem: 1027 max mem: 36965 [2024-01-16 06:07:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:08:20 det.util.engine] INFO: Epoch: [11] [6850/11727] eta: 1:26:27 lr: 0.000010 data_time: 0.0027 iter_time: 1.0334 loss: 23.7190 (24.0178) loss_class: 0.6457 (0.6812) loss_bbox: 0.1504 (0.1623) loss_giou: 0.3462 (0.3601) loss_class_0: 0.7934 (0.8340) loss_bbox_0: 0.1589 (0.1624) loss_giou_0: 0.3406 (0.3642) loss_class_1: 0.7066 (0.7269) loss_bbox_1: 0.1520 (0.1637) loss_giou_1: 0.3446 (0.3634) loss_class_2: 0.6598 (0.7037) loss_bbox_2: 0.1528 (0.1619) loss_giou_2: 0.3419 (0.3609) loss_class_3: 0.6404 (0.6895) loss_bbox_3: 0.1508 (0.1620) loss_giou_3: 0.3454 (0.3603) loss_class_4: 0.6542 (0.6831) loss_bbox_4: 0.1504 (0.1622) loss_giou_4: 0.3463 (0.3603) loss_class_enc: 0.7529 (0.8004) loss_bbox_enc: 0.1882 (0.1854) loss_giou_enc: 0.3873 (0.3996) loss_class_dn: 0.3467 (0.3556) loss_bbox_dn: 0.2004 (0.2196) loss_giou_dn: 0.3695 (0.3872) loss_class_dn_0: 0.4486 (0.4545) loss_bbox_dn_0: 0.3011 (0.3139) loss_giou_dn_0: 0.4879 (0.5029) loss_class_dn_1: 0.3832 (0.3851) loss_bbox_dn_1: 0.2327 (0.2440) loss_giou_dn_1: 0.4039 (0.4190) loss_class_dn_2: 0.3600 (0.3647) loss_bbox_dn_2: 0.2071 (0.2238) loss_giou_dn_2: 0.3751 (0.3939) loss_class_dn_3: 0.3515 (0.3585) loss_bbox_dn_3: 0.2028 (0.2204) loss_giou_dn_3: 0.3712 (0.3888) loss_class_dn_4: 0.3478 (0.3561) loss_bbox_dn_4: 0.2003 (0.2196) loss_giou_dn_4: 0.3694 (0.3872) loss_class_hybrid: 0.6464 (0.6807) loss_bbox_hybrid: 0.1612 (0.1730) loss_giou_hybrid: 0.3787 (0.3854) loss_class_0_hybrid: 0.7390 (0.7579) loss_bbox_0_hybrid: 0.1689 (0.1789) loss_giou_0_hybrid: 0.3781 (0.3979) loss_class_1_hybrid: 0.6830 (0.7102) loss_bbox_1_hybrid: 0.1640 (0.1756) loss_giou_1_hybrid: 0.3747 (0.3905) loss_class_2_hybrid: 0.6641 (0.6960) loss_bbox_2_hybrid: 0.1610 (0.1731) loss_giou_2_hybrid: 0.3824 (0.3866) loss_class_3_hybrid: 0.6558 (0.6862) loss_bbox_3_hybrid: 0.1618 (0.1730) loss_giou_3_hybrid: 0.3742 (0.3857) loss_class_4_hybrid: 0.6467 (0.6819) loss_bbox_4_hybrid: 0.1629 (0.1731) loss_giou_4_hybrid: 0.3787 (0.3856) loss_class_enc_hybrid: 0.7117 (0.7370) loss_bbox_enc_hybrid: 0.2038 (0.2059) loss_giou_enc_hybrid: 0.4102 (0.4414) mem: 1024 max mem: 36965 [2024-01-16 06:08:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:09:12 det.util.engine] INFO: Epoch: [11] [6900/11727] eta: 1:25:33 lr: 0.000010 data_time: 0.0026 iter_time: 1.0340 loss: 22.5384 (24.0155) loss_class: 0.6671 (0.6812) loss_bbox: 0.1438 (0.1622) loss_giou: 0.3293 (0.3601) loss_class_0: 0.8153 (0.8340) loss_bbox_0: 0.1486 (0.1623) loss_giou_0: 0.3335 (0.3641) loss_class_1: 0.6922 (0.7268) loss_bbox_1: 0.1445 (0.1637) loss_giou_1: 0.3307 (0.3634) loss_class_2: 0.6882 (0.7037) loss_bbox_2: 0.1435 (0.1618) loss_giou_2: 0.3290 (0.3609) loss_class_3: 0.6721 (0.6894) loss_bbox_3: 0.1454 (0.1619) loss_giou_3: 0.3264 (0.3603) loss_class_4: 0.6749 (0.6831) loss_bbox_4: 0.1439 (0.1622) loss_giou_4: 0.3293 (0.3603) loss_class_enc: 0.7754 (0.8005) loss_bbox_enc: 0.1628 (0.1853) loss_giou_enc: 0.3712 (0.3996) loss_class_dn: 0.3484 (0.3556) loss_bbox_dn: 0.1946 (0.2195) loss_giou_dn: 0.3677 (0.3871) loss_class_dn_0: 0.4488 (0.4545) loss_bbox_dn_0: 0.2932 (0.3138) loss_giou_dn_0: 0.4737 (0.5028) loss_class_dn_1: 0.3800 (0.3851) loss_bbox_dn_1: 0.2171 (0.2439) loss_giou_dn_1: 0.3906 (0.4189) loss_class_dn_2: 0.3614 (0.3647) loss_bbox_dn_2: 0.1963 (0.2237) loss_giou_dn_2: 0.3747 (0.3939) loss_class_dn_3: 0.3510 (0.3585) loss_bbox_dn_3: 0.1965 (0.2204) loss_giou_dn_3: 0.3700 (0.3887) loss_class_dn_4: 0.3483 (0.3561) loss_bbox_dn_4: 0.1946 (0.2195) loss_giou_dn_4: 0.3678 (0.3871) loss_class_hybrid: 0.6832 (0.6807) loss_bbox_hybrid: 0.1497 (0.1730) loss_giou_hybrid: 0.3504 (0.3853) loss_class_0_hybrid: 0.7519 (0.7580) loss_bbox_0_hybrid: 0.1510 (0.1788) loss_giou_0_hybrid: 0.3574 (0.3978) loss_class_1_hybrid: 0.7060 (0.7102) loss_bbox_1_hybrid: 0.1447 (0.1755) loss_giou_1_hybrid: 0.3488 (0.3905) loss_class_2_hybrid: 0.6973 (0.6960) loss_bbox_2_hybrid: 0.1468 (0.1731) loss_giou_2_hybrid: 0.3468 (0.3865) loss_class_3_hybrid: 0.6820 (0.6862) loss_bbox_3_hybrid: 0.1457 (0.1729) loss_giou_3_hybrid: 0.3471 (0.3857) loss_class_4_hybrid: 0.6918 (0.6818) loss_bbox_4_hybrid: 0.1465 (0.1730) loss_giou_4_hybrid: 0.3479 (0.3856) loss_class_enc_hybrid: 0.7125 (0.7371) loss_bbox_enc_hybrid: 0.1853 (0.2058) loss_giou_enc_hybrid: 0.3965 (0.4414) mem: 1028 max mem: 36965 [2024-01-16 06:09:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:10:06 det.util.engine] INFO: Epoch: [11] [6950/11727] eta: 1:24:40 lr: 0.000010 data_time: 0.0031 iter_time: 1.0512 loss: 22.9771 (24.0138) loss_class: 0.6415 (0.6812) loss_bbox: 0.1482 (0.1622) loss_giou: 0.3411 (0.3600) loss_class_0: 0.7959 (0.8340) loss_bbox_0: 0.1315 (0.1623) loss_giou_0: 0.3362 (0.3641) loss_class_1: 0.6783 (0.7268) loss_bbox_1: 0.1473 (0.1637) loss_giou_1: 0.3467 (0.3634) loss_class_2: 0.6733 (0.7037) loss_bbox_2: 0.1453 (0.1618) loss_giou_2: 0.3397 (0.3608) loss_class_3: 0.6590 (0.6894) loss_bbox_3: 0.1468 (0.1619) loss_giou_3: 0.3380 (0.3602) loss_class_4: 0.6397 (0.6830) loss_bbox_4: 0.1463 (0.1622) loss_giou_4: 0.3454 (0.3602) loss_class_enc: 0.7539 (0.8004) loss_bbox_enc: 0.1554 (0.1853) loss_giou_enc: 0.3709 (0.3995) loss_class_dn: 0.3484 (0.3556) loss_bbox_dn: 0.1900 (0.2195) loss_giou_dn: 0.3708 (0.3871) loss_class_dn_0: 0.4511 (0.4545) loss_bbox_dn_0: 0.2985 (0.3138) loss_giou_dn_0: 0.4864 (0.5028) loss_class_dn_1: 0.3777 (0.3851) loss_bbox_dn_1: 0.2185 (0.2439) loss_giou_dn_1: 0.4007 (0.4189) loss_class_dn_2: 0.3585 (0.3647) loss_bbox_dn_2: 0.1917 (0.2237) loss_giou_dn_2: 0.3767 (0.3938) loss_class_dn_3: 0.3530 (0.3585) loss_bbox_dn_3: 0.1886 (0.2204) loss_giou_dn_3: 0.3712 (0.3887) loss_class_dn_4: 0.3493 (0.3561) loss_bbox_dn_4: 0.1900 (0.2195) loss_giou_dn_4: 0.3707 (0.3871) loss_class_hybrid: 0.6597 (0.6806) loss_bbox_hybrid: 0.1539 (0.1730) loss_giou_hybrid: 0.3502 (0.3852) loss_class_0_hybrid: 0.7322 (0.7579) loss_bbox_0_hybrid: 0.1542 (0.1788) loss_giou_0_hybrid: 0.3610 (0.3977) loss_class_1_hybrid: 0.6849 (0.7101) loss_bbox_1_hybrid: 0.1515 (0.1755) loss_giou_1_hybrid: 0.3543 (0.3904) loss_class_2_hybrid: 0.6732 (0.6959) loss_bbox_2_hybrid: 0.1553 (0.1730) loss_giou_2_hybrid: 0.3518 (0.3864) loss_class_3_hybrid: 0.6561 (0.6862) loss_bbox_3_hybrid: 0.1499 (0.1729) loss_giou_3_hybrid: 0.3509 (0.3856) loss_class_4_hybrid: 0.6624 (0.6818) loss_bbox_4_hybrid: 0.1541 (0.1730) loss_giou_4_hybrid: 0.3500 (0.3855) loss_class_enc_hybrid: 0.7208 (0.7370) loss_bbox_enc_hybrid: 0.1856 (0.2058) loss_giou_enc_hybrid: 0.4024 (0.4413) mem: 1013 max mem: 36965 [2024-01-16 06:10:06 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:10:59 det.util.engine] INFO: Epoch: [11] [7000/11727] eta: 1:23:47 lr: 0.000010 data_time: 0.0028 iter_time: 1.0281 loss: 24.4142 (24.0150) loss_class: 0.6724 (0.6812) loss_bbox: 0.1601 (0.1623) loss_giou: 0.3807 (0.3600) loss_class_0: 0.8179 (0.8340) loss_bbox_0: 0.1756 (0.1624) loss_giou_0: 0.3665 (0.3641) loss_class_1: 0.7346 (0.7268) loss_bbox_1: 0.1770 (0.1637) loss_giou_1: 0.3897 (0.3634) loss_class_2: 0.7104 (0.7037) loss_bbox_2: 0.1620 (0.1619) loss_giou_2: 0.3865 (0.3608) loss_class_3: 0.6860 (0.6894) loss_bbox_3: 0.1621 (0.1619) loss_giou_3: 0.3797 (0.3602) loss_class_4: 0.6760 (0.6830) loss_bbox_4: 0.1603 (0.1622) loss_giou_4: 0.3804 (0.3602) loss_class_enc: 0.7952 (0.8004) loss_bbox_enc: 0.1945 (0.1854) loss_giou_enc: 0.4158 (0.3995) loss_class_dn: 0.3592 (0.3556) loss_bbox_dn: 0.2266 (0.2196) loss_giou_dn: 0.3998 (0.3871) loss_class_dn_0: 0.4592 (0.4545) loss_bbox_dn_0: 0.3405 (0.3139) loss_giou_dn_0: 0.5130 (0.5028) loss_class_dn_1: 0.3920 (0.3851) loss_bbox_dn_1: 0.2615 (0.2440) loss_giou_dn_1: 0.4298 (0.4189) loss_class_dn_2: 0.3688 (0.3647) loss_bbox_dn_2: 0.2352 (0.2238) loss_giou_dn_2: 0.4062 (0.3938) loss_class_dn_3: 0.3620 (0.3585) loss_bbox_dn_3: 0.2284 (0.2205) loss_giou_dn_3: 0.4007 (0.3887) loss_class_dn_4: 0.3599 (0.3561) loss_bbox_dn_4: 0.2266 (0.2196) loss_giou_dn_4: 0.3996 (0.3871) loss_class_hybrid: 0.6786 (0.6806) loss_bbox_hybrid: 0.1827 (0.1730) loss_giou_hybrid: 0.3760 (0.3852) loss_class_0_hybrid: 0.7606 (0.7579) loss_bbox_0_hybrid: 0.1879 (0.1789) loss_giou_0_hybrid: 0.3857 (0.3977) loss_class_1_hybrid: 0.7047 (0.7101) loss_bbox_1_hybrid: 0.1892 (0.1756) loss_giou_1_hybrid: 0.3741 (0.3904) loss_class_2_hybrid: 0.6911 (0.6959) loss_bbox_2_hybrid: 0.1882 (0.1731) loss_giou_2_hybrid: 0.3759 (0.3864) loss_class_3_hybrid: 0.6858 (0.6862) loss_bbox_3_hybrid: 0.1878 (0.1730) loss_giou_3_hybrid: 0.3768 (0.3855) loss_class_4_hybrid: 0.6746 (0.6818) loss_bbox_4_hybrid: 0.1829 (0.1731) loss_giou_4_hybrid: 0.3751 (0.3855) loss_class_enc_hybrid: 0.7394 (0.7370) loss_bbox_enc_hybrid: 0.2170 (0.2059) loss_giou_enc_hybrid: 0.4325 (0.4412) mem: 1018 max mem: 36965 [2024-01-16 06:10:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:11:52 det.util.engine] INFO: Epoch: [11] [7050/11727] eta: 1:22:54 lr: 0.000010 data_time: 0.0027 iter_time: 1.0203 loss: 23.9381 (24.0123) loss_class: 0.6855 (0.6812) loss_bbox: 0.1619 (0.1622) loss_giou: 0.3249 (0.3599) loss_class_0: 0.8207 (0.8340) loss_bbox_0: 0.1559 (0.1623) loss_giou_0: 0.3325 (0.3640) loss_class_1: 0.7405 (0.7269) loss_bbox_1: 0.1573 (0.1637) loss_giou_1: 0.3206 (0.3632) loss_class_2: 0.7226 (0.7038) loss_bbox_2: 0.1561 (0.1618) loss_giou_2: 0.3242 (0.3607) loss_class_3: 0.6922 (0.6895) loss_bbox_3: 0.1657 (0.1619) loss_giou_3: 0.3203 (0.3601) loss_class_4: 0.6854 (0.6831) loss_bbox_4: 0.1671 (0.1622) loss_giou_4: 0.3228 (0.3601) loss_class_enc: 0.8029 (0.8005) loss_bbox_enc: 0.1810 (0.1853) loss_giou_enc: 0.3652 (0.3994) loss_class_dn: 0.3516 (0.3556) loss_bbox_dn: 0.2142 (0.2196) loss_giou_dn: 0.3723 (0.3871) loss_class_dn_0: 0.4500 (0.4545) loss_bbox_dn_0: 0.3138 (0.3139) loss_giou_dn_0: 0.4839 (0.5027) loss_class_dn_1: 0.3759 (0.3851) loss_bbox_dn_1: 0.2413 (0.2440) loss_giou_dn_1: 0.4043 (0.4188) loss_class_dn_2: 0.3624 (0.3647) loss_bbox_dn_2: 0.2213 (0.2238) loss_giou_dn_2: 0.3806 (0.3938) loss_class_dn_3: 0.3540 (0.3585) loss_bbox_dn_3: 0.2135 (0.2204) loss_giou_dn_3: 0.3739 (0.3886) loss_class_dn_4: 0.3529 (0.3561) loss_bbox_dn_4: 0.2143 (0.2196) loss_giou_dn_4: 0.3723 (0.3870) loss_class_hybrid: 0.6777 (0.6806) loss_bbox_hybrid: 0.1562 (0.1730) loss_giou_hybrid: 0.3512 (0.3851) loss_class_0_hybrid: 0.7400 (0.7580) loss_bbox_0_hybrid: 0.1599 (0.1788) loss_giou_0_hybrid: 0.3722 (0.3976) loss_class_1_hybrid: 0.6908 (0.7101) loss_bbox_1_hybrid: 0.1617 (0.1755) loss_giou_1_hybrid: 0.3583 (0.3902) loss_class_2_hybrid: 0.6935 (0.6959) loss_bbox_2_hybrid: 0.1590 (0.1731) loss_giou_2_hybrid: 0.3569 (0.3863) loss_class_3_hybrid: 0.6830 (0.6862) loss_bbox_3_hybrid: 0.1565 (0.1729) loss_giou_3_hybrid: 0.3509 (0.3854) loss_class_4_hybrid: 0.6760 (0.6818) loss_bbox_4_hybrid: 0.1610 (0.1730) loss_giou_4_hybrid: 0.3503 (0.3854) loss_class_enc_hybrid: 0.7210 (0.7370) loss_bbox_enc_hybrid: 0.1957 (0.2058) loss_giou_enc_hybrid: 0.4158 (0.4411) mem: 1027 max mem: 36965 [2024-01-16 06:11:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:12:44 det.util.engine] INFO: Epoch: [11] [7100/11727] eta: 1:22:00 lr: 0.000010 data_time: 0.0030 iter_time: 1.0131 loss: 24.1832 (24.0082) loss_class: 0.6901 (0.6811) loss_bbox: 0.1629 (0.1622) loss_giou: 0.3756 (0.3598) loss_class_0: 0.8111 (0.8338) loss_bbox_0: 0.1613 (0.1623) loss_giou_0: 0.3745 (0.3639) loss_class_1: 0.7104 (0.7268) loss_bbox_1: 0.1638 (0.1637) loss_giou_1: 0.3765 (0.3631) loss_class_2: 0.7193 (0.7037) loss_bbox_2: 0.1512 (0.1618) loss_giou_2: 0.3787 (0.3606) loss_class_3: 0.6917 (0.6894) loss_bbox_3: 0.1522 (0.1619) loss_giou_3: 0.3761 (0.3600) loss_class_4: 0.6968 (0.6829) loss_bbox_4: 0.1635 (0.1621) loss_giou_4: 0.3761 (0.3600) loss_class_enc: 0.7922 (0.8004) loss_bbox_enc: 0.1815 (0.1853) loss_giou_enc: 0.3936 (0.3993) loss_class_dn: 0.3615 (0.3556) loss_bbox_dn: 0.2009 (0.2195) loss_giou_dn: 0.4020 (0.3870) loss_class_dn_0: 0.4495 (0.4545) loss_bbox_dn_0: 0.2872 (0.3138) loss_giou_dn_0: 0.5220 (0.5026) loss_class_dn_1: 0.3887 (0.3851) loss_bbox_dn_1: 0.2211 (0.2439) loss_giou_dn_1: 0.4296 (0.4187) loss_class_dn_2: 0.3733 (0.3647) loss_bbox_dn_2: 0.2067 (0.2237) loss_giou_dn_2: 0.4078 (0.3937) loss_class_dn_3: 0.3658 (0.3585) loss_bbox_dn_3: 0.2033 (0.2204) loss_giou_dn_3: 0.4039 (0.3885) loss_class_dn_4: 0.3615 (0.3560) loss_bbox_dn_4: 0.2008 (0.2195) loss_giou_dn_4: 0.4020 (0.3869) loss_class_hybrid: 0.6792 (0.6806) loss_bbox_hybrid: 0.1735 (0.1729) loss_giou_hybrid: 0.4045 (0.3850) loss_class_0_hybrid: 0.7540 (0.7579) loss_bbox_0_hybrid: 0.1781 (0.1788) loss_giou_0_hybrid: 0.4144 (0.3975) loss_class_1_hybrid: 0.7067 (0.7101) loss_bbox_1_hybrid: 0.1711 (0.1755) loss_giou_1_hybrid: 0.4142 (0.3901) loss_class_2_hybrid: 0.7004 (0.6959) loss_bbox_2_hybrid: 0.1724 (0.1730) loss_giou_2_hybrid: 0.4030 (0.3862) loss_class_3_hybrid: 0.6911 (0.6862) loss_bbox_3_hybrid: 0.1744 (0.1729) loss_giou_3_hybrid: 0.4014 (0.3853) loss_class_4_hybrid: 0.6831 (0.6818) loss_bbox_4_hybrid: 0.1729 (0.1730) loss_giou_4_hybrid: 0.4040 (0.3852) loss_class_enc_hybrid: 0.7197 (0.7369) loss_bbox_enc_hybrid: 0.1975 (0.2058) loss_giou_enc_hybrid: 0.4489 (0.4410) mem: 1025 max mem: 36965 [2024-01-16 06:12:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:13:38 det.util.engine] INFO: Epoch: [11] [7150/11727] eta: 1:21:07 lr: 0.000010 data_time: 0.0027 iter_time: 1.0930 loss: 24.0473 (24.0037) loss_class: 0.6503 (0.6809) loss_bbox: 0.1714 (0.1622) loss_giou: 0.3261 (0.3597) loss_class_0: 0.7762 (0.8337) loss_bbox_0: 0.1688 (0.1623) loss_giou_0: 0.3211 (0.3638) loss_class_1: 0.6881 (0.7266) loss_bbox_1: 0.1646 (0.1636) loss_giou_1: 0.3210 (0.3631) loss_class_2: 0.6662 (0.7036) loss_bbox_2: 0.1649 (0.1617) loss_giou_2: 0.3052 (0.3605) loss_class_3: 0.6582 (0.6892) loss_bbox_3: 0.1676 (0.1618) loss_giou_3: 0.3263 (0.3599) loss_class_4: 0.6523 (0.6828) loss_bbox_4: 0.1666 (0.1621) loss_giou_4: 0.3263 (0.3599) loss_class_enc: 0.7742 (0.8003) loss_bbox_enc: 0.1913 (0.1853) loss_giou_enc: 0.3661 (0.3992) loss_class_dn: 0.3502 (0.3555) loss_bbox_dn: 0.2014 (0.2195) loss_giou_dn: 0.3590 (0.3868) loss_class_dn_0: 0.4378 (0.4545) loss_bbox_dn_0: 0.2977 (0.3138) loss_giou_dn_0: 0.4710 (0.5025) loss_class_dn_1: 0.3745 (0.3850) loss_bbox_dn_1: 0.2385 (0.2439) loss_giou_dn_1: 0.3886 (0.4186) loss_class_dn_2: 0.3577 (0.3646) loss_bbox_dn_2: 0.2068 (0.2236) loss_giou_dn_2: 0.3671 (0.3936) loss_class_dn_3: 0.3516 (0.3584) loss_bbox_dn_3: 0.1995 (0.2203) loss_giou_dn_3: 0.3625 (0.3884) loss_class_dn_4: 0.3496 (0.3560) loss_bbox_dn_4: 0.2015 (0.2195) loss_giou_dn_4: 0.3591 (0.3868) loss_class_hybrid: 0.6586 (0.6805) loss_bbox_hybrid: 0.1748 (0.1729) loss_giou_hybrid: 0.3291 (0.3849) loss_class_0_hybrid: 0.7202 (0.7578) loss_bbox_0_hybrid: 0.1849 (0.1788) loss_giou_0_hybrid: 0.3395 (0.3974) loss_class_1_hybrid: 0.6903 (0.7100) loss_bbox_1_hybrid: 0.1798 (0.1755) loss_giou_1_hybrid: 0.3310 (0.3900) loss_class_2_hybrid: 0.6732 (0.6958) loss_bbox_2_hybrid: 0.1766 (0.1730) loss_giou_2_hybrid: 0.3263 (0.3861) loss_class_3_hybrid: 0.6555 (0.6860) loss_bbox_3_hybrid: 0.1772 (0.1729) loss_giou_3_hybrid: 0.3304 (0.3852) loss_class_4_hybrid: 0.6570 (0.6816) loss_bbox_4_hybrid: 0.1783 (0.1730) loss_giou_4_hybrid: 0.3267 (0.3852) loss_class_enc_hybrid: 0.7021 (0.7369) loss_bbox_enc_hybrid: 0.2115 (0.2058) loss_giou_enc_hybrid: 0.3867 (0.4409) mem: 1018 max mem: 36965 [2024-01-16 06:13:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:14:34 det.util.engine] INFO: Epoch: [11] [7200/11727] eta: 1:20:16 lr: 0.000010 data_time: 0.0028 iter_time: 1.2592 loss: 24.3188 (24.0065) loss_class: 0.7043 (0.6811) loss_bbox: 0.1542 (0.1622) loss_giou: 0.3662 (0.3598) loss_class_0: 0.8336 (0.8339) loss_bbox_0: 0.1606 (0.1623) loss_giou_0: 0.3602 (0.3638) loss_class_1: 0.7245 (0.7268) loss_bbox_1: 0.1659 (0.1636) loss_giou_1: 0.3623 (0.3631) loss_class_2: 0.6995 (0.7037) loss_bbox_2: 0.1616 (0.1618) loss_giou_2: 0.3680 (0.3605) loss_class_3: 0.6949 (0.6894) loss_bbox_3: 0.1522 (0.1618) loss_giou_3: 0.3671 (0.3599) loss_class_4: 0.6816 (0.6830) loss_bbox_4: 0.1508 (0.1621) loss_giou_4: 0.3663 (0.3599) loss_class_enc: 0.7877 (0.8004) loss_bbox_enc: 0.1852 (0.1853) loss_giou_enc: 0.3950 (0.3992) loss_class_dn: 0.3556 (0.3555) loss_bbox_dn: 0.2159 (0.2195) loss_giou_dn: 0.3781 (0.3869) loss_class_dn_0: 0.4555 (0.4545) loss_bbox_dn_0: 0.3089 (0.3138) loss_giou_dn_0: 0.4969 (0.5025) loss_class_dn_1: 0.3891 (0.3851) loss_bbox_dn_1: 0.2401 (0.2439) loss_giou_dn_1: 0.4132 (0.4186) loss_class_dn_2: 0.3680 (0.3646) loss_bbox_dn_2: 0.2169 (0.2237) loss_giou_dn_2: 0.3837 (0.3936) loss_class_dn_3: 0.3618 (0.3585) loss_bbox_dn_3: 0.2176 (0.2204) loss_giou_dn_3: 0.3776 (0.3885) loss_class_dn_4: 0.3582 (0.3560) loss_bbox_dn_4: 0.2160 (0.2195) loss_giou_dn_4: 0.3779 (0.3869) loss_class_hybrid: 0.6912 (0.6806) loss_bbox_hybrid: 0.1591 (0.1729) loss_giou_hybrid: 0.3798 (0.3849) loss_class_0_hybrid: 0.7452 (0.7579) loss_bbox_0_hybrid: 0.1740 (0.1788) loss_giou_0_hybrid: 0.3890 (0.3974) loss_class_1_hybrid: 0.7087 (0.7101) loss_bbox_1_hybrid: 0.1619 (0.1755) loss_giou_1_hybrid: 0.3999 (0.3900) loss_class_2_hybrid: 0.7025 (0.6959) loss_bbox_2_hybrid: 0.1646 (0.1730) loss_giou_2_hybrid: 0.3820 (0.3861) loss_class_3_hybrid: 0.6931 (0.6862) loss_bbox_3_hybrid: 0.1586 (0.1729) loss_giou_3_hybrid: 0.3756 (0.3852) loss_class_4_hybrid: 0.6885 (0.6818) loss_bbox_4_hybrid: 0.1592 (0.1730) loss_giou_4_hybrid: 0.3782 (0.3851) loss_class_enc_hybrid: 0.7310 (0.7370) loss_bbox_enc_hybrid: 0.2060 (0.2058) loss_giou_enc_hybrid: 0.4562 (0.4409) mem: 1015 max mem: 36965 [2024-01-16 06:14:34 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:15:26 det.util.engine] INFO: Epoch: [11] [7250/11727] eta: 1:19:22 lr: 0.000010 data_time: 0.0033 iter_time: 1.0507 loss: 23.3609 (24.0046) loss_class: 0.6640 (0.6810) loss_bbox: 0.1495 (0.1622) loss_giou: 0.3578 (0.3598) loss_class_0: 0.8181 (0.8338) loss_bbox_0: 0.1558 (0.1623) loss_giou_0: 0.3683 (0.3638) loss_class_1: 0.6964 (0.7266) loss_bbox_1: 0.1559 (0.1636) loss_giou_1: 0.3684 (0.3631) loss_class_2: 0.6721 (0.7036) loss_bbox_2: 0.1584 (0.1618) loss_giou_2: 0.3633 (0.3605) loss_class_3: 0.6632 (0.6893) loss_bbox_3: 0.1608 (0.1618) loss_giou_3: 0.3584 (0.3600) loss_class_4: 0.6637 (0.6828) loss_bbox_4: 0.1622 (0.1621) loss_giou_4: 0.3577 (0.3599) loss_class_enc: 0.7828 (0.8003) loss_bbox_enc: 0.1825 (0.1853) loss_giou_enc: 0.4019 (0.3992) loss_class_dn: 0.3536 (0.3555) loss_bbox_dn: 0.1984 (0.2195) loss_giou_dn: 0.3943 (0.3869) loss_class_dn_0: 0.4557 (0.4545) loss_bbox_dn_0: 0.2727 (0.3138) loss_giou_dn_0: 0.4973 (0.5025) loss_class_dn_1: 0.3829 (0.3851) loss_bbox_dn_1: 0.2173 (0.2439) loss_giou_dn_1: 0.4200 (0.4186) loss_class_dn_2: 0.3646 (0.3646) loss_bbox_dn_2: 0.2007 (0.2237) loss_giou_dn_2: 0.3967 (0.3936) loss_class_dn_3: 0.3595 (0.3585) loss_bbox_dn_3: 0.1996 (0.2204) loss_giou_dn_3: 0.3954 (0.3884) loss_class_dn_4: 0.3545 (0.3560) loss_bbox_dn_4: 0.1984 (0.2195) loss_giou_dn_4: 0.3942 (0.3869) loss_class_hybrid: 0.6540 (0.6805) loss_bbox_hybrid: 0.1613 (0.1729) loss_giou_hybrid: 0.3860 (0.3849) loss_class_0_hybrid: 0.7537 (0.7579) loss_bbox_0_hybrid: 0.1687 (0.1788) loss_giou_0_hybrid: 0.3975 (0.3974) loss_class_1_hybrid: 0.6880 (0.7100) loss_bbox_1_hybrid: 0.1682 (0.1754) loss_giou_1_hybrid: 0.3933 (0.3900) loss_class_2_hybrid: 0.6654 (0.6958) loss_bbox_2_hybrid: 0.1580 (0.1730) loss_giou_2_hybrid: 0.3878 (0.3861) loss_class_3_hybrid: 0.6589 (0.6861) loss_bbox_3_hybrid: 0.1638 (0.1728) loss_giou_3_hybrid: 0.3865 (0.3852) loss_class_4_hybrid: 0.6567 (0.6817) loss_bbox_4_hybrid: 0.1621 (0.1729) loss_giou_4_hybrid: 0.3866 (0.3851) loss_class_enc_hybrid: 0.7476 (0.7369) loss_bbox_enc_hybrid: 0.1980 (0.2058) loss_giou_enc_hybrid: 0.4447 (0.4409) mem: 1026 max mem: 36965 [2024-01-16 06:15:26 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:16:18 det.util.engine] INFO: Epoch: [11] [7300/11727] eta: 1:18:28 lr: 0.000010 data_time: 0.0033 iter_time: 1.0203 loss: 24.6369 (24.0092) loss_class: 0.6864 (0.6811) loss_bbox: 0.1534 (0.1622) loss_giou: 0.3419 (0.3598) loss_class_0: 0.8667 (0.8339) loss_bbox_0: 0.1596 (0.1623) loss_giou_0: 0.3455 (0.3638) loss_class_1: 0.7468 (0.7268) loss_bbox_1: 0.1593 (0.1637) loss_giou_1: 0.3574 (0.3631) loss_class_2: 0.7231 (0.7037) loss_bbox_2: 0.1492 (0.1618) loss_giou_2: 0.3444 (0.3606) loss_class_3: 0.6891 (0.6894) loss_bbox_3: 0.1538 (0.1619) loss_giou_3: 0.3525 (0.3600) loss_class_4: 0.6867 (0.6830) loss_bbox_4: 0.1536 (0.1621) loss_giou_4: 0.3418 (0.3599) loss_class_enc: 0.8153 (0.8004) loss_bbox_enc: 0.1796 (0.1854) loss_giou_enc: 0.3944 (0.3992) loss_class_dn: 0.3688 (0.3556) loss_bbox_dn: 0.1993 (0.2196) loss_giou_dn: 0.3953 (0.3869) loss_class_dn_0: 0.4625 (0.4545) loss_bbox_dn_0: 0.3255 (0.3140) loss_giou_dn_0: 0.5062 (0.5026) loss_class_dn_1: 0.3968 (0.3851) loss_bbox_dn_1: 0.2364 (0.2441) loss_giou_dn_1: 0.4242 (0.4187) loss_class_dn_2: 0.3761 (0.3646) loss_bbox_dn_2: 0.2038 (0.2238) loss_giou_dn_2: 0.4009 (0.3936) loss_class_dn_3: 0.3713 (0.3585) loss_bbox_dn_3: 0.1998 (0.2205) loss_giou_dn_3: 0.3973 (0.3885) loss_class_dn_4: 0.3684 (0.3560) loss_bbox_dn_4: 0.1994 (0.2196) loss_giou_dn_4: 0.3955 (0.3869) loss_class_hybrid: 0.7039 (0.6807) loss_bbox_hybrid: 0.1654 (0.1729) loss_giou_hybrid: 0.3643 (0.3849) loss_class_0_hybrid: 0.7727 (0.7580) loss_bbox_0_hybrid: 0.1771 (0.1788) loss_giou_0_hybrid: 0.3731 (0.3974) loss_class_1_hybrid: 0.7335 (0.7101) loss_bbox_1_hybrid: 0.1718 (0.1755) loss_giou_1_hybrid: 0.3637 (0.3901) loss_class_2_hybrid: 0.7136 (0.6959) loss_bbox_2_hybrid: 0.1659 (0.1731) loss_giou_2_hybrid: 0.3649 (0.3861) loss_class_3_hybrid: 0.7102 (0.6862) loss_bbox_3_hybrid: 0.1662 (0.1729) loss_giou_3_hybrid: 0.3608 (0.3853) loss_class_4_hybrid: 0.7043 (0.6818) loss_bbox_4_hybrid: 0.1656 (0.1730) loss_giou_4_hybrid: 0.3642 (0.3852) loss_class_enc_hybrid: 0.7396 (0.7370) loss_bbox_enc_hybrid: 0.2110 (0.2059) loss_giou_enc_hybrid: 0.4146 (0.4409) mem: 1030 max mem: 36965 [2024-01-16 06:16:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:17:10 det.util.engine] INFO: Epoch: [11] [7350/11727] eta: 1:17:34 lr: 0.000010 data_time: 0.0034 iter_time: 1.0423 loss: 23.0595 (24.0045) loss_class: 0.6560 (0.6811) loss_bbox: 0.1466 (0.1622) loss_giou: 0.3132 (0.3596) loss_class_0: 0.7770 (0.8338) loss_bbox_0: 0.1504 (0.1623) loss_giou_0: 0.3289 (0.3637) loss_class_1: 0.6969 (0.7267) loss_bbox_1: 0.1510 (0.1636) loss_giou_1: 0.3266 (0.3629) loss_class_2: 0.6611 (0.7036) loss_bbox_2: 0.1467 (0.1618) loss_giou_2: 0.3227 (0.3604) loss_class_3: 0.6630 (0.6894) loss_bbox_3: 0.1468 (0.1619) loss_giou_3: 0.3223 (0.3598) loss_class_4: 0.6532 (0.6830) loss_bbox_4: 0.1465 (0.1621) loss_giou_4: 0.3199 (0.3598) loss_class_enc: 0.7711 (0.8004) loss_bbox_enc: 0.1680 (0.1853) loss_giou_enc: 0.3607 (0.3991) loss_class_dn: 0.3540 (0.3555) loss_bbox_dn: 0.2010 (0.2196) loss_giou_dn: 0.3649 (0.3868) loss_class_dn_0: 0.4549 (0.4545) loss_bbox_dn_0: 0.2839 (0.3139) loss_giou_dn_0: 0.4831 (0.5024) loss_class_dn_1: 0.3821 (0.3850) loss_bbox_dn_1: 0.2273 (0.2440) loss_giou_dn_1: 0.3970 (0.4186) loss_class_dn_2: 0.3632 (0.3646) loss_bbox_dn_2: 0.2091 (0.2238) loss_giou_dn_2: 0.3729 (0.3935) loss_class_dn_3: 0.3562 (0.3585) loss_bbox_dn_3: 0.2017 (0.2205) loss_giou_dn_3: 0.3659 (0.3884) loss_class_dn_4: 0.3546 (0.3560) loss_bbox_dn_4: 0.2010 (0.2196) loss_giou_dn_4: 0.3647 (0.3868) loss_class_hybrid: 0.6438 (0.6806) loss_bbox_hybrid: 0.1645 (0.1729) loss_giou_hybrid: 0.3272 (0.3847) loss_class_0_hybrid: 0.7255 (0.7579) loss_bbox_0_hybrid: 0.1739 (0.1788) loss_giou_0_hybrid: 0.3488 (0.3972) loss_class_1_hybrid: 0.6600 (0.7101) loss_bbox_1_hybrid: 0.1693 (0.1755) loss_giou_1_hybrid: 0.3384 (0.3899) loss_class_2_hybrid: 0.6472 (0.6959) loss_bbox_2_hybrid: 0.1547 (0.1730) loss_giou_2_hybrid: 0.3381 (0.3860) loss_class_3_hybrid: 0.6383 (0.6862) loss_bbox_3_hybrid: 0.1568 (0.1729) loss_giou_3_hybrid: 0.3391 (0.3851) loss_class_4_hybrid: 0.6411 (0.6818) loss_bbox_4_hybrid: 0.1604 (0.1730) loss_giou_4_hybrid: 0.3252 (0.3850) loss_class_enc_hybrid: 0.7122 (0.7370) loss_bbox_enc_hybrid: 0.1953 (0.2058) loss_giou_enc_hybrid: 0.4009 (0.4407) mem: 1026 max mem: 36965 [2024-01-16 06:17:10 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:18:01 det.util.engine] INFO: Epoch: [11] [7400/11727] eta: 1:16:40 lr: 0.000010 data_time: 0.0029 iter_time: 1.0249 loss: 24.0608 (24.0048) loss_class: 0.6522 (0.6811) loss_bbox: 0.1431 (0.1622) loss_giou: 0.3367 (0.3596) loss_class_0: 0.8140 (0.8338) loss_bbox_0: 0.1501 (0.1623) loss_giou_0: 0.3450 (0.3637) loss_class_1: 0.7092 (0.7268) loss_bbox_1: 0.1497 (0.1636) loss_giou_1: 0.3397 (0.3629) loss_class_2: 0.7006 (0.7037) loss_bbox_2: 0.1424 (0.1618) loss_giou_2: 0.3415 (0.3604) loss_class_3: 0.6683 (0.6894) loss_bbox_3: 0.1431 (0.1619) loss_giou_3: 0.3398 (0.3598) loss_class_4: 0.6699 (0.6830) loss_bbox_4: 0.1464 (0.1621) loss_giou_4: 0.3365 (0.3598) loss_class_enc: 0.7933 (0.8004) loss_bbox_enc: 0.1688 (0.1853) loss_giou_enc: 0.3748 (0.3990) loss_class_dn: 0.3692 (0.3556) loss_bbox_dn: 0.1865 (0.2196) loss_giou_dn: 0.3885 (0.3868) loss_class_dn_0: 0.4627 (0.4545) loss_bbox_dn_0: 0.3043 (0.3139) loss_giou_dn_0: 0.5048 (0.5024) loss_class_dn_1: 0.3972 (0.3851) loss_bbox_dn_1: 0.2173 (0.2440) loss_giou_dn_1: 0.4167 (0.4186) loss_class_dn_2: 0.3757 (0.3646) loss_bbox_dn_2: 0.1892 (0.2238) loss_giou_dn_2: 0.3943 (0.3935) loss_class_dn_3: 0.3722 (0.3585) loss_bbox_dn_3: 0.1875 (0.2205) loss_giou_dn_3: 0.3900 (0.3884) loss_class_dn_4: 0.3700 (0.3560) loss_bbox_dn_4: 0.1864 (0.2196) loss_giou_dn_4: 0.3885 (0.3868) loss_class_hybrid: 0.6624 (0.6806) loss_bbox_hybrid: 0.1633 (0.1729) loss_giou_hybrid: 0.3533 (0.3847) loss_class_0_hybrid: 0.7376 (0.7579) loss_bbox_0_hybrid: 0.1739 (0.1788) loss_giou_0_hybrid: 0.3643 (0.3972) loss_class_1_hybrid: 0.6942 (0.7101) loss_bbox_1_hybrid: 0.1594 (0.1755) loss_giou_1_hybrid: 0.3535 (0.3899) loss_class_2_hybrid: 0.6859 (0.6959) loss_bbox_2_hybrid: 0.1588 (0.1730) loss_giou_2_hybrid: 0.3501 (0.3859) loss_class_3_hybrid: 0.6710 (0.6862) loss_bbox_3_hybrid: 0.1604 (0.1729) loss_giou_3_hybrid: 0.3577 (0.3851) loss_class_4_hybrid: 0.6640 (0.6818) loss_bbox_4_hybrid: 0.1596 (0.1730) loss_giou_4_hybrid: 0.3560 (0.3850) loss_class_enc_hybrid: 0.7410 (0.7371) loss_bbox_enc_hybrid: 0.1949 (0.2058) loss_giou_enc_hybrid: 0.4092 (0.4407) mem: 1040 max mem: 36965 [2024-01-16 06:18:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:18:53 det.util.engine] INFO: Epoch: [11] [7450/11727] eta: 1:15:46 lr: 0.000010 data_time: 0.0030 iter_time: 1.0085 loss: 25.2417 (24.0068) loss_class: 0.6826 (0.6811) loss_bbox: 0.1619 (0.1622) loss_giou: 0.3720 (0.3596) loss_class_0: 0.8591 (0.8339) loss_bbox_0: 0.1574 (0.1623) loss_giou_0: 0.3787 (0.3637) loss_class_1: 0.7646 (0.7269) loss_bbox_1: 0.1675 (0.1637) loss_giou_1: 0.3806 (0.3629) loss_class_2: 0.7319 (0.7037) loss_bbox_2: 0.1709 (0.1618) loss_giou_2: 0.3808 (0.3604) loss_class_3: 0.6823 (0.6894) loss_bbox_3: 0.1638 (0.1619) loss_giou_3: 0.3745 (0.3598) loss_class_4: 0.6793 (0.6830) loss_bbox_4: 0.1601 (0.1622) loss_giou_4: 0.3673 (0.3598) loss_class_enc: 0.8013 (0.8005) loss_bbox_enc: 0.1948 (0.1854) loss_giou_enc: 0.4112 (0.3990) loss_class_dn: 0.3694 (0.3556) loss_bbox_dn: 0.2059 (0.2196) loss_giou_dn: 0.4076 (0.3868) loss_class_dn_0: 0.4638 (0.4546) loss_bbox_dn_0: 0.2984 (0.3140) loss_giou_dn_0: 0.5169 (0.5025) loss_class_dn_1: 0.3939 (0.3851) loss_bbox_dn_1: 0.2239 (0.2441) loss_giou_dn_1: 0.4378 (0.4186) loss_class_dn_2: 0.3757 (0.3647) loss_bbox_dn_2: 0.2078 (0.2238) loss_giou_dn_2: 0.4162 (0.3936) loss_class_dn_3: 0.3734 (0.3585) loss_bbox_dn_3: 0.2051 (0.2205) loss_giou_dn_3: 0.4089 (0.3884) loss_class_dn_4: 0.3694 (0.3560) loss_bbox_dn_4: 0.2058 (0.2197) loss_giou_dn_4: 0.4077 (0.3868) loss_class_hybrid: 0.6677 (0.6807) loss_bbox_hybrid: 0.1872 (0.1729) loss_giou_hybrid: 0.3911 (0.3847) loss_class_0_hybrid: 0.7759 (0.7580) loss_bbox_0_hybrid: 0.1820 (0.1788) loss_giou_0_hybrid: 0.4144 (0.3972) loss_class_1_hybrid: 0.7014 (0.7101) loss_bbox_1_hybrid: 0.1860 (0.1755) loss_giou_1_hybrid: 0.3936 (0.3899) loss_class_2_hybrid: 0.6886 (0.6960) loss_bbox_2_hybrid: 0.1860 (0.1730) loss_giou_2_hybrid: 0.3930 (0.3859) loss_class_3_hybrid: 0.6830 (0.6863) loss_bbox_3_hybrid: 0.1847 (0.1729) loss_giou_3_hybrid: 0.3962 (0.3851) loss_class_4_hybrid: 0.6703 (0.6819) loss_bbox_4_hybrid: 0.1858 (0.1730) loss_giou_4_hybrid: 0.3952 (0.3850) loss_class_enc_hybrid: 0.7504 (0.7371) loss_bbox_enc_hybrid: 0.2101 (0.2058) loss_giou_enc_hybrid: 0.4648 (0.4407) mem: 1027 max mem: 36965 [2024-01-16 06:18:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:19:45 det.util.engine] INFO: Epoch: [11] [7500/11727] eta: 1:14:52 lr: 0.000010 data_time: 0.0032 iter_time: 1.0309 loss: 22.6477 (24.0031) loss_class: 0.6781 (0.6811) loss_bbox: 0.1445 (0.1622) loss_giou: 0.3291 (0.3596) loss_class_0: 0.8259 (0.8339) loss_bbox_0: 0.1463 (0.1622) loss_giou_0: 0.3170 (0.3636) loss_class_1: 0.7110 (0.7268) loss_bbox_1: 0.1427 (0.1636) loss_giou_1: 0.3369 (0.3628) loss_class_2: 0.6844 (0.7037) loss_bbox_2: 0.1398 (0.1618) loss_giou_2: 0.3328 (0.3603) loss_class_3: 0.6804 (0.6894) loss_bbox_3: 0.1402 (0.1618) loss_giou_3: 0.3261 (0.3598) loss_class_4: 0.6788 (0.6830) loss_bbox_4: 0.1403 (0.1621) loss_giou_4: 0.3245 (0.3597) loss_class_enc: 0.8042 (0.8005) loss_bbox_enc: 0.1745 (0.1853) loss_giou_enc: 0.3765 (0.3990) loss_class_dn: 0.3326 (0.3555) loss_bbox_dn: 0.1696 (0.2196) loss_giou_dn: 0.3289 (0.3867) loss_class_dn_0: 0.4370 (0.4545) loss_bbox_dn_0: 0.2751 (0.3139) loss_giou_dn_0: 0.4441 (0.5023) loss_class_dn_1: 0.3583 (0.3851) loss_bbox_dn_1: 0.1934 (0.2440) loss_giou_dn_1: 0.3587 (0.4185) loss_class_dn_2: 0.3425 (0.3646) loss_bbox_dn_2: 0.1737 (0.2237) loss_giou_dn_2: 0.3309 (0.3934) loss_class_dn_3: 0.3354 (0.3584) loss_bbox_dn_3: 0.1713 (0.2204) loss_giou_dn_3: 0.3288 (0.3883) loss_class_dn_4: 0.3326 (0.3560) loss_bbox_dn_4: 0.1696 (0.2196) loss_giou_dn_4: 0.3288 (0.3867) loss_class_hybrid: 0.6664 (0.6807) loss_bbox_hybrid: 0.1502 (0.1729) loss_giou_hybrid: 0.3357 (0.3847) loss_class_0_hybrid: 0.7454 (0.7580) loss_bbox_0_hybrid: 0.1584 (0.1788) loss_giou_0_hybrid: 0.3444 (0.3971) loss_class_1_hybrid: 0.7040 (0.7101) loss_bbox_1_hybrid: 0.1532 (0.1754) loss_giou_1_hybrid: 0.3405 (0.3898) loss_class_2_hybrid: 0.6782 (0.6960) loss_bbox_2_hybrid: 0.1489 (0.1730) loss_giou_2_hybrid: 0.3369 (0.3859) loss_class_3_hybrid: 0.6734 (0.6863) loss_bbox_3_hybrid: 0.1526 (0.1728) loss_giou_3_hybrid: 0.3357 (0.3850) loss_class_4_hybrid: 0.6709 (0.6819) loss_bbox_4_hybrid: 0.1490 (0.1729) loss_giou_4_hybrid: 0.3369 (0.3849) loss_class_enc_hybrid: 0.7558 (0.7372) loss_bbox_enc_hybrid: 0.1834 (0.2058) loss_giou_enc_hybrid: 0.3904 (0.4406) mem: 1026 max mem: 36965 [2024-01-16 06:19:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:20:38 det.util.engine] INFO: Epoch: [11] [7550/11727] eta: 1:13:59 lr: 0.000010 data_time: 0.0033 iter_time: 1.0368 loss: 23.8567 (24.0016) loss_class: 0.6732 (0.6812) loss_bbox: 0.1672 (0.1622) loss_giou: 0.3227 (0.3595) loss_class_0: 0.8425 (0.8339) loss_bbox_0: 0.1671 (0.1622) loss_giou_0: 0.3219 (0.3635) loss_class_1: 0.7404 (0.7269) loss_bbox_1: 0.1587 (0.1636) loss_giou_1: 0.3241 (0.3627) loss_class_2: 0.7069 (0.7038) loss_bbox_2: 0.1614 (0.1618) loss_giou_2: 0.3331 (0.3602) loss_class_3: 0.6748 (0.6895) loss_bbox_3: 0.1623 (0.1618) loss_giou_3: 0.3241 (0.3597) loss_class_4: 0.6881 (0.6830) loss_bbox_4: 0.1643 (0.1621) loss_giou_4: 0.3260 (0.3596) loss_class_enc: 0.7902 (0.8005) loss_bbox_enc: 0.1858 (0.1853) loss_giou_enc: 0.3639 (0.3989) loss_class_dn: 0.3488 (0.3555) loss_bbox_dn: 0.2024 (0.2196) loss_giou_dn: 0.3609 (0.3866) loss_class_dn_0: 0.4492 (0.4545) loss_bbox_dn_0: 0.2987 (0.3139) loss_giou_dn_0: 0.4699 (0.5022) loss_class_dn_1: 0.3800 (0.3850) loss_bbox_dn_1: 0.2279 (0.2440) loss_giou_dn_1: 0.3905 (0.4184) loss_class_dn_2: 0.3626 (0.3646) loss_bbox_dn_2: 0.2065 (0.2237) loss_giou_dn_2: 0.3671 (0.3933) loss_class_dn_3: 0.3533 (0.3584) loss_bbox_dn_3: 0.2037 (0.2204) loss_giou_dn_3: 0.3627 (0.3882) loss_class_dn_4: 0.3497 (0.3560) loss_bbox_dn_4: 0.2023 (0.2196) loss_giou_dn_4: 0.3608 (0.3866) loss_class_hybrid: 0.6634 (0.6808) loss_bbox_hybrid: 0.1733 (0.1729) loss_giou_hybrid: 0.3422 (0.3845) loss_class_0_hybrid: 0.7425 (0.7580) loss_bbox_0_hybrid: 0.1766 (0.1788) loss_giou_0_hybrid: 0.3471 (0.3970) loss_class_1_hybrid: 0.7075 (0.7102) loss_bbox_1_hybrid: 0.1753 (0.1754) loss_giou_1_hybrid: 0.3438 (0.3897) loss_class_2_hybrid: 0.6778 (0.6960) loss_bbox_2_hybrid: 0.1703 (0.1730) loss_giou_2_hybrid: 0.3431 (0.3858) loss_class_3_hybrid: 0.6593 (0.6863) loss_bbox_3_hybrid: 0.1713 (0.1728) loss_giou_3_hybrid: 0.3440 (0.3849) loss_class_4_hybrid: 0.6568 (0.6819) loss_bbox_4_hybrid: 0.1731 (0.1729) loss_giou_4_hybrid: 0.3420 (0.3848) loss_class_enc_hybrid: 0.7354 (0.7372) loss_bbox_enc_hybrid: 0.2107 (0.2058) loss_giou_enc_hybrid: 0.3970 (0.4405) mem: 1036 max mem: 36965 [2024-01-16 06:20:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:21:30 det.util.engine] INFO: Epoch: [11] [7600/11727] eta: 1:13:05 lr: 0.000010 data_time: 0.0029 iter_time: 1.0140 loss: 23.5856 (23.9979) loss_class: 0.6788 (0.6811) loss_bbox: 0.1603 (0.1622) loss_giou: 0.3354 (0.3593) loss_class_0: 0.8555 (0.8339) loss_bbox_0: 0.1707 (0.1623) loss_giou_0: 0.3538 (0.3633) loss_class_1: 0.7480 (0.7269) loss_bbox_1: 0.1664 (0.1636) loss_giou_1: 0.3497 (0.3625) loss_class_2: 0.7114 (0.7036) loss_bbox_2: 0.1640 (0.1618) loss_giou_2: 0.3479 (0.3601) loss_class_3: 0.7063 (0.6894) loss_bbox_3: 0.1622 (0.1618) loss_giou_3: 0.3364 (0.3595) loss_class_4: 0.7062 (0.6830) loss_bbox_4: 0.1621 (0.1621) loss_giou_4: 0.3440 (0.3595) loss_class_enc: 0.8412 (0.8005) loss_bbox_enc: 0.1913 (0.1853) loss_giou_enc: 0.3831 (0.3987) loss_class_dn: 0.3573 (0.3554) loss_bbox_dn: 0.2243 (0.2196) loss_giou_dn: 0.3863 (0.3865) loss_class_dn_0: 0.4544 (0.4545) loss_bbox_dn_0: 0.3025 (0.3140) loss_giou_dn_0: 0.5129 (0.5021) loss_class_dn_1: 0.3910 (0.3850) loss_bbox_dn_1: 0.2562 (0.2440) loss_giou_dn_1: 0.4281 (0.4183) loss_class_dn_2: 0.3634 (0.3645) loss_bbox_dn_2: 0.2274 (0.2238) loss_giou_dn_2: 0.3982 (0.3932) loss_class_dn_3: 0.3621 (0.3584) loss_bbox_dn_3: 0.2270 (0.2205) loss_giou_dn_3: 0.3888 (0.3881) loss_class_dn_4: 0.3584 (0.3559) loss_bbox_dn_4: 0.2243 (0.2196) loss_giou_dn_4: 0.3864 (0.3865) loss_class_hybrid: 0.6733 (0.6807) loss_bbox_hybrid: 0.1741 (0.1729) loss_giou_hybrid: 0.3660 (0.3844) loss_class_0_hybrid: 0.7585 (0.7580) loss_bbox_0_hybrid: 0.1736 (0.1788) loss_giou_0_hybrid: 0.3851 (0.3968) loss_class_1_hybrid: 0.7230 (0.7102) loss_bbox_1_hybrid: 0.1769 (0.1754) loss_giou_1_hybrid: 0.3721 (0.3895) loss_class_2_hybrid: 0.7066 (0.6960) loss_bbox_2_hybrid: 0.1713 (0.1730) loss_giou_2_hybrid: 0.3744 (0.3856) loss_class_3_hybrid: 0.6880 (0.6863) loss_bbox_3_hybrid: 0.1689 (0.1728) loss_giou_3_hybrid: 0.3648 (0.3847) loss_class_4_hybrid: 0.6838 (0.6819) loss_bbox_4_hybrid: 0.1711 (0.1729) loss_giou_4_hybrid: 0.3652 (0.3846) loss_class_enc_hybrid: 0.7526 (0.7372) loss_bbox_enc_hybrid: 0.1974 (0.2058) loss_giou_enc_hybrid: 0.4131 (0.4403) mem: 1028 max mem: 36965 [2024-01-16 06:21:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:22:21 det.util.engine] INFO: Epoch: [11] [7650/11727] eta: 1:12:11 lr: 0.000010 data_time: 0.0034 iter_time: 1.0036 loss: 23.8925 (23.9985) loss_class: 0.6796 (0.6811) loss_bbox: 0.1445 (0.1621) loss_giou: 0.3661 (0.3594) loss_class_0: 0.8001 (0.8338) loss_bbox_0: 0.1487 (0.1623) loss_giou_0: 0.3625 (0.3634) loss_class_1: 0.7307 (0.7269) loss_bbox_1: 0.1583 (0.1636) loss_giou_1: 0.3676 (0.3626) loss_class_2: 0.6989 (0.7036) loss_bbox_2: 0.1567 (0.1618) loss_giou_2: 0.3586 (0.3601) loss_class_3: 0.6790 (0.6894) loss_bbox_3: 0.1500 (0.1618) loss_giou_3: 0.3603 (0.3596) loss_class_4: 0.6893 (0.6829) loss_bbox_4: 0.1515 (0.1621) loss_giou_4: 0.3662 (0.3595) loss_class_enc: 0.7832 (0.8005) loss_bbox_enc: 0.1695 (0.1853) loss_giou_enc: 0.3986 (0.3988) loss_class_dn: 0.3533 (0.3554) loss_bbox_dn: 0.1874 (0.2195) loss_giou_dn: 0.3800 (0.3865) loss_class_dn_0: 0.4528 (0.4545) loss_bbox_dn_0: 0.2652 (0.3139) loss_giou_dn_0: 0.4748 (0.5021) loss_class_dn_1: 0.3803 (0.3850) loss_bbox_dn_1: 0.2049 (0.2440) loss_giou_dn_1: 0.4001 (0.4183) loss_class_dn_2: 0.3646 (0.3645) loss_bbox_dn_2: 0.1920 (0.2237) loss_giou_dn_2: 0.3863 (0.3933) loss_class_dn_3: 0.3566 (0.3584) loss_bbox_dn_3: 0.1900 (0.2204) loss_giou_dn_3: 0.3817 (0.3881) loss_class_dn_4: 0.3534 (0.3559) loss_bbox_dn_4: 0.1874 (0.2195) loss_giou_dn_4: 0.3800 (0.3865) loss_class_hybrid: 0.6756 (0.6806) loss_bbox_hybrid: 0.1662 (0.1729) loss_giou_hybrid: 0.3965 (0.3845) loss_class_0_hybrid: 0.7468 (0.7580) loss_bbox_0_hybrid: 0.1676 (0.1788) loss_giou_0_hybrid: 0.4171 (0.3969) loss_class_1_hybrid: 0.6933 (0.7101) loss_bbox_1_hybrid: 0.1714 (0.1754) loss_giou_1_hybrid: 0.4161 (0.3896) loss_class_2_hybrid: 0.6821 (0.6959) loss_bbox_2_hybrid: 0.1686 (0.1730) loss_giou_2_hybrid: 0.4011 (0.3857) loss_class_3_hybrid: 0.6774 (0.6862) loss_bbox_3_hybrid: 0.1696 (0.1728) loss_giou_3_hybrid: 0.3962 (0.3848) loss_class_4_hybrid: 0.6716 (0.6818) loss_bbox_4_hybrid: 0.1669 (0.1729) loss_giou_4_hybrid: 0.3996 (0.3848) loss_class_enc_hybrid: 0.7238 (0.7372) loss_bbox_enc_hybrid: 0.1956 (0.2058) loss_giou_enc_hybrid: 0.4634 (0.4404) mem: 1031 max mem: 36965 [2024-01-16 06:22:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:23:14 det.util.engine] INFO: Epoch: [11] [7700/11727] eta: 1:11:17 lr: 0.000010 data_time: 0.0032 iter_time: 1.0452 loss: 24.3930 (23.9985) loss_class: 0.6750 (0.6810) loss_bbox: 0.1577 (0.1622) loss_giou: 0.3653 (0.3594) loss_class_0: 0.8267 (0.8337) loss_bbox_0: 0.1695 (0.1623) loss_giou_0: 0.3587 (0.3635) loss_class_1: 0.7208 (0.7268) loss_bbox_1: 0.1658 (0.1636) loss_giou_1: 0.3687 (0.3626) loss_class_2: 0.7075 (0.7035) loss_bbox_2: 0.1655 (0.1618) loss_giou_2: 0.3652 (0.3602) loss_class_3: 0.6796 (0.6893) loss_bbox_3: 0.1639 (0.1619) loss_giou_3: 0.3690 (0.3596) loss_class_4: 0.6778 (0.6829) loss_bbox_4: 0.1631 (0.1621) loss_giou_4: 0.3689 (0.3596) loss_class_enc: 0.7960 (0.8004) loss_bbox_enc: 0.1860 (0.1853) loss_giou_enc: 0.3787 (0.3988) loss_class_dn: 0.3543 (0.3554) loss_bbox_dn: 0.2164 (0.2196) loss_giou_dn: 0.3972 (0.3866) loss_class_dn_0: 0.4610 (0.4545) loss_bbox_dn_0: 0.3438 (0.3139) loss_giou_dn_0: 0.5118 (0.5021) loss_class_dn_1: 0.3837 (0.3850) loss_bbox_dn_1: 0.2504 (0.2440) loss_giou_dn_1: 0.4190 (0.4183) loss_class_dn_2: 0.3679 (0.3645) loss_bbox_dn_2: 0.2242 (0.2238) loss_giou_dn_2: 0.3989 (0.3933) loss_class_dn_3: 0.3579 (0.3584) loss_bbox_dn_3: 0.2177 (0.2204) loss_giou_dn_3: 0.3987 (0.3881) loss_class_dn_4: 0.3559 (0.3559) loss_bbox_dn_4: 0.2166 (0.2196) loss_giou_dn_4: 0.3972 (0.3865) loss_class_hybrid: 0.6718 (0.6805) loss_bbox_hybrid: 0.1785 (0.1729) loss_giou_hybrid: 0.3742 (0.3845) loss_class_0_hybrid: 0.7441 (0.7579) loss_bbox_0_hybrid: 0.1914 (0.1788) loss_giou_0_hybrid: 0.3857 (0.3970) loss_class_1_hybrid: 0.6917 (0.7100) loss_bbox_1_hybrid: 0.1876 (0.1755) loss_giou_1_hybrid: 0.3758 (0.3897) loss_class_2_hybrid: 0.6881 (0.6958) loss_bbox_2_hybrid: 0.1851 (0.1730) loss_giou_2_hybrid: 0.3697 (0.3858) loss_class_3_hybrid: 0.6754 (0.6861) loss_bbox_3_hybrid: 0.1773 (0.1729) loss_giou_3_hybrid: 0.3748 (0.3849) loss_class_4_hybrid: 0.6766 (0.6817) loss_bbox_4_hybrid: 0.1791 (0.1730) loss_giou_4_hybrid: 0.3769 (0.3848) loss_class_enc_hybrid: 0.7293 (0.7371) loss_bbox_enc_hybrid: 0.2135 (0.2058) loss_giou_enc_hybrid: 0.4199 (0.4404) mem: 1018 max mem: 36965 [2024-01-16 06:23:14 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:24:07 det.util.engine] INFO: Epoch: [11] [7750/11727] eta: 1:10:24 lr: 0.000010 data_time: 0.0032 iter_time: 1.0443 loss: 24.4805 (23.9968) loss_class: 0.6645 (0.6809) loss_bbox: 0.1637 (0.1622) loss_giou: 0.3254 (0.3594) loss_class_0: 0.8058 (0.8337) loss_bbox_0: 0.1580 (0.1623) loss_giou_0: 0.3171 (0.3634) loss_class_1: 0.6956 (0.7268) loss_bbox_1: 0.1629 (0.1636) loss_giou_1: 0.3291 (0.3626) loss_class_2: 0.6862 (0.7034) loss_bbox_2: 0.1650 (0.1618) loss_giou_2: 0.3235 (0.3601) loss_class_3: 0.6736 (0.6892) loss_bbox_3: 0.1617 (0.1619) loss_giou_3: 0.3244 (0.3596) loss_class_4: 0.6698 (0.6828) loss_bbox_4: 0.1616 (0.1621) loss_giou_4: 0.3307 (0.3596) loss_class_enc: 0.7706 (0.8004) loss_bbox_enc: 0.1766 (0.1853) loss_giou_enc: 0.3723 (0.3988) loss_class_dn: 0.3487 (0.3554) loss_bbox_dn: 0.2266 (0.2196) loss_giou_dn: 0.3608 (0.3865) loss_class_dn_0: 0.4525 (0.4545) loss_bbox_dn_0: 0.3365 (0.3139) loss_giou_dn_0: 0.4780 (0.5021) loss_class_dn_1: 0.3790 (0.3850) loss_bbox_dn_1: 0.2701 (0.2440) loss_giou_dn_1: 0.3994 (0.4183) loss_class_dn_2: 0.3568 (0.3645) loss_bbox_dn_2: 0.2368 (0.2237) loss_giou_dn_2: 0.3680 (0.3932) loss_class_dn_3: 0.3521 (0.3584) loss_bbox_dn_3: 0.2287 (0.2204) loss_giou_dn_3: 0.3629 (0.3881) loss_class_dn_4: 0.3498 (0.3559) loss_bbox_dn_4: 0.2267 (0.2196) loss_giou_dn_4: 0.3610 (0.3865) loss_class_hybrid: 0.6568 (0.6805) loss_bbox_hybrid: 0.1715 (0.1729) loss_giou_hybrid: 0.3533 (0.3845) loss_class_0_hybrid: 0.7191 (0.7578) loss_bbox_0_hybrid: 0.1765 (0.1788) loss_giou_0_hybrid: 0.3621 (0.3970) loss_class_1_hybrid: 0.6776 (0.7099) loss_bbox_1_hybrid: 0.1700 (0.1755) loss_giou_1_hybrid: 0.3575 (0.3896) loss_class_2_hybrid: 0.6601 (0.6957) loss_bbox_2_hybrid: 0.1721 (0.1730) loss_giou_2_hybrid: 0.3527 (0.3857) loss_class_3_hybrid: 0.6537 (0.6860) loss_bbox_3_hybrid: 0.1723 (0.1729) loss_giou_3_hybrid: 0.3524 (0.3849) loss_class_4_hybrid: 0.6526 (0.6816) loss_bbox_4_hybrid: 0.1702 (0.1730) loss_giou_4_hybrid: 0.3540 (0.3848) loss_class_enc_hybrid: 0.7113 (0.7370) loss_bbox_enc_hybrid: 0.2035 (0.2058) loss_giou_enc_hybrid: 0.4021 (0.4404) mem: 1025 max mem: 36965 [2024-01-16 06:24:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:25:00 det.util.engine] INFO: Epoch: [11] [7800/11727] eta: 1:09:31 lr: 0.000010 data_time: 0.0032 iter_time: 1.0797 loss: 24.8846 (23.9986) loss_class: 0.6999 (0.6810) loss_bbox: 0.1710 (0.1621) loss_giou: 0.3867 (0.3595) loss_class_0: 0.8322 (0.8336) loss_bbox_0: 0.1612 (0.1623) loss_giou_0: 0.3903 (0.3635) loss_class_1: 0.7369 (0.7268) loss_bbox_1: 0.1683 (0.1636) loss_giou_1: 0.3870 (0.3627) loss_class_2: 0.7130 (0.7035) loss_bbox_2: 0.1618 (0.1618) loss_giou_2: 0.3797 (0.3602) loss_class_3: 0.7011 (0.6892) loss_bbox_3: 0.1713 (0.1619) loss_giou_3: 0.3884 (0.3597) loss_class_4: 0.7006 (0.6828) loss_bbox_4: 0.1701 (0.1621) loss_giou_4: 0.3878 (0.3597) loss_class_enc: 0.7964 (0.8003) loss_bbox_enc: 0.1796 (0.1853) loss_giou_enc: 0.4255 (0.3989) loss_class_dn: 0.3632 (0.3554) loss_bbox_dn: 0.2094 (0.2195) loss_giou_dn: 0.4104 (0.3866) loss_class_dn_0: 0.4561 (0.4545) loss_bbox_dn_0: 0.2912 (0.3138) loss_giou_dn_0: 0.5224 (0.5022) loss_class_dn_1: 0.3880 (0.3850) loss_bbox_dn_1: 0.2378 (0.2439) loss_giou_dn_1: 0.4497 (0.4184) loss_class_dn_2: 0.3722 (0.3645) loss_bbox_dn_2: 0.2164 (0.2237) loss_giou_dn_2: 0.4216 (0.3933) loss_class_dn_3: 0.3638 (0.3584) loss_bbox_dn_3: 0.2115 (0.2204) loss_giou_dn_3: 0.4128 (0.3882) loss_class_dn_4: 0.3619 (0.3559) loss_bbox_dn_4: 0.2095 (0.2195) loss_giou_dn_4: 0.4104 (0.3866) loss_class_hybrid: 0.6860 (0.6805) loss_bbox_hybrid: 0.1821 (0.1729) loss_giou_hybrid: 0.4030 (0.3847) loss_class_0_hybrid: 0.7546 (0.7577) loss_bbox_0_hybrid: 0.1840 (0.1788) loss_giou_0_hybrid: 0.4216 (0.3971) loss_class_1_hybrid: 0.7021 (0.7099) loss_bbox_1_hybrid: 0.1844 (0.1755) loss_giou_1_hybrid: 0.4095 (0.3898) loss_class_2_hybrid: 0.6867 (0.6957) loss_bbox_2_hybrid: 0.1850 (0.1730) loss_giou_2_hybrid: 0.4045 (0.3859) loss_class_3_hybrid: 0.6813 (0.6860) loss_bbox_3_hybrid: 0.1805 (0.1729) loss_giou_3_hybrid: 0.4043 (0.3850) loss_class_4_hybrid: 0.6816 (0.6816) loss_bbox_4_hybrid: 0.1805 (0.1730) loss_giou_4_hybrid: 0.4075 (0.3849) loss_class_enc_hybrid: 0.7224 (0.7370) loss_bbox_enc_hybrid: 0.2003 (0.2057) loss_giou_enc_hybrid: 0.4555 (0.4406) mem: 1030 max mem: 36965 [2024-01-16 06:25:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:25:52 det.util.engine] INFO: Epoch: [11] [7850/11727] eta: 1:08:38 lr: 0.000010 data_time: 0.0030 iter_time: 1.0521 loss: 24.5936 (23.9960) loss_class: 0.6891 (0.6809) loss_bbox: 0.1511 (0.1621) loss_giou: 0.3646 (0.3595) loss_class_0: 0.8355 (0.8335) loss_bbox_0: 0.1653 (0.1623) loss_giou_0: 0.3699 (0.3636) loss_class_1: 0.7298 (0.7267) loss_bbox_1: 0.1533 (0.1636) loss_giou_1: 0.3651 (0.3627) loss_class_2: 0.7043 (0.7033) loss_bbox_2: 0.1494 (0.1618) loss_giou_2: 0.3649 (0.3602) loss_class_3: 0.7009 (0.6891) loss_bbox_3: 0.1488 (0.1619) loss_giou_3: 0.3652 (0.3597) loss_class_4: 0.6831 (0.6827) loss_bbox_4: 0.1483 (0.1621) loss_giou_4: 0.3646 (0.3597) loss_class_enc: 0.7918 (0.8002) loss_bbox_enc: 0.1853 (0.1853) loss_giou_enc: 0.4068 (0.3989) loss_class_dn: 0.3593 (0.3554) loss_bbox_dn: 0.2165 (0.2194) loss_giou_dn: 0.3890 (0.3866) loss_class_dn_0: 0.4568 (0.4545) loss_bbox_dn_0: 0.3227 (0.3138) loss_giou_dn_0: 0.5153 (0.5022) loss_class_dn_1: 0.3885 (0.3850) loss_bbox_dn_1: 0.2537 (0.2439) loss_giou_dn_1: 0.4284 (0.4183) loss_class_dn_2: 0.3647 (0.3645) loss_bbox_dn_2: 0.2262 (0.2236) loss_giou_dn_2: 0.3954 (0.3933) loss_class_dn_3: 0.3612 (0.3584) loss_bbox_dn_3: 0.2184 (0.2203) loss_giou_dn_3: 0.3896 (0.3881) loss_class_dn_4: 0.3586 (0.3559) loss_bbox_dn_4: 0.2166 (0.2194) loss_giou_dn_4: 0.3892 (0.3866) loss_class_hybrid: 0.6943 (0.6803) loss_bbox_hybrid: 0.1671 (0.1729) loss_giou_hybrid: 0.3899 (0.3847) loss_class_0_hybrid: 0.7490 (0.7576) loss_bbox_0_hybrid: 0.1787 (0.1788) loss_giou_0_hybrid: 0.4066 (0.3971) loss_class_1_hybrid: 0.7199 (0.7097) loss_bbox_1_hybrid: 0.1766 (0.1755) loss_giou_1_hybrid: 0.3992 (0.3898) loss_class_2_hybrid: 0.7056 (0.6955) loss_bbox_2_hybrid: 0.1727 (0.1730) loss_giou_2_hybrid: 0.3943 (0.3859) loss_class_3_hybrid: 0.6956 (0.6858) loss_bbox_3_hybrid: 0.1675 (0.1729) loss_giou_3_hybrid: 0.3882 (0.3850) loss_class_4_hybrid: 0.6897 (0.6815) loss_bbox_4_hybrid: 0.1642 (0.1730) loss_giou_4_hybrid: 0.3881 (0.3850) loss_class_enc_hybrid: 0.7398 (0.7369) loss_bbox_enc_hybrid: 0.2094 (0.2058) loss_giou_enc_hybrid: 0.4356 (0.4406) mem: 1018 max mem: 36965 [2024-01-16 06:25:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:26:45 det.util.engine] INFO: Epoch: [11] [7900/11727] eta: 1:07:44 lr: 0.000010 data_time: 0.0027 iter_time: 1.0758 loss: 25.1051 (24.0007) loss_class: 0.6753 (0.6810) loss_bbox: 0.1781 (0.1622) loss_giou: 0.3600 (0.3596) loss_class_0: 0.8450 (0.8336) loss_bbox_0: 0.1713 (0.1624) loss_giou_0: 0.3629 (0.3636) loss_class_1: 0.7293 (0.7268) loss_bbox_1: 0.1656 (0.1637) loss_giou_1: 0.3579 (0.3628) loss_class_2: 0.6907 (0.7034) loss_bbox_2: 0.1712 (0.1619) loss_giou_2: 0.3647 (0.3603) loss_class_3: 0.6582 (0.6892) loss_bbox_3: 0.1762 (0.1620) loss_giou_3: 0.3629 (0.3598) loss_class_4: 0.6826 (0.6828) loss_bbox_4: 0.1726 (0.1622) loss_giou_4: 0.3599 (0.3597) loss_class_enc: 0.8147 (0.8003) loss_bbox_enc: 0.2008 (0.1854) loss_giou_enc: 0.4006 (0.3990) loss_class_dn: 0.3571 (0.3555) loss_bbox_dn: 0.2517 (0.2195) loss_giou_dn: 0.4170 (0.3866) loss_class_dn_0: 0.4567 (0.4545) loss_bbox_dn_0: 0.3344 (0.3138) loss_giou_dn_0: 0.5213 (0.5022) loss_class_dn_1: 0.3906 (0.3850) loss_bbox_dn_1: 0.2743 (0.2439) loss_giou_dn_1: 0.4410 (0.4184) loss_class_dn_2: 0.3657 (0.3645) loss_bbox_dn_2: 0.2539 (0.2237) loss_giou_dn_2: 0.4201 (0.3934) loss_class_dn_3: 0.3592 (0.3584) loss_bbox_dn_3: 0.2535 (0.2204) loss_giou_dn_3: 0.4172 (0.3882) loss_class_dn_4: 0.3576 (0.3559) loss_bbox_dn_4: 0.2516 (0.2195) loss_giou_dn_4: 0.4170 (0.3866) loss_class_hybrid: 0.6753 (0.6804) loss_bbox_hybrid: 0.1920 (0.1730) loss_giou_hybrid: 0.3875 (0.3848) loss_class_0_hybrid: 0.7769 (0.7576) loss_bbox_0_hybrid: 0.1978 (0.1789) loss_giou_0_hybrid: 0.4039 (0.3972) loss_class_1_hybrid: 0.7236 (0.7098) loss_bbox_1_hybrid: 0.1913 (0.1756) loss_giou_1_hybrid: 0.3954 (0.3899) loss_class_2_hybrid: 0.6941 (0.6956) loss_bbox_2_hybrid: 0.1914 (0.1732) loss_giou_2_hybrid: 0.3874 (0.3860) loss_class_3_hybrid: 0.6934 (0.6859) loss_bbox_3_hybrid: 0.1927 (0.1730) loss_giou_3_hybrid: 0.3862 (0.3852) loss_class_4_hybrid: 0.6806 (0.6815) loss_bbox_4_hybrid: 0.1904 (0.1731) loss_giou_4_hybrid: 0.3899 (0.3851) loss_class_enc_hybrid: 0.7598 (0.7369) loss_bbox_enc_hybrid: 0.2222 (0.2059) loss_giou_enc_hybrid: 0.4306 (0.4407) mem: 1036 max mem: 36965 [2024-01-16 06:26:45 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:27:38 det.util.engine] INFO: Epoch: [11] [7950/11727] eta: 1:06:51 lr: 0.000010 data_time: 0.0030 iter_time: 1.0468 loss: 24.1509 (24.0019) loss_class: 0.6578 (0.6809) loss_bbox: 0.1772 (0.1622) loss_giou: 0.3704 (0.3597) loss_class_0: 0.8134 (0.8335) loss_bbox_0: 0.1793 (0.1624) loss_giou_0: 0.3726 (0.3638) loss_class_1: 0.6983 (0.7267) loss_bbox_1: 0.1728 (0.1637) loss_giou_1: 0.3745 (0.3629) loss_class_2: 0.6792 (0.7033) loss_bbox_2: 0.1741 (0.1619) loss_giou_2: 0.3736 (0.3605) loss_class_3: 0.6625 (0.6890) loss_bbox_3: 0.1834 (0.1620) loss_giou_3: 0.3789 (0.3599) loss_class_4: 0.6685 (0.6827) loss_bbox_4: 0.1759 (0.1622) loss_giou_4: 0.3702 (0.3599) loss_class_enc: 0.7963 (0.8002) loss_bbox_enc: 0.2167 (0.1854) loss_giou_enc: 0.4166 (0.3991) loss_class_dn: 0.3606 (0.3555) loss_bbox_dn: 0.2066 (0.2194) loss_giou_dn: 0.4002 (0.3867) loss_class_dn_0: 0.4590 (0.4545) loss_bbox_dn_0: 0.3169 (0.3138) loss_giou_dn_0: 0.5203 (0.5023) loss_class_dn_1: 0.3932 (0.3850) loss_bbox_dn_1: 0.2430 (0.2438) loss_giou_dn_1: 0.4383 (0.4184) loss_class_dn_2: 0.3674 (0.3646) loss_bbox_dn_2: 0.2136 (0.2236) loss_giou_dn_2: 0.4096 (0.3934) loss_class_dn_3: 0.3630 (0.3584) loss_bbox_dn_3: 0.2065 (0.2203) loss_giou_dn_3: 0.4019 (0.3883) loss_class_dn_4: 0.3624 (0.3560) loss_bbox_dn_4: 0.2066 (0.2194) loss_giou_dn_4: 0.4000 (0.3867) loss_class_hybrid: 0.6697 (0.6803) loss_bbox_hybrid: 0.1924 (0.1730) loss_giou_hybrid: 0.3950 (0.3849) loss_class_0_hybrid: 0.7413 (0.7575) loss_bbox_0_hybrid: 0.2071 (0.1789) loss_giou_0_hybrid: 0.4214 (0.3974) loss_class_1_hybrid: 0.6955 (0.7097) loss_bbox_1_hybrid: 0.1915 (0.1756) loss_giou_1_hybrid: 0.4061 (0.3901) loss_class_2_hybrid: 0.6847 (0.6955) loss_bbox_2_hybrid: 0.1914 (0.1732) loss_giou_2_hybrid: 0.4007 (0.3862) loss_class_3_hybrid: 0.6692 (0.6858) loss_bbox_3_hybrid: 0.1853 (0.1730) loss_giou_3_hybrid: 0.3964 (0.3853) loss_class_4_hybrid: 0.6706 (0.6815) loss_bbox_4_hybrid: 0.1886 (0.1731) loss_giou_4_hybrid: 0.3994 (0.3852) loss_class_enc_hybrid: 0.7192 (0.7369) loss_bbox_enc_hybrid: 0.2396 (0.2059) loss_giou_enc_hybrid: 0.4544 (0.4409) mem: 1031 max mem: 36965 [2024-01-16 06:27:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:28:30 det.util.engine] INFO: Epoch: [11] [8000/11727] eta: 1:05:58 lr: 0.000010 data_time: 0.0031 iter_time: 1.0414 loss: 23.7130 (24.0034) loss_class: 0.6737 (0.6810) loss_bbox: 0.1477 (0.1622) loss_giou: 0.3453 (0.3597) loss_class_0: 0.8178 (0.8336) loss_bbox_0: 0.1464 (0.1624) loss_giou_0: 0.3370 (0.3638) loss_class_1: 0.7230 (0.7268) loss_bbox_1: 0.1540 (0.1637) loss_giou_1: 0.3386 (0.3629) loss_class_2: 0.6773 (0.7034) loss_bbox_2: 0.1438 (0.1619) loss_giou_2: 0.3379 (0.3605) loss_class_3: 0.6853 (0.6891) loss_bbox_3: 0.1499 (0.1620) loss_giou_3: 0.3434 (0.3599) loss_class_4: 0.6733 (0.6828) loss_bbox_4: 0.1478 (0.1622) loss_giou_4: 0.3452 (0.3599) loss_class_enc: 0.7640 (0.8003) loss_bbox_enc: 0.1789 (0.1854) loss_giou_enc: 0.3856 (0.3991) loss_class_dn: 0.3604 (0.3555) loss_bbox_dn: 0.2424 (0.2194) loss_giou_dn: 0.3748 (0.3867) loss_class_dn_0: 0.4524 (0.4545) loss_bbox_dn_0: 0.3248 (0.3138) loss_giou_dn_0: 0.5130 (0.5023) loss_class_dn_1: 0.3886 (0.3850) loss_bbox_dn_1: 0.2540 (0.2439) loss_giou_dn_1: 0.4157 (0.4185) loss_class_dn_2: 0.3720 (0.3646) loss_bbox_dn_2: 0.2422 (0.2236) loss_giou_dn_2: 0.3872 (0.3934) loss_class_dn_3: 0.3639 (0.3584) loss_bbox_dn_3: 0.2418 (0.2203) loss_giou_dn_3: 0.3781 (0.3883) loss_class_dn_4: 0.3602 (0.3560) loss_bbox_dn_4: 0.2423 (0.2194) loss_giou_dn_4: 0.3747 (0.3867) loss_class_hybrid: 0.6745 (0.6804) loss_bbox_hybrid: 0.1575 (0.1730) loss_giou_hybrid: 0.3516 (0.3850) loss_class_0_hybrid: 0.7497 (0.7576) loss_bbox_0_hybrid: 0.1628 (0.1789) loss_giou_0_hybrid: 0.3611 (0.3974) loss_class_1_hybrid: 0.7120 (0.7098) loss_bbox_1_hybrid: 0.1621 (0.1756) loss_giou_1_hybrid: 0.3614 (0.3901) loss_class_2_hybrid: 0.6890 (0.6956) loss_bbox_2_hybrid: 0.1575 (0.1732) loss_giou_2_hybrid: 0.3546 (0.3862) loss_class_3_hybrid: 0.6810 (0.6859) loss_bbox_3_hybrid: 0.1559 (0.1730) loss_giou_3_hybrid: 0.3511 (0.3853) loss_class_4_hybrid: 0.6692 (0.6815) loss_bbox_4_hybrid: 0.1551 (0.1731) loss_giou_4_hybrid: 0.3510 (0.3852) loss_class_enc_hybrid: 0.7283 (0.7369) loss_bbox_enc_hybrid: 0.2026 (0.2059) loss_giou_enc_hybrid: 0.4280 (0.4409) mem: 1019 max mem: 36965 [2024-01-16 06:28:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:29:23 det.util.engine] INFO: Epoch: [11] [8050/11727] eta: 1:05:04 lr: 0.000010 data_time: 0.0032 iter_time: 1.0484 loss: 24.1741 (24.0048) loss_class: 0.6899 (0.6810) loss_bbox: 0.1682 (0.1622) loss_giou: 0.4007 (0.3598) loss_class_0: 0.8307 (0.8336) loss_bbox_0: 0.1628 (0.1624) loss_giou_0: 0.3956 (0.3638) loss_class_1: 0.7569 (0.7268) loss_bbox_1: 0.1615 (0.1637) loss_giou_1: 0.3968 (0.3629) loss_class_2: 0.7137 (0.7034) loss_bbox_2: 0.1596 (0.1619) loss_giou_2: 0.3979 (0.3605) loss_class_3: 0.6980 (0.6891) loss_bbox_3: 0.1652 (0.1620) loss_giou_3: 0.3981 (0.3600) loss_class_4: 0.6866 (0.6828) loss_bbox_4: 0.1667 (0.1622) loss_giou_4: 0.3987 (0.3599) loss_class_enc: 0.8154 (0.8003) loss_bbox_enc: 0.1854 (0.1854) loss_giou_enc: 0.4227 (0.3992) loss_class_dn: 0.3609 (0.3555) loss_bbox_dn: 0.2052 (0.2194) loss_giou_dn: 0.4156 (0.3868) loss_class_dn_0: 0.4497 (0.4545) loss_bbox_dn_0: 0.2761 (0.3137) loss_giou_dn_0: 0.5228 (0.5024) loss_class_dn_1: 0.3883 (0.3850) loss_bbox_dn_1: 0.2213 (0.2438) loss_giou_dn_1: 0.4413 (0.4185) loss_class_dn_2: 0.3647 (0.3646) loss_bbox_dn_2: 0.2088 (0.2236) loss_giou_dn_2: 0.4227 (0.3935) loss_class_dn_3: 0.3640 (0.3584) loss_bbox_dn_3: 0.2070 (0.2203) loss_giou_dn_3: 0.4177 (0.3883) loss_class_dn_4: 0.3608 (0.3560) loss_bbox_dn_4: 0.2052 (0.2194) loss_giou_dn_4: 0.4159 (0.3868) loss_class_hybrid: 0.6744 (0.6803) loss_bbox_hybrid: 0.1694 (0.1730) loss_giou_hybrid: 0.4124 (0.3850) loss_class_0_hybrid: 0.7583 (0.7576) loss_bbox_0_hybrid: 0.1781 (0.1790) loss_giou_0_hybrid: 0.4170 (0.3975) loss_class_1_hybrid: 0.7036 (0.7098) loss_bbox_1_hybrid: 0.1727 (0.1756) loss_giou_1_hybrid: 0.4136 (0.3902) loss_class_2_hybrid: 0.6950 (0.6956) loss_bbox_2_hybrid: 0.1738 (0.1732) loss_giou_2_hybrid: 0.4109 (0.3863) loss_class_3_hybrid: 0.6864 (0.6858) loss_bbox_3_hybrid: 0.1688 (0.1730) loss_giou_3_hybrid: 0.4135 (0.3854) loss_class_4_hybrid: 0.6720 (0.6815) loss_bbox_4_hybrid: 0.1733 (0.1731) loss_giou_4_hybrid: 0.4120 (0.3853) loss_class_enc_hybrid: 0.7445 (0.7370) loss_bbox_enc_hybrid: 0.1898 (0.2059) loss_giou_enc_hybrid: 0.4531 (0.4410) mem: 1017 max mem: 36965 [2024-01-16 06:29:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:30:15 det.util.engine] INFO: Epoch: [11] [8100/11727] eta: 1:04:11 lr: 0.000010 data_time: 0.0033 iter_time: 1.0184 loss: 23.7876 (24.0043) loss_class: 0.6837 (0.6810) loss_bbox: 0.1602 (0.1623) loss_giou: 0.3114 (0.3597) loss_class_0: 0.8381 (0.8337) loss_bbox_0: 0.1764 (0.1624) loss_giou_0: 0.3196 (0.3638) loss_class_1: 0.7499 (0.7269) loss_bbox_1: 0.1645 (0.1637) loss_giou_1: 0.3178 (0.3629) loss_class_2: 0.7190 (0.7034) loss_bbox_2: 0.1688 (0.1620) loss_giou_2: 0.3096 (0.3605) loss_class_3: 0.6849 (0.6891) loss_bbox_3: 0.1657 (0.1620) loss_giou_3: 0.3123 (0.3600) loss_class_4: 0.6908 (0.6828) loss_bbox_4: 0.1601 (0.1622) loss_giou_4: 0.3118 (0.3599) loss_class_enc: 0.8126 (0.8003) loss_bbox_enc: 0.2062 (0.1854) loss_giou_enc: 0.3513 (0.3991) loss_class_dn: 0.3521 (0.3555) loss_bbox_dn: 0.2096 (0.2194) loss_giou_dn: 0.3499 (0.3868) loss_class_dn_0: 0.4586 (0.4545) loss_bbox_dn_0: 0.3050 (0.3137) loss_giou_dn_0: 0.4657 (0.5023) loss_class_dn_1: 0.3849 (0.3850) loss_bbox_dn_1: 0.2392 (0.2438) loss_giou_dn_1: 0.3770 (0.4185) loss_class_dn_2: 0.3664 (0.3646) loss_bbox_dn_2: 0.2148 (0.2236) loss_giou_dn_2: 0.3560 (0.3935) loss_class_dn_3: 0.3560 (0.3584) loss_bbox_dn_3: 0.2129 (0.2203) loss_giou_dn_3: 0.3514 (0.3883) loss_class_dn_4: 0.3534 (0.3560) loss_bbox_dn_4: 0.2095 (0.2194) loss_giou_dn_4: 0.3498 (0.3867) loss_class_hybrid: 0.7203 (0.6803) loss_bbox_hybrid: 0.1756 (0.1731) loss_giou_hybrid: 0.3254 (0.3850) loss_class_0_hybrid: 0.7740 (0.7576) loss_bbox_0_hybrid: 0.1886 (0.1790) loss_giou_0_hybrid: 0.3395 (0.3975) loss_class_1_hybrid: 0.7286 (0.7098) loss_bbox_1_hybrid: 0.1855 (0.1757) loss_giou_1_hybrid: 0.3275 (0.3902) loss_class_2_hybrid: 0.7308 (0.6956) loss_bbox_2_hybrid: 0.1763 (0.1732) loss_giou_2_hybrid: 0.3234 (0.3863) loss_class_3_hybrid: 0.7275 (0.6858) loss_bbox_3_hybrid: 0.1763 (0.1731) loss_giou_3_hybrid: 0.3254 (0.3854) loss_class_4_hybrid: 0.7228 (0.6815) loss_bbox_4_hybrid: 0.1758 (0.1732) loss_giou_4_hybrid: 0.3244 (0.3853) loss_class_enc_hybrid: 0.7584 (0.7370) loss_bbox_enc_hybrid: 0.2109 (0.2059) loss_giou_enc_hybrid: 0.3849 (0.4409) mem: 1033 max mem: 36965 [2024-01-16 06:30:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:31:07 det.util.engine] INFO: Epoch: [11] [8150/11727] eta: 1:03:17 lr: 0.000010 data_time: 0.0032 iter_time: 1.0591 loss: 23.0101 (24.0059) loss_class: 0.6928 (0.6811) loss_bbox: 0.1477 (0.1623) loss_giou: 0.3515 (0.3597) loss_class_0: 0.8057 (0.8337) loss_bbox_0: 0.1496 (0.1624) loss_giou_0: 0.3634 (0.3638) loss_class_1: 0.7278 (0.7270) loss_bbox_1: 0.1528 (0.1638) loss_giou_1: 0.3477 (0.3629) loss_class_2: 0.7153 (0.7035) loss_bbox_2: 0.1505 (0.1620) loss_giou_2: 0.3452 (0.3605) loss_class_3: 0.6867 (0.6891) loss_bbox_3: 0.1508 (0.1621) loss_giou_3: 0.3461 (0.3600) loss_class_4: 0.6893 (0.6828) loss_bbox_4: 0.1505 (0.1623) loss_giou_4: 0.3519 (0.3599) loss_class_enc: 0.7574 (0.8003) loss_bbox_enc: 0.1721 (0.1854) loss_giou_enc: 0.4007 (0.3991) loss_class_dn: 0.3575 (0.3555) loss_bbox_dn: 0.2129 (0.2194) loss_giou_dn: 0.3878 (0.3868) loss_class_dn_0: 0.4600 (0.4545) loss_bbox_dn_0: 0.2938 (0.3137) loss_giou_dn_0: 0.5083 (0.5024) loss_class_dn_1: 0.3904 (0.3850) loss_bbox_dn_1: 0.2279 (0.2438) loss_giou_dn_1: 0.4215 (0.4185) loss_class_dn_2: 0.3696 (0.3646) loss_bbox_dn_2: 0.2125 (0.2236) loss_giou_dn_2: 0.3937 (0.3935) loss_class_dn_3: 0.3621 (0.3585) loss_bbox_dn_3: 0.2125 (0.2203) loss_giou_dn_3: 0.3881 (0.3884) loss_class_dn_4: 0.3598 (0.3560) loss_bbox_dn_4: 0.2128 (0.2194) loss_giou_dn_4: 0.3878 (0.3868) loss_class_hybrid: 0.7044 (0.6804) loss_bbox_hybrid: 0.1551 (0.1731) loss_giou_hybrid: 0.3694 (0.3850) loss_class_0_hybrid: 0.7391 (0.7575) loss_bbox_0_hybrid: 0.1655 (0.1790) loss_giou_0_hybrid: 0.3872 (0.3975) loss_class_1_hybrid: 0.7035 (0.7098) loss_bbox_1_hybrid: 0.1594 (0.1757) loss_giou_1_hybrid: 0.3779 (0.3902) loss_class_2_hybrid: 0.7030 (0.6956) loss_bbox_2_hybrid: 0.1553 (0.1732) loss_giou_2_hybrid: 0.3754 (0.3863) loss_class_3_hybrid: 0.6982 (0.6859) loss_bbox_3_hybrid: 0.1569 (0.1731) loss_giou_3_hybrid: 0.3708 (0.3854) loss_class_4_hybrid: 0.6967 (0.6815) loss_bbox_4_hybrid: 0.1539 (0.1732) loss_giou_4_hybrid: 0.3737 (0.3853) loss_class_enc_hybrid: 0.7341 (0.7369) loss_bbox_enc_hybrid: 0.1883 (0.2059) loss_giou_enc_hybrid: 0.4363 (0.4410) mem: 1033 max mem: 36965 [2024-01-16 06:31:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:31:59 det.util.engine] INFO: Epoch: [11] [8200/11727] eta: 1:02:24 lr: 0.000010 data_time: 0.0034 iter_time: 1.0475 loss: 23.8570 (24.0034) loss_class: 0.6687 (0.6810) loss_bbox: 0.1585 (0.1623) loss_giou: 0.3287 (0.3596) loss_class_0: 0.8253 (0.8336) loss_bbox_0: 0.1701 (0.1624) loss_giou_0: 0.3316 (0.3636) loss_class_1: 0.7151 (0.7269) loss_bbox_1: 0.1664 (0.1638) loss_giou_1: 0.3261 (0.3628) loss_class_2: 0.6805 (0.7034) loss_bbox_2: 0.1643 (0.1620) loss_giou_2: 0.3330 (0.3604) loss_class_3: 0.6646 (0.6891) loss_bbox_3: 0.1602 (0.1621) loss_giou_3: 0.3318 (0.3599) loss_class_4: 0.6572 (0.6828) loss_bbox_4: 0.1588 (0.1623) loss_giou_4: 0.3350 (0.3598) loss_class_enc: 0.8004 (0.8002) loss_bbox_enc: 0.1897 (0.1854) loss_giou_enc: 0.3672 (0.3990) loss_class_dn: 0.3377 (0.3555) loss_bbox_dn: 0.2045 (0.2195) loss_giou_dn: 0.3820 (0.3867) loss_class_dn_0: 0.4513 (0.4544) loss_bbox_dn_0: 0.3099 (0.3138) loss_giou_dn_0: 0.4972 (0.5023) loss_class_dn_1: 0.3811 (0.3850) loss_bbox_dn_1: 0.2308 (0.2439) loss_giou_dn_1: 0.4170 (0.4184) loss_class_dn_2: 0.3518 (0.3646) loss_bbox_dn_2: 0.2105 (0.2237) loss_giou_dn_2: 0.3916 (0.3934) loss_class_dn_3: 0.3418 (0.3584) loss_bbox_dn_3: 0.2059 (0.2204) loss_giou_dn_3: 0.3862 (0.3883) loss_class_dn_4: 0.3382 (0.3560) loss_bbox_dn_4: 0.2045 (0.2195) loss_giou_dn_4: 0.3820 (0.3867) loss_class_hybrid: 0.6609 (0.6803) loss_bbox_hybrid: 0.1719 (0.1731) loss_giou_hybrid: 0.3530 (0.3849) loss_class_0_hybrid: 0.7358 (0.7575) loss_bbox_0_hybrid: 0.1802 (0.1790) loss_giou_0_hybrid: 0.3662 (0.3974) loss_class_1_hybrid: 0.6971 (0.7097) loss_bbox_1_hybrid: 0.1760 (0.1757) loss_giou_1_hybrid: 0.3506 (0.3901) loss_class_2_hybrid: 0.6701 (0.6956) loss_bbox_2_hybrid: 0.1725 (0.1732) loss_giou_2_hybrid: 0.3533 (0.3861) loss_class_3_hybrid: 0.6687 (0.6858) loss_bbox_3_hybrid: 0.1707 (0.1731) loss_giou_3_hybrid: 0.3551 (0.3853) loss_class_4_hybrid: 0.6620 (0.6815) loss_bbox_4_hybrid: 0.1724 (0.1732) loss_giou_4_hybrid: 0.3522 (0.3852) loss_class_enc_hybrid: 0.7407 (0.7369) loss_bbox_enc_hybrid: 0.2124 (0.2059) loss_giou_enc_hybrid: 0.4128 (0.4408) mem: 1029 max mem: 36965 [2024-01-16 06:31:59 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:32:53 det.util.engine] INFO: Epoch: [11] [8250/11727] eta: 1:01:31 lr: 0.000010 data_time: 0.0034 iter_time: 1.0866 loss: 24.1451 (24.0050) loss_class: 0.7137 (0.6812) loss_bbox: 0.1361 (0.1622) loss_giou: 0.3657 (0.3596) loss_class_0: 0.8435 (0.8337) loss_bbox_0: 0.1313 (0.1624) loss_giou_0: 0.3755 (0.3637) loss_class_1: 0.7677 (0.7270) loss_bbox_1: 0.1318 (0.1637) loss_giou_1: 0.3727 (0.3628) loss_class_2: 0.7304 (0.7036) loss_bbox_2: 0.1337 (0.1620) loss_giou_2: 0.3634 (0.3604) loss_class_3: 0.7207 (0.6892) loss_bbox_3: 0.1386 (0.1620) loss_giou_3: 0.3667 (0.3599) loss_class_4: 0.7233 (0.6829) loss_bbox_4: 0.1361 (0.1622) loss_giou_4: 0.3659 (0.3598) loss_class_enc: 0.8255 (0.8004) loss_bbox_enc: 0.1483 (0.1853) loss_giou_enc: 0.4190 (0.3990) loss_class_dn: 0.3645 (0.3555) loss_bbox_dn: 0.1952 (0.2195) loss_giou_dn: 0.4043 (0.3868) loss_class_dn_0: 0.4560 (0.4544) loss_bbox_dn_0: 0.2727 (0.3138) loss_giou_dn_0: 0.5338 (0.5024) loss_class_dn_1: 0.3902 (0.3850) loss_bbox_dn_1: 0.2179 (0.2439) loss_giou_dn_1: 0.4465 (0.4185) loss_class_dn_2: 0.3692 (0.3646) loss_bbox_dn_2: 0.1973 (0.2237) loss_giou_dn_2: 0.4147 (0.3935) loss_class_dn_3: 0.3672 (0.3584) loss_bbox_dn_3: 0.1945 (0.2204) loss_giou_dn_3: 0.4056 (0.3883) loss_class_dn_4: 0.3661 (0.3560) loss_bbox_dn_4: 0.1952 (0.2195) loss_giou_dn_4: 0.4043 (0.3868) loss_class_hybrid: 0.7107 (0.6804) loss_bbox_hybrid: 0.1556 (0.1731) loss_giou_hybrid: 0.4011 (0.3849) loss_class_0_hybrid: 0.7758 (0.7575) loss_bbox_0_hybrid: 0.1612 (0.1790) loss_giou_0_hybrid: 0.4011 (0.3974) loss_class_1_hybrid: 0.7298 (0.7098) loss_bbox_1_hybrid: 0.1553 (0.1757) loss_giou_1_hybrid: 0.4027 (0.3901) loss_class_2_hybrid: 0.7256 (0.6956) loss_bbox_2_hybrid: 0.1581 (0.1732) loss_giou_2_hybrid: 0.4017 (0.3862) loss_class_3_hybrid: 0.7188 (0.6859) loss_bbox_3_hybrid: 0.1553 (0.1731) loss_giou_3_hybrid: 0.4027 (0.3853) loss_class_4_hybrid: 0.7136 (0.6815) loss_bbox_4_hybrid: 0.1590 (0.1732) loss_giou_4_hybrid: 0.4005 (0.3852) loss_class_enc_hybrid: 0.7556 (0.7370) loss_bbox_enc_hybrid: 0.1736 (0.2058) loss_giou_enc_hybrid: 0.4521 (0.4409) mem: 1023 max mem: 36965 [2024-01-16 06:32:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:33:46 det.util.engine] INFO: Epoch: [11] [8300/11727] eta: 1:00:38 lr: 0.000010 data_time: 0.0031 iter_time: 1.0556 loss: 22.8439 (24.0053) loss_class: 0.6624 (0.6813) loss_bbox: 0.1425 (0.1622) loss_giou: 0.3551 (0.3596) loss_class_0: 0.8054 (0.8337) loss_bbox_0: 0.1450 (0.1624) loss_giou_0: 0.3586 (0.3637) loss_class_1: 0.6780 (0.7270) loss_bbox_1: 0.1516 (0.1637) loss_giou_1: 0.3597 (0.3628) loss_class_2: 0.6737 (0.7036) loss_bbox_2: 0.1402 (0.1620) loss_giou_2: 0.3565 (0.3604) loss_class_3: 0.6630 (0.6893) loss_bbox_3: 0.1415 (0.1620) loss_giou_3: 0.3549 (0.3599) loss_class_4: 0.6547 (0.6830) loss_bbox_4: 0.1425 (0.1622) loss_giou_4: 0.3552 (0.3598) loss_class_enc: 0.7706 (0.8004) loss_bbox_enc: 0.1717 (0.1853) loss_giou_enc: 0.3932 (0.3990) loss_class_dn: 0.3562 (0.3555) loss_bbox_dn: 0.1997 (0.2195) loss_giou_dn: 0.3865 (0.3868) loss_class_dn_0: 0.4495 (0.4544) loss_bbox_dn_0: 0.2649 (0.3137) loss_giou_dn_0: 0.4911 (0.5024) loss_class_dn_1: 0.3852 (0.3850) loss_bbox_dn_1: 0.2051 (0.2439) loss_giou_dn_1: 0.4113 (0.4185) loss_class_dn_2: 0.3645 (0.3646) loss_bbox_dn_2: 0.1986 (0.2237) loss_giou_dn_2: 0.3927 (0.3935) loss_class_dn_3: 0.3579 (0.3585) loss_bbox_dn_3: 0.1991 (0.2204) loss_giou_dn_3: 0.3872 (0.3884) loss_class_dn_4: 0.3572 (0.3560) loss_bbox_dn_4: 0.1999 (0.2195) loss_giou_dn_4: 0.3865 (0.3868) loss_class_hybrid: 0.6471 (0.6804) loss_bbox_hybrid: 0.1550 (0.1731) loss_giou_hybrid: 0.3522 (0.3850) loss_class_0_hybrid: 0.7369 (0.7575) loss_bbox_0_hybrid: 0.1549 (0.1790) loss_giou_0_hybrid: 0.3637 (0.3975) loss_class_1_hybrid: 0.6802 (0.7097) loss_bbox_1_hybrid: 0.1594 (0.1757) loss_giou_1_hybrid: 0.3626 (0.3902) loss_class_2_hybrid: 0.6560 (0.6956) loss_bbox_2_hybrid: 0.1555 (0.1732) loss_giou_2_hybrid: 0.3610 (0.3862) loss_class_3_hybrid: 0.6570 (0.6859) loss_bbox_3_hybrid: 0.1606 (0.1731) loss_giou_3_hybrid: 0.3574 (0.3853) loss_class_4_hybrid: 0.6508 (0.6816) loss_bbox_4_hybrid: 0.1562 (0.1732) loss_giou_4_hybrid: 0.3548 (0.3852) loss_class_enc_hybrid: 0.7228 (0.7370) loss_bbox_enc_hybrid: 0.1851 (0.2058) loss_giou_enc_hybrid: 0.4032 (0.4409) mem: 1035 max mem: 36965 [2024-01-16 06:33:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:34:39 det.util.engine] INFO: Epoch: [11] [8350/11727] eta: 0:59:45 lr: 0.000010 data_time: 0.0031 iter_time: 1.0223 loss: 24.7649 (24.0101) loss_class: 0.6663 (0.6814) loss_bbox: 0.1745 (0.1622) loss_giou: 0.3430 (0.3597) loss_class_0: 0.8427 (0.8339) loss_bbox_0: 0.1721 (0.1624) loss_giou_0: 0.3479 (0.3637) loss_class_1: 0.7395 (0.7272) loss_bbox_1: 0.1778 (0.1638) loss_giou_1: 0.3459 (0.3628) loss_class_2: 0.7213 (0.7038) loss_bbox_2: 0.1657 (0.1620) loss_giou_2: 0.3495 (0.3605) loss_class_3: 0.6830 (0.6894) loss_bbox_3: 0.1741 (0.1620) loss_giou_3: 0.3418 (0.3599) loss_class_4: 0.6610 (0.6831) loss_bbox_4: 0.1804 (0.1622) loss_giou_4: 0.3431 (0.3599) loss_class_enc: 0.8013 (0.8005) loss_bbox_enc: 0.1970 (0.1853) loss_giou_enc: 0.3835 (0.3991) loss_class_dn: 0.3626 (0.3556) loss_bbox_dn: 0.2357 (0.2196) loss_giou_dn: 0.4064 (0.3869) loss_class_dn_0: 0.4594 (0.4545) loss_bbox_dn_0: 0.3403 (0.3138) loss_giou_dn_0: 0.5083 (0.5025) loss_class_dn_1: 0.3895 (0.3851) loss_bbox_dn_1: 0.2558 (0.2440) loss_giou_dn_1: 0.4437 (0.4186) loss_class_dn_2: 0.3704 (0.3647) loss_bbox_dn_2: 0.2376 (0.2238) loss_giou_dn_2: 0.4147 (0.3936) loss_class_dn_3: 0.3685 (0.3585) loss_bbox_dn_3: 0.2346 (0.2204) loss_giou_dn_3: 0.4079 (0.3885) loss_class_dn_4: 0.3625 (0.3561) loss_bbox_dn_4: 0.2356 (0.2196) loss_giou_dn_4: 0.4063 (0.3869) loss_class_hybrid: 0.6891 (0.6805) loss_bbox_hybrid: 0.1915 (0.1731) loss_giou_hybrid: 0.3948 (0.3850) loss_class_0_hybrid: 0.7695 (0.7576) loss_bbox_0_hybrid: 0.2074 (0.1790) loss_giou_0_hybrid: 0.4089 (0.3976) loss_class_1_hybrid: 0.7185 (0.7098) loss_bbox_1_hybrid: 0.1897 (0.1757) loss_giou_1_hybrid: 0.4032 (0.3902) loss_class_2_hybrid: 0.7033 (0.6957) loss_bbox_2_hybrid: 0.1885 (0.1733) loss_giou_2_hybrid: 0.3994 (0.3863) loss_class_3_hybrid: 0.6834 (0.6860) loss_bbox_3_hybrid: 0.1910 (0.1731) loss_giou_3_hybrid: 0.3948 (0.3854) loss_class_4_hybrid: 0.6804 (0.6817) loss_bbox_4_hybrid: 0.1915 (0.1732) loss_giou_4_hybrid: 0.3941 (0.3853) loss_class_enc_hybrid: 0.7524 (0.7371) loss_bbox_enc_hybrid: 0.2269 (0.2059) loss_giou_enc_hybrid: 0.4246 (0.4410) mem: 1021 max mem: 36965 [2024-01-16 06:34:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:35:30 det.util.engine] INFO: Epoch: [11] [8400/11727] eta: 0:58:51 lr: 0.000010 data_time: 0.0033 iter_time: 1.0352 loss: 24.1061 (24.0088) loss_class: 0.6752 (0.6814) loss_bbox: 0.1642 (0.1623) loss_giou: 0.3531 (0.3597) loss_class_0: 0.8043 (0.8338) loss_bbox_0: 0.1714 (0.1624) loss_giou_0: 0.3552 (0.3637) loss_class_1: 0.7172 (0.7271) loss_bbox_1: 0.1756 (0.1638) loss_giou_1: 0.3554 (0.3628) loss_class_2: 0.7103 (0.7037) loss_bbox_2: 0.1680 (0.1620) loss_giou_2: 0.3549 (0.3605) loss_class_3: 0.6881 (0.6894) loss_bbox_3: 0.1658 (0.1620) loss_giou_3: 0.3606 (0.3599) loss_class_4: 0.6845 (0.6831) loss_bbox_4: 0.1646 (0.1622) loss_giou_4: 0.3520 (0.3599) loss_class_enc: 0.7733 (0.8005) loss_bbox_enc: 0.1867 (0.1854) loss_giou_enc: 0.3759 (0.3991) loss_class_dn: 0.3525 (0.3556) loss_bbox_dn: 0.2218 (0.2196) loss_giou_dn: 0.3875 (0.3869) loss_class_dn_0: 0.4465 (0.4545) loss_bbox_dn_0: 0.3204 (0.3138) loss_giou_dn_0: 0.5243 (0.5025) loss_class_dn_1: 0.3774 (0.3851) loss_bbox_dn_1: 0.2627 (0.2439) loss_giou_dn_1: 0.4229 (0.4186) loss_class_dn_2: 0.3598 (0.3646) loss_bbox_dn_2: 0.2276 (0.2237) loss_giou_dn_2: 0.3924 (0.3936) loss_class_dn_3: 0.3555 (0.3585) loss_bbox_dn_3: 0.2232 (0.2204) loss_giou_dn_3: 0.3896 (0.3885) loss_class_dn_4: 0.3527 (0.3560) loss_bbox_dn_4: 0.2217 (0.2196) loss_giou_dn_4: 0.3875 (0.3869) loss_class_hybrid: 0.6973 (0.6805) loss_bbox_hybrid: 0.1836 (0.1731) loss_giou_hybrid: 0.3451 (0.3850) loss_class_0_hybrid: 0.7437 (0.7575) loss_bbox_0_hybrid: 0.1868 (0.1790) loss_giou_0_hybrid: 0.3610 (0.3975) loss_class_1_hybrid: 0.7116 (0.7098) loss_bbox_1_hybrid: 0.1827 (0.1757) loss_giou_1_hybrid: 0.3546 (0.3902) loss_class_2_hybrid: 0.7034 (0.6957) loss_bbox_2_hybrid: 0.1841 (0.1733) loss_giou_2_hybrid: 0.3455 (0.3863) loss_class_3_hybrid: 0.7043 (0.6860) loss_bbox_3_hybrid: 0.1822 (0.1731) loss_giou_3_hybrid: 0.3449 (0.3854) loss_class_4_hybrid: 0.6957 (0.6816) loss_bbox_4_hybrid: 0.1835 (0.1732) loss_giou_4_hybrid: 0.3426 (0.3853) loss_class_enc_hybrid: 0.7188 (0.7371) loss_bbox_enc_hybrid: 0.2110 (0.2059) loss_giou_enc_hybrid: 0.4054 (0.4409) mem: 1021 max mem: 36965 [2024-01-16 06:35:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:36:22 det.util.engine] INFO: Epoch: [11] [8450/11727] eta: 0:57:58 lr: 0.000010 data_time: 0.0031 iter_time: 1.0183 loss: 23.3485 (24.0082) loss_class: 0.6778 (0.6814) loss_bbox: 0.1610 (0.1622) loss_giou: 0.3777 (0.3597) loss_class_0: 0.8150 (0.8338) loss_bbox_0: 0.1511 (0.1623) loss_giou_0: 0.3773 (0.3637) loss_class_1: 0.6936 (0.7271) loss_bbox_1: 0.1553 (0.1637) loss_giou_1: 0.3838 (0.3629) loss_class_2: 0.7034 (0.7037) loss_bbox_2: 0.1514 (0.1619) loss_giou_2: 0.3774 (0.3605) loss_class_3: 0.6826 (0.6894) loss_bbox_3: 0.1532 (0.1620) loss_giou_3: 0.3818 (0.3599) loss_class_4: 0.6660 (0.6831) loss_bbox_4: 0.1577 (0.1622) loss_giou_4: 0.3886 (0.3599) loss_class_enc: 0.7882 (0.8004) loss_bbox_enc: 0.1729 (0.1853) loss_giou_enc: 0.3973 (0.3991) loss_class_dn: 0.3618 (0.3556) loss_bbox_dn: 0.1843 (0.2195) loss_giou_dn: 0.4094 (0.3869) loss_class_dn_0: 0.4494 (0.4545) loss_bbox_dn_0: 0.2787 (0.3137) loss_giou_dn_0: 0.5197 (0.5025) loss_class_dn_1: 0.3859 (0.3851) loss_bbox_dn_1: 0.1999 (0.2439) loss_giou_dn_1: 0.4414 (0.4186) loss_class_dn_2: 0.3669 (0.3646) loss_bbox_dn_2: 0.1852 (0.2237) loss_giou_dn_2: 0.4157 (0.3936) loss_class_dn_3: 0.3613 (0.3585) loss_bbox_dn_3: 0.1836 (0.2204) loss_giou_dn_3: 0.4107 (0.3885) loss_class_dn_4: 0.3612 (0.3560) loss_bbox_dn_4: 0.1845 (0.2195) loss_giou_dn_4: 0.4094 (0.3869) loss_class_hybrid: 0.6669 (0.6805) loss_bbox_hybrid: 0.1598 (0.1730) loss_giou_hybrid: 0.3993 (0.3851) loss_class_0_hybrid: 0.7221 (0.7575) loss_bbox_0_hybrid: 0.1645 (0.1790) loss_giou_0_hybrid: 0.4054 (0.3976) loss_class_1_hybrid: 0.6788 (0.7098) loss_bbox_1_hybrid: 0.1625 (0.1757) loss_giou_1_hybrid: 0.4038 (0.3903) loss_class_2_hybrid: 0.6740 (0.6957) loss_bbox_2_hybrid: 0.1590 (0.1732) loss_giou_2_hybrid: 0.4000 (0.3863) loss_class_3_hybrid: 0.6677 (0.6860) loss_bbox_3_hybrid: 0.1600 (0.1730) loss_giou_3_hybrid: 0.4000 (0.3855) loss_class_4_hybrid: 0.6732 (0.6816) loss_bbox_4_hybrid: 0.1612 (0.1731) loss_giou_4_hybrid: 0.3985 (0.3853) loss_class_enc_hybrid: 0.7182 (0.7371) loss_bbox_enc_hybrid: 0.1831 (0.2058) loss_giou_enc_hybrid: 0.4464 (0.4410) mem: 1039 max mem: 36965 [2024-01-16 06:36:22 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:37:15 det.util.engine] INFO: Epoch: [11] [8500/11727] eta: 0:57:04 lr: 0.000010 data_time: 0.0034 iter_time: 1.0531 loss: 24.2506 (24.0092) loss_class: 0.6926 (0.6814) loss_bbox: 0.1565 (0.1622) loss_giou: 0.3759 (0.3598) loss_class_0: 0.8147 (0.8338) loss_bbox_0: 0.1480 (0.1623) loss_giou_0: 0.3738 (0.3638) loss_class_1: 0.7462 (0.7272) loss_bbox_1: 0.1520 (0.1637) loss_giou_1: 0.3781 (0.3629) loss_class_2: 0.7225 (0.7038) loss_bbox_2: 0.1546 (0.1619) loss_giou_2: 0.3768 (0.3605) loss_class_3: 0.7090 (0.6894) loss_bbox_3: 0.1541 (0.1620) loss_giou_3: 0.3759 (0.3600) loss_class_4: 0.7020 (0.6831) loss_bbox_4: 0.1566 (0.1621) loss_giou_4: 0.3774 (0.3600) loss_class_enc: 0.8096 (0.8004) loss_bbox_enc: 0.1717 (0.1853) loss_giou_enc: 0.4153 (0.3992) loss_class_dn: 0.3641 (0.3556) loss_bbox_dn: 0.1887 (0.2194) loss_giou_dn: 0.3956 (0.3870) loss_class_dn_0: 0.4554 (0.4544) loss_bbox_dn_0: 0.2852 (0.3136) loss_giou_dn_0: 0.5086 (0.5025) loss_class_dn_1: 0.3915 (0.3851) loss_bbox_dn_1: 0.2197 (0.2438) loss_giou_dn_1: 0.4219 (0.4187) loss_class_dn_2: 0.3714 (0.3646) loss_bbox_dn_2: 0.1917 (0.2236) loss_giou_dn_2: 0.4008 (0.3937) loss_class_dn_3: 0.3665 (0.3585) loss_bbox_dn_3: 0.1896 (0.2203) loss_giou_dn_3: 0.3975 (0.3885) loss_class_dn_4: 0.3646 (0.3561) loss_bbox_dn_4: 0.1886 (0.2194) loss_giou_dn_4: 0.3957 (0.3869) loss_class_hybrid: 0.6796 (0.6805) loss_bbox_hybrid: 0.1694 (0.1730) loss_giou_hybrid: 0.3919 (0.3852) loss_class_0_hybrid: 0.7546 (0.7575) loss_bbox_0_hybrid: 0.1753 (0.1790) loss_giou_0_hybrid: 0.4044 (0.3977) loss_class_1_hybrid: 0.7218 (0.7098) loss_bbox_1_hybrid: 0.1696 (0.1757) loss_giou_1_hybrid: 0.4012 (0.3904) loss_class_2_hybrid: 0.6935 (0.6957) loss_bbox_2_hybrid: 0.1705 (0.1732) loss_giou_2_hybrid: 0.3897 (0.3865) loss_class_3_hybrid: 0.6880 (0.6860) loss_bbox_3_hybrid: 0.1722 (0.1730) loss_giou_3_hybrid: 0.3872 (0.3856) loss_class_4_hybrid: 0.6830 (0.6816) loss_bbox_4_hybrid: 0.1697 (0.1731) loss_giou_4_hybrid: 0.3874 (0.3855) loss_class_enc_hybrid: 0.7451 (0.7370) loss_bbox_enc_hybrid: 0.2022 (0.2058) loss_giou_enc_hybrid: 0.4586 (0.4411) mem: 1026 max mem: 36965 [2024-01-16 06:37:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:38:07 det.util.engine] INFO: Epoch: [11] [8550/11727] eta: 0:56:11 lr: 0.000010 data_time: 0.0032 iter_time: 1.0370 loss: 24.0600 (24.0094) loss_class: 0.6559 (0.6814) loss_bbox: 0.1646 (0.1622) loss_giou: 0.3618 (0.3598) loss_class_0: 0.8015 (0.8338) loss_bbox_0: 0.1636 (0.1623) loss_giou_0: 0.3659 (0.3638) loss_class_1: 0.7086 (0.7272) loss_bbox_1: 0.1657 (0.1637) loss_giou_1: 0.3635 (0.3629) loss_class_2: 0.6755 (0.7037) loss_bbox_2: 0.1667 (0.1619) loss_giou_2: 0.3650 (0.3605) loss_class_3: 0.6583 (0.6894) loss_bbox_3: 0.1713 (0.1620) loss_giou_3: 0.3613 (0.3600) loss_class_4: 0.6517 (0.6831) loss_bbox_4: 0.1723 (0.1622) loss_giou_4: 0.3616 (0.3599) loss_class_enc: 0.7491 (0.8003) loss_bbox_enc: 0.1850 (0.1853) loss_giou_enc: 0.4028 (0.3992) loss_class_dn: 0.3544 (0.3556) loss_bbox_dn: 0.2184 (0.2195) loss_giou_dn: 0.3809 (0.3869) loss_class_dn_0: 0.4524 (0.4544) loss_bbox_dn_0: 0.3032 (0.3137) loss_giou_dn_0: 0.4950 (0.5025) loss_class_dn_1: 0.3776 (0.3851) loss_bbox_dn_1: 0.2187 (0.2438) loss_giou_dn_1: 0.4118 (0.4186) loss_class_dn_2: 0.3625 (0.3646) loss_bbox_dn_2: 0.2151 (0.2236) loss_giou_dn_2: 0.3883 (0.3936) loss_class_dn_3: 0.3583 (0.3585) loss_bbox_dn_3: 0.2178 (0.2203) loss_giou_dn_3: 0.3814 (0.3885) loss_class_dn_4: 0.3540 (0.3560) loss_bbox_dn_4: 0.2184 (0.2195) loss_giou_dn_4: 0.3809 (0.3869) loss_class_hybrid: 0.6545 (0.6805) loss_bbox_hybrid: 0.1746 (0.1731) loss_giou_hybrid: 0.3830 (0.3852) loss_class_0_hybrid: 0.7168 (0.7575) loss_bbox_0_hybrid: 0.1802 (0.1790) loss_giou_0_hybrid: 0.3955 (0.3977) loss_class_1_hybrid: 0.6836 (0.7098) loss_bbox_1_hybrid: 0.1809 (0.1757) loss_giou_1_hybrid: 0.3882 (0.3904) loss_class_2_hybrid: 0.6681 (0.6956) loss_bbox_2_hybrid: 0.1782 (0.1732) loss_giou_2_hybrid: 0.3779 (0.3865) loss_class_3_hybrid: 0.6599 (0.6860) loss_bbox_3_hybrid: 0.1752 (0.1731) loss_giou_3_hybrid: 0.3838 (0.3856) loss_class_4_hybrid: 0.6540 (0.6816) loss_bbox_4_hybrid: 0.1727 (0.1732) loss_giou_4_hybrid: 0.3827 (0.3855) loss_class_enc_hybrid: 0.7032 (0.7370) loss_bbox_enc_hybrid: 0.2107 (0.2058) loss_giou_enc_hybrid: 0.4387 (0.4411) mem: 1010 max mem: 36965 [2024-01-16 06:38:07 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:39:00 det.util.engine] INFO: Epoch: [11] [8600/11727] eta: 0:55:18 lr: 0.000010 data_time: 0.0033 iter_time: 1.0806 loss: 22.8389 (24.0081) loss_class: 0.6307 (0.6813) loss_bbox: 0.1399 (0.1622) loss_giou: 0.3407 (0.3599) loss_class_0: 0.7582 (0.8335) loss_bbox_0: 0.1365 (0.1623) loss_giou_0: 0.3353 (0.3639) loss_class_1: 0.6623 (0.7270) loss_bbox_1: 0.1381 (0.1637) loss_giou_1: 0.3509 (0.3630) loss_class_2: 0.6434 (0.7036) loss_bbox_2: 0.1367 (0.1619) loss_giou_2: 0.3417 (0.3607) loss_class_3: 0.6373 (0.6893) loss_bbox_3: 0.1401 (0.1620) loss_giou_3: 0.3464 (0.3601) loss_class_4: 0.6395 (0.6830) loss_bbox_4: 0.1400 (0.1622) loss_giou_4: 0.3407 (0.3601) loss_class_enc: 0.7352 (0.8001) loss_bbox_enc: 0.1627 (0.1853) loss_giou_enc: 0.3751 (0.3993) loss_class_dn: 0.3480 (0.3555) loss_bbox_dn: 0.1883 (0.2194) loss_giou_dn: 0.3678 (0.3870) loss_class_dn_0: 0.4485 (0.4544) loss_bbox_dn_0: 0.2608 (0.3136) loss_giou_dn_0: 0.4773 (0.5025) loss_class_dn_1: 0.3732 (0.3850) loss_bbox_dn_1: 0.2090 (0.2438) loss_giou_dn_1: 0.4058 (0.4187) loss_class_dn_2: 0.3552 (0.3646) loss_bbox_dn_2: 0.1926 (0.2236) loss_giou_dn_2: 0.3732 (0.3937) loss_class_dn_3: 0.3499 (0.3585) loss_bbox_dn_3: 0.1895 (0.2203) loss_giou_dn_3: 0.3679 (0.3885) loss_class_dn_4: 0.3477 (0.3560) loss_bbox_dn_4: 0.1883 (0.2194) loss_giou_dn_4: 0.3681 (0.3870) loss_class_hybrid: 0.6364 (0.6803) loss_bbox_hybrid: 0.1508 (0.1731) loss_giou_hybrid: 0.3548 (0.3853) loss_class_0_hybrid: 0.7201 (0.7573) loss_bbox_0_hybrid: 0.1533 (0.1790) loss_giou_0_hybrid: 0.3630 (0.3978) loss_class_1_hybrid: 0.6687 (0.7097) loss_bbox_1_hybrid: 0.1496 (0.1757) loss_giou_1_hybrid: 0.3598 (0.3905) loss_class_2_hybrid: 0.6617 (0.6955) loss_bbox_2_hybrid: 0.1492 (0.1732) loss_giou_2_hybrid: 0.3556 (0.3866) loss_class_3_hybrid: 0.6521 (0.6858) loss_bbox_3_hybrid: 0.1509 (0.1730) loss_giou_3_hybrid: 0.3539 (0.3857) loss_class_4_hybrid: 0.6416 (0.6815) loss_bbox_4_hybrid: 0.1516 (0.1731) loss_giou_4_hybrid: 0.3540 (0.3856) loss_class_enc_hybrid: 0.7107 (0.7368) loss_bbox_enc_hybrid: 0.1770 (0.2058) loss_giou_enc_hybrid: 0.4075 (0.4412) mem: 1032 max mem: 36965 [2024-01-16 06:39:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:39:53 det.util.engine] INFO: Epoch: [11] [8650/11727] eta: 0:54:25 lr: 0.000010 data_time: 0.0032 iter_time: 1.0576 loss: 25.1221 (24.0117) loss_class: 0.6758 (0.6813) loss_bbox: 0.1732 (0.1623) loss_giou: 0.3581 (0.3600) loss_class_0: 0.8328 (0.8335) loss_bbox_0: 0.1654 (0.1624) loss_giou_0: 0.3553 (0.3640) loss_class_1: 0.7422 (0.7270) loss_bbox_1: 0.1768 (0.1638) loss_giou_1: 0.3571 (0.3631) loss_class_2: 0.6961 (0.7036) loss_bbox_2: 0.1783 (0.1620) loss_giou_2: 0.3466 (0.3607) loss_class_3: 0.6954 (0.6893) loss_bbox_3: 0.1730 (0.1621) loss_giou_3: 0.3435 (0.3602) loss_class_4: 0.6862 (0.6831) loss_bbox_4: 0.1733 (0.1622) loss_giou_4: 0.3532 (0.3601) loss_class_enc: 0.7943 (0.8001) loss_bbox_enc: 0.1992 (0.1854) loss_giou_enc: 0.3962 (0.3994) loss_class_dn: 0.3656 (0.3556) loss_bbox_dn: 0.2239 (0.2195) loss_giou_dn: 0.3991 (0.3871) loss_class_dn_0: 0.4634 (0.4545) loss_bbox_dn_0: 0.3134 (0.3137) loss_giou_dn_0: 0.5128 (0.5026) loss_class_dn_1: 0.3967 (0.3851) loss_bbox_dn_1: 0.2416 (0.2438) loss_giou_dn_1: 0.4339 (0.4187) loss_class_dn_2: 0.3731 (0.3647) loss_bbox_dn_2: 0.2260 (0.2236) loss_giou_dn_2: 0.4082 (0.3937) loss_class_dn_3: 0.3629 (0.3585) loss_bbox_dn_3: 0.2237 (0.2204) loss_giou_dn_3: 0.4004 (0.3886) loss_class_dn_4: 0.3616 (0.3561) loss_bbox_dn_4: 0.2238 (0.2195) loss_giou_dn_4: 0.3989 (0.3870) loss_class_hybrid: 0.6847 (0.6804) loss_bbox_hybrid: 0.1842 (0.1731) loss_giou_hybrid: 0.3809 (0.3854) loss_class_0_hybrid: 0.7648 (0.7573) loss_bbox_0_hybrid: 0.1930 (0.1791) loss_giou_0_hybrid: 0.3832 (0.3979) loss_class_1_hybrid: 0.7127 (0.7097) loss_bbox_1_hybrid: 0.1887 (0.1757) loss_giou_1_hybrid: 0.3826 (0.3906) loss_class_2_hybrid: 0.7021 (0.6955) loss_bbox_2_hybrid: 0.1832 (0.1733) loss_giou_2_hybrid: 0.3798 (0.3866) loss_class_3_hybrid: 0.6955 (0.6859) loss_bbox_3_hybrid: 0.1849 (0.1731) loss_giou_3_hybrid: 0.3805 (0.3858) loss_class_4_hybrid: 0.6885 (0.6815) loss_bbox_4_hybrid: 0.1860 (0.1732) loss_giou_4_hybrid: 0.3839 (0.3857) loss_class_enc_hybrid: 0.7398 (0.7368) loss_bbox_enc_hybrid: 0.2206 (0.2058) loss_giou_enc_hybrid: 0.4334 (0.4413) mem: 1027 max mem: 36965 [2024-01-16 06:39:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:40:46 det.util.engine] INFO: Epoch: [11] [8700/11727] eta: 0:53:32 lr: 0.000010 data_time: 0.0032 iter_time: 1.0331 loss: 24.1183 (24.0135) loss_class: 0.7192 (0.6814) loss_bbox: 0.1476 (0.1623) loss_giou: 0.3636 (0.3600) loss_class_0: 0.8758 (0.8337) loss_bbox_0: 0.1511 (0.1624) loss_giou_0: 0.3496 (0.3640) loss_class_1: 0.7471 (0.7271) loss_bbox_1: 0.1531 (0.1638) loss_giou_1: 0.3788 (0.3631) loss_class_2: 0.7369 (0.7038) loss_bbox_2: 0.1504 (0.1620) loss_giou_2: 0.3576 (0.3607) loss_class_3: 0.7286 (0.6894) loss_bbox_3: 0.1553 (0.1621) loss_giou_3: 0.3811 (0.3602) loss_class_4: 0.7253 (0.6832) loss_bbox_4: 0.1504 (0.1622) loss_giou_4: 0.3776 (0.3601) loss_class_enc: 0.8105 (0.8002) loss_bbox_enc: 0.1715 (0.1853) loss_giou_enc: 0.3904 (0.3994) loss_class_dn: 0.3607 (0.3556) loss_bbox_dn: 0.2113 (0.2195) loss_giou_dn: 0.4022 (0.3871) loss_class_dn_0: 0.4593 (0.4545) loss_bbox_dn_0: 0.2890 (0.3137) loss_giou_dn_0: 0.5109 (0.5026) loss_class_dn_1: 0.3896 (0.3851) loss_bbox_dn_1: 0.2230 (0.2438) loss_giou_dn_1: 0.4421 (0.4188) loss_class_dn_2: 0.3707 (0.3647) loss_bbox_dn_2: 0.2103 (0.2237) loss_giou_dn_2: 0.4076 (0.3938) loss_class_dn_3: 0.3636 (0.3585) loss_bbox_dn_3: 0.2096 (0.2204) loss_giou_dn_3: 0.4049 (0.3886) loss_class_dn_4: 0.3602 (0.3561) loss_bbox_dn_4: 0.2113 (0.2195) loss_giou_dn_4: 0.4023 (0.3870) loss_class_hybrid: 0.7007 (0.6805) loss_bbox_hybrid: 0.1639 (0.1731) loss_giou_hybrid: 0.3922 (0.3854) loss_class_0_hybrid: 0.7575 (0.7575) loss_bbox_0_hybrid: 0.1707 (0.1790) loss_giou_0_hybrid: 0.4013 (0.3979) loss_class_1_hybrid: 0.7208 (0.7098) loss_bbox_1_hybrid: 0.1652 (0.1757) loss_giou_1_hybrid: 0.3982 (0.3906) loss_class_2_hybrid: 0.7202 (0.6957) loss_bbox_2_hybrid: 0.1657 (0.1732) loss_giou_2_hybrid: 0.3961 (0.3866) loss_class_3_hybrid: 0.7044 (0.6860) loss_bbox_3_hybrid: 0.1651 (0.1731) loss_giou_3_hybrid: 0.3942 (0.3858) loss_class_4_hybrid: 0.7019 (0.6817) loss_bbox_4_hybrid: 0.1635 (0.1732) loss_giou_4_hybrid: 0.3914 (0.3857) loss_class_enc_hybrid: 0.7227 (0.7369) loss_bbox_enc_hybrid: 0.1899 (0.2058) loss_giou_enc_hybrid: 0.4341 (0.4413) mem: 1036 max mem: 36965 [2024-01-16 06:40:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:41:39 det.util.engine] INFO: Epoch: [11] [8750/11727] eta: 0:52:38 lr: 0.000010 data_time: 0.0033 iter_time: 1.0213 loss: 23.0455 (24.0122) loss_class: 0.6378 (0.6814) loss_bbox: 0.1454 (0.1622) loss_giou: 0.3620 (0.3600) loss_class_0: 0.8341 (0.8337) loss_bbox_0: 0.1444 (0.1623) loss_giou_0: 0.3558 (0.3640) loss_class_1: 0.7050 (0.7270) loss_bbox_1: 0.1444 (0.1637) loss_giou_1: 0.3643 (0.3632) loss_class_2: 0.6696 (0.7037) loss_bbox_2: 0.1431 (0.1619) loss_giou_2: 0.3626 (0.3608) loss_class_3: 0.6633 (0.6894) loss_bbox_3: 0.1453 (0.1620) loss_giou_3: 0.3609 (0.3602) loss_class_4: 0.6499 (0.6832) loss_bbox_4: 0.1449 (0.1621) loss_giou_4: 0.3626 (0.3602) loss_class_enc: 0.7624 (0.8002) loss_bbox_enc: 0.1710 (0.1853) loss_giou_enc: 0.3966 (0.3994) loss_class_dn: 0.3487 (0.3556) loss_bbox_dn: 0.2005 (0.2194) loss_giou_dn: 0.3760 (0.3871) loss_class_dn_0: 0.4486 (0.4545) loss_bbox_dn_0: 0.2940 (0.3136) loss_giou_dn_0: 0.4954 (0.5026) loss_class_dn_1: 0.3751 (0.3851) loss_bbox_dn_1: 0.2241 (0.2438) loss_giou_dn_1: 0.4112 (0.4187) loss_class_dn_2: 0.3561 (0.3647) loss_bbox_dn_2: 0.2025 (0.2236) loss_giou_dn_2: 0.3884 (0.3937) loss_class_dn_3: 0.3513 (0.3585) loss_bbox_dn_3: 0.2018 (0.2203) loss_giou_dn_3: 0.3777 (0.3886) loss_class_dn_4: 0.3497 (0.3561) loss_bbox_dn_4: 0.2005 (0.2194) loss_giou_dn_4: 0.3758 (0.3870) loss_class_hybrid: 0.6566 (0.6805) loss_bbox_hybrid: 0.1682 (0.1730) loss_giou_hybrid: 0.3825 (0.3854) loss_class_0_hybrid: 0.7488 (0.7575) loss_bbox_0_hybrid: 0.1657 (0.1789) loss_giou_0_hybrid: 0.3944 (0.3979) loss_class_1_hybrid: 0.6852 (0.7098) loss_bbox_1_hybrid: 0.1620 (0.1756) loss_giou_1_hybrid: 0.3887 (0.3906) loss_class_2_hybrid: 0.6759 (0.6957) loss_bbox_2_hybrid: 0.1589 (0.1732) loss_giou_2_hybrid: 0.3833 (0.3866) loss_class_3_hybrid: 0.6649 (0.6860) loss_bbox_3_hybrid: 0.1574 (0.1730) loss_giou_3_hybrid: 0.3819 (0.3858) loss_class_4_hybrid: 0.6583 (0.6817) loss_bbox_4_hybrid: 0.1617 (0.1731) loss_giou_4_hybrid: 0.3812 (0.3857) loss_class_enc_hybrid: 0.7280 (0.7369) loss_bbox_enc_hybrid: 0.1957 (0.2057) loss_giou_enc_hybrid: 0.4267 (0.4413) mem: 1017 max mem: 36965 [2024-01-16 06:41:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:42:30 det.util.engine] INFO: Epoch: [11] [8800/11727] eta: 0:51:45 lr: 0.000010 data_time: 0.0033 iter_time: 1.0652 loss: 23.7724 (24.0105) loss_class: 0.6680 (0.6813) loss_bbox: 0.1503 (0.1622) loss_giou: 0.3605 (0.3600) loss_class_0: 0.8065 (0.8336) loss_bbox_0: 0.1552 (0.1623) loss_giou_0: 0.3667 (0.3640) loss_class_1: 0.7207 (0.7270) loss_bbox_1: 0.1528 (0.1637) loss_giou_1: 0.3619 (0.3632) loss_class_2: 0.7107 (0.7037) loss_bbox_2: 0.1498 (0.1619) loss_giou_2: 0.3472 (0.3608) loss_class_3: 0.6830 (0.6894) loss_bbox_3: 0.1479 (0.1620) loss_giou_3: 0.3556 (0.3602) loss_class_4: 0.6813 (0.6831) loss_bbox_4: 0.1471 (0.1621) loss_giou_4: 0.3476 (0.3602) loss_class_enc: 0.7633 (0.8002) loss_bbox_enc: 0.1718 (0.1852) loss_giou_enc: 0.3882 (0.3994) loss_class_dn: 0.3532 (0.3556) loss_bbox_dn: 0.2132 (0.2193) loss_giou_dn: 0.3775 (0.3870) loss_class_dn_0: 0.4475 (0.4545) loss_bbox_dn_0: 0.2862 (0.3135) loss_giou_dn_0: 0.5011 (0.5025) loss_class_dn_1: 0.3810 (0.3851) loss_bbox_dn_1: 0.2231 (0.2437) loss_giou_dn_1: 0.4078 (0.4187) loss_class_dn_2: 0.3587 (0.3647) loss_bbox_dn_2: 0.2133 (0.2235) loss_giou_dn_2: 0.3836 (0.3937) loss_class_dn_3: 0.3563 (0.3585) loss_bbox_dn_3: 0.2123 (0.2202) loss_giou_dn_3: 0.3772 (0.3886) loss_class_dn_4: 0.3545 (0.3561) loss_bbox_dn_4: 0.2130 (0.2193) loss_giou_dn_4: 0.3774 (0.3870) loss_class_hybrid: 0.6588 (0.6804) loss_bbox_hybrid: 0.1624 (0.1730) loss_giou_hybrid: 0.3768 (0.3855) loss_class_0_hybrid: 0.7388 (0.7574) loss_bbox_0_hybrid: 0.1712 (0.1789) loss_giou_0_hybrid: 0.3961 (0.3980) loss_class_1_hybrid: 0.6895 (0.7097) loss_bbox_1_hybrid: 0.1604 (0.1756) loss_giou_1_hybrid: 0.3863 (0.3907) loss_class_2_hybrid: 0.6680 (0.6956) loss_bbox_2_hybrid: 0.1619 (0.1731) loss_giou_2_hybrid: 0.3771 (0.3867) loss_class_3_hybrid: 0.6492 (0.6859) loss_bbox_3_hybrid: 0.1670 (0.1730) loss_giou_3_hybrid: 0.3771 (0.3858) loss_class_4_hybrid: 0.6626 (0.6816) loss_bbox_4_hybrid: 0.1640 (0.1730) loss_giou_4_hybrid: 0.3784 (0.3857) loss_class_enc_hybrid: 0.7104 (0.7369) loss_bbox_enc_hybrid: 0.1902 (0.2057) loss_giou_enc_hybrid: 0.4334 (0.4413) mem: 1012 max mem: 36965 [2024-01-16 06:42:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:43:22 det.util.engine] INFO: Epoch: [11] [8850/11727] eta: 0:50:52 lr: 0.000010 data_time: 0.0033 iter_time: 1.0297 loss: 24.8865 (24.0144) loss_class: 0.7221 (0.6814) loss_bbox: 0.1587 (0.1622) loss_giou: 0.3800 (0.3602) loss_class_0: 0.8766 (0.8337) loss_bbox_0: 0.1556 (0.1623) loss_giou_0: 0.3818 (0.3642) loss_class_1: 0.7597 (0.7271) loss_bbox_1: 0.1587 (0.1637) loss_giou_1: 0.3897 (0.3633) loss_class_2: 0.7449 (0.7038) loss_bbox_2: 0.1584 (0.1619) loss_giou_2: 0.3774 (0.3609) loss_class_3: 0.7305 (0.6895) loss_bbox_3: 0.1603 (0.1619) loss_giou_3: 0.3807 (0.3604) loss_class_4: 0.7305 (0.6832) loss_bbox_4: 0.1584 (0.1621) loss_giou_4: 0.3820 (0.3603) loss_class_enc: 0.8251 (0.8003) loss_bbox_enc: 0.1808 (0.1852) loss_giou_enc: 0.4167 (0.3995) loss_class_dn: 0.3685 (0.3556) loss_bbox_dn: 0.2013 (0.2193) loss_giou_dn: 0.4159 (0.3871) loss_class_dn_0: 0.4518 (0.4545) loss_bbox_dn_0: 0.2899 (0.3134) loss_giou_dn_0: 0.5331 (0.5026) loss_class_dn_1: 0.3913 (0.3851) loss_bbox_dn_1: 0.2159 (0.2437) loss_giou_dn_1: 0.4443 (0.4188) loss_class_dn_2: 0.3764 (0.3647) loss_bbox_dn_2: 0.2040 (0.2235) loss_giou_dn_2: 0.4211 (0.3938) loss_class_dn_3: 0.3692 (0.3586) loss_bbox_dn_3: 0.2033 (0.2202) loss_giou_dn_3: 0.4166 (0.3887) loss_class_dn_4: 0.3679 (0.3561) loss_bbox_dn_4: 0.2013 (0.2193) loss_giou_dn_4: 0.4157 (0.3871) loss_class_hybrid: 0.6954 (0.6805) loss_bbox_hybrid: 0.1719 (0.1730) loss_giou_hybrid: 0.4202 (0.3857) loss_class_0_hybrid: 0.7479 (0.7574) loss_bbox_0_hybrid: 0.1764 (0.1789) loss_giou_0_hybrid: 0.4258 (0.3981) loss_class_1_hybrid: 0.6948 (0.7098) loss_bbox_1_hybrid: 0.1732 (0.1756) loss_giou_1_hybrid: 0.4210 (0.3909) loss_class_2_hybrid: 0.6923 (0.6957) loss_bbox_2_hybrid: 0.1703 (0.1731) loss_giou_2_hybrid: 0.4191 (0.3869) loss_class_3_hybrid: 0.6925 (0.6860) loss_bbox_3_hybrid: 0.1727 (0.1730) loss_giou_3_hybrid: 0.4202 (0.3860) loss_class_4_hybrid: 0.6938 (0.6816) loss_bbox_4_hybrid: 0.1718 (0.1731) loss_giou_4_hybrid: 0.4203 (0.3859) loss_class_enc_hybrid: 0.7506 (0.7369) loss_bbox_enc_hybrid: 0.1954 (0.2057) loss_giou_enc_hybrid: 0.4759 (0.4415) mem: 1021 max mem: 36965 [2024-01-16 06:43:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:44:16 det.util.engine] INFO: Epoch: [11] [8900/11727] eta: 0:49:59 lr: 0.000010 data_time: 0.0034 iter_time: 1.0695 loss: 24.0762 (24.0150) loss_class: 0.6850 (0.6815) loss_bbox: 0.1637 (0.1622) loss_giou: 0.3366 (0.3601) loss_class_0: 0.8524 (0.8338) loss_bbox_0: 0.1642 (0.1622) loss_giou_0: 0.3401 (0.3641) loss_class_1: 0.7522 (0.7271) loss_bbox_1: 0.1621 (0.1637) loss_giou_1: 0.3475 (0.3633) loss_class_2: 0.7134 (0.7038) loss_bbox_2: 0.1708 (0.1619) loss_giou_2: 0.3311 (0.3609) loss_class_3: 0.7092 (0.6896) loss_bbox_3: 0.1681 (0.1620) loss_giou_3: 0.3368 (0.3603) loss_class_4: 0.6972 (0.6833) loss_bbox_4: 0.1638 (0.1621) loss_giou_4: 0.3419 (0.3603) loss_class_enc: 0.7977 (0.8003) loss_bbox_enc: 0.1883 (0.1852) loss_giou_enc: 0.3881 (0.3995) loss_class_dn: 0.3642 (0.3557) loss_bbox_dn: 0.2345 (0.2193) loss_giou_dn: 0.3648 (0.3871) loss_class_dn_0: 0.4558 (0.4545) loss_bbox_dn_0: 0.3233 (0.3135) loss_giou_dn_0: 0.4728 (0.5026) loss_class_dn_1: 0.3893 (0.3851) loss_bbox_dn_1: 0.2514 (0.2437) loss_giou_dn_1: 0.3921 (0.4188) loss_class_dn_2: 0.3707 (0.3647) loss_bbox_dn_2: 0.2400 (0.2235) loss_giou_dn_2: 0.3694 (0.3938) loss_class_dn_3: 0.3662 (0.3586) loss_bbox_dn_3: 0.2355 (0.2202) loss_giou_dn_3: 0.3654 (0.3887) loss_class_dn_4: 0.3614 (0.3561) loss_bbox_dn_4: 0.2348 (0.2194) loss_giou_dn_4: 0.3649 (0.3871) loss_class_hybrid: 0.6828 (0.6805) loss_bbox_hybrid: 0.1813 (0.1730) loss_giou_hybrid: 0.3564 (0.3856) loss_class_0_hybrid: 0.7634 (0.7575) loss_bbox_0_hybrid: 0.1832 (0.1789) loss_giou_0_hybrid: 0.3781 (0.3981) loss_class_1_hybrid: 0.7030 (0.7098) loss_bbox_1_hybrid: 0.1765 (0.1756) loss_giou_1_hybrid: 0.3622 (0.3908) loss_class_2_hybrid: 0.6993 (0.6957) loss_bbox_2_hybrid: 0.1745 (0.1731) loss_giou_2_hybrid: 0.3628 (0.3869) loss_class_3_hybrid: 0.6888 (0.6860) loss_bbox_3_hybrid: 0.1706 (0.1730) loss_giou_3_hybrid: 0.3586 (0.3860) loss_class_4_hybrid: 0.6911 (0.6817) loss_bbox_4_hybrid: 0.1699 (0.1731) loss_giou_4_hybrid: 0.3571 (0.3859) loss_class_enc_hybrid: 0.7381 (0.7369) loss_bbox_enc_hybrid: 0.2066 (0.2057) loss_giou_enc_hybrid: 0.4134 (0.4415) mem: 1028 max mem: 36965 [2024-01-16 06:44:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:45:08 det.util.engine] INFO: Epoch: [11] [8950/11727] eta: 0:49:05 lr: 0.000010 data_time: 0.0031 iter_time: 1.0557 loss: 24.1927 (24.0148) loss_class: 0.6560 (0.6814) loss_bbox: 0.1631 (0.1622) loss_giou: 0.3486 (0.3602) loss_class_0: 0.8312 (0.8338) loss_bbox_0: 0.1509 (0.1623) loss_giou_0: 0.3515 (0.3641) loss_class_1: 0.7057 (0.7271) loss_bbox_1: 0.1588 (0.1637) loss_giou_1: 0.3461 (0.3633) loss_class_2: 0.6600 (0.7037) loss_bbox_2: 0.1720 (0.1619) loss_giou_2: 0.3526 (0.3609) loss_class_3: 0.6695 (0.6895) loss_bbox_3: 0.1687 (0.1620) loss_giou_3: 0.3530 (0.3604) loss_class_4: 0.6506 (0.6832) loss_bbox_4: 0.1678 (0.1621) loss_giou_4: 0.3530 (0.3603) loss_class_enc: 0.7786 (0.8003) loss_bbox_enc: 0.1828 (0.1852) loss_giou_enc: 0.3796 (0.3995) loss_class_dn: 0.3656 (0.3557) loss_bbox_dn: 0.2226 (0.2194) loss_giou_dn: 0.3867 (0.3871) loss_class_dn_0: 0.4631 (0.4545) loss_bbox_dn_0: 0.3040 (0.3135) loss_giou_dn_0: 0.5002 (0.5026) loss_class_dn_1: 0.3939 (0.3851) loss_bbox_dn_1: 0.2349 (0.2437) loss_giou_dn_1: 0.4168 (0.4188) loss_class_dn_2: 0.3742 (0.3647) loss_bbox_dn_2: 0.2275 (0.2235) loss_giou_dn_2: 0.3895 (0.3938) loss_class_dn_3: 0.3661 (0.3586) loss_bbox_dn_3: 0.2247 (0.2202) loss_giou_dn_3: 0.3894 (0.3887) loss_class_dn_4: 0.3656 (0.3561) loss_bbox_dn_4: 0.2224 (0.2194) loss_giou_dn_4: 0.3867 (0.3871) loss_class_hybrid: 0.6544 (0.6804) loss_bbox_hybrid: 0.1707 (0.1730) loss_giou_hybrid: 0.3738 (0.3857) loss_class_0_hybrid: 0.7339 (0.7574) loss_bbox_0_hybrid: 0.1705 (0.1789) loss_giou_0_hybrid: 0.3770 (0.3982) loss_class_1_hybrid: 0.6959 (0.7097) loss_bbox_1_hybrid: 0.1707 (0.1756) loss_giou_1_hybrid: 0.3716 (0.3909) loss_class_2_hybrid: 0.6765 (0.6956) loss_bbox_2_hybrid: 0.1706 (0.1731) loss_giou_2_hybrid: 0.3699 (0.3869) loss_class_3_hybrid: 0.6579 (0.6859) loss_bbox_3_hybrid: 0.1674 (0.1730) loss_giou_3_hybrid: 0.3725 (0.3860) loss_class_4_hybrid: 0.6550 (0.6816) loss_bbox_4_hybrid: 0.1675 (0.1731) loss_giou_4_hybrid: 0.3738 (0.3859) loss_class_enc_hybrid: 0.7150 (0.7369) loss_bbox_enc_hybrid: 0.1977 (0.2057) loss_giou_enc_hybrid: 0.4198 (0.4415) mem: 1035 max mem: 36965 [2024-01-16 06:45:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:46:01 det.util.engine] INFO: Epoch: [11] [9000/11727] eta: 0:48:12 lr: 0.000010 data_time: 0.0034 iter_time: 1.0709 loss: 23.6395 (24.0121) loss_class: 0.6606 (0.6813) loss_bbox: 0.1550 (0.1622) loss_giou: 0.3535 (0.3601) loss_class_0: 0.8180 (0.8338) loss_bbox_0: 0.1497 (0.1623) loss_giou_0: 0.3637 (0.3640) loss_class_1: 0.6904 (0.7270) loss_bbox_1: 0.1544 (0.1637) loss_giou_1: 0.3694 (0.3632) loss_class_2: 0.6685 (0.7037) loss_bbox_2: 0.1553 (0.1619) loss_giou_2: 0.3584 (0.3608) loss_class_3: 0.6638 (0.6894) loss_bbox_3: 0.1499 (0.1620) loss_giou_3: 0.3558 (0.3603) loss_class_4: 0.6542 (0.6831) loss_bbox_4: 0.1529 (0.1621) loss_giou_4: 0.3535 (0.3602) loss_class_enc: 0.7907 (0.8003) loss_bbox_enc: 0.1726 (0.1852) loss_giou_enc: 0.3859 (0.3994) loss_class_dn: 0.3568 (0.3556) loss_bbox_dn: 0.1951 (0.2194) loss_giou_dn: 0.3950 (0.3870) loss_class_dn_0: 0.4475 (0.4545) loss_bbox_dn_0: 0.2743 (0.3135) loss_giou_dn_0: 0.5198 (0.5025) loss_class_dn_1: 0.3849 (0.3851) loss_bbox_dn_1: 0.2199 (0.2437) loss_giou_dn_1: 0.4225 (0.4187) loss_class_dn_2: 0.3633 (0.3647) loss_bbox_dn_2: 0.1994 (0.2235) loss_giou_dn_2: 0.4036 (0.3937) loss_class_dn_3: 0.3584 (0.3585) loss_bbox_dn_3: 0.1944 (0.2202) loss_giou_dn_3: 0.3966 (0.3886) loss_class_dn_4: 0.3531 (0.3561) loss_bbox_dn_4: 0.1951 (0.2194) loss_giou_dn_4: 0.3951 (0.3870) loss_class_hybrid: 0.6520 (0.6804) loss_bbox_hybrid: 0.1544 (0.1730) loss_giou_hybrid: 0.3797 (0.3855) loss_class_0_hybrid: 0.7395 (0.7575) loss_bbox_0_hybrid: 0.1635 (0.1789) loss_giou_0_hybrid: 0.3954 (0.3980) loss_class_1_hybrid: 0.6844 (0.7097) loss_bbox_1_hybrid: 0.1606 (0.1756) loss_giou_1_hybrid: 0.3913 (0.3907) loss_class_2_hybrid: 0.6717 (0.6956) loss_bbox_2_hybrid: 0.1568 (0.1732) loss_giou_2_hybrid: 0.3824 (0.3868) loss_class_3_hybrid: 0.6604 (0.6859) loss_bbox_3_hybrid: 0.1545 (0.1730) loss_giou_3_hybrid: 0.3793 (0.3859) loss_class_4_hybrid: 0.6516 (0.6816) loss_bbox_4_hybrid: 0.1529 (0.1731) loss_giou_4_hybrid: 0.3796 (0.3858) loss_class_enc_hybrid: 0.7091 (0.7369) loss_bbox_enc_hybrid: 0.1937 (0.2057) loss_giou_enc_hybrid: 0.4359 (0.4414) mem: 1016 max mem: 36965 [2024-01-16 06:46:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:46:54 det.util.engine] INFO: Epoch: [11] [9050/11727] eta: 0:47:19 lr: 0.000010 data_time: 0.0034 iter_time: 1.0576 loss: 23.7105 (24.0097) loss_class: 0.6726 (0.6812) loss_bbox: 0.1399 (0.1622) loss_giou: 0.3616 (0.3601) loss_class_0: 0.8558 (0.8337) loss_bbox_0: 0.1333 (0.1623) loss_giou_0: 0.3648 (0.3640) loss_class_1: 0.7259 (0.7269) loss_bbox_1: 0.1360 (0.1636) loss_giou_1: 0.3585 (0.3632) loss_class_2: 0.7052 (0.7036) loss_bbox_2: 0.1379 (0.1619) loss_giou_2: 0.3619 (0.3608) loss_class_3: 0.6995 (0.6893) loss_bbox_3: 0.1397 (0.1620) loss_giou_3: 0.3587 (0.3603) loss_class_4: 0.6823 (0.6830) loss_bbox_4: 0.1399 (0.1621) loss_giou_4: 0.3617 (0.3602) loss_class_enc: 0.7792 (0.8002) loss_bbox_enc: 0.1709 (0.1852) loss_giou_enc: 0.4066 (0.3994) loss_class_dn: 0.3557 (0.3556) loss_bbox_dn: 0.1788 (0.2193) loss_giou_dn: 0.3955 (0.3870) loss_class_dn_0: 0.4479 (0.4545) loss_bbox_dn_0: 0.2594 (0.3134) loss_giou_dn_0: 0.5089 (0.5025) loss_class_dn_1: 0.3881 (0.3851) loss_bbox_dn_1: 0.1926 (0.2436) loss_giou_dn_1: 0.4264 (0.4187) loss_class_dn_2: 0.3641 (0.3647) loss_bbox_dn_2: 0.1841 (0.2234) loss_giou_dn_2: 0.4066 (0.3937) loss_class_dn_3: 0.3586 (0.3585) loss_bbox_dn_3: 0.1764 (0.2201) loss_giou_dn_3: 0.3997 (0.3885) loss_class_dn_4: 0.3576 (0.3561) loss_bbox_dn_4: 0.1787 (0.2193) loss_giou_dn_4: 0.3954 (0.3870) loss_class_hybrid: 0.6807 (0.6803) loss_bbox_hybrid: 0.1517 (0.1730) loss_giou_hybrid: 0.3889 (0.3856) loss_class_0_hybrid: 0.7802 (0.7574) loss_bbox_0_hybrid: 0.1565 (0.1789) loss_giou_0_hybrid: 0.4067 (0.3980) loss_class_1_hybrid: 0.7094 (0.7096) loss_bbox_1_hybrid: 0.1593 (0.1756) loss_giou_1_hybrid: 0.4010 (0.3907) loss_class_2_hybrid: 0.7129 (0.6955) loss_bbox_2_hybrid: 0.1537 (0.1731) loss_giou_2_hybrid: 0.3918 (0.3868) loss_class_3_hybrid: 0.6925 (0.6858) loss_bbox_3_hybrid: 0.1553 (0.1730) loss_giou_3_hybrid: 0.3899 (0.3859) loss_class_4_hybrid: 0.6933 (0.6815) loss_bbox_4_hybrid: 0.1516 (0.1731) loss_giou_4_hybrid: 0.3899 (0.3858) loss_class_enc_hybrid: 0.7417 (0.7368) loss_bbox_enc_hybrid: 0.1902 (0.2057) loss_giou_enc_hybrid: 0.4570 (0.4414) mem: 1038 max mem: 36965 [2024-01-16 06:46:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:47:46 det.util.engine] INFO: Epoch: [11] [9100/11727] eta: 0:46:26 lr: 0.000010 data_time: 0.0032 iter_time: 1.0143 loss: 23.1470 (24.0109) loss_class: 0.7041 (0.6812) loss_bbox: 0.1402 (0.1622) loss_giou: 0.3429 (0.3600) loss_class_0: 0.8326 (0.8338) loss_bbox_0: 0.1506 (0.1623) loss_giou_0: 0.3282 (0.3640) loss_class_1: 0.7554 (0.7270) loss_bbox_1: 0.1537 (0.1637) loss_giou_1: 0.3414 (0.3632) loss_class_2: 0.7232 (0.7036) loss_bbox_2: 0.1430 (0.1619) loss_giou_2: 0.3381 (0.3607) loss_class_3: 0.7276 (0.6894) loss_bbox_3: 0.1429 (0.1620) loss_giou_3: 0.3430 (0.3602) loss_class_4: 0.7095 (0.6830) loss_bbox_4: 0.1402 (0.1621) loss_giou_4: 0.3398 (0.3602) loss_class_enc: 0.7705 (0.8003) loss_bbox_enc: 0.1794 (0.1853) loss_giou_enc: 0.3766 (0.3994) loss_class_dn: 0.3501 (0.3556) loss_bbox_dn: 0.2266 (0.2194) loss_giou_dn: 0.3813 (0.3870) loss_class_dn_0: 0.4462 (0.4545) loss_bbox_dn_0: 0.3137 (0.3135) loss_giou_dn_0: 0.4877 (0.5024) loss_class_dn_1: 0.3825 (0.3851) loss_bbox_dn_1: 0.2483 (0.2437) loss_giou_dn_1: 0.4071 (0.4186) loss_class_dn_2: 0.3601 (0.3647) loss_bbox_dn_2: 0.2288 (0.2235) loss_giou_dn_2: 0.3847 (0.3936) loss_class_dn_3: 0.3514 (0.3585) loss_bbox_dn_3: 0.2269 (0.2202) loss_giou_dn_3: 0.3806 (0.3885) loss_class_dn_4: 0.3508 (0.3561) loss_bbox_dn_4: 0.2267 (0.2194) loss_giou_dn_4: 0.3812 (0.3869) loss_class_hybrid: 0.7087 (0.6804) loss_bbox_hybrid: 0.1585 (0.1731) loss_giou_hybrid: 0.3673 (0.3855) loss_class_0_hybrid: 0.7891 (0.7575) loss_bbox_0_hybrid: 0.1676 (0.1790) loss_giou_0_hybrid: 0.3673 (0.3980) loss_class_1_hybrid: 0.7313 (0.7097) loss_bbox_1_hybrid: 0.1619 (0.1756) loss_giou_1_hybrid: 0.3654 (0.3907) loss_class_2_hybrid: 0.7306 (0.6956) loss_bbox_2_hybrid: 0.1611 (0.1732) loss_giou_2_hybrid: 0.3647 (0.3867) loss_class_3_hybrid: 0.7115 (0.6859) loss_bbox_3_hybrid: 0.1568 (0.1730) loss_giou_3_hybrid: 0.3671 (0.3859) loss_class_4_hybrid: 0.7120 (0.6815) loss_bbox_4_hybrid: 0.1628 (0.1731) loss_giou_4_hybrid: 0.3686 (0.3857) loss_class_enc_hybrid: 0.7618 (0.7369) loss_bbox_enc_hybrid: 0.2078 (0.2057) loss_giou_enc_hybrid: 0.3993 (0.4413) mem: 1031 max mem: 36965 [2024-01-16 06:47:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:48:39 det.util.engine] INFO: Epoch: [11] [9150/11727] eta: 0:45:33 lr: 0.000010 data_time: 0.0031 iter_time: 1.0503 loss: 23.4691 (24.0098) loss_class: 0.6578 (0.6811) loss_bbox: 0.1603 (0.1622) loss_giou: 0.3690 (0.3601) loss_class_0: 0.8181 (0.8337) loss_bbox_0: 0.1649 (0.1622) loss_giou_0: 0.3766 (0.3641) loss_class_1: 0.7179 (0.7269) loss_bbox_1: 0.1606 (0.1636) loss_giou_1: 0.3573 (0.3632) loss_class_2: 0.6823 (0.7036) loss_bbox_2: 0.1586 (0.1619) loss_giou_2: 0.3598 (0.3608) loss_class_3: 0.6814 (0.6893) loss_bbox_3: 0.1578 (0.1620) loss_giou_3: 0.3675 (0.3603) loss_class_4: 0.6707 (0.6830) loss_bbox_4: 0.1587 (0.1621) loss_giou_4: 0.3580 (0.3603) loss_class_enc: 0.7866 (0.8001) loss_bbox_enc: 0.1873 (0.1852) loss_giou_enc: 0.4042 (0.3995) loss_class_dn: 0.3513 (0.3556) loss_bbox_dn: 0.2009 (0.2192) loss_giou_dn: 0.3674 (0.3870) loss_class_dn_0: 0.4524 (0.4545) loss_bbox_dn_0: 0.2814 (0.3134) loss_giou_dn_0: 0.4858 (0.5025) loss_class_dn_1: 0.3791 (0.3851) loss_bbox_dn_1: 0.2130 (0.2436) loss_giou_dn_1: 0.3953 (0.4187) loss_class_dn_2: 0.3590 (0.3647) loss_bbox_dn_2: 0.2030 (0.2234) loss_giou_dn_2: 0.3728 (0.3937) loss_class_dn_3: 0.3549 (0.3585) loss_bbox_dn_3: 0.2015 (0.2201) loss_giou_dn_3: 0.3689 (0.3885) loss_class_dn_4: 0.3530 (0.3561) loss_bbox_dn_4: 0.2007 (0.2192) loss_giou_dn_4: 0.3673 (0.3869) loss_class_hybrid: 0.6571 (0.6803) loss_bbox_hybrid: 0.1715 (0.1730) loss_giou_hybrid: 0.3899 (0.3856) loss_class_0_hybrid: 0.7400 (0.7574) loss_bbox_0_hybrid: 0.1820 (0.1789) loss_giou_0_hybrid: 0.3952 (0.3981) loss_class_1_hybrid: 0.6917 (0.7096) loss_bbox_1_hybrid: 0.1757 (0.1756) loss_giou_1_hybrid: 0.3881 (0.3908) loss_class_2_hybrid: 0.6770 (0.6955) loss_bbox_2_hybrid: 0.1753 (0.1731) loss_giou_2_hybrid: 0.3898 (0.3868) loss_class_3_hybrid: 0.6706 (0.6858) loss_bbox_3_hybrid: 0.1712 (0.1730) loss_giou_3_hybrid: 0.3879 (0.3860) loss_class_4_hybrid: 0.6648 (0.6815) loss_bbox_4_hybrid: 0.1715 (0.1731) loss_giou_4_hybrid: 0.3900 (0.3858) loss_class_enc_hybrid: 0.7288 (0.7368) loss_bbox_enc_hybrid: 0.2042 (0.2057) loss_giou_enc_hybrid: 0.4203 (0.4415) mem: 1028 max mem: 36965 [2024-01-16 06:48:39 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:49:30 det.util.engine] INFO: Epoch: [11] [9200/11727] eta: 0:44:39 lr: 0.000010 data_time: 0.0031 iter_time: 1.0010 loss: 24.6183 (24.0115) loss_class: 0.6865 (0.6811) loss_bbox: 0.1454 (0.1622) loss_giou: 0.3753 (0.3602) loss_class_0: 0.8537 (0.8337) loss_bbox_0: 0.1595 (0.1623) loss_giou_0: 0.3879 (0.3641) loss_class_1: 0.7298 (0.7270) loss_bbox_1: 0.1556 (0.1637) loss_giou_1: 0.3758 (0.3633) loss_class_2: 0.7127 (0.7036) loss_bbox_2: 0.1485 (0.1619) loss_giou_2: 0.3725 (0.3609) loss_class_3: 0.6933 (0.6893) loss_bbox_3: 0.1449 (0.1620) loss_giou_3: 0.3726 (0.3603) loss_class_4: 0.6910 (0.6830) loss_bbox_4: 0.1508 (0.1621) loss_giou_4: 0.3718 (0.3603) loss_class_enc: 0.8242 (0.8001) loss_bbox_enc: 0.1716 (0.1853) loss_giou_enc: 0.4135 (0.3996) loss_class_dn: 0.3597 (0.3556) loss_bbox_dn: 0.1884 (0.2193) loss_giou_dn: 0.3974 (0.3870) loss_class_dn_0: 0.4513 (0.4545) loss_bbox_dn_0: 0.2619 (0.3134) loss_giou_dn_0: 0.5078 (0.5025) loss_class_dn_1: 0.3914 (0.3851) loss_bbox_dn_1: 0.2066 (0.2436) loss_giou_dn_1: 0.4221 (0.4187) loss_class_dn_2: 0.3699 (0.3647) loss_bbox_dn_2: 0.1876 (0.2234) loss_giou_dn_2: 0.4071 (0.3937) loss_class_dn_3: 0.3617 (0.3585) loss_bbox_dn_3: 0.1874 (0.2201) loss_giou_dn_3: 0.3983 (0.3886) loss_class_dn_4: 0.3592 (0.3561) loss_bbox_dn_4: 0.1884 (0.2193) loss_giou_dn_4: 0.3973 (0.3870) loss_class_hybrid: 0.7018 (0.6803) loss_bbox_hybrid: 0.1591 (0.1730) loss_giou_hybrid: 0.4090 (0.3857) loss_class_0_hybrid: 0.7555 (0.7574) loss_bbox_0_hybrid: 0.1665 (0.1789) loss_giou_0_hybrid: 0.4134 (0.3981) loss_class_1_hybrid: 0.7198 (0.7096) loss_bbox_1_hybrid: 0.1575 (0.1756) loss_giou_1_hybrid: 0.4174 (0.3908) loss_class_2_hybrid: 0.7084 (0.6955) loss_bbox_2_hybrid: 0.1610 (0.1732) loss_giou_2_hybrid: 0.4133 (0.3869) loss_class_3_hybrid: 0.6887 (0.6858) loss_bbox_3_hybrid: 0.1592 (0.1730) loss_giou_3_hybrid: 0.4109 (0.3860) loss_class_4_hybrid: 0.6970 (0.6814) loss_bbox_4_hybrid: 0.1567 (0.1731) loss_giou_4_hybrid: 0.4151 (0.3859) loss_class_enc_hybrid: 0.7339 (0.7368) loss_bbox_enc_hybrid: 0.1885 (0.2057) loss_giou_enc_hybrid: 0.4598 (0.4415) mem: 1031 max mem: 36965 [2024-01-16 06:49:30 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:50:23 det.util.engine] INFO: Epoch: [11] [9250/11727] eta: 0:43:46 lr: 0.000010 data_time: 0.0032 iter_time: 1.0605 loss: 24.3832 (24.0121) loss_class: 0.7042 (0.6812) loss_bbox: 0.1521 (0.1622) loss_giou: 0.3494 (0.3601) loss_class_0: 0.8542 (0.8338) loss_bbox_0: 0.1479 (0.1623) loss_giou_0: 0.3501 (0.3641) loss_class_1: 0.7506 (0.7271) loss_bbox_1: 0.1561 (0.1637) loss_giou_1: 0.3548 (0.3633) loss_class_2: 0.7300 (0.7036) loss_bbox_2: 0.1553 (0.1619) loss_giou_2: 0.3540 (0.3609) loss_class_3: 0.7124 (0.6894) loss_bbox_3: 0.1563 (0.1620) loss_giou_3: 0.3562 (0.3603) loss_class_4: 0.7071 (0.6831) loss_bbox_4: 0.1516 (0.1621) loss_giou_4: 0.3561 (0.3603) loss_class_enc: 0.8117 (0.8002) loss_bbox_enc: 0.1754 (0.1853) loss_giou_enc: 0.3763 (0.3995) loss_class_dn: 0.3565 (0.3557) loss_bbox_dn: 0.2308 (0.2192) loss_giou_dn: 0.3966 (0.3870) loss_class_dn_0: 0.4542 (0.4545) loss_bbox_dn_0: 0.3104 (0.3134) loss_giou_dn_0: 0.5159 (0.5025) loss_class_dn_1: 0.3903 (0.3852) loss_bbox_dn_1: 0.2596 (0.2436) loss_giou_dn_1: 0.4274 (0.4187) loss_class_dn_2: 0.3703 (0.3647) loss_bbox_dn_2: 0.2307 (0.2234) loss_giou_dn_2: 0.4007 (0.3937) loss_class_dn_3: 0.3652 (0.3586) loss_bbox_dn_3: 0.2287 (0.2201) loss_giou_dn_3: 0.3969 (0.3886) loss_class_dn_4: 0.3569 (0.3561) loss_bbox_dn_4: 0.2308 (0.2192) loss_giou_dn_4: 0.3966 (0.3870) loss_class_hybrid: 0.6883 (0.6804) loss_bbox_hybrid: 0.1609 (0.1730) loss_giou_hybrid: 0.4104 (0.3856) loss_class_0_hybrid: 0.7646 (0.7575) loss_bbox_0_hybrid: 0.1715 (0.1789) loss_giou_0_hybrid: 0.4163 (0.3981) loss_class_1_hybrid: 0.7094 (0.7097) loss_bbox_1_hybrid: 0.1638 (0.1756) loss_giou_1_hybrid: 0.4157 (0.3908) loss_class_2_hybrid: 0.6978 (0.6956) loss_bbox_2_hybrid: 0.1609 (0.1731) loss_giou_2_hybrid: 0.4149 (0.3869) loss_class_3_hybrid: 0.6869 (0.6858) loss_bbox_3_hybrid: 0.1604 (0.1730) loss_giou_3_hybrid: 0.4128 (0.3860) loss_class_4_hybrid: 0.7010 (0.6815) loss_bbox_4_hybrid: 0.1603 (0.1731) loss_giou_4_hybrid: 0.4122 (0.3859) loss_class_enc_hybrid: 0.7354 (0.7369) loss_bbox_enc_hybrid: 0.2031 (0.2057) loss_giou_enc_hybrid: 0.4484 (0.4415) mem: 1020 max mem: 36965 [2024-01-16 06:50:23 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:51:15 det.util.engine] INFO: Epoch: [11] [9300/11727] eta: 0:42:53 lr: 0.000010 data_time: 0.0033 iter_time: 1.0144 loss: 24.2248 (24.0120) loss_class: 0.6880 (0.6812) loss_bbox: 0.1634 (0.1622) loss_giou: 0.3471 (0.3602) loss_class_0: 0.8389 (0.8337) loss_bbox_0: 0.1628 (0.1623) loss_giou_0: 0.3514 (0.3641) loss_class_1: 0.7408 (0.7270) loss_bbox_1: 0.1686 (0.1637) loss_giou_1: 0.3630 (0.3633) loss_class_2: 0.7284 (0.7036) loss_bbox_2: 0.1633 (0.1619) loss_giou_2: 0.3586 (0.3609) loss_class_3: 0.6859 (0.6894) loss_bbox_3: 0.1632 (0.1620) loss_giou_3: 0.3628 (0.3604) loss_class_4: 0.6906 (0.6830) loss_bbox_4: 0.1635 (0.1621) loss_giou_4: 0.3470 (0.3603) loss_class_enc: 0.7872 (0.8001) loss_bbox_enc: 0.1809 (0.1853) loss_giou_enc: 0.3835 (0.3996) loss_class_dn: 0.3630 (0.3557) loss_bbox_dn: 0.2101 (0.2193) loss_giou_dn: 0.3811 (0.3870) loss_class_dn_0: 0.4579 (0.4545) loss_bbox_dn_0: 0.2983 (0.3134) loss_giou_dn_0: 0.4872 (0.5025) loss_class_dn_1: 0.3891 (0.3852) loss_bbox_dn_1: 0.2244 (0.2436) loss_giou_dn_1: 0.3974 (0.4187) loss_class_dn_2: 0.3712 (0.3647) loss_bbox_dn_2: 0.2134 (0.2234) loss_giou_dn_2: 0.3867 (0.3937) loss_class_dn_3: 0.3667 (0.3586) loss_bbox_dn_3: 0.2115 (0.2201) loss_giou_dn_3: 0.3834 (0.3886) loss_class_dn_4: 0.3630 (0.3561) loss_bbox_dn_4: 0.2100 (0.2193) loss_giou_dn_4: 0.3812 (0.3870) loss_class_hybrid: 0.6814 (0.6803) loss_bbox_hybrid: 0.1700 (0.1730) loss_giou_hybrid: 0.3552 (0.3857) loss_class_0_hybrid: 0.7829 (0.7574) loss_bbox_0_hybrid: 0.1835 (0.1790) loss_giou_0_hybrid: 0.3691 (0.3981) loss_class_1_hybrid: 0.7308 (0.7097) loss_bbox_1_hybrid: 0.1733 (0.1756) loss_giou_1_hybrid: 0.3591 (0.3908) loss_class_2_hybrid: 0.7078 (0.6955) loss_bbox_2_hybrid: 0.1696 (0.1732) loss_giou_2_hybrid: 0.3506 (0.3869) loss_class_3_hybrid: 0.6932 (0.6858) loss_bbox_3_hybrid: 0.1712 (0.1730) loss_giou_3_hybrid: 0.3553 (0.3860) loss_class_4_hybrid: 0.6823 (0.6815) loss_bbox_4_hybrid: 0.1696 (0.1731) loss_giou_4_hybrid: 0.3556 (0.3859) loss_class_enc_hybrid: 0.7322 (0.7368) loss_bbox_enc_hybrid: 0.2063 (0.2057) loss_giou_enc_hybrid: 0.4046 (0.4415) mem: 1022 max mem: 36965 [2024-01-16 06:51:15 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:52:09 det.util.engine] INFO: Epoch: [11] [9350/11727] eta: 0:42:00 lr: 0.000010 data_time: 0.0035 iter_time: 1.0544 loss: 23.4635 (24.0109) loss_class: 0.6796 (0.6811) loss_bbox: 0.1340 (0.1622) loss_giou: 0.3643 (0.3602) loss_class_0: 0.8402 (0.8337) loss_bbox_0: 0.1349 (0.1623) loss_giou_0: 0.3705 (0.3641) loss_class_1: 0.7165 (0.7270) loss_bbox_1: 0.1360 (0.1636) loss_giou_1: 0.3565 (0.3633) loss_class_2: 0.7037 (0.7036) loss_bbox_2: 0.1374 (0.1619) loss_giou_2: 0.3587 (0.3609) loss_class_3: 0.7112 (0.6893) loss_bbox_3: 0.1343 (0.1620) loss_giou_3: 0.3729 (0.3604) loss_class_4: 0.6787 (0.6830) loss_bbox_4: 0.1340 (0.1621) loss_giou_4: 0.3572 (0.3603) loss_class_enc: 0.8044 (0.8001) loss_bbox_enc: 0.1564 (0.1852) loss_giou_enc: 0.4077 (0.3996) loss_class_dn: 0.3479 (0.3556) loss_bbox_dn: 0.1915 (0.2192) loss_giou_dn: 0.3740 (0.3870) loss_class_dn_0: 0.4474 (0.4545) loss_bbox_dn_0: 0.2675 (0.3133) loss_giou_dn_0: 0.4964 (0.5024) loss_class_dn_1: 0.3814 (0.3851) loss_bbox_dn_1: 0.2050 (0.2436) loss_giou_dn_1: 0.4094 (0.4186) loss_class_dn_2: 0.3603 (0.3647) loss_bbox_dn_2: 0.1977 (0.2233) loss_giou_dn_2: 0.3821 (0.3937) loss_class_dn_3: 0.3519 (0.3586) loss_bbox_dn_3: 0.1936 (0.2200) loss_giou_dn_3: 0.3744 (0.3885) loss_class_dn_4: 0.3484 (0.3561) loss_bbox_dn_4: 0.1915 (0.2192) loss_giou_dn_4: 0.3740 (0.3870) loss_class_hybrid: 0.7014 (0.6803) loss_bbox_hybrid: 0.1529 (0.1730) loss_giou_hybrid: 0.4012 (0.3857) loss_class_0_hybrid: 0.7743 (0.7574) loss_bbox_0_hybrid: 0.1586 (0.1789) loss_giou_0_hybrid: 0.4186 (0.3982) loss_class_1_hybrid: 0.7270 (0.7097) loss_bbox_1_hybrid: 0.1548 (0.1756) loss_giou_1_hybrid: 0.4124 (0.3909) loss_class_2_hybrid: 0.7126 (0.6955) loss_bbox_2_hybrid: 0.1548 (0.1731) loss_giou_2_hybrid: 0.4046 (0.3869) loss_class_3_hybrid: 0.7094 (0.6858) loss_bbox_3_hybrid: 0.1531 (0.1730) loss_giou_3_hybrid: 0.4040 (0.3861) loss_class_4_hybrid: 0.6938 (0.6815) loss_bbox_4_hybrid: 0.1525 (0.1731) loss_giou_4_hybrid: 0.4037 (0.3859) loss_class_enc_hybrid: 0.7446 (0.7368) loss_bbox_enc_hybrid: 0.1795 (0.2057) loss_giou_enc_hybrid: 0.4602 (0.4416) mem: 1025 max mem: 36965 [2024-01-16 06:52:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:53:02 det.util.engine] INFO: Epoch: [11] [9400/11727] eta: 0:41:07 lr: 0.000010 data_time: 0.0034 iter_time: 1.0587 loss: 23.5774 (24.0110) loss_class: 0.6804 (0.6811) loss_bbox: 0.1522 (0.1621) loss_giou: 0.3969 (0.3603) loss_class_0: 0.8226 (0.8336) loss_bbox_0: 0.1513 (0.1623) loss_giou_0: 0.4071 (0.3642) loss_class_1: 0.7240 (0.7270) loss_bbox_1: 0.1569 (0.1636) loss_giou_1: 0.4105 (0.3634) loss_class_2: 0.6962 (0.7036) loss_bbox_2: 0.1566 (0.1619) loss_giou_2: 0.4092 (0.3610) loss_class_3: 0.6814 (0.6893) loss_bbox_3: 0.1546 (0.1619) loss_giou_3: 0.4004 (0.3604) loss_class_4: 0.6772 (0.6829) loss_bbox_4: 0.1540 (0.1621) loss_giou_4: 0.3987 (0.3604) loss_class_enc: 0.7937 (0.8000) loss_bbox_enc: 0.1843 (0.1852) loss_giou_enc: 0.4420 (0.3996) loss_class_dn: 0.3515 (0.3556) loss_bbox_dn: 0.1974 (0.2191) loss_giou_dn: 0.3836 (0.3870) loss_class_dn_0: 0.4438 (0.4545) loss_bbox_dn_0: 0.2668 (0.3132) loss_giou_dn_0: 0.4973 (0.5025) loss_class_dn_1: 0.3807 (0.3851) loss_bbox_dn_1: 0.2096 (0.2435) loss_giou_dn_1: 0.4203 (0.4187) loss_class_dn_2: 0.3573 (0.3647) loss_bbox_dn_2: 0.1986 (0.2233) loss_giou_dn_2: 0.3903 (0.3937) loss_class_dn_3: 0.3527 (0.3586) loss_bbox_dn_3: 0.1977 (0.2200) loss_giou_dn_3: 0.3851 (0.3886) loss_class_dn_4: 0.3533 (0.3561) loss_bbox_dn_4: 0.1973 (0.2191) loss_giou_dn_4: 0.3836 (0.3870) loss_class_hybrid: 0.6895 (0.6803) loss_bbox_hybrid: 0.1748 (0.1730) loss_giou_hybrid: 0.4271 (0.3858) loss_class_0_hybrid: 0.7463 (0.7573) loss_bbox_0_hybrid: 0.1787 (0.1789) loss_giou_0_hybrid: 0.4422 (0.3982) loss_class_1_hybrid: 0.7113 (0.7096) loss_bbox_1_hybrid: 0.1740 (0.1756) loss_giou_1_hybrid: 0.4303 (0.3909) loss_class_2_hybrid: 0.6825 (0.6955) loss_bbox_2_hybrid: 0.1774 (0.1731) loss_giou_2_hybrid: 0.4306 (0.3870) loss_class_3_hybrid: 0.6890 (0.6858) loss_bbox_3_hybrid: 0.1769 (0.1730) loss_giou_3_hybrid: 0.4283 (0.3861) loss_class_4_hybrid: 0.6911 (0.6814) loss_bbox_4_hybrid: 0.1775 (0.1731) loss_giou_4_hybrid: 0.4255 (0.3860) loss_class_enc_hybrid: 0.7124 (0.7367) loss_bbox_enc_hybrid: 0.2024 (0.2057) loss_giou_enc_hybrid: 0.4871 (0.4416) mem: 1037 max mem: 36965 [2024-01-16 06:53:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:53:54 det.util.engine] INFO: Epoch: [11] [9450/11727] eta: 0:40:14 lr: 0.000010 data_time: 0.0031 iter_time: 1.0676 loss: 24.0102 (24.0114) loss_class: 0.6769 (0.6811) loss_bbox: 0.1703 (0.1621) loss_giou: 0.3607 (0.3603) loss_class_0: 0.7973 (0.8336) loss_bbox_0: 0.1558 (0.1622) loss_giou_0: 0.3493 (0.3642) loss_class_1: 0.7178 (0.7270) loss_bbox_1: 0.1592 (0.1636) loss_giou_1: 0.3650 (0.3634) loss_class_2: 0.6886 (0.7036) loss_bbox_2: 0.1721 (0.1619) loss_giou_2: 0.3669 (0.3610) loss_class_3: 0.6731 (0.6894) loss_bbox_3: 0.1657 (0.1619) loss_giou_3: 0.3506 (0.3604) loss_class_4: 0.6770 (0.6830) loss_bbox_4: 0.1658 (0.1621) loss_giou_4: 0.3505 (0.3604) loss_class_enc: 0.7656 (0.8000) loss_bbox_enc: 0.1659 (0.1852) loss_giou_enc: 0.3823 (0.3996) loss_class_dn: 0.3571 (0.3557) loss_bbox_dn: 0.2231 (0.2191) loss_giou_dn: 0.3887 (0.3870) loss_class_dn_0: 0.4599 (0.4545) loss_bbox_dn_0: 0.2942 (0.3132) loss_giou_dn_0: 0.4984 (0.5025) loss_class_dn_1: 0.3849 (0.3851) loss_bbox_dn_1: 0.2351 (0.2435) loss_giou_dn_1: 0.4236 (0.4187) loss_class_dn_2: 0.3607 (0.3647) loss_bbox_dn_2: 0.2271 (0.2233) loss_giou_dn_2: 0.3970 (0.3937) loss_class_dn_3: 0.3577 (0.3586) loss_bbox_dn_3: 0.2252 (0.2200) loss_giou_dn_3: 0.3893 (0.3886) loss_class_dn_4: 0.3572 (0.3561) loss_bbox_dn_4: 0.2231 (0.2191) loss_giou_dn_4: 0.3888 (0.3870) loss_class_hybrid: 0.6897 (0.6803) loss_bbox_hybrid: 0.1682 (0.1730) loss_giou_hybrid: 0.3715 (0.3858) loss_class_0_hybrid: 0.7385 (0.7573) loss_bbox_0_hybrid: 0.1686 (0.1789) loss_giou_0_hybrid: 0.3723 (0.3983) loss_class_1_hybrid: 0.7110 (0.7096) loss_bbox_1_hybrid: 0.1715 (0.1756) loss_giou_1_hybrid: 0.3749 (0.3910) loss_class_2_hybrid: 0.6944 (0.6955) loss_bbox_2_hybrid: 0.1711 (0.1731) loss_giou_2_hybrid: 0.3730 (0.3870) loss_class_3_hybrid: 0.6942 (0.6858) loss_bbox_3_hybrid: 0.1698 (0.1730) loss_giou_3_hybrid: 0.3731 (0.3862) loss_class_4_hybrid: 0.6851 (0.6814) loss_bbox_4_hybrid: 0.1692 (0.1731) loss_giou_4_hybrid: 0.3727 (0.3860) loss_class_enc_hybrid: 0.7195 (0.7367) loss_bbox_enc_hybrid: 0.1815 (0.2057) loss_giou_enc_hybrid: 0.4213 (0.4416) mem: 1029 max mem: 36965 [2024-01-16 06:53:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:54:46 det.util.engine] INFO: Epoch: [11] [9500/11727] eta: 0:39:21 lr: 0.000010 data_time: 0.0035 iter_time: 1.0372 loss: 22.5941 (24.0076) loss_class: 0.6494 (0.6811) loss_bbox: 0.1265 (0.1621) loss_giou: 0.3146 (0.3602) loss_class_0: 0.7982 (0.8335) loss_bbox_0: 0.1273 (0.1622) loss_giou_0: 0.3230 (0.3641) loss_class_1: 0.6875 (0.7269) loss_bbox_1: 0.1288 (0.1635) loss_giou_1: 0.3211 (0.3633) loss_class_2: 0.6679 (0.7035) loss_bbox_2: 0.1260 (0.1618) loss_giou_2: 0.3144 (0.3609) loss_class_3: 0.6589 (0.6893) loss_bbox_3: 0.1263 (0.1619) loss_giou_3: 0.3165 (0.3604) loss_class_4: 0.6496 (0.6830) loss_bbox_4: 0.1266 (0.1620) loss_giou_4: 0.3145 (0.3604) loss_class_enc: 0.7523 (0.8000) loss_bbox_enc: 0.1424 (0.1851) loss_giou_enc: 0.3701 (0.3996) loss_class_dn: 0.3480 (0.3556) loss_bbox_dn: 0.1764 (0.2190) loss_giou_dn: 0.3737 (0.3870) loss_class_dn_0: 0.4375 (0.4544) loss_bbox_dn_0: 0.2584 (0.3131) loss_giou_dn_0: 0.4747 (0.5024) loss_class_dn_1: 0.3710 (0.3851) loss_bbox_dn_1: 0.2036 (0.2434) loss_giou_dn_1: 0.3962 (0.4186) loss_class_dn_2: 0.3540 (0.3647) loss_bbox_dn_2: 0.1821 (0.2232) loss_giou_dn_2: 0.3795 (0.3937) loss_class_dn_3: 0.3500 (0.3585) loss_bbox_dn_3: 0.1783 (0.2199) loss_giou_dn_3: 0.3757 (0.3885) loss_class_dn_4: 0.3482 (0.3561) loss_bbox_dn_4: 0.1764 (0.2190) loss_giou_dn_4: 0.3736 (0.3870) loss_class_hybrid: 0.6388 (0.6802) loss_bbox_hybrid: 0.1431 (0.1729) loss_giou_hybrid: 0.3443 (0.3857) loss_class_0_hybrid: 0.7195 (0.7573) loss_bbox_0_hybrid: 0.1487 (0.1789) loss_giou_0_hybrid: 0.3614 (0.3982) loss_class_1_hybrid: 0.6687 (0.7096) loss_bbox_1_hybrid: 0.1458 (0.1755) loss_giou_1_hybrid: 0.3470 (0.3909) loss_class_2_hybrid: 0.6560 (0.6955) loss_bbox_2_hybrid: 0.1398 (0.1731) loss_giou_2_hybrid: 0.3439 (0.3869) loss_class_3_hybrid: 0.6512 (0.6857) loss_bbox_3_hybrid: 0.1420 (0.1729) loss_giou_3_hybrid: 0.3429 (0.3861) loss_class_4_hybrid: 0.6451 (0.6814) loss_bbox_4_hybrid: 0.1433 (0.1730) loss_giou_4_hybrid: 0.3454 (0.3860) loss_class_enc_hybrid: 0.7013 (0.7367) loss_bbox_enc_hybrid: 0.1684 (0.2056) loss_giou_enc_hybrid: 0.4058 (0.4416) mem: 1024 max mem: 36965 [2024-01-16 06:54:46 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:55:38 det.util.engine] INFO: Epoch: [11] [9550/11727] eta: 0:38:27 lr: 0.000010 data_time: 0.0032 iter_time: 1.0486 loss: 23.8836 (24.0083) loss_class: 0.7006 (0.6812) loss_bbox: 0.1597 (0.1620) loss_giou: 0.3383 (0.3602) loss_class_0: 0.8279 (0.8336) loss_bbox_0: 0.1455 (0.1621) loss_giou_0: 0.3387 (0.3641) loss_class_1: 0.7297 (0.7270) loss_bbox_1: 0.1454 (0.1635) loss_giou_1: 0.3449 (0.3633) loss_class_2: 0.7164 (0.7036) loss_bbox_2: 0.1437 (0.1618) loss_giou_2: 0.3403 (0.3609) loss_class_3: 0.7094 (0.6894) loss_bbox_3: 0.1575 (0.1618) loss_giou_3: 0.3378 (0.3603) loss_class_4: 0.7035 (0.6831) loss_bbox_4: 0.1571 (0.1620) loss_giou_4: 0.3381 (0.3603) loss_class_enc: 0.8121 (0.8000) loss_bbox_enc: 0.1746 (0.1851) loss_giou_enc: 0.3635 (0.3995) loss_class_dn: 0.3631 (0.3556) loss_bbox_dn: 0.2013 (0.2190) loss_giou_dn: 0.3747 (0.3870) loss_class_dn_0: 0.4584 (0.4544) loss_bbox_dn_0: 0.3072 (0.3131) loss_giou_dn_0: 0.4882 (0.5024) loss_class_dn_1: 0.3886 (0.3851) loss_bbox_dn_1: 0.2240 (0.2434) loss_giou_dn_1: 0.3991 (0.4186) loss_class_dn_2: 0.3725 (0.3647) loss_bbox_dn_2: 0.2024 (0.2232) loss_giou_dn_2: 0.3792 (0.3937) loss_class_dn_3: 0.3681 (0.3585) loss_bbox_dn_3: 0.2045 (0.2199) loss_giou_dn_3: 0.3759 (0.3885) loss_class_dn_4: 0.3611 (0.3561) loss_bbox_dn_4: 0.2010 (0.2190) loss_giou_dn_4: 0.3748 (0.3869) loss_class_hybrid: 0.7025 (0.6803) loss_bbox_hybrid: 0.1644 (0.1729) loss_giou_hybrid: 0.3629 (0.3857) loss_class_0_hybrid: 0.7556 (0.7573) loss_bbox_0_hybrid: 0.1704 (0.1789) loss_giou_0_hybrid: 0.3854 (0.3982) loss_class_1_hybrid: 0.7269 (0.7096) loss_bbox_1_hybrid: 0.1687 (0.1755) loss_giou_1_hybrid: 0.3764 (0.3909) loss_class_2_hybrid: 0.7266 (0.6955) loss_bbox_2_hybrid: 0.1636 (0.1731) loss_giou_2_hybrid: 0.3684 (0.3869) loss_class_3_hybrid: 0.7094 (0.6858) loss_bbox_3_hybrid: 0.1614 (0.1729) loss_giou_3_hybrid: 0.3657 (0.3861) loss_class_4_hybrid: 0.7038 (0.6815) loss_bbox_4_hybrid: 0.1622 (0.1730) loss_giou_4_hybrid: 0.3663 (0.3860) loss_class_enc_hybrid: 0.7610 (0.7367) loss_bbox_enc_hybrid: 0.2024 (0.2056) loss_giou_enc_hybrid: 0.4101 (0.4416) mem: 1023 max mem: 36965 [2024-01-16 06:55:38 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:56:29 det.util.engine] INFO: Epoch: [11] [9600/11727] eta: 0:37:34 lr: 0.000010 data_time: 0.0034 iter_time: 1.0036 loss: 22.7310 (24.0042) loss_class: 0.6400 (0.6811) loss_bbox: 0.1455 (0.1620) loss_giou: 0.3285 (0.3602) loss_class_0: 0.7718 (0.8335) loss_bbox_0: 0.1473 (0.1621) loss_giou_0: 0.3222 (0.3641) loss_class_1: 0.6579 (0.7269) loss_bbox_1: 0.1454 (0.1634) loss_giou_1: 0.3391 (0.3633) loss_class_2: 0.6499 (0.7035) loss_bbox_2: 0.1468 (0.1617) loss_giou_2: 0.3351 (0.3609) loss_class_3: 0.6506 (0.6893) loss_bbox_3: 0.1463 (0.1618) loss_giou_3: 0.3292 (0.3603) loss_class_4: 0.6357 (0.6830) loss_bbox_4: 0.1446 (0.1619) loss_giou_4: 0.3284 (0.3603) loss_class_enc: 0.7589 (0.8000) loss_bbox_enc: 0.1765 (0.1851) loss_giou_enc: 0.3708 (0.3995) loss_class_dn: 0.3421 (0.3556) loss_bbox_dn: 0.1833 (0.2189) loss_giou_dn: 0.3628 (0.3869) loss_class_dn_0: 0.4490 (0.4544) loss_bbox_dn_0: 0.2790 (0.3130) loss_giou_dn_0: 0.4720 (0.5023) loss_class_dn_1: 0.3705 (0.3851) loss_bbox_dn_1: 0.2016 (0.2433) loss_giou_dn_1: 0.3835 (0.4185) loss_class_dn_2: 0.3486 (0.3646) loss_bbox_dn_2: 0.1876 (0.2231) loss_giou_dn_2: 0.3664 (0.3936) loss_class_dn_3: 0.3449 (0.3585) loss_bbox_dn_3: 0.1828 (0.2198) loss_giou_dn_3: 0.3627 (0.3884) loss_class_dn_4: 0.3428 (0.3560) loss_bbox_dn_4: 0.1835 (0.2189) loss_giou_dn_4: 0.3628 (0.3869) loss_class_hybrid: 0.6377 (0.6802) loss_bbox_hybrid: 0.1531 (0.1729) loss_giou_hybrid: 0.3397 (0.3857) loss_class_0_hybrid: 0.7005 (0.7572) loss_bbox_0_hybrid: 0.1601 (0.1788) loss_giou_0_hybrid: 0.3501 (0.3981) loss_class_1_hybrid: 0.6694 (0.7095) loss_bbox_1_hybrid: 0.1556 (0.1754) loss_giou_1_hybrid: 0.3463 (0.3908) loss_class_2_hybrid: 0.6557 (0.6955) loss_bbox_2_hybrid: 0.1504 (0.1730) loss_giou_2_hybrid: 0.3465 (0.3869) loss_class_3_hybrid: 0.6462 (0.6857) loss_bbox_3_hybrid: 0.1501 (0.1729) loss_giou_3_hybrid: 0.3427 (0.3860) loss_class_4_hybrid: 0.6508 (0.6814) loss_bbox_4_hybrid: 0.1500 (0.1729) loss_giou_4_hybrid: 0.3390 (0.3859) loss_class_enc_hybrid: 0.7127 (0.7367) loss_bbox_enc_hybrid: 0.1911 (0.2055) loss_giou_enc_hybrid: 0.3996 (0.4415) mem: 1018 max mem: 36965 [2024-01-16 06:56:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:57:21 det.util.engine] INFO: Epoch: [11] [9650/11727] eta: 0:36:41 lr: 0.000010 data_time: 0.0032 iter_time: 1.0435 loss: 24.7161 (24.0058) loss_class: 0.6636 (0.6811) loss_bbox: 0.1758 (0.1620) loss_giou: 0.3856 (0.3603) loss_class_0: 0.8389 (0.8335) loss_bbox_0: 0.1676 (0.1621) loss_giou_0: 0.3919 (0.3642) loss_class_1: 0.7067 (0.7269) loss_bbox_1: 0.1685 (0.1634) loss_giou_1: 0.3915 (0.3634) loss_class_2: 0.6815 (0.7035) loss_bbox_2: 0.1637 (0.1617) loss_giou_2: 0.3933 (0.3610) loss_class_3: 0.6681 (0.6894) loss_bbox_3: 0.1630 (0.1618) loss_giou_3: 0.4007 (0.3604) loss_class_4: 0.6623 (0.6830) loss_bbox_4: 0.1677 (0.1619) loss_giou_4: 0.3857 (0.3604) loss_class_enc: 0.8217 (0.8000) loss_bbox_enc: 0.1882 (0.1851) loss_giou_enc: 0.4099 (0.3996) loss_class_dn: 0.3582 (0.3556) loss_bbox_dn: 0.2394 (0.2189) loss_giou_dn: 0.4314 (0.3869) loss_class_dn_0: 0.4492 (0.4544) loss_bbox_dn_0: 0.3169 (0.3130) loss_giou_dn_0: 0.5382 (0.5024) loss_class_dn_1: 0.3863 (0.3851) loss_bbox_dn_1: 0.2646 (0.2433) loss_giou_dn_1: 0.4532 (0.4186) loss_class_dn_2: 0.3686 (0.3647) loss_bbox_dn_2: 0.2407 (0.2231) loss_giou_dn_2: 0.4382 (0.3936) loss_class_dn_3: 0.3591 (0.3585) loss_bbox_dn_3: 0.2401 (0.2198) loss_giou_dn_3: 0.4331 (0.3885) loss_class_dn_4: 0.3586 (0.3561) loss_bbox_dn_4: 0.2395 (0.2189) loss_giou_dn_4: 0.4315 (0.3869) loss_class_hybrid: 0.6409 (0.6802) loss_bbox_hybrid: 0.1855 (0.1729) loss_giou_hybrid: 0.4164 (0.3858) loss_class_0_hybrid: 0.7195 (0.7572) loss_bbox_0_hybrid: 0.2033 (0.1788) loss_giou_0_hybrid: 0.4263 (0.3983) loss_class_1_hybrid: 0.6754 (0.7095) loss_bbox_1_hybrid: 0.1914 (0.1755) loss_giou_1_hybrid: 0.4188 (0.3910) loss_class_2_hybrid: 0.6519 (0.6954) loss_bbox_2_hybrid: 0.1879 (0.1730) loss_giou_2_hybrid: 0.4166 (0.3870) loss_class_3_hybrid: 0.6534 (0.6857) loss_bbox_3_hybrid: 0.1852 (0.1729) loss_giou_3_hybrid: 0.4186 (0.3861) loss_class_4_hybrid: 0.6424 (0.6814) loss_bbox_4_hybrid: 0.1841 (0.1729) loss_giou_4_hybrid: 0.4174 (0.3860) loss_class_enc_hybrid: 0.7219 (0.7366) loss_bbox_enc_hybrid: 0.2261 (0.2056) loss_giou_enc_hybrid: 0.4627 (0.4416) mem: 1038 max mem: 36965 [2024-01-16 06:57:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:58:13 det.util.engine] INFO: Epoch: [11] [9700/11727] eta: 0:35:48 lr: 0.000010 data_time: 0.0033 iter_time: 1.0123 loss: 23.5847 (24.0044) loss_class: 0.6618 (0.6811) loss_bbox: 0.1366 (0.1620) loss_giou: 0.3444 (0.3602) loss_class_0: 0.8078 (0.8335) loss_bbox_0: 0.1307 (0.1620) loss_giou_0: 0.3524 (0.3641) loss_class_1: 0.6815 (0.7269) loss_bbox_1: 0.1343 (0.1634) loss_giou_1: 0.3464 (0.3634) loss_class_2: 0.6792 (0.7035) loss_bbox_2: 0.1495 (0.1617) loss_giou_2: 0.3526 (0.3610) loss_class_3: 0.6618 (0.6894) loss_bbox_3: 0.1488 (0.1617) loss_giou_3: 0.3526 (0.3604) loss_class_4: 0.6611 (0.6830) loss_bbox_4: 0.1365 (0.1619) loss_giou_4: 0.3442 (0.3604) loss_class_enc: 0.7899 (0.8000) loss_bbox_enc: 0.1584 (0.1850) loss_giou_enc: 0.3999 (0.3996) loss_class_dn: 0.3538 (0.3556) loss_bbox_dn: 0.1740 (0.2188) loss_giou_dn: 0.3713 (0.3869) loss_class_dn_0: 0.4479 (0.4544) loss_bbox_dn_0: 0.2616 (0.3129) loss_giou_dn_0: 0.4717 (0.5023) loss_class_dn_1: 0.3795 (0.3850) loss_bbox_dn_1: 0.1873 (0.2432) loss_giou_dn_1: 0.4042 (0.4186) loss_class_dn_2: 0.3617 (0.3647) loss_bbox_dn_2: 0.1774 (0.2230) loss_giou_dn_2: 0.3796 (0.3936) loss_class_dn_3: 0.3553 (0.3585) loss_bbox_dn_3: 0.1740 (0.2197) loss_giou_dn_3: 0.3723 (0.3885) loss_class_dn_4: 0.3530 (0.3560) loss_bbox_dn_4: 0.1738 (0.2188) loss_giou_dn_4: 0.3713 (0.3869) loss_class_hybrid: 0.6646 (0.6801) loss_bbox_hybrid: 0.1586 (0.1728) loss_giou_hybrid: 0.3819 (0.3858) loss_class_0_hybrid: 0.7420 (0.7572) loss_bbox_0_hybrid: 0.1613 (0.1788) loss_giou_0_hybrid: 0.3898 (0.3983) loss_class_1_hybrid: 0.6799 (0.7095) loss_bbox_1_hybrid: 0.1582 (0.1754) loss_giou_1_hybrid: 0.3919 (0.3910) loss_class_2_hybrid: 0.6674 (0.6954) loss_bbox_2_hybrid: 0.1585 (0.1730) loss_giou_2_hybrid: 0.3803 (0.3870) loss_class_3_hybrid: 0.6643 (0.6857) loss_bbox_3_hybrid: 0.1586 (0.1728) loss_giou_3_hybrid: 0.3832 (0.3862) loss_class_4_hybrid: 0.6601 (0.6813) loss_bbox_4_hybrid: 0.1583 (0.1729) loss_giou_4_hybrid: 0.3818 (0.3860) loss_class_enc_hybrid: 0.7164 (0.7366) loss_bbox_enc_hybrid: 0.1795 (0.2055) loss_giou_enc_hybrid: 0.4366 (0.4416) mem: 1021 max mem: 36965 [2024-01-16 06:58:13 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:59:04 det.util.engine] INFO: Epoch: [11] [9750/11727] eta: 0:34:54 lr: 0.000010 data_time: 0.0031 iter_time: 1.0058 loss: 24.7860 (24.0059) loss_class: 0.7196 (0.6812) loss_bbox: 0.1489 (0.1620) loss_giou: 0.3610 (0.3602) loss_class_0: 0.8533 (0.8335) loss_bbox_0: 0.1540 (0.1621) loss_giou_0: 0.3750 (0.3641) loss_class_1: 0.7519 (0.7270) loss_bbox_1: 0.1525 (0.1634) loss_giou_1: 0.3586 (0.3634) loss_class_2: 0.7308 (0.7036) loss_bbox_2: 0.1518 (0.1617) loss_giou_2: 0.3610 (0.3610) loss_class_3: 0.7284 (0.6895) loss_bbox_3: 0.1493 (0.1618) loss_giou_3: 0.3607 (0.3604) loss_class_4: 0.7374 (0.6831) loss_bbox_4: 0.1464 (0.1619) loss_giou_4: 0.3545 (0.3603) loss_class_enc: 0.8130 (0.8000) loss_bbox_enc: 0.1770 (0.1850) loss_giou_enc: 0.3959 (0.3996) loss_class_dn: 0.3641 (0.3556) loss_bbox_dn: 0.2045 (0.2189) loss_giou_dn: 0.3994 (0.3869) loss_class_dn_0: 0.4584 (0.4544) loss_bbox_dn_0: 0.3023 (0.3129) loss_giou_dn_0: 0.5151 (0.5023) loss_class_dn_1: 0.3956 (0.3851) loss_bbox_dn_1: 0.2289 (0.2432) loss_giou_dn_1: 0.4315 (0.4186) loss_class_dn_2: 0.3736 (0.3647) loss_bbox_dn_2: 0.2030 (0.2230) loss_giou_dn_2: 0.4032 (0.3936) loss_class_dn_3: 0.3689 (0.3585) loss_bbox_dn_3: 0.2017 (0.2197) loss_giou_dn_3: 0.4007 (0.3885) loss_class_dn_4: 0.3641 (0.3561) loss_bbox_dn_4: 0.2046 (0.2189) loss_giou_dn_4: 0.3996 (0.3869) loss_class_hybrid: 0.7130 (0.6802) loss_bbox_hybrid: 0.1631 (0.1729) loss_giou_hybrid: 0.3836 (0.3858) loss_class_0_hybrid: 0.7721 (0.7572) loss_bbox_0_hybrid: 0.1755 (0.1788) loss_giou_0_hybrid: 0.4011 (0.3983) loss_class_1_hybrid: 0.7357 (0.7095) loss_bbox_1_hybrid: 0.1648 (0.1754) loss_giou_1_hybrid: 0.3889 (0.3910) loss_class_2_hybrid: 0.7201 (0.6954) loss_bbox_2_hybrid: 0.1626 (0.1730) loss_giou_2_hybrid: 0.3811 (0.3870) loss_class_3_hybrid: 0.7127 (0.6858) loss_bbox_3_hybrid: 0.1631 (0.1729) loss_giou_3_hybrid: 0.3813 (0.3861) loss_class_4_hybrid: 0.7120 (0.6814) loss_bbox_4_hybrid: 0.1642 (0.1729) loss_giou_4_hybrid: 0.3819 (0.3860) loss_class_enc_hybrid: 0.7498 (0.7367) loss_bbox_enc_hybrid: 0.1981 (0.2055) loss_giou_enc_hybrid: 0.4519 (0.4416) mem: 1021 max mem: 36965 [2024-01-16 06:59:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 06:59:56 det.util.engine] INFO: Epoch: [11] [9800/11727] eta: 0:34:01 lr: 0.000010 data_time: 0.0033 iter_time: 1.0310 loss: 23.9241 (24.0048) loss_class: 0.6900 (0.6813) loss_bbox: 0.1502 (0.1619) loss_giou: 0.3254 (0.3601) loss_class_0: 0.8414 (0.8336) loss_bbox_0: 0.1573 (0.1620) loss_giou_0: 0.3218 (0.3641) loss_class_1: 0.7186 (0.7270) loss_bbox_1: 0.1556 (0.1634) loss_giou_1: 0.3254 (0.3633) loss_class_2: 0.7092 (0.7036) loss_bbox_2: 0.1559 (0.1617) loss_giou_2: 0.3293 (0.3609) loss_class_3: 0.6939 (0.6896) loss_bbox_3: 0.1528 (0.1617) loss_giou_3: 0.3295 (0.3603) loss_class_4: 0.7055 (0.6832) loss_bbox_4: 0.1522 (0.1618) loss_giou_4: 0.3297 (0.3603) loss_class_enc: 0.7830 (0.8001) loss_bbox_enc: 0.1679 (0.1850) loss_giou_enc: 0.3628 (0.3995) loss_class_dn: 0.3513 (0.3556) loss_bbox_dn: 0.2039 (0.2188) loss_giou_dn: 0.3650 (0.3869) loss_class_dn_0: 0.4478 (0.4544) loss_bbox_dn_0: 0.3013 (0.3129) loss_giou_dn_0: 0.4956 (0.5023) loss_class_dn_1: 0.3776 (0.3851) loss_bbox_dn_1: 0.2266 (0.2432) loss_giou_dn_1: 0.4109 (0.4185) loss_class_dn_2: 0.3562 (0.3647) loss_bbox_dn_2: 0.2091 (0.2230) loss_giou_dn_2: 0.3759 (0.3936) loss_class_dn_3: 0.3524 (0.3585) loss_bbox_dn_3: 0.2059 (0.2197) loss_giou_dn_3: 0.3693 (0.3884) loss_class_dn_4: 0.3517 (0.3561) loss_bbox_dn_4: 0.2038 (0.2188) loss_giou_dn_4: 0.3650 (0.3869) loss_class_hybrid: 0.6882 (0.6803) loss_bbox_hybrid: 0.1630 (0.1728) loss_giou_hybrid: 0.3445 (0.3857) loss_class_0_hybrid: 0.7561 (0.7573) loss_bbox_0_hybrid: 0.1653 (0.1787) loss_giou_0_hybrid: 0.3580 (0.3982) loss_class_1_hybrid: 0.7210 (0.7096) loss_bbox_1_hybrid: 0.1617 (0.1754) loss_giou_1_hybrid: 0.3428 (0.3909) loss_class_2_hybrid: 0.7113 (0.6955) loss_bbox_2_hybrid: 0.1593 (0.1729) loss_giou_2_hybrid: 0.3463 (0.3869) loss_class_3_hybrid: 0.7014 (0.6858) loss_bbox_3_hybrid: 0.1591 (0.1728) loss_giou_3_hybrid: 0.3392 (0.3861) loss_class_4_hybrid: 0.7003 (0.6815) loss_bbox_4_hybrid: 0.1622 (0.1729) loss_giou_4_hybrid: 0.3413 (0.3860) loss_class_enc_hybrid: 0.7125 (0.7367) loss_bbox_enc_hybrid: 0.1936 (0.2055) loss_giou_enc_hybrid: 0.4059 (0.4416) mem: 1038 max mem: 36965 [2024-01-16 06:59:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:00:48 det.util.engine] INFO: Epoch: [11] [9850/11727] eta: 0:33:08 lr: 0.000010 data_time: 0.0032 iter_time: 1.0326 loss: 23.7096 (24.0034) loss_class: 0.6663 (0.6813) loss_bbox: 0.1651 (0.1619) loss_giou: 0.3331 (0.3601) loss_class_0: 0.8482 (0.8335) loss_bbox_0: 0.1694 (0.1620) loss_giou_0: 0.3279 (0.3640) loss_class_1: 0.6841 (0.7269) loss_bbox_1: 0.1723 (0.1634) loss_giou_1: 0.3348 (0.3632) loss_class_2: 0.6787 (0.7036) loss_bbox_2: 0.1656 (0.1617) loss_giou_2: 0.3310 (0.3608) loss_class_3: 0.6779 (0.6895) loss_bbox_3: 0.1625 (0.1617) loss_giou_3: 0.3280 (0.3602) loss_class_4: 0.6683 (0.6832) loss_bbox_4: 0.1669 (0.1619) loss_giou_4: 0.3274 (0.3602) loss_class_enc: 0.8349 (0.8000) loss_bbox_enc: 0.1871 (0.1850) loss_giou_enc: 0.3636 (0.3994) loss_class_dn: 0.3628 (0.3556) loss_bbox_dn: 0.2127 (0.2189) loss_giou_dn: 0.3705 (0.3868) loss_class_dn_0: 0.4655 (0.4544) loss_bbox_dn_0: 0.2863 (0.3130) loss_giou_dn_0: 0.4873 (0.5022) loss_class_dn_1: 0.3878 (0.3851) loss_bbox_dn_1: 0.2257 (0.2433) loss_giou_dn_1: 0.4066 (0.4185) loss_class_dn_2: 0.3724 (0.3647) loss_bbox_dn_2: 0.2139 (0.2231) loss_giou_dn_2: 0.3780 (0.3935) loss_class_dn_3: 0.3677 (0.3585) loss_bbox_dn_3: 0.2121 (0.2198) loss_giou_dn_3: 0.3726 (0.3884) loss_class_dn_4: 0.3625 (0.3561) loss_bbox_dn_4: 0.2127 (0.2189) loss_giou_dn_4: 0.3704 (0.3868) loss_class_hybrid: 0.6562 (0.6802) loss_bbox_hybrid: 0.1795 (0.1729) loss_giou_hybrid: 0.3591 (0.3856) loss_class_0_hybrid: 0.7410 (0.7573) loss_bbox_0_hybrid: 0.1827 (0.1788) loss_giou_0_hybrid: 0.3686 (0.3981) loss_class_1_hybrid: 0.6831 (0.7095) loss_bbox_1_hybrid: 0.1840 (0.1754) loss_giou_1_hybrid: 0.3648 (0.3908) loss_class_2_hybrid: 0.6799 (0.6955) loss_bbox_2_hybrid: 0.1803 (0.1730) loss_giou_2_hybrid: 0.3575 (0.3868) loss_class_3_hybrid: 0.6609 (0.6858) loss_bbox_3_hybrid: 0.1778 (0.1728) loss_giou_3_hybrid: 0.3586 (0.3860) loss_class_4_hybrid: 0.6590 (0.6814) loss_bbox_4_hybrid: 0.1786 (0.1729) loss_giou_4_hybrid: 0.3593 (0.3859) loss_class_enc_hybrid: 0.7131 (0.7367) loss_bbox_enc_hybrid: 0.2109 (0.2055) loss_giou_enc_hybrid: 0.4074 (0.4415) mem: 1012 max mem: 36965 [2024-01-16 07:00:48 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:01:41 det.util.engine] INFO: Epoch: [11] [9900/11727] eta: 0:32:15 lr: 0.000010 data_time: 0.0033 iter_time: 1.0290 loss: 24.6753 (24.0051) loss_class: 0.6671 (0.6813) loss_bbox: 0.1605 (0.1620) loss_giou: 0.3785 (0.3601) loss_class_0: 0.8410 (0.8336) loss_bbox_0: 0.1684 (0.1620) loss_giou_0: 0.3816 (0.3640) loss_class_1: 0.7371 (0.7270) loss_bbox_1: 0.1691 (0.1634) loss_giou_1: 0.3835 (0.3632) loss_class_2: 0.7066 (0.7036) loss_bbox_2: 0.1730 (0.1617) loss_giou_2: 0.3872 (0.3608) loss_class_3: 0.6733 (0.6896) loss_bbox_3: 0.1609 (0.1618) loss_giou_3: 0.3775 (0.3602) loss_class_4: 0.6673 (0.6832) loss_bbox_4: 0.1595 (0.1619) loss_giou_4: 0.3825 (0.3602) loss_class_enc: 0.7841 (0.8001) loss_bbox_enc: 0.1938 (0.1850) loss_giou_enc: 0.4171 (0.3994) loss_class_dn: 0.3607 (0.3556) loss_bbox_dn: 0.2060 (0.2189) loss_giou_dn: 0.3882 (0.3869) loss_class_dn_0: 0.4510 (0.4544) loss_bbox_dn_0: 0.2831 (0.3130) loss_giou_dn_0: 0.5103 (0.5023) loss_class_dn_1: 0.3894 (0.3851) loss_bbox_dn_1: 0.2287 (0.2433) loss_giou_dn_1: 0.4256 (0.4185) loss_class_dn_2: 0.3689 (0.3647) loss_bbox_dn_2: 0.2120 (0.2231) loss_giou_dn_2: 0.3927 (0.3936) loss_class_dn_3: 0.3621 (0.3585) loss_bbox_dn_3: 0.2051 (0.2198) loss_giou_dn_3: 0.3897 (0.3884) loss_class_dn_4: 0.3617 (0.3561) loss_bbox_dn_4: 0.2061 (0.2189) loss_giou_dn_4: 0.3882 (0.3868) loss_class_hybrid: 0.6643 (0.6802) loss_bbox_hybrid: 0.1812 (0.1729) loss_giou_hybrid: 0.3871 (0.3857) loss_class_0_hybrid: 0.7410 (0.7573) loss_bbox_0_hybrid: 0.1866 (0.1788) loss_giou_0_hybrid: 0.4055 (0.3981) loss_class_1_hybrid: 0.7048 (0.7096) loss_bbox_1_hybrid: 0.1848 (0.1755) loss_giou_1_hybrid: 0.3982 (0.3908) loss_class_2_hybrid: 0.6784 (0.6955) loss_bbox_2_hybrid: 0.1828 (0.1730) loss_giou_2_hybrid: 0.3910 (0.3869) loss_class_3_hybrid: 0.6815 (0.6858) loss_bbox_3_hybrid: 0.1815 (0.1729) loss_giou_3_hybrid: 0.3907 (0.3860) loss_class_4_hybrid: 0.6726 (0.6815) loss_bbox_4_hybrid: 0.1815 (0.1730) loss_giou_4_hybrid: 0.3914 (0.3859) loss_class_enc_hybrid: 0.7162 (0.7367) loss_bbox_enc_hybrid: 0.2122 (0.2055) loss_giou_enc_hybrid: 0.4447 (0.4415) mem: 1019 max mem: 36965 [2024-01-16 07:01:41 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:02:32 det.util.engine] INFO: Epoch: [11] [9950/11727] eta: 0:31:22 lr: 0.000010 data_time: 0.0033 iter_time: 1.0467 loss: 24.7912 (24.0063) loss_class: 0.7018 (0.6813) loss_bbox: 0.1602 (0.1620) loss_giou: 0.3565 (0.3601) loss_class_0: 0.8576 (0.8337) loss_bbox_0: 0.1610 (0.1621) loss_giou_0: 0.3637 (0.3640) loss_class_1: 0.7527 (0.7270) loss_bbox_1: 0.1700 (0.1634) loss_giou_1: 0.3592 (0.3633) loss_class_2: 0.7331 (0.7037) loss_bbox_2: 0.1669 (0.1617) loss_giou_2: 0.3611 (0.3608) loss_class_3: 0.7035 (0.6896) loss_bbox_3: 0.1642 (0.1618) loss_giou_3: 0.3684 (0.3602) loss_class_4: 0.7000 (0.6832) loss_bbox_4: 0.1640 (0.1619) loss_giou_4: 0.3642 (0.3602) loss_class_enc: 0.8145 (0.8001) loss_bbox_enc: 0.1845 (0.1850) loss_giou_enc: 0.3993 (0.3994) loss_class_dn: 0.3589 (0.3556) loss_bbox_dn: 0.2348 (0.2190) loss_giou_dn: 0.4102 (0.3869) loss_class_dn_0: 0.4543 (0.4544) loss_bbox_dn_0: 0.3370 (0.3130) loss_giou_dn_0: 0.5110 (0.5023) loss_class_dn_1: 0.3927 (0.3851) loss_bbox_dn_1: 0.2632 (0.2433) loss_giou_dn_1: 0.4278 (0.4186) loss_class_dn_2: 0.3720 (0.3647) loss_bbox_dn_2: 0.2405 (0.2231) loss_giou_dn_2: 0.4113 (0.3936) loss_class_dn_3: 0.3593 (0.3585) loss_bbox_dn_3: 0.2366 (0.2198) loss_giou_dn_3: 0.4085 (0.3885) loss_class_dn_4: 0.3595 (0.3561) loss_bbox_dn_4: 0.2349 (0.2190) loss_giou_dn_4: 0.4102 (0.3869) loss_class_hybrid: 0.6919 (0.6803) loss_bbox_hybrid: 0.1647 (0.1729) loss_giou_hybrid: 0.3832 (0.3857) loss_class_0_hybrid: 0.7617 (0.7573) loss_bbox_0_hybrid: 0.1732 (0.1788) loss_giou_0_hybrid: 0.3921 (0.3981) loss_class_1_hybrid: 0.7305 (0.7096) loss_bbox_1_hybrid: 0.1692 (0.1755) loss_giou_1_hybrid: 0.3798 (0.3908) loss_class_2_hybrid: 0.7224 (0.6955) loss_bbox_2_hybrid: 0.1682 (0.1730) loss_giou_2_hybrid: 0.3831 (0.3869) loss_class_3_hybrid: 0.7026 (0.6858) loss_bbox_3_hybrid: 0.1665 (0.1729) loss_giou_3_hybrid: 0.3868 (0.3860) loss_class_4_hybrid: 0.6870 (0.6815) loss_bbox_4_hybrid: 0.1651 (0.1730) loss_giou_4_hybrid: 0.3849 (0.3859) loss_class_enc_hybrid: 0.7511 (0.7368) loss_bbox_enc_hybrid: 0.2013 (0.2055) loss_giou_enc_hybrid: 0.4291 (0.4415) mem: 1025 max mem: 36965 [2024-01-16 07:02:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:03:24 det.util.engine] INFO: Epoch: [11] [10000/11727] eta: 0:30:28 lr: 0.000010 data_time: 0.0031 iter_time: 1.0001 loss: 22.7940 (24.0035) loss_class: 0.6568 (0.6812) loss_bbox: 0.1492 (0.1620) loss_giou: 0.3540 (0.3600) loss_class_0: 0.8294 (0.8335) loss_bbox_0: 0.1499 (0.1621) loss_giou_0: 0.3554 (0.3640) loss_class_1: 0.7056 (0.7269) loss_bbox_1: 0.1556 (0.1634) loss_giou_1: 0.3530 (0.3632) loss_class_2: 0.6732 (0.7036) loss_bbox_2: 0.1523 (0.1617) loss_giou_2: 0.3673 (0.3608) loss_class_3: 0.6563 (0.6895) loss_bbox_3: 0.1491 (0.1618) loss_giou_3: 0.3565 (0.3602) loss_class_4: 0.6464 (0.6831) loss_bbox_4: 0.1492 (0.1619) loss_giou_4: 0.3576 (0.3602) loss_class_enc: 0.7837 (0.7999) loss_bbox_enc: 0.1706 (0.1851) loss_giou_enc: 0.3883 (0.3994) loss_class_dn: 0.3515 (0.3556) loss_bbox_dn: 0.1935 (0.2189) loss_giou_dn: 0.3787 (0.3868) loss_class_dn_0: 0.4428 (0.4544) loss_bbox_dn_0: 0.2809 (0.3130) loss_giou_dn_0: 0.4886 (0.5022) loss_class_dn_1: 0.3790 (0.3850) loss_bbox_dn_1: 0.2119 (0.2433) loss_giou_dn_1: 0.4132 (0.4185) loss_class_dn_2: 0.3601 (0.3646) loss_bbox_dn_2: 0.1969 (0.2231) loss_giou_dn_2: 0.3832 (0.3935) loss_class_dn_3: 0.3526 (0.3585) loss_bbox_dn_3: 0.1942 (0.2198) loss_giou_dn_3: 0.3779 (0.3884) loss_class_dn_4: 0.3520 (0.3560) loss_bbox_dn_4: 0.1933 (0.2189) loss_giou_dn_4: 0.3788 (0.3868) loss_class_hybrid: 0.6554 (0.6801) loss_bbox_hybrid: 0.1547 (0.1729) loss_giou_hybrid: 0.3647 (0.3856) loss_class_0_hybrid: 0.7266 (0.7572) loss_bbox_0_hybrid: 0.1645 (0.1788) loss_giou_0_hybrid: 0.3804 (0.3981) loss_class_1_hybrid: 0.6808 (0.7095) loss_bbox_1_hybrid: 0.1591 (0.1755) loss_giou_1_hybrid: 0.3721 (0.3908) loss_class_2_hybrid: 0.6794 (0.6954) loss_bbox_2_hybrid: 0.1608 (0.1730) loss_giou_2_hybrid: 0.3655 (0.3868) loss_class_3_hybrid: 0.6662 (0.6857) loss_bbox_3_hybrid: 0.1556 (0.1729) loss_giou_3_hybrid: 0.3616 (0.3860) loss_class_4_hybrid: 0.6612 (0.6814) loss_bbox_4_hybrid: 0.1548 (0.1730) loss_giou_4_hybrid: 0.3645 (0.3859) loss_class_enc_hybrid: 0.6966 (0.7367) loss_bbox_enc_hybrid: 0.1881 (0.2055) loss_giou_enc_hybrid: 0.4121 (0.4414) mem: 1033 max mem: 36965 [2024-01-16 07:03:24 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:04:16 det.util.engine] INFO: Epoch: [11] [10050/11727] eta: 0:29:35 lr: 0.000010 data_time: 0.0031 iter_time: 1.0441 loss: 24.2656 (24.0046) loss_class: 0.6584 (0.6812) loss_bbox: 0.1538 (0.1620) loss_giou: 0.3846 (0.3601) loss_class_0: 0.7865 (0.8335) loss_bbox_0: 0.1500 (0.1621) loss_giou_0: 0.3926 (0.3640) loss_class_1: 0.6920 (0.7268) loss_bbox_1: 0.1562 (0.1635) loss_giou_1: 0.3881 (0.3633) loss_class_2: 0.6550 (0.7036) loss_bbox_2: 0.1557 (0.1618) loss_giou_2: 0.3883 (0.3609) loss_class_3: 0.6687 (0.6895) loss_bbox_3: 0.1540 (0.1618) loss_giou_3: 0.3921 (0.3603) loss_class_4: 0.6620 (0.6831) loss_bbox_4: 0.1554 (0.1619) loss_giou_4: 0.3825 (0.3603) loss_class_enc: 0.7531 (0.7998) loss_bbox_enc: 0.1731 (0.1851) loss_giou_enc: 0.4207 (0.3995) loss_class_dn: 0.3588 (0.3556) loss_bbox_dn: 0.1929 (0.2189) loss_giou_dn: 0.4013 (0.3869) loss_class_dn_0: 0.4527 (0.4544) loss_bbox_dn_0: 0.2743 (0.3130) loss_giou_dn_0: 0.5147 (0.5023) loss_class_dn_1: 0.3791 (0.3850) loss_bbox_dn_1: 0.2008 (0.2433) loss_giou_dn_1: 0.4281 (0.4186) loss_class_dn_2: 0.3668 (0.3646) loss_bbox_dn_2: 0.1954 (0.2231) loss_giou_dn_2: 0.4105 (0.3936) loss_class_dn_3: 0.3600 (0.3585) loss_bbox_dn_3: 0.1945 (0.2198) loss_giou_dn_3: 0.4029 (0.3884) loss_class_dn_4: 0.3591 (0.3560) loss_bbox_dn_4: 0.1929 (0.2189) loss_giou_dn_4: 0.4011 (0.3869) loss_class_hybrid: 0.6673 (0.6801) loss_bbox_hybrid: 0.1683 (0.1730) loss_giou_hybrid: 0.4121 (0.3857) loss_class_0_hybrid: 0.7210 (0.7572) loss_bbox_0_hybrid: 0.1679 (0.1788) loss_giou_0_hybrid: 0.4275 (0.3982) loss_class_1_hybrid: 0.7002 (0.7095) loss_bbox_1_hybrid: 0.1695 (0.1755) loss_giou_1_hybrid: 0.4176 (0.3909) loss_class_2_hybrid: 0.6843 (0.6954) loss_bbox_2_hybrid: 0.1690 (0.1731) loss_giou_2_hybrid: 0.4122 (0.3869) loss_class_3_hybrid: 0.6783 (0.6856) loss_bbox_3_hybrid: 0.1664 (0.1729) loss_giou_3_hybrid: 0.4109 (0.3861) loss_class_4_hybrid: 0.6667 (0.6813) loss_bbox_4_hybrid: 0.1694 (0.1730) loss_giou_4_hybrid: 0.4146 (0.3860) loss_class_enc_hybrid: 0.7220 (0.7366) loss_bbox_enc_hybrid: 0.1957 (0.2056) loss_giou_enc_hybrid: 0.4625 (0.4415) mem: 1028 max mem: 36965 [2024-01-16 07:04:16 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:05:08 det.util.engine] INFO: Epoch: [11] [10100/11727] eta: 0:28:42 lr: 0.000010 data_time: 0.0033 iter_time: 1.0370 loss: 23.6584 (24.0052) loss_class: 0.6789 (0.6813) loss_bbox: 0.1463 (0.1620) loss_giou: 0.3338 (0.3600) loss_class_0: 0.8260 (0.8337) loss_bbox_0: 0.1523 (0.1621) loss_giou_0: 0.3330 (0.3639) loss_class_1: 0.7392 (0.7269) loss_bbox_1: 0.1546 (0.1635) loss_giou_1: 0.3331 (0.3632) loss_class_2: 0.7138 (0.7037) loss_bbox_2: 0.1509 (0.1618) loss_giou_2: 0.3460 (0.3608) loss_class_3: 0.6857 (0.6896) loss_bbox_3: 0.1505 (0.1618) loss_giou_3: 0.3499 (0.3602) loss_class_4: 0.6917 (0.6832) loss_bbox_4: 0.1482 (0.1619) loss_giou_4: 0.3340 (0.3601) loss_class_enc: 0.7834 (0.8000) loss_bbox_enc: 0.1797 (0.1851) loss_giou_enc: 0.3955 (0.3994) loss_class_dn: 0.3554 (0.3556) loss_bbox_dn: 0.2081 (0.2190) loss_giou_dn: 0.3817 (0.3868) loss_class_dn_0: 0.4503 (0.4544) loss_bbox_dn_0: 0.3062 (0.3131) loss_giou_dn_0: 0.4940 (0.5022) loss_class_dn_1: 0.3821 (0.3850) loss_bbox_dn_1: 0.2317 (0.2434) loss_giou_dn_1: 0.4095 (0.4185) loss_class_dn_2: 0.3629 (0.3646) loss_bbox_dn_2: 0.2150 (0.2232) loss_giou_dn_2: 0.3958 (0.3935) loss_class_dn_3: 0.3584 (0.3585) loss_bbox_dn_3: 0.2090 (0.2199) loss_giou_dn_3: 0.3861 (0.3884) loss_class_dn_4: 0.3566 (0.3560) loss_bbox_dn_4: 0.2079 (0.2190) loss_giou_dn_4: 0.3818 (0.3868) loss_class_hybrid: 0.6619 (0.6802) loss_bbox_hybrid: 0.1594 (0.1730) loss_giou_hybrid: 0.3574 (0.3856) loss_class_0_hybrid: 0.7278 (0.7573) loss_bbox_0_hybrid: 0.1731 (0.1788) loss_giou_0_hybrid: 0.3708 (0.3981) loss_class_1_hybrid: 0.6950 (0.7096) loss_bbox_1_hybrid: 0.1648 (0.1755) loss_giou_1_hybrid: 0.3596 (0.3908) loss_class_2_hybrid: 0.6799 (0.6955) loss_bbox_2_hybrid: 0.1590 (0.1731) loss_giou_2_hybrid: 0.3551 (0.3868) loss_class_3_hybrid: 0.6649 (0.6858) loss_bbox_3_hybrid: 0.1604 (0.1729) loss_giou_3_hybrid: 0.3522 (0.3860) loss_class_4_hybrid: 0.6661 (0.6814) loss_bbox_4_hybrid: 0.1609 (0.1730) loss_giou_4_hybrid: 0.3529 (0.3859) loss_class_enc_hybrid: 0.7335 (0.7367) loss_bbox_enc_hybrid: 0.2041 (0.2056) loss_giou_enc_hybrid: 0.4246 (0.4415) mem: 1025 max mem: 36965 [2024-01-16 07:05:08 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:06:01 det.util.engine] INFO: Epoch: [11] [10150/11727] eta: 0:27:49 lr: 0.000010 data_time: 0.0033 iter_time: 1.0524 loss: 23.5673 (24.0046) loss_class: 0.6494 (0.6813) loss_bbox: 0.1513 (0.1620) loss_giou: 0.3575 (0.3600) loss_class_0: 0.8034 (0.8336) loss_bbox_0: 0.1389 (0.1621) loss_giou_0: 0.3622 (0.3639) loss_class_1: 0.6899 (0.7269) loss_bbox_1: 0.1551 (0.1635) loss_giou_1: 0.3530 (0.3632) loss_class_2: 0.6739 (0.7037) loss_bbox_2: 0.1522 (0.1617) loss_giou_2: 0.3555 (0.3607) loss_class_3: 0.6568 (0.6896) loss_bbox_3: 0.1513 (0.1618) loss_giou_3: 0.3560 (0.3601) loss_class_4: 0.6543 (0.6832) loss_bbox_4: 0.1514 (0.1619) loss_giou_4: 0.3568 (0.3601) loss_class_enc: 0.7575 (0.7999) loss_bbox_enc: 0.1746 (0.1851) loss_giou_enc: 0.4094 (0.3994) loss_class_dn: 0.3583 (0.3556) loss_bbox_dn: 0.2126 (0.2190) loss_giou_dn: 0.4122 (0.3868) loss_class_dn_0: 0.4570 (0.4544) loss_bbox_dn_0: 0.3306 (0.3131) loss_giou_dn_0: 0.5218 (0.5023) loss_class_dn_1: 0.3852 (0.3850) loss_bbox_dn_1: 0.2395 (0.2434) loss_giou_dn_1: 0.4309 (0.4185) loss_class_dn_2: 0.3680 (0.3647) loss_bbox_dn_2: 0.2168 (0.2232) loss_giou_dn_2: 0.4202 (0.3935) loss_class_dn_3: 0.3619 (0.3585) loss_bbox_dn_3: 0.2140 (0.2199) loss_giou_dn_3: 0.4136 (0.3884) loss_class_dn_4: 0.3609 (0.3560) loss_bbox_dn_4: 0.2125 (0.2190) loss_giou_dn_4: 0.4123 (0.3868) loss_class_hybrid: 0.6462 (0.6802) loss_bbox_hybrid: 0.1704 (0.1730) loss_giou_hybrid: 0.3906 (0.3856) loss_class_0_hybrid: 0.7068 (0.7572) loss_bbox_0_hybrid: 0.1785 (0.1788) loss_giou_0_hybrid: 0.3997 (0.3981) loss_class_1_hybrid: 0.6548 (0.7096) loss_bbox_1_hybrid: 0.1694 (0.1755) loss_giou_1_hybrid: 0.3895 (0.3908) loss_class_2_hybrid: 0.6508 (0.6955) loss_bbox_2_hybrid: 0.1705 (0.1731) loss_giou_2_hybrid: 0.3887 (0.3868) loss_class_3_hybrid: 0.6400 (0.6857) loss_bbox_3_hybrid: 0.1676 (0.1729) loss_giou_3_hybrid: 0.3900 (0.3860) loss_class_4_hybrid: 0.6456 (0.6814) loss_bbox_4_hybrid: 0.1698 (0.1730) loss_giou_4_hybrid: 0.3882 (0.3858) loss_class_enc_hybrid: 0.6900 (0.7366) loss_bbox_enc_hybrid: 0.1928 (0.2056) loss_giou_enc_hybrid: 0.4484 (0.4414) mem: 1017 max mem: 36965 [2024-01-16 07:06:01 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:06:51 det.util.engine] INFO: Epoch: [11] [10200/11727] eta: 0:26:56 lr: 0.000010 data_time: 0.0034 iter_time: 1.0089 loss: 23.3532 (24.0023) loss_class: 0.6464 (0.6812) loss_bbox: 0.1615 (0.1620) loss_giou: 0.3742 (0.3599) loss_class_0: 0.7909 (0.8336) loss_bbox_0: 0.1592 (0.1621) loss_giou_0: 0.3657 (0.3639) loss_class_1: 0.6947 (0.7268) loss_bbox_1: 0.1636 (0.1635) loss_giou_1: 0.3663 (0.3632) loss_class_2: 0.6734 (0.7037) loss_bbox_2: 0.1642 (0.1617) loss_giou_2: 0.3847 (0.3607) loss_class_3: 0.6536 (0.6896) loss_bbox_3: 0.1630 (0.1618) loss_giou_3: 0.3790 (0.3601) loss_class_4: 0.6578 (0.6832) loss_bbox_4: 0.1589 (0.1619) loss_giou_4: 0.3834 (0.3601) loss_class_enc: 0.7575 (0.7998) loss_bbox_enc: 0.1739 (0.1851) loss_giou_enc: 0.3998 (0.3993) loss_class_dn: 0.3478 (0.3556) loss_bbox_dn: 0.1852 (0.2190) loss_giou_dn: 0.3832 (0.3868) loss_class_dn_0: 0.4381 (0.4544) loss_bbox_dn_0: 0.2811 (0.3131) loss_giou_dn_0: 0.4984 (0.5022) loss_class_dn_1: 0.3762 (0.3850) loss_bbox_dn_1: 0.2093 (0.2434) loss_giou_dn_1: 0.4237 (0.4185) loss_class_dn_2: 0.3569 (0.3646) loss_bbox_dn_2: 0.1881 (0.2231) loss_giou_dn_2: 0.3926 (0.3935) loss_class_dn_3: 0.3515 (0.3585) loss_bbox_dn_3: 0.1869 (0.2198) loss_giou_dn_3: 0.3845 (0.3883) loss_class_dn_4: 0.3480 (0.3560) loss_bbox_dn_4: 0.1853 (0.2190) loss_giou_dn_4: 0.3832 (0.3868) loss_class_hybrid: 0.6430 (0.6801) loss_bbox_hybrid: 0.1645 (0.1729) loss_giou_hybrid: 0.4057 (0.3856) loss_class_0_hybrid: 0.7352 (0.7572) loss_bbox_0_hybrid: 0.1749 (0.1788) loss_giou_0_hybrid: 0.4203 (0.3980) loss_class_1_hybrid: 0.6769 (0.7095) loss_bbox_1_hybrid: 0.1659 (0.1755) loss_giou_1_hybrid: 0.4165 (0.3907) loss_class_2_hybrid: 0.6694 (0.6954) loss_bbox_2_hybrid: 0.1644 (0.1730) loss_giou_2_hybrid: 0.4071 (0.3868) loss_class_3_hybrid: 0.6600 (0.6857) loss_bbox_3_hybrid: 0.1652 (0.1729) loss_giou_3_hybrid: 0.4095 (0.3859) loss_class_4_hybrid: 0.6469 (0.6813) loss_bbox_4_hybrid: 0.1656 (0.1730) loss_giou_4_hybrid: 0.4055 (0.3858) loss_class_enc_hybrid: 0.7011 (0.7366) loss_bbox_enc_hybrid: 0.1913 (0.2056) loss_giou_enc_hybrid: 0.4613 (0.4414) mem: 1013 max mem: 36965 [2024-01-16 07:06:52 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:07:44 det.util.engine] INFO: Epoch: [11] [10250/11727] eta: 0:26:03 lr: 0.000010 data_time: 0.0034 iter_time: 1.0568 loss: 24.6327 (24.0029) loss_class: 0.6836 (0.6813) loss_bbox: 0.1578 (0.1620) loss_giou: 0.3475 (0.3600) loss_class_0: 0.8453 (0.8336) loss_bbox_0: 0.1584 (0.1621) loss_giou_0: 0.3813 (0.3639) loss_class_1: 0.7306 (0.7268) loss_bbox_1: 0.1568 (0.1635) loss_giou_1: 0.3863 (0.3632) loss_class_2: 0.7177 (0.7037) loss_bbox_2: 0.1569 (0.1618) loss_giou_2: 0.3490 (0.3607) loss_class_3: 0.6967 (0.6896) loss_bbox_3: 0.1567 (0.1618) loss_giou_3: 0.3544 (0.3601) loss_class_4: 0.6854 (0.6832) loss_bbox_4: 0.1498 (0.1619) loss_giou_4: 0.3475 (0.3601) loss_class_enc: 0.7863 (0.7998) loss_bbox_enc: 0.1819 (0.1851) loss_giou_enc: 0.4068 (0.3994) loss_class_dn: 0.3632 (0.3556) loss_bbox_dn: 0.2155 (0.2190) loss_giou_dn: 0.3914 (0.3868) loss_class_dn_0: 0.4523 (0.4544) loss_bbox_dn_0: 0.3138 (0.3131) loss_giou_dn_0: 0.5130 (0.5022) loss_class_dn_1: 0.3929 (0.3850) loss_bbox_dn_1: 0.2488 (0.2433) loss_giou_dn_1: 0.4212 (0.4185) loss_class_dn_2: 0.3744 (0.3647) loss_bbox_dn_2: 0.2233 (0.2231) loss_giou_dn_2: 0.3938 (0.3935) loss_class_dn_3: 0.3647 (0.3585) loss_bbox_dn_3: 0.2142 (0.2198) loss_giou_dn_3: 0.3923 (0.3883) loss_class_dn_4: 0.3603 (0.3560) loss_bbox_dn_4: 0.2155 (0.2190) loss_giou_dn_4: 0.3914 (0.3868) loss_class_hybrid: 0.6796 (0.6801) loss_bbox_hybrid: 0.1696 (0.1729) loss_giou_hybrid: 0.3751 (0.3856) loss_class_0_hybrid: 0.7537 (0.7572) loss_bbox_0_hybrid: 0.1792 (0.1788) loss_giou_0_hybrid: 0.3940 (0.3980) loss_class_1_hybrid: 0.7062 (0.7095) loss_bbox_1_hybrid: 0.1644 (0.1755) loss_giou_1_hybrid: 0.3793 (0.3907) loss_class_2_hybrid: 0.6820 (0.6954) loss_bbox_2_hybrid: 0.1662 (0.1730) loss_giou_2_hybrid: 0.3740 (0.3868) loss_class_3_hybrid: 0.6858 (0.6857) loss_bbox_3_hybrid: 0.1669 (0.1729) loss_giou_3_hybrid: 0.3759 (0.3859) loss_class_4_hybrid: 0.6789 (0.6814) loss_bbox_4_hybrid: 0.1667 (0.1730) loss_giou_4_hybrid: 0.3786 (0.3858) loss_class_enc_hybrid: 0.7164 (0.7366) loss_bbox_enc_hybrid: 0.2041 (0.2055) loss_giou_enc_hybrid: 0.4398 (0.4414) mem: 1033 max mem: 36965 [2024-01-16 07:07:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:08:37 det.util.engine] INFO: Epoch: [11] [10300/11727] eta: 0:25:10 lr: 0.000010 data_time: 0.0029 iter_time: 1.0573 loss: 23.1151 (24.0029) loss_class: 0.6320 (0.6812) loss_bbox: 0.1443 (0.1620) loss_giou: 0.3967 (0.3600) loss_class_0: 0.7864 (0.8336) loss_bbox_0: 0.1466 (0.1621) loss_giou_0: 0.3888 (0.3639) loss_class_1: 0.6770 (0.7268) loss_bbox_1: 0.1446 (0.1635) loss_giou_1: 0.3871 (0.3632) loss_class_2: 0.6654 (0.7036) loss_bbox_2: 0.1431 (0.1618) loss_giou_2: 0.3975 (0.3608) loss_class_3: 0.6318 (0.6896) loss_bbox_3: 0.1442 (0.1618) loss_giou_3: 0.3932 (0.3601) loss_class_4: 0.6196 (0.6832) loss_bbox_4: 0.1474 (0.1619) loss_giou_4: 0.3927 (0.3601) loss_class_enc: 0.7637 (0.7997) loss_bbox_enc: 0.1850 (0.1851) loss_giou_enc: 0.4118 (0.3994) loss_class_dn: 0.3507 (0.3556) loss_bbox_dn: 0.1720 (0.2189) loss_giou_dn: 0.4024 (0.3868) loss_class_dn_0: 0.4574 (0.4544) loss_bbox_dn_0: 0.2567 (0.3131) loss_giou_dn_0: 0.5181 (0.5023) loss_class_dn_1: 0.3898 (0.3850) loss_bbox_dn_1: 0.2024 (0.2433) loss_giou_dn_1: 0.4368 (0.4185) loss_class_dn_2: 0.3642 (0.3647) loss_bbox_dn_2: 0.1787 (0.2231) loss_giou_dn_2: 0.4131 (0.3935) loss_class_dn_3: 0.3523 (0.3585) loss_bbox_dn_3: 0.1721 (0.2198) loss_giou_dn_3: 0.4047 (0.3884) loss_class_dn_4: 0.3496 (0.3560) loss_bbox_dn_4: 0.1720 (0.2189) loss_giou_dn_4: 0.4026 (0.3868) loss_class_hybrid: 0.6298 (0.6801) loss_bbox_hybrid: 0.1594 (0.1729) loss_giou_hybrid: 0.4270 (0.3856) loss_class_0_hybrid: 0.7027 (0.7571) loss_bbox_0_hybrid: 0.1642 (0.1788) loss_giou_0_hybrid: 0.4288 (0.3981) loss_class_1_hybrid: 0.6564 (0.7095) loss_bbox_1_hybrid: 0.1662 (0.1755) loss_giou_1_hybrid: 0.4311 (0.3908) loss_class_2_hybrid: 0.6477 (0.6954) loss_bbox_2_hybrid: 0.1599 (0.1730) loss_giou_2_hybrid: 0.4299 (0.3868) loss_class_3_hybrid: 0.6322 (0.6857) loss_bbox_3_hybrid: 0.1594 (0.1729) loss_giou_3_hybrid: 0.4271 (0.3860) loss_class_4_hybrid: 0.6308 (0.6813) loss_bbox_4_hybrid: 0.1587 (0.1730) loss_giou_4_hybrid: 0.4269 (0.3858) loss_class_enc_hybrid: 0.7050 (0.7365) loss_bbox_enc_hybrid: 0.1874 (0.2055) loss_giou_enc_hybrid: 0.4592 (0.4414) mem: 1022 max mem: 36965 [2024-01-16 07:08:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:09:29 det.util.engine] INFO: Epoch: [11] [10350/11727] eta: 0:24:17 lr: 0.000010 data_time: 0.0032 iter_time: 1.0255 loss: 23.5659 (23.9997) loss_class: 0.6599 (0.6812) loss_bbox: 0.1617 (0.1620) loss_giou: 0.3489 (0.3599) loss_class_0: 0.8111 (0.8335) loss_bbox_0: 0.1512 (0.1621) loss_giou_0: 0.3394 (0.3638) loss_class_1: 0.7360 (0.7267) loss_bbox_1: 0.1521 (0.1634) loss_giou_1: 0.3405 (0.3631) loss_class_2: 0.7029 (0.7036) loss_bbox_2: 0.1642 (0.1617) loss_giou_2: 0.3530 (0.3607) loss_class_3: 0.6706 (0.6895) loss_bbox_3: 0.1640 (0.1618) loss_giou_3: 0.3548 (0.3601) loss_class_4: 0.6614 (0.6831) loss_bbox_4: 0.1584 (0.1619) loss_giou_4: 0.3454 (0.3600) loss_class_enc: 0.8038 (0.7997) loss_bbox_enc: 0.1713 (0.1851) loss_giou_enc: 0.3789 (0.3993) loss_class_dn: 0.3532 (0.3556) loss_bbox_dn: 0.2039 (0.2189) loss_giou_dn: 0.3812 (0.3867) loss_class_dn_0: 0.4567 (0.4544) loss_bbox_dn_0: 0.2753 (0.3130) loss_giou_dn_0: 0.4798 (0.5021) loss_class_dn_1: 0.3837 (0.3850) loss_bbox_dn_1: 0.2203 (0.2433) loss_giou_dn_1: 0.4054 (0.4184) loss_class_dn_2: 0.3654 (0.3647) loss_bbox_dn_2: 0.2046 (0.2231) loss_giou_dn_2: 0.3834 (0.3934) loss_class_dn_3: 0.3604 (0.3585) loss_bbox_dn_3: 0.2027 (0.2198) loss_giou_dn_3: 0.3809 (0.3883) loss_class_dn_4: 0.3558 (0.3560) loss_bbox_dn_4: 0.2039 (0.2189) loss_giou_dn_4: 0.3812 (0.3867) loss_class_hybrid: 0.6868 (0.6800) loss_bbox_hybrid: 0.1681 (0.1729) loss_giou_hybrid: 0.3602 (0.3855) loss_class_0_hybrid: 0.7542 (0.7570) loss_bbox_0_hybrid: 0.1802 (0.1788) loss_giou_0_hybrid: 0.3736 (0.3980) loss_class_1_hybrid: 0.7125 (0.7094) loss_bbox_1_hybrid: 0.1709 (0.1755) loss_giou_1_hybrid: 0.3683 (0.3907) loss_class_2_hybrid: 0.6926 (0.6953) loss_bbox_2_hybrid: 0.1692 (0.1730) loss_giou_2_hybrid: 0.3641 (0.3867) loss_class_3_hybrid: 0.6825 (0.6856) loss_bbox_3_hybrid: 0.1670 (0.1729) loss_giou_3_hybrid: 0.3610 (0.3859) loss_class_4_hybrid: 0.6764 (0.6813) loss_bbox_4_hybrid: 0.1678 (0.1730) loss_giou_4_hybrid: 0.3601 (0.3857) loss_class_enc_hybrid: 0.7326 (0.7365) loss_bbox_enc_hybrid: 0.2000 (0.2055) loss_giou_enc_hybrid: 0.4257 (0.4413) mem: 1009 max mem: 36965 [2024-01-16 07:09:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:10:21 det.util.engine] INFO: Epoch: [11] [10400/11727] eta: 0:23:24 lr: 0.000010 data_time: 0.0033 iter_time: 1.0386 loss: 24.1066 (24.0003) loss_class: 0.6705 (0.6812) loss_bbox: 0.1699 (0.1620) loss_giou: 0.3342 (0.3599) loss_class_0: 0.8227 (0.8335) loss_bbox_0: 0.1628 (0.1621) loss_giou_0: 0.3310 (0.3639) loss_class_1: 0.7148 (0.7268) loss_bbox_1: 0.1682 (0.1634) loss_giou_1: 0.3333 (0.3631) loss_class_2: 0.6913 (0.7036) loss_bbox_2: 0.1666 (0.1618) loss_giou_2: 0.3322 (0.3607) loss_class_3: 0.6814 (0.6895) loss_bbox_3: 0.1663 (0.1618) loss_giou_3: 0.3360 (0.3601) loss_class_4: 0.6713 (0.6832) loss_bbox_4: 0.1692 (0.1619) loss_giou_4: 0.3370 (0.3600) loss_class_enc: 0.7758 (0.7997) loss_bbox_enc: 0.1969 (0.1851) loss_giou_enc: 0.3694 (0.3993) loss_class_dn: 0.3521 (0.3556) loss_bbox_dn: 0.2316 (0.2189) loss_giou_dn: 0.3674 (0.3867) loss_class_dn_0: 0.4461 (0.4544) loss_bbox_dn_0: 0.3275 (0.3130) loss_giou_dn_0: 0.4769 (0.5022) loss_class_dn_1: 0.3782 (0.3850) loss_bbox_dn_1: 0.2517 (0.2433) loss_giou_dn_1: 0.4011 (0.4184) loss_class_dn_2: 0.3609 (0.3647) loss_bbox_dn_2: 0.2331 (0.2231) loss_giou_dn_2: 0.3761 (0.3934) loss_class_dn_3: 0.3523 (0.3585) loss_bbox_dn_3: 0.2316 (0.2198) loss_giou_dn_3: 0.3708 (0.3883) loss_class_dn_4: 0.3510 (0.3560) loss_bbox_dn_4: 0.2316 (0.2189) loss_giou_dn_4: 0.3674 (0.3867) loss_class_hybrid: 0.6766 (0.6801) loss_bbox_hybrid: 0.1764 (0.1729) loss_giou_hybrid: 0.3562 (0.3855) loss_class_0_hybrid: 0.7429 (0.7570) loss_bbox_0_hybrid: 0.1827 (0.1788) loss_giou_0_hybrid: 0.3791 (0.3980) loss_class_1_hybrid: 0.6973 (0.7094) loss_bbox_1_hybrid: 0.1794 (0.1755) loss_giou_1_hybrid: 0.3711 (0.3907) loss_class_2_hybrid: 0.6899 (0.6953) loss_bbox_2_hybrid: 0.1763 (0.1730) loss_giou_2_hybrid: 0.3584 (0.3867) loss_class_3_hybrid: 0.6820 (0.6856) loss_bbox_3_hybrid: 0.1759 (0.1729) loss_giou_3_hybrid: 0.3561 (0.3859) loss_class_4_hybrid: 0.6745 (0.6813) loss_bbox_4_hybrid: 0.1767 (0.1730) loss_giou_4_hybrid: 0.3571 (0.3858) loss_class_enc_hybrid: 0.7219 (0.7365) loss_bbox_enc_hybrid: 0.2083 (0.2055) loss_giou_enc_hybrid: 0.4114 (0.4413) mem: 1017 max mem: 36965 [2024-01-16 07:10:21 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:11:12 det.util.engine] INFO: Epoch: [11] [10450/11727] eta: 0:22:31 lr: 0.000010 data_time: 0.0032 iter_time: 1.0346 loss: 23.8698 (23.9999) loss_class: 0.7004 (0.6812) loss_bbox: 0.1776 (0.1620) loss_giou: 0.3623 (0.3599) loss_class_0: 0.8398 (0.8335) loss_bbox_0: 0.1770 (0.1621) loss_giou_0: 0.3693 (0.3638) loss_class_1: 0.7445 (0.7268) loss_bbox_1: 0.1746 (0.1635) loss_giou_1: 0.3615 (0.3631) loss_class_2: 0.7186 (0.7036) loss_bbox_2: 0.1741 (0.1618) loss_giou_2: 0.3608 (0.3606) loss_class_3: 0.7092 (0.6895) loss_bbox_3: 0.1736 (0.1618) loss_giou_3: 0.3635 (0.3600) loss_class_4: 0.6969 (0.6831) loss_bbox_4: 0.1715 (0.1619) loss_giou_4: 0.3622 (0.3600) loss_class_enc: 0.8292 (0.7997) loss_bbox_enc: 0.1838 (0.1851) loss_giou_enc: 0.3874 (0.3993) loss_class_dn: 0.3506 (0.3555) loss_bbox_dn: 0.2093 (0.2189) loss_giou_dn: 0.3826 (0.3867) loss_class_dn_0: 0.4496 (0.4543) loss_bbox_dn_0: 0.3033 (0.3131) loss_giou_dn_0: 0.4915 (0.5021) loss_class_dn_1: 0.3805 (0.3850) loss_bbox_dn_1: 0.2485 (0.2433) loss_giou_dn_1: 0.4136 (0.4184) loss_class_dn_2: 0.3577 (0.3646) loss_bbox_dn_2: 0.2171 (0.2231) loss_giou_dn_2: 0.3892 (0.3934) loss_class_dn_3: 0.3521 (0.3584) loss_bbox_dn_3: 0.2116 (0.2198) loss_giou_dn_3: 0.3839 (0.3883) loss_class_dn_4: 0.3523 (0.3560) loss_bbox_dn_4: 0.2095 (0.2189) loss_giou_dn_4: 0.3826 (0.3867) loss_class_hybrid: 0.6823 (0.6800) loss_bbox_hybrid: 0.1664 (0.1730) loss_giou_hybrid: 0.3785 (0.3854) loss_class_0_hybrid: 0.7684 (0.7570) loss_bbox_0_hybrid: 0.1786 (0.1789) loss_giou_0_hybrid: 0.4019 (0.3979) loss_class_1_hybrid: 0.7052 (0.7094) loss_bbox_1_hybrid: 0.1742 (0.1756) loss_giou_1_hybrid: 0.3852 (0.3906) loss_class_2_hybrid: 0.6879 (0.6953) loss_bbox_2_hybrid: 0.1645 (0.1731) loss_giou_2_hybrid: 0.3794 (0.3867) loss_class_3_hybrid: 0.6872 (0.6856) loss_bbox_3_hybrid: 0.1669 (0.1729) loss_giou_3_hybrid: 0.3776 (0.3858) loss_class_4_hybrid: 0.6785 (0.6813) loss_bbox_4_hybrid: 0.1728 (0.1730) loss_giou_4_hybrid: 0.3787 (0.3857) loss_class_enc_hybrid: 0.7554 (0.7365) loss_bbox_enc_hybrid: 0.1989 (0.2056) loss_giou_enc_hybrid: 0.4503 (0.4413) mem: 1022 max mem: 36965 [2024-01-16 07:11:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:12:05 det.util.engine] INFO: Epoch: [11] [10500/11727] eta: 0:21:38 lr: 0.000010 data_time: 0.0035 iter_time: 1.0289 loss: 24.4757 (24.0019) loss_class: 0.7294 (0.6813) loss_bbox: 0.1485 (0.1620) loss_giou: 0.3543 (0.3599) loss_class_0: 0.8666 (0.8336) loss_bbox_0: 0.1558 (0.1621) loss_giou_0: 0.3579 (0.3638) loss_class_1: 0.7713 (0.7269) loss_bbox_1: 0.1555 (0.1635) loss_giou_1: 0.3577 (0.3631) loss_class_2: 0.7456 (0.7037) loss_bbox_2: 0.1521 (0.1618) loss_giou_2: 0.3490 (0.3606) loss_class_3: 0.7383 (0.6896) loss_bbox_3: 0.1488 (0.1619) loss_giou_3: 0.3556 (0.3600) loss_class_4: 0.7292 (0.6832) loss_bbox_4: 0.1486 (0.1620) loss_giou_4: 0.3542 (0.3600) loss_class_enc: 0.8402 (0.7998) loss_bbox_enc: 0.1770 (0.1851) loss_giou_enc: 0.4049 (0.3993) loss_class_dn: 0.3605 (0.3556) loss_bbox_dn: 0.2048 (0.2189) loss_giou_dn: 0.4083 (0.3868) loss_class_dn_0: 0.4602 (0.4544) loss_bbox_dn_0: 0.2928 (0.3131) loss_giou_dn_0: 0.5167 (0.5022) loss_class_dn_1: 0.3929 (0.3850) loss_bbox_dn_1: 0.2267 (0.2433) loss_giou_dn_1: 0.4346 (0.4185) loss_class_dn_2: 0.3702 (0.3647) loss_bbox_dn_2: 0.2087 (0.2231) loss_giou_dn_2: 0.4152 (0.3935) loss_class_dn_3: 0.3624 (0.3585) loss_bbox_dn_3: 0.2064 (0.2198) loss_giou_dn_3: 0.4103 (0.3883) loss_class_dn_4: 0.3602 (0.3560) loss_bbox_dn_4: 0.2047 (0.2190) loss_giou_dn_4: 0.4082 (0.3867) loss_class_hybrid: 0.7090 (0.6801) loss_bbox_hybrid: 0.1555 (0.1730) loss_giou_hybrid: 0.3785 (0.3855) loss_class_0_hybrid: 0.7884 (0.7571) loss_bbox_0_hybrid: 0.1736 (0.1789) loss_giou_0_hybrid: 0.3854 (0.3979) loss_class_1_hybrid: 0.7340 (0.7095) loss_bbox_1_hybrid: 0.1602 (0.1756) loss_giou_1_hybrid: 0.3820 (0.3907) loss_class_2_hybrid: 0.7242 (0.6954) loss_bbox_2_hybrid: 0.1591 (0.1731) loss_giou_2_hybrid: 0.3800 (0.3867) loss_class_3_hybrid: 0.7165 (0.6857) loss_bbox_3_hybrid: 0.1563 (0.1730) loss_giou_3_hybrid: 0.3791 (0.3858) loss_class_4_hybrid: 0.7185 (0.6813) loss_bbox_4_hybrid: 0.1550 (0.1730) loss_giou_4_hybrid: 0.3796 (0.3857) loss_class_enc_hybrid: 0.7625 (0.7366) loss_bbox_enc_hybrid: 0.1991 (0.2056) loss_giou_enc_hybrid: 0.4267 (0.4413) mem: 1022 max mem: 36965 [2024-01-16 07:12:05 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:12:57 det.util.engine] INFO: Epoch: [11] [10550/11727] eta: 0:20:45 lr: 0.000010 data_time: 0.0033 iter_time: 1.0407 loss: 23.6543 (24.0031) loss_class: 0.6789 (0.6813) loss_bbox: 0.1524 (0.1620) loss_giou: 0.3533 (0.3599) loss_class_0: 0.8182 (0.8336) loss_bbox_0: 0.1513 (0.1621) loss_giou_0: 0.3603 (0.3638) loss_class_1: 0.7280 (0.7269) loss_bbox_1: 0.1519 (0.1635) loss_giou_1: 0.3482 (0.3631) loss_class_2: 0.7043 (0.7038) loss_bbox_2: 0.1518 (0.1618) loss_giou_2: 0.3506 (0.3607) loss_class_3: 0.6974 (0.6897) loss_bbox_3: 0.1517 (0.1618) loss_giou_3: 0.3546 (0.3601) loss_class_4: 0.6806 (0.6833) loss_bbox_4: 0.1524 (0.1619) loss_giou_4: 0.3535 (0.3600) loss_class_enc: 0.7630 (0.7998) loss_bbox_enc: 0.1727 (0.1851) loss_giou_enc: 0.4065 (0.3993) loss_class_dn: 0.3504 (0.3556) loss_bbox_dn: 0.1925 (0.2190) loss_giou_dn: 0.3727 (0.3868) loss_class_dn_0: 0.4575 (0.4544) loss_bbox_dn_0: 0.2891 (0.3131) loss_giou_dn_0: 0.4904 (0.5022) loss_class_dn_1: 0.3845 (0.3851) loss_bbox_dn_1: 0.2178 (0.2434) loss_giou_dn_1: 0.4069 (0.4185) loss_class_dn_2: 0.3634 (0.3647) loss_bbox_dn_2: 0.1970 (0.2231) loss_giou_dn_2: 0.3779 (0.3935) loss_class_dn_3: 0.3550 (0.3585) loss_bbox_dn_3: 0.1935 (0.2198) loss_giou_dn_3: 0.3727 (0.3884) loss_class_dn_4: 0.3511 (0.3561) loss_bbox_dn_4: 0.1927 (0.2190) loss_giou_dn_4: 0.3727 (0.3868) loss_class_hybrid: 0.6771 (0.6801) loss_bbox_hybrid: 0.1614 (0.1730) loss_giou_hybrid: 0.3534 (0.3855) loss_class_0_hybrid: 0.7519 (0.7571) loss_bbox_0_hybrid: 0.1597 (0.1789) loss_giou_0_hybrid: 0.3642 (0.3980) loss_class_1_hybrid: 0.6933 (0.7095) loss_bbox_1_hybrid: 0.1654 (0.1756) loss_giou_1_hybrid: 0.3548 (0.3907) loss_class_2_hybrid: 0.6729 (0.6954) loss_bbox_2_hybrid: 0.1604 (0.1731) loss_giou_2_hybrid: 0.3514 (0.3867) loss_class_3_hybrid: 0.6857 (0.6857) loss_bbox_3_hybrid: 0.1643 (0.1730) loss_giou_3_hybrid: 0.3560 (0.3859) loss_class_4_hybrid: 0.6732 (0.6814) loss_bbox_4_hybrid: 0.1651 (0.1730) loss_giou_4_hybrid: 0.3537 (0.3858) loss_class_enc_hybrid: 0.7321 (0.7365) loss_bbox_enc_hybrid: 0.1855 (0.2056) loss_giou_enc_hybrid: 0.4244 (0.4413) mem: 1027 max mem: 36965 [2024-01-16 07:12:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:13:49 det.util.engine] INFO: Epoch: [11] [10600/11727] eta: 0:19:52 lr: 0.000010 data_time: 0.0032 iter_time: 1.0353 loss: 24.0413 (24.0020) loss_class: 0.6549 (0.6813) loss_bbox: 0.1652 (0.1620) loss_giou: 0.3711 (0.3600) loss_class_0: 0.8092 (0.8335) loss_bbox_0: 0.1629 (0.1621) loss_giou_0: 0.3816 (0.3639) loss_class_1: 0.7039 (0.7268) loss_bbox_1: 0.1679 (0.1635) loss_giou_1: 0.3801 (0.3632) loss_class_2: 0.6691 (0.7037) loss_bbox_2: 0.1597 (0.1618) loss_giou_2: 0.3763 (0.3607) loss_class_3: 0.6638 (0.6896) loss_bbox_3: 0.1640 (0.1618) loss_giou_3: 0.3752 (0.3601) loss_class_4: 0.6640 (0.6832) loss_bbox_4: 0.1640 (0.1619) loss_giou_4: 0.3711 (0.3601) loss_class_enc: 0.7646 (0.7997) loss_bbox_enc: 0.1746 (0.1851) loss_giou_enc: 0.4212 (0.3994) loss_class_dn: 0.3538 (0.3556) loss_bbox_dn: 0.2157 (0.2189) loss_giou_dn: 0.3953 (0.3868) loss_class_dn_0: 0.4475 (0.4544) loss_bbox_dn_0: 0.3019 (0.3131) loss_giou_dn_0: 0.5153 (0.5023) loss_class_dn_1: 0.3843 (0.3850) loss_bbox_dn_1: 0.2414 (0.2433) loss_giou_dn_1: 0.4262 (0.4185) loss_class_dn_2: 0.3647 (0.3647) loss_bbox_dn_2: 0.2235 (0.2231) loss_giou_dn_2: 0.3976 (0.3935) loss_class_dn_3: 0.3584 (0.3585) loss_bbox_dn_3: 0.2158 (0.2198) loss_giou_dn_3: 0.3959 (0.3884) loss_class_dn_4: 0.3534 (0.3561) loss_bbox_dn_4: 0.2157 (0.2189) loss_giou_dn_4: 0.3953 (0.3868) loss_class_hybrid: 0.6588 (0.6801) loss_bbox_hybrid: 0.1748 (0.1729) loss_giou_hybrid: 0.3971 (0.3855) loss_class_0_hybrid: 0.7411 (0.7570) loss_bbox_0_hybrid: 0.1792 (0.1788) loss_giou_0_hybrid: 0.4165 (0.3980) loss_class_1_hybrid: 0.6898 (0.7094) loss_bbox_1_hybrid: 0.1748 (0.1755) loss_giou_1_hybrid: 0.4034 (0.3907) loss_class_2_hybrid: 0.6661 (0.6953) loss_bbox_2_hybrid: 0.1747 (0.1730) loss_giou_2_hybrid: 0.3974 (0.3868) loss_class_3_hybrid: 0.6612 (0.6856) loss_bbox_3_hybrid: 0.1793 (0.1729) loss_giou_3_hybrid: 0.3913 (0.3859) loss_class_4_hybrid: 0.6546 (0.6813) loss_bbox_4_hybrid: 0.1799 (0.1730) loss_giou_4_hybrid: 0.3969 (0.3858) loss_class_enc_hybrid: 0.7049 (0.7365) loss_bbox_enc_hybrid: 0.1958 (0.2055) loss_giou_enc_hybrid: 0.4612 (0.4414) mem: 1036 max mem: 36965 [2024-01-16 07:13:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:14:42 det.util.engine] INFO: Epoch: [11] [10650/11727] eta: 0:18:59 lr: 0.000010 data_time: 0.0031 iter_time: 1.0306 loss: 24.0090 (24.0014) loss_class: 0.6667 (0.6812) loss_bbox: 0.1461 (0.1620) loss_giou: 0.3607 (0.3600) loss_class_0: 0.7712 (0.8334) loss_bbox_0: 0.1393 (0.1621) loss_giou_0: 0.3582 (0.3639) loss_class_1: 0.6808 (0.7268) loss_bbox_1: 0.1449 (0.1635) loss_giou_1: 0.3594 (0.3632) loss_class_2: 0.6699 (0.7036) loss_bbox_2: 0.1358 (0.1617) loss_giou_2: 0.3619 (0.3608) loss_class_3: 0.6815 (0.6895) loss_bbox_3: 0.1456 (0.1618) loss_giou_3: 0.3631 (0.3602) loss_class_4: 0.6614 (0.6831) loss_bbox_4: 0.1472 (0.1619) loss_giou_4: 0.3606 (0.3601) loss_class_enc: 0.7671 (0.7996) loss_bbox_enc: 0.1695 (0.1850) loss_giou_enc: 0.4050 (0.3994) loss_class_dn: 0.3544 (0.3556) loss_bbox_dn: 0.1742 (0.2188) loss_giou_dn: 0.3980 (0.3869) loss_class_dn_0: 0.4462 (0.4543) loss_bbox_dn_0: 0.2658 (0.3130) loss_giou_dn_0: 0.5056 (0.5023) loss_class_dn_1: 0.3818 (0.3850) loss_bbox_dn_1: 0.2018 (0.2432) loss_giou_dn_1: 0.4272 (0.4186) loss_class_dn_2: 0.3642 (0.3647) loss_bbox_dn_2: 0.1772 (0.2230) loss_giou_dn_2: 0.4024 (0.3936) loss_class_dn_3: 0.3587 (0.3585) loss_bbox_dn_3: 0.1750 (0.2197) loss_giou_dn_3: 0.4009 (0.3884) loss_class_dn_4: 0.3532 (0.3560) loss_bbox_dn_4: 0.1742 (0.2188) loss_giou_dn_4: 0.3981 (0.3869) loss_class_hybrid: 0.6573 (0.6800) loss_bbox_hybrid: 0.1587 (0.1729) loss_giou_hybrid: 0.3749 (0.3857) loss_class_0_hybrid: 0.7095 (0.7569) loss_bbox_0_hybrid: 0.1644 (0.1788) loss_giou_0_hybrid: 0.3814 (0.3981) loss_class_1_hybrid: 0.6597 (0.7093) loss_bbox_1_hybrid: 0.1625 (0.1755) loss_giou_1_hybrid: 0.3786 (0.3909) loss_class_2_hybrid: 0.6674 (0.6952) loss_bbox_2_hybrid: 0.1581 (0.1730) loss_giou_2_hybrid: 0.3705 (0.3869) loss_class_3_hybrid: 0.6627 (0.6856) loss_bbox_3_hybrid: 0.1590 (0.1729) loss_giou_3_hybrid: 0.3744 (0.3860) loss_class_4_hybrid: 0.6603 (0.6812) loss_bbox_4_hybrid: 0.1597 (0.1730) loss_giou_4_hybrid: 0.3746 (0.3859) loss_class_enc_hybrid: 0.6883 (0.7364) loss_bbox_enc_hybrid: 0.1877 (0.2055) loss_giou_enc_hybrid: 0.4210 (0.4415) mem: 1028 max mem: 36965 [2024-01-16 07:14:42 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:15:34 det.util.engine] INFO: Epoch: [11] [10700/11727] eta: 0:18:06 lr: 0.000010 data_time: 0.0031 iter_time: 1.0350 loss: 24.1051 (24.0019) loss_class: 0.6591 (0.6812) loss_bbox: 0.1657 (0.1620) loss_giou: 0.3435 (0.3601) loss_class_0: 0.8057 (0.8334) loss_bbox_0: 0.1605 (0.1621) loss_giou_0: 0.3768 (0.3640) loss_class_1: 0.7028 (0.7268) loss_bbox_1: 0.1668 (0.1635) loss_giou_1: 0.3556 (0.3633) loss_class_2: 0.6876 (0.7036) loss_bbox_2: 0.1656 (0.1617) loss_giou_2: 0.3541 (0.3608) loss_class_3: 0.6699 (0.6895) loss_bbox_3: 0.1659 (0.1618) loss_giou_3: 0.3442 (0.3602) loss_class_4: 0.6632 (0.6831) loss_bbox_4: 0.1656 (0.1619) loss_giou_4: 0.3435 (0.3602) loss_class_enc: 0.7782 (0.7996) loss_bbox_enc: 0.1896 (0.1851) loss_giou_enc: 0.4057 (0.3995) loss_class_dn: 0.3517 (0.3556) loss_bbox_dn: 0.2340 (0.2188) loss_giou_dn: 0.3780 (0.3869) loss_class_dn_0: 0.4550 (0.4543) loss_bbox_dn_0: 0.3168 (0.3130) loss_giou_dn_0: 0.4907 (0.5023) loss_class_dn_1: 0.3820 (0.3850) loss_bbox_dn_1: 0.2521 (0.2432) loss_giou_dn_1: 0.4061 (0.4186) loss_class_dn_2: 0.3646 (0.3647) loss_bbox_dn_2: 0.2438 (0.2230) loss_giou_dn_2: 0.3854 (0.3936) loss_class_dn_3: 0.3587 (0.3585) loss_bbox_dn_3: 0.2369 (0.2197) loss_giou_dn_3: 0.3803 (0.3884) loss_class_dn_4: 0.3540 (0.3560) loss_bbox_dn_4: 0.2339 (0.2188) loss_giou_dn_4: 0.3779 (0.3869) loss_class_hybrid: 0.6655 (0.6800) loss_bbox_hybrid: 0.1754 (0.1729) loss_giou_hybrid: 0.4218 (0.3857) loss_class_0_hybrid: 0.7436 (0.7569) loss_bbox_0_hybrid: 0.1765 (0.1788) loss_giou_0_hybrid: 0.4321 (0.3982) loss_class_1_hybrid: 0.6897 (0.7093) loss_bbox_1_hybrid: 0.1763 (0.1755) loss_giou_1_hybrid: 0.4290 (0.3909) loss_class_2_hybrid: 0.6795 (0.6952) loss_bbox_2_hybrid: 0.1796 (0.1730) loss_giou_2_hybrid: 0.4288 (0.3869) loss_class_3_hybrid: 0.6693 (0.6855) loss_bbox_3_hybrid: 0.1689 (0.1729) loss_giou_3_hybrid: 0.4266 (0.3861) loss_class_4_hybrid: 0.6603 (0.6812) loss_bbox_4_hybrid: 0.1725 (0.1730) loss_giou_4_hybrid: 0.4197 (0.3860) loss_class_enc_hybrid: 0.7191 (0.7363) loss_bbox_enc_hybrid: 0.2162 (0.2055) loss_giou_enc_hybrid: 0.4705 (0.4416) mem: 1026 max mem: 36965 [2024-01-16 07:15:35 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:16:26 det.util.engine] INFO: Epoch: [11] [10750/11727] eta: 0:17:13 lr: 0.000010 data_time: 0.0031 iter_time: 1.0343 loss: 24.8773 (24.0032) loss_class: 0.7385 (0.6813) loss_bbox: 0.1723 (0.1620) loss_giou: 0.3290 (0.3601) loss_class_0: 0.8658 (0.8334) loss_bbox_0: 0.1701 (0.1621) loss_giou_0: 0.3558 (0.3640) loss_class_1: 0.7715 (0.7268) loss_bbox_1: 0.1733 (0.1635) loss_giou_1: 0.3206 (0.3633) loss_class_2: 0.7564 (0.7036) loss_bbox_2: 0.1762 (0.1618) loss_giou_2: 0.3240 (0.3608) loss_class_3: 0.7477 (0.6896) loss_bbox_3: 0.1762 (0.1618) loss_giou_3: 0.3215 (0.3602) loss_class_4: 0.7411 (0.6832) loss_bbox_4: 0.1793 (0.1619) loss_giou_4: 0.3269 (0.3602) loss_class_enc: 0.8450 (0.7997) loss_bbox_enc: 0.1975 (0.1851) loss_giou_enc: 0.3771 (0.3995) loss_class_dn: 0.3612 (0.3556) loss_bbox_dn: 0.2179 (0.2188) loss_giou_dn: 0.4027 (0.3869) loss_class_dn_0: 0.4572 (0.4543) loss_bbox_dn_0: 0.2973 (0.3130) loss_giou_dn_0: 0.5283 (0.5023) loss_class_dn_1: 0.3869 (0.3850) loss_bbox_dn_1: 0.2343 (0.2432) loss_giou_dn_1: 0.4390 (0.4186) loss_class_dn_2: 0.3654 (0.3647) loss_bbox_dn_2: 0.2186 (0.2230) loss_giou_dn_2: 0.4115 (0.3936) loss_class_dn_3: 0.3581 (0.3585) loss_bbox_dn_3: 0.2179 (0.2197) loss_giou_dn_3: 0.4037 (0.3884) loss_class_dn_4: 0.3588 (0.3560) loss_bbox_dn_4: 0.2181 (0.2188) loss_giou_dn_4: 0.4027 (0.3869) loss_class_hybrid: 0.7018 (0.6800) loss_bbox_hybrid: 0.1853 (0.1730) loss_giou_hybrid: 0.3567 (0.3857) loss_class_0_hybrid: 0.7827 (0.7570) loss_bbox_0_hybrid: 0.1979 (0.1789) loss_giou_0_hybrid: 0.3665 (0.3982) loss_class_1_hybrid: 0.7354 (0.7093) loss_bbox_1_hybrid: 0.1899 (0.1756) loss_giou_1_hybrid: 0.3636 (0.3909) loss_class_2_hybrid: 0.7020 (0.6952) loss_bbox_2_hybrid: 0.1876 (0.1731) loss_giou_2_hybrid: 0.3582 (0.3869) loss_class_3_hybrid: 0.6915 (0.6856) loss_bbox_3_hybrid: 0.1866 (0.1730) loss_giou_3_hybrid: 0.3573 (0.3861) loss_class_4_hybrid: 0.6999 (0.6812) loss_bbox_4_hybrid: 0.1853 (0.1730) loss_giou_4_hybrid: 0.3564 (0.3860) loss_class_enc_hybrid: 0.7518 (0.7364) loss_bbox_enc_hybrid: 0.2300 (0.2056) loss_giou_enc_hybrid: 0.4219 (0.4416) mem: 1020 max mem: 36965 [2024-01-16 07:16:27 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:17:18 det.util.engine] INFO: Epoch: [11] [10800/11727] eta: 0:16:20 lr: 0.000010 data_time: 0.0034 iter_time: 1.0533 loss: 24.6222 (24.0037) loss_class: 0.7132 (0.6814) loss_bbox: 0.1515 (0.1620) loss_giou: 0.3316 (0.3600) loss_class_0: 0.8684 (0.8336) loss_bbox_0: 0.1487 (0.1621) loss_giou_0: 0.3380 (0.3639) loss_class_1: 0.7912 (0.7270) loss_bbox_1: 0.1498 (0.1635) loss_giou_1: 0.3388 (0.3632) loss_class_2: 0.7551 (0.7038) loss_bbox_2: 0.1539 (0.1617) loss_giou_2: 0.3353 (0.3608) loss_class_3: 0.7338 (0.6897) loss_bbox_3: 0.1541 (0.1618) loss_giou_3: 0.3345 (0.3601) loss_class_4: 0.7190 (0.6833) loss_bbox_4: 0.1536 (0.1619) loss_giou_4: 0.3318 (0.3601) loss_class_enc: 0.8553 (0.7997) loss_bbox_enc: 0.1766 (0.1851) loss_giou_enc: 0.3814 (0.3994) loss_class_dn: 0.3541 (0.3556) loss_bbox_dn: 0.2108 (0.2188) loss_giou_dn: 0.3701 (0.3868) loss_class_dn_0: 0.4572 (0.4544) loss_bbox_dn_0: 0.2959 (0.3130) loss_giou_dn_0: 0.4858 (0.5023) loss_class_dn_1: 0.3887 (0.3850) loss_bbox_dn_1: 0.2285 (0.2432) loss_giou_dn_1: 0.3943 (0.4185) loss_class_dn_2: 0.3627 (0.3647) loss_bbox_dn_2: 0.2158 (0.2230) loss_giou_dn_2: 0.3774 (0.3935) loss_class_dn_3: 0.3575 (0.3585) loss_bbox_dn_3: 0.2131 (0.2197) loss_giou_dn_3: 0.3706 (0.3884) loss_class_dn_4: 0.3535 (0.3560) loss_bbox_dn_4: 0.2108 (0.2188) loss_giou_dn_4: 0.3700 (0.3868) loss_class_hybrid: 0.7181 (0.6802) loss_bbox_hybrid: 0.1649 (0.1729) loss_giou_hybrid: 0.3603 (0.3857) loss_class_0_hybrid: 0.7807 (0.7571) loss_bbox_0_hybrid: 0.1755 (0.1788) loss_giou_0_hybrid: 0.3775 (0.3982) loss_class_1_hybrid: 0.7330 (0.7094) loss_bbox_1_hybrid: 0.1711 (0.1755) loss_giou_1_hybrid: 0.3736 (0.3909) loss_class_2_hybrid: 0.7389 (0.6954) loss_bbox_2_hybrid: 0.1644 (0.1731) loss_giou_2_hybrid: 0.3649 (0.3869) loss_class_3_hybrid: 0.7203 (0.6857) loss_bbox_3_hybrid: 0.1624 (0.1729) loss_giou_3_hybrid: 0.3621 (0.3860) loss_class_4_hybrid: 0.7171 (0.6814) loss_bbox_4_hybrid: 0.1612 (0.1730) loss_giou_4_hybrid: 0.3605 (0.3859) loss_class_enc_hybrid: 0.7726 (0.7365) loss_bbox_enc_hybrid: 0.1943 (0.2055) loss_giou_enc_hybrid: 0.4074 (0.4415) mem: 1019 max mem: 36965 [2024-01-16 07:17:18 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:18:09 det.util.engine] INFO: Epoch: [11] [10850/11727] eta: 0:15:27 lr: 0.000010 data_time: 0.0032 iter_time: 1.0192 loss: 23.2306 (24.0017) loss_class: 0.6820 (0.6814) loss_bbox: 0.1702 (0.1620) loss_giou: 0.3249 (0.3599) loss_class_0: 0.8250 (0.8336) loss_bbox_0: 0.1559 (0.1621) loss_giou_0: 0.3223 (0.3639) loss_class_1: 0.7072 (0.7270) loss_bbox_1: 0.1710 (0.1635) loss_giou_1: 0.3240 (0.3631) loss_class_2: 0.7122 (0.7038) loss_bbox_2: 0.1639 (0.1617) loss_giou_2: 0.3332 (0.3607) loss_class_3: 0.6724 (0.6897) loss_bbox_3: 0.1661 (0.1618) loss_giou_3: 0.3354 (0.3601) loss_class_4: 0.6675 (0.6833) loss_bbox_4: 0.1672 (0.1619) loss_giou_4: 0.3358 (0.3600) loss_class_enc: 0.8013 (0.7997) loss_bbox_enc: 0.1802 (0.1851) loss_giou_enc: 0.3427 (0.3993) loss_class_dn: 0.3414 (0.3556) loss_bbox_dn: 0.2383 (0.2188) loss_giou_dn: 0.3641 (0.3868) loss_class_dn_0: 0.4473 (0.4544) loss_bbox_dn_0: 0.3299 (0.3129) loss_giou_dn_0: 0.4662 (0.5022) loss_class_dn_1: 0.3681 (0.3850) loss_bbox_dn_1: 0.2695 (0.2432) loss_giou_dn_1: 0.3955 (0.4185) loss_class_dn_2: 0.3477 (0.3647) loss_bbox_dn_2: 0.2445 (0.2230) loss_giou_dn_2: 0.3706 (0.3935) loss_class_dn_3: 0.3431 (0.3585) loss_bbox_dn_3: 0.2397 (0.2197) loss_giou_dn_3: 0.3680 (0.3883) loss_class_dn_4: 0.3417 (0.3560) loss_bbox_dn_4: 0.2383 (0.2188) loss_giou_dn_4: 0.3641 (0.3868) loss_class_hybrid: 0.6795 (0.6801) loss_bbox_hybrid: 0.1662 (0.1729) loss_giou_hybrid: 0.3335 (0.3856) loss_class_0_hybrid: 0.7570 (0.7571) loss_bbox_0_hybrid: 0.1765 (0.1788) loss_giou_0_hybrid: 0.3402 (0.3981) loss_class_1_hybrid: 0.6969 (0.7094) loss_bbox_1_hybrid: 0.1717 (0.1755) loss_giou_1_hybrid: 0.3294 (0.3908) loss_class_2_hybrid: 0.6923 (0.6954) loss_bbox_2_hybrid: 0.1697 (0.1730) loss_giou_2_hybrid: 0.3322 (0.3868) loss_class_3_hybrid: 0.6922 (0.6857) loss_bbox_3_hybrid: 0.1683 (0.1729) loss_giou_3_hybrid: 0.3338 (0.3859) loss_class_4_hybrid: 0.6802 (0.6814) loss_bbox_4_hybrid: 0.1707 (0.1730) loss_giou_4_hybrid: 0.3336 (0.3858) loss_class_enc_hybrid: 0.7336 (0.7365) loss_bbox_enc_hybrid: 0.2048 (0.2055) loss_giou_enc_hybrid: 0.3861 (0.4414) mem: 1029 max mem: 36965 [2024-01-16 07:18:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:19:00 det.util.engine] INFO: Epoch: [11] [10900/11727] eta: 0:14:34 lr: 0.000010 data_time: 0.0033 iter_time: 1.0409 loss: 22.6005 (23.9984) loss_class: 0.6481 (0.6813) loss_bbox: 0.1383 (0.1619) loss_giou: 0.3517 (0.3599) loss_class_0: 0.7945 (0.8335) loss_bbox_0: 0.1458 (0.1620) loss_giou_0: 0.3576 (0.3638) loss_class_1: 0.6933 (0.7269) loss_bbox_1: 0.1502 (0.1634) loss_giou_1: 0.3613 (0.3631) loss_class_2: 0.6609 (0.7037) loss_bbox_2: 0.1471 (0.1617) loss_giou_2: 0.3575 (0.3606) loss_class_3: 0.6549 (0.6896) loss_bbox_3: 0.1399 (0.1618) loss_giou_3: 0.3501 (0.3600) loss_class_4: 0.6479 (0.6832) loss_bbox_4: 0.1382 (0.1618) loss_giou_4: 0.3485 (0.3600) loss_class_enc: 0.7507 (0.7997) loss_bbox_enc: 0.1674 (0.1850) loss_giou_enc: 0.4002 (0.3993) loss_class_dn: 0.3428 (0.3555) loss_bbox_dn: 0.1813 (0.2187) loss_giou_dn: 0.3826 (0.3867) loss_class_dn_0: 0.4518 (0.4544) loss_bbox_dn_0: 0.2754 (0.3128) loss_giou_dn_0: 0.4894 (0.5022) loss_class_dn_1: 0.3760 (0.3850) loss_bbox_dn_1: 0.1988 (0.2431) loss_giou_dn_1: 0.4129 (0.4184) loss_class_dn_2: 0.3536 (0.3646) loss_bbox_dn_2: 0.1826 (0.2229) loss_giou_dn_2: 0.3914 (0.3935) loss_class_dn_3: 0.3469 (0.3584) loss_bbox_dn_3: 0.1817 (0.2196) loss_giou_dn_3: 0.3853 (0.3883) loss_class_dn_4: 0.3440 (0.3560) loss_bbox_dn_4: 0.1814 (0.2187) loss_giou_dn_4: 0.3828 (0.3867) loss_class_hybrid: 0.6520 (0.6801) loss_bbox_hybrid: 0.1480 (0.1729) loss_giou_hybrid: 0.3663 (0.3855) loss_class_0_hybrid: 0.7189 (0.7570) loss_bbox_0_hybrid: 0.1527 (0.1788) loss_giou_0_hybrid: 0.3885 (0.3980) loss_class_1_hybrid: 0.6772 (0.7094) loss_bbox_1_hybrid: 0.1444 (0.1755) loss_giou_1_hybrid: 0.3737 (0.3907) loss_class_2_hybrid: 0.6737 (0.6953) loss_bbox_2_hybrid: 0.1475 (0.1730) loss_giou_2_hybrid: 0.3682 (0.3867) loss_class_3_hybrid: 0.6584 (0.6856) loss_bbox_3_hybrid: 0.1466 (0.1729) loss_giou_3_hybrid: 0.3636 (0.3859) loss_class_4_hybrid: 0.6508 (0.6813) loss_bbox_4_hybrid: 0.1484 (0.1729) loss_giou_4_hybrid: 0.3668 (0.3857) loss_class_enc_hybrid: 0.7015 (0.7365) loss_bbox_enc_hybrid: 0.1776 (0.2055) loss_giou_enc_hybrid: 0.4269 (0.4413) mem: 1030 max mem: 36965 [2024-01-16 07:19:00 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:19:53 det.util.engine] INFO: Epoch: [11] [10950/11727] eta: 0:13:41 lr: 0.000010 data_time: 0.0032 iter_time: 1.0320 loss: 22.6436 (23.9956) loss_class: 0.6833 (0.6812) loss_bbox: 0.1471 (0.1619) loss_giou: 0.3307 (0.3598) loss_class_0: 0.8260 (0.8334) loss_bbox_0: 0.1440 (0.1620) loss_giou_0: 0.3145 (0.3637) loss_class_1: 0.7430 (0.7268) loss_bbox_1: 0.1492 (0.1634) loss_giou_1: 0.3264 (0.3630) loss_class_2: 0.6988 (0.7037) loss_bbox_2: 0.1467 (0.1616) loss_giou_2: 0.3278 (0.3606) loss_class_3: 0.6906 (0.6895) loss_bbox_3: 0.1482 (0.1617) loss_giou_3: 0.3257 (0.3600) loss_class_4: 0.6786 (0.6832) loss_bbox_4: 0.1477 (0.1618) loss_giou_4: 0.3269 (0.3599) loss_class_enc: 0.7913 (0.7997) loss_bbox_enc: 0.1678 (0.1850) loss_giou_enc: 0.3454 (0.3992) loss_class_dn: 0.3428 (0.3555) loss_bbox_dn: 0.1851 (0.2186) loss_giou_dn: 0.3569 (0.3867) loss_class_dn_0: 0.4512 (0.4543) loss_bbox_dn_0: 0.2848 (0.3127) loss_giou_dn_0: 0.4595 (0.5021) loss_class_dn_1: 0.3744 (0.3850) loss_bbox_dn_1: 0.2124 (0.2430) loss_giou_dn_1: 0.3778 (0.4184) loss_class_dn_2: 0.3520 (0.3646) loss_bbox_dn_2: 0.1910 (0.2228) loss_giou_dn_2: 0.3639 (0.3934) loss_class_dn_3: 0.3444 (0.3584) loss_bbox_dn_3: 0.1850 (0.2195) loss_giou_dn_3: 0.3579 (0.3883) loss_class_dn_4: 0.3420 (0.3560) loss_bbox_dn_4: 0.1850 (0.2186) loss_giou_dn_4: 0.3569 (0.3867) loss_class_hybrid: 0.6875 (0.6800) loss_bbox_hybrid: 0.1561 (0.1729) loss_giou_hybrid: 0.3508 (0.3855) loss_class_0_hybrid: 0.7605 (0.7570) loss_bbox_0_hybrid: 0.1541 (0.1787) loss_giou_0_hybrid: 0.3428 (0.3980) loss_class_1_hybrid: 0.7158 (0.7093) loss_bbox_1_hybrid: 0.1524 (0.1754) loss_giou_1_hybrid: 0.3429 (0.3907) loss_class_2_hybrid: 0.6944 (0.6952) loss_bbox_2_hybrid: 0.1534 (0.1730) loss_giou_2_hybrid: 0.3481 (0.3867) loss_class_3_hybrid: 0.6857 (0.6856) loss_bbox_3_hybrid: 0.1504 (0.1728) loss_giou_3_hybrid: 0.3491 (0.3858) loss_class_4_hybrid: 0.6892 (0.6812) loss_bbox_4_hybrid: 0.1505 (0.1729) loss_giou_4_hybrid: 0.3484 (0.3857) loss_class_enc_hybrid: 0.7325 (0.7364) loss_bbox_enc_hybrid: 0.1827 (0.2054) loss_giou_enc_hybrid: 0.3836 (0.4413) mem: 1029 max mem: 36965 [2024-01-16 07:19:53 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:20:44 det.util.engine] INFO: Epoch: [11] [11000/11727] eta: 0:12:48 lr: 0.000010 data_time: 0.0031 iter_time: 1.0348 loss: 23.1325 (23.9966) loss_class: 0.6419 (0.6812) loss_bbox: 0.1511 (0.1619) loss_giou: 0.3463 (0.3599) loss_class_0: 0.7990 (0.8334) loss_bbox_0: 0.1505 (0.1620) loss_giou_0: 0.3507 (0.3638) loss_class_1: 0.6703 (0.7269) loss_bbox_1: 0.1532 (0.1634) loss_giou_1: 0.3555 (0.3631) loss_class_2: 0.6637 (0.7037) loss_bbox_2: 0.1515 (0.1617) loss_giou_2: 0.3502 (0.3606) loss_class_3: 0.6477 (0.6896) loss_bbox_3: 0.1511 (0.1617) loss_giou_3: 0.3493 (0.3600) loss_class_4: 0.6441 (0.6832) loss_bbox_4: 0.1517 (0.1618) loss_giou_4: 0.3488 (0.3600) loss_class_enc: 0.7493 (0.7996) loss_bbox_enc: 0.1801 (0.1850) loss_giou_enc: 0.3847 (0.3993) loss_class_dn: 0.3478 (0.3555) loss_bbox_dn: 0.1935 (0.2186) loss_giou_dn: 0.3648 (0.3867) loss_class_dn_0: 0.4520 (0.4543) loss_bbox_dn_0: 0.2761 (0.3128) loss_giou_dn_0: 0.4719 (0.5021) loss_class_dn_1: 0.3793 (0.3850) loss_bbox_dn_1: 0.2277 (0.2430) loss_giou_dn_1: 0.3946 (0.4184) loss_class_dn_2: 0.3546 (0.3646) loss_bbox_dn_2: 0.2077 (0.2228) loss_giou_dn_2: 0.3755 (0.3934) loss_class_dn_3: 0.3472 (0.3584) loss_bbox_dn_3: 0.1946 (0.2195) loss_giou_dn_3: 0.3656 (0.3883) loss_class_dn_4: 0.3480 (0.3560) loss_bbox_dn_4: 0.1936 (0.2186) loss_giou_dn_4: 0.3648 (0.3867) loss_class_hybrid: 0.6490 (0.6800) loss_bbox_hybrid: 0.1531 (0.1729) loss_giou_hybrid: 0.3675 (0.3855) loss_class_0_hybrid: 0.7218 (0.7570) loss_bbox_0_hybrid: 0.1576 (0.1787) loss_giou_0_hybrid: 0.3767 (0.3980) loss_class_1_hybrid: 0.6709 (0.7093) loss_bbox_1_hybrid: 0.1559 (0.1755) loss_giou_1_hybrid: 0.3722 (0.3907) loss_class_2_hybrid: 0.6651 (0.6953) loss_bbox_2_hybrid: 0.1559 (0.1730) loss_giou_2_hybrid: 0.3654 (0.3867) loss_class_3_hybrid: 0.6515 (0.6856) loss_bbox_3_hybrid: 0.1552 (0.1728) loss_giou_3_hybrid: 0.3689 (0.3859) loss_class_4_hybrid: 0.6517 (0.6813) loss_bbox_4_hybrid: 0.1536 (0.1729) loss_giou_4_hybrid: 0.3651 (0.3857) loss_class_enc_hybrid: 0.7080 (0.7364) loss_bbox_enc_hybrid: 0.1889 (0.2054) loss_giou_enc_hybrid: 0.4097 (0.4413) mem: 1019 max mem: 36965 [2024-01-16 07:20:44 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:21:37 det.util.engine] INFO: Epoch: [11] [11050/11727] eta: 0:11:55 lr: 0.000010 data_time: 0.0034 iter_time: 1.0471 loss: 23.6528 (23.9947) loss_class: 0.6635 (0.6812) loss_bbox: 0.1472 (0.1619) loss_giou: 0.3527 (0.3599) loss_class_0: 0.8263 (0.8334) loss_bbox_0: 0.1584 (0.1620) loss_giou_0: 0.3451 (0.3638) loss_class_1: 0.7272 (0.7268) loss_bbox_1: 0.1531 (0.1634) loss_giou_1: 0.3599 (0.3631) loss_class_2: 0.6973 (0.7037) loss_bbox_2: 0.1531 (0.1616) loss_giou_2: 0.3571 (0.3606) loss_class_3: 0.6821 (0.6895) loss_bbox_3: 0.1547 (0.1617) loss_giou_3: 0.3521 (0.3600) loss_class_4: 0.6627 (0.6831) loss_bbox_4: 0.1470 (0.1618) loss_giou_4: 0.3527 (0.3600) loss_class_enc: 0.8037 (0.7996) loss_bbox_enc: 0.1799 (0.1850) loss_giou_enc: 0.3927 (0.3993) loss_class_dn: 0.3572 (0.3555) loss_bbox_dn: 0.2049 (0.2186) loss_giou_dn: 0.3841 (0.3867) loss_class_dn_0: 0.4545 (0.4543) loss_bbox_dn_0: 0.3066 (0.3127) loss_giou_dn_0: 0.4926 (0.5021) loss_class_dn_1: 0.3826 (0.3850) loss_bbox_dn_1: 0.2216 (0.2430) loss_giou_dn_1: 0.4088 (0.4184) loss_class_dn_2: 0.3636 (0.3646) loss_bbox_dn_2: 0.2086 (0.2228) loss_giou_dn_2: 0.3848 (0.3934) loss_class_dn_3: 0.3596 (0.3584) loss_bbox_dn_3: 0.2030 (0.2195) loss_giou_dn_3: 0.3846 (0.3882) loss_class_dn_4: 0.3554 (0.3560) loss_bbox_dn_4: 0.2050 (0.2186) loss_giou_dn_4: 0.3840 (0.3867) loss_class_hybrid: 0.6779 (0.6800) loss_bbox_hybrid: 0.1707 (0.1728) loss_giou_hybrid: 0.3998 (0.3855) loss_class_0_hybrid: 0.7441 (0.7569) loss_bbox_0_hybrid: 0.1815 (0.1787) loss_giou_0_hybrid: 0.4085 (0.3980) loss_class_1_hybrid: 0.6993 (0.7092) loss_bbox_1_hybrid: 0.1795 (0.1754) loss_giou_1_hybrid: 0.4070 (0.3907) loss_class_2_hybrid: 0.6688 (0.6952) loss_bbox_2_hybrid: 0.1701 (0.1730) loss_giou_2_hybrid: 0.4060 (0.3867) loss_class_3_hybrid: 0.6725 (0.6855) loss_bbox_3_hybrid: 0.1726 (0.1728) loss_giou_3_hybrid: 0.4026 (0.3859) loss_class_4_hybrid: 0.6836 (0.6812) loss_bbox_4_hybrid: 0.1732 (0.1729) loss_giou_4_hybrid: 0.3997 (0.3857) loss_class_enc_hybrid: 0.7230 (0.7363) loss_bbox_enc_hybrid: 0.2064 (0.2054) loss_giou_enc_hybrid: 0.4346 (0.4413) mem: 1027 max mem: 36965 [2024-01-16 07:21:37 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:22:29 det.util.engine] INFO: Epoch: [11] [11100/11727] eta: 0:11:02 lr: 0.000010 data_time: 0.0032 iter_time: 1.0314 loss: 22.7089 (23.9940) loss_class: 0.6718 (0.6812) loss_bbox: 0.1473 (0.1619) loss_giou: 0.3458 (0.3598) loss_class_0: 0.8169 (0.8334) loss_bbox_0: 0.1474 (0.1620) loss_giou_0: 0.3449 (0.3637) loss_class_1: 0.7164 (0.7268) loss_bbox_1: 0.1461 (0.1634) loss_giou_1: 0.3549 (0.3630) loss_class_2: 0.6736 (0.7036) loss_bbox_2: 0.1459 (0.1616) loss_giou_2: 0.3450 (0.3606) loss_class_3: 0.6623 (0.6895) loss_bbox_3: 0.1501 (0.1617) loss_giou_3: 0.3483 (0.3600) loss_class_4: 0.6743 (0.6831) loss_bbox_4: 0.1474 (0.1618) loss_giou_4: 0.3459 (0.3599) loss_class_enc: 0.7711 (0.7996) loss_bbox_enc: 0.1668 (0.1850) loss_giou_enc: 0.3897 (0.3992) loss_class_dn: 0.3515 (0.3555) loss_bbox_dn: 0.2020 (0.2186) loss_giou_dn: 0.3826 (0.3867) loss_class_dn_0: 0.4431 (0.4543) loss_bbox_dn_0: 0.2725 (0.3128) loss_giou_dn_0: 0.5017 (0.5021) loss_class_dn_1: 0.3764 (0.3849) loss_bbox_dn_1: 0.2242 (0.2430) loss_giou_dn_1: 0.4115 (0.4183) loss_class_dn_2: 0.3636 (0.3646) loss_bbox_dn_2: 0.2064 (0.2228) loss_giou_dn_2: 0.3872 (0.3934) loss_class_dn_3: 0.3568 (0.3584) loss_bbox_dn_3: 0.2036 (0.2195) loss_giou_dn_3: 0.3831 (0.3882) loss_class_dn_4: 0.3523 (0.3560) loss_bbox_dn_4: 0.2019 (0.2186) loss_giou_dn_4: 0.3826 (0.3866) loss_class_hybrid: 0.6824 (0.6800) loss_bbox_hybrid: 0.1535 (0.1728) loss_giou_hybrid: 0.3689 (0.3854) loss_class_0_hybrid: 0.7404 (0.7569) loss_bbox_0_hybrid: 0.1614 (0.1787) loss_giou_0_hybrid: 0.3902 (0.3979) loss_class_1_hybrid: 0.6944 (0.7092) loss_bbox_1_hybrid: 0.1506 (0.1754) loss_giou_1_hybrid: 0.3836 (0.3906) loss_class_2_hybrid: 0.6808 (0.6952) loss_bbox_2_hybrid: 0.1499 (0.1730) loss_giou_2_hybrid: 0.3754 (0.3867) loss_class_3_hybrid: 0.6712 (0.6855) loss_bbox_3_hybrid: 0.1520 (0.1728) loss_giou_3_hybrid: 0.3738 (0.3858) loss_class_4_hybrid: 0.6811 (0.6812) loss_bbox_4_hybrid: 0.1528 (0.1729) loss_giou_4_hybrid: 0.3702 (0.3857) loss_class_enc_hybrid: 0.7245 (0.7363) loss_bbox_enc_hybrid: 0.1871 (0.2054) loss_giou_enc_hybrid: 0.4449 (0.4413) mem: 1017 max mem: 36965 [2024-01-16 07:22:29 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:23:20 det.util.engine] INFO: Epoch: [11] [11150/11727] eta: 0:10:09 lr: 0.000010 data_time: 0.0034 iter_time: 0.9911 loss: 22.3325 (23.9923) loss_class: 0.6359 (0.6811) loss_bbox: 0.1500 (0.1619) loss_giou: 0.3216 (0.3598) loss_class_0: 0.7918 (0.8333) loss_bbox_0: 0.1575 (0.1619) loss_giou_0: 0.3331 (0.3637) loss_class_1: 0.6720 (0.7267) loss_bbox_1: 0.1570 (0.1633) loss_giou_1: 0.3309 (0.3630) loss_class_2: 0.6687 (0.7036) loss_bbox_2: 0.1529 (0.1616) loss_giou_2: 0.3231 (0.3605) loss_class_3: 0.6392 (0.6894) loss_bbox_3: 0.1504 (0.1617) loss_giou_3: 0.3279 (0.3599) loss_class_4: 0.6282 (0.6831) loss_bbox_4: 0.1500 (0.1618) loss_giou_4: 0.3218 (0.3599) loss_class_enc: 0.7583 (0.7996) loss_bbox_enc: 0.1802 (0.1849) loss_giou_enc: 0.3744 (0.3992) loss_class_dn: 0.3426 (0.3555) loss_bbox_dn: 0.1859 (0.2186) loss_giou_dn: 0.3419 (0.3866) loss_class_dn_0: 0.4459 (0.4543) loss_bbox_dn_0: 0.2753 (0.3127) loss_giou_dn_0: 0.4620 (0.5020) loss_class_dn_1: 0.3735 (0.3849) loss_bbox_dn_1: 0.2114 (0.2430) loss_giou_dn_1: 0.3784 (0.4183) loss_class_dn_2: 0.3527 (0.3646) loss_bbox_dn_2: 0.1946 (0.2228) loss_giou_dn_2: 0.3473 (0.3933) loss_class_dn_3: 0.3457 (0.3584) loss_bbox_dn_3: 0.1870 (0.2195) loss_giou_dn_3: 0.3438 (0.3882) loss_class_dn_4: 0.3438 (0.3559) loss_bbox_dn_4: 0.1858 (0.2186) loss_giou_dn_4: 0.3418 (0.3866) loss_class_hybrid: 0.6264 (0.6799) loss_bbox_hybrid: 0.1619 (0.1728) loss_giou_hybrid: 0.3320 (0.3854) loss_class_0_hybrid: 0.7128 (0.7569) loss_bbox_0_hybrid: 0.1732 (0.1787) loss_giou_0_hybrid: 0.3496 (0.3979) loss_class_1_hybrid: 0.6705 (0.7092) loss_bbox_1_hybrid: 0.1668 (0.1754) loss_giou_1_hybrid: 0.3302 (0.3906) loss_class_2_hybrid: 0.6580 (0.6951) loss_bbox_2_hybrid: 0.1650 (0.1729) loss_giou_2_hybrid: 0.3289 (0.3866) loss_class_3_hybrid: 0.6329 (0.6855) loss_bbox_3_hybrid: 0.1599 (0.1728) loss_giou_3_hybrid: 0.3252 (0.3858) loss_class_4_hybrid: 0.6439 (0.6811) loss_bbox_4_hybrid: 0.1626 (0.1729) loss_giou_4_hybrid: 0.3272 (0.3857) loss_class_enc_hybrid: 0.7201 (0.7363) loss_bbox_enc_hybrid: 0.1992 (0.2054) loss_giou_enc_hybrid: 0.3933 (0.4412) mem: 1021 max mem: 36965 [2024-01-16 07:23:20 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:24:12 det.util.engine] INFO: Epoch: [11] [11200/11727] eta: 0:09:17 lr: 0.000010 data_time: 0.0031 iter_time: 1.0401 loss: 24.3892 (23.9939) loss_class: 0.7063 (0.6811) loss_bbox: 0.1702 (0.1619) loss_giou: 0.3529 (0.3599) loss_class_0: 0.8597 (0.8333) loss_bbox_0: 0.1701 (0.1620) loss_giou_0: 0.3622 (0.3638) loss_class_1: 0.7317 (0.7267) loss_bbox_1: 0.1716 (0.1634) loss_giou_1: 0.3660 (0.3631) loss_class_2: 0.7176 (0.7036) loss_bbox_2: 0.1757 (0.1617) loss_giou_2: 0.3537 (0.3606) loss_class_3: 0.7206 (0.6893) loss_bbox_3: 0.1688 (0.1618) loss_giou_3: 0.3531 (0.3600) loss_class_4: 0.7127 (0.6830) loss_bbox_4: 0.1638 (0.1618) loss_giou_4: 0.3505 (0.3600) loss_class_enc: 0.8142 (0.7995) loss_bbox_enc: 0.1922 (0.1850) loss_giou_enc: 0.3969 (0.3992) loss_class_dn: 0.3533 (0.3555) loss_bbox_dn: 0.2200 (0.2187) loss_giou_dn: 0.3775 (0.3867) loss_class_dn_0: 0.4553 (0.4543) loss_bbox_dn_0: 0.3140 (0.3128) loss_giou_dn_0: 0.4951 (0.5021) loss_class_dn_1: 0.3949 (0.3849) loss_bbox_dn_1: 0.2447 (0.2431) loss_giou_dn_1: 0.4126 (0.4184) loss_class_dn_2: 0.3660 (0.3646) loss_bbox_dn_2: 0.2225 (0.2229) loss_giou_dn_2: 0.3887 (0.3934) loss_class_dn_3: 0.3591 (0.3584) loss_bbox_dn_3: 0.2216 (0.2195) loss_giou_dn_3: 0.3818 (0.3883) loss_class_dn_4: 0.3522 (0.3559) loss_bbox_dn_4: 0.2200 (0.2187) loss_giou_dn_4: 0.3775 (0.3867) loss_class_hybrid: 0.7074 (0.6799) loss_bbox_hybrid: 0.1804 (0.1729) loss_giou_hybrid: 0.3716 (0.3855) loss_class_0_hybrid: 0.7633 (0.7569) loss_bbox_0_hybrid: 0.1936 (0.1788) loss_giou_0_hybrid: 0.3790 (0.3980) loss_class_1_hybrid: 0.7296 (0.7092) loss_bbox_1_hybrid: 0.1864 (0.1755) loss_giou_1_hybrid: 0.3759 (0.3907) loss_class_2_hybrid: 0.7223 (0.6951) loss_bbox_2_hybrid: 0.1860 (0.1730) loss_giou_2_hybrid: 0.3760 (0.3867) loss_class_3_hybrid: 0.7132 (0.6855) loss_bbox_3_hybrid: 0.1757 (0.1728) loss_giou_3_hybrid: 0.3731 (0.3858) loss_class_4_hybrid: 0.7001 (0.6811) loss_bbox_4_hybrid: 0.1784 (0.1729) loss_giou_4_hybrid: 0.3732 (0.3857) loss_class_enc_hybrid: 0.7490 (0.7363) loss_bbox_enc_hybrid: 0.2260 (0.2054) loss_giou_enc_hybrid: 0.4332 (0.4413) mem: 1014 max mem: 36965 [2024-01-16 07:24:12 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:25:04 det.util.engine] INFO: Epoch: [11] [11250/11727] eta: 0:08:24 lr: 0.000010 data_time: 0.0034 iter_time: 1.0343 loss: 23.0403 (23.9937) loss_class: 0.6564 (0.6811) loss_bbox: 0.1475 (0.1619) loss_giou: 0.3592 (0.3599) loss_class_0: 0.7843 (0.8333) loss_bbox_0: 0.1462 (0.1620) loss_giou_0: 0.3860 (0.3638) loss_class_1: 0.7001 (0.7267) loss_bbox_1: 0.1495 (0.1634) loss_giou_1: 0.3735 (0.3631) loss_class_2: 0.6861 (0.7036) loss_bbox_2: 0.1386 (0.1616) loss_giou_2: 0.3625 (0.3606) loss_class_3: 0.6570 (0.6893) loss_bbox_3: 0.1427 (0.1617) loss_giou_3: 0.3595 (0.3600) loss_class_4: 0.6630 (0.6830) loss_bbox_4: 0.1376 (0.1618) loss_giou_4: 0.3593 (0.3600) loss_class_enc: 0.7723 (0.7995) loss_bbox_enc: 0.1616 (0.1850) loss_giou_enc: 0.3998 (0.3993) loss_class_dn: 0.3431 (0.3555) loss_bbox_dn: 0.1857 (0.2186) loss_giou_dn: 0.3974 (0.3867) loss_class_dn_0: 0.4429 (0.4542) loss_bbox_dn_0: 0.2700 (0.3127) loss_giou_dn_0: 0.5057 (0.5021) loss_class_dn_1: 0.3714 (0.3849) loss_bbox_dn_1: 0.2067 (0.2430) loss_giou_dn_1: 0.4303 (0.4184) loss_class_dn_2: 0.3516 (0.3646) loss_bbox_dn_2: 0.1901 (0.2228) loss_giou_dn_2: 0.4048 (0.3934) loss_class_dn_3: 0.3464 (0.3584) loss_bbox_dn_3: 0.1867 (0.2195) loss_giou_dn_3: 0.4001 (0.3883) loss_class_dn_4: 0.3435 (0.3559) loss_bbox_dn_4: 0.1855 (0.2186) loss_giou_dn_4: 0.3973 (0.3867) loss_class_hybrid: 0.6566 (0.6799) loss_bbox_hybrid: 0.1513 (0.1728) loss_giou_hybrid: 0.3995 (0.3855) loss_class_0_hybrid: 0.7363 (0.7568) loss_bbox_0_hybrid: 0.1539 (0.1788) loss_giou_0_hybrid: 0.4012 (0.3980) loss_class_1_hybrid: 0.6894 (0.7092) loss_bbox_1_hybrid: 0.1496 (0.1754) loss_giou_1_hybrid: 0.4019 (0.3907) loss_class_2_hybrid: 0.6743 (0.6951) loss_bbox_2_hybrid: 0.1470 (0.1730) loss_giou_2_hybrid: 0.4005 (0.3867) loss_class_3_hybrid: 0.6592 (0.6855) loss_bbox_3_hybrid: 0.1524 (0.1728) loss_giou_3_hybrid: 0.3996 (0.3858) loss_class_4_hybrid: 0.6648 (0.6811) loss_bbox_4_hybrid: 0.1486 (0.1729) loss_giou_4_hybrid: 0.3962 (0.3857) loss_class_enc_hybrid: 0.7174 (0.7362) loss_bbox_enc_hybrid: 0.1776 (0.2054) loss_giou_enc_hybrid: 0.4477 (0.4413) mem: 1028 max mem: 36965 [2024-01-16 07:25:04 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:25:56 det.util.engine] INFO: Epoch: [11] [11300/11727] eta: 0:07:31 lr: 0.000010 data_time: 0.0034 iter_time: 1.0637 loss: 24.1952 (23.9950) loss_class: 0.6764 (0.6811) loss_bbox: 0.1610 (0.1619) loss_giou: 0.3738 (0.3600) loss_class_0: 0.8323 (0.8332) loss_bbox_0: 0.1705 (0.1620) loss_giou_0: 0.3787 (0.3639) loss_class_1: 0.7241 (0.7267) loss_bbox_1: 0.1653 (0.1633) loss_giou_1: 0.3734 (0.3632) loss_class_2: 0.6938 (0.7036) loss_bbox_2: 0.1629 (0.1616) loss_giou_2: 0.3765 (0.3607) loss_class_3: 0.6858 (0.6893) loss_bbox_3: 0.1607 (0.1617) loss_giou_3: 0.3730 (0.3601) loss_class_4: 0.6778 (0.6830) loss_bbox_4: 0.1710 (0.1618) loss_giou_4: 0.3747 (0.3601) loss_class_enc: 0.7962 (0.7995) loss_bbox_enc: 0.1897 (0.1849) loss_giou_enc: 0.4343 (0.3994) loss_class_dn: 0.3681 (0.3555) loss_bbox_dn: 0.2119 (0.2186) loss_giou_dn: 0.4114 (0.3868) loss_class_dn_0: 0.4580 (0.4543) loss_bbox_dn_0: 0.2909 (0.3127) loss_giou_dn_0: 0.5157 (0.5022) loss_class_dn_1: 0.3979 (0.3850) loss_bbox_dn_1: 0.2274 (0.2430) loss_giou_dn_1: 0.4373 (0.4185) loss_class_dn_2: 0.3757 (0.3646) loss_bbox_dn_2: 0.2156 (0.2228) loss_giou_dn_2: 0.4165 (0.3935) loss_class_dn_3: 0.3699 (0.3584) loss_bbox_dn_3: 0.2126 (0.2195) loss_giou_dn_3: 0.4122 (0.3883) loss_class_dn_4: 0.3676 (0.3560) loss_bbox_dn_4: 0.2120 (0.2186) loss_giou_dn_4: 0.4114 (0.3868) loss_class_hybrid: 0.6751 (0.6799) loss_bbox_hybrid: 0.1800 (0.1728) loss_giou_hybrid: 0.3907 (0.3856) loss_class_0_hybrid: 0.7444 (0.7569) loss_bbox_0_hybrid: 0.1898 (0.1787) loss_giou_0_hybrid: 0.4171 (0.3981) loss_class_1_hybrid: 0.7169 (0.7092) loss_bbox_1_hybrid: 0.1844 (0.1754) loss_giou_1_hybrid: 0.4028 (0.3908) loss_class_2_hybrid: 0.6944 (0.6951) loss_bbox_2_hybrid: 0.1806 (0.1730) loss_giou_2_hybrid: 0.3953 (0.3868) loss_class_3_hybrid: 0.6822 (0.6855) loss_bbox_3_hybrid: 0.1790 (0.1728) loss_giou_3_hybrid: 0.3940 (0.3859) loss_class_4_hybrid: 0.6711 (0.6811) loss_bbox_4_hybrid: 0.1808 (0.1729) loss_giou_4_hybrid: 0.3932 (0.3858) loss_class_enc_hybrid: 0.7160 (0.7362) loss_bbox_enc_hybrid: 0.2062 (0.2054) loss_giou_enc_hybrid: 0.4624 (0.4414) mem: 1017 max mem: 36965 [2024-01-16 07:25:56 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:26:49 det.util.engine] INFO: Epoch: [11] [11350/11727] eta: 0:06:38 lr: 0.000010 data_time: 0.0032 iter_time: 1.0470 loss: 24.1839 (23.9947) loss_class: 0.6643 (0.6811) loss_bbox: 0.1583 (0.1619) loss_giou: 0.3828 (0.3600) loss_class_0: 0.8056 (0.8332) loss_bbox_0: 0.1600 (0.1620) loss_giou_0: 0.3692 (0.3639) loss_class_1: 0.7193 (0.7267) loss_bbox_1: 0.1546 (0.1634) loss_giou_1: 0.3714 (0.3632) loss_class_2: 0.6952 (0.7036) loss_bbox_2: 0.1524 (0.1616) loss_giou_2: 0.3725 (0.3607) loss_class_3: 0.6783 (0.6893) loss_bbox_3: 0.1556 (0.1617) loss_giou_3: 0.3715 (0.3601) loss_class_4: 0.6680 (0.6830) loss_bbox_4: 0.1584 (0.1618) loss_giou_4: 0.3736 (0.3601) loss_class_enc: 0.7866 (0.7994) loss_bbox_enc: 0.1764 (0.1849) loss_giou_enc: 0.4043 (0.3994) loss_class_dn: 0.3422 (0.3555) loss_bbox_dn: 0.2019 (0.2186) loss_giou_dn: 0.3780 (0.3868) loss_class_dn_0: 0.4478 (0.4542) loss_bbox_dn_0: 0.3127 (0.3127) loss_giou_dn_0: 0.4909 (0.5021) loss_class_dn_1: 0.3802 (0.3850) loss_bbox_dn_1: 0.2366 (0.2430) loss_giou_dn_1: 0.4090 (0.4184) loss_class_dn_2: 0.3574 (0.3646) loss_bbox_dn_2: 0.2141 (0.2228) loss_giou_dn_2: 0.3886 (0.3935) loss_class_dn_3: 0.3491 (0.3584) loss_bbox_dn_3: 0.2036 (0.2195) loss_giou_dn_3: 0.3800 (0.3883) loss_class_dn_4: 0.3445 (0.3560) loss_bbox_dn_4: 0.2019 (0.2186) loss_giou_dn_4: 0.3781 (0.3867) loss_class_hybrid: 0.6808 (0.6799) loss_bbox_hybrid: 0.1622 (0.1728) loss_giou_hybrid: 0.3860 (0.3856) loss_class_0_hybrid: 0.7548 (0.7569) loss_bbox_0_hybrid: 0.1695 (0.1787) loss_giou_0_hybrid: 0.3838 (0.3981) loss_class_1_hybrid: 0.7094 (0.7092) loss_bbox_1_hybrid: 0.1691 (0.1754) loss_giou_1_hybrid: 0.3891 (0.3908) loss_class_2_hybrid: 0.6940 (0.6951) loss_bbox_2_hybrid: 0.1650 (0.1729) loss_giou_2_hybrid: 0.3856 (0.3868) loss_class_3_hybrid: 0.6779 (0.6854) loss_bbox_3_hybrid: 0.1596 (0.1728) loss_giou_3_hybrid: 0.3876 (0.3859) loss_class_4_hybrid: 0.6734 (0.6811) loss_bbox_4_hybrid: 0.1606 (0.1729) loss_giou_4_hybrid: 0.3882 (0.3858) loss_class_enc_hybrid: 0.7347 (0.7362) loss_bbox_enc_hybrid: 0.1984 (0.2054) loss_giou_enc_hybrid: 0.4080 (0.4414) mem: 1028 max mem: 36965 [2024-01-16 07:26:49 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:27:40 det.util.engine] INFO: Epoch: [11] [11400/11727] eta: 0:05:45 lr: 0.000010 data_time: 0.0032 iter_time: 1.0205 loss: 23.5450 (23.9916) loss_class: 0.6373 (0.6810) loss_bbox: 0.1497 (0.1619) loss_giou: 0.3275 (0.3599) loss_class_0: 0.7690 (0.8331) loss_bbox_0: 0.1479 (0.1619) loss_giou_0: 0.3409 (0.3639) loss_class_1: 0.6925 (0.7266) loss_bbox_1: 0.1539 (0.1633) loss_giou_1: 0.3391 (0.3631) loss_class_2: 0.6618 (0.7035) loss_bbox_2: 0.1502 (0.1616) loss_giou_2: 0.3527 (0.3607) loss_class_3: 0.6407 (0.6892) loss_bbox_3: 0.1493 (0.1617) loss_giou_3: 0.3289 (0.3601) loss_class_4: 0.6377 (0.6830) loss_bbox_4: 0.1483 (0.1618) loss_giou_4: 0.3296 (0.3600) loss_class_enc: 0.7496 (0.7994) loss_bbox_enc: 0.1700 (0.1849) loss_giou_enc: 0.3772 (0.3993) loss_class_dn: 0.3576 (0.3555) loss_bbox_dn: 0.1883 (0.2185) loss_giou_dn: 0.3891 (0.3867) loss_class_dn_0: 0.4437 (0.4542) loss_bbox_dn_0: 0.2730 (0.3126) loss_giou_dn_0: 0.4952 (0.5021) loss_class_dn_1: 0.3894 (0.3849) loss_bbox_dn_1: 0.2139 (0.2429) loss_giou_dn_1: 0.4209 (0.4184) loss_class_dn_2: 0.3634 (0.3646) loss_bbox_dn_2: 0.1910 (0.2227) loss_giou_dn_2: 0.3914 (0.3934) loss_class_dn_3: 0.3585 (0.3584) loss_bbox_dn_3: 0.1878 (0.2194) loss_giou_dn_3: 0.3892 (0.3883) loss_class_dn_4: 0.3571 (0.3559) loss_bbox_dn_4: 0.1883 (0.2185) loss_giou_dn_4: 0.3889 (0.3867) loss_class_hybrid: 0.6509 (0.6798) loss_bbox_hybrid: 0.1570 (0.1728) loss_giou_hybrid: 0.3569 (0.3855) loss_class_0_hybrid: 0.7214 (0.7568) loss_bbox_0_hybrid: 0.1670 (0.1787) loss_giou_0_hybrid: 0.3711 (0.3980) loss_class_1_hybrid: 0.6816 (0.7092) loss_bbox_1_hybrid: 0.1621 (0.1754) loss_giou_1_hybrid: 0.3599 (0.3907) loss_class_2_hybrid: 0.6630 (0.6951) loss_bbox_2_hybrid: 0.1594 (0.1729) loss_giou_2_hybrid: 0.3596 (0.3867) loss_class_3_hybrid: 0.6515 (0.6854) loss_bbox_3_hybrid: 0.1569 (0.1728) loss_giou_3_hybrid: 0.3576 (0.3859) loss_class_4_hybrid: 0.6510 (0.6810) loss_bbox_4_hybrid: 0.1572 (0.1728) loss_giou_4_hybrid: 0.3585 (0.3857) loss_class_enc_hybrid: 0.7001 (0.7362) loss_bbox_enc_hybrid: 0.1917 (0.2054) loss_giou_enc_hybrid: 0.4105 (0.4413) mem: 1025 max mem: 36965 [2024-01-16 07:27:40 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:28:33 det.util.engine] INFO: Epoch: [11] [11450/11727] eta: 0:04:52 lr: 0.000010 data_time: 0.0030 iter_time: 1.0351 loss: 23.8206 (23.9928) loss_class: 0.6857 (0.6811) loss_bbox: 0.1627 (0.1619) loss_giou: 0.3309 (0.3599) loss_class_0: 0.8294 (0.8331) loss_bbox_0: 0.1668 (0.1619) loss_giou_0: 0.3459 (0.3638) loss_class_1: 0.7078 (0.7267) loss_bbox_1: 0.1711 (0.1633) loss_giou_1: 0.3369 (0.3631) loss_class_2: 0.7037 (0.7035) loss_bbox_2: 0.1613 (0.1616) loss_giou_2: 0.3407 (0.3606) loss_class_3: 0.6935 (0.6893) loss_bbox_3: 0.1646 (0.1617) loss_giou_3: 0.3332 (0.3601) loss_class_4: 0.6779 (0.6831) loss_bbox_4: 0.1629 (0.1618) loss_giou_4: 0.3381 (0.3600) loss_class_enc: 0.8127 (0.7995) loss_bbox_enc: 0.1874 (0.1849) loss_giou_enc: 0.3739 (0.3993) loss_class_dn: 0.3528 (0.3555) loss_bbox_dn: 0.2337 (0.2186) loss_giou_dn: 0.3834 (0.3867) loss_class_dn_0: 0.4581 (0.4542) loss_bbox_dn_0: 0.3387 (0.3126) loss_giou_dn_0: 0.4939 (0.5021) loss_class_dn_1: 0.3930 (0.3850) loss_bbox_dn_1: 0.2667 (0.2430) loss_giou_dn_1: 0.4145 (0.4184) loss_class_dn_2: 0.3652 (0.3646) loss_bbox_dn_2: 0.2394 (0.2228) loss_giou_dn_2: 0.3902 (0.3934) loss_class_dn_3: 0.3605 (0.3584) loss_bbox_dn_3: 0.2325 (0.2194) loss_giou_dn_3: 0.3855 (0.3883) loss_class_dn_4: 0.3580 (0.3560) loss_bbox_dn_4: 0.2336 (0.2186) loss_giou_dn_4: 0.3833 (0.3867) loss_class_hybrid: 0.6800 (0.6799) loss_bbox_hybrid: 0.1855 (0.1728) loss_giou_hybrid: 0.3525 (0.3855) loss_class_0_hybrid: 0.7557 (0.7569) loss_bbox_0_hybrid: 0.1761 (0.1787) loss_giou_0_hybrid: 0.3603 (0.3980) loss_class_1_hybrid: 0.6876 (0.7092) loss_bbox_1_hybrid: 0.1785 (0.1754) loss_giou_1_hybrid: 0.3620 (0.3907) loss_class_2_hybrid: 0.6793 (0.6951) loss_bbox_2_hybrid: 0.1829 (0.1729) loss_giou_2_hybrid: 0.3549 (0.3867) loss_class_3_hybrid: 0.6757 (0.6855) loss_bbox_3_hybrid: 0.1788 (0.1728) loss_giou_3_hybrid: 0.3532 (0.3858) loss_class_4_hybrid: 0.6764 (0.6811) loss_bbox_4_hybrid: 0.1834 (0.1728) loss_giou_4_hybrid: 0.3525 (0.3857) loss_class_enc_hybrid: 0.7362 (0.7363) loss_bbox_enc_hybrid: 0.2046 (0.2054) loss_giou_enc_hybrid: 0.4199 (0.4413) mem: 1025 max mem: 36965 [2024-01-16 07:28:33 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:29:25 det.util.engine] INFO: Epoch: [11] [11500/11727] eta: 0:03:59 lr: 0.000010 data_time: 0.0031 iter_time: 1.0708 loss: 23.1748 (23.9913) loss_class: 0.6682 (0.6812) loss_bbox: 0.1413 (0.1618) loss_giou: 0.3458 (0.3598) loss_class_0: 0.8060 (0.8332) loss_bbox_0: 0.1455 (0.1619) loss_giou_0: 0.3483 (0.3638) loss_class_1: 0.6850 (0.7268) loss_bbox_1: 0.1445 (0.1633) loss_giou_1: 0.3419 (0.3630) loss_class_2: 0.6859 (0.7036) loss_bbox_2: 0.1384 (0.1616) loss_giou_2: 0.3421 (0.3606) loss_class_3: 0.6716 (0.6894) loss_bbox_3: 0.1442 (0.1617) loss_giou_3: 0.3424 (0.3600) loss_class_4: 0.6640 (0.6831) loss_bbox_4: 0.1404 (0.1617) loss_giou_4: 0.3457 (0.3599) loss_class_enc: 0.7943 (0.7995) loss_bbox_enc: 0.1674 (0.1849) loss_giou_enc: 0.3802 (0.3992) loss_class_dn: 0.3559 (0.3555) loss_bbox_dn: 0.1807 (0.2185) loss_giou_dn: 0.3550 (0.3867) loss_class_dn_0: 0.4602 (0.4542) loss_bbox_dn_0: 0.2520 (0.3126) loss_giou_dn_0: 0.4713 (0.5021) loss_class_dn_1: 0.3860 (0.3850) loss_bbox_dn_1: 0.1950 (0.2429) loss_giou_dn_1: 0.3766 (0.4184) loss_class_dn_2: 0.3609 (0.3646) loss_bbox_dn_2: 0.1896 (0.2227) loss_giou_dn_2: 0.3587 (0.3934) loss_class_dn_3: 0.3575 (0.3584) loss_bbox_dn_3: 0.1836 (0.2194) loss_giou_dn_3: 0.3555 (0.3882) loss_class_dn_4: 0.3559 (0.3560) loss_bbox_dn_4: 0.1808 (0.2185) loss_giou_dn_4: 0.3550 (0.3866) loss_class_hybrid: 0.6618 (0.6800) loss_bbox_hybrid: 0.1491 (0.1727) loss_giou_hybrid: 0.3640 (0.3854) loss_class_0_hybrid: 0.7486 (0.7570) loss_bbox_0_hybrid: 0.1538 (0.1786) loss_giou_0_hybrid: 0.3855 (0.3979) loss_class_1_hybrid: 0.6909 (0.7093) loss_bbox_1_hybrid: 0.1528 (0.1753) loss_giou_1_hybrid: 0.3709 (0.3906) loss_class_2_hybrid: 0.6725 (0.6952) loss_bbox_2_hybrid: 0.1526 (0.1729) loss_giou_2_hybrid: 0.3678 (0.3866) loss_class_3_hybrid: 0.6715 (0.6856) loss_bbox_3_hybrid: 0.1498 (0.1727) loss_giou_3_hybrid: 0.3618 (0.3857) loss_class_4_hybrid: 0.6637 (0.6812) loss_bbox_4_hybrid: 0.1499 (0.1728) loss_giou_4_hybrid: 0.3651 (0.3856) loss_class_enc_hybrid: 0.7174 (0.7363) loss_bbox_enc_hybrid: 0.1792 (0.2053) loss_giou_enc_hybrid: 0.4419 (0.4412) mem: 1026 max mem: 36965 [2024-01-16 07:29:25 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:30:17 det.util.engine] INFO: Epoch: [11] [11550/11727] eta: 0:03:07 lr: 0.000010 data_time: 0.0032 iter_time: 1.0596 loss: 23.9537 (23.9892) loss_class: 0.7021 (0.6811) loss_bbox: 0.1470 (0.1618) loss_giou: 0.3644 (0.3598) loss_class_0: 0.8226 (0.8331) loss_bbox_0: 0.1506 (0.1619) loss_giou_0: 0.3844 (0.3637) loss_class_1: 0.7473 (0.7267) loss_bbox_1: 0.1477 (0.1632) loss_giou_1: 0.3635 (0.3630) loss_class_2: 0.7293 (0.7036) loss_bbox_2: 0.1484 (0.1615) loss_giou_2: 0.3640 (0.3605) loss_class_3: 0.7165 (0.6894) loss_bbox_3: 0.1479 (0.1616) loss_giou_3: 0.3661 (0.3599) loss_class_4: 0.7079 (0.6831) loss_bbox_4: 0.1472 (0.1617) loss_giou_4: 0.3641 (0.3599) loss_class_enc: 0.7813 (0.7995) loss_bbox_enc: 0.1768 (0.1848) loss_giou_enc: 0.4100 (0.3992) loss_class_dn: 0.3555 (0.3555) loss_bbox_dn: 0.1855 (0.2185) loss_giou_dn: 0.4039 (0.3866) loss_class_dn_0: 0.4491 (0.4542) loss_bbox_dn_0: 0.2768 (0.3125) loss_giou_dn_0: 0.5371 (0.5020) loss_class_dn_1: 0.3840 (0.3849) loss_bbox_dn_1: 0.2075 (0.2429) loss_giou_dn_1: 0.4469 (0.4183) loss_class_dn_2: 0.3653 (0.3646) loss_bbox_dn_2: 0.1939 (0.2227) loss_giou_dn_2: 0.4086 (0.3933) loss_class_dn_3: 0.3603 (0.3584) loss_bbox_dn_3: 0.1869 (0.2193) loss_giou_dn_3: 0.4053 (0.3882) loss_class_dn_4: 0.3577 (0.3559) loss_bbox_dn_4: 0.1855 (0.2185) loss_giou_dn_4: 0.4040 (0.3866) loss_class_hybrid: 0.6655 (0.6800) loss_bbox_hybrid: 0.1585 (0.1727) loss_giou_hybrid: 0.3808 (0.3853) loss_class_0_hybrid: 0.7443 (0.7570) loss_bbox_0_hybrid: 0.1639 (0.1786) loss_giou_0_hybrid: 0.4110 (0.3978) loss_class_1_hybrid: 0.7116 (0.7093) loss_bbox_1_hybrid: 0.1601 (0.1753) loss_giou_1_hybrid: 0.3954 (0.3905) loss_class_2_hybrid: 0.6932 (0.6952) loss_bbox_2_hybrid: 0.1561 (0.1728) loss_giou_2_hybrid: 0.3793 (0.3866) loss_class_3_hybrid: 0.6698 (0.6855) loss_bbox_3_hybrid: 0.1565 (0.1727) loss_giou_3_hybrid: 0.3779 (0.3857) loss_class_4_hybrid: 0.6648 (0.6812) loss_bbox_4_hybrid: 0.1557 (0.1727) loss_giou_4_hybrid: 0.3790 (0.3856) loss_class_enc_hybrid: 0.7259 (0.7363) loss_bbox_enc_hybrid: 0.1867 (0.2053) loss_giou_enc_hybrid: 0.4495 (0.4411) mem: 1019 max mem: 36965 [2024-01-16 07:30:17 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:31:09 det.util.engine] INFO: Epoch: [11] [11600/11727] eta: 0:02:14 lr: 0.000010 data_time: 0.0031 iter_time: 1.0162 loss: 24.5316 (23.9893) loss_class: 0.7107 (0.6811) loss_bbox: 0.1642 (0.1618) loss_giou: 0.3459 (0.3597) loss_class_0: 0.8519 (0.8331) loss_bbox_0: 0.1496 (0.1619) loss_giou_0: 0.3547 (0.3637) loss_class_1: 0.7488 (0.7268) loss_bbox_1: 0.1663 (0.1632) loss_giou_1: 0.3566 (0.3630) loss_class_2: 0.7178 (0.7036) loss_bbox_2: 0.1511 (0.1615) loss_giou_2: 0.3460 (0.3605) loss_class_3: 0.7266 (0.6894) loss_bbox_3: 0.1642 (0.1616) loss_giou_3: 0.3401 (0.3599) loss_class_4: 0.7120 (0.6831) loss_bbox_4: 0.1685 (0.1617) loss_giou_4: 0.3458 (0.3599) loss_class_enc: 0.8423 (0.7995) loss_bbox_enc: 0.1650 (0.1848) loss_giou_enc: 0.3836 (0.3992) loss_class_dn: 0.3499 (0.3555) loss_bbox_dn: 0.2300 (0.2185) loss_giou_dn: 0.3857 (0.3866) loss_class_dn_0: 0.4538 (0.4542) loss_bbox_dn_0: 0.3141 (0.3126) loss_giou_dn_0: 0.4936 (0.5020) loss_class_dn_1: 0.3862 (0.3849) loss_bbox_dn_1: 0.2534 (0.2429) loss_giou_dn_1: 0.4121 (0.4183) loss_class_dn_2: 0.3590 (0.3646) loss_bbox_dn_2: 0.2340 (0.2227) loss_giou_dn_2: 0.3925 (0.3933) loss_class_dn_3: 0.3522 (0.3584) loss_bbox_dn_3: 0.2301 (0.2194) loss_giou_dn_3: 0.3881 (0.3882) loss_class_dn_4: 0.3507 (0.3559) loss_bbox_dn_4: 0.2302 (0.2185) loss_giou_dn_4: 0.3858 (0.3866) loss_class_hybrid: 0.6933 (0.6800) loss_bbox_hybrid: 0.1723 (0.1727) loss_giou_hybrid: 0.3612 (0.3853) loss_class_0_hybrid: 0.7871 (0.7570) loss_bbox_0_hybrid: 0.1690 (0.1786) loss_giou_0_hybrid: 0.3767 (0.3978) loss_class_1_hybrid: 0.7307 (0.7093) loss_bbox_1_hybrid: 0.1714 (0.1753) loss_giou_1_hybrid: 0.3643 (0.3905) loss_class_2_hybrid: 0.7107 (0.6952) loss_bbox_2_hybrid: 0.1710 (0.1728) loss_giou_2_hybrid: 0.3634 (0.3865) loss_class_3_hybrid: 0.7066 (0.6855) loss_bbox_3_hybrid: 0.1708 (0.1727) loss_giou_3_hybrid: 0.3623 (0.3857) loss_class_4_hybrid: 0.6953 (0.6812) loss_bbox_4_hybrid: 0.1723 (0.1728) loss_giou_4_hybrid: 0.3620 (0.3855) loss_class_enc_hybrid: 0.7615 (0.7363) loss_bbox_enc_hybrid: 0.1970 (0.2053) loss_giou_enc_hybrid: 0.4244 (0.4411) mem: 1027 max mem: 36965 [2024-01-16 07:31:09 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:32:01 det.util.engine] INFO: Epoch: [11] [11650/11727] eta: 0:01:21 lr: 0.000010 data_time: 0.0032 iter_time: 1.0542 loss: 23.7592 (23.9881) loss_class: 0.6671 (0.6811) loss_bbox: 0.1659 (0.1618) loss_giou: 0.3576 (0.3597) loss_class_0: 0.7962 (0.8331) loss_bbox_0: 0.1675 (0.1619) loss_giou_0: 0.3600 (0.3636) loss_class_1: 0.7195 (0.7267) loss_bbox_1: 0.1704 (0.1633) loss_giou_1: 0.3545 (0.3629) loss_class_2: 0.6663 (0.7035) loss_bbox_2: 0.1690 (0.1615) loss_giou_2: 0.3544 (0.3605) loss_class_3: 0.6485 (0.6894) loss_bbox_3: 0.1664 (0.1616) loss_giou_3: 0.3578 (0.3599) loss_class_4: 0.6788 (0.6831) loss_bbox_4: 0.1637 (0.1617) loss_giou_4: 0.3575 (0.3598) loss_class_enc: 0.7696 (0.7995) loss_bbox_enc: 0.1934 (0.1848) loss_giou_enc: 0.3951 (0.3991) loss_class_dn: 0.3547 (0.3555) loss_bbox_dn: 0.2215 (0.2185) loss_giou_dn: 0.3741 (0.3866) loss_class_dn_0: 0.4566 (0.4542) loss_bbox_dn_0: 0.2958 (0.3126) loss_giou_dn_0: 0.4923 (0.5020) loss_class_dn_1: 0.3900 (0.3849) loss_bbox_dn_1: 0.2424 (0.2429) loss_giou_dn_1: 0.4083 (0.4183) loss_class_dn_2: 0.3648 (0.3645) loss_bbox_dn_2: 0.2267 (0.2227) loss_giou_dn_2: 0.3832 (0.3933) loss_class_dn_3: 0.3606 (0.3584) loss_bbox_dn_3: 0.2228 (0.2194) loss_giou_dn_3: 0.3766 (0.3881) loss_class_dn_4: 0.3571 (0.3559) loss_bbox_dn_4: 0.2215 (0.2185) loss_giou_dn_4: 0.3741 (0.3866) loss_class_hybrid: 0.6472 (0.6799) loss_bbox_hybrid: 0.1798 (0.1727) loss_giou_hybrid: 0.3868 (0.3852) loss_class_0_hybrid: 0.7201 (0.7570) loss_bbox_0_hybrid: 0.1858 (0.1786) loss_giou_0_hybrid: 0.4057 (0.3978) loss_class_1_hybrid: 0.6781 (0.7093) loss_bbox_1_hybrid: 0.1838 (0.1753) loss_giou_1_hybrid: 0.3892 (0.3905) loss_class_2_hybrid: 0.6669 (0.6952) loss_bbox_2_hybrid: 0.1774 (0.1728) loss_giou_2_hybrid: 0.3795 (0.3865) loss_class_3_hybrid: 0.6588 (0.6855) loss_bbox_3_hybrid: 0.1805 (0.1727) loss_giou_3_hybrid: 0.3890 (0.3856) loss_class_4_hybrid: 0.6545 (0.6811) loss_bbox_4_hybrid: 0.1782 (0.1728) loss_giou_4_hybrid: 0.3853 (0.3855) loss_class_enc_hybrid: 0.7170 (0.7363) loss_bbox_enc_hybrid: 0.2066 (0.2053) loss_giou_enc_hybrid: 0.4409 (0.4410) mem: 1025 max mem: 36965 [2024-01-16 07:32:02 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:32:57 det.util.engine] INFO: Epoch: [11] [11700/11727] eta: 0:00:28 lr: 0.000010 data_time: 0.0033 iter_time: 1.2507 loss: 23.6592 (23.9891) loss_class: 0.7270 (0.6813) loss_bbox: 0.1483 (0.1618) loss_giou: 0.3480 (0.3596) loss_class_0: 0.8851 (0.8332) loss_bbox_0: 0.1555 (0.1619) loss_giou_0: 0.3436 (0.3636) loss_class_1: 0.7559 (0.7268) loss_bbox_1: 0.1443 (0.1632) loss_giou_1: 0.3340 (0.3629) loss_class_2: 0.7407 (0.7037) loss_bbox_2: 0.1535 (0.1615) loss_giou_2: 0.3431 (0.3604) loss_class_3: 0.7199 (0.6895) loss_bbox_3: 0.1511 (0.1616) loss_giou_3: 0.3477 (0.3598) loss_class_4: 0.7145 (0.6832) loss_bbox_4: 0.1500 (0.1617) loss_giou_4: 0.3482 (0.3598) loss_class_enc: 0.8474 (0.7996) loss_bbox_enc: 0.1779 (0.1849) loss_giou_enc: 0.3874 (0.3991) loss_class_dn: 0.3452 (0.3555) loss_bbox_dn: 0.2163 (0.2185) loss_giou_dn: 0.3564 (0.3866) loss_class_dn_0: 0.4571 (0.4542) loss_bbox_dn_0: 0.3042 (0.3126) loss_giou_dn_0: 0.4835 (0.5020) loss_class_dn_1: 0.3777 (0.3850) loss_bbox_dn_1: 0.2319 (0.2429) loss_giou_dn_1: 0.3905 (0.4183) loss_class_dn_2: 0.3553 (0.3646) loss_bbox_dn_2: 0.2194 (0.2227) loss_giou_dn_2: 0.3630 (0.3933) loss_class_dn_3: 0.3492 (0.3584) loss_bbox_dn_3: 0.2175 (0.2194) loss_giou_dn_3: 0.3572 (0.3881) loss_class_dn_4: 0.3480 (0.3559) loss_bbox_dn_4: 0.2164 (0.2185) loss_giou_dn_4: 0.3563 (0.3866) loss_class_hybrid: 0.7203 (0.6801) loss_bbox_hybrid: 0.1612 (0.1727) loss_giou_hybrid: 0.3608 (0.3852) loss_class_0_hybrid: 0.8085 (0.7571) loss_bbox_0_hybrid: 0.1754 (0.1786) loss_giou_0_hybrid: 0.3768 (0.3977) loss_class_1_hybrid: 0.7564 (0.7094) loss_bbox_1_hybrid: 0.1704 (0.1753) loss_giou_1_hybrid: 0.3681 (0.3904) loss_class_2_hybrid: 0.7370 (0.6953) loss_bbox_2_hybrid: 0.1688 (0.1728) loss_giou_2_hybrid: 0.3650 (0.3864) loss_class_3_hybrid: 0.7271 (0.6856) loss_bbox_3_hybrid: 0.1612 (0.1727) loss_giou_3_hybrid: 0.3647 (0.3855) loss_class_4_hybrid: 0.7217 (0.6813) loss_bbox_4_hybrid: 0.1606 (0.1727) loss_giou_4_hybrid: 0.3610 (0.3854) loss_class_enc_hybrid: 0.7579 (0.7364) loss_bbox_enc_hybrid: 0.2041 (0.2053) loss_giou_enc_hybrid: 0.4167 (0.4410) mem: 1026 max mem: 36965 [2024-01-16 07:32:57 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:33:25 det.util.engine] INFO: Averaged stats: lr: 0.000010 data_time: 0.0029 iter_time: 1.0609 loss: 22.4617 (23.9878) loss_class: 0.6227 (0.6812) loss_bbox: 0.1496 (0.1618) loss_giou: 0.3475 (0.3596) loss_class_0: 0.7698 (0.8332) loss_bbox_0: 0.1448 (0.1619) loss_giou_0: 0.3538 (0.3636) loss_class_1: 0.6545 (0.7268) loss_bbox_1: 0.1602 (0.1632) loss_giou_1: 0.3577 (0.3629) loss_class_2: 0.6340 (0.7036) loss_bbox_2: 0.1524 (0.1615) loss_giou_2: 0.3408 (0.3604) loss_class_3: 0.6400 (0.6895) loss_bbox_3: 0.1469 (0.1616) loss_giou_3: 0.3391 (0.3598) loss_class_4: 0.6298 (0.6832) loss_bbox_4: 0.1518 (0.1617) loss_giou_4: 0.3401 (0.3598) loss_class_enc: 0.7212 (0.7996) loss_bbox_enc: 0.1718 (0.1848) loss_giou_enc: 0.3900 (0.3991) loss_class_dn: 0.3417 (0.3554) loss_bbox_dn: 0.1760 (0.2185) loss_giou_dn: 0.3679 (0.3865) loss_class_dn_0: 0.4465 (0.4542) loss_bbox_dn_0: 0.2623 (0.3126) loss_giou_dn_0: 0.4817 (0.5019) loss_class_dn_1: 0.3715 (0.3849) loss_bbox_dn_1: 0.1965 (0.2429) loss_giou_dn_1: 0.3939 (0.4182) loss_class_dn_2: 0.3522 (0.3645) loss_bbox_dn_2: 0.1779 (0.2227) loss_giou_dn_2: 0.3763 (0.3932) loss_class_dn_3: 0.3451 (0.3584) loss_bbox_dn_3: 0.1758 (0.2194) loss_giou_dn_3: 0.3712 (0.3881) loss_class_dn_4: 0.3413 (0.3559) loss_bbox_dn_4: 0.1761 (0.2185) loss_giou_dn_4: 0.3677 (0.3865) loss_class_hybrid: 0.6237 (0.6800) loss_bbox_hybrid: 0.1481 (0.1727) loss_giou_hybrid: 0.3511 (0.3852) loss_class_0_hybrid: 0.6980 (0.7571) loss_bbox_0_hybrid: 0.1665 (0.1786) loss_giou_0_hybrid: 0.3618 (0.3977) loss_class_1_hybrid: 0.6614 (0.7094) loss_bbox_1_hybrid: 0.1585 (0.1753) loss_giou_1_hybrid: 0.3562 (0.3904) loss_class_2_hybrid: 0.6368 (0.6953) loss_bbox_2_hybrid: 0.1518 (0.1728) loss_giou_2_hybrid: 0.3567 (0.3864) loss_class_3_hybrid: 0.6330 (0.6856) loss_bbox_3_hybrid: 0.1476 (0.1727) loss_giou_3_hybrid: 0.3531 (0.3855) loss_class_4_hybrid: 0.6332 (0.6813) loss_bbox_4_hybrid: 0.1482 (0.1727) loss_giou_4_hybrid: 0.3499 (0.3854) loss_class_enc_hybrid: 0.6791 (0.7364) loss_bbox_enc_hybrid: 0.1891 (0.2053) loss_giou_enc_hybrid: 0.4118 (0.4409) [2024-01-16 07:33:25 accelerate.accelerator] WARNING: Deleting 1 checkpoints to make room for new checkpoint. [2024-01-16 07:33:25 accelerate.accelerator] INFO: Saving current state to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_11 [2024-01-16 07:33:26 accelerate.checkpointing] INFO: Model weights saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_11/model.safetensors [2024-01-16 07:33:27 accelerate.checkpointing] INFO: Optimizer state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_11/optimizer.bin [2024-01-16 07:33:27 accelerate.checkpointing] INFO: Scheduler state saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_11/scheduler.bin [2024-01-16 07:33:27 accelerate.checkpointing] INFO: Sampler state for dataloader 0 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_11/sampler.bin [2024-01-16 07:33:27 accelerate.checkpointing] INFO: Sampler state for dataloader 1 saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_11/sampler_1.bin [2024-01-16 07:33:27 accelerate.checkpointing] INFO: Random states saved in /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/checkpoints/checkpoint_11/random_states_0.pkl [2024-01-16 07:33:27 det.__main__] INFO: Start evaluation [2024-01-16 07:33:29 det.util.utils] INFO: Test: [ 0/2500] eta: 0:24:00 model_time: 0.3392 (0.3392) evaluator_time: 0.0232 (0.0232) time: 0.5762 data: 0.2122 mem: 961 max mem: 36965 [2024-01-16 07:33:31 det.util.utils] INFO: Test: [ 10/2500] eta: 0:09:53 model_time: 0.1344 (0.1968) evaluator_time: 0.0205 (0.0199) time: 0.2383 data: 0.0199 mem: 961 max mem: 36965 [2024-01-16 07:33:33 det.util.utils] INFO: Test: [ 20/2500] eta: 0:08:49 model_time: 0.1344 (0.1807) evaluator_time: 0.0194 (0.0203) time: 0.1955 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:33:34 det.util.utils] INFO: Test: [ 30/2500] eta: 0:08:05 model_time: 0.1257 (0.1671) evaluator_time: 0.0194 (0.0203) time: 0.1738 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:33:36 det.util.utils] INFO: Test: [ 40/2500] eta: 0:07:55 model_time: 0.1329 (0.1653) evaluator_time: 0.0187 (0.0206) time: 0.1723 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:33:38 det.util.utils] INFO: Test: [ 50/2500] eta: 0:07:46 model_time: 0.1315 (0.1637) evaluator_time: 0.0168 (0.0202) time: 0.1807 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:33:40 det.util.utils] INFO: Test: [ 60/2500] eta: 0:07:37 model_time: 0.1296 (0.1614) evaluator_time: 0.0168 (0.0203) time: 0.1758 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:33:41 det.util.utils] INFO: Test: [ 70/2500] eta: 0:07:27 model_time: 0.1306 (0.1586) evaluator_time: 0.0171 (0.0199) time: 0.1675 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:33:43 det.util.utils] INFO: Test: [ 80/2500] eta: 0:07:18 model_time: 0.1247 (0.1564) evaluator_time: 0.0152 (0.0198) time: 0.1619 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:33:45 det.util.utils] INFO: Test: [ 90/2500] eta: 0:07:17 model_time: 0.1282 (0.1566) evaluator_time: 0.0158 (0.0200) time: 0.1723 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:33:46 det.util.utils] INFO: Test: [ 100/2500] eta: 0:07:10 model_time: 0.1296 (0.1548) evaluator_time: 0.0167 (0.0201) time: 0.1726 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:33:48 det.util.utils] INFO: Test: [ 110/2500] eta: 0:07:06 model_time: 0.1283 (0.1542) evaluator_time: 0.0160 (0.0199) time: 0.1649 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:33:50 det.util.utils] INFO: Test: [ 120/2500] eta: 0:07:01 model_time: 0.1347 (0.1528) evaluator_time: 0.0170 (0.0200) time: 0.1643 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:33:51 det.util.utils] INFO: Test: [ 130/2500] eta: 0:06:57 model_time: 0.1287 (0.1519) evaluator_time: 0.0169 (0.0200) time: 0.1628 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:33:53 det.util.utils] INFO: Test: [ 140/2500] eta: 0:06:53 model_time: 0.1280 (0.1513) evaluator_time: 0.0164 (0.0201) time: 0.1650 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:33:54 det.util.utils] INFO: Test: [ 150/2500] eta: 0:06:49 model_time: 0.1282 (0.1499) evaluator_time: 0.0168 (0.0204) time: 0.1619 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:33:56 det.util.utils] INFO: Test: [ 160/2500] eta: 0:06:43 model_time: 0.1263 (0.1485) evaluator_time: 0.0170 (0.0203) time: 0.1532 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:33:58 det.util.utils] INFO: Test: [ 170/2500] eta: 0:06:42 model_time: 0.1230 (0.1487) evaluator_time: 0.0173 (0.0204) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:33:59 det.util.utils] INFO: Test: [ 180/2500] eta: 0:06:38 model_time: 0.1246 (0.1477) evaluator_time: 0.0173 (0.0205) time: 0.1662 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:34:01 det.util.utils] INFO: Test: [ 190/2500] eta: 0:06:34 model_time: 0.1255 (0.1467) evaluator_time: 0.0163 (0.0204) time: 0.1526 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:02 det.util.utils] INFO: Test: [ 200/2500] eta: 0:06:31 model_time: 0.1249 (0.1464) evaluator_time: 0.0163 (0.0204) time: 0.1566 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:04 det.util.utils] INFO: Test: [ 210/2500] eta: 0:06:27 model_time: 0.1264 (0.1456) evaluator_time: 0.0169 (0.0203) time: 0.1568 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:05 det.util.utils] INFO: Test: [ 220/2500] eta: 0:06:23 model_time: 0.1268 (0.1448) evaluator_time: 0.0161 (0.0201) time: 0.1475 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:34:07 det.util.utils] INFO: Test: [ 230/2500] eta: 0:06:20 model_time: 0.1259 (0.1441) evaluator_time: 0.0149 (0.0199) time: 0.1467 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:08 det.util.utils] INFO: Test: [ 240/2500] eta: 0:06:17 model_time: 0.1303 (0.1439) evaluator_time: 0.0163 (0.0200) time: 0.1552 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:10 det.util.utils] INFO: Test: [ 250/2500] eta: 0:06:15 model_time: 0.1307 (0.1435) evaluator_time: 0.0201 (0.0201) time: 0.1624 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:12 det.util.utils] INFO: Test: [ 260/2500] eta: 0:06:13 model_time: 0.1296 (0.1434) evaluator_time: 0.0190 (0.0202) time: 0.1630 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:13 det.util.utils] INFO: Test: [ 270/2500] eta: 0:06:12 model_time: 0.1266 (0.1435) evaluator_time: 0.0193 (0.0204) time: 0.1690 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:15 det.util.utils] INFO: Test: [ 280/2500] eta: 0:06:11 model_time: 0.1302 (0.1437) evaluator_time: 0.0195 (0.0204) time: 0.1725 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:34:17 det.util.utils] INFO: Test: [ 290/2500] eta: 0:06:08 model_time: 0.1257 (0.1433) evaluator_time: 0.0161 (0.0203) time: 0.1614 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:34:18 det.util.utils] INFO: Test: [ 300/2500] eta: 0:06:06 model_time: 0.1257 (0.1432) evaluator_time: 0.0148 (0.0202) time: 0.1570 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:34:20 det.util.utils] INFO: Test: [ 310/2500] eta: 0:06:03 model_time: 0.1261 (0.1427) evaluator_time: 0.0163 (0.0202) time: 0.1567 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:21 det.util.utils] INFO: Test: [ 320/2500] eta: 0:06:01 model_time: 0.1261 (0.1424) evaluator_time: 0.0164 (0.0203) time: 0.1539 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:34:23 det.util.utils] INFO: Test: [ 330/2500] eta: 0:05:59 model_time: 0.1360 (0.1422) evaluator_time: 0.0181 (0.0203) time: 0.1589 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:25 det.util.utils] INFO: Test: [ 340/2500] eta: 0:05:58 model_time: 0.1323 (0.1422) evaluator_time: 0.0190 (0.0205) time: 0.1648 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:26 det.util.utils] INFO: Test: [ 350/2500] eta: 0:05:55 model_time: 0.1301 (0.1418) evaluator_time: 0.0184 (0.0204) time: 0.1596 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 07:34:28 det.util.utils] INFO: Test: [ 360/2500] eta: 0:05:53 model_time: 0.1280 (0.1414) evaluator_time: 0.0183 (0.0205) time: 0.1526 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:29 det.util.utils] INFO: Test: [ 370/2500] eta: 0:05:50 model_time: 0.1264 (0.1412) evaluator_time: 0.0175 (0.0205) time: 0.1546 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:31 det.util.utils] INFO: Test: [ 380/2500] eta: 0:05:49 model_time: 0.1318 (0.1414) evaluator_time: 0.0160 (0.0204) time: 0.1607 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:34:33 det.util.utils] INFO: Test: [ 390/2500] eta: 0:05:47 model_time: 0.1318 (0.1414) evaluator_time: 0.0131 (0.0203) time: 0.1643 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 07:34:34 det.util.utils] INFO: Test: [ 400/2500] eta: 0:05:45 model_time: 0.1259 (0.1412) evaluator_time: 0.0143 (0.0202) time: 0.1583 data: 0.0009 mem: 961 max mem: 36965 [2024-01-16 07:34:36 det.util.utils] INFO: Test: [ 410/2500] eta: 0:05:42 model_time: 0.1257 (0.1409) evaluator_time: 0.0152 (0.0202) time: 0.1520 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:37 det.util.utils] INFO: Test: [ 420/2500] eta: 0:05:42 model_time: 0.1305 (0.1413) evaluator_time: 0.0145 (0.0202) time: 0.1645 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:34:39 det.util.utils] INFO: Test: [ 430/2500] eta: 0:05:40 model_time: 0.1331 (0.1411) evaluator_time: 0.0170 (0.0202) time: 0.1679 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:40 det.util.utils] INFO: Test: [ 440/2500] eta: 0:05:37 model_time: 0.1308 (0.1409) evaluator_time: 0.0160 (0.0201) time: 0.1534 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:42 det.util.utils] INFO: Test: [ 450/2500] eta: 0:05:35 model_time: 0.1276 (0.1407) evaluator_time: 0.0151 (0.0201) time: 0.1517 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:34:44 det.util.utils] INFO: Test: [ 460/2500] eta: 0:05:33 model_time: 0.1301 (0.1405) evaluator_time: 0.0151 (0.0201) time: 0.1544 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:34:45 det.util.utils] INFO: Test: [ 470/2500] eta: 0:05:31 model_time: 0.1337 (0.1404) evaluator_time: 0.0145 (0.0200) time: 0.1566 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:34:47 det.util.utils] INFO: Test: [ 480/2500] eta: 0:05:30 model_time: 0.1352 (0.1405) evaluator_time: 0.0151 (0.0200) time: 0.1605 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:48 det.util.utils] INFO: Test: [ 490/2500] eta: 0:05:28 model_time: 0.1297 (0.1403) evaluator_time: 0.0164 (0.0200) time: 0.1594 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:50 det.util.utils] INFO: Test: [ 500/2500] eta: 0:05:26 model_time: 0.1265 (0.1403) evaluator_time: 0.0164 (0.0200) time: 0.1569 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:34:52 det.util.utils] INFO: Test: [ 510/2500] eta: 0:05:24 model_time: 0.1253 (0.1402) evaluator_time: 0.0183 (0.0200) time: 0.1611 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:34:53 det.util.utils] INFO: Test: [ 520/2500] eta: 0:05:22 model_time: 0.1230 (0.1399) evaluator_time: 0.0148 (0.0199) time: 0.1535 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:55 det.util.utils] INFO: Test: [ 530/2500] eta: 0:05:20 model_time: 0.1282 (0.1399) evaluator_time: 0.0128 (0.0200) time: 0.1521 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:56 det.util.utils] INFO: Test: [ 540/2500] eta: 0:05:18 model_time: 0.1319 (0.1398) evaluator_time: 0.0147 (0.0199) time: 0.1571 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:58 det.util.utils] INFO: Test: [ 550/2500] eta: 0:05:17 model_time: 0.1263 (0.1397) evaluator_time: 0.0150 (0.0200) time: 0.1581 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:34:59 det.util.utils] INFO: Test: [ 560/2500] eta: 0:05:15 model_time: 0.1314 (0.1397) evaluator_time: 0.0167 (0.0199) time: 0.1607 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:01 det.util.utils] INFO: Test: [ 570/2500] eta: 0:05:13 model_time: 0.1328 (0.1397) evaluator_time: 0.0167 (0.0199) time: 0.1609 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:35:02 det.util.utils] INFO: Test: [ 580/2500] eta: 0:05:11 model_time: 0.1304 (0.1396) evaluator_time: 0.0144 (0.0198) time: 0.1571 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:35:04 det.util.utils] INFO: Test: [ 590/2500] eta: 0:05:09 model_time: 0.1273 (0.1395) evaluator_time: 0.0168 (0.0199) time: 0.1527 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:35:06 det.util.utils] INFO: Test: [ 600/2500] eta: 0:05:08 model_time: 0.1261 (0.1393) evaluator_time: 0.0198 (0.0200) time: 0.1564 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:35:07 det.util.utils] INFO: Test: [ 610/2500] eta: 0:05:06 model_time: 0.1290 (0.1392) evaluator_time: 0.0198 (0.0200) time: 0.1562 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:09 det.util.utils] INFO: Test: [ 620/2500] eta: 0:05:04 model_time: 0.1262 (0.1390) evaluator_time: 0.0154 (0.0200) time: 0.1526 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:10 det.util.utils] INFO: Test: [ 630/2500] eta: 0:05:02 model_time: 0.1274 (0.1389) evaluator_time: 0.0143 (0.0199) time: 0.1515 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:12 det.util.utils] INFO: Test: [ 640/2500] eta: 0:05:00 model_time: 0.1326 (0.1388) evaluator_time: 0.0150 (0.0200) time: 0.1539 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:13 det.util.utils] INFO: Test: [ 650/2500] eta: 0:04:58 model_time: 0.1295 (0.1387) evaluator_time: 0.0167 (0.0200) time: 0.1542 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:15 det.util.utils] INFO: Test: [ 660/2500] eta: 0:04:57 model_time: 0.1329 (0.1386) evaluator_time: 0.0167 (0.0200) time: 0.1570 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 07:35:16 det.util.utils] INFO: Test: [ 670/2500] eta: 0:04:55 model_time: 0.1329 (0.1385) evaluator_time: 0.0177 (0.0200) time: 0.1589 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 07:35:18 det.util.utils] INFO: Test: [ 680/2500] eta: 0:04:53 model_time: 0.1308 (0.1385) evaluator_time: 0.0186 (0.0200) time: 0.1578 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:20 det.util.utils] INFO: Test: [ 690/2500] eta: 0:04:51 model_time: 0.1336 (0.1384) evaluator_time: 0.0178 (0.0200) time: 0.1585 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:21 det.util.utils] INFO: Test: [ 700/2500] eta: 0:04:50 model_time: 0.1290 (0.1383) evaluator_time: 0.0150 (0.0201) time: 0.1561 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:23 det.util.utils] INFO: Test: [ 710/2500] eta: 0:04:48 model_time: 0.1271 (0.1383) evaluator_time: 0.0165 (0.0201) time: 0.1581 data: 0.0009 mem: 962 max mem: 36965 [2024-01-16 07:35:24 det.util.utils] INFO: Test: [ 720/2500] eta: 0:04:47 model_time: 0.1347 (0.1383) evaluator_time: 0.0227 (0.0203) time: 0.1670 data: 0.0009 mem: 962 max mem: 36965 [2024-01-16 07:35:26 det.util.utils] INFO: Test: [ 730/2500] eta: 0:04:45 model_time: 0.1337 (0.1382) evaluator_time: 0.0175 (0.0202) time: 0.1619 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:28 det.util.utils] INFO: Test: [ 740/2500] eta: 0:04:43 model_time: 0.1298 (0.1381) evaluator_time: 0.0155 (0.0203) time: 0.1562 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:29 det.util.utils] INFO: Test: [ 750/2500] eta: 0:04:41 model_time: 0.1298 (0.1381) evaluator_time: 0.0159 (0.0203) time: 0.1584 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:31 det.util.utils] INFO: Test: [ 760/2500] eta: 0:04:40 model_time: 0.1329 (0.1381) evaluator_time: 0.0167 (0.0203) time: 0.1591 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:32 det.util.utils] INFO: Test: [ 770/2500] eta: 0:04:38 model_time: 0.1355 (0.1380) evaluator_time: 0.0167 (0.0203) time: 0.1581 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:34 det.util.utils] INFO: Test: [ 780/2500] eta: 0:04:37 model_time: 0.1355 (0.1379) evaluator_time: 0.0180 (0.0203) time: 0.1578 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 07:35:35 det.util.utils] INFO: Test: [ 790/2500] eta: 0:04:35 model_time: 0.1270 (0.1378) evaluator_time: 0.0180 (0.0203) time: 0.1553 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 07:35:37 det.util.utils] INFO: Test: [ 800/2500] eta: 0:04:33 model_time: 0.1254 (0.1378) evaluator_time: 0.0175 (0.0204) time: 0.1557 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:39 det.util.utils] INFO: Test: [ 810/2500] eta: 0:04:31 model_time: 0.1252 (0.1377) evaluator_time: 0.0154 (0.0203) time: 0.1571 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:40 det.util.utils] INFO: Test: [ 820/2500] eta: 0:04:29 model_time: 0.1242 (0.1376) evaluator_time: 0.0163 (0.0203) time: 0.1499 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:35:42 det.util.utils] INFO: Test: [ 830/2500] eta: 0:04:28 model_time: 0.1264 (0.1375) evaluator_time: 0.0168 (0.0203) time: 0.1511 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:35:43 det.util.utils] INFO: Test: [ 840/2500] eta: 0:04:26 model_time: 0.1261 (0.1374) evaluator_time: 0.0141 (0.0203) time: 0.1520 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:45 det.util.utils] INFO: Test: [ 850/2500] eta: 0:04:25 model_time: 0.1302 (0.1375) evaluator_time: 0.0151 (0.0204) time: 0.1642 data: 0.0011 mem: 962 max mem: 36965 [2024-01-16 07:35:46 det.util.utils] INFO: Test: [ 860/2500] eta: 0:04:23 model_time: 0.1289 (0.1374) evaluator_time: 0.0188 (0.0204) time: 0.1644 data: 0.0011 mem: 961 max mem: 36965 [2024-01-16 07:35:48 det.util.utils] INFO: Test: [ 870/2500] eta: 0:04:21 model_time: 0.1238 (0.1373) evaluator_time: 0.0156 (0.0204) time: 0.1496 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:49 det.util.utils] INFO: Test: [ 880/2500] eta: 0:04:19 model_time: 0.1238 (0.1372) evaluator_time: 0.0142 (0.0203) time: 0.1470 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:35:51 det.util.utils] INFO: Test: [ 890/2500] eta: 0:04:17 model_time: 0.1227 (0.1371) evaluator_time: 0.0142 (0.0203) time: 0.1488 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:52 det.util.utils] INFO: Test: [ 900/2500] eta: 0:04:16 model_time: 0.1240 (0.1371) evaluator_time: 0.0168 (0.0203) time: 0.1568 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:54 det.util.utils] INFO: Test: [ 910/2500] eta: 0:04:14 model_time: 0.1266 (0.1371) evaluator_time: 0.0164 (0.0203) time: 0.1577 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:56 det.util.utils] INFO: Test: [ 920/2500] eta: 0:04:12 model_time: 0.1289 (0.1371) evaluator_time: 0.0167 (0.0203) time: 0.1575 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:35:57 det.util.utils] INFO: Test: [ 930/2500] eta: 0:04:11 model_time: 0.1359 (0.1371) evaluator_time: 0.0167 (0.0203) time: 0.1619 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:35:59 det.util.utils] INFO: Test: [ 940/2500] eta: 0:04:09 model_time: 0.1379 (0.1371) evaluator_time: 0.0164 (0.0203) time: 0.1633 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:00 det.util.utils] INFO: Test: [ 950/2500] eta: 0:04:07 model_time: 0.1251 (0.1370) evaluator_time: 0.0151 (0.0203) time: 0.1528 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:36:02 det.util.utils] INFO: Test: [ 960/2500] eta: 0:04:06 model_time: 0.1253 (0.1370) evaluator_time: 0.0131 (0.0202) time: 0.1505 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:36:03 det.util.utils] INFO: Test: [ 970/2500] eta: 0:04:04 model_time: 0.1277 (0.1369) evaluator_time: 0.0151 (0.0202) time: 0.1565 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:05 det.util.utils] INFO: Test: [ 980/2500] eta: 0:04:02 model_time: 0.1289 (0.1369) evaluator_time: 0.0163 (0.0202) time: 0.1537 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:07 det.util.utils] INFO: Test: [ 990/2500] eta: 0:04:01 model_time: 0.1328 (0.1369) evaluator_time: 0.0166 (0.0202) time: 0.1557 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:08 det.util.utils] INFO: Test: [1000/2500] eta: 0:03:59 model_time: 0.1326 (0.1368) evaluator_time: 0.0155 (0.0202) time: 0.1556 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:10 det.util.utils] INFO: Test: [1010/2500] eta: 0:03:58 model_time: 0.1336 (0.1368) evaluator_time: 0.0171 (0.0203) time: 0.1598 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:11 det.util.utils] INFO: Test: [1020/2500] eta: 0:03:56 model_time: 0.1336 (0.1368) evaluator_time: 0.0182 (0.0202) time: 0.1603 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:13 det.util.utils] INFO: Test: [1030/2500] eta: 0:03:54 model_time: 0.1308 (0.1368) evaluator_time: 0.0166 (0.0202) time: 0.1534 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:14 det.util.utils] INFO: Test: [1040/2500] eta: 0:03:53 model_time: 0.1278 (0.1367) evaluator_time: 0.0163 (0.0202) time: 0.1525 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:16 det.util.utils] INFO: Test: [1050/2500] eta: 0:03:51 model_time: 0.1265 (0.1367) evaluator_time: 0.0163 (0.0202) time: 0.1573 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:18 det.util.utils] INFO: Test: [1060/2500] eta: 0:03:49 model_time: 0.1270 (0.1367) evaluator_time: 0.0150 (0.0202) time: 0.1564 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:36:19 det.util.utils] INFO: Test: [1070/2500] eta: 0:03:48 model_time: 0.1284 (0.1368) evaluator_time: 0.0150 (0.0201) time: 0.1564 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:36:21 det.util.utils] INFO: Test: [1080/2500] eta: 0:03:46 model_time: 0.1284 (0.1367) evaluator_time: 0.0150 (0.0201) time: 0.1587 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 07:36:22 det.util.utils] INFO: Test: [1090/2500] eta: 0:03:44 model_time: 0.1283 (0.1367) evaluator_time: 0.0156 (0.0201) time: 0.1547 data: 0.0009 mem: 961 max mem: 36965 [2024-01-16 07:36:24 det.util.utils] INFO: Test: [1100/2500] eta: 0:03:43 model_time: 0.1284 (0.1366) evaluator_time: 0.0134 (0.0201) time: 0.1517 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:25 det.util.utils] INFO: Test: [1110/2500] eta: 0:03:41 model_time: 0.1323 (0.1366) evaluator_time: 0.0205 (0.0202) time: 0.1596 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:27 det.util.utils] INFO: Test: [1120/2500] eta: 0:03:40 model_time: 0.1323 (0.1366) evaluator_time: 0.0221 (0.0202) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:28 det.util.utils] INFO: Test: [1130/2500] eta: 0:03:38 model_time: 0.1270 (0.1365) evaluator_time: 0.0169 (0.0202) time: 0.1526 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:30 det.util.utils] INFO: Test: [1140/2500] eta: 0:03:36 model_time: 0.1277 (0.1365) evaluator_time: 0.0164 (0.0202) time: 0.1549 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:36:32 det.util.utils] INFO: Test: [1150/2500] eta: 0:03:35 model_time: 0.1315 (0.1365) evaluator_time: 0.0150 (0.0201) time: 0.1538 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:33 det.util.utils] INFO: Test: [1160/2500] eta: 0:03:33 model_time: 0.1315 (0.1364) evaluator_time: 0.0162 (0.0202) time: 0.1576 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:35 det.util.utils] INFO: Test: [1170/2500] eta: 0:03:31 model_time: 0.1362 (0.1364) evaluator_time: 0.0177 (0.0202) time: 0.1599 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:36 det.util.utils] INFO: Test: [1180/2500] eta: 0:03:30 model_time: 0.1249 (0.1363) evaluator_time: 0.0153 (0.0201) time: 0.1508 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:38 det.util.utils] INFO: Test: [1190/2500] eta: 0:03:28 model_time: 0.1264 (0.1363) evaluator_time: 0.0170 (0.0202) time: 0.1527 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:39 det.util.utils] INFO: Test: [1200/2500] eta: 0:03:26 model_time: 0.1302 (0.1363) evaluator_time: 0.0170 (0.0201) time: 0.1554 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:41 det.util.utils] INFO: Test: [1210/2500] eta: 0:03:25 model_time: 0.1299 (0.1362) evaluator_time: 0.0172 (0.0202) time: 0.1543 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:42 det.util.utils] INFO: Test: [1220/2500] eta: 0:03:23 model_time: 0.1322 (0.1362) evaluator_time: 0.0172 (0.0202) time: 0.1574 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:44 det.util.utils] INFO: Test: [1230/2500] eta: 0:03:21 model_time: 0.1322 (0.1362) evaluator_time: 0.0138 (0.0202) time: 0.1556 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:46 det.util.utils] INFO: Test: [1240/2500] eta: 0:03:20 model_time: 0.1304 (0.1363) evaluator_time: 0.0167 (0.0202) time: 0.1607 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:47 det.util.utils] INFO: Test: [1250/2500] eta: 0:03:18 model_time: 0.1367 (0.1363) evaluator_time: 0.0191 (0.0202) time: 0.1632 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:49 det.util.utils] INFO: Test: [1260/2500] eta: 0:03:17 model_time: 0.1383 (0.1363) evaluator_time: 0.0191 (0.0202) time: 0.1653 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:36:50 det.util.utils] INFO: Test: [1270/2500] eta: 0:03:15 model_time: 0.1372 (0.1363) evaluator_time: 0.0152 (0.0202) time: 0.1607 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:36:52 det.util.utils] INFO: Test: [1280/2500] eta: 0:03:14 model_time: 0.1250 (0.1362) evaluator_time: 0.0152 (0.0202) time: 0.1509 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:54 det.util.utils] INFO: Test: [1290/2500] eta: 0:03:12 model_time: 0.1249 (0.1362) evaluator_time: 0.0177 (0.0202) time: 0.1540 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:36:55 det.util.utils] INFO: Test: [1300/2500] eta: 0:03:10 model_time: 0.1308 (0.1362) evaluator_time: 0.0162 (0.0202) time: 0.1582 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:57 det.util.utils] INFO: Test: [1310/2500] eta: 0:03:09 model_time: 0.1299 (0.1361) evaluator_time: 0.0167 (0.0202) time: 0.1575 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:36:58 det.util.utils] INFO: Test: [1320/2500] eta: 0:03:07 model_time: 0.1310 (0.1362) evaluator_time: 0.0200 (0.0203) time: 0.1638 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:00 det.util.utils] INFO: Test: [1330/2500] eta: 0:03:06 model_time: 0.1440 (0.1363) evaluator_time: 0.0176 (0.0203) time: 0.1712 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:02 det.util.utils] INFO: Test: [1340/2500] eta: 0:03:04 model_time: 0.1442 (0.1363) evaluator_time: 0.0177 (0.0203) time: 0.1716 data: 0.0010 mem: 961 max mem: 36965 [2024-01-16 07:37:04 det.util.utils] INFO: Test: [1350/2500] eta: 0:03:03 model_time: 0.1442 (0.1364) evaluator_time: 0.0195 (0.0203) time: 0.1741 data: 0.0011 mem: 961 max mem: 36965 [2024-01-16 07:37:05 det.util.utils] INFO: Test: [1360/2500] eta: 0:03:01 model_time: 0.1378 (0.1364) evaluator_time: 0.0174 (0.0203) time: 0.1662 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 07:37:07 det.util.utils] INFO: Test: [1370/2500] eta: 0:03:00 model_time: 0.1337 (0.1364) evaluator_time: 0.0174 (0.0203) time: 0.1588 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:08 det.util.utils] INFO: Test: [1380/2500] eta: 0:02:58 model_time: 0.1320 (0.1364) evaluator_time: 0.0183 (0.0203) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:10 det.util.utils] INFO: Test: [1390/2500] eta: 0:02:57 model_time: 0.1323 (0.1365) evaluator_time: 0.0181 (0.0203) time: 0.1626 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:12 det.util.utils] INFO: Test: [1400/2500] eta: 0:02:55 model_time: 0.1326 (0.1364) evaluator_time: 0.0174 (0.0203) time: 0.1602 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:13 det.util.utils] INFO: Test: [1410/2500] eta: 0:02:53 model_time: 0.1326 (0.1364) evaluator_time: 0.0180 (0.0204) time: 0.1587 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:37:15 det.util.utils] INFO: Test: [1420/2500] eta: 0:02:52 model_time: 0.1367 (0.1365) evaluator_time: 0.0206 (0.0204) time: 0.1679 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:17 det.util.utils] INFO: Test: [1430/2500] eta: 0:02:50 model_time: 0.1404 (0.1365) evaluator_time: 0.0168 (0.0204) time: 0.1684 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 07:37:18 det.util.utils] INFO: Test: [1440/2500] eta: 0:02:49 model_time: 0.1294 (0.1365) evaluator_time: 0.0162 (0.0204) time: 0.1589 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:20 det.util.utils] INFO: Test: [1450/2500] eta: 0:02:47 model_time: 0.1288 (0.1365) evaluator_time: 0.0158 (0.0204) time: 0.1544 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:21 det.util.utils] INFO: Test: [1460/2500] eta: 0:02:45 model_time: 0.1292 (0.1365) evaluator_time: 0.0158 (0.0204) time: 0.1577 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:23 det.util.utils] INFO: Test: [1470/2500] eta: 0:02:44 model_time: 0.1448 (0.1365) evaluator_time: 0.0175 (0.0204) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:25 det.util.utils] INFO: Test: [1480/2500] eta: 0:02:42 model_time: 0.1366 (0.1365) evaluator_time: 0.0185 (0.0204) time: 0.1636 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:26 det.util.utils] INFO: Test: [1490/2500] eta: 0:02:41 model_time: 0.1286 (0.1365) evaluator_time: 0.0148 (0.0204) time: 0.1561 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:28 det.util.utils] INFO: Test: [1500/2500] eta: 0:02:39 model_time: 0.1286 (0.1365) evaluator_time: 0.0141 (0.0203) time: 0.1555 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:37:29 det.util.utils] INFO: Test: [1510/2500] eta: 0:02:37 model_time: 0.1288 (0.1365) evaluator_time: 0.0147 (0.0203) time: 0.1545 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:37:31 det.util.utils] INFO: Test: [1520/2500] eta: 0:02:36 model_time: 0.1297 (0.1365) evaluator_time: 0.0147 (0.0203) time: 0.1553 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:32 det.util.utils] INFO: Test: [1530/2500] eta: 0:02:34 model_time: 0.1313 (0.1365) evaluator_time: 0.0186 (0.0203) time: 0.1597 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:34 det.util.utils] INFO: Test: [1540/2500] eta: 0:02:33 model_time: 0.1324 (0.1366) evaluator_time: 0.0183 (0.0203) time: 0.1640 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:36 det.util.utils] INFO: Test: [1550/2500] eta: 0:02:31 model_time: 0.1307 (0.1365) evaluator_time: 0.0163 (0.0203) time: 0.1588 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:37:37 det.util.utils] INFO: Test: [1560/2500] eta: 0:02:29 model_time: 0.1299 (0.1365) evaluator_time: 0.0181 (0.0203) time: 0.1538 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:37:39 det.util.utils] INFO: Test: [1570/2500] eta: 0:02:28 model_time: 0.1317 (0.1365) evaluator_time: 0.0162 (0.0203) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:40 det.util.utils] INFO: Test: [1580/2500] eta: 0:02:26 model_time: 0.1296 (0.1365) evaluator_time: 0.0156 (0.0203) time: 0.1570 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:42 det.util.utils] INFO: Test: [1590/2500] eta: 0:02:25 model_time: 0.1316 (0.1365) evaluator_time: 0.0156 (0.0203) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:43 det.util.utils] INFO: Test: [1600/2500] eta: 0:02:23 model_time: 0.1309 (0.1365) evaluator_time: 0.0159 (0.0203) time: 0.1587 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:45 det.util.utils] INFO: Test: [1610/2500] eta: 0:02:21 model_time: 0.1287 (0.1365) evaluator_time: 0.0179 (0.0203) time: 0.1586 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:37:47 det.util.utils] INFO: Test: [1620/2500] eta: 0:02:20 model_time: 0.1283 (0.1365) evaluator_time: 0.0179 (0.0203) time: 0.1646 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:37:48 det.util.utils] INFO: Test: [1630/2500] eta: 0:02:18 model_time: 0.1383 (0.1366) evaluator_time: 0.0161 (0.0203) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:50 det.util.utils] INFO: Test: [1640/2500] eta: 0:02:17 model_time: 0.1350 (0.1365) evaluator_time: 0.0163 (0.0203) time: 0.1605 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:52 det.util.utils] INFO: Test: [1650/2500] eta: 0:02:15 model_time: 0.1357 (0.1366) evaluator_time: 0.0182 (0.0203) time: 0.1630 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:37:53 det.util.utils] INFO: Test: [1660/2500] eta: 0:02:14 model_time: 0.1357 (0.1366) evaluator_time: 0.0190 (0.0203) time: 0.1644 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:55 det.util.utils] INFO: Test: [1670/2500] eta: 0:02:12 model_time: 0.1282 (0.1366) evaluator_time: 0.0192 (0.0204) time: 0.1636 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:57 det.util.utils] INFO: Test: [1680/2500] eta: 0:02:10 model_time: 0.1394 (0.1366) evaluator_time: 0.0192 (0.0204) time: 0.1676 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:37:58 det.util.utils] INFO: Test: [1690/2500] eta: 0:02:09 model_time: 0.1368 (0.1366) evaluator_time: 0.0149 (0.0204) time: 0.1630 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:38:00 det.util.utils] INFO: Test: [1700/2500] eta: 0:02:07 model_time: 0.1288 (0.1366) evaluator_time: 0.0152 (0.0204) time: 0.1571 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:38:01 det.util.utils] INFO: Test: [1710/2500] eta: 0:02:06 model_time: 0.1240 (0.1366) evaluator_time: 0.0157 (0.0204) time: 0.1515 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:38:03 det.util.utils] INFO: Test: [1720/2500] eta: 0:02:04 model_time: 0.1295 (0.1366) evaluator_time: 0.0194 (0.0204) time: 0.1558 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:05 det.util.utils] INFO: Test: [1730/2500] eta: 0:02:02 model_time: 0.1341 (0.1366) evaluator_time: 0.0186 (0.0204) time: 0.1636 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:06 det.util.utils] INFO: Test: [1740/2500] eta: 0:02:01 model_time: 0.1396 (0.1366) evaluator_time: 0.0156 (0.0204) time: 0.1631 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 07:38:08 det.util.utils] INFO: Test: [1750/2500] eta: 0:01:59 model_time: 0.1377 (0.1366) evaluator_time: 0.0157 (0.0204) time: 0.1627 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:38:09 det.util.utils] INFO: Test: [1760/2500] eta: 0:01:58 model_time: 0.1331 (0.1366) evaluator_time: 0.0157 (0.0204) time: 0.1591 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:11 det.util.utils] INFO: Test: [1770/2500] eta: 0:01:56 model_time: 0.1281 (0.1366) evaluator_time: 0.0172 (0.0204) time: 0.1538 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:38:13 det.util.utils] INFO: Test: [1780/2500] eta: 0:01:54 model_time: 0.1374 (0.1366) evaluator_time: 0.0162 (0.0203) time: 0.1596 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:14 det.util.utils] INFO: Test: [1790/2500] eta: 0:01:53 model_time: 0.1374 (0.1366) evaluator_time: 0.0154 (0.0203) time: 0.1607 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:16 det.util.utils] INFO: Test: [1800/2500] eta: 0:01:51 model_time: 0.1342 (0.1366) evaluator_time: 0.0166 (0.0203) time: 0.1607 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:38:17 det.util.utils] INFO: Test: [1810/2500] eta: 0:01:50 model_time: 0.1342 (0.1367) evaluator_time: 0.0154 (0.0203) time: 0.1624 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:38:19 det.util.utils] INFO: Test: [1820/2500] eta: 0:01:48 model_time: 0.1270 (0.1366) evaluator_time: 0.0161 (0.0203) time: 0.1550 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:20 det.util.utils] INFO: Test: [1830/2500] eta: 0:01:46 model_time: 0.1246 (0.1366) evaluator_time: 0.0177 (0.0203) time: 0.1530 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:22 det.util.utils] INFO: Test: [1840/2500] eta: 0:01:45 model_time: 0.1350 (0.1366) evaluator_time: 0.0180 (0.0203) time: 0.1589 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:24 det.util.utils] INFO: Test: [1850/2500] eta: 0:01:43 model_time: 0.1324 (0.1366) evaluator_time: 0.0168 (0.0203) time: 0.1577 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:25 det.util.utils] INFO: Test: [1860/2500] eta: 0:01:42 model_time: 0.1318 (0.1366) evaluator_time: 0.0146 (0.0203) time: 0.1575 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:38:27 det.util.utils] INFO: Test: [1870/2500] eta: 0:01:40 model_time: 0.1387 (0.1367) evaluator_time: 0.0158 (0.0203) time: 0.1656 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:38:29 det.util.utils] INFO: Test: [1880/2500] eta: 0:01:38 model_time: 0.1387 (0.1367) evaluator_time: 0.0226 (0.0203) time: 0.1713 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:38:30 det.util.utils] INFO: Test: [1890/2500] eta: 0:01:37 model_time: 0.1374 (0.1367) evaluator_time: 0.0226 (0.0203) time: 0.1677 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:32 det.util.utils] INFO: Test: [1900/2500] eta: 0:01:35 model_time: 0.1360 (0.1368) evaluator_time: 0.0211 (0.0204) time: 0.1691 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 07:38:34 det.util.utils] INFO: Test: [1910/2500] eta: 0:01:34 model_time: 0.1350 (0.1367) evaluator_time: 0.0192 (0.0204) time: 0.1654 data: 0.0008 mem: 962 max mem: 36965 [2024-01-16 07:38:35 det.util.utils] INFO: Test: [1920/2500] eta: 0:01:32 model_time: 0.1305 (0.1368) evaluator_time: 0.0153 (0.0203) time: 0.1574 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:37 det.util.utils] INFO: Test: [1930/2500] eta: 0:01:31 model_time: 0.1325 (0.1368) evaluator_time: 0.0153 (0.0203) time: 0.1586 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:38 det.util.utils] INFO: Test: [1940/2500] eta: 0:01:29 model_time: 0.1328 (0.1368) evaluator_time: 0.0159 (0.0203) time: 0.1592 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:40 det.util.utils] INFO: Test: [1950/2500] eta: 0:01:27 model_time: 0.1337 (0.1368) evaluator_time: 0.0156 (0.0203) time: 0.1599 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:42 det.util.utils] INFO: Test: [1960/2500] eta: 0:01:26 model_time: 0.1367 (0.1368) evaluator_time: 0.0155 (0.0203) time: 0.1617 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:38:43 det.util.utils] INFO: Test: [1970/2500] eta: 0:01:24 model_time: 0.1372 (0.1368) evaluator_time: 0.0176 (0.0203) time: 0.1641 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:38:45 det.util.utils] INFO: Test: [1980/2500] eta: 0:01:23 model_time: 0.1372 (0.1368) evaluator_time: 0.0184 (0.0203) time: 0.1627 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:46 det.util.utils] INFO: Test: [1990/2500] eta: 0:01:21 model_time: 0.1375 (0.1368) evaluator_time: 0.0168 (0.0203) time: 0.1625 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:38:48 det.util.utils] INFO: Test: [2000/2500] eta: 0:01:19 model_time: 0.1375 (0.1368) evaluator_time: 0.0155 (0.0203) time: 0.1613 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:38:50 det.util.utils] INFO: Test: [2010/2500] eta: 0:01:18 model_time: 0.1332 (0.1368) evaluator_time: 0.0158 (0.0203) time: 0.1603 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:51 det.util.utils] INFO: Test: [2020/2500] eta: 0:01:16 model_time: 0.1282 (0.1368) evaluator_time: 0.0173 (0.0203) time: 0.1579 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:38:53 det.util.utils] INFO: Test: [2030/2500] eta: 0:01:15 model_time: 0.1282 (0.1368) evaluator_time: 0.0173 (0.0203) time: 0.1540 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:38:54 det.util.utils] INFO: Test: [2040/2500] eta: 0:01:13 model_time: 0.1289 (0.1368) evaluator_time: 0.0194 (0.0203) time: 0.1580 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:56 det.util.utils] INFO: Test: [2050/2500] eta: 0:01:11 model_time: 0.1301 (0.1368) evaluator_time: 0.0167 (0.0203) time: 0.1575 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:57 det.util.utils] INFO: Test: [2060/2500] eta: 0:01:10 model_time: 0.1262 (0.1368) evaluator_time: 0.0156 (0.0203) time: 0.1544 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:38:59 det.util.utils] INFO: Test: [2070/2500] eta: 0:01:08 model_time: 0.1270 (0.1367) evaluator_time: 0.0150 (0.0203) time: 0.1548 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:01 det.util.utils] INFO: Test: [2080/2500] eta: 0:01:07 model_time: 0.1296 (0.1367) evaluator_time: 0.0187 (0.0203) time: 0.1557 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:39:02 det.util.utils] INFO: Test: [2090/2500] eta: 0:01:05 model_time: 0.1328 (0.1367) evaluator_time: 0.0175 (0.0203) time: 0.1586 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:39:04 det.util.utils] INFO: Test: [2100/2500] eta: 0:01:03 model_time: 0.1298 (0.1367) evaluator_time: 0.0154 (0.0203) time: 0.1602 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:05 det.util.utils] INFO: Test: [2110/2500] eta: 0:01:02 model_time: 0.1291 (0.1367) evaluator_time: 0.0152 (0.0203) time: 0.1573 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:07 det.util.utils] INFO: Test: [2120/2500] eta: 0:01:00 model_time: 0.1355 (0.1367) evaluator_time: 0.0143 (0.0203) time: 0.1551 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:09 det.util.utils] INFO: Test: [2130/2500] eta: 0:00:59 model_time: 0.1402 (0.1368) evaluator_time: 0.0175 (0.0203) time: 0.1658 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:15 det.util.utils] INFO: Test: [2140/2500] eta: 0:00:58 model_time: 0.1370 (0.1368) evaluator_time: 0.0181 (0.0227) time: 0.4252 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:17 det.util.utils] INFO: Test: [2150/2500] eta: 0:00:56 model_time: 0.1370 (0.1368) evaluator_time: 0.0181 (0.0227) time: 0.4275 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:19 det.util.utils] INFO: Test: [2160/2500] eta: 0:00:55 model_time: 0.1412 (0.1369) evaluator_time: 0.0166 (0.0227) time: 0.1738 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:39:20 det.util.utils] INFO: Test: [2170/2500] eta: 0:00:53 model_time: 0.1403 (0.1369) evaluator_time: 0.0158 (0.0227) time: 0.1637 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:22 det.util.utils] INFO: Test: [2180/2500] eta: 0:00:51 model_time: 0.1388 (0.1369) evaluator_time: 0.0158 (0.0227) time: 0.1596 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:39:24 det.util.utils] INFO: Test: [2190/2500] eta: 0:00:50 model_time: 0.1306 (0.1369) evaluator_time: 0.0163 (0.0227) time: 0.1588 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:25 det.util.utils] INFO: Test: [2200/2500] eta: 0:00:48 model_time: 0.1303 (0.1369) evaluator_time: 0.0163 (0.0227) time: 0.1563 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:27 det.util.utils] INFO: Test: [2210/2500] eta: 0:00:47 model_time: 0.1356 (0.1369) evaluator_time: 0.0152 (0.0226) time: 0.1577 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:39:28 det.util.utils] INFO: Test: [2220/2500] eta: 0:00:45 model_time: 0.1356 (0.1369) evaluator_time: 0.0169 (0.0226) time: 0.1617 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:30 det.util.utils] INFO: Test: [2230/2500] eta: 0:00:43 model_time: 0.1355 (0.1369) evaluator_time: 0.0176 (0.0226) time: 0.1639 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:32 det.util.utils] INFO: Test: [2240/2500] eta: 0:00:42 model_time: 0.1387 (0.1369) evaluator_time: 0.0152 (0.0226) time: 0.1618 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:33 det.util.utils] INFO: Test: [2250/2500] eta: 0:00:40 model_time: 0.1389 (0.1369) evaluator_time: 0.0152 (0.0226) time: 0.1646 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:35 det.util.utils] INFO: Test: [2260/2500] eta: 0:00:38 model_time: 0.1389 (0.1369) evaluator_time: 0.0188 (0.0226) time: 0.1622 data: 0.0008 mem: 961 max mem: 36965 [2024-01-16 07:39:36 det.util.utils] INFO: Test: [2270/2500] eta: 0:00:37 model_time: 0.1305 (0.1369) evaluator_time: 0.0165 (0.0226) time: 0.1546 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:39:38 det.util.utils] INFO: Test: [2280/2500] eta: 0:00:35 model_time: 0.1305 (0.1369) evaluator_time: 0.0182 (0.0226) time: 0.1551 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:39:40 det.util.utils] INFO: Test: [2290/2500] eta: 0:00:34 model_time: 0.1269 (0.1369) evaluator_time: 0.0172 (0.0225) time: 0.1528 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:41 det.util.utils] INFO: Test: [2300/2500] eta: 0:00:32 model_time: 0.1278 (0.1369) evaluator_time: 0.0147 (0.0225) time: 0.1525 data: 0.0006 mem: 962 max mem: 36965 [2024-01-16 07:39:43 det.util.utils] INFO: Test: [2310/2500] eta: 0:00:30 model_time: 0.1290 (0.1369) evaluator_time: 0.0156 (0.0225) time: 0.1560 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:44 det.util.utils] INFO: Test: [2320/2500] eta: 0:00:29 model_time: 0.1321 (0.1369) evaluator_time: 0.0166 (0.0225) time: 0.1592 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:46 det.util.utils] INFO: Test: [2330/2500] eta: 0:00:27 model_time: 0.1321 (0.1369) evaluator_time: 0.0162 (0.0225) time: 0.1619 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:47 det.util.utils] INFO: Test: [2340/2500] eta: 0:00:25 model_time: 0.1291 (0.1369) evaluator_time: 0.0164 (0.0225) time: 0.1577 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:39:49 det.util.utils] INFO: Test: [2350/2500] eta: 0:00:24 model_time: 0.1367 (0.1369) evaluator_time: 0.0163 (0.0225) time: 0.1593 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:51 det.util.utils] INFO: Test: [2360/2500] eta: 0:00:22 model_time: 0.1367 (0.1369) evaluator_time: 0.0172 (0.0224) time: 0.1601 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:52 det.util.utils] INFO: Test: [2370/2500] eta: 0:00:21 model_time: 0.1393 (0.1369) evaluator_time: 0.0183 (0.0224) time: 0.1606 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:54 det.util.utils] INFO: Test: [2380/2500] eta: 0:00:19 model_time: 0.1430 (0.1369) evaluator_time: 0.0197 (0.0224) time: 0.1651 data: 0.0006 mem: 961 max mem: 36965 [2024-01-16 07:39:56 det.util.utils] INFO: Test: [2390/2500] eta: 0:00:17 model_time: 0.1332 (0.1369) evaluator_time: 0.0169 (0.0224) time: 0.1598 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:39:57 det.util.utils] INFO: Test: [2400/2500] eta: 0:00:16 model_time: 0.1323 (0.1369) evaluator_time: 0.0158 (0.0224) time: 0.1588 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:39:59 det.util.utils] INFO: Test: [2410/2500] eta: 0:00:14 model_time: 0.1358 (0.1369) evaluator_time: 0.0150 (0.0224) time: 0.1580 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:40:00 det.util.utils] INFO: Test: [2420/2500] eta: 0:00:12 model_time: 0.1358 (0.1369) evaluator_time: 0.0149 (0.0224) time: 0.1588 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:40:02 det.util.utils] INFO: Test: [2430/2500] eta: 0:00:11 model_time: 0.1287 (0.1369) evaluator_time: 0.0164 (0.0224) time: 0.1594 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:40:03 det.util.utils] INFO: Test: [2440/2500] eta: 0:00:09 model_time: 0.1274 (0.1369) evaluator_time: 0.0164 (0.0223) time: 0.1516 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:40:05 det.util.utils] INFO: Test: [2450/2500] eta: 0:00:08 model_time: 0.1324 (0.1369) evaluator_time: 0.0165 (0.0223) time: 0.1583 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:40:07 det.util.utils] INFO: Test: [2460/2500] eta: 0:00:06 model_time: 0.1394 (0.1369) evaluator_time: 0.0177 (0.0223) time: 0.1732 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:40:09 det.util.utils] INFO: Test: [2470/2500] eta: 0:00:04 model_time: 0.1438 (0.1370) evaluator_time: 0.0177 (0.0224) time: 0.1752 data: 0.0007 mem: 961 max mem: 36965 [2024-01-16 07:40:10 det.util.utils] INFO: Test: [2480/2500] eta: 0:00:03 model_time: 0.1333 (0.1370) evaluator_time: 0.0144 (0.0223) time: 0.1605 data: 0.0007 mem: 962 max mem: 36965 [2024-01-16 07:40:11 det.util.utils] INFO: Test: [2490/2500] eta: 0:00:01 model_time: 0.1268 (0.1369) evaluator_time: 0.0138 (0.0223) time: 0.1468 data: 0.0005 mem: 961 max mem: 36965 [2024-01-16 07:40:13 det.util.utils] INFO: Test: [2499/2500] eta: 0:00:00 model_time: 0.1291 (0.1369) evaluator_time: 0.0151 (0.0223) time: 0.1528 data: 0.0004 mem: 962 max mem: 36965 [2024-01-16 07:40:13 det.util.engine] INFO: Averaged stats: model_time: 0.1291 (0.1345) evaluator_time: 0.0151 (0.0221) [2024-01-16 07:40:54 det.util.engine] INFO: Accumulating evaluation results... DONE (t=21.35s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.517 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.691 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.556 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 [2024-01-16 07:40:54 det.util.engine] INFO: +----------------+------+-------+--------+--------+-------+ | class | imgs | gts | dets | recall | ap | +----------------+------+-------+--------+--------+-------+ | person | 2693 | 11004 | 115514 | 0.960 | 0.861 | | bicycle | 149 | 316 | 6644 | 0.904 | 0.654 | | car | 535 | 1932 | 73509 | 0.948 | 0.756 | | motorcycle | 159 | 371 | 5637 | 0.948 | 0.780 | | airplane | 97 | 143 | 4751 | 0.986 | 0.906 | | bus | 189 | 285 | 5262 | 0.972 | 0.854 | | train | 157 | 190 | 5539 | 0.984 | 0.910 | | truck | 250 | 415 | 11622 | 0.976 | 0.607 | | boat | 121 | 430 | 12805 | 0.889 | 0.580 | | traffic light | 191 | 637 | 13825 | 0.875 | 0.600 | | fire hydrant | 86 | 101 | 2299 | 0.990 | 0.912 | | stop sign | 69 | 75 | 3702 | 0.973 | 0.786 | | parking meter | 37 | 60 | 3091 | 0.933 | 0.724 | | bench | 235 | 413 | 31449 | 0.820 | 0.438 | | bird | 125 | 440 | 18692 | 0.829 | 0.675 | | cat | 184 | 202 | 3543 | 0.990 | 0.927 | | dog | 177 | 218 | 13638 | 0.977 | 0.870 | | horse | 128 | 273 | 6402 | 0.967 | 0.859 | | sheep | 65 | 361 | 6708 | 0.972 | 0.852 | | cow | 87 | 380 | 7902 | 0.976 | 0.855 | | elephant | 89 | 255 | 7188 | 0.996 | 0.912 | | bear | 49 | 71 | 9518 | 0.986 | 0.917 | | zebra | 85 | 268 | 7212 | 0.989 | 0.935 | | giraffe | 101 | 232 | 8455 | 0.996 | 0.922 | | backpack | 228 | 371 | 18653 | 0.898 | 0.381 | | umbrella | 174 | 413 | 5910 | 0.914 | 0.718 | | handbag | 292 | 540 | 20601 | 0.885 | 0.397 | | tie | 145 | 254 | 5777 | 0.845 | 0.646 | | suitcase | 105 | 303 | 6780 | 0.936 | 0.732 | | frisbee | 84 | 115 | 2250 | 0.974 | 0.923 | | skis | 120 | 241 | 10283 | 0.876 | 0.574 | | snowboard | 49 | 69 | 4997 | 0.913 | 0.635 | | sports ball | 169 | 263 | 7267 | 0.858 | 0.745 | | kite | 91 | 336 | 3476 | 0.917 | 0.735 | | baseball bat | 97 | 146 | 2800 | 0.903 | 0.711 | | baseball glove | 100 | 148 | 3087 | 0.912 | 0.718 | | skateboard | 127 | 179 | 3833 | 0.939 | 0.837 | | surfboard | 149 | 269 | 10762 | 0.873 | 0.721 | | tennis racket | 167 | 225 | 3841 | 0.920 | 0.830 | | bottle | 379 | 1025 | 15813 | 0.927 | 0.666 | | wine glass | 110 | 343 | 3692 | 0.871 | 0.651 | | cup | 390 | 899 | 12667 | 0.934 | 0.685 | | fork | 155 | 215 | 5833 | 0.935 | 0.673 | | knife | 181 | 326 | 7455 | 0.846 | 0.472 | | spoon | 153 | 253 | 7726 | 0.850 | 0.419 | | bowl | 314 | 626 | 10171 | 0.939 | 0.642 | | banana | 103 | 379 | 7037 | 0.905 | 0.461 | | apple | 76 | 239 | 6156 | 0.852 | 0.404 | | sandwich | 98 | 177 | 3200 | 0.921 | 0.595 | | orange | 85 | 287 | 3328 | 0.874 | 0.543 | | broccoli | 71 | 316 | 7378 | 0.907 | 0.437 | | carrot | 3 | 2303 | 73509 | 0.882 | 0.452 | | hot dog | 0 | 345 | 13638 | 0.856 | 0.630 | | pizza | 153 | 285 | 4034 | 0.958 | 0.795 | | donut | 62 | 338 | 3717 | 0.957 | 0.762 | | cake | 124 | 316 | 5587 | 0.952 | 0.680 | | chair | 580 | 1791 | 41526 | 0.897 | 0.557 | | couch | 195 | 261 | 9952 | 0.973 | 0.674 | | potted plant | 172 | 343 | 15519 | 0.901 | 0.539 | | bed | 149 | 163 | 9029 | 0.982 | 0.690 | | dining table | 501 | 697 | 20823 | 0.895 | 0.498 | | toilet | 149 | 179 | 5904 | 0.978 | 0.842 | | tv | 207 | 288 | 4156 | 0.951 | 0.832 | | laptop | 183 | 231 | 3859 | 0.974 | 0.833 | | mouse | 88 | 106 | 1620 | 0.962 | 0.847 | | remote | 145 | 283 | 6052 | 0.936 | 0.660 | | keyboard | 106 | 153 | 2713 | 0.935 | 0.759 | | cell phone | 214 | 262 | 8407 | 0.859 | 0.641 | | microwave | 54 | 55 | 1245 | 0.982 | 0.838 | | oven | 115 | 143 | 4214 | 0.923 | 0.621 | | toaster | 8 | 9 | 451 | 0.889 | 0.724 | | sink | 187 | 225 | 9754 | 0.942 | 0.662 | | refrigerator | 101 | 126 | 2996 | 0.976 | 0.787 | | book | 230 | 1161 | 23771 | 0.864 | 0.401 | | clock | 204 | 267 | 8986 | 0.948 | 0.805 | | vase | 137 | 277 | 5663 | 0.898 | 0.613 | | scissors | 28 | 36 | 2195 | 0.833 | 0.518 | | teddy bear | 0 | 262 | 9518 | 0.937 | 0.725 | | hair drier | 9 | 11 | 1323 | 0.818 | 0.380 | | toothbrush | 34 | 57 | 2784 | 0.737 | 0.468 | +----------------+------+-------+--------+--------+-------+ | mean results | | | | 0.922 | 0.691 | +----------------+------+-------+--------+--------+-------+ [2024-01-16 07:40:54 accelerate.tracking] DEBUG: Successfully logged to TensorBoard [2024-01-16 07:40:57 det.util.utils] INFO: the best ap model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap.pth [2024-01-16 07:40:58 det.util.utils] INFO: the best ap50 model is saved to /opt/data/private/houxiuquan/detection/checkpoints/relation_detr_resnet50_800_1333/train/dino_stable_vari_relation_hybridnorel/best_ap50.pth [2024-01-16 07:40:58 det.__main__] INFO: Training time: 1 day, 19:22:50 [2024-01-16 07:40:58 accelerate.tracking] DEBUG: TensorBoard writer closed